PHASE_COUNTER.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/banjo/Projects/nll_pnsn/scripts'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from obspy import read\n",
    "from obspy.core import UTCDateTime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path='/Users/banjo/Projects/nll_pnsn/NLLoc/util'\n",
    "ifile = '/pnsn_in_CVM.hypo'\n",
    "# ifile='/kirkland.hypo' \n",
    "# ifile='/evid_61535372.hypo'\n",
    "\n",
    "# ifile='/brem4.9.hypo' \n",
    "\n",
    "\n",
    "# \n",
    "# ofile='evid_61536022.out' \n",
    "# stn_file='evid_61536022_stnInfo.out'\n",
    "# g2t_stn_list='/Users/banjo/Projects/nll_pnsn/NLLoc/util/kirkland_stns.csv'\n",
    "# g2t_stn_list='/Users/banjo/Projects/nll_pnsn/NLLoc/util/brem4.9_stns.csv'\n",
    "\n",
    "# g2t_stn_list='/Users/banjo/Projects/nll_pnsn/NLLoc/util/brem_stns.csv'\n",
    "\n",
    "\n",
    "# g2t_stn_list4plot='/Users/banjo/Projects/nll_pnsn/util/stationInfo/61535372_stations.csv'\n",
    "# g2t_stn_list4plot='/Users/banjo/Projects/nll_pnsn/util/stationInfo/kirkland_stations.csv'\n",
    "\n",
    "\n",
    "datum=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
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      "Not avaliable P phase, not use in here\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "Not avaliable P phase, not use in here\n",
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      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
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      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Not avaliable P phase, not use in here\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "text": [
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
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      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
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      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "Not avaliable P phase, not use in here\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n",
      "End line for eq. %s: %d'%(EVID,i-1)\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: '-1..'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-7fb0ace68189>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     42\u001b[0m             \u001b[0mmtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mline\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m122\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'-'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m                 \u001b[0mmag\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mmc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     45\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mmc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;34m'-'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m                 \u001b[0mmag\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'.'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mmc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '-1..'"
     ]
    }
   ],
   "source": [
    "os.chdir(path)\n",
    "ID=1\n",
    "i=1\n",
    "column = ['ID','TIME','LAT','LON','DEP','MAG','MTYPE','EH','EZ','RMS','EVID']\n",
    "stacol = ['NET','STA','CHAN']\n",
    "eveinfo = pd.DataFrame(columns=column)\n",
    "nets = []\n",
    "stas = []\n",
    "chan =[]\n",
    "#    stainfo = ['STA','ARR','ABSA','WEI','PHA','MOT','ON','DIR']\n",
    "#     stainfo = ['STA','ARR','PHA']\n",
