dprice_prediction_chronological_split.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import extract\n",
    "import visualize\n",
    "from sklearn import tree\n",
    "import pydotplus\n",
    "import seaborn as sns\n",
    "import time\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from fastFM import als\n",
    "from scipy.sparse import csr_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mark/Math/bondproject/venv/local/lib/python2.7/site-packages/pandas/core/indexing.py:477: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self.obj[item] = s\n",
      "/home/mark/Math/bondproject/venv/local/lib/python2.7/site-packages/pandas/core/indexing.py:297: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self.obj[key] = _infer_fill_value(value)\n"
     ]
    }
   ],
   "source": [
    "d = extract.get_data()\n",
    "d = extract.clean_data(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Need to split d in to two chunks based on time (i.e. first 20 days, last 10 days). Then generate set of dprice data for each chunk separately."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tradeid</th>\n",
       "      <th>cusip</th>\n",
       "      <th>amount</th>\n",
       "      <th>price</th>\n",
       "      <th>yield</th>\n",
       "      <th>tradedate</th>\n",
       "      <th>name</th>\n",
       "      <th>coupon</th>\n",
       "      <th>maturity</th>\n",
       "      <th>issuesize</th>\n",
       "      <th>...</th>\n",
       "      <th>SPECIAL ASSESSMENT</th>\n",
       "      <th>SPECIAL TAX</th>\n",
       "      <th>STUDENT LOAN REVENUE</th>\n",
       "      <th>TAX INCRMT./ALLCTN.REV.</th>\n",
       "      <th>TELECOM REVENUE</th>\n",
       "      <th>TOBACCO &amp; LIQUOR TAXES</th>\n",
       "      <th>TOBACCO SETTLEMENT FUNDED</th>\n",
       "      <th>TRANSIT REVENUE</th>\n",
       "      <th>WATER REVENUE</th>\n",
       "      <th>tradetype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>317.0</td>\n",
       "      <td>45471AKG6</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>99.507</td>\n",
       "      <td>4.037</td>\n",
       "      <td>2.0</td>\n",
       "      <td>indiana st fin auth-a</td>\n",
       "      <td>4.00</td>\n",
       "      <td>6694.0</td>\n",
       "      <td>88930000.0</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>318.0</td>\n",
       "      <td>45471AKG6</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>99.410</td>\n",
       "      <td>4.045</td>\n",
       "      <td>2.0</td>\n",
       "      <td>indiana st fin auth-a</td>\n",
       "      <td>4.00</td>\n",
       "      <td>6694.0</td>\n",
       "      <td>88930000.0</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>319.0</td>\n",
       "      <td>45471AKG6</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>99.290</td>\n",
       "      <td>4.054</td>\n",
       "      <td>2.0</td>\n",
       "      <td>indiana st fin auth-a</td>\n",
       "      <td>4.00</td>\n",
       "      <td>6694.0</td>\n",
       "      <td>88930000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>333.0</td>\n",
       "      <td>45471AMY5</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>103.145</td>\n",
       "      <td>3.717</td>\n",
       "      <td>2.0</td>\n",
       "      <td>in fin auth-major</td>\n",
       "      <td>4.25</td>\n",
       "      <td>6482.0</td>\n",
       "      <td>9520000.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>378.0</td>\n",
       "      <td>4550572N8</td>\n",
       "      <td>150000.0</td>\n",
       "      <td>114.082</td>\n",
       "      <td>2.060</td>\n",
       "      <td>2.0</td>\n",
       "      <td>in fin auth-ref-a</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2953.0</td>\n",
       "      <td>22530000.0</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   tradeid      cusip    amount    price  yield  tradedate  \\\n",
       "0    317.0  45471AKG6    5000.0   99.507  4.037        2.0   \n",
       "1    318.0  45471AKG6   30000.0   99.410  4.045        2.0   \n",
       "2    319.0  45471AKG6   30000.0   99.290  4.054        2.0   \n",
       "3    333.0  45471AMY5   15000.0  103.145  3.717        2.0   \n",
       "4    378.0  4550572N8  150000.0  114.082  2.060        2.0   \n",
       "\n",
       "                    name  coupon  maturity   issuesize    ...      \\\n",
       "0  indiana st fin auth-a    4.00    6694.0  88930000.0    ...       \n",
       "1  indiana st fin auth-a    4.00    6694.0  88930000.0    ...       \n",
       "2  indiana st fin auth-a    4.00    6694.0  88930000.0    ...       \n",
       "3      in fin auth-major    4.25    6482.0   9520000.0    ...       \n",
       "4      in fin auth-ref-a    5.00    2953.0  22530000.0    ...       \n",
       "\n",
       "   SPECIAL ASSESSMENT  SPECIAL TAX  STUDENT LOAN REVENUE  \\\n",
       "0                   0            0                     0   \n",
       "1                   0            0                     0   \n",
       "2                   0            0                     0   \n",
       "3                   0            0                     0   \n",
       "4                   0            0                     0   \n",
       "\n",
       "   TAX INCRMT./ALLCTN.REV.  TELECOM REVENUE  TOBACCO & LIQUOR TAXES  \\\n",
       "0                        0                0                       0   \n",
       "1                        0                0                       0   \n",
       "2                        0                0                       0   \n",
       "3                        0                0                       0   \n",
       "4                        0                0                       0   \n",
       "\n",
       "   TOBACCO SETTLEMENT FUNDED  TRANSIT REVENUE  WATER REVENUE  tradetype  \n",
       "0                          0                0              0          1  \n",
       "1                          0                0              0          1  \n",
       "2                          0                0              0          0  \n",
       "3                          0                0              0          1  \n",
       "4                          0                0              1          1  \n",
       "\n",
       "[5 rows x 116 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_state_features = extract.build_state_features(d, num_states = None)\n",
    "d_other_features = extract.build_other_text_features(d)\n",
    "d_t = pd.concat([d.drop(['state', 'issuetype', 'issuesource', 'tradetype'], axis = 1), d_state_features, d_other_features], axis = 1)\n",
    "d_1 = d_t[d.tradedate < 20]\n",
    "d_2 = d_t[d.tradedate >= 20]\n",
    "d_t.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((12489, 116), (15396, 116))\n"
     ]
    }
   ],
   "source": [
    "#remove cusips from d_2 that don't appear in d_1\n",
    "cusips_1 = d_1.cusip.unique()\n",
    "I = d_2.cusip.apply(lambda x: x in cusips_1)\n",
    "d_2_filtered = d_2.loc[I,:]\n",
