Time Series Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy\n",
    "from scipy import stats\n",
    "from scipy.stats import norm\n",
    "import statsmodels as sm\n",
    "import os\n",
    "import glob\n",
    "import re\n",
    "import xmltodict\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as dates\n",
    "import matplotlib.ticker as tick\n",
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "from datetime import datetime\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 15, 10\n",
    "import urllib2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import rpy2\n",
    "%load_ext rmagic "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from lifelines.estimation import KaplanMeierFitter\n",
    "kmf = KaplanMeierFitter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "infile = r'http://raw.githubusercontent.com/inkenbrandt/IPython/master/Sample_Na.csv'\n",
    "response = urllib2.urlopen(infile)\n",
    "df = pd.read_csv(response, index_col=['SampleDate'], parse_dates=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://stackoverflow.com/questions/10458493/pandas-how-to-plot-yearly-data-on-top-of-each-other <br>\n",
    "\n",
    "http://stackoverflow.com/questions/29834873/use-python-pandas-to-match-sample-pairs-yearly-data\n",
    "\n",
    "* drop duplicates\n",
    "* aggregate data to monthly via median\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "240M\n"
     ]
    }
   ],
   "source": [
    "y1 = 1960\n",
    "y2 = 1980\n",
    "span = str(int((y2-y1)*12))+'M'\n",
    "print span"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['year'] = df.index.to_datetime().year.astype(int)\n",
    "df['month'] = df.index.to_datetime().month.astype(int)\n",
    "df['day'] = df.index.to_datetime().day.astype(int)\n",
    "df3 = df.loc[(df['month'] < 13) & (df['month'] > 0)]\n",
    "df4 = df3.loc[(df3['year'] <= y2) & (df3['year'] >= y1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df4.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1980-12-31 00:00:00')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4['SampleDate'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "try:\n",
    "    df2 = df4.pivot_table(values='ResultValue', \n",
    "                         index= 'SampleDate', \n",
    "                         columns='StationId').resample(span, how='median',closed='left',  convention='s')\n",
    "except(MemoryError):\n",
    "    print(\"Sample Too Large!\")\n",
    "    pass\n",
    "    #df2.interpolate(method='time',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df2.dropna(inplace=True,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "wilco = df2.stack().unstack([0])\n",
    "cols = list(wilco.columns)\n",
    "wilco.columns = str(y1),str(y2)\n",
    "wilcodiff = (wilco[str(y2)] - wilco[str(y1)]).median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "887 129308.5 2.30291427281e-10 -1.0\n"
     ]
    }
   ],
   "source": [
    "T, p = scipy.stats.wilcoxon(wilco[str(y1)],wilco[str(y2)])\n",
    "n = len(wilco[str(y1)])\n",
    "print n , T, p, wilcodiff\n",
    "if n<23:\n",
    "    print('Warning: Sample Too Small')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# USGS Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://pubs.usgs.gov/sir/2012/5049/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decadal Data: Wilcoxan-Pratt Signed-Rank Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "infile2 = r'http://pubs.usgs.gov/sir/2012/5049/support/SIR2012_5049_Appendix_1_04022012.xlsx'\n",
    "response2 = urllib2.urlopen(infile2)\n",
    "cols = ['site','unit','network','use','aquifer','rock','depth','date','time','Nrem','N','Clrem','Cl','TDSrem', 'TDS', 'date1','time1','Nrem1','N1','Clrem1','Cl1','TDSrem1','TDS1']\n",
    "\n",
    "usgs = pd.read_excel(response2, skiprows=1, skip_footer=5, na_values=('-','','No Data','No data'))#, parse_cols=cols)\n",
    "\n",
    "usgs.columns = cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def USGSchemTab(df,chem,group):\n",
    "    def func(y,x):\n",
    "        # make conc nulls match value nulls\n",
    "        if np.isnan(x)==True:\n",
    "            return np.nan\n",
    "        elif y=='<':\n",
    "            return 0\n",
    "        else:\n",
    "            return 1\n",
    "    \n",
    "    df[chem+'cond'] = usgs.apply(lambda df: func(df[chem+'rem'],df[chem]),axis=1)\n",
    "    df[chem+'cond1'] = usgs.apply(lambda df: func(df[chem+'rem1'],df[chem]),axis=1)\n",
    "    \n",
    "    df.set_index([group],inplace=True)\n",
    "    unit = df.index.get_level_values(0).unique()\n",
    "    \n",
    "    network,n,T1,p1,chng = [],[],[],[],[]\n",
    "    for i in unit:\n",
    "        network.append(i)\n",
    "        n.append(len(df.loc[i,chem]))\n",
    "        T1.append(scipy.stats.wilcoxon(df.loc[i,chem].values,df.loc[i,chem+'1'].values, zero_method='zsplit')[0])\n",
    "        p1.append(scipy.stats.wilcoxon(df.loc[i,chem].values,df.loc[i,chem+'1'].values, zero_method='zsplit')[1])\n",
    "        chng.append(round((df.loc[i,chem+'1'] - df.loc[i,chem]).median(),2))\n",
    "    refdict = {'ntwrk':network,'n':n,'T':T1,'p':p1,'chng':chng}\n",
    "    df.reset_index(inplace=True)\n",
    "    Nresframe = pd.DataFrame(refdict)\n",
    "    Nresframe['signif'] = Nresframe['p'].apply(lambda x: np.nan if x >= 0.1 else '(+)')\n",
    "    \n",
    "    return Nresframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "NitrateTable = USGSchemTab(usgs,'N','network')\n",
    "ClTable = USGSchemTab(usgs,'Cl','network')\n",
    "TDSTable = USGSchemTab(usgs,'TDS','network')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fit a Distribution for Trumbull"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://www.sph.umich.edu/dioxin/PDF/Beijing%202009/Gillespie%20Dioxin2009_Turnbull_slides_v2.pdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://stackoverflow.com/questions/6620471/fitting-empirical-distribution-to-theoretical-ones-with-scipy-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def dropMDL(x,MDL):\n",
    "    data = []\n",
    "    for i in x:\n",
    "        if i <= MDL:\n",
    "            pass\n",
    "        else:\n",
    "            data.append(i)\n",
    "    return np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "N = dropMDL(usgs['N'].dropna().values,.1)\n",
    "\n",
    "Nmean = N.mean()\n",
    "rate = 1./Nmean\n",
    "Nmax = N.max()\n",
    "concRange = np.arange(.1,Nmax,0.1)\n",
    "dt = Nmax/100."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>network</th>\n",
       "      <th>site</th>\n",
       "      <th>unit</th>\n",
       "      <th>use</th>\n",
       "      <th>aquifer</th>\n",
       "      <th>rock</th>\n",
       "      <th>depth</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>Nrem</th>\n",
       "      <th>...</th>\n",
       "      <th>Clrem1</th>\n",
       "      <th>Cl1</th>\n",
       "      <th>TDSrem1</th>\n",
       "      <th>TDS1</th>\n",
       "      <th>Ncond</th>\n",
       "      <th>Ncond1</th>\n",
       "      <th>Clcond</th>\n",
       "      <th>Clcond1</th>\n",
       "      <th>TDScond</th>\n",
       "      <th>TDScond1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>305641084542001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>54.3</td>\n",
       "      <td>1993-08-26</td>\n",
       "      <td>1215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>68.8</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.84</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310604084351901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>36.4</td>\n",
       "      <td>1993-08-31</td>\n",
       "      <td>950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>218.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310752085271301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>48.2</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142.12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>47.5</td>\n",
       "      <td>1993-08-24</td>\n",
       "      <td>1645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>311015084511901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1993-08-30</td>\n",
       "      <td>1110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>311141084513401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>69.3</td>\n",
       "      <td>1993-08-30</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>311505085140101</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>49.1</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>48.8</td>\n",
       "      <td>1993-08-31</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.19</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312346084520401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>14.4</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1800</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312908084151901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>35.6</td>\n",
       "      <td>1993-08-18</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.73</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>38.6</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>314040084110201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>43.7</td>\n",
       "      <td>1993-08-18</td>\n",
       "      <td>1615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>314357084380001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>314858084194901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>44.2</td>\n",
       "      <td>1993-08-29</td>\n",
       "      <td>1045</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>315009083571001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>31.2</td>\n",
       "      <td>1993-09-02</td>\n",
       "      <td>950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320001084032801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>51.7</td>\n",
       "      <td>1993-08-23</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.06</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320011084121501</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>28.5</td>\n",
       "      <td>1993-08-30</td>\n",
       "      <td>1730</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320051084061401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>59.7</td>\n",
       "      <td>1993-08-23</td>\n",
       "      <td>1715</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>304421084561201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1995-09-12</td>\n",
       "      <td>1530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.88</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305133084461201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1995-09-11</td>\n",
       "      <td>1430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.86</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305148084364801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1995-09-14</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174.61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305356084534601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>98.5</td>\n",
       "      <td>1995-09-07</td>\n",
       "      <td>1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175.67</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305705084484201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>AQUACULTURE</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1995-09-14</td>\n",
       "      <td>1600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>169.38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305853085135401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>AQUACULTURE</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1995-09-12</td>\n",
       "      <td>1715</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>310132085024001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>118.0</td>\n",
       "      <td>1995-09-13</td>\n",
       "      <td>1245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109.79</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>310427084591101</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1995-09-06</td>\n",
       "      <td>1100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>310804084455501</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1995-09-07</td>\n",
       "      <td>1015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.95</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>311348084282401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>169.0</td>\n",
       "      <td>1995-08-31</td>\n",
       "      <td>1315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.64</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>311802084192302</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>225.0</td>\n",
       "      <td>1995-08-30</td>\n",
       "      <td>1230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>443921089152001</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1994-09-14</td>\n",
       "      <td>1100</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>444910089140401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>23.5</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>443.21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>445052088552801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>1345</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188.69</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>445556089045701</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.06</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1994-09-12</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379.60</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>434004089100701</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>138.0</td>\n",
       "      <td>1995-06-12</td>\n",
       "      <td>1140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>567.32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>434745089184801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>210.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>1345</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259.69</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1425</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1995-06-12</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>381.29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>435354088460901</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>111.0</td>\n",
       "      <td>1995-06-12</td>\n",
       "      <td>1100</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>340.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>435515088193101</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>466.0</td>\n",
       "      <td>1995-08-31</td>\n",
       "      <td>1400</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>234.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2517.94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>435602089165401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>179.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>213.74</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>440015089053301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>430.19</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1444</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>195.0</td>\n",
       "      <td>1995-08-24</td>\n",
       "      <td>1200</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>527.74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441015088515501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>1630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DEWATER</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303.18</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1498</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>870.0</td>\n",
       "      <td>1995-06-21</td>\n",
       "      <td>1020</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>396.73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>442912088224101</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>1200</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>495.95</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>125.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>930</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444834088232201</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>1500</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389.87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>445504088094101</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1995-06-21</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>528.48</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1620</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>346.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1030</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>432.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1430</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2862.69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>453101087414901</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1995-06-19</td>\n",
       "      <td>1400</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1696</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>483.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1330</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>268.41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454215087304301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>353.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1030</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>247.17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>290.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1340</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297.27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454932087063601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1600</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>455902087064701</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>305.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1000</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>460418087185501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1330</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228.19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>461427087171001</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>178.20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1235 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         network             site  unit            use  \\\n",
       "0     acfbluscr3  305641084542001  ACFB         UNUSED   \n",
       "1     acfbluscr3  310552084435601  ACFB         UNUSED   \n",
       "2     acfbluscr3  310604084351901  ACFB         UNUSED   \n",
       "3     acfbluscr3  310752085271301  ACFB         UNUSED   \n",
       "4     acfbluscr3  310913084195301  ACFB         UNUSED   \n",
       "5     acfbluscr3  311015084511901  ACFB         UNUSED   \n",
       "6     acfbluscr3  311141084513401  ACFB         UNUSED   \n",
       "7     acfbluscr3  311505085140101  ACFB         UNUSED   \n",
       "8     acfbluscr3  312119084215601  ACFB         UNUSED   \n",
       "9     acfbluscr3  312346084520401  ACFB         UNUSED   \n",
       "10    acfbluscr3  312908084151901  ACFB         UNUSED   \n",
       "11    acfbluscr3  313415084475201  ACFB         UNUSED   \n",
       "12    acfbluscr3  314040084110201  ACFB         UNUSED   \n",
       "13    acfbluscr3  314357084380001  ACFB         UNUSED   \n",
       "14    acfbluscr3  314858084194901  ACFB         UNUSED   \n",
       "15    acfbluscr3  315009083571001  ACFB         UNUSED   \n",
       "16    acfbluscr3  320001084032801  ACFB         UNUSED   \n",
       "17    acfbluscr3  320011084121501  ACFB         UNUSED   \n",
       "18    acfbluscr3  320051084061401  ACFB         UNUSED   \n",
       "19      acfbsus1  304421084561201  ACFB  INSTITUTIONAL   \n",
       "20      acfbsus1  305133084461201  ACFB       DOMESTIC   \n",
       "21      acfbsus1  305148084364801  ACFB       DOMESTIC   \n",
       "22      acfbsus1  305356084534601  ACFB         UNUSED   \n",
       "23      acfbsus1  305705084484201  ACFB    AQUACULTURE   \n",
       "24      acfbsus1  305853085135401  ACFB    AQUACULTURE   \n",
       "25      acfbsus1  310132085024001  ACFB         UNUSED   \n",
       "26      acfbsus1  310427084591101  ACFB         UNUSED   \n",