    "stainfo = ['EVID','STA','ARR','PHA']\n",
    "\n",
    "tempsta = pd.DataFrame(columns = stainfo)\n",
    "arrinfo = []\n",
    "with open(path+ifile,'r') as fp:\n",
    "    for line in fp.readlines():\n",
    "        i=i+1\n",
    "        if len(line) == 180:\n",
    "            year = line[0:4]\n",
    "            month = line[4:6]\n",
    "            day = line[6:8]\n",
    "            hour = line[8:10]\n",
    "            minu = line[10:12]\n",
    "            sec = line[12:16][:-2]+'.'+line[12:16][-2:]\n",
    "            ddir = year+'.'+month+'.'+day+'.'+hour+'.'+minu+'.'+line[12:16][:-2]\n",
    "            EVID= line[136:146].strip()\n",
    "            time = year+'-'+month+'-'+day+'T'+hour+':'+minu+':'+sec\n",
    "            time = UTCDateTime(time)\n",
    "            lat = float(line[16:18]) + float(line[19:23][:-2]+'.'+line[19:23][-2:].replace(' ','0'))/60.0\n",
    "            lon = -(float(line[23:26]) + float(line[27:31][:-2]+'.'+line[27:31][-2:].replace(' ','0'))/60.0)\n",
    "            dep = line[31:36]\n",
    "            if dep[-2]=='-':\n",
    "                dep = dep[:-1]+'.0'+dep[-1:]\n",
    "            else:\n",
    "                dep = (dep[:-2]+'.'+dep[-2:].replace(' ','0'))\n",
    "            dep = float(dep)+datum\n",
    "            rms = float((line[48:52][:-2]+'.'+line[48:52][-2:]).replace(' ','0'))\n",
    "            eh = float((line[85:89][:-2]+'.'+line[85:89][-2:]).replace(' ','0'))\n",
    "            ez = float((line[89:93][:-2]+'.'+line[89:93][-2:]).replace(' ','0'))\n",
    "            mc = line[70:73].strip()\n",
    "            mtype = line[122]\n",
    "            if len(mc)!= 0 and mc[0]=='-':\n",
    "                mag = float(mc[:2]+'.'+mc[-1])\n",
    "            elif len(mc)!=0 and mc[0]!='-':\n",
    "                mag = float(mc[:-2]+'.'+mc[-2:])\n",
    "            else:\n",
    "                mag = -5 #coda magnitude\n",
    "            newRow = {'ID':int(ID),'TIME':time,'LAT':lat,'LON':lon,'DEP':dep,\n",
    "                      'MAG':mag,'MTYPE':mtype,'EH':eh,'EZ':ez,\n",
    "                      'RMS':rms,'EVID':EVID,'DIR':ddir}\n",
    "            eveinfo = eveinfo.append(newRow,ignore_index=True)\n",
    "            tempsta = tempsta.sort_values(by='ARR')\n",
    "            arrinfo.append(tempsta)\n",
    "            tempsta = pd.DataFrame(columns = stainfo)\n",
    "            ID=ID+1\n",
    "        elif len(line) == 121 or len(line)==120:\n",
    "            sta = line[:5].strip()\n",
    "            if sta not in stas:\n",
    "                stas.append(sta)\n",
    "                nets.append(line[5:7].strip())\n",
    "                chan.append(line[9:12])\n",
    "            \n",
    "            #pull out the P phase\n",
    "            pha = line[14]\n",
    "            mot = line[15]\n",
    "            onset = line[13]\n",
    "            if pha != ' ' and (line[11] == 'Z' or line[11] == '3'):\n",
    "                arryear = line[17:21]\n",
    "                arrmonth = line[21:23]\n",
    "                arrday = line[23:25]\n",
    "                arrhour = line[25:27]\n",
    "                arrmin = line[27:29]\n",
    "                arrsec = (line[30:34][:-2]+'.'+line[30:34][-2:]).replace(' ','0')\n",
    "                if float(arrsec) >= 60.0:\n",
    "                    arrsec = float(arrsec)-60.0\n",
    "                    arrtime = arryear+'-'+arrmonth+'-'+arrday+'T'+arrhour+':'+arrmin+':'+str(arrsec)\n",