    "print(d_2_filtered.shape, d_2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "extract.compile_price_change_data: finished cusip 1800 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1830 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1837 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1838 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1839 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1840 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1842 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1843 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1848 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1850 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1853 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1857 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1861 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1863 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1864 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1865 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1866 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1868 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1869 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1870 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1872 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1874 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1875 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1876 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1877 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1878 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1879 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1880 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1883 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1884 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1885 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1886 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1887 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1888 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1889 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1890 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1891 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1892 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1893 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1894 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1895 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1897 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1898 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1900 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1901 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1902 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1904 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1905 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1907 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1908 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1909 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1911 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1912 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1913 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1915 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1916 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1917 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1918 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1919 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1921 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1922 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1923 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1925 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1926 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1927 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1928 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1929 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1930 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1931 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1932 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1933 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1935 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1936 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1937 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1939 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1940 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1942 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1943 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1944 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1945 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1946 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1947 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1948 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1949 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1950 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1951 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1952 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1953 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1954 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1955 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1956 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1957 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1958 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1959 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1960 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1961 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1962 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1963 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1964 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1965 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1967 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1968 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1969 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1970 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1971 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1972 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1974 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1976 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1977 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1978 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1979 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1980 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1981 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1984 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1985 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1986 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1988 of 3537\n",
      "extract.compile_price_change_data: finished cusip 1989 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1991 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 2016 of 3537\n",
      "extract.compile_price_change_data: finished cusip 2018 of 3537\n",
      "extract.compile_price_change_data: finished cusip 2019 of 3537\n",