       "27      acfbsus1  310804084455501  ACFB       DOMESTIC   \n",
       "28      acfbsus1  311348084282401  ACFB  INSTITUTIONAL   \n",
       "29      acfbsus1  311802084192302  ACFB         UNUSED   \n",
       "...          ...              ...   ...            ...   \n",
       "1205  wmiclusag2  443921089152001  WMIC         UNUSED   \n",
       "1206  wmiclusag2  444910089140401  WMIC         UNUSED   \n",
       "1207  wmiclusag2  445052088552801  WMIC         UNUSED   \n",
       "1208  wmiclusag2  445556089045701  WMIC         UNUSED   \n",
       "1209  wmiclusag2  450242089065401  WMIC         UNUSED   \n",
       "1210    wmicsus1  434004089100701  WMIC       DOMESTIC   \n",
       "1211    wmicsus1  434745089184801  WMIC  INSTITUTIONAL   \n",
       "1212    wmicsus1        OTHR-1425  WMIC  PUBLIC SUPPLY   \n",
       "1213    wmicsus1  435354088460901  WMIC       DOMESTIC   \n",
       "1214    wmicsus1  435515088193101  WMIC       DOMESTIC   \n",
       "1215    wmicsus1  435602089165401  WMIC       DOMESTIC   \n",
       "1216    wmicsus1  440015089053301  WMIC       DOMESTIC   \n",
       "1217    wmicsus1        OTHR-1444  WMIC  PUBLIC SUPPLY   \n",
       "1218    wmicsus1  441015088515501  WMIC       DOMESTIC   \n",
       "1219    wmicsus1  441948088223301  WMIC        DEWATER   \n",
       "1220    wmicsus1        OTHR-1498  WMIC  PUBLIC SUPPLY   \n",
       "1221    wmicsus1  442912088224101  WMIC       DOMESTIC   \n",
       "1222    wmicsus1  444158088263601  WMIC       DOMESTIC   \n",
       "1223    wmicsus1  444834088232201  WMIC       DOMESTIC   \n",
       "1224    wmicsus1  445504088094101  WMIC       DOMESTIC   \n",
       "1225    wmicsus1        OTHR-1620  WMIC  PUBLIC SUPPLY   \n",
       "1226    wmicsus1  451154087361501  WMIC       DOMESTIC   \n",
       "1227    wmicsus1  453101087414901  WMIC       DOMESTIC   \n",
       "1228    wmicsus1        OTHR-1696  WMIC  PUBLIC SUPPLY   \n",
       "1229    wmicsus1  454215087304301  WMIC       DOMESTIC   \n",
       "1230    wmicsus1  454622087114801  WMIC       DOMESTIC   \n",
       "1231    wmicsus1  454932087063601  WMIC       DOMESTIC   \n",
       "1232    wmicsus1  455902087064701  WMIC  INSTITUTIONAL   \n",
       "1233    wmicsus1  460418087185501  WMIC       DOMESTIC   \n",
       "1234    wmicsus1  461427087171001  WMIC       DOMESTIC   \n",
       "\n",
       "                                 aquifer  \\\n",
       "0                Floridan aquifer system   \n",
       "1                Floridan aquifer system   \n",
       "2                Floridan aquifer system   \n",
       "3                Floridan aquifer system   \n",
       "4               Surficial aquifer system   \n",
       "5                Floridan aquifer system   \n",
       "6                Floridan aquifer system   \n",
       "7                Floridan aquifer system   \n",
       "8               Surficial aquifer system   \n",
       "9                Floridan aquifer system   \n",
       "10               Floridan aquifer system   \n",
       "11              Surficial aquifer system   \n",
       "12               Floridan aquifer system   \n",
       "13               Floridan aquifer system   \n",
       "14               Floridan aquifer system   \n",
       "15               Floridan aquifer system   \n",
       "16              Surficial aquifer system   \n",
       "17               Floridan aquifer system   \n",
       "18               Floridan aquifer system   \n",
       "19               Floridan aquifer system   \n",
       "20               Floridan aquifer system   \n",
       "21               Floridan aquifer system   \n",
       "22               Floridan aquifer system   \n",
       "23               Floridan aquifer system   \n",
       "24               Floridan aquifer system   \n",
       "25               Floridan aquifer system   \n",
       "26               Floridan aquifer system   \n",
       "27               Floridan aquifer system   \n",
       "28               Floridan aquifer system   \n",
       "29               Floridan aquifer system   \n",
       "...                                  ...   \n",
       "1205              Glacial aquifer system   \n",
       "1206              Glacial aquifer system   \n",
       "1207              Glacial aquifer system   \n",
       "1208              Glacial aquifer system   \n",
       "1209              Glacial aquifer system   \n",
       "1210  Cambrian-Ordovician aquifer system   \n",
       "1211  Cambrian-Ordovician aquifer system   \n",
       "1212  Cambrian-Ordovician aquifer system   \n",
       "1213  Cambrian-Ordovician aquifer system   \n",
       "1214  Cambrian-Ordovician aquifer system   \n",
       "1215  Cambrian-Ordovician aquifer system   \n",
       "1216  Cambrian-Ordovician aquifer system   \n",
       "1217  Cambrian-Ordovician aquifer system   \n",
       "1218  Cambrian-Ordovician aquifer system   \n",
       "1219  Cambrian-Ordovician aquifer system   \n",
       "1220  Cambrian-Ordovician aquifer system   \n",
       "1221  Cambrian-Ordovician aquifer system   \n",
       "1222  Cambrian-Ordovician aquifer system   \n",
       "1223  Cambrian-Ordovician aquifer system   \n",
       "1224  Cambrian-Ordovician aquifer system   \n",
       "1225  Cambrian-Ordovician aquifer system   \n",
       "1226  Cambrian-Ordovician aquifer system   \n",
       "1227  Cambrian-Ordovician aquifer system   \n",
       "1228  Cambrian-Ordovician aquifer system   \n",
       "1229  Cambrian-Ordovician aquifer system   \n",
       "1230  Cambrian-Ordovician aquifer system   \n",
       "1231  Cambrian-Ordovician aquifer system   \n",
       "1232  Cambrian-Ordovician aquifer system   \n",
       "1233  Cambrian-Ordovician aquifer system   \n",
       "1234  Cambrian-Ordovician aquifer system   \n",
       "\n",
       "                                      rock  depth       date  time Nrem  \\\n",
       "0                  Carbonate-rock aquifers   54.3 1993-08-26  1215  NaN   \n",
       "1                  Carbonate-rock aquifers   68.8 1993-08-25  1510  NaN   \n",
       "2                  Carbonate-rock aquifers   36.4 1993-08-31   950  NaN   \n",
       "3                  Carbonate-rock aquifers   48.2 1993-08-25  1640  NaN   \n",
       "4     Non-glacial sand and gravel aquifers   47.5 1993-08-24  1645  NaN   \n",
       "5                  Carbonate-rock aquifers   65.0 1993-08-30  1110  NaN   \n",
       "6                  Carbonate-rock aquifers   69.3 1993-08-30  1500  NaN   \n",
       "7                  Carbonate-rock aquifers   49.1 1993-08-25  1215  NaN   \n",
       "8     Non-glacial sand and gravel aquifers   48.8 1993-08-31  1500  NaN   \n",
       "9                  Carbonate-rock aquifers   14.4 1993-08-19  1800    <   \n",
       "10                 Carbonate-rock aquifers   35.6 1993-08-18  1030  NaN   \n",
       "11    Non-glacial sand and gravel aquifers   38.6 1993-08-19  1445  NaN   \n",
       "12                 Carbonate-rock aquifers   43.7 1993-08-18  1615  NaN   \n",
       "13                 Carbonate-rock aquifers   28.6 1993-08-19  1000  NaN   \n",
       "14                 Carbonate-rock aquifers   44.2 1993-08-29  1045  NaN   \n",
       "15                 Carbonate-rock aquifers   31.2 1993-09-02   950  NaN   \n",
       "16    Non-glacial sand and gravel aquifers   51.7 1993-08-23  1200  NaN   \n",
       "17                 Carbonate-rock aquifers   28.5 1993-08-30  1730    <   \n",
       "18                 Carbonate-rock aquifers   59.7 1993-08-23  1715    <   \n",
       "19                 Carbonate-rock aquifers  180.0 1995-09-12  1530  NaN   \n",
       "20                 Carbonate-rock aquifers   72.0 1995-09-11  1430  NaN   \n",
       "21                 Carbonate-rock aquifers   80.0 1995-09-14  1030  NaN   \n",
       "22                 Carbonate-rock aquifers   98.5 1995-09-07  1250  NaN   \n",
       "23                 Carbonate-rock aquifers   85.0 1995-09-14  1600  NaN   \n",
       "24                 Carbonate-rock aquifers  200.0 1995-09-12  1715  NaN   \n",
       "25                 Carbonate-rock aquifers  118.0 1995-09-13  1245  NaN   \n",
       "26                 Carbonate-rock aquifers  123.0 1995-09-06  1100  NaN   \n",
       "27                 Carbonate-rock aquifers   75.0 1995-09-07  1015  NaN   \n",
       "28                 Carbonate-rock aquifers  169.0 1995-08-31  1315  NaN   \n",
       "29                 Carbonate-rock aquifers  225.0 1995-08-30  1230  NaN   \n",
       "...                                    ...    ...        ...   ...  ...   \n",
       "1205      Glacial sand and gravel aquifers   33.0 1994-09-14  1100    <   \n",
       "1206      Glacial sand and gravel aquifers   23.5 1994-09-13  1300  NaN   \n",
       "1207      Glacial sand and gravel aquifers   28.0 1994-09-13  1345  NaN   \n",
       "1208      Glacial sand and gravel aquifers   10.0 1994-09-13   930  NaN   \n",
       "1209      Glacial sand and gravel aquifers   39.0 1994-09-12  1300  NaN   \n",
       "1210                    Sandstone aquifers  138.0 1995-06-12  1140  NaN   \n",
       "1211                    Sandstone aquifers  210.0 1995-06-13  1345  NaN   \n",
       "1212                    Sandstone aquifers  320.0 1995-06-12  1300  NaN   \n",
       "1213                    Sandstone aquifers  111.0 1995-06-12  1100    <   \n",
       "1214                    Sandstone aquifers  466.0 1995-08-31  1400    <   \n",
       "1215                    Sandstone aquifers  179.0 1995-06-13   940  NaN   \n",
       "1216                    Sandstone aquifers   95.0 1995-06-13  1800  NaN   \n",
       "1217                    Sandstone aquifers  195.0 1995-08-24  1200    <   \n",
       "1218                    Sandstone aquifers   95.0 1995-06-13  1630  NaN   \n",
       "1219                    Sandstone aquifers  140.0 1995-06-14   930  NaN   \n",
       "1220                    Sandstone aquifers  870.0 1995-06-21  1020    <   \n",
       "1221                    Sandstone aquifers  114.0 1995-06-14  1200    <   \n",
       "1222                    Sandstone aquifers  125.0 1995-06-15   930    <   \n",
       "1223                    Sandstone aquifers  140.0 1995-06-14  1500    <   \n",
       "1224                    Sandstone aquifers   85.0 1995-06-21  1500  NaN   \n",
       "1225                    Sandstone aquifers  346.0 1995-06-15  1030    <   \n",
       "1226                    Sandstone aquifers  432.0 1995-06-15  1430    <   \n",
       "1227                    Sandstone aquifers  123.0 1995-06-19  1400    <   \n",
       "1228                    Sandstone aquifers  483.0 1995-06-15  1330    <   \n",
       "1229                    Sandstone aquifers  353.0 1995-06-20  1030    <   \n",
       "1230                    Sandstone aquifers  290.0 1995-06-20  1340    <   \n",
       "1231                    Sandstone aquifers  300.0 1995-06-20  1600    <   \n",
       "1232                    Sandstone aquifers  305.0 1995-06-20  1000    <   \n",
       "1233                    Sandstone aquifers   92.0 1995-06-20  1330    <   \n",
       "1234                    Sandstone aquifers   31.0 1995-06-20  1645  NaN   \n",
       "\n",
       "       ...     Clrem1     Cl1  TDSrem1     TDS1  Ncond Ncond1  Clcond Clcond1  \\\n",
       "0      ...        NaN    3.51      NaN   144.43      1      1       1       1   \n",
       "1      ...        NaN    5.25      NaN   151.84      1      1       1       1   \n",
       "2      ...        NaN    9.66      NaN   218.43      1      1       1       1   \n",
       "3      ...        NaN    3.37      NaN   142.12      1      1       1       1   \n",
       "4      ...        NaN    3.21      NaN   146.14      1      1       1       1   \n",
       "5      ...        NaN    2.08      NaN    68.38      1      1       1       1   \n",
       "6      ...        NaN    4.35      NaN   154.00      1      1       1       1   \n",
       "7      ...        NaN    8.33      NaN   190.00      1      1       1       1   \n",
       "8      ...        NaN    3.63      NaN   125.19      1      1       1       1   \n",
       "9      ...        NaN    8.06      NaN   166.00      0      1       1       1   \n",
       "10     ...        NaN    3.67      NaN   161.73      1      1       1       1   \n",
       "11     ...        NaN    2.44      NaN    23.43      1      1       1       1   \n",
       "12     ...        NaN    1.57      NaN   224.00      1      1       1       1   \n",
       "13     ...        NaN    3.01      NaN    10.00      1      1       1       1   \n",
       "14     ...        NaN    2.34      NaN    24.55      1      1       1       1   \n",
       "15     ...        NaN    8.34      NaN   152.00      1      1       1       1   \n",
       "16     ...        NaN    3.77      NaN   131.06      1      1       1       1   \n",
       "17     ...        NaN    6.15      NaN    54.00      0      1       1       1   \n",
       "18     ...        NaN    1.83      NaN   146.00      0      1       1       1   \n",
       "19     ...        NaN    4.72      NaN   133.88      1      1       1       1   \n",
       "20     ...        NaN    3.08      NaN   118.86      1      1       1       1   \n",
       "21     ...        NaN    5.20      NaN   174.61      1      1       1       1   \n",
       "22     ...        NaN    5.35      NaN   175.67      1      1       1       1   \n",
       "23     ...        NaN    3.71      NaN   169.38      1      1       1       1   \n",
       "24     ...        NaN    5.21      NaN   143.16      1      1       1       1   \n",
       "25     ...        NaN    3.35      NaN   109.79      1      1       1       1   \n",
       "26     ...        NaN    3.71      NaN   139.15      1      1       1       1   \n",
       "27     ...        NaN    4.09      NaN   139.95      1      1       1       1   \n",
       "28     ...        NaN    2.63      NaN   112.64      1      1       1       1   \n",
       "29     ...        NaN    4.40      NaN   181.40      1      1       1       1   \n",
       "...    ...        ...     ...      ...      ...    ...    ...     ...     ...   \n",
       "1205   ...        NaN    9.25      NaN   181.79      0      1       1       1   \n",
       "1206   ...        NaN   57.55      NaN   443.21      1      1       1       1   \n",
       "1207   ...        NaN    5.93      NaN   188.69      1      1       1       1   \n",
       "1208   ...        NaN    0.50      NaN   140.06      1      1       1       1   \n",
       "1209   ...        NaN   15.84      NaN   379.60      1      1       1       1   \n",
       "1210   ...        NaN   46.18      NaN   567.32      1      1       1       1   \n",
       "1211   ...        NaN    2.09      NaN   259.69      1      1       1       1   \n",
       "1212   ...        NaN   12.58      NaN   381.29      1      1       1       1   \n",
       "1213   ...        NaN    5.16      NaN   340.95      0      0       1       1   \n",
       "1214   ...        NaN  234.19      NaN  2517.94      0      0       1       1   \n",
       "1215   ...        NaN    6.74      NaN   213.74      1      1       1       1   \n",
       "1216   ...        NaN   13.56      NaN   430.19      1      1       1       1   \n",
       "1217   ...        NaN   66.25      NaN   527.74      0      0       1       1   \n",
       "1218   ...        NaN    8.96      NaN   285.37      1      1       1       1   \n",
       "1219   ...        NaN    2.41      NaN   303.18      1      1       1       1   \n",
       "1220   ...        NaN   33.04      NaN   396.73      0      0       1       1   \n",
       "1221   ...        NaN    7.93      NaN   495.95      0      1       1       1   \n",
       "1222   ...        NaN    1.71      NaN   346.48      0      0       1       1   \n",
       "1223   ...        NaN   20.01      NaN   389.87      0      0       1       1   \n",
       "1224   ...        NaN   29.55      NaN   528.48      1      1       1       1   \n",
       "1225   ...        NaN   10.86      NaN   300.98      0      0       1       1   \n",
       "1226   ...        NaN   67.17      NaN  2862.69      0      0       1       1   \n",
       "1227   ...        NaN    2.62      NaN   304.10      0      0       1       1   \n",
       "1228   ...        NaN    5.04      NaN   268.41      0      0       1       1   \n",
       "1229   ...        NaN    5.94      NaN   247.17      0      0       1       1   \n",
       "1230   ...        NaN    7.15      NaN   297.27      0      0       1       1   \n",
       "1231   ...        NaN    1.35      NaN   251.84      0      0       1       1   \n",
       "1232   ...        NaN    3.42      NaN   254.16      0      0       1       1   \n",
       "1233   ...        NaN    1.64      NaN   228.19      0      0       1       1   \n",
       "1234   ...        NaN    0.85      NaN   178.20      1      1       1       1   \n",
       "\n",
       "      TDScond TDScond1  \n",
       "0           1        1  \n",
       "1           1        1  \n",
       "2           1        1  \n",
       "3           1        1  \n",
       "4           1        1  \n",
       "5           1        1  \n",
       "6           1        1  \n",
       "7           1        1  \n",
       "8           1        1  \n",
       "9           1        1  \n",
       "10          1        1  \n",
       "11          1        1  \n",
       "12          1        1  \n",
       "13          1        1  \n",
       "14          1        1  \n",
       "15          1        1  \n",
       "16          1        1  \n",
       "17          1        1  \n",
       "18          1        1  \n",
       "19          1        1  \n",
       "20          1        1  \n",
       "21          1        1  \n",
       "22          1        1  \n",
       "23          1        1  \n",
       "24          1        1  \n",
       "25          1        1  \n",
       "26          1        1  \n",
       "27          1        1  \n",
       "28          1        1  \n",
       "29          1        1  \n",
       "...       ...      ...  \n",
       "1205        1        1  \n",
       "1206        1        1  \n",
       "1207        1        1  \n",
       "1208        1        1  \n",
       "1209        1        1  \n",
       "1210        1        1  \n",
       "1211        1        1  \n",
       "1212        1        1  \n",
       "1213        1        1  \n",
       "1214        1        1  \n",
       "1215        1        1  \n",
       "1216        1        1  \n",
       "1217        1        1  \n",
       "1218        1        1  \n",
       "1219        1        1  \n",
       "1220        1        1  \n",
       "1221        1        1  \n",
       "1222        1        1  \n",
       "1223        1        1  \n",
       "1224        1        1  \n",
       "1225        1        1  \n",
       "1226        1        1  \n",
       "1227        1        1  \n",
       "1228        1        1  \n",
       "1229        1        1  \n",
       "1230        1        1  \n",
       "1231        1        1  \n",
       "1232        1        1  \n",
       "1233        1        1  \n",
       "1234        1        1  \n",
       "\n",
       "[1235 rows x 29 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEACAYAAABS29YJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13e83770>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "usgs1 = usgs[usgs['N']>0.1]\n",
    "plt.hist((usgs1['N'].dropna().values), normed=True)\n",
    "xmin, xmax = plt.xlim()\n",
    "x = np.arange(xmin, xmax, 0.01)\n",
    "p = norm.pdf(x, (usgs1['N']).mean(), (usgs1['N']).std())\n",
    "plt.plot(x,p,'k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://stackoverflow.com/questions/21887625/python-empirical-distribution-function-ecdf-implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>network</th>\n",
       "      <th>site</th>\n",
       "      <th>unit</th>\n",
       "      <th>use</th>\n",
       "      <th>aquifer</th>\n",
       "      <th>rock</th>\n",
       "      <th>depth</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>Nrem</th>\n",
       "      <th>...</th>\n",
       "      <th>TDSrem1</th>\n",
       "      <th>TDS1</th>\n",
       "      <th>Ncond</th>\n",
       "      <th>Ncond1</th>\n",
       "      <th>Clcond</th>\n",
       "      <th>Clcond1</th>\n",
       "      <th>TDScond</th>\n",
       "      <th>TDScond1</th>\n",
       "      <th>rank</th>\n",
       "      <th>ecdf_r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>305641084542001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>54.3</td>\n",