    "                    arrtime = UTCDateTime(arrtime)+60.0\n",
    "                else:\n",
    "                    arrtime = arryear+'-'+arrmonth+'-'+arrday+'T'+arrhour+':'+arrmin+':'+arrsec\n",
    "                    arrtime = UTCDateTime(arrtime)\n",
    "                PTT = arrtime - time\n",
    "                pweight = int(line[16])\n",
    "                rpw = pweight\n",
    "                newStap = {'EVID':EVID,'STA':sta,'ARR':PTT,'PHA':pha}\n",
    "#                 newStap = {'STA':sta,'WEI':rpw,'ARR':PTT,'PHA':pha,'ABSA':arrtime,'MOT':mot,'ON':onset}\n",
    "                tempsta = tempsta.append(newStap,ignore_index=True)\n",
    "\n",
    "    \n",
    "            else:\n",
    "                 print ('Not avaliable P phase, not use in here')\n",
    "            spha = line[47]\n",
    "            if spha == 'S':\n",
    "                arryear = line[17:21]\n",
    "                arrmonth = line[21:23]\n",
    "                arrday = line[23:25]\n",
    "                arrhour = line[25:27]\n",
    "                arrmin = line[27:29]\n",
    "                arrsec = (line[42:46][:-2]+'.'+line[42:46][-2:]).replace(' ','0')\n",
    "                if float(arrsec) >= 60:\n",
    "                    arrsec = float(arrsec)-60.0\n",
    "                    arrtime = arryear+'-'+arrmonth+'-'+arrday+'T'+arrhour+':'+arrmin+':'+str(arrsec)\n",
    "                    arrtime = UTCDateTime(arrtime)+60.0\n",
    "                else:\n",
    "                    arrtime = arryear+'-'+arrmonth+'-'+arrday+'T'+arrhour+':'+arrmin+':'+arrsec\n",
    "                    arrtime = UTCDateTime(arrtime)\n",
    "                STT = arrtime - time\n",
    "                if STT < 0.0:\n",
    "                    print (\"i-1\")\n",
    "                    sys.exit('origin time %s and arrival time %s'%(time,arrtime))\n",
    "                swei = int(line[49])\n",
    "                rsw = swei\n",
    "                newStas = {'EVID':EVID,'STA':sta,'ARR':STT,'PHA':spha}\n",
    "#                 newStas = {'STA':sta,'WEI':rsw,'ARR':STT,'PHA':spha,'ABSA':arrtime}\n",
    "                tempsta = tempsta.append(newStas,ignore_index=True)\n",
    "\n",
    "        else:\n",
    "            print (\"End line for eq. %s: %d'%(EVID,i-1)\")\n",
    "\n",
    "arrinfo.append(tempsta)\n",
    "\n",
    "arrinfo.pop(0)\n",
    "# arrdf = pd.DataFrame(arrinfo)\n",
    "eveinfo['ARR']=arrinfo\n",
    "#     test = \n",
    "stainfos = pd.DataFrame(np.transpose([nets,stas,chan]),columns=stacol)\n",
    "\n",
    "# print(stainfos)\n",
    "# print(arrinfo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EVID</th>\n",
       "      <th>STA</th>\n",
       "      <th>ARR</th>\n",
       "      <th>PHA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [EVID, STA, ARR, PHA]\n",
       "Index: []"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr = arrinfo[0]\n",
    "arr\n",
    "# arr.head(50)\n",
    "# arr.drop(arr.loc[arr['ARR'] == 0.0].index, inplace=True)\n",
    "# arr.drop(arr.loc[arr['PHA'] == 'S'].index, inplace=True)\n",
    "# arr.drop(arr.loc[arr['WEI'] >= 5].index, inplace=True)\n",
    "# cat.drop(cat.loc[cat['Lon'] < -40].index , inplace=True)\n",
    "# arr = arrinfo[0]['ARR'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EVID</th>\n",
       "      <th>STA</th>\n",
       "      <th>ARR</th>\n",
       "      <th>PHA</th>\n",
       "      <th>ABSA</th>\n",
