Multiple ETF/ETN Tickers and Stats in Python

etfStats.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ETFs with Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Scraping data from http://www.etf.com/channels/wisdomtree-us-smallcap-quality-dividend-growth-index-etfs\n",
      "Page 1776 in 1786\n",
      "Scraping data from http://www.etf.com/channels/workplace-equality-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/zacks-international-multi-asset-income-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/zacks-mlp-high-income-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/zacks-micro-cap-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/zacks-mid-cap-core-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/zacks-multi-asset-income-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/zacks-new-china-index-etfs\n",
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      "Scraping data from http://www.etf.com/channels/iboxx-3-year-target-duration-tips-etfs\n",
      "Page 1784 in 1786\n",
      "Scraping data from http://www.etf.com/channels/iboxx-5-year-target-duration-tips-etfs\n",
      "Page 1785 in 1786\n",
      "Wall time: 25min 26s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "import pandas as pd\n",
    "import sqlite3 as db\n",
    "import requests\n",
    "import functools\n",
    "import numpy as np \n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "###### Returns all available ETF links ######\n",
    "s = []\n",
    "r  = requests.get(\"http://www.etf.com/channels\")\n",
    "data = r.text\n",
    "soup = BeautifulSoup(data, \"lxml\")\n",
    "for link in soup.find_all('a'):\n",
    "    if '/channels/' in str(link.get('href')):\n",
    "        s.append('http://www.etf.com' + str(link.get('href')))\n",
    "# print(s)\n",
    "\n",
    "###### Returns data from all ETFs ETNs ######\n",
    "# Load data from all ETF/ETN links\n",
    "frames = None\n",
    "for i in range(0, len(s)):  # 10 for test\n",
    "    \n",
    "    print(\"Scraping data from {}\".format(s[i]))\n",
    "    print(\"Page {} in \".format(i) + str(len(s)))\n",
    "\n",
    "    try:\n",
    "        \n",
    "        # Download industry ETF data\n",
    "        df = pd.read_html(requests.get(s[i],headers={'User-agent': 'Mozilla/5.0'}).text)\n",
    "        del df[len(df) -1] # Deletes last cell w/out data\n",
    "        \n",
    "        # Fix columns with flows/changes from stats section\n",
    "        for j in range(0, len(df)):\n",
    "            # Fixes Columns without names\n",
    "            if df[j].columns[0] == 0:  \n",
    "                df[j].columns = df[j].iloc[0]\n",
    "                df[j] = df[j].iloc[1:,]\n",
    "                df[j].columns = [x.title() for x in df[j].columns]\n",
    "                # print(df[j])\n",
    "        \n",
    "        # Merge and clean per industry\n",
    "        df = functools.reduce(lambda x, y: pd.merge(x, y, on = list(set(x).intersection(y)), how = 'outer'), df)\n",
    "        del df['% Change*']\n",
    "        del df['Net Flows*']\n",
    "        df = df.replace(np.nan, '', regex=True)\n",
    "        df = df.replace('--', '', regex=False)\n",
    "        df = df.replace('%', '', regex=True)\n",
    "        df['AUM'] = df['AUM'].apply(lambda x: x.replace('$',''))\n",
    "        df = df.drop_duplicates(keep=False)\n",
    "        \n",
    "        # Add Industry Columns\n",
    "        #         df['type_link'] = s[i].split('/')[-1].replace('-etfs', '')\n",
    "        #         df['link'] = s[i]\n",
    "        \n",
    "        # Convert AUM ('B', 'M', 'K') to integers\n",
    "        from decimal import Decimal\n",
    "        d = {'K': 3, 'M': 6,'B': 9}\n",
    "        def text_to_num(text):\n",
    "            if text == '':\n",
    "                return ''\n",
    "            elif text[-1] in d:\n",
    "                num, magnitude = text[:-1], text[-1]\n",
    "                return int(Decimal(num) * 10 ** d[magnitude])\n",
    "            else:\n",
    "                return int(Decimal(text))\n",
    "\n",
    "        df['AUM'] = [text_to_num(a) for a in df['AUM']]\n",
    "        frames = df.append(frames)\n",
    "        \n",
    "    except:\n",
    "        next\n",
    "\n",
    "try:\n",
    "    # Sort by category and remove duplicate lines and lines without data\n",
    "    frames = frames[frames.Leveraged != ''] # Removes duplicate rows shared across pages\n",
    "    frames = frames.drop_duplicates(subset=['Ticker'], keep=False)\n",
    "    frames = frames.sort_values(by=['Asset Class', 'Strategy', 'Region', 'Geography', 'Category', 'Focus'])\n",
    "    frames = frames.drop([' ', ' .1'], 1) # Drop columns without data\n",
    "    frames.rename(columns={'E': 'Efficiency Score', 'T': 'Tradability Score', 'F': 'Fit Neutrality Score'}, inplace=True)\n",
    "    frames = frames.reset_index(drop=True) # Reindex\n",
    "    frames['Download UTC Date'] = datetime.now(timezone.utc).strftime(\"%Y/%m/%d\")\n",
    "except:\n",
    "    print('Error in last segment')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ticker</th>\n",
       "      <th>Fund Name</th>\n",
       "      <th>Issuer</th>\n",
       "      <th>Expense Ratio</th>\n",
       "      <th>AUM</th>\n",
       "      <th>Spread %</th>\n",
       "      <th>Segment</th>\n",
       "      <th>1 Month</th>\n",
       "      <th>3 Month</th>\n",
       "      <th>1 Year</th>\n",
       "      <th>...</th>\n",
       "      <th>MAX LT CapitalGains Rate</th>\n",
       "      <th>Max ST CapitalGains Rate</th>\n",
       "      <th>TaxReporting</th>\n",
       "      <th>MSCI ESGQuality Score</th>\n",
       "      <th>ESG ScorePeer Rank</th>\n",
       "      <th>ESG ScoreGlobal Rank</th>\n",
       "      <th>Carbon IntensityTons CO2e/$M Sales</th>\n",
       "      <th>SustainableImpact Exposure</th>\n",
       "      <th>SRI ScreeningCriteria Exposure</th>\n",
       "      <th>Download UTC Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DALT</td>\n",
       "      <td>Anfield Capital Diversified Alternatives ETF</td>\n",
       "      <td>Northern Lights</td>\n",
       "      <td>1.30</td>\n",
       "      <td>29320000</td>\n",
       "      <td>0.61</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>-0.36</td>\n",
       "      <td>3.56</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VEGA</td>\n",
       "      <td>AdvisorShares STAR Global Buy-Write ETF</td>\n",
       "      <td>AdvisorShares</td>\n",
       "      <td>2.05</td>\n",
       "      <td>17060000</td>\n",
       "      <td>0.56</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>4.81</td>\n",
       "      <td>6.75</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LALT</td>\n",
       "      <td>Invesco Multi-Strategy Alternative ETF</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>0.98</td>\n",
       "      <td>4430000</td>\n",
       "      <td>1.07</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.23</td>\n",
       "      <td>1.13</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FMF</td>\n",
       "      <td>First Trust Morningstar Managed Futures Strate...</td>\n",
       "      <td>First Trust</td>\n",
       "      <td>0.95</td>\n",
       "      <td>12170000</td>\n",
       "      <td>0.39</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>1.76</td>\n",
       "      <td>3.04</td>\n",
       "      <td>6.77</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>VMAX</td>\n",
       "      <td>REX VolMAXX Long VIX Futures Strategy ETF</td>\n",
       "      <td>Exchange Traded Concepts</td>\n",
       "      <td>2.85</td>\n",
       "      <td>2810000</td>\n",
       "      <td>0.56</td>\n",
       "      <td>Alternatives: U.S. - Volatility</td>\n",
       "      <td>3.09</td>\n",
       "      <td>-16.45</td>\n",
       "      <td>-23.96</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>RALS</td>\n",
       "      <td>ProShares RAFI Long/Short ETF</td>\n",
       "      <td>ProShares</td>\n",
       "      <td>0.95</td>\n",
       "      <td>11840000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>-1.19</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>4.92 / 10</td>\n",
       "      <td>42.25</td>\n",
       "      <td>27.09</td>\n",
       "      <td>328.29</td>\n",
       "      <td>3.92</td>\n",
       "      <td>11.54</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DYB</td>\n",
       "      <td>WisdomTree Dynamic Bearish U.S. Equity Fund</td>\n",
       "      <td>WisdomTree</td>\n",
       "      <td>0.48</td>\n",
       "      <td>9090000</td>\n",
       "      <td>0.22</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>1.17</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>4.71 / 10</td>\n",
       "      <td>9.62</td>\n",
       "      <td>21.37</td>\n",