       "      <td>1993-08-26</td>\n",
       "      <td>1215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>657.0</td>\n",
       "      <td>0.468826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>68.8</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.84</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>334.0</td>\n",
       "      <td>0.730364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310604084351901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>36.4</td>\n",
       "      <td>1993-08-31</td>\n",
       "      <td>950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>218.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310752085271301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>48.2</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1640</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142.12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>841.5</td>\n",
       "      <td>0.319433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>47.5</td>\n",
       "      <td>1993-08-24</td>\n",
       "      <td>1645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>637.0</td>\n",
       "      <td>0.485020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>311015084511901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1993-08-30</td>\n",
       "      <td>1110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>918.0</td>\n",
       "      <td>0.257490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>311141084513401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>69.3</td>\n",
       "      <td>1993-08-30</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>544.5</td>\n",
       "      <td>0.559919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>311505085140101</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>49.1</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>184.0</td>\n",
       "      <td>0.851822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>48.8</td>\n",
       "      <td>1993-08-31</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.19</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>269.5</td>\n",
       "      <td>0.782591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312346084520401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>14.4</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1800</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312908084151901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>35.6</td>\n",
       "      <td>1993-08-18</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.73</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>281.0</td>\n",
       "      <td>0.773279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>38.6</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.43</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>887.0</td>\n",
       "      <td>0.282591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>314040084110201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>43.7</td>\n",
       "      <td>1993-08-18</td>\n",
       "      <td>1615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>872.5</td>\n",
       "      <td>0.294332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>314357084380001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>686.0</td>\n",
       "      <td>0.445344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>314858084194901</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>44.2</td>\n",
       "      <td>1993-08-29</td>\n",
       "      <td>1045</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>560.0</td>\n",
       "      <td>0.547368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>315009083571001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>31.2</td>\n",
       "      <td>1993-09-02</td>\n",
       "      <td>950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>217.5</td>\n",
       "      <td>0.824696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320001084032801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Surficial aquifer system</td>\n",
       "      <td>Non-glacial sand and gravel aquifers</td>\n",
       "      <td>51.7</td>\n",
       "      <td>1993-08-23</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.06</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>672.5</td>\n",
       "      <td>0.456275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320011084121501</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>28.5</td>\n",
       "      <td>1993-08-30</td>\n",
       "      <td>1730</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320051084061401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>59.7</td>\n",
       "      <td>1993-08-23</td>\n",
       "      <td>1715</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>304421084561201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1995-09-12</td>\n",
       "      <td>1530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.88</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>686.0</td>\n",
       "      <td>0.445344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305133084461201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1995-09-11</td>\n",
       "      <td>1430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.86</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>529.5</td>\n",
       "      <td>0.572065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305148084364801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1995-09-14</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174.61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>544.5</td>\n",
       "      <td>0.559919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305356084534601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>98.5</td>\n",
       "      <td>1995-09-07</td>\n",
       "      <td>1250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175.67</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>380.5</td>\n",
       "      <td>0.692713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305705084484201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>AQUACULTURE</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1995-09-14</td>\n",
       "      <td>1600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>169.38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>517.0</td>\n",
       "      <td>0.582186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>305853085135401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>AQUACULTURE</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1995-09-12</td>\n",
       "      <td>1715</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>387.5</td>\n",
       "      <td>0.687045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>310132085024001</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>118.0</td>\n",
       "      <td>1995-09-13</td>\n",
       "      <td>1245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109.79</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>686.0</td>\n",
       "      <td>0.445344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>310427084591101</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1995-09-06</td>\n",
       "      <td>1100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>486.0</td>\n",
       "      <td>0.607287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>310804084455501</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1995-09-07</td>\n",
       "      <td>1015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.95</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>686.0</td>\n",
       "      <td>0.445344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>311348084282401</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>169.0</td>\n",
       "      <td>1995-08-31</td>\n",
       "      <td>1315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.64</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>657.0</td>\n",
       "      <td>0.468826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>311802084192302</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Floridan aquifer system</td>\n",
       "      <td>Carbonate-rock aquifers</td>\n",
       "      <td>225.0</td>\n",
       "      <td>1995-08-30</td>\n",
       "      <td>1230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>387.5</td>\n",
       "      <td>0.687045</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>1205</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>443921089152001</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1994-09-14</td>\n",
       "      <td>1100</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>444910089140401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>23.5</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>443.21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>101.5</td>\n",
       "      <td>0.918623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>445052088552801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>1345</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188.69</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>972.0</td>\n",
       "      <td>0.213765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>445556089045701</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.06</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>929.0</td>\n",
       "      <td>0.248583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>UNUSED</td>\n",
       "      <td>Glacial aquifer system</td>\n",
       "      <td>Glacial sand and gravel aquifers</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1994-09-12</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379.60</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.940081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>434004089100701</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>138.0</td>\n",
       "      <td>1995-06-12</td>\n",
       "      <td>1140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>567.32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.940081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>434745089184801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>210.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>1345</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259.69</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>672.5</td>\n",
       "      <td>0.456275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1425</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1995-06-12</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>381.29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>657.0</td>\n",
       "      <td>0.468826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>435354088460901</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>111.0</td>\n",
       "      <td>1995-06-12</td>\n",
       "      <td>1100</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>340.95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>435515088193101</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>466.0</td>\n",
       "      <td>1995-08-31</td>\n",
       "      <td>1400</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2517.94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>435602089165401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>179.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>213.74</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>507.5</td>\n",
       "      <td>0.589879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>440015089053301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>430.19</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33.5</td>\n",
       "      <td>0.973684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1444</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>195.0</td>\n",
       "      <td>1995-08-24</td>\n",
       "      <td>1200</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>527.74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441015088515501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1995-06-13</td>\n",
       "      <td>1630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>436.0</td>\n",
       "      <td>0.647773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DEWATER</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303.18</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>725.0</td>\n",
       "      <td>0.413765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1498</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>870.0</td>\n",
       "      <td>1995-06-21</td>\n",
       "      <td>1020</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>396.73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>442912088224101</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>1200</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>495.95</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>125.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>930</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444834088232201</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>1500</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389.87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>445504088094101</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1995-06-21</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>528.48</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>872.5</td>\n",
       "      <td>0.294332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1620</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>346.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1030</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>432.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1430</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2862.69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>453101087414901</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1995-06-19</td>\n",
       "      <td>1400</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>OTHR-1696</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>PUBLIC SUPPLY</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>483.0</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1330</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>268.41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454215087304301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>353.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1030</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>247.17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>290.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1340</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297.27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454932087063601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1600</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251.84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>455902087064701</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>INSTITUTIONAL</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>305.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1000</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>460418087185501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1330</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228.19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1104.5</td>\n",
       "      <td>0.106478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>461427087171001</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>DOMESTIC</td>\n",
       "      <td>Cambrian-Ordovician aquifer system</td>\n",
       "      <td>Sandstone aquifers</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>178.20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>862.0</td>\n",
       "      <td>0.302834</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1235 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         network             site  unit            use  \\\n",
       "0     acfbluscr3  305641084542001  ACFB         UNUSED   \n",
       "1     acfbluscr3  310552084435601  ACFB         UNUSED   \n",
       "2     acfbluscr3  310604084351901  ACFB         UNUSED   \n",
       "3     acfbluscr3  310752085271301  ACFB         UNUSED   \n",
       "4     acfbluscr3  310913084195301  ACFB         UNUSED   \n",
       "5     acfbluscr3  311015084511901  ACFB         UNUSED   \n",
       "6     acfbluscr3  311141084513401  ACFB         UNUSED   \n",
       "7     acfbluscr3  311505085140101  ACFB         UNUSED   \n",
       "8     acfbluscr3  312119084215601  ACFB         UNUSED   \n",
       "9     acfbluscr3  312346084520401  ACFB         UNUSED   \n",
       "10    acfbluscr3  312908084151901  ACFB         UNUSED   \n",
       "11    acfbluscr3  313415084475201  ACFB         UNUSED   \n",
       "12    acfbluscr3  314040084110201  ACFB         UNUSED   \n",
       "13    acfbluscr3  314357084380001  ACFB         UNUSED   \n",
       "14    acfbluscr3  314858084194901  ACFB         UNUSED   \n",
       "15    acfbluscr3  315009083571001  ACFB         UNUSED   \n",
       "16    acfbluscr3  320001084032801  ACFB         UNUSED   \n",
       "17    acfbluscr3  320011084121501  ACFB         UNUSED   \n",
       "18    acfbluscr3  320051084061401  ACFB         UNUSED   \n",
       "19      acfbsus1  304421084561201  ACFB  INSTITUTIONAL   \n",
       "20      acfbsus1  305133084461201  ACFB       DOMESTIC   \n",
       "21      acfbsus1  305148084364801  ACFB       DOMESTIC   \n",
       "22      acfbsus1  305356084534601  ACFB         UNUSED   \n",
       "23      acfbsus1  305705084484201  ACFB    AQUACULTURE   \n",
       "24      acfbsus1  305853085135401  ACFB    AQUACULTURE   \n",
       "25      acfbsus1  310132085024001  ACFB         UNUSED   \n",
       "26      acfbsus1  310427084591101  ACFB         UNUSED   \n",
       "27      acfbsus1  310804084455501  ACFB       DOMESTIC   \n",
       "28      acfbsus1  311348084282401  ACFB  INSTITUTIONAL   \n",
       "29      acfbsus1  311802084192302  ACFB         UNUSED   \n",
       "...          ...              ...   ...            ...   \n",
       "1205  wmiclusag2  443921089152001  WMIC         UNUSED   \n",
       "1206  wmiclusag2  444910089140401  WMIC         UNUSED   \n",
       "1207  wmiclusag2  445052088552801  WMIC         UNUSED   \n",
       "1208  wmiclusag2  445556089045701  WMIC         UNUSED   \n",
       "1209  wmiclusag2  450242089065401  WMIC         UNUSED   \n",
       "1210    wmicsus1  434004089100701  WMIC       DOMESTIC   \n",
       "1211    wmicsus1  434745089184801  WMIC  INSTITUTIONAL   \n",
       "1212    wmicsus1        OTHR-1425  WMIC  PUBLIC SUPPLY   \n",
       "1213    wmicsus1  435354088460901  WMIC       DOMESTIC   \n",
       "1214    wmicsus1  435515088193101  WMIC       DOMESTIC   \n",
       "1215    wmicsus1  435602089165401  WMIC       DOMESTIC   \n",
       "1216    wmicsus1  440015089053301  WMIC       DOMESTIC   \n",
       "1217    wmicsus1        OTHR-1444  WMIC  PUBLIC SUPPLY   \n",
       "1218    wmicsus1  441015088515501  WMIC       DOMESTIC   \n",
       "1219    wmicsus1  441948088223301  WMIC        DEWATER   \n",
       "1220    wmicsus1        OTHR-1498  WMIC  PUBLIC SUPPLY   \n",
       "1221    wmicsus1  442912088224101  WMIC       DOMESTIC   \n",
       "1222    wmicsus1  444158088263601  WMIC       DOMESTIC   \n",
       "1223    wmicsus1  444834088232201  WMIC       DOMESTIC   \n",
       "1224    wmicsus1  445504088094101  WMIC       DOMESTIC   \n",
       "1225    wmicsus1        OTHR-1620  WMIC  PUBLIC SUPPLY   \n",
       "1226    wmicsus1  451154087361501  WMIC       DOMESTIC   \n",
       "1227    wmicsus1  453101087414901  WMIC       DOMESTIC   \n",
       "1228    wmicsus1        OTHR-1696  WMIC  PUBLIC SUPPLY   \n",
       "1229    wmicsus1  454215087304301  WMIC       DOMESTIC   \n",
       "1230    wmicsus1  454622087114801  WMIC       DOMESTIC   \n",
       "1231    wmicsus1  454932087063601  WMIC       DOMESTIC   \n",
       "1232    wmicsus1  455902087064701  WMIC  INSTITUTIONAL   \n",
       "1233    wmicsus1  460418087185501  WMIC       DOMESTIC   \n",
       "1234    wmicsus1  461427087171001  WMIC       DOMESTIC   \n",
       "\n",
       "                                 aquifer  \\\n",
       "0                Floridan aquifer system   \n",
       "1                Floridan aquifer system   \n",
       "2                Floridan aquifer system   \n",