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      "extract.compile_price_change_data: finished cusip 1866 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1868 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1876 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1882 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1884 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1887 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1890 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1892 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1894 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1897 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1900 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1901 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1903 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1904 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1905 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1906 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1907 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1908 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1909 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1910 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1911 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1913 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1914 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1915 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1916 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1918 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1919 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1921 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 1924 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1925 of 2494\n",
      "extract.compile_price_change_data: finished cusip 1927 of 2494\n",
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      "extract.compile_price_change_data: finished cusip 2434 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2435 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2438 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2440 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2441 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2442 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2446 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2452 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2453 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2454 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2457 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2459 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2464 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2465 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2466 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2467 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2468 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2471 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2473 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2475 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2476 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2480 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2484 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2486 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2487 of 2494\n",
      "extract.compile_price_change_data: finished cusip 2491 of 2494\n"
     ]
    }
   ],
   "source": [
    "s_1 = extract.compile_price_change_data(d_1, tradetype_dict = {'purchase': 1, 'sell': 0})\n",
    "s_2 = extract.compile_price_change_data(d_2_filtered, tradetype_dict = {'purchase': 1, 'sell': 0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "s_1.to_csv(\"./data/first_20_days_price_change_data.csv\")\n",
    "s_2.to_csv(\"./data/last_10_days_price_change_data.csv\")\n",
    "s_1 = pd.read_csv(\"./data/first_20_days_price_change_data.csv\")\n",
    "s_2 = pd.read_csv(\"./data/last_10_days_price_change_data.csv\")\n",
    "s_1.pop('Unnamed: 0')\n",
    "s_2.pop('Unnamed: 0')\n",
    "s_1 = s_1[s_1.holdtime < 7]\n",
    "s_2 = s_2[s_2.holdtime < 7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tradeid</th>\n",
       "      <th>cusip</th>\n",
       "      <th>amount</th>\n",
       "      <th>price</th>\n",
       "      <th>yield</th>\n",
       "      <th>tradedate</th>\n",
       "      <th>name</th>\n",
       "      <th>coupon</th>\n",
       "      <th>maturity</th>\n",
       "      <th>issuesize</th>\n",
       "      <th>...</th>\n",
       "      <th>TAX INCRMT./ALLCTN.REV.</th>\n",
       "      <th>TELECOM REVENUE</th>\n",
       "      <th>TOBACCO &amp; LIQUOR TAXES</th>\n",
       "      <th>TOBACCO SETTLEMENT FUNDED</th>\n",
       "      <th>TRANSIT REVENUE</th>\n",
       "      <th>WATER REVENUE</th>\n",
       "      <th>tradetype</th>\n",
       "      <th>dprice</th>\n",
       "      <th>holdtime</th>\n",
       "      <th>d_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>67692.0</td>\n",
       "      <td>977123ZW1</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>113.397</td>\n",
       "      <td>1.830</td>\n",
       "      <td>24.0</td>\n",
       "      <td>wi transp rev-1</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1642.0</td>\n",
       "      <td>39575000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.768</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>67459.0</td>\n",
       "      <td>97705MFD2</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>118.994</td>\n",
       "      <td>2.160</td>\n",
       "      <td>22.0</td>\n",
       "      <td>wisconsin st-d</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>14360000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.717</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>67457.0</td>\n",
       "      <td>97705MFD2</td>\n",
       "      <td>665000.0</td>\n",
       "      <td>118.987</td>\n",
       "      <td>2.160</td>\n",
       "      <td>23.0</td>\n",
       "      <td>wisconsin st-d</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>14360000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.710</td>\n",
       "      <td>2.0</td>\n",
       "      <td>24711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>67458.0</td>\n",
       "      <td>97705MFD2</td>\n",
       "      <td>1630000.0</td>\n",
       "      <td>118.987</td>\n",
       "      <td>2.160</td>\n",
       "      <td>23.0</td>\n",
       "      <td>wisconsin st-d</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>14360000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2.710</td>\n",
       "      <td>2.0</td>\n",
       "      <td>24712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>67601.0</td>\n",
       "      <td>97710BW99</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>99.580</td>\n",
       "      <td>4.404</td>\n",
       "      <td>26.0</td>\n",
       "      <td>wi htlh &amp; ed facs</td>\n",
       "      <td>4.375</td>\n",
       "      <td>8186.0</td>\n",
       "      <td>22995000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.210</td>\n",
       "      <td>3.0</td>\n",
       "      <td>29224</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 119 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   tradeid      cusip     amount    price  yield  tradedate  \\\n",
       "0  67692.0  977123ZW1    15000.0  113.397  1.830       24.0   \n",