       "      <td>239.42</td>\n",
       "      <td>4.56</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>MRGR</td>\n",
       "      <td>ProShares Merger ETF</td>\n",
       "      <td>ProShares</td>\n",
       "      <td>0.75</td>\n",
       "      <td>4470000</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-1.65</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>QED</td>\n",
       "      <td>IQ Hedge Event-Driven Tracker ETF</td>\n",
       "      <td>IndexIQ</td>\n",
       "      <td>0.99</td>\n",
       "      <td>4240000</td>\n",
       "      <td>0.19</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>0.33</td>\n",
       "      <td>2.50</td>\n",
       "      <td>4.95</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>QXTR</td>\n",
       "      <td>QuantX Risk Managed Multi-Asset Total Return ETF</td>\n",
       "      <td>Northern Lights</td>\n",
       "      <td>1.45</td>\n",
       "      <td>36710000</td>\n",
       "      <td>0.33</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>0.13</td>\n",
       "      <td>5.54</td>\n",
       "      <td>6.67</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>QXRR</td>\n",
       "      <td>QuantX Risk Managed Real Return ETF</td>\n",
       "      <td>Northern Lights</td>\n",
       "      <td>1.23</td>\n",
       "      <td>7480000</td>\n",
       "      <td>0.30</td>\n",
       "      <td>Alternatives: Absolute Returns</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>3.04</td>\n",
       "      <td>5.32</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>EXIV</td>\n",
       "      <td>VelocityShares 1X Daily Inverse VSTOXX Futures...</td>\n",
       "      <td>UBS</td>\n",
       "      <td>1.35</td>\n",
       "      <td>17560000</td>\n",
       "      <td>1.29</td>\n",
       "      <td>Inverse Alternatives: U.S. - Volatility</td>\n",
       "      <td>-7.19</td>\n",
       "      <td>3.59</td>\n",
       "      <td>10.50</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>UVXY</td>\n",
       "      <td>ProShares Ultra VIX Short-Term Futures ETF</td>\n",
       "      <td>ProShares</td>\n",
       "      <td>1.65</td>\n",
       "      <td>473490000</td>\n",
       "      <td>0.09</td>\n",
       "      <td>Leveraged Alternatives: U.S. - Volatility</td>\n",
       "      <td>6.92</td>\n",
       "      <td>-36.93</td>\n",
       "      <td>-68.70</td>\n",
       "      <td>...</td>\n",
       "      <td>27.84</td>\n",
       "      <td>27.84</td>\n",
       "      <td>K-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>VIXM</td>\n",
       "      <td>ProShares VIX Mid-Term Futures ETF</td>\n",
       "      <td>ProShares</td>\n",
       "      <td>0.87</td>\n",
       "      <td>19910000</td>\n",
       "      <td>0.20</td>\n",
       "      <td>Alternatives: U.S. - Volatility</td>\n",
       "      <td>3.28</td>\n",
       "      <td>-13.19</td>\n",
       "      <td>-15.40</td>\n",
       "      <td>...</td>\n",
       "      <td>27.84</td>\n",
       "      <td>27.84</td>\n",
       "      <td>K-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>WBIR</td>\n",
       "      <td>WBI BullBear Global Rotation ETF</td>\n",
       "      <td>Millington Securities Inc</td>\n",
       "      <td>1.59</td>\n",
       "      <td>19700000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>-2.84</td>\n",
       "      <td>-1.38</td>\n",
       "      <td>2.18</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>INKM</td>\n",
       "      <td>SPDR SSgA Income Allocation ETF</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.70</td>\n",
       "      <td>92180000</td>\n",
       "      <td>0.22</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>3.44</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>FDIV</td>\n",
       "      <td>First Trust Strategic Income ETF</td>\n",
       "      <td>First Trust</td>\n",
       "      <td>0.88</td>\n",
       "      <td>83250000</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.66</td>\n",
       "      <td>0.36</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TERM</td>\n",
       "      <td>EquityCompass Tactical Risk Manager ETF</td>\n",
       "      <td>First Trust</td>\n",
       "      <td>0.65</td>\n",
       "      <td>55250000</td>\n",
       "      <td>0.30</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>0.08</td>\n",
       "      <td>3.82</td>\n",
       "      <td>9.03</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ERM</td>\n",
       "      <td>EquityCompass Risk Manager ETF</td>\n",
       "      <td>First Trust</td>\n",
       "      <td>0.65</td>\n",
       "      <td>26510000</td>\n",
       "      <td>0.24</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>0.85</td>\n",
       "      <td>4.16</td>\n",
       "      <td>9.43</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>TAIL</td>\n",
       "      <td>Cambria Tail Risk ETF</td>\n",
       "      <td>Cambria</td>\n",
       "      <td>0.59</td>\n",
       "      <td>24480000</td>\n",
       "      <td>0.47</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-4.59</td>\n",
       "      <td>-10.61</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>91.96</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BEMO</td>\n",
       "      <td>Aptus Behavioral Momentum ETF</td>\n",
       "      <td>Aptus Capital Advisors</td>\n",
       "      <td>0.79</td>\n",
       "      <td>69990000</td>\n",
       "      <td>0.15</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>-1.68</td>\n",
       "      <td>9.67</td>\n",
       "      <td>24.60</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>4.80 / 10</td>\n",
       "      <td>17.86</td>\n",
       "      <td>23.64</td>\n",
       "      <td>143.57</td>\n",
       "      <td>11.88</td>\n",
       "      <td>8.39</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>DWIN</td>\n",
       "      <td>Invesco DWA Tactical Multi-Asset Income ETF</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>0.58</td>\n",
       "      <td>68800000</td>\n",
       "      <td>0.20</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.95</td>\n",
       "      <td>-3.67</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ALTY</td>\n",
       "      <td>Global X SuperDividend Alternatives ETF</td>\n",
       "      <td>Global X</td>\n",
       "      <td>2.84</td>\n",
       "      <td>14100000</td>\n",
       "      <td>0.27</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>0.06</td>\n",
       "      <td>4.10</td>\n",
       "      <td>2.83</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>YDIV</td>\n",
       "      <td>International Multi-Asset Diversified Income Fund</td>\n",
       "      <td>First Trust</td>\n",
       "      <td>0.79</td>\n",
       "      <td>13790000</td>\n",
       "      <td>1.63</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>-1.84</td>\n",
       "      <td>-4.44</td>\n",
       "      <td>0.59</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>5.73 / 10</td>\n",
       "      <td>13.16</td>\n",
       "      <td>57.49</td>\n",
       "      <td>857.37</td>\n",
       "      <td>5.45</td>\n",
       "      <td>4.62</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>QXMI</td>\n",
       "      <td>QuantX Risk Managed Multi-Asset Income ETF</td>\n",
       "      <td>Northern Lights</td>\n",
       "      <td>1.17</td>\n",
       "      <td>10050000</td>\n",
       "      <td>0.40</td>\n",
       "      <td>Asset Allocation: Target Outcome</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>0.92</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>BALB</td>\n",
       "      <td>iPath Series B Bloomberg Cotton Subindex Total...</td>\n",
       "      <td>Barclays Bank PLC</td>\n",
       "      <td>0.45</td>\n",
       "      <td>6850000</td>\n",
       "      <td>0.14</td>\n",
       "      <td>Commodities: Agriculture Cotton</td>\n",
       "      <td>-8.55</td>\n",
       "      <td>4.90</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>JJCB</td>\n",
       "      <td>iPath Series B Bloomberg Copper Subindex Total...</td>\n",
       "      <td>Barclays Bank PLC</td>\n",
       "      <td>0.45</td>\n",
       "      <td>11360000</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Commodities: Industrial Metals Copper</td>\n",
       "      <td>-4.66</td>\n",
       "      <td>-4.84</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>RJI</td>\n",
       "      <td>Elements Rogers International Commodity Index-...</td>\n",
       "      <td>Swedish Export Credit</td>\n",
       "      <td>0.75</td>\n",
       "      <td>231880000</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Commodities: Broad Market</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>2.75</td>\n",
       "      <td>14.52</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>GCC</td>\n",