       "3                Floridan aquifer system   \n",
       "4               Surficial aquifer system   \n",
       "5                Floridan aquifer system   \n",
       "6                Floridan aquifer system   \n",
       "7                Floridan aquifer system   \n",
       "8               Surficial aquifer system   \n",
       "9                Floridan aquifer system   \n",
       "10               Floridan aquifer system   \n",
       "11              Surficial aquifer system   \n",
       "12               Floridan aquifer system   \n",
       "13               Floridan aquifer system   \n",
       "14               Floridan aquifer system   \n",
       "15               Floridan aquifer system   \n",
       "16              Surficial aquifer system   \n",
       "17               Floridan aquifer system   \n",
       "18               Floridan aquifer system   \n",
       "19               Floridan aquifer system   \n",
       "20               Floridan aquifer system   \n",
       "21               Floridan aquifer system   \n",
       "22               Floridan aquifer system   \n",
       "23               Floridan aquifer system   \n",
       "24               Floridan aquifer system   \n",
       "25               Floridan aquifer system   \n",
       "26               Floridan aquifer system   \n",
       "27               Floridan aquifer system   \n",
       "28               Floridan aquifer system   \n",
       "29               Floridan aquifer system   \n",
       "...                                  ...   \n",
       "1205              Glacial aquifer system   \n",
       "1206              Glacial aquifer system   \n",
       "1207              Glacial aquifer system   \n",
       "1208              Glacial aquifer system   \n",
       "1209              Glacial aquifer system   \n",
       "1210  Cambrian-Ordovician aquifer system   \n",
       "1211  Cambrian-Ordovician aquifer system   \n",
       "1212  Cambrian-Ordovician aquifer system   \n",
       "1213  Cambrian-Ordovician aquifer system   \n",
       "1214  Cambrian-Ordovician aquifer system   \n",
       "1215  Cambrian-Ordovician aquifer system   \n",
       "1216  Cambrian-Ordovician aquifer system   \n",
       "1217  Cambrian-Ordovician aquifer system   \n",
       "1218  Cambrian-Ordovician aquifer system   \n",
       "1219  Cambrian-Ordovician aquifer system   \n",
       "1220  Cambrian-Ordovician aquifer system   \n",
       "1221  Cambrian-Ordovician aquifer system   \n",
       "1222  Cambrian-Ordovician aquifer system   \n",
       "1223  Cambrian-Ordovician aquifer system   \n",
       "1224  Cambrian-Ordovician aquifer system   \n",
       "1225  Cambrian-Ordovician aquifer system   \n",
       "1226  Cambrian-Ordovician aquifer system   \n",
       "1227  Cambrian-Ordovician aquifer system   \n",
       "1228  Cambrian-Ordovician aquifer system   \n",
       "1229  Cambrian-Ordovician aquifer system   \n",
       "1230  Cambrian-Ordovician aquifer system   \n",
       "1231  Cambrian-Ordovician aquifer system   \n",
       "1232  Cambrian-Ordovician aquifer system   \n",
       "1233  Cambrian-Ordovician aquifer system   \n",
       "1234  Cambrian-Ordovician aquifer system   \n",
       "\n",
       "                                      rock  depth       date  time Nrem  \\\n",
       "0                  Carbonate-rock aquifers   54.3 1993-08-26  1215  NaN   \n",
       "1                  Carbonate-rock aquifers   68.8 1993-08-25  1510  NaN   \n",
       "2                  Carbonate-rock aquifers   36.4 1993-08-31   950  NaN   \n",
       "3                  Carbonate-rock aquifers   48.2 1993-08-25  1640  NaN   \n",
       "4     Non-glacial sand and gravel aquifers   47.5 1993-08-24  1645  NaN   \n",
       "5                  Carbonate-rock aquifers   65.0 1993-08-30  1110  NaN   \n",
       "6                  Carbonate-rock aquifers   69.3 1993-08-30  1500  NaN   \n",
       "7                  Carbonate-rock aquifers   49.1 1993-08-25  1215  NaN   \n",
       "8     Non-glacial sand and gravel aquifers   48.8 1993-08-31  1500  NaN   \n",
       "9                  Carbonate-rock aquifers   14.4 1993-08-19  1800    <   \n",
       "10                 Carbonate-rock aquifers   35.6 1993-08-18  1030  NaN   \n",
       "11    Non-glacial sand and gravel aquifers   38.6 1993-08-19  1445  NaN   \n",
       "12                 Carbonate-rock aquifers   43.7 1993-08-18  1615  NaN   \n",
       "13                 Carbonate-rock aquifers   28.6 1993-08-19  1000  NaN   \n",
       "14                 Carbonate-rock aquifers   44.2 1993-08-29  1045  NaN   \n",
       "15                 Carbonate-rock aquifers   31.2 1993-09-02   950  NaN   \n",
       "16    Non-glacial sand and gravel aquifers   51.7 1993-08-23  1200  NaN   \n",
       "17                 Carbonate-rock aquifers   28.5 1993-08-30  1730    <   \n",
       "18                 Carbonate-rock aquifers   59.7 1993-08-23  1715    <   \n",
       "19                 Carbonate-rock aquifers  180.0 1995-09-12  1530  NaN   \n",
       "20                 Carbonate-rock aquifers   72.0 1995-09-11  1430  NaN   \n",
       "21                 Carbonate-rock aquifers   80.0 1995-09-14  1030  NaN   \n",
       "22                 Carbonate-rock aquifers   98.5 1995-09-07  1250  NaN   \n",
       "23                 Carbonate-rock aquifers   85.0 1995-09-14  1600  NaN   \n",
       "24                 Carbonate-rock aquifers  200.0 1995-09-12  1715  NaN   \n",
       "25                 Carbonate-rock aquifers  118.0 1995-09-13  1245  NaN   \n",
       "26                 Carbonate-rock aquifers  123.0 1995-09-06  1100  NaN   \n",
       "27                 Carbonate-rock aquifers   75.0 1995-09-07  1015  NaN   \n",
       "28                 Carbonate-rock aquifers  169.0 1995-08-31  1315  NaN   \n",
       "29                 Carbonate-rock aquifers  225.0 1995-08-30  1230  NaN   \n",
       "...                                    ...    ...        ...   ...  ...   \n",
       "1205      Glacial sand and gravel aquifers   33.0 1994-09-14  1100    <   \n",
       "1206      Glacial sand and gravel aquifers   23.5 1994-09-13  1300  NaN   \n",
       "1207      Glacial sand and gravel aquifers   28.0 1994-09-13  1345  NaN   \n",
       "1208      Glacial sand and gravel aquifers   10.0 1994-09-13   930  NaN   \n",
       "1209      Glacial sand and gravel aquifers   39.0 1994-09-12  1300  NaN   \n",
       "1210                    Sandstone aquifers  138.0 1995-06-12  1140  NaN   \n",
       "1211                    Sandstone aquifers  210.0 1995-06-13  1345  NaN   \n",
       "1212                    Sandstone aquifers  320.0 1995-06-12  1300  NaN   \n",
       "1213                    Sandstone aquifers  111.0 1995-06-12  1100    <   \n",
       "1214                    Sandstone aquifers  466.0 1995-08-31  1400    <   \n",
       "1215                    Sandstone aquifers  179.0 1995-06-13   940  NaN   \n",
       "1216                    Sandstone aquifers   95.0 1995-06-13  1800  NaN   \n",
       "1217                    Sandstone aquifers  195.0 1995-08-24  1200    <   \n",
       "1218                    Sandstone aquifers   95.0 1995-06-13  1630  NaN   \n",
       "1219                    Sandstone aquifers  140.0 1995-06-14   930  NaN   \n",
       "1220                    Sandstone aquifers  870.0 1995-06-21  1020    <   \n",
       "1221                    Sandstone aquifers  114.0 1995-06-14  1200    <   \n",
       "1222                    Sandstone aquifers  125.0 1995-06-15   930    <   \n",
       "1223                    Sandstone aquifers  140.0 1995-06-14  1500    <   \n",
       "1224                    Sandstone aquifers   85.0 1995-06-21  1500  NaN   \n",
       "1225                    Sandstone aquifers  346.0 1995-06-15  1030    <   \n",
       "1226                    Sandstone aquifers  432.0 1995-06-15  1430    <   \n",
       "1227                    Sandstone aquifers  123.0 1995-06-19  1400    <   \n",
       "1228                    Sandstone aquifers  483.0 1995-06-15  1330    <   \n",
       "1229                    Sandstone aquifers  353.0 1995-06-20  1030    <   \n",
       "1230                    Sandstone aquifers  290.0 1995-06-20  1340    <   \n",
       "1231                    Sandstone aquifers  300.0 1995-06-20  1600    <   \n",
       "1232                    Sandstone aquifers  305.0 1995-06-20  1000    <   \n",
       "1233                    Sandstone aquifers   92.0 1995-06-20  1330    <   \n",
       "1234                    Sandstone aquifers   31.0 1995-06-20  1645  NaN   \n",
       "\n",
       "        ...     TDSrem1     TDS1  Ncond  Ncond1  Clcond Clcond1  TDScond  \\\n",
       "0       ...         NaN   144.43      1       1       1       1        1   \n",
       "1       ...         NaN   151.84      1       1       1       1        1   \n",
       "2       ...         NaN   218.43      1       1       1       1        1   \n",
       "3       ...         NaN   142.12      1       1       1       1        1   \n",
       "4       ...         NaN   146.14      1       1       1       1        1   \n",
       "5       ...         NaN    68.38      1       1       1       1        1   \n",
       "6       ...         NaN   154.00      1       1       1       1        1   \n",
       "7       ...         NaN   190.00      1       1       1       1        1   \n",
       "8       ...         NaN   125.19      1       1       1       1        1   \n",
       "9       ...         NaN   166.00      0       1       1       1        1   \n",
       "10      ...         NaN   161.73      1       1       1       1        1   \n",
       "11      ...         NaN    23.43      1       1       1       1        1   \n",
       "12      ...         NaN   224.00      1       1       1       1        1   \n",
       "13      ...         NaN    10.00      1       1       1       1        1   \n",
       "14      ...         NaN    24.55      1       1       1       1        1   \n",
       "15      ...         NaN   152.00      1       1       1       1        1   \n",
       "16      ...         NaN   131.06      1       1       1       1        1   \n",
       "17      ...         NaN    54.00      0       1       1       1        1   \n",
       "18      ...         NaN   146.00      0       1       1       1        1   \n",
       "19      ...         NaN   133.88      1       1       1       1        1   \n",
       "20      ...         NaN   118.86      1       1       1       1        1   \n",
       "21      ...         NaN   174.61      1       1       1       1        1   \n",
       "22      ...         NaN   175.67      1       1       1       1        1   \n",
       "23      ...         NaN   169.38      1       1       1       1        1   \n",
       "24      ...         NaN   143.16      1       1       1       1        1   \n",
       "25      ...         NaN   109.79      1       1       1       1        1   \n",
       "26      ...         NaN   139.15      1       1       1       1        1   \n",
       "27      ...         NaN   139.95      1       1       1       1        1   \n",
       "28      ...         NaN   112.64      1       1       1       1        1   \n",
       "29      ...         NaN   181.40      1       1       1       1        1   \n",
       "...     ...         ...      ...    ...     ...     ...     ...      ...   \n",
       "1205    ...         NaN   181.79      0       1       1       1        1   \n",
       "1206    ...         NaN   443.21      1       1       1       1        1   \n",
       "1207    ...         NaN   188.69      1       1       1       1        1   \n",
       "1208    ...         NaN   140.06      1       1       1       1        1   \n",
       "1209    ...         NaN   379.60      1       1       1       1        1   \n",
       "1210    ...         NaN   567.32      1       1       1       1        1   \n",
       "1211    ...         NaN   259.69      1       1       1       1        1   \n",
       "1212    ...         NaN   381.29      1       1       1       1        1   \n",
       "1213    ...         NaN   340.95      0       0       1       1        1   \n",
       "1214    ...         NaN  2517.94      0       0       1       1        1   \n",
       "1215    ...         NaN   213.74      1       1       1       1        1   \n",
       "1216    ...         NaN   430.19      1       1       1       1        1   \n",
       "1217    ...         NaN   527.74      0       0       1       1        1   \n",
       "1218    ...         NaN   285.37      1       1       1       1        1   \n",
       "1219    ...         NaN   303.18      1       1       1       1        1   \n",
       "1220    ...         NaN   396.73      0       0       1       1        1   \n",
       "1221    ...         NaN   495.95      0       1       1       1        1   \n",
       "1222    ...         NaN   346.48      0       0       1       1        1   \n",
       "1223    ...         NaN   389.87      0       0       1       1        1   \n",
       "1224    ...         NaN   528.48      1       1       1       1        1   \n",
       "1225    ...         NaN   300.98      0       0       1       1        1   \n",
       "1226    ...         NaN  2862.69      0       0       1       1        1   \n",
       "1227    ...         NaN   304.10      0       0       1       1        1   \n",
       "1228    ...         NaN   268.41      0       0       1       1        1   \n",
       "1229    ...         NaN   247.17      0       0       1       1        1   \n",
       "1230    ...         NaN   297.27      0       0       1       1        1   \n",
       "1231    ...         NaN   251.84      0       0       1       1        1   \n",
       "1232    ...         NaN   254.16      0       0       1       1        1   \n",
       "1233    ...         NaN   228.19      0       0       1       1        1   \n",
       "1234    ...         NaN   178.20      1       1       1       1        1   \n",
       "\n",
       "     TDScond1    rank    ecdf_r  \n",
       "0           1   657.0  0.468826  \n",
       "1           1   334.0  0.730364  \n",
       "2           1   131.0  0.894737  \n",
       "3           1   841.5  0.319433  \n",
       "4           1   637.0  0.485020  \n",
       "5           1   918.0  0.257490  \n",
       "6           1   544.5  0.559919  \n",
       "7           1   184.0  0.851822  \n",
       "8           1   269.5  0.782591  \n",
       "9           1  1104.5  0.106478  \n",
       "10          1   281.0  0.773279  \n",
       "11          1   887.0  0.282591  \n",
       "12          1   872.5  0.294332  \n",
       "13          1   686.0  0.445344  \n",
       "14          1   560.0  0.547368  \n",
       "15          1   217.5  0.824696  \n",
       "16          1   672.5  0.456275  \n",
       "17          1  1104.5  0.106478  \n",
       "18          1  1104.5  0.106478  \n",
       "19          1   686.0  0.445344  \n",
       "20          1   529.5  0.572065  \n",
       "21          1   544.5  0.559919  \n",
       "22          1   380.5  0.692713  \n",
       "23          1   517.0  0.582186  \n",
       "24          1   387.5  0.687045  \n",
       "25          1   686.0  0.445344  \n",
       "26          1   486.0  0.607287  \n",
       "27          1   686.0  0.445344  \n",
       "28          1   657.0  0.468826  \n",
       "29          1   387.5  0.687045  \n",
       "...       ...     ...       ...  \n",
       "1205        1  1104.5  0.106478  \n",
       "1206        1   101.5  0.918623  \n",
       "1207        1   972.0  0.213765  \n",
       "1208        1   929.0  0.248583  \n",
       "1209        1    75.0  0.940081  \n",
       "1210        1    75.0  0.940081  \n",
       "1211        1   672.5  0.456275  \n",
       "1212        1   657.0  0.468826  \n",
       "1213        1  1104.5  0.106478  \n",
       "1214        1  1104.5  0.106478  \n",
       "1215        1   507.5  0.589879  \n",
       "1216        1    33.5  0.973684  \n",
       "1217        1  1104.5  0.106478  \n",
       "1218        1   436.0  0.647773  \n",
       "1219        1   725.0  0.413765  \n",
       "1220        1  1104.5  0.106478  \n",
       "1221        1  1104.5  0.106478  \n",
       "1222        1  1104.5  0.106478  \n",
       "1223        1  1104.5  0.106478  \n",
       "1224        1   872.5  0.294332  \n",
       "1225        1  1104.5  0.106478  \n",
       "1226        1  1104.5  0.106478  \n",
       "1227        1  1104.5  0.106478  \n",
       "1228        1  1104.5  0.106478  \n",
       "1229        1  1104.5  0.106478  \n",
       "1230        1  1104.5  0.106478  \n",
       "1231        1  1104.5  0.106478  \n",
       "1232        1  1104.5  0.106478  \n",
       "1233        1  1104.5  0.106478  \n",
       "1234        1   862.0  0.302834  \n",
       "\n",
       "[1235 rows x 31 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usgs['rank'] = usgs['N'].rank(ascending = 0)\n",
    "usgs['ecdf_r']=(len(usgs)-usgs['rank']+1)/len(usgs)\n",
    "usgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dist = scipy.stats.expon.pdf(concRange, scale = 1./rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1351b250>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAToAAADICAYAAAB4by36AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1351b9f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nbins = 200\n",
    "plt.figure(figsize=(5,3));\n",
    "plt.hist(N, nbins);\n",
    "plt.plot(concRange, dist*len(N)*Nmax/nbins,\n",
    "         '-r', lw=3);\n",