       "1  67459.0  97705MFD2  1000000.0  118.994  2.160       22.0   \n",
       "2  67457.0  97705MFD2   665000.0  118.987  2.160       23.0   \n",
       "3  67458.0  97705MFD2  1630000.0  118.987  2.160       23.0   \n",
       "5  67601.0  97710BW99     5000.0   99.580  4.404       26.0   \n",
       "\n",
       "                name  coupon  maturity   issuesize   ...     \\\n",
       "0    wi transp rev-1   5.000    1642.0  39575000.0   ...      \n",
       "1     wisconsin st-d   5.000    2677.0  14360000.0   ...      \n",
       "2     wisconsin st-d   5.000    2677.0  14360000.0   ...      \n",
       "3     wisconsin st-d   5.000    2677.0  14360000.0   ...      \n",
       "5  wi htlh & ed facs   4.375    8186.0  22995000.0   ...      \n",
       "\n",
       "   TAX INCRMT./ALLCTN.REV.  TELECOM REVENUE  TOBACCO & LIQUOR TAXES  \\\n",
       "0                        0                0                       0   \n",
       "1                        0                0                       0   \n",
       "2                        0                0                       0   \n",
       "3                        0                0                       0   \n",
       "5                        0                0                       0   \n",
       "\n",
       "   TOBACCO SETTLEMENT FUNDED  TRANSIT REVENUE  WATER REVENUE  tradetype  \\\n",
       "0                          0                0              0          1   \n",
       "1                          0                0              0          1   \n",
       "2                          0                0              0          1   \n",
       "3                          0                0              0          1   \n",
       "5                          0                0              0          1   \n",
       "\n",
       "   dprice  holdtime  d_index  \n",
       "0   0.768       1.0    24727  \n",
       "1  -2.717       3.0    20071  \n",
       "2  -2.710       2.0    24711  \n",
       "3  -2.710       2.0    24712  \n",
       "5  -0.210       3.0    29224  \n",
       "\n",
       "[5 rows x 119 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s_2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### Train on s_1, Test on s_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "dprice_1 = s_1.pop('dprice')\n",
    "dprice_2 = s_2.pop('dprice')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tradedate</th>\n",
       "      <th>coupon</th>\n",
       "      <th>maturity</th>\n",
       "      <th>rtg</th>\n",
       "      <th>Alabama</th>\n",
       "      <th>Alaska</th>\n",
       "      <th>Arizona</th>\n",
       "      <th>Arkansas</th>\n",
       "      <th>California</th>\n",
       "      <th>Colorado</th>\n",
       "      <th>...</th>\n",
       "      <th>SPECIAL ASSESSMENT.1</th>\n",
       "      <th>SPECIAL TAX.1</th>\n",
       "      <th>STUDENT LOAN REVENUE</th>\n",
       "      <th>TAX INCRMT./ALLCTN.REV.</th>\n",
       "      <th>TELECOM REVENUE</th>\n",
       "      <th>TOBACCO &amp; LIQUOR TAXES</th>\n",
       "      <th>TOBACCO SETTLEMENT FUNDED</th>\n",
       "      <th>TRANSIT REVENUE</th>\n",
       "      <th>WATER REVENUE</th>\n",
       "      <th>holdtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24.0</td>\n",
       "      <td>5.000</td>\n",
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       "      <td>22.0</td>\n",
       "      <td>5.000</td>\n",
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       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2677.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>26.0</td>\n",
       "      <td>4.375</td>\n",
       "      <td>8186.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>23.0</td>\n",
       "      <td>5.250</td>\n",
       "      <td>911.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>22.0</td>\n",
       "      <td>9.250</td>\n",
       "      <td>3256.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>24.0</td>\n",
       "      <td>2.921</td>\n",
       "      <td>3560.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>22.0</td>\n",
       "      <td>5.375</td>\n",
       "      <td>7821.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>22.0</td>\n",
       "      <td>5.375</td>\n",
       "      <td>7821.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4.125</td>\n",
       "      <td>5386.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4.125</td>\n",
       "      <td>5386.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4.125</td>\n",
       "      <td>5386.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4.125</td>\n",
       "      <td>5386.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>24.0</td>\n",
       "      <td>4.125</td>\n",
       "      <td>5386.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>22.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>24.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>24.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>24.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>24.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>24.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</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>9682</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9683</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9684</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9685</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9686</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9687</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9688</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9689</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9690</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9691</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9692</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9693</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9694</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9695</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>287.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9696</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9697</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9698</th>\n",
       "      <td>29.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9699</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9700</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>1581.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2099.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9702</th>\n",
       "      <td>31.0</td>\n",
       "      <td>5.750</td>\n",
       "      <td>9343.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9703</th>\n",
       "      <td>31.0</td>\n",
       "      <td>5.750</td>\n",
       "      <td>9343.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9704</th>\n",
       "      <td>31.0</td>\n",
       "      <td>5.750</td>\n",
       "      <td>9343.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9705</th>\n",