       "      <td>WisdomTree Continuous Commodity Index Fund</td>\n",
       "      <td>WisdomTree</td>\n",
       "      <td>0.86</td>\n",
       "      <td>168950000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>Commodities: Broad Market</td>\n",
       "      <td>-5.75</td>\n",
       "      <td>-3.15</td>\n",
       "      <td>-1.44</td>\n",
       "      <td>...</td>\n",
       "      <td>27.84</td>\n",
       "      <td>27.84</td>\n",
       "      <td>K-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FUD</td>\n",
       "      <td>ETRACS UBS Bloomberg CMCI Food Total Return ETN</td>\n",
       "      <td>UBS</td>\n",
       "      <td>0.65</td>\n",
       "      <td>3540000</td>\n",
       "      <td>1.31</td>\n",
       "      <td>Commodities: Agriculture</td>\n",
       "      <td>-6.71</td>\n",
       "      <td>-5.21</td>\n",
       "      <td>-11.80</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</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>340</th>\n",
       "      <td>WIP</td>\n",
       "      <td>SPDR FTSE International Government Inflation-P...</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.50</td>\n",
       "      <td>562940000</td>\n",
       "      <td>0.10</td>\n",
       "      <td>Fixed Income: Global Ex-U.S. - Sovereign Infla...</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>-7.29</td>\n",
       "      <td>1.69</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>5.79 / 10</td>\n",
       "      <td>3.57</td>\n",
       "      <td>60.31</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>BWX</td>\n",
       "      <td>SPDR Bloomberg Barclays International Treasury...</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1510000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Fixed Income: Global Ex-U.S. - Sovereign Inves...</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-5.29</td>\n",
       "      <td>2.14</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.20 / 10</td>\n",
       "      <td>62.63</td>\n",
       "      <td>73.51</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>PWZ</td>\n",
       "      <td>Invesco California AMT-Free Municipal Bond ETF</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>0.28</td>\n",
       "      <td>251140000</td>\n",
       "      <td>0.24</td>\n",
       "      <td>Fixed Income: California - Municipals Investme...</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.35</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>NYF</td>\n",
       "      <td>iShares New York Muni Bond ETF</td>\n",
       "      <td>BlackRock</td>\n",
       "      <td>0.25</td>\n",
       "      <td>300420000</td>\n",
       "      <td>0.10</td>\n",
       "      <td>Fixed Income: New York - Municipals Investment...</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.78</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>SPAB</td>\n",
       "      <td>SPDR Portfolio Aggregate Bond ETF</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.04</td>\n",
       "      <td>2980000000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Fixed Income: U.S. - Broad Market Investment G...</td>\n",
       "      <td>0.21</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>SHYL</td>\n",
       "      <td>Xtrackers Short Duration High Yield Bond ETF</td>\n",
       "      <td>Deutsche Bank</td>\n",
       "      <td>0.20</td>\n",
       "      <td>39390000</td>\n",
       "      <td>0.11</td>\n",
       "      <td>Fixed Income: U.S. - Corporate High Yield Shor...</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.89</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>FLTR</td>\n",
       "      <td>VanEck Vectors Investment Grade Floating Rate ETF</td>\n",
       "      <td>VanEck</td>\n",
       "      <td>0.14</td>\n",
       "      <td>474850000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Fixed Income: U.S. - Corporate Investment Grad...</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.62</td>\n",
       "      <td>2.23</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>5.28 / 10</td>\n",
       "      <td>34.58</td>\n",
       "      <td>41.26</td>\n",
       "      <td>51.72</td>\n",
       "      <td>1.42</td>\n",
       "      <td>3.43</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>SPLB</td>\n",
       "      <td>SPDR Portfolio Long Term Corporate Bond ETF</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.07</td>\n",
       "      <td>316390000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Fixed Income: U.S. - Corporate Investment Grad...</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>-1.98</td>\n",
       "      <td>-1.15</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>5.11 / 10</td>\n",
       "      <td>49.73</td>\n",
       "      <td>35.89</td>\n",
       "      <td>520.16</td>\n",
       "      <td>4.93</td>\n",
       "      <td>21.14</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>PFXF</td>\n",
       "      <td>VanEck Vectors Preferred Securities ex Financi...</td>\n",
       "      <td>VanEck</td>\n",
       "      <td>0.41</td>\n",
       "      <td>527140000</td>\n",
       "      <td>0.10</td>\n",
       "      <td>Fixed Income: U.S. - Corporate Preferred Stock</td>\n",
       "      <td>2.39</td>\n",
       "      <td>4.15</td>\n",
       "      <td>3.32</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>4.91 / 10</td>\n",
       "      <td>36.22</td>\n",
       "      <td>26.73</td>\n",
       "      <td>1140.32</td>\n",
       "      <td>5.59</td>\n",
       "      <td>28.69</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>VRP</td>\n",
       "      <td>Invesco Variable Rate Preferred ETF</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2180000000</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Fixed Income: U.S. - Corporate Preferred Stock...</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.17</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>4.31 / 10</td>\n",
       "      <td>5.04</td>\n",
       "      <td>12.96</td>\n",
       "      <td>166.25</td>\n",
       "      <td>0.80</td>\n",
       "      <td>8.21</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>PGF</td>\n",
       "      <td>Invesco Financial Preferred ETF</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>0.63</td>\n",
       "      <td>1570000000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Fixed Income: U.S. - Corporate Preferred Stock</td>\n",
       "      <td>1.42</td>\n",
       "      <td>2.02</td>\n",
       "      <td>2.60</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>4.09 / 10</td>\n",
       "      <td>14.43</td>\n",
       "      <td>9.42</td>\n",
       "      <td>9.75</td>\n",
       "      <td>0.56</td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>BLV</td>\n",
       "      <td>Vanguard Long-Term Bond ETF</td>\n",
       "      <td>Vanguard</td>\n",
       "      <td>0.07</td>\n",
       "      <td>2170000000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Fixed Income: U.S. - Government/Credit Investm...</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>-0.67</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>5.81 / 10</td>\n",
       "      <td>86.50</td>\n",
       "      <td>60.82</td>\n",
       "      <td>573.81</td>\n",
       "      <td>2.56</td>\n",
       "      <td>11.25</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>GVI</td>\n",
       "      <td>iShares Intermediate Government/Credit Bond ETF</td>\n",
       "      <td>BlackRock</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1950000000</td>\n",
       "      <td>0.05</td>\n",
       "      <td>Fixed Income: U.S. - Government/Credit Investm...</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.27 / 10</td>\n",
       "      <td>86.18</td>\n",
       "      <td>76.24</td>\n",
       "      <td>241.61</td>\n",
       "      <td>1.52</td>\n",
       "      <td>3.57</td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>SMB</td>\n",
       "      <td>VanEck Vectors AMT-Free Short Municipal Index ETF</td>\n",
       "      <td>VanEck</td>\n",
       "      <td>0.20</td>\n",
       "      <td>203510000</td>\n",
       "      <td>0.12</td>\n",
       "      <td>Fixed Income: U.S. - Municipals Investment Gra...</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.45</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>VTEB</td>\n",
       "      <td>Vanguard Tax-Exempt Bond ETF</td>\n",
       "      <td>Vanguard</td>\n",
       "      <td>0.09</td>\n",
       "      <td>3270000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Fixed Income: U.S. - Municipals Investment Grade</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.71</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>MLN</td>\n",
       "      <td>VanEck Vectors AMT-Free Long Municipal Index ETF</td>\n",