    "#plt.xlim(-.10,.50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4FFX3wPHvSUjIBgIhG3roAhJ6b4IRBcGXIipNBaQI\nqC8ir4qgIIgF7KiI+rOCIIgoVUEQCEUpSlERlCKh15BCKin390c2S0I6JNnN5nyeZx9m5k45M2zO\n3L0zc0eMMSillCra3BwdgFJKqRunyVwppVyAJnOllHIBmsyVUsoFaDJXSikXoMlcKaVcQK6SuYj4\nisgSETkgIvtFpK2I+InIOhE5KCJrRcQ3zfyTROSQiPwtIt0KLnyllFKQ+5r5O8APxpgGQBPgb2Ai\nsM4YUw9YbxtHRAKBAUAg0B2YIyL6C0AppQpQjklWRMoCnYwxnwEYYxKNMRFAb2Cubba5wN224T7A\nQmNMgjEmBDgMtMnvwJVSSl2VmxpzLeCCiHwuIrtF5GMRKQVUNMacs81zDqhoG64CnEyz/Emgar5F\nrJRSKoPcJPMSQAtgjjGmBRCNrUkllUnpEyC7fgG0zwCllCpAJXIxz0ngpDHmV9v4EmAScFZEKhlj\nzopIZeC8rfwUUC3N8gG2aXYiosldKaWugzFGMpueY83cGHMWOCEi9WyT7gD+AlYCQ23ThgLLbMMr\ngIEi4ikitYC6wM5M1pvpJxfxuPRn6tSpDo/BmT96fPTYFOdjk53c1MwBxgILRMQTOAIMA9yBxSIy\nAggB+tuS7X4RWQzsBxKBR01OUWSSsDMjkukJSSmlir1cJXNjzO9A60yK7shi/leAV24gLqWUUnmg\n9387maCgIEeH4NT0+GRNj03WisOxkTy2gOTPRkWybHkRkWybWRwRr1JKOQNbDsy0vTm3beZKKaXX\nrQpRXiuuRS6Z5/Rl0pq7UgVL/8YK3vWcNItcMs/ui6S1BqVUcaUXQJVSygVoMldKKRegyVwppVyA\nJnOllHIBmsyVUsoFaDJXSrmE3bt307x5c8qUKUP//v0ZMGAAU6ZMITw8nJ49e1KhQgX8/Pzo1asX\np05d7cg1KCiIKVOm0LFjR3x8fOjduzehoaE88MADlC1bljZt2nDs2DH7/G5ubnzwwQfUq1ePMmXK\n8Pzzz3PkyBE6dOhA2bJlGTBgAAkJCQA5bjs/aTJXShV5V65coW/fvgwfPpywsDAGDRrEsmXLEBGS\nk5MZMWIEx48f5/jx41gsFv773/+mW/7rr79m/vz5nDp1yp6YR4wYwaVLl2jQoAEvvPBCuvnXrl3L\n7t272b59O6+++iqjR4/mq6++4sSJE+zbt4+FCxcC5Grb+cVh95m3aaNvklPK1eTXox55fS5p+/bt\nJCUlMXbsWAD69u1rzzF+fn707dvXPu+zzz5Lly5d7OMiwrBhw6hVqxYAPXr04MCBA/Z5+vXrx5Qp\nU9Jtb8KECZQuXZrAwEAaN27MnXfeSc2aNe3L79mzhyFDhuS47fzksGQ+e/bsDNP27NnDr7/+msnc\njqNPnCqVe476czh9+jRVq6Z/O2W1ainvyImNjeWJJ57gxx9/JCwsDICoqCiMMfa/74oVK9qX8/Ly\nokKFCunGo6Ki0q077fwWiyXD+NmzZwGIiYlh/Pjx2W47vzhVzTw+Pt4BkeRM+1dXyrlVrlw5Q1v0\n8ePHqVOnDm+88QYHDx5k586dVKhQgb1799KiRYssE2p+/l2/+eabedr2jdA28wIiItl+lFL5p0OH\nDri7uzN79mwSExNZvny5/Vd+VFQUFouFsmXLcunSpQzt35C+wnY9v7azWj43284vmszJPvHeiOt5\n9ZNSKu88PDz47rvv+PTTTylXrhwLFiygZ8+eeHl58cQTTxAbG4u/vz8dOnSgR48eGf62045n9rd/\nbfm1slo+N9vOL07Vn/mWLVvo3LnzdfdnnlNf6NnJ7/7VtV925YqK0ne3bdu2PProowwdOjTnmZ1M\nVsc5u/7Mi1XNXGvKSrmuzZs3c/bsWRITE5k7dy779u2je/fujg6r0DjsAuhvL66mhMXD/vHw9uDy\nv8epR3munLqAZyU/cHd3VHhKqSLmn3/+oX///kRHR1OnTh2WLFmS7i4TV+ewZpad1u5IUgJuSQm4\nJyXglpyAW2I8HonR+BGBL+FEuZXhsqeVGIuV+FJWdp08Q7PevbE0rI1fy1r4t66FW0AVcHNLXa/T\nNJdoM4tyRfrdLRzX08zilG3mSUmG8NAkQo+EE/FvKNHHQ4k9cZElc/6P3o2b4nXmKOUijhKQcBQ/\nCeOid3Uiy9dhVchx+r88iSo9muHRqD54eKTdptMkbP2DUEWVfncLh8sk89wmwehoOLo/lrPbQ4jY\ndZhdc+fTycdQJ+p3qnOCc343E3NTU7zaNWPAO0+z80p0ugSf1XodXZYd/UNSjqTJvHAUu2SeVXl0\nNOzbEc2J1fuI2f473gd2Uy90Kze5H+NstTbQqROV+3fCEtQWSpd2umSuNXrlrPQ7WDiuJ5kXuXeA\n5iTrmq0P6xYe5+TiX3DfsJU6C6bSjL2EVgzkJaqTuOlnSnRsCyVc7pAopYoBl6yZ56YsJgZ2bo7j\nyMKdnJ33Ob3c91LL/TgXm3fDOvguyvS7EypUcKrat9aKlKPpd7Bw6H3meeDtDUHdvRgxtzOT+YIK\nJ/fww4w/WJ1wB8FPLONylXqcCmjDJMrDkSOODlcpVQiCg4PtHXTlZMaMGTz88MO5mnfatGkMHjz4\nRkLLkbYp2FSqBAP+VxX+N4L4+BFs3XCFAx9vperSuYTe3IErFarh+WB/rI/0B1tXl0qp4mvSpEm5\nnrcw+mPKVTIXkRAgEkgCEowxbUTED/gaqAGEAP2NMeG2+ScBw23zP26MWZv/oReckiXh9h6e3N6j\nCyJ30GTtFfbM2oTvu4vp9VZr4qrUxvuhAVR2dKBKqQwSExMp4WTXvgqjaSq3zSwGCDLGNDfGpPZd\nOxFYZ4ypB6y3jSMigcAAIBDoDswRkSLcnGPodFsJHl9+O/df/ojflp/mq5tfZOXMv9iHD6da9OTK\n10vB9poopVThq1mzJq+99hpNmjShdOnSvPzyy9x0002UKVOGhg0bsmzZMiDljURWq5V9+/bZlz1/\n/jylSpUiNDQ0w3pPnz7NvffeS4UKFahduzbvvfeevezappN58+ZRo0YN/P39eemll6hZsyYbNmwA\nUmrmV65cYejQoZQpU4ZGjRqxa9eufD0GeUmy1/5O6A3MtQ3PBe62DfcBFhpjEowxIcBhwCVeK1Si\nBHS9y4Mnf+xGv8hPqcYdLIjvx64H3ybStxoXhj0Nf//t6DCVKpYWLVrE6tWrCQ8Pp379+mzdupXI\nyEimTp3Kgw8+yLlz5/D09GTgwIHMnz/fvtzChQu54447sFqt6daXnJxMr169aN68OadPn2b9+vXM\nmjWLtWtTGhrSNp3s37+fxx57jIULF3LmzBkiIiI4ffq0vdwYw4oVKxg0aBARERH07t07318fl9vf\nIgb4SUSSgI+MMR8DFY0x52zl54DUThCqANvTLHsSSP8KEBdQsiTEsJQJf33Hv/8O5dPXD+Ix/zMG\nLriNpOq1GYInxMWBl5ejQ1Wq0MgL+dM2bKbmrVlCRHj88cftbxu677777GX9+/dnxowZ7Nixg969\nezN06FD69evHzJkzAfjyyy+ZOHFihnX++uuvXLx4kcmTJwNQq1YtRo4cyaJFi+jWrVu6ppMlS5bQ\nu3dvOnToAMD06dN59913062vU6dO9o6/HnzwQWbNmpWnfcxJbpN5R2PMGREpD6wTkXTVT2OMEZHs\njr5L38tUuzaM/6Aeie/NZM3KF9k7YzWDjrzDZWsNkoaPwnfSI1CliqPDVKrA5TUJ56e0d6HMmzeP\nt99+m5CQECDlJRGpzSht2rTB29ub4OBgKlWqxJEjR+jdu3eG9R07dozTp09Trlw5+7SkpCQ6d+6c\nYd7Tp08TEBBgH7dYLBlq+mk7/fL29iYuLo7k5GTc3PKnFTpXydwYc8b27wURWUpKs8k5EalkjDkr\nIpWB87bZTwFp7+0JsE1LZ9q0afbhoKAggoKCrid+p1KiBPTs60HPvr0ReZyZ/Tfh//F79P+oEbFB\nPSg//XGkXVtHh6mUS0pt9jh27BijRo1iw4YNtG/fHhGhefPm6WrSQ4cOZf78+VSsWJF+/frh6emZ\nYX3VqlWjVq1aHDx4MMdtV6lShX/++cc+Hhsbm2kbfF4FBwcTHBycq3lzTOYi4g24G2Mui0gpoBvw\nArACGAq8avt3mW2RFcBXIvIWKc0rdYGd1643bTJ3Tcd45vObufzu+yz84GUuvvYZQ24dRMlqFRiA\nOyQm6tOmShWA6OhoRAR/f3+Sk5OZN29euguekNLM0aRJE8qUKZOu/TytNm3a4OPjw2uvvcbYsWPx\n9PTkwIEDxMXF0apVq3Tz3nvvvbRv355t27bRsmVLpk2bli93sFxb0c3utXO5qd9XBLaIyF5gB7DK\ndqvhTKCriBwEutjGMcbsBxYD+4HVwKOZPu5ZTPj4wKgJvkw8/z/2Lj7Ee6Um8RgtCK90M/GzPwYn\nfYm1UkVVYGAgTz75JO3bt6dSpUrs27ePW265Jd08AQEBtGzZEjc3twxlqTV8d3d3Vq1axd69e6ld\nuzbly5dn1KhRREZG2udLnbdhw4a89957DBw4kCpVquDj40OFChUoWbJkhnmv3U5+KbaP8zu2rCXP\ndZ5F0PYZtC35OyWeeRLLuFE31OmXUoXBlb6Dw4cPJyAggOnTp+f7uqOioihXrhyHDx+mRo0aeV5e\nH+cvMnbz0qZOVNnzA692WsWP03cQVbE20c+8QLmcF1ZK3aCjR4+ydOlSRowYkW/rXLlyJTExMURH\nR/PUU0/RpEmT60rk10uTuQMFBsJL3zenyYGvea3nFpbOOs4hvIl+8nkID3d0eEq5pClTptCkSRMm\nTJiQr8l2xYoVVK1alapVq3LkyBEWLVqUb+vODW1mucGy7OR1nadOwS0BU3nZ8zh93Ffh9tT/sEwY\nC6VL5xiLUoVBv4OFQ5tZHMAYk+nnelStCiFM55ZDn/PKXVtZ/eofRFW+ifiZb0NsbI7Lp15kyeqj\nlHJdmsydUPXq8PKS+jT6cyEv3rKWDdM2cblyXcZQIsc+YPLz5KKUKjo0mTuxevXg1dVNCPh1GS80\nXco9tCOieiOSly4HTdBKqTQ0mRcBjRvDG5ta040Epvm+w7/3P0dYsyD49VdHh6aUchKazIuUHby1\nvzt7P9/Lq6cHE9qpDxE97wdb/xNKqeJLnycvYtzcUi9kejKbh3nqewtjv2/EZyRTxqGRKaUcSWvm\nRczVi5rxRJnZjL34Ou+MOEjlkoM4QCkSP/0CkpMdHaZSqpBpMi/irFaY/kkV2vzxKX14mf3//YCI\nhh20PV2pPEpMTHR0CDdEk7mD5Pe94PXqwW88QcjCbbx8cTRhnXtzeeBIOH8+54WVKuJq1qzJm2++\nSdOmTfH19WXgwIHE2zqx+/jjj6lbty5Wq5U+ffpw5swZ+3Jubm7MmTOHunXrUr9+fTZt2kRAQACv\nv/46FStWpEqVKixfvpwffviB+vXrY7VamTFjhqN2M3tZ3ZdckJ+UzWa0efNmk1WZ7ZHRLMtyKnf1\nsrTlMTHGzJwUbt4vOd5Eefub+DfeMe45LKtUbuT0HXSUmjVrmrZt25ozZ86YS5cumQYNGpgPP/zQ\nrF+/3vj7+5s9e/aY+Ph4M3bsWNO5c2f7ciJiunXrZsLCwkxcXJzZuHGjKVGihHnxxRdNYmKi+fjj\nj42/v7954IEHTFRUlPnrr7+MxWIxISEhBbo/WR1n2/TM82pWBQX50WResMk8VUiIMeO6/mV+9upi\ndlPGmB07sl1eqZzkmMxTnoC48U8e1axZ0yxYsMA+PmHCBDNmzBgzYsQI88wzz9inR0VFGQ8PD3Ps\n2DFjTEoy37hxo71848aNxmKxmOTkZGOMMZGRkUZEzM6dO+3ztGzZ0ixbtizPMebF9SRzbWZxYTVq\nwKy1gUQt+4nXmUrYrX2IHvqoduKlCk5+pfPrUKlSJfuwt7c3UVFRnD59murVq9unlypVCqvVyqlT\nV19+lvZ1cwBWq9Xe5GmxWID0r3yzWCxER0dfV4wFSZN5MdDtTmEhzzHnsf18sziZqBqBJH+1SJ8i\nVS6vSpUqHDt2zD4eHR1NaGio/cXPkP8viXAUTebFRhzPvVGOtrs/ZELtbzk8cgaRHbrD4cOODkyp\nfGdsFZVBgwbx+eef8/vvvxMfH8+zzz5Lu3bt0tXWXYUm82KmQQN4f3d7fnnnN97a15Woxu2InzYj\nxw68lCpKUu8Ou/3223nxxRe59957qVKlCkePHk3Xz3hmtfKCfr1bQdH+zF2k7HqWvXABZow5Rrfv\nhlCRPYzgMnsyWTa7dWbHEd8tVbC0P/PCof2ZqzwpXx7e+rYGPfDkS+tsNnpVIGbcRExMTNo7j7KV\n1ZV1pVTh0mSugJ+YHjKE1x74g58+Oszlm5rBli2ODkoplQeazBWQ8ma6lz+piN9P3zCJmYR2G0jM\nQ4/i4+jAlFK5oslcpdOxI7xxpC/vj9nH0q/j+YNSmJ/WOzospVQONJmrDLy84Pm3yxH4y6c8wquE\n9nqI6GGPQVSUo0NTSmVBk7nKUvPmsIbxfPjoH6xaFEVUnaaYTZsdHZZSKhOazFUOEpj8Zjlqb57L\nM55vE9Z9IDFjxkNMjKMDUw6SVY+f+sm/z/XQNw2pXGndGhof6s3MpzvS5JOxdF3ZnHaODkoVOr3t\n1HlpzVzlKLW2YLEIL8z25964EB46/V+WUpbYp6bo06NKOQGtmascZVYbi4mB2qUiWfD+NlqvbE+Z\nZV+m9BWglHKIXNXMRcRdRPaIyErbuJ+IrBORgyKyVkR808w7SUQOicjfItKtoAJXjuXtDeeYTOLS\nlbx8fhRRLTuT8Oa7+v5RpRwkt80s44D9QGoVbSKwzhhTD1hvG0dEAoEBQCDQHZgjItqU4yTy82JL\nqju7CxMOj2JS0Db+mrKQyA53wsmT+RSxUiq3cky0IhIA3AV8AqT+5fcG5tqG5wJ324b7AAuNMQnG\nmBDgMNAmPwNW16+g+lGxWuHd729i/4dbeP/PW4m+uQX9KRo9zSnlKnJTa34beBpI+/u5ojHmnG34\nHJD6Go4qQNpq2UmgKsrlicD9Q0rwwIHJPHnzD0wngKh7h0JkpKNDU6pYyPYCqIj0BM4bY/aISFBm\n8xiT8h69bFaTadm0adPsw0FBQQQFZbp6VcRUrw5zdrbCx/1uPvghjr51m+OzfAG00xsZlcqr4OBg\ngoODczVvtv2Zi8grwGAgEfACygDfAa2BIGPMWRGpDGw0xtwsIhMBjDEzbcuvAaYaY3Zcs17tz9wJ\n+jMv6LLduw2f9VrKS6FjKPm//+I1/Vlwd9d+0JW6TnK9/ZkbY541xlQzxtQCBgIbjDGDgRXAUNts\nQ4FltuEVwEAR8RSRWkBdYGd+7IQqelq0EGafeoDAuCfY+soatpQoR01bItd+0JXKX3m90yT1r20m\n0FVEDgJdbOMYY/YDi0m582U18GimVXBVLKQk6BhOmUlEf7eFDaWf5y/v8gzUi6NK5Tt9bZyLlDlb\nPJmVnTkD0/vuYdyOu6l6bxd8vngvpSP1XK5TqeLuuptZlMpPlSvD+780pyV9WPG9G5frtoDdux0d\nllIuQZO5KlRubhDDe9Tf8inPmxe43PFO4l+bBVobV+qGaDJXDtGqFUw/NIgXeuzg76kLiezcEy5c\ncHRYShVZmsyVw/j4wBvf1WbfB1v5Yldjouo2o4ujg1KqiNJkrhzugYc8uOuPmTxT4Qvm4UfM/yZD\nYqKjw1KqSNFkrpzCTTfB2/u60oLH+HXOr0S0uA1OnHB0WEoVGZrMldPw9ITzvEj0ktW8d/Q/RDVo\nRdKylY4OS6kiQZO5cjp39XRj2N8TmVhvKRcGjSVq1Hi4csXRYSnl1DSZK6dUtSq882sH5j6+m63z\njhLRqCMcOeLosJRyWprMldNyd4dnXvXDsmYpb1wYQlST9iR+tdjRYSnllDSZK6d3a5Aw7tBYnm2+\nhrPDn+Xy4EchLs7RYSnlVDSZqyLB3x9mbW7Bt8/uYsM3FwkPbA+HDjk6LKWchiZzVWS4ucG458tS\nYcPXvB4+istNO5I4f5Gjw1LKKWgyV0VO+w7Ck4cfYUqbHzk9cgqR94+G2FhHh6WUQ2kyV0WSnx+8\nvbE5q6btYv13EYQ3aEd9ESSbj1KuTJO5KrJE4NGJZQjYvJDXox5lK6W4MvcrfYORKpayfaGzUo5w\nfbXosnzPNFaMep6yazZR9rNZ4OWV77Ep5ay0Zq6cTlbvB02tYWdeFs7vPM0P03ex8bswwhu007td\nVLGiyVy5lDETylB18yLevDyay007krBAHzJSxYM2syiX07qNUPfwI7xwT1vGjehPmdWbKOnooJQq\nYFozVy7J1xdeX9+CH6bvYtM35/kZX+3bRbk0TebKZYnA6AllqbJ1MV/wOJcbtydh0beODkupAqHJ\nXLm8Vq2F2bzDi22/59zQp4l4aFy6LnWzuzdd709XRYUmc1VMRPDqhtZ8/8Iufll4jEsNb4GQEHtp\ndnfPKFUUaDJXxYYIjJ5YDv8tS5lzaRCXA9uSsGS5o8NSKl9oMlfFTus2wmOHx/NS6+VceGAcb1AG\nEhIcHZZSN0RvTVTFRmbt358wii84yqVGnfFb9zVUr56r5VJpU4xyFlozV8VGZm3ioeYj+hDGRxfu\nIbJBGxKWfZ+r5TSJK2eTbTIXES8R2SEie0Vkn4hMs033E5F1InJQRNaKiG+aZSaJyCER+VtEuhVw\n/ErdMMNvjDnyNK+0/I7QAY8QPvoZbXZRRU62ydwYEwfcZoxpBjQDuotIW2AisM4YUw9YbxtHRAKB\nAUAg0B2YIyJa+1dOr1w5mLGpA8uf381vX/zJxSa3wcmTjg5LqVzLMdEaY2Jsg56AB2CA3sBc2/S5\nwN224T7AQmNMgjEmBDgMtMnPgJUqKCIw+jl/ym5exWfnehJZvxXd9bKSKiJyTOYi4iYie4FzwFpj\nzE6gojHmnG2Wc0BF23AVIG115iRQNR/jVarAtW7rxqh/J/Jqy2/4P/wIGzMJEhMdHZZS2cqx2mGM\nSQaaiUhZYKmINLqm3IhIdleDMi2bNm2afTgoKIigoKDcxKtUofD1hZc2daKCW28WfbaXpsFB+P+0\nCAICHB2aKkaCg4MJDg7O1bySl6vyIjIFiAEeBoKMMWdFpDKw0Rhzs4hMBDDGzLTNvwaYaozZcc16\nTGbb3bJlC507d87yTgERyfYuguzKXb3M2eJxpX38dUcSG3q8xpjYWXgt/BzPPj1yFatS+c32ncv0\nXtmc7mbxT71TRUQsQFfgALACGGqbbSiwzDa8AhgoIp4iUguoC+y88V1QynFatXFj9L8Teb3dEkL7\njebSqIl6t4tyOjk1s1QG5oqIOymJ/2tjzA8ish1YLCIjgBCgP4AxZr+ILAb2A4nAo5lWwZUqYsqW\nhenrb+GLN3ZT7bkhNN0UhDa4KGeSp2aWfNuoNrO4TBNEcdzHvbuTWdftdQaHvkK5b+ZT8r5eWcar\nVH667mYWpVRGzVq4MeboM9zLOELv/y8Xh/4vXZe6SjmCJnOlroOPD/zCiwS/uZvfFh3mfP1bMEf+\ndXRYqhjTZK7UDbh/rJUae5bzRfz9RDZsR8zcbxwdkiqmNJkrdYMaBApjjzzBnP/8wMWREzl/36MQ\nF5fl/Dm92UjfbqSuhyZzpfKBxQKTvm3Frk92s23VRS7UaYs58HeW82fVE6Pe/KWulyZzpW7AtTXq\nex7y5e74nUw+3YPIZp2IfPdz0AStCoH2IqTUDcj6lkYPbn5wD3c9OYCY5T9RaekHUKZMIUenihOt\nmStVIBIZ/2kjTn73Kz9tL01ojRYkbv/N0UEpF6bJXKkCdHsvb7od/YgPa84gstNdhD73Fnp5UxUE\nTeZKFbAKFWDSrn58N2EHR19bzCoqwfnzjg5LuRhN5koVAjc3GPlyLWTrFvbSh7BazYlZttbRYSkX\noslcqULUsq0HzzGfTzp/SUS/EZx54CntCkDlC03mShW6aJ5e3YWdH+1l75LDnKnVnqT9/zg6KFXE\naTJXykH6DLfS6NBSvvJ+mMvNbuHS65/qPenqumkyV6qA5OZR/WrVhSf+HsPiR4I5O+kdTnYcgK+D\n4lVFmyZzpQpIbh/Xd3eHUe80JGrDTn7aX5nf8SPm+40OiFgVZZrMlXISbTp7ce+JdxjFYCL7PMip\nBydAfLyjw1JFhCZzpZyIjw/8yDvs/nQvfyw5yJka7Uj4fb+jw1JFgCZzpZzQXUPL0+zfpSz2f5To\nVp05//xsvTiqsqXJXCknVbmK8PifD7Nq0i+cmjGX403+gzlz1tFhKSelyVwpJyYCD06vh9euX1h7\nsQXhtZoR9sm3jg5LOSFN5koVAQ2aeDDk2EssuX8pYWMmEtJ5CEREODos5UQ0mStVRHh6wsOftefS\n+r388kdpLlRpQuSyDY4OSzkJTeZKFTGtbi3F3afnsOSOj4i+dwgh94yH2FhHh6UcTJO5UkWQtzc8\nsrw7h5b8zp8/nuZMlZbEbNaXXxRnmsyVckJZdQVwbXcAnfta6XxqESuaTCbmtrsIGTJFe2EspjSZ\nK+WEctsVAEBZX2H0pvtpnNyEP7/czu8la9FMLNmeBJTr0WSuVBGTVY39LOu5JXQtOzq8wno3H44O\nn465ciXLk4ByLTkmcxGpJiIbReQvEdknIo/bpvuJyDoROSgia0XEN80yk0TkkIj8LSLdCnIHlCpu\nsqu1l/MTRv08lN2f7Obogp85HtCemJ37HByxKgy5qZknAOONMQ2BdsBjItIAmAisM8bUA9bbxhGR\nQGAAEAh0B+aIiP4CUKoQdR0WQNNTq1lbawxx7W9jEjUgIcHRYakClGOSNcacNcbstQ1HAQeAqkBv\nYK5ttrnA3bbhPsBCY0yCMSYEOAy0yee4lVI58LMKI7ePZNdHv3ErNThepS1RW/c6OixVQPJUYxaR\nmkBzYAfXFZQoAAAUfElEQVRQ0RhzzlZ0DqhoG64CnEyz2ElSkr9SygG6jqxBd/ayPnAscbd249Cg\nKdq1rgsqkdsZRaQ08C0wzhhzOe3VcWOMEZHsrrJkKJs2bZp9OCgoiKCgoNyGopTKs0iGbRrGlsXd\niRv2CJaKLSj99Wf43tnW0YGpbAQHBxMcHJyreSU3V7pFxANYBaw2xsyyTfsbCDLGnBWRysBGY8zN\nIjIRwBgz0zbfGmCqMWZHmvWZzLa7ZcsWOnfunOXVdxHJ9sp8duWuXuZs8eg+Ou8+RkcZvh2wmDvX\nPEF4j/up9/WLSCnvLONRzsP2/5jpfaa5uZtFgE+B/amJ3GYFMNQ2PBRYlmb6QBHxFJFaQF1g5/UG\nr5TKX6VKC0O+H8CJ7//k0Jaz/Fu6Dl2lfK4eUlLOKzdt5h2BB4HbRGSP7dMdmAl0FZGDQBfbOMaY\n/cBiYD+wGng002q4UsqhWnX3p+v5BYwliE/dSvFXq8Eknr2Q40NKyjnl2GZujNlK1kn/jiyWeQV4\n5QbiUkoVgpIlYTWLiP/tMn/1fp4KAY2Iev51ak5+MKUzdVVk6P3fSinqNi/NfcffYtuzq7g8/S0O\n1uxG9B9HHB2WygNN5kopIKUi3uuFVlQ6/iu7/O8kvnlbnqE+nrns9Es5liZzpVQ65SuXYNCupzjw\nxU46U5HDPoGcWRScq06/lONoMldKZarj4Nr8h+3suGs6Sfc/yJ8thnLl5HlHh6WyoMlcKZWNK/Rb\ndC9X9uznUHh5LtdsxN/jP4TkZEcHpq6hyVypYuJG2r1rNfGh75E3+P3N9Vz+YD6HK7SnOdYCjljl\nhSZzpYqJvLzwIjMi0GVcYwIvbGZvuzH8gBt72z/ClTOhBRi1yi1N5kqpPCnl48Z9q4bRAB+On/Hg\ncrUG/PXYHEhKcnRoxVquO9rKb7XfqU1Zr7L4evni6+VL2ZJliQ6NhiB4e9vb9um+Xr72+bBAUnIS\n7m7ujgpbKWUTzr/0DnmXze8/TMmnx/Lv/P/D44P3qHZ/J0eHViw5LJmvG7yOiPgIwuPCiYhL+Xd3\nzG4AjkUc4/dzv9vLUz+MA8+XPCnlUcqe6MtZytmH6Q5TN05NN83Xy5dyXuWgLETGR+Lj6aP3xyqV\njzo/1pj4ERtZM+IbWg5+gL0v3cJNS1+ndH3t+bowOSyZ1/Grk2HaTVE3MTt4NrM2zspkiZQLOAnJ\nCVyOv5wuyYfHhRMWF8a8sHmICCHhIemmh8WGwXAIeCuAmIQYe02/nFdK0qcfjFo5yj6tnKXc1bKq\ncCj0kP0EUcLNYYdMKadV0kvos6A/Z6f/h2N9Z1I9sCm7e4+j6bwncffRHhkLQ666wM33jTqwC9zE\n5EQi4iLsST4sLow7+9zJh198mC75h8eHExYbxrot66jTqA5hcWFExEVg8bDYE/4fO/7g7u53p4x7\nlcPP4mc/Edx/z/1s37jdPi3tiaCodp3q6DJni0f3MeuyvUuPEvrwRAIjtxH61AwavTQI3PQS3Y3K\nrgvcYpfMb6Qs2SRzOf6yPeG36NiCJauW2McvxV5KGY4LY/GKxbTq1CplWmwYEfERlPIohZ/Fj2N/\nH6NLhy5XTwBpTgSjh4zmp5U/4Wfxs09LbRpy9P47uszZ4tF9zL4MoAO38jZhGOIYTxzbOG6fR58i\nzTtN5k5QlmySiYyP5FLsJeo0rMO6revsiT4sLsw+/MmCT7jtrtu4FHvJfnKIS4zD18uXi8cv0q5Z\nu3QngLSfwfcNZtuGbfbxgv41oIlO9zE3ZfGxyfw0/CuaLZ7EudodqPn1q1hb1tJkfh00mRfxsitJ\nVwiLDaNSrUr8vPtne6JPPQFcir1EaGwoC5cupE1QG/v08LhwSnuWxs/ix9H9R+l6S9cMJwA/ix/D\nBg5j69qt6X4NeLp7Os3+O3Kbuo/5V3bxeAzb+79Jh52z+MzU4dETa/AO8Mt0eZU5TebFoCyz8tRf\nA6ExodzU+CZ+3PxjuhNB6klg3uJ5dLijQ8p4TChhcWFYSljsTUK3d7gdq7cVP6+rJwCrt5VhA4ex\nZe0WrBarfbqHu0eh7qOrlTlbPAVRdnjLGX7qPIR+bns5fPfTtPxiLCV8LJnOq9LTZF4MyvJzvcYY\nLl+5TGhMKLUb1mbtlrWExoZePQHEhHIp7hLzvplH+y7t7SeFsNgwvD28sXpbCdkfQtdbutpPAlbv\nlIRvtVgZ0m+IvTnIarHi6+Vrf3aguP8fO1s8BbmP9WjMK/jSmsNMpTLz2E1qjy/aBJM5TebFoMwZ\n4km9QBwaG0qdRnVYs2mN/SQQGhNqH17w3QJa39raPh4ZH0nZkmWxels5/Mdh7rrtLnuit1qsWL2t\n9tp/t07dCNkfgtXbSimPUohIlvE407HJbZmzxZNTWXZys4/GwI5Z2/CcMoGyyWHETJlJk2d7aTLP\ngibzYlDmbPHkpSwxOdHe9n9zi5tZsW6FvbYfGhN6dTg2lA3bNhBQL4DQmFCSTJI9yVu9rWxes5mR\n94+0J/+0/3Zq2YlzIefws/hleFbA0fvv6G06wz4mJxk2P72SKrMncT4BrHPep8EjQVkuX1xpMi8G\nZc4WT2HsY2xCbLqk36VnFz6c+6F9PPUEEBoTyra927BWs9ovCqdN9Gu+W8PjIx/H39s/w4mgRYMW\nRJ2PwtvDO0NNVP8f838fr8QmMdy7Ky+5Hye8XE2833yJekPaZbme4ia7ZK6PM6oiy+JhoapHVaqW\nsT02vh9Gtxqd6bwiwkVzkWSTTHhc+NVkHxPKmtfXUNO3JqGxofx57s90JwGGg//r/hhj0iV6f29/\n6AnPrX/OPj3tyQBLSrOTm+iDMnnhaXFnARv5JOwKhx/+ggbD+vPbxKaUe+9F6tzbzNHhOTVN5qpY\ncRM3+503dambMvF3GN9+fKbziwixJpaYhJh0J4DQ2FCWnF2CxcPCiYgT7Dm7J10546DkSyXx9fJN\ndwKwWqzQFWZunZnhBGA/ESi8fDy4Y9HDRL8/mAPD/49q/XuwI6ATFedMpeZ/Gjo6PKekyVypXPD2\n8Ma7rDfVylazTxvw2wAmd56c6fwiQmxSbLqLvxdjLhIaE8rnMZ8TFhvGodBD6X4FXIy5SFhcGExM\n6VU07QkgNdnTGr7e93X6Mm8r3h6u2f9JKasXdyx/nMgzI4h66H1q9erCjoDOWGdN4aZ7mjg6PKei\nyVypAlLCrQQVSlWgQqkK6aaP/Hkkr3Z9NdNlkk0y7t7urD21NsNJ4GLMRagISw4syVDmJm4wHpp/\n1PzqLwGL/9Umocaw5vCadL8SilIPomUql+L2HycQeeYxokd+SM1+d7KjUjt835hC/UEtHB2eU9AL\noC5S5mzx6D4W3j4aY4hJiKF0hdLsOrAr05PA7M9m0+3ubvZpobGhxCfG42fx49zRc3Ru3flqs0+a\nhD9swDB+/uln+/RylnL26wCO+n8EsGDhYdowgX/YTQAvEsWv/O3ytzTq3SzFoMzZ4tF9dP59jE+M\nJzQ2lKp1q7Jh24Z0J4DU4S+XfEnb29qmTI8N5XL85ZTrAN5WDu45SK87emX4FWC1WLmnxz3s27kP\nf2//dE8G5/d+xIbFsWPUp9RbOpM/kypQ/o03aD4+CHErGr848kqTeTEoc7Z4dB9dcx9Tnwm4GHOR\nwFaBLPtxmT3Rp/4KCI0NZfm65dzc4mb7cwKlPEulu+C75rs1jHt4XIaLw1ZvK83rN4cYIDHz45NZ\nrPGR8TxS9nameFwg2tOXyEcm0vaVPrh7uNbdRJrMi0GZs8Wj+6j7mFqWbJKJiItIV/Pv2b8nb37w\nZobnAS7GXOTPw3/iWc4Td3HPkOgXf7GYKU9OyfBQmL+3P3Uq1yExMoHfpqzA5/2ZeF2J5MSgCbR9\n70G8ynhmGmdRc0PJXEQ+A/4DnDfGNLZN8wO+BmoAIUB/Y0y4rWwSMBxIAh43xqzNZJ2azDUJ5LnM\n2eLRfSy4fUxOTiY6ITpdk8/FmIs8MPIBpr46Nd1JIPUEcez8MUpYSuBn8cPfYqXD/hLcv+oc9S5E\nsbxTGyLH3EaFmgEZbgn1s/gVmfcK32gy7wREAfPSJPPXgIvGmNdE5BmgnDFmoogEAl8BrYGqwE9A\nPWNM8jXr1GSuSSDPZc4Wj+6j8+1jXEKc/ang1CR/4cc91PhoFW3//YdVTWrxY99KHK0UZ/81EB4X\njk9Jn3S1/bS/BrL61xG3g95wM4uI1ARWpknmfwO3GmPOiUglINgYc7OtVp5sjHnVNt8aYJoxZvs1\n69NkXoT+QJylzNni0X0sOvsIcGHPSf4ZO5sGv3zCP+U74T7hf7QZfwtuJdzAC/AGLBn/HT1+dLqH\nxVJPEiKSeaLP5iSQtofQ7I5NdrJK5td7n3lFY8w52/A5oKJtuAqQNnGfJKWGrpRSDlW+eQDlt84k\n7uJk5Im5VHp2OH9NLssD5jY+PLGa0taSGZYRET5c/2GG6cak3A6arh+gNJ3CnYg4wd6zezOUR8ZH\nUtarbLoO4tKeAPwsftAQ1q1Yl+4kkNo3UHaJ/oYfGjLGGBHJrnqfc9VfKaXyQXbJLrXW7uVfmvbz\nH8PMfYQ/ZnzPQ1MmE1O+Or+0HEnt18Zw023VslxH2u2U8ixFKc9SVC9bPdfxJSUnERYXlqFriNR/\nT0ScgEB4Zcsr6bqPTjbJKYk+G9ebzM+JSCVjzFkRqQyct00/BaQ9EgG2aRlMmzbNPhwUFERQUNB1\nhqKUUimya4LJMM3djaaTeyFTenPqpwP4PDMH6+1N2eIfBI8+RvvnuuR7fO5u7vh7+6c8lZuF/+v9\nf2xYvAGA4OBggoODSUhKIDY6lrd5O8vlrrfN/DUg1BjzqohMBHyvuQDahqsXQG+6toFc28xdox1S\n91H30dX2MT40ij8mzMdv0fskX0nk3cQaTPxzIVUblctyX/JbLmLN9OdHjnfUi8hC4BegvoicEJFh\nwEygq4gcBLrYxjHG7AcWA/uB1cCjmWZtpZQqZKltztd+0ippLU3rT8dQJ+oP5KOP6EAopZvUYkPV\nwWx5eTMJV5w3nelDQy5S5mzx6D7qPrrKPlqxMJiGPMwF3CjBJ9RjLge4SEi2+3i9CqxmrpRSxdlF\nE8Pb5lcCk4/iNX8uAxpW4LCE8TW3sm78D1wOy6LfgUKmyVwppXJDhJoPdKT1vi+wnA1hAxFUm/si\n0dZq/BD4JNs++oOkJMeFp8lcKaXyyLOCLx+xl5svbcNjazDlA7yoNbYnByzNWXn7LP7Zcj7nleQz\nTeZKKXUDrB3q03rty1SKC6HUnDeocm43lW6tx9YyPVjVfx7H/owslDg0mSulVH5wc6PWyNtpuW8e\npcNO4jduCNV2LqFc02pstN7HDyO+5ezR2ALbvL42TimlrlMu+lEh4dwl/F/5DrfFc/D6fCRrK/Ym\n8Z5+tJjQlUo1MnYhcL20Zq6UUtfJGJPlJ5VHRT8avzOShmfWU/Lwfir2aEGtb17Dq1Yl1lV4gFXD\nv+PEPzE3HIsmc6WUKiSW2pVp+tk4Ai9s4WYTw3cX/sDr88mUubkSS6QLg6QXPtS5rnVrM4tSSjnA\nWRNvH044c5HAN1dQ/5tv+ej4ObaW6saFtr2oPKoXre6rSYlcZGqtmSullIN5VPYn8I3hND72PVWI\novILj1AzbDf1B7fmH68mLGs0mXUv78x2HVozV0qpApLTBdLMRAN1nuoLT/WFpCQSV27nyocrsc58\nKNvlNJkrpVQByUuXvJlyd6f83R0pf3dHYCZks5w2syillAvQZK6UUi5Ak7lSSrkATeZKKeUCNJkr\npZQL0GSulFIuQJO5Ukq5AE3mSinlAjSZK6WUC9BkrpRSLkCTuVJKuQBN5kop5QI0mSullAvQZK6U\nUi5Ak7lSSrkATeZKKeUCCiSZi0h3EflbRA6JyDMFsQ2llFJX5XsyFxF3YDbQHQgEBolIg/zejlJK\nqasKombeBjhsjAkxxiQAi4A+BbAdpZRSNgWRzKsCJ9KMn7RNU0opVUAK4oXOmb/B9Bq9evXKMC00\nNDTfg1FKqeKgIJL5KaBamvFqpNTO01m1alWWK8juzdU5vdX6epd1hTJni0f3UfcxO84UT1HaxyyX\nMSZXFencr1CkBPAPcDtwGtgJDDLGHMjXDSmllLLL95q5MSZRRP4L/Ai4A59qIldKqYKV7zVzpZRS\nha/QnwDVB4quEpHPROSciPyZZpqfiKwTkYMislZEfB0Zo6OISDUR2Sgif4nIPhF53Da92B8fEfES\nkR0istd2bKbZphf7Y5NKRNxFZI+IrLSNu/yxKdRkrg8UZfA5KccirYnAOmNMPWC9bbw4SgDGG2Ma\nAu2Ax2zflWJ/fIwxccBtxphmQDOgu4i0RY9NWuOA/Vy9u87lj01h18z1gaI0jDFbgLBrJvcG5tqG\n5wJ3F2pQTsIYc9YYs9c2HAUcIOV5BT0+gDEmxjboCXiQkrT02AAiEgDcBXwCpN4W4vLHprCTuT5Q\nlLOKxphztuFzQEVHBuMMRKQm0BzYgR4fAETETUT2knIM1hpjdqLHJtXbwNNAcpppLn9sCjuZ69XW\nPDApV6eL9TETkdLAt8A4Y8zltGXF+fgYY5JtzSwBQFsRaXRNebE8NiLSEzhvjNnD1Vp5Oq56bAo7\nmefqgaJi7pyIVAIQkcrAeQfH4zAi4kFKIv/SGLPMNlmPTxrGmAhgI3AnemwAOgC9ReQosBDoIiJf\nUgyOTWEn89+AuiJSU0Q8gQHAikKOwdmtAIbahocCy7KZ12VJyiNwnwL7jTGz0hQV++MjIv6pd2OI\niAXoSso1hWJ/bIwxzxpjqhljagEDgQ3GmMEUg2NT6PeZi0gPYBZXHyiaUagBOBERWQjcCviT0o73\nPLAcWAxUB0KA/saYcEfF6CgicguwGfiDqz+JJ5HyRHGxPj4i0piUi3jupFTIvjbGvCQifhTzY5OW\niNwKPGmM6V0cjo0+NKSUUi5AXxunlFIuQJO5Ukq5AE3mSinlAjSZK6WUC9BkrpRSLkCTuVJKuQBN\n5kop5QI0mSullAv4f97tCnNd/gTdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15dafd70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "size = 30000\n",
    "x = scipy.arange(size)\n",
    "y = scipy.int_(scipy.round_(scipy.stats.vonmises.rvs(5,size=size)*47))\n",
    "h = plt.hist(y, bins=range(48), color='w')\n",
    "\n",
    "dist_names = ['gamma',  'rayleigh', 'norm']# 'pareto','beta',]\n",
    "\n",
    "for dist_name in dist_names:\n",
    "    dist = getattr(scipy.stats, dist_name)\n",
    "    param = dist.fit(y)\n",
    "    pdf_fitted = dist.pdf(x, *param[:-2], loc=param[-2], scale=param[-1]) * size\n",
    "    plt.plot(pdf_fitted, label=dist_name)\n",
    "    plt.xlim(0,47)\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decadal Data: Time Series Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>site</th>\n",
       "      <th>unit</th>\n",
       "      <th>network</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>Nrem</th>\n",
       "      <th>N</th>\n",
       "      <th>Clrem</th>\n",
       "      <th>Cl</th>\n",
       "      <th>TDSrem</th>\n",
       "      <th>TDS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1994-04-05</td>\n",
       "      <td>1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1999-09-15</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2002-04-11</td>\n",
       "      <td>1600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2005-07-21</td>\n",
       "      <td>1100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2007-08-15</td>\n",
       "      <td>1045</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.731</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2009-08-18</td>\n",
       "      <td>1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.898</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1993-08-24</td>\n",
       "      <td>1645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1994-04-05</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2001-06-27</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2002-04-10</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2005-07-21</td>\n",
       "      <td>1600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.229</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.835</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2007-08-15</td>\n",
       "      <td>1730</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2009-08-18</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1993-08-31</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1994-04-04</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2001-06-26</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2002-04-08</td>\n",
       "      <td>1700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2005-07-21</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.097</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2007-08-16</td>\n",
       "      <td>1230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2009-08-20</td>\n",
       "      <td>1430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.390</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1994-04-06</td>\n",
       "      <td>1410</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2001-06-26</td>\n",
       "      <td>1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2002-04-23</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.099</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2005-07-26</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2007-08-14</td>\n",
       "      <td>1900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.117</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>2009-08-18</td>\n",
       "      <td>1815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>320001084032801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1993-08-23</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>320001084032801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>1994-04-11</td>\n",
       "      <td>1315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.00</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526</th>\n",
       "      <td>445052088552801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>2009-08-06</td>\n",
       "      <td>1130</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>1994-09-12</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>485.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1528</th>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>2002-08-20</td>\n",
       "      <td>1700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.840</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1529</th>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>2005-08-16</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.602</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>384.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1530</th>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>2007-08-07</td>\n",
       "      <td>1350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.663</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.488</td>\n",
       "      <td>NaN</td>\n",
       "      <td>419.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>2009-08-04</td>\n",