       "      <td>31.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>5325.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9706</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>7517.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9707</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>8353.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9708</th>\n",
       "      <td>30.0</td>\n",
       "      <td>6.000</td>\n",
       "      <td>8186.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9709</th>\n",
       "      <td>30.0</td>\n",
       "      <td>5.000</td>\n",
       "      <td>5813.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9710</th>\n",
       "      <td>30.0</td>\n",
       "      <td>3.500</td>\n",
       "      <td>4564.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9711</th>\n",
       "      <td>31.0</td>\n",
       "      <td>4.500</td>\n",
       "      <td>6482.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7277 rows × 108 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      tradedate  coupon  maturity  rtg  Alabama  Alaska  Arizona  Arkansas  \\\n",
       "0          24.0   5.000    1642.0    3        0       0        0         0   \n",
       "1          22.0   5.000    2677.0    3        0       0        0         0   \n",
       "2          23.0   5.000    2677.0    3        0       0        0         0   \n",
       "3          23.0   5.000    2677.0    3        0       0        0         0   \n",
       "5          26.0   4.375    8186.0    7        0       0        0         0   \n",
       "6          23.0   5.250     911.0    5        0       0        0         0   \n",
       "7          22.0   9.250    3256.0   13        0       0        0         0   \n",
       "48         24.0   2.921    3560.0    4        0       0        0         0   \n",
       "49         22.0   5.375    7821.0    6        0       0        0         0   \n",
       "50         22.0   5.375    7821.0    6        0       0        0         0   \n",
       "51         22.0   4.125    5386.0    6        0       0        0         0   \n",
       "52         22.0   4.125    5386.0    6        0       0        0         0   \n",
       "53         22.0   4.125    5386.0    6        0       0        0         0   \n",
       "54         22.0   4.125    5386.0    6        0       0        0         0   \n",
       "55         24.0   4.125    5386.0    6        0       0        0         0   \n",
       "56         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "57         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "58         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "59         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "60         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "61         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "62         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "63         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "64         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "65         22.0   3.000    2708.0    1        0       0        0         0   \n",
       "66         24.0   3.000    2708.0    1        0       0        0         0   \n",
       "67         24.0   3.000    2708.0    1        0       0        0         0   \n",
       "68         24.0   3.000    2708.0    1        0       0        0         0   \n",
       "69         24.0   3.000    2708.0    1        0       0        0         0   \n",
       "70         24.0   3.000    2708.0    1        0       0        0         0   \n",
       "...         ...     ...       ...  ...      ...     ...      ...       ...   \n",
       "9682       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9683       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9684       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9685       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9686       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9687       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9688       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9689       29.0   5.000     287.0    2        0       0        0         0   \n",
       "9690       30.0   5.000     287.0    2        0       0        0         0   \n",
       "9691       30.0   5.000     287.0    2        0       0        0         0   \n",
       "9692       30.0   5.000     287.0    2        0       0        0         0   \n",
       "9693       30.0   5.000     287.0    2        0       0        0         0   \n",
       "9694       30.0   5.000     287.0    2        0       0        0         0   \n",
       "9695       30.0   5.000     287.0    2        0       0        0         0   \n",
       "9696       29.0   5.000    1581.0    5        0       0        0         0   \n",
       "9697       29.0   5.000    1581.0    5        0       0        0         0   \n",
       "9698       29.0   5.000    1581.0    5        0       0        0         0   \n",
       "9699       30.0   5.000    1581.0    5        0       0        0         0   \n",
       "9700       30.0   5.000    1581.0    5        0       0        0         0   \n",
       "9701       30.0   5.000    2099.0    3        0       0        0         0   \n",
       "9702       31.0   5.750    9343.0   20        0       0        0         0   \n",
       "9703       31.0   5.750    9343.0   20        0       0        0         0   \n",
       "9704       31.0   5.750    9343.0   20        0       0        0         0   \n",
       "9705       31.0   5.000    5325.0    6        0       0        0         0   \n",
       "9706       30.0   5.000    7517.0    2        0       0        0         0   \n",
       "9707       30.0   5.000    8353.0    3        0       0        0         0   \n",
       "9708       30.0   6.000    8186.0    5        1       0        0         0   \n",
       "9709       30.0   5.000    5813.0    5        0       0        0         0   \n",
       "9710       30.0   3.500    4564.0    6        0       0        0         0   \n",
       "9711       31.0   4.500    6482.0    3        0       0        0         0   \n",
       "\n",
       "      California  Colorado    ...     SPECIAL ASSESSMENT.1  SPECIAL TAX.1  \\\n",
       "0              0         0    ...                        0              0   \n",
       "1              0         0    ...                        0              0   \n",
       "2              0         0    ...                        0              0   \n",
       "3              0         0    ...                        0              0   \n",
       "5              0         0    ...                        0              0   \n",
       "6              0         0    ...                        0              0   \n",
       "7              0         0    ...                        0              0   \n",
       "48             0         0    ...                        0              0   \n",
       "49             0         0    ...                        0              0   \n",
       "50             0         0    ...                        0              0   \n",
       "51             0         0    ...                        0              0   \n",
       "52             0         0    ...                        0              0   \n",