       "      <th>WEI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>BLN</td>\n",
       "      <td>16.22</td>\n",
       "      <td>S</td>\n",
       "      <td>1996-12-01T13:43:26.540000Z</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>SMW</td>\n",
       "      <td>19.87</td>\n",
       "      <td>S</td>\n",
       "      <td>1996-12-01T13:43:30.190000Z</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   EVID  STA    ARR PHA                         ABSA  WEI\n",
       "0   NaN  BLN  16.22   S  1996-12-01T13:43:26.540000Z  0.0\n",
       "1   NaN  SMW  19.87   S  1996-12-01T13:43:30.190000Z  0.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# arr.sort_values('WEI')\n",
    "# arr.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "arr.sort_values('ARR')\n",
    "stations = arr.STA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.to_csv('/Users/banjo/Projects/nll_pnsn/util/catalogs/brem.cat', index=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EVID</th>\n",
       "      <th>STA</th>\n",
       "      <th>ARR</th>\n",
       "      <th>PHA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10420473</td>\n",
       "      <td>PGW</td>\n",
       "      <td>5.05</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10420473</td>\n",
       "      <td>SPW</td>\n",
       "      <td>5.67</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10420473</td>\n",
       "      <td>RMW</td>\n",
       "      <td>10.24</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10420473</td>\n",
       "      <td>HTW</td>\n",
       "      <td>10.63</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10420473</td>\n",
       "      <td>OHW</td>\n",
       "      <td>23.14</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10420473</td>\n",
       "      <td>BOW</td>\n",
       "      <td>38.59</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10420473</td>\n",
       "      <td>MBW</td>\n",
       "      <td>40.49</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10420473</td>\n",
       "      <td>NAC</td>\n",
       "      <td>47.27</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10420473</td>\n",
       "      <td>ELL</td>\n",
       "      <td>51.12</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       EVID  STA    ARR PHA\n",
       "6  10420473  PGW   5.05   P\n",
       "8  10420473  SPW   5.67   P\n",
       "7  10420473  RMW  10.24   P\n",
       "2  10420473  HTW  10.63   P\n",
       "5  10420473  OHW  23.14   S\n",
       "0  10420473  BOW  38.59   S\n",
       "3  10420473  MBW  40.49   S\n",
       "4  10420473  NAC  47.27   S\n",
       "1  10420473  ELL  51.12   S"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eveinfo.ARR[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "list = []\n",
    "for i in range(len(eveinfo.ARR)):\n",
    "    group = eveinfo.ARR[i]\n",
    "    group = np.array(group)\n",
    "#     id = str(np.min(group.EVID))\n",
    "#     df = pd.DataFrame(group)\n",
    "#     print(group)\n",
    "    list.append(group)\n",
    "#     df.to_csv(id+'.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([['10408683', 'BLN', 16.22, 'S'],\n",
       "        ['10408683', 'SMW', 19.87, 'S']], dtype=object),\n",
       " array([['10420133', 'GMW', 3.05, 'P'],\n",
       "        ['10420133', 'GNW', 3.32, 'P'],\n",
       "        ['10420133', 'PS0', 4.54, 'P'],\n",
       "        ['10420133', 'KD0', 4.66, 'P'],\n",
       "        ['10420133', 'KD0', 4.78, 'P'],\n",
       "        ['10420133', 'PGW', 4.79, 'P'],\n",