       "      <td>VanEck</td>\n",
       "      <td>0.24</td>\n",
       "      <td>156860000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>Fixed Income: U.S. - Municipals Investment Gra...</td>\n",
       "      <td>0.38</td>\n",
       "      <td>1.31</td>\n",
       "      <td>3.14</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>VMBS</td>\n",
       "      <td>Vanguard Mortgage-Backed Securities ETF</td>\n",
       "      <td>Vanguard</td>\n",
       "      <td>0.07</td>\n",
       "      <td>6740000000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>Fixed Income: U.S. Government Agency MBS</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.21</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>STPZ</td>\n",
       "      <td>PIMCO 1-5 Year US TIPS Index ETF</td>\n",
       "      <td>PIMCO</td>\n",
       "      <td>0.20</td>\n",
       "      <td>823250000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>Fixed Income: U.S. Government TIPS Short-Term</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.54</td>\n",
       "      <td>1.06</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>100.00</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>VTIP</td>\n",
       "      <td>Vanguard Short-Term Inflation-Protected Securi...</td>\n",
       "      <td>Vanguard</td>\n",
       "      <td>0.06</td>\n",
       "      <td>5120000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>Fixed Income: U.S. Government TIPS Short-Term</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>0.78</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>100.00</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>STIP</td>\n",
       "      <td>iShares 0-5 Year TIPS Bond ETF</td>\n",
       "      <td>BlackRock</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1950000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Fixed Income: U.S. Government TIPS Short-Term</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.42</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>100.00</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>LTPZ</td>\n",
       "      <td>PIMCO 15+ Year US TIPS Index ETF</td>\n",
       "      <td>PIMCO</td>\n",
       "      <td>0.20</td>\n",
       "      <td>254890000</td>\n",
       "      <td>0.20</td>\n",
       "      <td>Fixed Income: U.S. Government TIPS Long-Term</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.21</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>TUZ</td>\n",
       "      <td>PIMCO 1-3 Year US Treasury Index ETF</td>\n",
       "      <td>PIMCO</td>\n",
       "      <td>0.15</td>\n",
       "      <td>87480000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Short-Term</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>97.14</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>DTYS</td>\n",
       "      <td>iPath US Treasury 10-Year Bear ETN</td>\n",
       "      <td>Barclays Bank PLC</td>\n",
       "      <td>0.75</td>\n",
       "      <td>66720000</td>\n",
       "      <td>0.19</td>\n",
       "      <td>Inverse Fixed Income: U.S. Government Treasury...</td>\n",
       "      <td>-2.82</td>\n",
       "      <td>1.99</td>\n",
       "      <td>26.06</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>TLT</td>\n",
       "      <td>iShares 20+ Year Treasury Bond ETF</td>\n",
       "      <td>BlackRock</td>\n",
       "      <td>0.15</td>\n",
       "      <td>7800000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Long-Term</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.57</td>\n",
       "      <td>0.56</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>95.35</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>BIL</td>\n",
       "      <td>SPDR Bloomberg Barclays 1-3 Month T-Bill ETF</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.14</td>\n",
       "      <td>3390000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Cash Eq...</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.17</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>SPTS</td>\n",
       "      <td>SPDR Portfolio Short Term Treasury ETF</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.06</td>\n",
       "      <td>498340000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Short-Term</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.44</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>97.14</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>GBIL</td>\n",
       "      <td>Goldman Sachs TreasuryAccess 0-1 Year ETF</td>\n",
       "      <td>Goldman Sachs</td>\n",
       "      <td>0.12</td>\n",
       "      <td>1230000000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Cash Eq...</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.22</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>97.14</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>SPTL</td>\n",
       "      <td>SPDR Portfolio Long Term Treasury ETF</td>\n",
       "      <td>State Street Global Advisors</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1030000000</td>\n",
       "      <td>0.05</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Long-Term</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.48</td>\n",
       "      <td>0.57</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>95.35</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>CLTL</td>\n",
       "      <td>Invesco Treasury Collateral ETF</td>\n",
       "      <td>Invesco</td>\n",
       "      <td>0.08</td>\n",
       "      <td>470070000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>Fixed Income: U.S. Government Treasury Cash Eq...</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.09</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td>6.89 / 10</td>\n",
       "      <td>97.14</td>\n",
       "      <td>91.53</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>TMF</td>\n",
       "      <td>Direxion Daily 20+ Year Treasury Bull 3X Shares</td>\n",
       "      <td>Direxion</td>\n",
       "      <td>1.11</td>\n",
       "      <td>97570000</td>\n",
       "      <td>0.06</td>\n",
       "      <td>Leveraged Fixed Income: U.S. Government Treasu...</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2.86</td>\n",
       "      <td>-4.55</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1099</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2018/07/05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>370 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Ticker                                          Fund Name  \\\n",
       "0     DALT       Anfield Capital Diversified Alternatives ETF   \n",
       "1     VEGA            AdvisorShares STAR Global Buy-Write ETF   \n",
       "2     LALT             Invesco Multi-Strategy Alternative ETF   \n",
       "3      FMF  First Trust Morningstar Managed Futures Strate...   \n",
       "4     VMAX          REX VolMAXX Long VIX Futures Strategy ETF   \n",
       "5     RALS                      ProShares RAFI Long/Short ETF   \n",
       "6      DYB        WisdomTree Dynamic Bearish U.S. Equity Fund   \n",
       "7     MRGR                               ProShares Merger ETF   \n",
       "8      QED                  IQ Hedge Event-Driven Tracker ETF   \n",
       "9     QXTR   QuantX Risk Managed Multi-Asset Total Return ETF   \n",
       "10    QXRR                QuantX Risk Managed Real Return ETF   \n",
       "11    EXIV  VelocityShares 1X Daily Inverse VSTOXX Futures...   \n",
       "12    UVXY         ProShares Ultra VIX Short-Term Futures ETF   \n",
       "13    VIXM                 ProShares VIX Mid-Term Futures ETF   \n",
       "14    WBIR                   WBI BullBear Global Rotation ETF   \n",
       "15    INKM                    SPDR SSgA Income Allocation ETF   \n",
       "16    FDIV                   First Trust Strategic Income ETF   \n",
       "17    TERM            EquityCompass Tactical Risk Manager ETF   \n",
       "18     ERM                     EquityCompass Risk Manager ETF   \n",
       "19    TAIL                              Cambria Tail Risk ETF   \n",
       "20    BEMO                      Aptus Behavioral Momentum ETF   \n",
       "21    DWIN        Invesco DWA Tactical Multi-Asset Income ETF   \n",
       "22    ALTY            Global X SuperDividend Alternatives ETF   \n",
       "23    YDIV  International Multi-Asset Diversified Income Fund   \n",
       "24    QXMI         QuantX Risk Managed Multi-Asset Income ETF   \n",
       "25    BALB  iPath Series B Bloomberg Cotton Subindex Total...   \n",
       "26    JJCB  iPath Series B Bloomberg Copper Subindex Total...   \n",
       "27     RJI  Elements Rogers International Commodity Index-...   \n",
       "28     GCC         WisdomTree Continuous Commodity Index Fund   \n",
       "29     FUD    ETRACS UBS Bloomberg CMCI Food Total Return ETN   \n",