       "53             0         0    ...                        0              0   \n",
       "54             0         0    ...                        0              0   \n",
       "55             0         0    ...                        0              0   \n",
       "56             0         0    ...                        0              0   \n",
       "57             0         0    ...                        0              0   \n",
       "58             0         0    ...                        0              0   \n",
       "59             0         0    ...                        0              0   \n",
       "60             0         0    ...                        0              0   \n",
       "61             0         0    ...                        0              0   \n",
       "62             0         0    ...                        0              0   \n",
       "63             0         0    ...                        0              0   \n",
       "64             0         0    ...                        0              0   \n",
       "65             0         0    ...                        0              0   \n",
       "66             0         0    ...                        0              0   \n",
       "67             0         0    ...                        0              0   \n",
       "68             0         0    ...                        0              0   \n",
       "69             0         0    ...                        0              0   \n",
       "70             0         0    ...                        0              0   \n",
       "...          ...       ...    ...                      ...            ...   \n",
       "9682           0         0    ...                        0              0   \n",
       "9683           0         0    ...                        0              0   \n",
       "9684           0         0    ...                        0              0   \n",
       "9685           0         0    ...                        0              0   \n",
       "9686           0         0    ...                        0              0   \n",
       "9687           0         0    ...                        0              0   \n",
       "9688           0         0    ...                        0              0   \n",
       "9689           0         0    ...                        0              0   \n",
       "9690           0         0    ...                        0              0   \n",
       "9691           0         0    ...                        0              0   \n",
       "9692           0         0    ...                        0              0   \n",
       "9693           0         0    ...                        0              0   \n",
       "9694           0         0    ...                        0              0   \n",
       "9695           0         0    ...                        0              0   \n",
       "9696           1         0    ...                        0              0   \n",
       "9697           1         0    ...                        0              0   \n",
       "9698           1         0    ...                        0              0   \n",
       "9699           1         0    ...                        0              0   \n",
       "9700           1         0    ...                        0              0   \n",
       "9701           0         0    ...                        0              0   \n",
       "9702           0         0    ...                        0              0   \n",
       "9703           0         0    ...                        0              0   \n",
       "9704           0         0    ...                        0              0   \n",
       "9705           0         0    ...                        0              0   \n",
       "9706           0         0    ...                        0              0   \n",
       "9707           0         0    ...                        0              0   \n",
       "9708           0         0    ...                        0              0   \n",
       "9709           0         0    ...                        0              0   \n",
       "9710           0         0    ...                        0              0   \n",
       "9711           0         0    ...                        0              0   \n",
       "\n",
       "      STUDENT LOAN REVENUE  TAX INCRMT./ALLCTN.REV.  TELECOM REVENUE  \\\n",
       "0                        0                        0                0   \n",
       "1                        0                        0                0   \n",
       "2                        0                        0                0   \n",
       "3                        0                        0                0   \n",
       "5                        0                        0                0   \n",
       "6                        0                        0                0   \n",
       "7                        0                        0                0   \n",
       "48                       0                        0                0   \n",
       "49                       0                        0                0   \n",
       "50                       0                        0                0   \n",
       "51                       0                        0                0   \n",
       "52                       0                        0                0   \n",
       "53                       0                        0                0   \n",
       "54                       0                        0                0   \n",
       "55                       0                        0                0   \n",
       "56                       0                        0                0   \n",
       "57                       0                        0                0   \n",
       "58                       0                        0                0   \n",
       "59                       0                        0                0   \n",
       "60                       0                        0                0   \n",
       "61                       0                        0                0   \n",
       "62                       0                        0                0   \n",
       "63                       0                        0                0   \n",
       "64                       0                        0                0   \n",
       "65                       0                        0                0   \n",
       "66                       0                        0                0   \n",
       "67                       0                        0                0   \n",
       "68                       0                        0                0   \n",
       "69                       0                        0                0   \n",
       "70                       0                        0                0   \n",
       "...                    ...                      ...              ...   \n",
       "9682                     0                        0                0   \n",
       "9683                     0                        0                0   \n",