       "        ['10420133', 'BG0', 4.96, 'P'],\n",
       "        ['10420133', 'SPW', 5.35, 'P'],\n",
       "        ['10420133', 'HDW', 6.06, 'P'],\n",
       "        ['10420133', 'GNW', 6.44, 'S'],\n",
       "        ['10420133', 'BHW', 8.18, 'P'],\n",
       "        ['10420133', 'MEW', 8.38, 'P'],\n",
       "        ['10420133', 'BLN', 8.54, 'P'],\n",
       "        ['10420133', 'KD0', 9.37, 'S'],\n",
       "        ['10420133', 'RMW', 10.09, 'P'],\n",
       "        ['10420133', 'HTW', 10.48, 'P'],\n",
       "        ['10420133', 'GHW', 10.64, 'P'],\n",
       "        ['10420133', 'TTW', 10.77, 'P'],\n",
       "        ['10420133', 'SMW', 10.96, 'P'],\n",
       "        ['10420133', 'GSM', 12.23, 'P'],\n",
       "        ['10420133', 'OHW', 12.74, 'P'],\n",
       "        ['10420133', 'CPW', 13.12, 'P'],\n",
       "        ['10420133', 'JCW', 13.17, 'P'],\n",
       "        ['10420133', 'OSD', 14.37, 'P'],\n",
       "        ['10420133', 'STW', 15.98, 'P'],\n",
       "        ['10420133', 'FMW', 16.01, 'P'],\n",
       "        ['10420133', 'OBH', 16.23, 'P'],\n",
       "        ['10420133', 'LCW', 16.29, 'P'],\n",
       "        ['10420133', 'RCS', 16.37, 'P'],\n",
       "        ['10420133', 'RWW', 16.61, 'P'],\n",
       "        ['10420133', 'LMW', 16.78, 'P'],\n",
       "        ['10420133', 'LON', 17.04, 'P'],\n",
       "        ['10420133', 'LO2', 17.08, 'P'],\n",
       "        ['10420133', 'OSR', 17.21, 'P'],\n",
       "        ['10420133', 'XTL', 17.5, 'P'],\n",
       "        ['10420133', 'RVN', 18.14, 'P'],\n",
       "        ['10420133', 'MCW', 18.87, 'P'],\n",
       "        ['10420133', 'ONR', 19.5, 'P'],\n",
       "        ['10420133', 'TTW', 19.61, 'S'],\n",
       "        ['10420133', 'RPW', 19.64, 'P'],\n",
       "        ['10420133', 'PGC', 19.96, 'P'],\n",
       "        ['10420133', 'WPW', 20.11, 'P'],\n",
       "        ['10420133', 'KOS', 20.25, 'P'],\n",
       "        ['10420133', 'OOW', 20.57, 'P'],\n",
       "        ['10420133', 'BOW', 20.88, 'P'],\n",
       "        ['10420133', 'TDL', 21.96, 'P'],\n",
       "        ['10420133', 'ELK', 22.14, 'P'],\n",
       "        ['10420133', 'TWW', 22.33, 'P'],\n",
       "        ['10420133', 'MBW', 22.5, 'P'],\n",
       "        ['10420133', 'LTY', 23.39, 'P'],\n",
       "        ['10420133', 'SOS', 23.72, 'P'],\n",
       "        ['10420133', 'FL2', 23.86, 'P'],\n",
       "        ['10420133', 'OFR', 23.87, 'P'],\n",
       "        ['10420133', 'STD', 23.94, 'P'],\n",
       "        ['10420133', 'OTR', 24.23, 'P'],\n",
       "        ['10420133', 'SHW', 24.55, 'P'],\n",
       "        ['10420133', 'YEL', 24.59, 'P'],\n",
       "        ['10420133', 'RVW', 24.74, 'P'],\n",
       "        ['10420133', 'EDM', 24.85, 'P'],\n",
       "        ['10420133', 'TBM', 24.97, 'P'],\n",
       "        ['10420133', 'HSR', 25.18, 'P'],\n",
       "        ['10420133', 'NAC', 25.87, 'P'],\n",
       "        ['10420133', 'CDF', 26.2, 'P'],\n",
       "        ['10420133', 'LVP', 26.22, 'P'],\n",
       "        ['10420133', 'WIB', 26.53, 'P'],\n",
       "        ['10420133', 'ETW', 26.62, 'P'],\n",
       "        ['10420133', 'RAI', 26.69, 'P'],\n",
       "        ['10420133', 'ELL', 26.93, 'P'],\n",
       "        ['10420133', 'MTM', 27.35, 'P'],\n",
       "        ['10420133', 'OCP', 27.42, 'P'],\n",
       "        ['10420133', 'NEL', 27.58, 'P'],\n",
       "        ['10420133', 'NLO', 28.04, 'P'],\n",