       "..     ...                                                ...   \n",
       "340    WIP  SPDR FTSE International Government Inflation-P...   \n",
       "341    BWX  SPDR Bloomberg Barclays International Treasury...   \n",
       "342    PWZ     Invesco California AMT-Free Municipal Bond ETF   \n",
       "343    NYF                     iShares New York Muni Bond ETF   \n",
       "344   SPAB                  SPDR Portfolio Aggregate Bond ETF   \n",
       "345   SHYL       Xtrackers Short Duration High Yield Bond ETF   \n",
       "346   FLTR  VanEck Vectors Investment Grade Floating Rate ETF   \n",
       "347   SPLB        SPDR Portfolio Long Term Corporate Bond ETF   \n",
       "348   PFXF  VanEck Vectors Preferred Securities ex Financi...   \n",
       "349    VRP                Invesco Variable Rate Preferred ETF   \n",
       "350    PGF                    Invesco Financial Preferred ETF   \n",
       "351    BLV                        Vanguard Long-Term Bond ETF   \n",
       "352    GVI    iShares Intermediate Government/Credit Bond ETF   \n",
       "353    SMB  VanEck Vectors AMT-Free Short Municipal Index ETF   \n",
       "354   VTEB                       Vanguard Tax-Exempt Bond ETF   \n",
       "355    MLN   VanEck Vectors AMT-Free Long Municipal Index ETF   \n",
       "356   VMBS            Vanguard Mortgage-Backed Securities ETF   \n",
       "357   STPZ                   PIMCO 1-5 Year US TIPS Index ETF   \n",
       "358   VTIP  Vanguard Short-Term Inflation-Protected Securi...   \n",
       "359   STIP                     iShares 0-5 Year TIPS Bond ETF   \n",
       "360   LTPZ                   PIMCO 15+ Year US TIPS Index ETF   \n",
       "361    TUZ               PIMCO 1-3 Year US Treasury Index ETF   \n",
       "362   DTYS                 iPath US Treasury 10-Year Bear ETN   \n",
       "363    TLT                 iShares 20+ Year Treasury Bond ETF   \n",
       "364    BIL       SPDR Bloomberg Barclays 1-3 Month T-Bill ETF   \n",
       "365   SPTS             SPDR Portfolio Short Term Treasury ETF   \n",
       "366   GBIL          Goldman Sachs TreasuryAccess 0-1 Year ETF   \n",
       "367   SPTL              SPDR Portfolio Long Term Treasury ETF   \n",
       "368   CLTL                    Invesco Treasury Collateral ETF   \n",
       "369    TMF    Direxion Daily 20+ Year Treasury Bull 3X Shares   \n",
       "\n",
       "                           Issuer Expense Ratio         AUM Spread %  \\\n",
       "0                 Northern Lights          1.30    29320000     0.61   \n",
       "1                   AdvisorShares          2.05    17060000     0.56   \n",
       "2                         Invesco          0.98     4430000     1.07   \n",
       "3                     First Trust          0.95    12170000     0.39   \n",
       "4        Exchange Traded Concepts          2.85     2810000     0.56   \n",
       "5                       ProShares          0.95    11840000     0.50   \n",
       "6                      WisdomTree          0.48     9090000     0.22   \n",
       "7                       ProShares          0.75     4470000     0.29   \n",
       "8                         IndexIQ          0.99     4240000     0.19   \n",
       "9                 Northern Lights          1.45    36710000     0.33   \n",
       "10                Northern Lights          1.23     7480000     0.30   \n",
       "11                            UBS          1.35    17560000     1.29   \n",
       "12                      ProShares          1.65   473490000     0.09   \n",
       "13                      ProShares          0.87    19910000     0.20   \n",
       "14      Millington Securities Inc          1.59    19700000     0.16   \n",
       "15   State Street Global Advisors          0.70    92180000     0.22   \n",
       "16                    First Trust          0.88    83250000     0.21   \n",
       "17                    First Trust          0.65    55250000     0.30   \n",
       "18                    First Trust          0.65    26510000     0.24   \n",
       "19                        Cambria          0.59    24480000     0.47   \n",
       "20         Aptus Capital Advisors          0.79    69990000     0.15   \n",
       "21                        Invesco          0.58    68800000     0.20   \n",
       "22                       Global X          2.84    14100000     0.27   \n",
       "23                    First Trust          0.79    13790000     1.63   \n",
       "24                Northern Lights          1.17    10050000     0.40   \n",
       "25              Barclays Bank PLC          0.45     6850000     0.14   \n",
       "26              Barclays Bank PLC          0.45    11360000     0.07   \n",
       "27          Swedish Export Credit          0.75   231880000     0.21   \n",
       "28                     WisdomTree          0.86   168950000     0.16   \n",
       "29                            UBS          0.65     3540000     1.31   \n",
       "..                            ...           ...         ...      ...   \n",
       "340  State Street Global Advisors          0.50   562940000     0.10   \n",
       "341  State Street Global Advisors          0.50  1510000000     0.04   \n",
       "342                       Invesco          0.28   251140000     0.24   \n",
       "343                     BlackRock          0.25   300420000     0.10   \n",
       "344  State Street Global Advisors          0.04  2980000000     0.04   \n",
       "345                 Deutsche Bank          0.20    39390000     0.11   \n",
       "346                        VanEck          0.14   474850000     0.04   \n",
       "347  State Street Global Advisors          0.07   316390000     0.06   \n",
       "348                        VanEck          0.41   527140000     0.10   \n",
       "349                       Invesco          0.50  2180000000     0.07   \n",
       "350                       Invesco          0.63  1570000000     0.06   \n",
       "351                      Vanguard          0.07  2170000000     0.06   \n",
       "352                     BlackRock          0.20  1950000000     0.05   \n",
       "353                        VanEck          0.20   203510000     0.12   \n",
       "354                      Vanguard          0.09  3270000000     0.02   \n",
       "355                        VanEck          0.24   156860000     0.16   \n",
       "356                      Vanguard          0.07  6740000000     0.03   \n",
       "357                         PIMCO          0.20   823250000     0.03   \n",
       "358                      Vanguard          0.06  5120000000     0.02   \n",
       "359                     BlackRock          0.06  1950000000     0.01   \n",
       "360                         PIMCO          0.20   254890000     0.20   \n",
       "361                         PIMCO          0.15    87480000     0.06   \n",
       "362             Barclays Bank PLC          0.75    66720000     0.19   \n",
       "363                     BlackRock          0.15  7800000000     0.01   \n",
       "364  State Street Global Advisors          0.14  3390000000     0.01   \n",
       "365  State Street Global Advisors          0.06   498340000     0.03   \n",
       "366                 Goldman Sachs          0.12  1230000000     0.03   \n",
       "367  State Street Global Advisors          0.06  1030000000     0.05   \n",
       "368                       Invesco          0.08   470070000     0.03   \n",
       "369                      Direxion          1.11    97570000     0.06   \n",
       "\n",
       "                                               Segment 1 Month 3 Month  \\\n",
       "0                       Alternatives: Absolute Returns   -0.36    3.56   \n",
       "1                       Alternatives: Absolute Returns   -0.22    4.81   \n",
       "2                       Alternatives: Absolute Returns    0.92    0.23   \n",
       "3                       Alternatives: Absolute Returns    1.76    3.04   \n",
       "4                      Alternatives: U.S. - Volatility    3.09  -16.45   \n",
       "5                       Alternatives: Absolute Returns   -0.33   -1.19   \n",
       "6                       Alternatives: Absolute Returns   -0.43   -0.15   \n",
       "7                       Alternatives: Absolute Returns   -0.47    0.60   \n",
       "8                       Alternatives: Absolute Returns    0.33    2.50   \n",
       "9                       Alternatives: Absolute Returns    0.13    5.54   \n",
       "10                      Alternatives: Absolute Returns   -0.76    3.04   \n",
       "11             Inverse Alternatives: U.S. - Volatility   -7.19    3.59   \n",
       "12           Leveraged Alternatives: U.S. - Volatility    6.92  -36.93   \n",