       "      <td>1315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.966</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>402.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2002-09-11</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1533</th>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2005-06-13</td>\n",
       "      <td>1015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>261.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1534</th>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2007-06-06</td>\n",
       "      <td>1050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.414</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1535</th>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2009-06-16</td>\n",
       "      <td>1015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.608</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>278.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1536</th>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1537</th>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2002-05-29</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.797</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.410</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1538</th>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2005-06-13</td>\n",
       "      <td>1630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.741</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539</th>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2007-05-30</td>\n",
       "      <td>1150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.835</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>324.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540</th>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2009-06-18</td>\n",
       "      <td>945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.860</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1541</th>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>930</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1542</th>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2002-06-26</td>\n",
       "      <td>1400</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.710</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1543</th>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2005-06-14</td>\n",
       "      <td>945</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>342.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1544</th>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2007-05-30</td>\n",
       "      <td>1530</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1545</th>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2009-06-16</td>\n",
       "      <td>1545</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>351.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546</th>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1430</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1547</th>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2002-06-25</td>\n",
       "      <td>1000</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2862.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1548</th>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2005-06-15</td>\n",
       "      <td>1215</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2813.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549</th>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2007-05-31</td>\n",
       "      <td>1015</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2811.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1550</th>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2009-06-17</td>\n",
       "      <td>915</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2845.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1551</th>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1340</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1552</th>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2002-06-11</td>\n",
       "      <td>1000</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1553</th>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2005-06-14</td>\n",
       "      <td>1800</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1554</th>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2007-05-31</td>\n",
       "      <td>1555</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.703</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1555</th>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>2009-07-28</td>\n",
       "      <td>1515</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.266</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1556 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 site  unit     network       date  time Nrem       N Clrem  \\\n",
       "0     310552084435601  ACFB  acfbluscr3 1993-08-25  1510  NaN   4.700   NaN   \n",
       "1     310552084435601  ACFB  acfbluscr3 1994-04-05  1400  NaN   5.200   NaN   \n",
       "2     310552084435601  ACFB  acfbluscr3 1999-09-15  1000  NaN   6.981   NaN   \n",
       "3     310552084435601  ACFB  acfbluscr3 2002-04-11  1600  NaN   7.970   NaN   \n",
       "4     310552084435601  ACFB  acfbluscr3 2005-07-21  1100  NaN  11.671   NaN   \n",
       "5     310552084435601  ACFB  acfbluscr3 2007-08-15  1045  NaN  12.731   NaN   \n",
       "6     310552084435601  ACFB  acfbluscr3 2009-08-18  1400  NaN  12.898   NaN   \n",
       "7     310913084195301  ACFB  acfbluscr3 1993-08-24  1645  NaN   1.500   NaN   \n",
       "8     310913084195301  ACFB  acfbluscr3 1994-04-05  1030  NaN   1.500   NaN   \n",
       "9     310913084195301  ACFB  acfbluscr3 2001-06-27  1000  NaN   2.539   NaN   \n",
       "10    310913084195301  ACFB  acfbluscr3 2002-04-10  1200  NaN   1.704   NaN   \n",
       "11    310913084195301  ACFB  acfbluscr3 2005-07-21  1600  NaN   2.229   NaN   \n",
       "12    310913084195301  ACFB  acfbluscr3 2007-08-15  1730  NaN   2.098   NaN   \n",
       "13    310913084195301  ACFB  acfbluscr3 2009-08-18  1000  NaN   2.398   NaN   \n",
       "14    312119084215601  ACFB  acfbluscr3 1993-08-31  1500  NaN   6.000   NaN   \n",
       "15    312119084215601  ACFB  acfbluscr3 1994-04-04  1445  NaN   3.400   NaN   \n",
       "16    312119084215601  ACFB  acfbluscr3 2001-06-26  1000  NaN   4.123   NaN   \n",
       "17    312119084215601  ACFB  acfbluscr3 2002-04-08  1700  NaN   4.366   NaN   \n",
       "18    312119084215601  ACFB  acfbluscr3 2005-07-21  1800  NaN   6.097   NaN   \n",
       "19    312119084215601  ACFB  acfbluscr3 2007-08-16  1230  NaN   4.782   NaN   \n",
       "20    312119084215601  ACFB  acfbluscr3 2009-08-20  1430  NaN   5.590   NaN   \n",
       "21    313415084475201  ACFB  acfbluscr3 1993-08-19  1445  NaN   0.150   NaN   \n",
       "22    313415084475201  ACFB  acfbluscr3 1994-04-06  1410  NaN   0.150   NaN   \n",
       "23    313415084475201  ACFB  acfbluscr3 2001-06-26  1400  NaN   0.102   NaN   \n",
       "24    313415084475201  ACFB  acfbluscr3 2002-04-23  1200  NaN   0.099   NaN   \n",
       "25    313415084475201  ACFB  acfbluscr3 2005-07-26  1500  NaN   0.098   NaN   \n",
       "26    313415084475201  ACFB  acfbluscr3 2007-08-14  1900  NaN   0.117   NaN   \n",
       "27    313415084475201  ACFB  acfbluscr3 2009-08-18  1815  NaN   0.098   NaN   \n",
       "28    320001084032801  ACFB  acfbluscr3 1993-08-23  1200  NaN   1.300   NaN   \n",
       "29    320001084032801  ACFB  acfbluscr3 1994-04-11  1315  NaN   0.490   NaN   \n",
       "...               ...   ...         ...        ...   ...  ...     ...   ...   \n",
       "1526  445052088552801  WMIC  wmiclusag2 2009-08-06  1130    <   0.059   NaN   \n",
       "1527  450242089065401  WMIC  wmiclusag2 1994-09-12  1300  NaN  16.000   NaN   \n",
       "1528  450242089065401  WMIC  wmiclusag2 2002-08-20  1700  NaN  18.162   NaN   \n",
       "1529  450242089065401  WMIC  wmiclusag2 2005-08-16   930  NaN   6.602   NaN   \n",
       "1530  450242089065401  WMIC  wmiclusag2 2007-08-07  1350  NaN   6.663   NaN   \n",
       "1531  450242089065401  WMIC  wmiclusag2 2009-08-04  1315  NaN   4.966   NaN   \n",
       "1532  433542089204601  WMIC    wmicsus1 2002-09-11  1000  NaN   2.671   NaN   \n",
       "1533  433542089204601  WMIC    wmicsus1 2005-06-13  1015  NaN   2.943   NaN   \n",
       "1534  433542089204601  WMIC    wmicsus1 2007-06-06  1050  NaN   3.385   NaN   \n",
       "1535  433542089204601  WMIC    wmicsus1 2009-06-16  1015  NaN   3.608   NaN   \n",
       "1536  441948088223301  WMIC    wmicsus1 1995-06-14   930  NaN   0.950   NaN   \n",
       "1537  441948088223301  WMIC    wmicsus1 2002-05-29  1030  NaN   0.797   NaN   \n",
       "1538  441948088223301  WMIC    wmicsus1 2005-06-13  1630  NaN   0.901   NaN   \n",
       "1539  441948088223301  WMIC    wmicsus1 2007-05-30  1150  NaN   0.835   NaN   \n",
       "1540  441948088223301  WMIC    wmicsus1 2009-06-18   945  NaN   0.860   NaN   \n",
       "1541  444158088263601  WMIC    wmicsus1 1995-06-15   930    <   0.059   NaN   \n",
       "1542  444158088263601  WMIC    wmicsus1 2002-06-26  1400    <   0.059   NaN   \n",
       "1543  444158088263601  WMIC    wmicsus1 2005-06-14   945    <   0.059   NaN   \n",
       "1544  444158088263601  WMIC    wmicsus1 2007-05-30  1530    <   0.059   NaN   \n",
       "1545  444158088263601  WMIC    wmicsus1 2009-06-16  1545    <   0.059   NaN   \n",
       "1546  451154087361501  WMIC    wmicsus1 1995-06-15  1430    <   0.059   NaN   \n",
       "1547  451154087361501  WMIC    wmicsus1 2002-06-25  1000    <   0.059   NaN   \n",
       "1548  451154087361501  WMIC    wmicsus1 2005-06-15  1215    <   0.059   NaN   \n",
       "1549  451154087361501  WMIC    wmicsus1 2007-05-31  1015    <   0.059   NaN   \n",
       "1550  451154087361501  WMIC    wmicsus1 2009-06-17   915    <   0.059   NaN   \n",
       "1551  454622087114801  WMIC    wmicsus1 1995-06-20  1340    <   0.059   NaN   \n",
       "1552  454622087114801  WMIC    wmicsus1 2002-06-11  1000    <   0.059   NaN   \n",
       "1553  454622087114801  WMIC    wmicsus1 2005-06-14  1800    <   0.059   NaN   \n",
       "1554  454622087114801  WMIC    wmicsus1 2007-05-31  1555    <   0.059   NaN   \n",
       "1555  454622087114801  WMIC    wmicsus1 2009-07-28  1515    <   0.059   NaN   \n",
       "\n",
       "          Cl  TDSrem      TDS  \n",
       "0      3.800     NaN   153.00  \n",
       "1      4.200     NaN   135.00  \n",
       "2        NaN     NaN      NaN  \n",
       "3      5.250     NaN   151.84  \n",
       "4      5.873     NaN   225.81  \n",
       "5      6.318     NaN   232.14  \n",
       "6      7.028     NaN   245.30  \n",
       "7      3.600     NaN   133.00  \n",
       "8      3.700     NaN   136.00  \n",
       "9        NaN     NaN      NaN  \n",
       "10     3.210     NaN   146.14  \n",
       "11     3.835     NaN   161.85  \n",
       "12     3.625     NaN   152.92  \n",
       "13     4.485     NaN   181.52  \n",
       "14     4.200     NaN   139.00  \n",
       "15     3.500     NaN   148.00  \n",
       "16       NaN     NaN      NaN  \n",
       "17     3.630     NaN   125.19  \n",
       "18     4.632     NaN   153.60  \n",
       "19     4.013     NaN   159.58  \n",
       "20     4.390     NaN   146.84  \n",
       "21     2.500     NaN    60.00  \n",
       "22     2.200     NaN    50.00  \n",
       "23       NaN     NaN      NaN  \n",
       "24     2.440     NaN    23.43  \n",
       "25     2.136     NaN    37.77  \n",
       "26     2.195     NaN    42.71  \n",
       "27     2.214     NaN    37.91  \n",
       "28     3.100     NaN   118.00  \n",
       "29     2.900     NaN   120.00  \n",
       "...      ...     ...      ...  \n",
       "1526   4.005     NaN   210.86  \n",
       "1527  36.000     NaN   485.00  \n",
       "1528  15.840     NaN   379.60  \n",
       "1529   5.509     NaN   384.08  \n",
       "1530   8.488     NaN   419.57  \n",
       "1531  17.445     NaN   402.21  \n",
       "1532   5.680     NaN   264.53  \n",
       "1533   5.938     NaN   261.02  \n",
       "1534   6.414     NaN   250.79  \n",
       "1535   7.251     NaN   278.93  \n",
       "1536   1.500     NaN   302.00  \n",
       "1537   2.410     NaN   303.18  \n",
       "1538   1.741     NaN   312.04  \n",
       "1539   2.010     NaN   324.01  \n",
       "1540   2.199     NaN   300.60  \n",
       "1541   0.900     NaN   331.00  \n",
       "1542   1.710     NaN   346.48  \n",
       "1543   1.226     NaN   342.07  \n",
       "1544   1.254     NaN   346.85  \n",
       "1545   1.430     NaN   351.82  \n",
       "1546  71.000     NaN  2800.00  \n",
       "1547  67.170     NaN  2862.69  \n",
       "1548  68.366     NaN  2813.73  \n",
       "1549  64.297     NaN  2811.70  \n",
       "1550  65.837     NaN  2845.61  \n",
       "1551   6.500     NaN   246.00  \n",
       "1552   7.150     NaN   297.27  \n",
       "1553   6.774     NaN   255.21  \n",
       "1554   6.703     NaN   262.23  \n",
       "1555   7.266     NaN   267.12  \n",
       "\n",
       "[1556 rows x 11 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "infile2 = r'http://pubs.usgs.gov/sir/2012/5049/support/SIR2012_5049_Appendix_2_04022012.xlsx'\n",
    "response2 = urllib2.urlopen(infile2)\n",
    "cols = ['site','unit','network','date','time','Nrem','N','Clrem','Cl','TDSrem', 'TDS']\n",
    "\n",
    "usgsT = pd.read_excel(response2, skiprows=1, skip_footer=5, na_values=('-','','No Data','No data','.'))#, parse_cols=cols)\n",
    "\n",
    "usgsT.columns = cols\n",
    "usgsT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "usgsT['strTime'] = usgsT['time'].apply(lambda x: np.nan if np.isnan(x)==True else str(str(int(x)).zfill(4)))\n",
    "usgsT['strdate'] = usgsT['date'].apply(lambda x: str(x)[:10])\n",
    "\n",
    "#usgsT['rtime'] = pd.to_datetime(usgsT.strTime, format='%H%M')\n",
    "usgsT['datetime'] = pd.to_datetime(usgsT['strdate'] + usgsT['strTime'], format='%Y-%m-%d%H%M', coerce=True)\n",
    "usgsT.drop(['strTime','strdate'],axis=1,inplace=True)\n",
    "usgsT.reset_index(inplace=True)\n",
    "usgsT.set_index('datetime',inplace=True)\n",
    "usgsT['jdates'] = usgsT.index.year + usgsT.index.dayofyear/365 + usgsT.index.hour/(365.25*24) + usgsT.index.minute/(365.25*24*60)\n",
    "usgsT.reset_index(inplace=True)\n",
    "usgsT.set_index('index',inplace=True)\n",
    "\n",
    "#usgsT['datetime'] = \n",
    "#usgsT['datetime'] = pd.to_datetime(usgsT.date + usgsT.time, format='%Y-%m-%d%H%M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2447232"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usgsgroup = usgsT.group_by('network')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def mk_test(x, alpha = 0.05):\n",
    "    \"\"\"\n",
    "    this perform the MK (Mann-Kendall) test to check if there is any trend present in \n",
    "    data or not\n",
    "    \n",
    "    Input:\n",
    "        x:   a vector of data\n",
    "        alpha: significance level\n",
    "    \n",
    "    Output:\n",
    "        trend: tells the trend (increasing, decreasing or no trend)\n",
    "        h: True (if trend is present) or False (if trend is absence)\n",
    "        p: p value of the sifnificance test\n",
    "        z: normalized test statistics \n",
    "        \n",
    "    Examples\n",
    "    --------\n",
    "      >>> x = np.random.rand(100)\n",
    "      >>> trend,h,p,z = mk_test(x,0.05) \n",
    "      \n",
    "    Credit: http://pydoc.net/Python/ambhas/0.4.0/ambhas.stats/\n",
    "    \"\"\"\n",
    "    n = len(x)\n",
    "    \n",
    "    # calculate S \n",
    "    s = 0\n",
    "    for k in xrange(n-1):\n",
    "        for j in xrange(k+1,n):\n",
    "            s += np.sign(x[j] - x[k])\n",
    "    \n",
    "    # calculate the unique data\n",
    "    unique_x = np.unique(x)\n",
    "    g = len(unique_x)\n",
    "    \n",
    "    # calculate the var(s)\n",
    "    if n == g: # there is no tie\n",
    "        var_s = (n*(n-1)*(2*n+5))/18\n",
    "    else: # there are some ties in data\n",
    "        tp = np.zeros(unique_x.shape)\n",
    "        for i in xrange(len(unique_x)):\n",
    "            tp[i] = sum(unique_x[i] == x)\n",
    "        var_s = (n*(n-1)*(2*n+5) + np.sum(tp*(tp-1)*(2*tp+5)))/18\n",
    "    \n",
    "    if s>0:\n",
    "        z = (s - 1)/np.sqrt(var_s)\n",
    "    elif s == 0:\n",
    "        z = 0\n",
    "    elif s<0:\n",
    "        z = (s + 1)/np.sqrt(var_s)\n",
    "    else:\n",
    "        z = 0\n",
    "    \n",
    "    # calculate the p_value\n",
    "    p = 2*(1-norm.cdf(abs(z))) # two tail test\n",
    "    h = abs(z) > norm.ppf(1-alpha/2) \n",
    "    \n",
    "    if (z<0) and h:\n",
    "        trend = 'decreasing'\n",
    "    elif (z>0) and h:\n",
    "        trend = 'increasing'\n",
    "    else:\n",
    "        trend = 'no trend'\n",
    "        \n",
    "    return trend, h, p, z, s \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def USGStimechem(df,chem,group):\n",
    "    def func(y,x):\n",
    "        # make conc nulls match value nulls\n",
    "        if np.isnan(x)==True:\n",
    "            return np.nan\n",
    "        elif y=='<':\n",
    "            return 0\n",
    "        else:\n",
    "            return 1\n",
    "    \n",
    "    df[chem+'cond'] = usgs.apply(lambda df: func(df[chem+'rem'],df[chem]),axis=1)\n",
    "     \n",
    "    df.set_index([group],inplace=True)\n",
    "    unit = df.index.get_level_values(0).unique()\n",
    "    \n",
    "    network,n,T1,p1 = [],[],[],[]\n",
    "    for i in unit:\n",
    "        network.append(i)\n",
    "        n.append(len(df.loc[i,chem]))\n",
    "        T1.append(mk_test(df.loc[i,chem].values)[3])\n",
    "        p1.append(mk_test(df.loc[i,chem].values)[2])\n",
    "\n",
    "    refdict = {'ntwrk':network,'n':n,'T':T1,'p':p1}\n",
    "    df.reset_index(inplace=True)\n",
    "    Nresframe = pd.DataFrame(refdict)\n",
    "    Nresframe['signif'] = Nresframe['p'].apply(lambda x: np.nan if x >= 0.1 else '(+)')\n",
    "    \n",
    "    return Nresframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from rpy2.robjects.packages import importr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rkt = importr('rkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32mC:\\Python27\\ArcGIS10.3\\lib\\codeop.pyc\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, source, filename, symbol)\u001b[0m\n\u001b[0;32m    131\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    132\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msource\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msymbol\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 133\u001b[1;33m         \u001b[0mcodeob\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msource\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msymbol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mflags\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    134\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mfeature\u001b[0m \u001b[1;32min\u001b[0m \u001b[0m_features\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mcodeob\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mco_flags\u001b[0m \u001b[1;33m&\u001b[0m \u001b[0mfeature\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompiler_flag\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "usgsB = usgsT.dropna(subset=['N','jdates','network'])\n",
    "dates = rpy2.robjects.vectors.FloatVector(usgsB.jdates.values.tolist())\n",
    "nitrate = rpy2.robjects.vectors.FloatVector(usgsB.N.values.tolist())\n",
    "values = rpy2.robjects.vectors.StrVector(usgsB.network.values.tolist())\n",
    "\n",
    "v =rkt.rkt(date=dates,y=nitrate)\n",
    "s1, S, B, varS, s1c, varSc, parS, parS1, parVarS, parS1cor, parvarScor, tau = rkt.rkt(date=dates,y=nitrate,block=values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<FloatVector - Python:0x13CE2DC8 / R:0x0EDCC578>\n",
       "[1993.651045, 1994.261871, 1999.707990, ..., 2005.454108, 2007.415514, 2009.574342]"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "print(s1, S, B, varS, s1c, varSc, parS, parS1, parVarS, parS1cor, parvarScor, tau)\n",
    "print(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'i' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-e12801411150>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mchem\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'i' is not defined"
     ]
    }
   ],
   "source": [