       "9684                     0                        0                0   \n",
       "9685                     0                        0                0   \n",
       "9686                     0                        0                0   \n",
       "9687                     0                        0                0   \n",
       "9688                     0                        0                0   \n",
       "9689                     0                        0                0   \n",
       "9690                     0                        0                0   \n",
       "9691                     0                        0                0   \n",
       "9692                     0                        0                0   \n",
       "9693                     0                        0                0   \n",
       "9694                     0                        0                0   \n",
       "9695                     0                        0                0   \n",
       "9696                     0                        0                0   \n",
       "9697                     0                        0                0   \n",
       "9698                     0                        0                0   \n",
       "9699                     0                        0                0   \n",
       "9700                     0                        0                0   \n",
       "9701                     0                        0                0   \n",
       "9702                     0                        0                0   \n",
       "9703                     0                        0                0   \n",
       "9704                     0                        0                0   \n",
       "9705                     0                        0                0   \n",
       "9706                     0                        0                0   \n",
       "9707                     0                        0                0   \n",
       "9708                     0                        0                0   \n",
       "9709                     0                        0                0   \n",
       "9710                     0                        0                0   \n",
       "9711                     0                        0                0   \n",
       "\n",
       "      TOBACCO & LIQUOR TAXES  TOBACCO SETTLEMENT FUNDED  TRANSIT REVENUE  \\\n",
       "0                          0                          0                0   \n",
       "1                          0                          0                0   \n",
       "2                          0                          0                0   \n",
       "3                          0                          0                0   \n",
       "5                          0                          0                0   \n",
       "6                          0                          0                0   \n",
       "7                          0                          0                0   \n",
       "48                         0                          0                0   \n",
       "49                         0                          0                0   \n",
       "50                         0                          0                0   \n",
       "51                         0                          0                0   \n",
       "52                         0                          0                0   \n",
       "53                         0                          0                0   \n",
       "54                         0                          0                0   \n",
       "55                         0                          0                0   \n",
       "56                         0                          0                0   \n",
       "57                         0                          0                0   \n",
       "58                         0                          0                0   \n",
       "59                         0                          0                0   \n",
       "60                         0                          0                0   \n",
       "61                         0                          0                0   \n",
       "62                         0                          0                0   \n",
       "63                         0                          0                0   \n",
       "64                         0                          0                0   \n",
       "65                         0                          0                0   \n",
       "66                         0                          0                0   \n",
       "67                         0                          0                0   \n",
       "68                         0                          0                0   \n",
       "69                         0                          0                0   \n",
       "70                         0                          0                0   \n",
       "...                      ...                        ...              ...   \n",
       "9682                       0                          0                0   \n",
       "9683                       0                          0                0   \n",
       "9684                       0                          0                0   \n",
       "9685                       0                          0                0   \n",
       "9686                       0                          0                0   \n",
       "9687                       0                          0                0   \n",
       "9688                       0                          0                0   \n",
       "9689                       0                          0                0   \n",
       "9690                       0                          0                0   \n",
       "9691                       0                          0                0   \n",
       "9692                       0                          0                0   \n",
       "9693                       0                          0                0   \n",
       "9694                       0                          0                0   \n",
       "9695                       0                          0                0   \n",
       "9696                       0                          0                0   \n",
       "9697                       0                          0                0   \n",
       "9698                       0                          0                0   \n",
       "9699                       0                          0                0   \n",
       "9700                       0                          0                0   \n",
       "9701                       0                          0                0   \n",
       "9702                       0                          0                0   \n",
       "9703                       0                          0                0   \n",
       "9704                       0                          0                0   \n",
       "9705                       0                          0                0   \n",