       "13                     Alternatives: U.S. - Volatility    3.28  -13.19   \n",
       "14                    Asset Allocation: Target Outcome   -2.84   -1.38   \n",
       "15                    Asset Allocation: Target Outcome   -0.05   -0.02   \n",
       "16                    Asset Allocation: Target Outcome    0.45    1.66   \n",
       "17                    Asset Allocation: Target Outcome    0.08    3.82   \n",
       "18                    Asset Allocation: Target Outcome    0.85    4.16   \n",
       "19                    Asset Allocation: Target Outcome    1.00   -4.59   \n",
       "20                    Asset Allocation: Target Outcome   -1.68    9.67   \n",
       "21                    Asset Allocation: Target Outcome    1.50    2.95   \n",
       "22                    Asset Allocation: Target Outcome    0.06    4.10   \n",
       "23                    Asset Allocation: Target Outcome   -1.84   -4.44   \n",
       "24                    Asset Allocation: Target Outcome   -0.10   -0.28   \n",
       "25                     Commodities: Agriculture Cotton   -8.55    4.90   \n",
       "26               Commodities: Industrial Metals Copper   -4.66   -4.84   \n",
       "27                           Commodities: Broad Market   -2.61    2.75   \n",
       "28                           Commodities: Broad Market   -5.75   -3.15   \n",
       "29                            Commodities: Agriculture   -6.71   -5.21   \n",
       "..                                                 ...     ...     ...   \n",
       "340  Fixed Income: Global Ex-U.S. - Sovereign Infla...   -0.55   -7.29   \n",
       "341  Fixed Income: Global Ex-U.S. - Sovereign Inves...   -0.50   -5.29   \n",
       "342  Fixed Income: California - Municipals Investme...    0.39    1.48   \n",
       "343  Fixed Income: New York - Municipals Investment...    0.46    0.85   \n",
       "344  Fixed Income: U.S. - Broad Market Investment G...    0.21   -0.09   \n",
       "345  Fixed Income: U.S. - Corporate High Yield Shor...   -0.14    0.89   \n",
       "346  Fixed Income: U.S. - Corporate Investment Grad...    0.06    0.62   \n",
       "347  Fixed Income: U.S. - Corporate Investment Grad...   -0.16   -1.98   \n",
       "348     Fixed Income: U.S. - Corporate Preferred Stock    2.39    4.15   \n",
       "349  Fixed Income: U.S. - Corporate Preferred Stock...    0.64    0.17   \n",
       "350     Fixed Income: U.S. - Corporate Preferred Stock    1.42    2.02   \n",
       "351  Fixed Income: U.S. - Government/Credit Investm...    0.45   -0.68   \n",
       "352  Fixed Income: U.S. - Government/Credit Investm...    0.24    0.20   \n",
       "353  Fixed Income: U.S. - Municipals Investment Gra...    0.77    1.25   \n",
       "354   Fixed Income: U.S. - Municipals Investment Grade    0.47    1.20   \n",
       "355  Fixed Income: U.S. - Municipals Investment Gra...    0.38    1.31   \n",
       "356           Fixed Income: U.S. Government Agency MBS    0.38    0.41   \n",
       "357      Fixed Income: U.S. Government TIPS Short-Term    0.39    0.54   \n",
       "358      Fixed Income: U.S. Government TIPS Short-Term   -0.24   -0.06   \n",
       "359      Fixed Income: U.S. Government TIPS Short-Term    0.36    0.52   \n",
       "360       Fixed Income: U.S. Government TIPS Long-Term    2.99    3.15   \n",
       "361  Fixed Income: U.S. Government Treasury Short-Term    0.11    0.22   \n",
       "362  Inverse Fixed Income: U.S. Government Treasury...   -2.82    1.99   \n",
       "363   Fixed Income: U.S. Government Treasury Long-Term    1.64    1.57   \n",
       "364  Fixed Income: U.S. Government Treasury Cash Eq...    0.15    0.43   \n",
       "365  Fixed Income: U.S. Government Treasury Short-Term    0.17    0.08   \n",
       "366  Fixed Income: U.S. Government Treasury Cash Eq...    0.18    0.45   \n",
       "367   Fixed Income: U.S. Government Treasury Long-Term    1.64    1.48   \n",
       "368  Fixed Income: U.S. Government Treasury Cash Eq...    0.19    0.43   \n",
       "369  Leveraged Fixed Income: U.S. Government Treasu...    4.33    2.86   \n",
       "\n",
       "     1 Year        ...        MAX LT CapitalGains Rate  \\\n",
       "0                  ...                              20   \n",
       "1      6.75        ...                              20   \n",
       "2      1.13        ...                              20   \n",
       "3      6.77        ...                              20   \n",
       "4    -23.96        ...                              20   \n",
       "5     -2.40        ...                              20   \n",
       "6      1.17        ...                              20   \n",
       "7     -1.65        ...                              20   \n",
       "8      4.95        ...                              20   \n",
       "9      6.67        ...                              20   \n",
       "10     5.32        ...                              20   \n",
       "11    10.50        ...                              20   \n",
       "12   -68.70        ...                           27.84   \n",
       "13   -15.40        ...                           27.84   \n",
       "14     2.18        ...                              20   \n",
       "15     3.44        ...                              20   \n",
       "16     0.36        ...                              20   \n",
       "17     9.03        ...                              20   \n",
       "18     9.43        ...                              20   \n",
       "19   -10.61        ...                              20   \n",
       "20    24.60        ...                              20   \n",
       "21    -3.67        ...                              20   \n",
       "22     2.83        ...                              20   \n",
       "23     0.59        ...                              20   \n",
       "24     0.92        ...                              20   \n",
       "25                 ...                              20   \n",
       "26                 ...                              20   \n",
       "27    14.52        ...                              20   \n",
       "28    -1.44        ...                           27.84   \n",
       "29   -11.80        ...                              20   \n",
       "..      ...        ...                             ...   \n",
       "340    1.69        ...                              20   \n",
       "341    2.14        ...                              20   \n",
       "342    2.35        ...                              20   \n",
       "343    0.78        ...                              20   \n",
       "344   -0.28        ...                              20   \n",
       "345                ...                              20   \n",
       "346    2.23        ...                              20   \n",
       "347   -1.15        ...                              20   \n",
       "348    3.32        ...                              20   \n",
       "349   -0.39        ...                              20   \n",
       "350    2.60        ...                              20   \n",
       "351   -0.67        ...                              20   \n",
       "352   -0.60        ...                              20   \n",
       "353    0.45        ...                              20   \n",
       "354    1.71        ...                              20   \n",
       "355    3.14        ...                              20   \n",
       "356    0.21        ...                              20   \n",
       "357    1.06        ...                              20   \n",
       "358    0.78        ...                              20   \n",
       "359    1.42        ...                              20   \n",
       "360    7.21        ...                              20   \n",
       "361   -0.03        ...                              20   \n",
       "362   26.06        ...                              20   \n",
       "363    0.56        ...                              20   \n",
       "364    1.17        ...                              20   \n",
       "365   -0.44        ...                              20   \n",
       "366    1.22        ...                              20   \n",
       "367    0.57        ...                              20   \n",
       "368    1.09        ...                              20   \n",
       "369   -4.55        ...                              20   \n",
       "\n",
       "    Max ST CapitalGains Rate TaxReporting MSCI ESGQuality Score  \\\n",
       "0                       39.6         1099                         \n",
       "1                       39.6         1099                         \n",
       "2                       39.6         1099                         \n",
       "3                       39.6         1099                         \n",