    "df.loc[i,chem].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tabN = USGStimechem(usgsT,\"N\",\"network\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>T</th>\n",
       "      <th>n</th>\n",
       "      <th>ntwrk</th>\n",
       "      <th>p</th>\n",
       "      <th>signif</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-3.159168</td>\n",
       "      <td>36</td>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>0.001582</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.150482</td>\n",
       "      <td>24</td>\n",
       "      <td>acfbsus1</td>\n",
       "      <td>0.001630</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.773512</td>\n",
       "      <td>21</td>\n",
       "      <td>albelusag1</td>\n",
       "      <td>0.439219</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.910927</td>\n",
       "      <td>25</td>\n",
       "      <td>cazbsus1a</td>\n",
       "      <td>0.362334</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.942019</td>\n",
       "      <td>48</td>\n",
       "      <td>ccptlusag2b</td>\n",
       "      <td>0.003261</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.285487</td>\n",
       "      <td>30</td>\n",
       "      <td>ccptlusor1b</td>\n",
       "      <td>0.775271</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.535288</td>\n",
       "      <td>30</td>\n",
       "      <td>ccptsus1b</td>\n",
       "      <td>0.592451</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.985692</td>\n",
       "      <td>24</td>\n",
       "      <td>eiwaluscr1</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.869833</td>\n",
       "      <td>19</td>\n",
       "      <td>eiwasus2</td>\n",
       "      <td>0.061507</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.371892</td>\n",
       "      <td>25</td>\n",
       "      <td>lerilusrc1</td>\n",
       "      <td>0.709973</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.209946</td>\n",
       "      <td>25</td>\n",
       "      <td>lerisus1</td>\n",
       "      <td>0.833710</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.291217</td>\n",
       "      <td>41</td>\n",
       "      <td>linjlusrc1</td>\n",
       "      <td>0.770885</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.531699</td>\n",
       "      <td>28</td>\n",
       "      <td>linjsus2</td>\n",
       "      <td>0.594934</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>31</td>\n",
       "      <td>lirbsus1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2.366221</td>\n",
       "      <td>30</td>\n",
       "      <td>miselusrc1</td>\n",
       "      <td>0.017971</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.661300</td>\n",
       "      <td>26</td>\n",
       "      <td>necblusrc1</td>\n",
       "      <td>0.508420</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>31</td>\n",
       "      <td>nvbrsus2</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-1.985353</td>\n",
       "      <td>25</td>\n",
       "      <td>ozrklusag2a</td>\n",
       "      <td>0.047105</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>24</td>\n",
       "      <td>dlmvluscr1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>24</td>\n",
       "      <td>dlmvsus1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-3.785322</td>\n",
       "      <td>41</td>\n",
       "      <td>potolusag1</td>\n",
       "      <td>0.000154</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.256835</td>\n",
       "      <td>28</td>\n",
       "      <td>pugtluscr1</td>\n",
       "      <td>0.797306</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.960871</td>\n",
       "      <td>44</td>\n",
       "      <td>pugtlusrs1</td>\n",
       "      <td>0.336617</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-2.048145</td>\n",
       "      <td>23</td>\n",
       "      <td>rioglusag1</td>\n",
       "      <td>0.040546</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.439397</td>\n",
       "      <td>34</td>\n",
       "      <td>riogluscr1</td>\n",
       "      <td>0.000583</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.837954</td>\n",
       "      <td>23</td>\n",
       "      <td>rioglusrc1</td>\n",
       "      <td>0.402057</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>29</td>\n",
       "      <td>sacrlusrc1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-3.843481</td>\n",
       "      <td>30</td>\n",
       "      <td>sacrluscr1</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.352693</td>\n",
       "      <td>26</td>\n",
       "      <td>sanasus2</td>\n",
       "      <td>0.724318</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.499602</td>\n",
       "      <td>30</td>\n",
       "      <td>sanjluscr1a</td>\n",
       "      <td>0.617355</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-0.779458</td>\n",
       "      <td>38</td>\n",
       "      <td>sanjlusor1a</td>\n",
       "      <td>0.435710</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2.189413</td>\n",
       "      <td>32</td>\n",
       "      <td>sanjlusor2a</td>\n",
       "      <td>0.028567</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1.410048</td>\n",
       "      <td>33</td>\n",
       "      <td>sanjsus1</td>\n",
       "      <td>0.158526</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>23</td>\n",
       "      <td>santlusrc1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>-0.739095</td>\n",
       "      <td>28</td>\n",
       "      <td>santsus2</td>\n",
       "      <td>0.459849</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-2.330049</td>\n",
       "      <td>40</td>\n",
       "      <td>sctxlusrc1</td>\n",
       "      <td>0.019804</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1.144242</td>\n",
       "      <td>29</td>\n",
       "      <td>sctxsus1</td>\n",
       "      <td>0.252523</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>23</td>\n",
       "      <td>sofllusor1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>40</td>\n",
       "      <td>sofllusrc1a</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-1.706984</td>\n",
       "      <td>29</td>\n",
       "      <td>spltluscr1</td>\n",
       "      <td>0.087825</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>-1.428875</td>\n",
       "      <td>22</td>\n",
       "      <td>trinsus3</td>\n",
       "      <td>0.153040</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.308432</td>\n",
       "      <td>26</td>\n",
       "      <td>ucollusrc1</td>\n",
       "      <td>0.757754</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>31</td>\n",
       "      <td>uirblusrc1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-1.219274</td>\n",
       "      <td>29</td>\n",
       "      <td>umisluscr1</td>\n",
       "      <td>0.222740</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>44</td>\n",
       "      <td>umislusrc1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>umissus3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>-3.305413</td>\n",
       "      <td>51</td>\n",
       "      <td>usnkluscr2</td>\n",
       "      <td>0.000948</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>-1.304599</td>\n",
       "      <td>34</td>\n",
       "      <td>usnkluscr3</td>\n",
       "      <td>0.192029</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1.140534</td>\n",
       "      <td>25</td>\n",
       "      <td>whitluscr1</td>\n",
       "      <td>0.254064</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1.404200</td>\n",
       "      <td>30</td>\n",
       "      <td>willlusag3</td>\n",
       "      <td>0.160259</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>-1.141698</td>\n",
       "      <td>25</td>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>0.253580</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-3.326223</td>\n",
       "      <td>24</td>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>0.000880</td>\n",
       "      <td>(+)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           T   n        ntwrk         p signif\n",
       "0  -3.159168  36   acfbluscr3  0.001582    (+)\n",
       "1   3.150482  24     acfbsus1  0.001630    (+)\n",
       "2   0.773512  21   albelusag1  0.439219    NaN\n",
       "3  -0.910927  25    cazbsus1a  0.362334    NaN\n",
       "4   2.942019  48  ccptlusag2b  0.003261    (+)\n",
       "5  -0.285487  30  ccptlusor1b  0.775271    NaN\n",
       "6  -0.535288  30    ccptsus1b  0.592451    NaN\n",
       "7   2.985692  24   eiwaluscr1  0.002829    (+)\n",
       "8   1.869833  19     eiwasus2  0.061507    (+)\n",
       "9  -0.371892  25   lerilusrc1  0.709973    NaN\n",
       "10  0.209946  25     lerisus1  0.833710    NaN\n",
       "11 -0.291217  41   linjlusrc1  0.770885    NaN\n",
       "12 -0.531699  28     linjsus2  0.594934    NaN\n",
       "13  0.000000  31     lirbsus1  1.000000    NaN\n",
       "14  2.366221  30   miselusrc1  0.017971    (+)\n",
       "15 -0.661300  26   necblusrc1  0.508420    NaN\n",
       "16  0.000000  31     nvbrsus2  1.000000    NaN\n",
       "17 -1.985353  25  ozrklusag2a  0.047105    (+)\n",
       "18  0.000000  24   dlmvluscr1  1.000000    NaN\n",
       "19  0.000000  24     dlmvsus1  1.000000    NaN\n",
       "20 -3.785322  41   potolusag1  0.000154    (+)\n",
       "21  0.256835  28   pugtluscr1  0.797306    NaN\n",
       "22  0.960871  44   pugtlusrs1  0.336617    NaN\n",
       "23 -2.048145  23   rioglusag1  0.040546    (+)\n",
       "24  3.439397  34   riogluscr1  0.000583    (+)\n",
       "25 -0.837954  23   rioglusrc1  0.402057    NaN\n",
       "26  0.000000  29   sacrlusrc1  1.000000    NaN\n",
       "27 -3.843481  30   sacrluscr1  0.000121    (+)\n",
       "28  0.352693  26     sanasus2  0.724318    NaN\n",
       "29  0.499602  30  sanjluscr1a  0.617355    NaN\n",
       "30 -0.779458  38  sanjlusor1a  0.435710    NaN\n",
       "31  2.189413  32  sanjlusor2a  0.028567    (+)\n",
       "32  1.410048  33     sanjsus1  0.158526    NaN\n",
       "33  0.000000  23   santlusrc1  1.000000    NaN\n",
       "34 -0.739095  28     santsus2  0.459849    NaN\n",
       "35 -2.330049  40   sctxlusrc1  0.019804    (+)\n",
       "36  1.144242  29     sctxsus1  0.252523    NaN\n",
       "37  0.000000  23   sofllusor1  1.000000    NaN\n",
       "38  0.000000  40  sofllusrc1a  1.000000    NaN\n",
       "39 -1.706984  29   spltluscr1  0.087825    (+)\n",
       "40 -1.428875  22     trinsus3  0.153040    NaN\n",
       "41  0.308432  26   ucollusrc1  0.757754    NaN\n",
       "42  0.000000  31   uirblusrc1  1.000000    NaN\n",
       "43 -1.219274  29   umisluscr1  0.222740    NaN\n",
       "44  0.000000  44   umislusrc1  1.000000    NaN\n",
       "45  0.000000  25     umissus3  1.000000    NaN\n",
       "46 -3.305413  51   usnkluscr2  0.000948    (+)\n",
       "47 -1.304599  34   usnkluscr3  0.192029    NaN\n",
       "48  1.140534  25   whitluscr1  0.254064    NaN\n",
       "49  1.404200  30   willlusag3  0.160259    NaN\n",
       "50 -1.141698  25   wmiclusag2  0.253580    NaN\n",
       "51 -3.326223  24     wmicsus1  0.000880    (+)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tabN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>network</th>\n",
       "      <th>site</th>\n",
       "      <th>unit</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>Nrem</th>\n",
       "      <th>N</th>\n",
       "      <th>Clrem</th>\n",
       "      <th>Cl</th>\n",
       "      <th>TDSrem</th>\n",
       "      <th>TDS</th>\n",
       "      <th>Ncond</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1993-08-25</td>\n",
       "      <td>1510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1994-04-05</td>\n",
       "      <td>1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1999-09-15</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2002-04-11</td>\n",
       "      <td>1600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.84</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2005-07-21</td>\n",
       "      <td>1100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2007-08-15</td>\n",
       "      <td>1045</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.731</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310552084435601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2009-08-18</td>\n",
       "      <td>1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.898</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1993-08-24</td>\n",
       "      <td>1645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1994-04-05</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2001-06-27</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2002-04-10</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2005-07-21</td>\n",
       "      <td>1600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.229</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.835</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.85</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2007-08-15</td>\n",
       "      <td>1730</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152.92</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>310913084195301</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2009-08-18</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181.52</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1993-08-31</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1994-04-04</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2001-06-26</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2002-04-08</td>\n",
       "      <td>1700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2005-07-21</td>\n",
       "      <td>1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.097</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153.60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2007-08-16</td>\n",
       "      <td>1230</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159.58</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>312119084215601</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2009-08-20</td>\n",
       "      <td>1430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.390</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146.84</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1993-08-19</td>\n",
       "      <td>1445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1994-04-06</td>\n",
       "      <td>1410</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2001-06-26</td>\n",
       "      <td>1400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2002-04-23</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.099</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.43</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2005-07-26</td>\n",
       "      <td>1500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.77</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2007-08-14</td>\n",
       "      <td>1900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.117</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.71</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>313415084475201</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>2009-08-18</td>\n",
       "      <td>1815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320001084032801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1993-08-23</td>\n",
       "      <td>1200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>acfbluscr3</td>\n",
       "      <td>320001084032801</td>\n",
       "      <td>ACFB</td>\n",
       "      <td>1994-04-11</td>\n",
       "      <td>1315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>445052088552801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-08-06</td>\n",
       "      <td>1130</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210.86</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>1994-09-12</td>\n",
       "      <td>1300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>485.00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1528</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2002-08-20</td>\n",
       "      <td>1700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.840</td>\n",
       "      <td>NaN</td>\n",
       "      <td>379.60</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1529</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2005-08-16</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.602</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>384.08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1530</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2007-08-07</td>\n",
       "      <td>1350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.663</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.488</td>\n",
       "      <td>NaN</td>\n",
       "      <td>419.57</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>wmiclusag2</td>\n",
       "      <td>450242089065401</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-08-04</td>\n",
       "      <td>1315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.966</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.445</td>\n",
       "      <td>NaN</td>\n",
       "      <td>402.21</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2002-09-11</td>\n",
       "      <td>1000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264.53</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1533</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2005-06-13</td>\n",
       "      <td>1015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>261.02</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1534</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2007-06-06</td>\n",
       "      <td>1050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.414</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250.79</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1535</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>433542089204601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-06-16</td>\n",
       "      <td>1015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.608</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>278.93</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1536</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>1995-06-14</td>\n",
       "      <td>930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302.00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1537</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2002-05-29</td>\n",
       "      <td>1030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.797</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.410</td>\n",
       "      <td>NaN</td>\n",
       "      <td>303.18</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1538</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2005-06-13</td>\n",
       "      <td>1630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.741</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.04</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2007-05-30</td>\n",
       "      <td>1150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.835</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>324.01</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>441948088223301</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-06-18</td>\n",
       "      <td>945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.860</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.60</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1541</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>930</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331.00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1542</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2002-06-26</td>\n",
       "      <td>1400</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.710</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1543</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2005-06-14</td>\n",
       "      <td>945</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>342.07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1544</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2007-05-30</td>\n",
       "      <td>1530</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.85</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1545</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>444158088263601</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-06-16</td>\n",