       "        ['10420133', 'CBS', 29.78, 'P'],\n",
       "        ['10420133', 'WAT', 30.34, 'P'],\n",
       "        ['10420133', 'RWW', 30.77, 'S'],\n",
       "        ['10420133', 'YA2', 30.78, 'P'],\n",
       "        ['10420133', 'LON', 30.88, 'S'],\n",
       "        ['10420133', 'GUL', 31.01, 'P'],\n",
       "        ['10420133', 'MOX', 32.02, 'P'],\n",
       "        ['10420133', 'DY2', 32.5, 'P'],\n",
       "        ['10420133', 'TRW', 32.82, 'P'],\n",
       "        ['10420133', 'AUG', 33.66, 'P'],\n",
       "        ['10420133', 'EPH', 33.89, 'P'],\n",
       "        ['10420133', 'BVW', 33.93, 'P'],\n",
       "        ['10420133', 'KMO', 34.02, 'P'],\n",
       "        ['10420133', 'WPO', 34.51, 'P'],\n",
       "        ['10420133', 'GL2', 34.71, 'P'],\n",
       "        ['10420133', 'SAW', 35.15, 'P'],\n",
       "        ['10420133', 'BRV', 35.23, 'P'],\n",
       "        ['10420133', 'VLM', 35.84, 'P'],\n",
       "        ['10420133', 'MDW', 36.16, 'P'],\n",
       "        ['10420133', 'PGC', 36.34, 'S'],\n",
       "        ['10420133', 'RC1', 36.74, 'P'],\n",
       "        ['10420133', 'WA2', 37.06, 'P'],\n",
       "        ['10420133', 'CRF', 37.68, 'P'],\n",
       "        ['10420133', 'VLL', 37.9, 'P'],\n",
       "        ['10420133', 'TKO', 38.23, 'P'],\n",
       "        ['10420133', 'LOC', 38.24, 'P'],\n",
       "        ['10420133', 'GBL', 38.59, 'P'],\n",
       "        ['10420133', 'WRD', 38.94, 'P'],\n",
       "        ['10420133', 'RSW', 38.99, 'P'],\n",
       "        ['10420133', 'PRO', 39.44, 'P'],\n",
       "        ['10420133', 'TDH', 39.7, 'P'],\n",
       "        ['10420133', 'MJ2', 39.78, 'P'],\n",
       "        ['10420133', 'OT3', 39.95, 'P'],\n",
       "        ['10420133', 'WIW', 40.97, 'P'],\n",
       "        ['10420133', 'VG2', 41.13, 'P'],\n",
       "        ['10420133', 'LTY', 41.17, 'S'],\n",
       "        ['10420133', 'OD2', 41.42, 'P'],\n",
       "        ['10420133', 'LTY', 41.45, 'S'],\n",
       "        ['10420133', 'PNT', 41.84, 'P'],\n",
       "        ['10420133', 'PAT', 42.21, 'P'],\n",
       "        ['10420133', 'ET3', 42.87, 'P'],\n",
       "        ['10420133', 'VBE', 43.54, 'P'],\n",
       "        ['10420133', 'OFR', 44.84, 'S'],\n",
       "        ['10420133', 'VTH', 45.39, 'P'],\n",
       "        ['10420133', 'SSO', 45.56, 'P'],\n",
       "        ['10420133', 'JBO', 45.6, 'P'],\n",
       "        ['10420133', 'VCR', 46.13, 'P'],\n",
       "        ['10420133', 'DPW', 46.38, 'P'],\n",
       "        ['10420133', 'PMB', 46.69, 'P'],\n",
       "        ['10420133', 'RAI', 47.79, 'S'],\n",
       "        ['10420133', 'BPO', 49.47, 'P'],\n",
       "        ['10420133', 'COR', 50.89, 'P'],\n",
       "        ['10420133', 'MPO', 51.3, 'P'],\n",
       "        ['10420133', 'LNO', 53.33, 'P'],\n",
       "        ['10420133', 'VIP', 53.58, 'P'],\n",
       "        ['10420133', 'GMO', 54.4, 'P'],\n",
       "        ['10420133', 'TCO', 57.38, 'P'],\n",
       "        ['10420133', 'RNO', 59.26, 'P'],\n",
       "        ['10420133', 'HBO', 59.49, 'P'],\n",
       "        ['10420133', 'HSO', 63.92, 'P'],\n",
       "        ['10420133', 'DBO', 69.84, 'P'],\n",
       "        ['10420133', 'BBO', 72.63, 'P'],\n",
       "        ['10420133', 'LAB', 82.25, 'P'],\n",
       "        ['10420133', 'HOG', 83.69, 'P']], dtype=object),\n",
       " array([['10420283', 'GMW', 3.37, 'P'],\n",
       "        ['10420283', 'GNW', 3.68, 'P'],\n",
       "        ['10420283', 'PGW', 5.18, 'P'],\n",