       "4                       39.6         1099                         \n",
       "5                       39.6         1099             4.92 / 10   \n",
       "6                       39.6         1099             4.71 / 10   \n",
       "7                       39.6         1099                         \n",
       "8                       39.6         1099                         \n",
       "9                       39.6         1099                         \n",
       "10                      39.6         1099                         \n",
       "11                      39.6         1099                         \n",
       "12                     27.84          K-1                         \n",
       "13                     27.84          K-1                         \n",
       "14                      39.6         1099                         \n",
       "15                      39.6         1099                         \n",
       "16                      39.6         1099                         \n",
       "17                      39.6         1099                         \n",
       "18                      39.6         1099                         \n",
       "19                      39.6         1099             6.89 / 10   \n",
       "20                      39.6         1099             4.80 / 10   \n",
       "21                      39.6         1099                         \n",
       "22                      39.6         1099                         \n",
       "23                      39.6         1099             5.73 / 10   \n",
       "24                      39.6         1099                         \n",
       "25                      39.6         1099                         \n",
       "26                      39.6         1099                         \n",
       "27                      39.6         1099                         \n",
       "28                     27.84          K-1                         \n",
       "29                      39.6         1099                         \n",
       "..                       ...          ...                   ...   \n",
       "340                     39.6         1099             5.79 / 10   \n",
       "341                     39.6         1099             6.20 / 10   \n",
       "342                     39.6         1099                         \n",
       "343                     39.6         1099                         \n",
       "344                     39.6         1099                         \n",
       "345                     39.6         1099                         \n",
       "346                     39.6         1099             5.28 / 10   \n",
       "347                     39.6         1099             5.11 / 10   \n",
       "348                     39.6         1099             4.91 / 10   \n",
       "349                     39.6         1099             4.31 / 10   \n",
       "350                     39.6         1099             4.09 / 10   \n",
       "351                     39.6         1099             5.81 / 10   \n",
       "352                     39.6         1099             6.27 / 10   \n",
       "353                     39.6         1099                         \n",
       "354                     39.6         1099                         \n",
       "355                     39.6         1099                         \n",
       "356                     39.6         1099                         \n",
       "357                     39.6         1099             6.89 / 10   \n",
       "358                     39.6         1099             6.89 / 10   \n",
       "359                     39.6         1099             6.89 / 10   \n",
       "360                     39.6         1099                         \n",
       "361                     39.6         1099             6.89 / 10   \n",
       "362                     39.6         1099                         \n",
       "363                     39.6         1099             6.89 / 10   \n",
       "364                     39.6         1099                         \n",
       "365                     39.6         1099             6.89 / 10   \n",
       "366                     39.6         1099             6.89 / 10   \n",
       "367                     39.6         1099             6.89 / 10   \n",
       "368                     39.6         1099             6.89 / 10   \n",
       "369                     39.6         1099                         \n",
       "\n",
       "    ESG ScorePeer Rank ESG ScoreGlobal Rank  \\\n",
       "0                                             \n",
       "1                                             \n",
       "2                                             \n",
       "3                                             \n",
       "4                                             \n",
       "5                42.25                27.09   \n",
       "6                 9.62                21.37   \n",
       "7                                             \n",
       "8                                             \n",
       "9                                             \n",
       "10                                            \n",
       "11                                            \n",
       "12                                            \n",
       "13                                            \n",
       "14                                            \n",
       "15                                            \n",
       "16                                            \n",
       "17                                            \n",
       "18                                            \n",
       "19               91.96                91.53   \n",
       "20               17.86                23.64   \n",
       "21                                            \n",
       "22                                            \n",
       "23               13.16                57.49   \n",
       "24                                            \n",
       "25                                            \n",
       "26                                            \n",
       "27                                            \n",
       "28                                            \n",
       "29                                            \n",
       "..                 ...                  ...   \n",
       "340               3.57                60.31   \n",
       "341              62.63                73.51   \n",
       "342                                           \n",
       "343                                           \n",
       "344                                           \n",
       "345                                           \n",
       "346              34.58                41.26   \n",
       "347              49.73                35.89   \n",
       "348              36.22                26.73   \n",
       "349               5.04                12.96   \n",
       "350              14.43                 9.42   \n",
       "351              86.50                60.82   \n",
       "352              86.18                76.24   \n",
       "353                                           \n",
       "354                                           \n",
       "355                                           \n",
       "356                                           \n",
       "357             100.00                91.53   \n",
       "358             100.00                91.53   \n",
       "359             100.00                91.53   \n",
       "360                                           \n",
       "361              97.14                91.53   \n",
       "362                                           \n",
       "363              95.35                91.53   \n",
       "364                                           \n",
       "365              97.14                91.53   \n",
       "366              97.14                91.53   \n",
       "367              95.35                91.53   \n",
       "368              97.14                91.53   \n",
       "369                                           \n",
       "\n",
       "    Carbon IntensityTons CO2e/$M Sales SustainableImpact Exposure  \\\n",
       "0                                                                   \n",
       "1                                                                   \n",
       "2                                                                   \n",
       "3                                                                   \n",
       "4                                                                   \n",
       "5                               328.29                       3.92   \n",
       "6                               239.42                       4.56   \n",
       "7                                                                   \n",