       "      <td>1545</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>351.82</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>1995-06-15</td>\n",
       "      <td>1430</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2800.00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1547</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2002-06-25</td>\n",
       "      <td>1000</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2862.69</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1548</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2005-06-15</td>\n",
       "      <td>1215</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2813.73</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1549</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2007-05-31</td>\n",
       "      <td>1015</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.297</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2811.70</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1550</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>451154087361501</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-06-17</td>\n",
       "      <td>915</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2845.61</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1551</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>1995-06-20</td>\n",
       "      <td>1340</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246.00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1552</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2002-06-11</td>\n",
       "      <td>1000</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.150</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297.27</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1553</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2005-06-14</td>\n",
       "      <td>1800</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255.21</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1554</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2007-05-31</td>\n",
       "      <td>1555</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.703</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262.23</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1555</th>\n",
       "      <td>wmicsus1</td>\n",
       "      <td>454622087114801</td>\n",
       "      <td>WMIC</td>\n",
       "      <td>2009-07-28</td>\n",
       "      <td>1515</td>\n",
       "      <td>&lt;</td>\n",
       "      <td>0.059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.266</td>\n",
       "      <td>NaN</td>\n",
       "      <td>267.12</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1556 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         network             site  unit       date  time Nrem       N Clrem  \\\n",
       "0     acfbluscr3  310552084435601  ACFB 1993-08-25  1510  NaN   4.700   NaN   \n",
       "1     acfbluscr3  310552084435601  ACFB 1994-04-05  1400  NaN   5.200   NaN   \n",
       "2     acfbluscr3  310552084435601  ACFB 1999-09-15  1000  NaN   6.981   NaN   \n",
       "3     acfbluscr3  310552084435601  ACFB 2002-04-11  1600  NaN   7.970   NaN   \n",
       "4     acfbluscr3  310552084435601  ACFB 2005-07-21  1100  NaN  11.671   NaN   \n",
       "5     acfbluscr3  310552084435601  ACFB 2007-08-15  1045  NaN  12.731   NaN   \n",
       "6     acfbluscr3  310552084435601  ACFB 2009-08-18  1400  NaN  12.898   NaN   \n",
       "7     acfbluscr3  310913084195301  ACFB 1993-08-24  1645  NaN   1.500   NaN   \n",
       "8     acfbluscr3  310913084195301  ACFB 1994-04-05  1030  NaN   1.500   NaN   \n",
       "9     acfbluscr3  310913084195301  ACFB 2001-06-27  1000  NaN   2.539   NaN   \n",
       "10    acfbluscr3  310913084195301  ACFB 2002-04-10  1200  NaN   1.704   NaN   \n",
       "11    acfbluscr3  310913084195301  ACFB 2005-07-21  1600  NaN   2.229   NaN   \n",
       "12    acfbluscr3  310913084195301  ACFB 2007-08-15  1730  NaN   2.098   NaN   \n",
       "13    acfbluscr3  310913084195301  ACFB 2009-08-18  1000  NaN   2.398   NaN   \n",
       "14    acfbluscr3  312119084215601  ACFB 1993-08-31  1500  NaN   6.000   NaN   \n",
       "15    acfbluscr3  312119084215601  ACFB 1994-04-04  1445  NaN   3.400   NaN   \n",
       "16    acfbluscr3  312119084215601  ACFB 2001-06-26  1000  NaN   4.123   NaN   \n",
       "17    acfbluscr3  312119084215601  ACFB 2002-04-08  1700  NaN   4.366   NaN   \n",
       "18    acfbluscr3  312119084215601  ACFB 2005-07-21  1800  NaN   6.097   NaN   \n",
       "19    acfbluscr3  312119084215601  ACFB 2007-08-16  1230  NaN   4.782   NaN   \n",
       "20    acfbluscr3  312119084215601  ACFB 2009-08-20  1430  NaN   5.590   NaN   \n",
       "21    acfbluscr3  313415084475201  ACFB 1993-08-19  1445  NaN   0.150   NaN   \n",
       "22    acfbluscr3  313415084475201  ACFB 1994-04-06  1410  NaN   0.150   NaN   \n",
       "23    acfbluscr3  313415084475201  ACFB 2001-06-26  1400  NaN   0.102   NaN   \n",
       "24    acfbluscr3  313415084475201  ACFB 2002-04-23  1200  NaN   0.099   NaN   \n",
       "25    acfbluscr3  313415084475201  ACFB 2005-07-26  1500  NaN   0.098   NaN   \n",
       "26    acfbluscr3  313415084475201  ACFB 2007-08-14  1900  NaN   0.117   NaN   \n",
       "27    acfbluscr3  313415084475201  ACFB 2009-08-18  1815  NaN   0.098   NaN   \n",
       "28    acfbluscr3  320001084032801  ACFB 1993-08-23  1200  NaN   1.300   NaN   \n",
       "29    acfbluscr3  320001084032801  ACFB 1994-04-11  1315  NaN   0.490   NaN   \n",
       "...          ...              ...   ...        ...   ...  ...     ...   ...   \n",
       "1526  wmiclusag2  445052088552801  WMIC 2009-08-06  1130    <   0.059   NaN   \n",
       "1527  wmiclusag2  450242089065401  WMIC 1994-09-12  1300  NaN  16.000   NaN   \n",
       "1528  wmiclusag2  450242089065401  WMIC 2002-08-20  1700  NaN  18.162   NaN   \n",
       "1529  wmiclusag2  450242089065401  WMIC 2005-08-16   930  NaN   6.602   NaN   \n",
       "1530  wmiclusag2  450242089065401  WMIC 2007-08-07  1350  NaN   6.663   NaN   \n",
       "1531  wmiclusag2  450242089065401  WMIC 2009-08-04  1315  NaN   4.966   NaN   \n",
       "1532    wmicsus1  433542089204601  WMIC 2002-09-11  1000  NaN   2.671   NaN   \n",
       "1533    wmicsus1  433542089204601  WMIC 2005-06-13  1015  NaN   2.943   NaN   \n",
       "1534    wmicsus1  433542089204601  WMIC 2007-06-06  1050  NaN   3.385   NaN   \n",
       "1535    wmicsus1  433542089204601  WMIC 2009-06-16  1015  NaN   3.608   NaN   \n",
       "1536    wmicsus1  441948088223301  WMIC 1995-06-14   930  NaN   0.950   NaN   \n",
       "1537    wmicsus1  441948088223301  WMIC 2002-05-29  1030  NaN   0.797   NaN   \n",
       "1538    wmicsus1  441948088223301  WMIC 2005-06-13  1630  NaN   0.901   NaN   \n",
       "1539    wmicsus1  441948088223301  WMIC 2007-05-30  1150  NaN   0.835   NaN   \n",
       "1540    wmicsus1  441948088223301  WMIC 2009-06-18   945  NaN   0.860   NaN   \n",
       "1541    wmicsus1  444158088263601  WMIC 1995-06-15   930    <   0.059   NaN   \n",
       "1542    wmicsus1  444158088263601  WMIC 2002-06-26  1400    <   0.059   NaN   \n",
       "1543    wmicsus1  444158088263601  WMIC 2005-06-14   945    <   0.059   NaN   \n",
       "1544    wmicsus1  444158088263601  WMIC 2007-05-30  1530    <   0.059   NaN   \n",
       "1545    wmicsus1  444158088263601  WMIC 2009-06-16  1545    <   0.059   NaN   \n",
       "1546    wmicsus1  451154087361501  WMIC 1995-06-15  1430    <   0.059   NaN   \n",
       "1547    wmicsus1  451154087361501  WMIC 2002-06-25  1000    <   0.059   NaN   \n",
       "1548    wmicsus1  451154087361501  WMIC 2005-06-15  1215    <   0.059   NaN   \n",
       "1549    wmicsus1  451154087361501  WMIC 2007-05-31  1015    <   0.059   NaN   \n",
       "1550    wmicsus1  451154087361501  WMIC 2009-06-17   915    <   0.059   NaN   \n",
       "1551    wmicsus1  454622087114801  WMIC 1995-06-20  1340    <   0.059   NaN   \n",
       "1552    wmicsus1  454622087114801  WMIC 2002-06-11  1000    <   0.059   NaN   \n",
       "1553    wmicsus1  454622087114801  WMIC 2005-06-14  1800    <   0.059   NaN   \n",
       "1554    wmicsus1  454622087114801  WMIC 2007-05-31  1555    <   0.059   NaN   \n",
       "1555    wmicsus1  454622087114801  WMIC 2009-07-28  1515    <   0.059   NaN   \n",
       "\n",
       "          Cl  TDSrem      TDS  Ncond  \n",
       "0      3.800     NaN   153.00      1  \n",
       "1      4.200     NaN   135.00      1  \n",
       "2        NaN     NaN      NaN      1  \n",
       "3      5.250     NaN   151.84      1  \n",
       "4      5.873     NaN   225.81      1  \n",
       "5      6.318     NaN   232.14      1  \n",
       "6      7.028     NaN   245.30      1  \n",
       "7      3.600     NaN   133.00      1  \n",
       "8      3.700     NaN   136.00      1  \n",
       "9        NaN     NaN      NaN      0  \n",
       "10     3.210     NaN   146.14      1  \n",
       "11     3.835     NaN   161.85      1  \n",
       "12     3.625     NaN   152.92      1  \n",
       "13     4.485     NaN   181.52      1  \n",
       "14     4.200     NaN   139.00      1  \n",
       "15     3.500     NaN   148.00      1  \n",
       "16       NaN     NaN      NaN      1  \n",
       "17     3.630     NaN   125.19      0  \n",
       "18     4.632     NaN   153.60      0  \n",
       "19     4.013     NaN   159.58      1  \n",
       "20     4.390     NaN   146.84      1  \n",
       "21     2.500     NaN    60.00      1  \n",
       "22     2.200     NaN    50.00      1  \n",
       "23       NaN     NaN      NaN      1  \n",
       "24     2.440     NaN    23.43      1  \n",
       "25     2.136     NaN    37.77      1  \n",
       "26     2.195     NaN    42.71      1  \n",
       "27     2.214     NaN    37.91      1  \n",
       "28     3.100     NaN   118.00      1  \n",
       "29     2.900     NaN   120.00      1  \n",
       "...      ...     ...      ...    ...  \n",
       "1526   4.005     NaN   210.86    NaN  \n",
       "1527  36.000     NaN   485.00    NaN  \n",
       "1528  15.840     NaN   379.60    NaN  \n",
       "1529   5.509     NaN   384.08    NaN  \n",
       "1530   8.488     NaN   419.57    NaN  \n",
       "1531  17.445     NaN   402.21    NaN  \n",
       "1532   5.680     NaN   264.53    NaN  \n",
       "1533   5.938     NaN   261.02    NaN  \n",
       "1534   6.414     NaN   250.79    NaN  \n",
       "1535   7.251     NaN   278.93    NaN  \n",
       "1536   1.500     NaN   302.00    NaN  \n",
       "1537   2.410     NaN   303.18    NaN  \n",
       "1538   1.741     NaN   312.04    NaN  \n",
       "1539   2.010     NaN   324.01    NaN  \n",
       "1540   2.199     NaN   300.60    NaN  \n",
       "1541   0.900     NaN   331.00    NaN  \n",
       "1542   1.710     NaN   346.48    NaN  \n",
       "1543   1.226     NaN   342.07    NaN  \n",
       "1544   1.254     NaN   346.85    NaN  \n",
       "1545   1.430     NaN   351.82    NaN  \n",
       "1546  71.000     NaN  2800.00    NaN  \n",
       "1547  67.170     NaN  2862.69    NaN  \n",
       "1548  68.366     NaN  2813.73    NaN  \n",
       "1549  64.297     NaN  2811.70    NaN  \n",
       "1550  65.837     NaN  2845.61    NaN  \n",
       "1551   6.500     NaN   246.00    NaN  \n",
       "1552   7.150     NaN   297.27    NaN  \n",
       "1553   6.774     NaN   255.21    NaN  \n",
       "1554   6.703     NaN   262.23    NaN  \n",
       "1555   7.266     NaN   267.12    NaN  \n",
       "\n",
       "[1556 rows x 12 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usgsT.date.astype()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dealing with censored (below detection limit) data using the R package \"NADA\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "usgs.sort(columns=['N'],inplace=True)\n",
    "nitrate = usgs['N'].dropna().values.tolist()\n",
    "nitrateCen = usgs['Ncond'].dropna().values.tolist()\n",
    "nitrCen, grp = [], []\n",
    "nit = []\n",
    "for i in nitrate:\n",
    "    nit.append(np.log(i))\n",
    "\n",
    "for i in nitrateCen:\n",
    "    grp.append(1)\n",
    "    if i > 0.0:\n",
    "        nitrCen.append(False)\n",
    "    else:\n",
    "        nitrCen.append(True)\n",
    "#nitrate = nit\n",
    "#nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from rpy2.robjects.packages import importr\n",
    "nada = importr('NADA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "class cenfit(RS4):\n",
    "  __metaclass__ = RS4Auto_Type\n",
    "  __rname__ = 'cenfit'\n",
    "  __rpackagename__ = 'NADA'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-154-629a6d68b288>, line 5)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-154-629a6d68b288>\"\u001b[1;36m, line \u001b[1;32m5\u001b[0m\n\u001b[1;33m    print km@mean\u001b[0m\n\u001b[1;37m            ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "nitrate = rpy2.robjects.vectors.FloatVector(nitrate)\n",
    "nitrCen = rpy2.robjects.vectors.BoolVector(nitrCen)\n",
    "nitrateCen = nada.Cen(nitrate,nitrCen, type = 'left')\n",
    "km = nada.cenfit(nitrate,nitrCen)\n",
    "print km\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAABlBMVEUAAAD///+l2Z/dAAANPElE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\ng2BxECwOgsVBsDgIFgfB4iBYHASL8wezqnQE9Ma7xgAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAABlBMVEUAAAD///+l2Z/dAAARPklE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\nADi4ADi4ADi4ADi4ADi4ADi4ADi4/gFLlGRsAfS7IgAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAABlBMVEUAAAD///+l2Z/dAAANhElE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\ngg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAMAAABKCk6nAAAABlBMVEUAAAD///+l2Z/dAAAIdUlE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\nYdrZt8UAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R  -i nitrate,nitrCen,grp -o s,km,ros,pykm_mean,stats\n",
    "library(NADA)\n",
    "data(ShePyrene)\n",
    "attach(ShePyrene)\n",
    "#PyreneCen\n",
    "grp <- c(grp)\n",
    "nitrate <- c(nitrate)\n",
    "nitrCen <- c(nitrCen)\n",
    "ShePyrene$Pyrene\n",
    "s <- capture.output({censummary(nitrate,nitrCen, groups=grp)})\n",
    "pykm = cenfit(nitrate,nitrCen)\n",
    "km <- capture.output({cenfit(nitrate,nitrCen)})\n",
    "pyros = cenros(nitrate,nitrCen) \n",
    "ros <- capture.output({cenros(nitrate,nitrCen)})\n",
    "pymle <- cenmle(nitrate,nitrCen,dist='lognormal')\n",
    "mle <- capture.output({cenmle(nitrate,nitrCen)})\n",
    "plot(pykm)\n",
    "plot(pyros)\n",
    "plot(pymle)\n",
    "cenboxplot(nitrate,nitrCen)\n",
    "stats <- capture.output({censtats(nitrate,nitrCen)})\n",
    "pykm_mean <- capture.output({mean(pykm)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def rPrint(x):\n",
    "    for line in x:\n",
    "        print(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 \n",
      "all:\n",
      "         n      n.cen    pct.cen        min        max \n",
      "1232.00000  266.00000   21.59091    0.05000   55.00000 \n",
      "\n",
      "limits:\n",
      "  limit   n uncen   pexceed\n",
      "1  0.05 253    62 0.7861678\n",
      "2  0.10  13   904 0.7337662\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rPrint(s)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         n      n.cen    pct.cen \n",
      "1232.00000  266.00000   21.59091 \n",
      "       median      mean         sd\n",
      "K-M 1.6000000  4.131901   6.489090\n",
      "ROS 1.6110000  4.143822   6.480966\n",
      "MLE 0.7358198 18.783114 479.104435\n"
     ]
    }
   ],
   "source": [
    "rPrint(stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     mean        se   0.95LCL   0.95UCL \n",
      "4.1319005 0.1848751 3.7695520 4.4942491 \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "depth        132.195847\n",
       "time        1207.332992\n",
       "N              5.203176\n",
       "Cl            40.240957\n",
       "TDSrem              NaN\n",
       "TDS          396.970021\n",
       "time1       1227.508197\n",
       "N1             5.731590\n",
       "Cl1           46.846267\n",
       "TDS1         412.954253\n",
       "Ncond          0.986680\n",
       "N1cond         0.935052\n",
       "TDScond        1.000000\n",
       "TDS1cond       0.998970\n",
       "Clcond         0.998974\n",
       "Cl1cond        1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rPrint(pykm_mean)\n",
    "labs = pykm_mean[0].strip().split(None)\n",
    "stats= [float(i) for i in pykm_mean[1].split(' ')[:-1]]\n",
    "statsdic = dict(zip(labs,stats))\n",
    "statsdic['mean']\n",
    "usgs[usgs['N']>0.050].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Other Stuff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(['StationId']).resample('M', how='mean').head(n=20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#months = df.index.get_level_values(2).unique()\n",
    "stations = df.index.get_level_values(0).unique()\n",
    "#dates = df.index.get_level_values(3).unique()\n",
    "for i in stations:\n",
    "    df.loc[i,:].resample('M',how='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "months = df.index.get_level_values(2).unique()\n",
    "stations = df.index.get_level_values(1).unique()\n",
    "dates = df.index.get_level_values(3).unique()\n",
    "for i in stations:\n",
    "    for j in  months:\n",
    "        for h in df1.loc[(i,j),'nextyeardate']:\n",
    "            print df1.ix[df1.loc[(i,j),'SampleDate'].searchsorted(h)].values\n",
    "            #print df1.loc[np.argmin(np.abs(df1.loc[(i,j),'SampleDate'] - h))]\n",
    "            #print h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df.groupby(index.resample('M', how='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "df1 = df.groupby(['StationId']).resample('M', how='mean')\n",
    "print(df1.head(n=5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(testfile, index_col='SampleDate',parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['year'] = df.index.to_datetime().year.astype(int)\n",
    "df['month'] = df.index.to_datetime().month.astype(int)\n",
    "df['day'] = df.index.to_datetime().day.astype(int)\n",
    "df = df.loc[(df['month'] < 13) & (df['month'] > 0)]\n",
    "df = df.loc[(df['year'] < 2100) & (df['year'] > 1850)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['nextyear'] = np.sum((df['year'],1)).astype(int)\n",
    "df['nextyeardate'] = df[['nextyear','month','day']].apply(lambda x: pd.datetime(x[0],x[1],x[2]-1) if x[2]>28 else pd.datetime(x[0],x[1],x[2]),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df.reset_index(inplace=True)\n",
    "df.set_index(['Param','StationId','month'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "StationId      month  SampleDate\n",
       "USGS-09380000  1      1926-01-11    108\n",
       "Name: ResultValue, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df.loc['Calcium']\n",
    "df1.loc[(stations[0],months[0],dates[0]),'ResultValue']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df1.loc[(stations[2],months[4]),'nextyeardate'].values.astype(datetime)\n",
    "#df1.loc[(stations[2],months[4]),'SampleDate'].astype(datetime)[1]\n",
    "df1.loc[(stations[0],months[0]),'SampleDate'].searchsorted(pd.datetime(1926,1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df1 = df[df.Param=='Calcium' & df.index.month==1.0]\n",
    "a = df1.groupby(['StationId','Param',df.index.day]).mean()\n",
    "print len(a)\n",
    "station = []\n",
    "months = []\n",
    "for i in range(len(a)):\n",
    "    if a[i]>10:\n",
    "        station.append((a.index[i][0]))\n",
    "        months.append((a.index[i][2]))\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "a = df1.groupby(['StationId','Param',df.index.day]).mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "-c:4: 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 the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "months[1]\n",
    "df1['month']=df1.index.to_datetime().month\n",
    "df1['year']=df1.index.to_datetime().year\n",
    "df1['day']=df1.index.to_datetime().day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df2 = df1[df1['StationId'].isin(station) & df1['month'].isin(months)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df3 = df1.drop_duplicates(subset=['StationId','year','month'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.groupby.DataFrameGroupBy object at 0x087E40D0>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df3.groupby(['StationId'])\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "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": "2.7.11+"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}