       "        ['10420283', 'GNW', 7.0, 'S'],\n",
       "        ['10420283', 'RMW', 10.33, 'P'],\n",
       "        ['10420283', 'GHW', 11.02, 'P'],\n",
       "        ['10420283', 'TTW', 11.13, 'P'],\n",
       "        ['10420283', 'FMW', 16.36, 'P'],\n",
       "        ['10420283', 'RCS', 16.66, 'P'],\n",
       "        ['10420283', 'XTL', 17.85, 'P'],\n",
       "        ['10420283', 'RVN', 18.49, 'P'],\n",
       "        ['10420283', 'TTW', 19.69, 'S'],\n",
       "        ['10420283', 'MCW', 19.74, 'P'],\n",
       "        ['10420283', 'OSR', 20.28, 'P'],\n",
       "        ['10420283', 'KOS', 20.81, 'P'],\n",
       "        ['10420283', 'MBW', 22.91, 'P'],\n",
       "        ['10420283', 'SOS', 24.45, 'P'],\n",
       "        ['10420283', 'RVW', 25.38, 'P'],\n",
       "        ['10420283', 'VT2', 33.72, 'P'],\n",
       "        ['10420283', 'BOW', 38.83, 'S'],\n",
       "        ['10420283', 'TDL', 39.71, 'S'],\n",
       "        ['10420283', 'FL2', 43.52, 'S'],\n",
       "        ['10420283', 'LTY', 44.19, 'S'],\n",
       "        ['10420283', 'LVP', 47.44, 'S'],\n",
       "        ['10420283', 'MTM', 49.71, 'S'],\n",
       "        ['10420283', 'RC1', 71.17, 'S']], dtype=object),\n",
       " array([['10420373', 'GMW', 3.6, 'P'],\n",
       "        ['10420373', 'GNW', 3.75, 'P'],\n",
       "        ['10420373', 'PGW', 5.17, 'P'],\n",
       "        ['10420373', 'SPW', 6.14, 'P'],\n",
       "        ['10420373', 'GNW', 7.15, 'S'],\n",
       "        ['10420373', 'RMW', 10.47, 'P'],\n",
       "        ['10420373', 'GSM', 13.49, 'P'],\n",
       "        ['10420373', 'OSD', 14.89, 'P'],\n",
       "        ['10420373', 'MEW', 15.13, 'S'],\n",
       "        ['10420373', 'BHW', 15.99, 'S'],\n",
       "        ['10420373', 'OBC', 18.46, 'P'],\n",
       "        ['10420373', 'LTY', 19.92, 'P'],\n",
       "        ['10420373', 'TTW', 21.16, 'S'],\n",
       "        ['10420373', 'OHW', 23.14, 'S'],\n",
       "        ['10420373', 'JCW', 23.81, 'S'],\n",
       "        ['10420373', 'CPW', 24.9, 'S'],\n",
       "        ['10420373', 'RVC', 25.88, 'S'],\n",
       "        ['10420373', 'LCW', 31.01, 'S'],\n",
       "        ['10420373', 'LON', 31.55, 'S'],\n",
       "        ['10420373', 'XTL', 31.88, 'S'],\n",
       "        ['10420373', 'MCW', 34.71, 'S'],\n",
       "        ['10420373', 'PGC', 36.59, 'S'],\n",
       "        ['10420373', 'WPW', 36.92, 'S'],\n",
       "        ['10420373', 'BOW', 38.88, 'S'],\n",
       "        ['10420373', 'TDL', 39.89, 'S'],\n",
       "        ['10420373', 'MBW', 40.22, 'S'],\n",
       "        ['10420373', 'ELK', 40.41, 'S'],\n",
       "        ['10420373', 'LTY', 44.18, 'S'],\n",
       "        ['10420373', 'EDM', 45.24, 'S'],\n",
       "        ['10420373', 'TBM', 47.23, 'S'],\n",
       "        ['10420373', 'CDF', 47.6, 'S'],\n",
       "        ['10420373', 'YA2', 56.29, 'S'],\n",
       "        ['10420373', 'RC1', 71.15, 'S'],\n",
       "        ['10420373', 'TDH', 72.86, 'S'],\n",
       "        ['10420373', 'WRD', 77.09, 'S']], dtype=object),\n",
       " array([['10420413', 'GMW', 3.35, 'P'],\n",
       "        ['10420413', 'GNW', 3.45, 'P'],\n",
       "        ['10420413', 'PGW', 5.09, 'P'],\n",
       "        ['10420413', 'SPW', 5.57, 'P'],\n",
       "        ['10420413', 'GNW', 6.97, 'S'],\n",
       "        ['10420413', 'GSM', 12.73, 'P'],\n",
       "        ['10420413', 'LON', 17.31, 'P'],\n",
       "        ['10420413', 'LO2', 17.34, 'P'],\n",