       "8                                                                   \n",
       "9                                                                   \n",
       "10                                                                  \n",
       "11                                                                  \n",
       "12                                                                  \n",
       "13                                                                  \n",
       "14                                                                  \n",
       "15                                                                  \n",
       "16                                                                  \n",
       "17                                                                  \n",
       "18                                                                  \n",
       "19                                                                  \n",
       "20                              143.57                      11.88   \n",
       "21                                                                  \n",
       "22                                                                  \n",
       "23                              857.37                       5.45   \n",
       "24                                                                  \n",
       "25                                                                  \n",
       "26                                                                  \n",
       "27                                                                  \n",
       "28                                                                  \n",
       "29                                                                  \n",
       "..                                 ...                        ...   \n",
       "340                                                                 \n",
       "341                                                                 \n",
       "342                                                                 \n",
       "343                                                                 \n",
       "344                                                                 \n",
       "345                                                                 \n",
       "346                              51.72                       1.42   \n",
       "347                             520.16                       4.93   \n",
       "348                            1140.32                       5.59   \n",
       "349                             166.25                       0.80   \n",
       "350                               9.75                       0.56   \n",
       "351                             573.81                       2.56   \n",
       "352                             241.61                       1.52   \n",
       "353                                                                 \n",
       "354                                                                 \n",
       "355                                                                 \n",
       "356                                                                 \n",
       "357                                                                 \n",
       "358                                                                 \n",
       "359                                                                 \n",
       "360                                                                 \n",
       "361                                                                 \n",
       "362                                                                 \n",
       "363                                                                 \n",
       "364                                                                 \n",
       "365                                                                 \n",
       "366                                                                 \n",
       "367                                                                 \n",
       "368                                                                 \n",
       "369                                                                 \n",
       "\n",
       "    SRI ScreeningCriteria Exposure Download UTC Date  \n",
       "0                                         2018/07/05  \n",
       "1                                         2018/07/05  \n",
       "2                                         2018/07/05  \n",
       "3                                         2018/07/05  \n",
       "4                                         2018/07/05  \n",
       "5                            11.54        2018/07/05  \n",
       "6                             2.32        2018/07/05  \n",
       "7                                         2018/07/05  \n",
       "8                                         2018/07/05  \n",
       "9                                         2018/07/05  \n",
       "10                                        2018/07/05  \n",
       "11                                        2018/07/05  \n",
       "12                                        2018/07/05  \n",
       "13                                        2018/07/05  \n",
       "14                                        2018/07/05  \n",
       "15                                        2018/07/05  \n",
       "16                                        2018/07/05  \n",
       "17                                        2018/07/05  \n",
       "18                                        2018/07/05  \n",
       "19                                        2018/07/05  \n",
       "20                            8.39        2018/07/05  \n",
       "21                                        2018/07/05  \n",
       "22                                        2018/07/05  \n",
       "23                            4.62        2018/07/05  \n",
       "24                                        2018/07/05  \n",
       "25                                        2018/07/05  \n",
       "26                                        2018/07/05  \n",
       "27                                        2018/07/05  \n",
       "28                                        2018/07/05  \n",
       "29                                        2018/07/05  \n",
       "..                             ...               ...  \n",
       "340                                       2018/07/05  \n",
       "341                                       2018/07/05  \n",
       "342                                       2018/07/05  \n",
       "343                                       2018/07/05  \n",
       "344                                       2018/07/05  \n",
       "345                                       2018/07/05  \n",
       "346                           3.43        2018/07/05  \n",
       "347                          21.14        2018/07/05  \n",
       "348                          28.69        2018/07/05  \n",
       "349                           8.21        2018/07/05  \n",
       "350                                       2018/07/05  \n",
       "351                          11.25        2018/07/05  \n",
       "352                           3.57        2018/07/05  \n",
       "353                                       2018/07/05  \n",
       "354                                       2018/07/05  \n",
       "355                                       2018/07/05  \n",
       "356                                       2018/07/05  \n",
       "357                                       2018/07/05  \n",
       "358                                       2018/07/05  \n",
       "359                                       2018/07/05  \n",
       "360                                       2018/07/05  \n",
       "361                                       2018/07/05  \n",
       "362                                       2018/07/05  \n",
       "363                                       2018/07/05  \n",
       "364                                       2018/07/05  \n",
       "365                                       2018/07/05  \n",
       "366                                       2018/07/05  \n",
       "367                                       2018/07/05  \n",
       "368                                       2018/07/05  \n",
       "369                                       2018/07/05  \n",
       "\n",
       "[370 rows x 50 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# frames.to_csv(\"etf.csv\", sep=',', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# For writing to SQLite see:\n",
    "# http://www.pythonforfinance.net/2016/04/11/sqlite-database-python-web-scrape/#comment-304"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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