       "9706                       0                          0                0   \n",
       "9707                       0                          0                0   \n",
       "9708                       0                          0                0   \n",
       "9709                       0                          0                0   \n",
       "9710                       0                          0                0   \n",
       "9711                       0                          0                0   \n",
       "\n",
       "      WATER REVENUE  holdtime  \n",
       "0                 0       1.0  \n",
       "1                 0       3.0  \n",
       "2                 0       2.0  \n",
       "3                 0       2.0  \n",
       "5                 0       3.0  \n",
       "6                 0       2.0  \n",
       "7                 0       1.0  \n",
       "48                0       2.0  \n",
       "49                0       1.0  \n",
       "50                0       1.0  \n",
       "51                0       2.0  \n",
       "52                0       3.0  \n",
       "53                0       2.0  \n",
       "54                0       3.0  \n",
       "55                0       1.0  \n",
       "56                0       1.0  \n",
       "57                0       1.0  \n",
       "58                0       3.0  \n",
       "59                0       4.0  \n",
       "60                0       4.0  \n",
       "61                0       1.0  \n",
       "62                0       1.0  \n",
       "63                0       3.0  \n",
       "64                0       4.0  \n",
       "65                0       4.0  \n",
       "66                0       1.0  \n",
       "67                0       2.0  \n",
       "68                0       2.0  \n",
       "69                0       1.0  \n",
       "70                0       2.0  \n",
       "...             ...       ...  \n",
       "9682              0       2.0  \n",
       "9683              0       3.0  \n",
       "9684              0       2.0  \n",
       "9685              0       3.0  \n",
       "9686              0       2.0  \n",
       "9687              0       3.0  \n",
       "9688              0       2.0  \n",
       "9689              0       3.0  \n",
       "9690              0       1.0  \n",
       "9691              0       2.0  \n",
       "9692              0       1.0  \n",
       "9693              0       2.0  \n",
       "9694              0       1.0  \n",
       "9695              0       2.0  \n",
       "9696              0       1.0  \n",
       "9697              0       2.0  \n",
       "9698              0       2.0  \n",
       "9699              0       1.0  \n",
       "9700              0       1.0  \n",
       "9701              0       1.0  \n",
       "9702              0       1.0  \n",
       "9703              0       1.0  \n",
       "9704              0       1.0  \n",
       "9705              0       1.0  \n",
       "9706              0       1.0  \n",
       "9707              1       2.0  \n",
       "9708              0       1.0  \n",
       "9709              0       2.0  \n",
       "9710              0       1.0  \n",
       "9711              1       1.0  \n",
       "\n",
       "[7277 rows x 108 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s_10 = s_1.drop(['tradeid', 'cusip', 'amount', 'price', 'yield', 'issuesize', 'name', 'tradetype', 'd_index', 'bidcount'], axis = 1)\n",
    "s_20 = s_2.drop(['tradeid', 'cusip', 'amount', 'price', 'yield', 'issuesize', 'name', 'tradetype', 'd_index', 'bidcount'], axis = 1)\n",
    "s_10.dropna()\n",
    "s_20.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "\n",
    "clf = RandomForestRegressor(max_depth = 25, max_features = None, max_leaf_nodes = None, n_estimators = 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=25,\n",
       "           max_features=None, max_leaf_nodes=None,\n",
       "           min_impurity_split=1e-07, min_samples_leaf=1,\n",
       "           min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "           n_estimators=200, n_jobs=1, oob_score=False, random_state=None,\n",
       "           verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(s_10, dprice_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "dp_predict_early = clf.predict(s_10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cKiIiprhVwHDrkCFDmDhxIsOGDSMvL48ZM2bQvHlz4uPjWblyJY0aNWLAgAF4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\nTvwf2OlIYNqC56YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a06fe0a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix((dprice_1>0).astype(np.int), (dp_predict_early>0).astype(np.int))\n",
    "plt.figure()\n",
    "visualize.plot_confusion_matrix(cnf_matrix, classes=[0, 1], title='Confusion matrix, without normalization')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "dp_predict_late = clf.predict(s_20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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++mteeOGFquibiIjUQC45THrFFVcwZ86cquiLiIhcAmpglpVbmZXh999/T9++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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a06d27190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix((dprice_2>0).astype(np.int), (dp_predict_late>0).astype(np.int))\n",
    "plt.figure()\n",
    "visualize.plot_confusion_matrix(cnf_matrix, classes=[0, 1], title='Confusion matrix, without normalization')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "fm = als.FMRegression(n_iter=1000, init_stdev=0.1, rank=2, l2_reg_w=0.1, l2_reg_V=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FMRegression(init_stdev=0.1, l2_reg=0, l2_reg_V=0.5, l2_reg_w=0.1,\n",
       "       n_iter=1000, random_state=123, rank=2)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fm.fit(csr_matrix(s_10.values), dprice_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "dp_predict = fm.predict(csr_matrix(s_10.values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.69847949, -1.69847949, -1.00957172, -1.69847949, -1.69847949,\n",
       "       -1.00957172, -1.27719787, -1.50617013, -1.30791479, -2.13560806])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp_predict[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    -0.762\n",
       "1     0.376\n",
       "2     0.473\n",
       "5    -0.665\n",
       "6     0.473\n",
       "7     0.570\n",
       "10   -0.003\n",
       "13   -0.015\n",
       "14    1.126\n",
       "16   -1.967\n",
       "Name: dprice, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dprice_1[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KPDw8CtykOygoiL1795KWlsaFCxew2+20a9eO0NBQxw3CN23aRHBwMB4eHtx0001s374d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\nCkkREREnFJIiIiJOKCRFRESc+D+57jdChZXSAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a07123c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix((dprice_1>0).astype(np.int), (dp_predict>0).astype(np.int))\n",
    "plt.figure()\n",
    "visualize.plot_confusion_matrix(cnf_matrix, classes=[0, 1], title='Confusion matrix, without normalization')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}