       "        ['10420413', 'XTL', 17.71, 'P'],\n",
       "        ['10420413', 'MCW', 19.6, 'P'],\n",
       "        ['10420413', 'RPW', 20.08, 'P'],\n",
       "        ['10420413', 'OSR', 20.1, 'P'],\n",
       "        ['10420413', 'WPW', 20.42, 'P'],\n",
       "        ['10420413', 'KOS', 20.64, 'P'],\n",
       "        ['10420413', 'MBW', 22.83, 'P'],\n",
       "        ['10420413', 'CDF', 26.75, 'P'],\n",
       "        ['10420413', 'LON', 31.73, 'S'],\n",
       "        ['10420413', 'BOW', 38.67, 'S'],\n",
       "        ['10420413', 'ELK', 40.07, 'S'],\n",
       "        ['10420413', 'FL2', 43.05, 'S'],\n",
       "        ['10420413', 'LTY', 44.02, 'S'],\n",
       "        ['10420413', 'SHW', 44.6, 'S'],\n",
       "        ['10420413', 'LVP', 47.31, 'S'],\n",
       "        ['10420413', 'VT2', 59.93, 'S'],\n",
       "        ['10420413', 'RC1', 70.56, 'S'],\n",
       "        ['10420413', 'TDH', 72.77, 'S'],\n",
       "        ['10420413', 'LOC', 74.09, 'S']], dtype=object),\n",
       " array([['10420473', 'PGW', 5.05, 'P'],\n",
       "        ['10420473', 'SPW', 5.67, 'P'],\n",
       "        ['10420473', 'RMW', 10.24, 'P'],\n",
       "        ['10420473', 'HTW', 10.63, 'P'],\n",
       "        ['10420473', 'OHW', 23.14, 'S'],\n",
       "        ['10420473', 'BOW', 38.59, 'S'],\n",
       "        ['10420473', 'MBW', 40.49, 'S'],\n",
       "        ['10420473', 'NAC', 47.27, 'S'],\n",
       "        ['10420473', 'ELL', 51.12, 'S']], dtype=object),\n",
       " array([['10420498', 'PGW', 5.1, 'P'],\n",
       "        ['10420498', 'BLN', 16.36, 'S'],\n",
       "        ['10420498', 'LMW', 17.03, 'P'],\n",
       "        ['10420498', 'FMW', 29.27, 'S'],\n",
       "        ['10420498', 'XTL', 31.57, 'S'],\n",
       "        ['10420498', 'BOW', 38.57, 'S']], dtype=object),\n",
       " array([['10420513', 'GMW', 3.44, 'P'],\n",
       "        ['10420513', 'GNW', 3.71, 'P'],\n",
       "        ['10420513', 'SPW', 5.53, 'P'],\n",
       "        ['10420513', 'GNW', 7.11, 'S'],\n",
       "        ['10420513', 'BHW', 8.58, 'P'],\n",
       "        ['10420513', 'RMW', 10.25, 'P'],\n",
       "        ['10420513', 'OSD', 14.76, 'P'],\n",
       "        ['10420513', 'LO2', 17.41, 'P'],\n",
       "        ['10420513', 'TTW', 19.0, 'S'],\n",
       "        ['10420513', 'PGC', 20.19, 'P'],\n",
       "        ['10420513', 'CMM', 20.47, 'P'],\n",
       "        ['10420513', 'KOS', 20.58, 'P'],\n",
       "        ['10420513', 'OOW', 21.3, 'P'],\n",
       "        ['10420513', 'TWW', 23.47, 'P'],\n",
       "        ['10420513', 'LTY', 24.48, 'P'],\n",
       "        ['10420513', 'EDM', 25.62, 'P'],\n",
       "        ['10420513', 'HSR', 25.66, 'P'],\n",
       "        ['10420513', 'TBM', 26.13, 'P'],\n",
       "        ['10420513', 'CDF', 26.55, 'P'],\n",
       "        ['10420513', 'NAC', 26.75, 'P'],\n",
       "        ['10420513', 'ELL', 27.95, 'P'],\n",
       "        ['10420513', 'RCS', 31.33, 'S'],\n",
       "        ['10420513', 'YA2', 31.53, 'P'],\n",
       "        ['10420513', 'WAT', 32.11, 'P'],\n",
       "        ['10420513', 'VT2', 33.91, 'P'],\n",
       "        ['10420513', 'PGC', 36.46, 'S'],\n",
       "        ['10420513', 'BVW', 36.46, 'P'],\n",
       "        ['10420513', 'BRV', 37.19, 'P'],\n",
       "        ['10420513', 'SAW', 39.85, 'P'],\n",
       "        ['10420513', 'TDL', 40.09, 'S'],\n",
       "        ['10420513', 'RC1', 40.2, 'P'],\n",
       "        ['10420513', 'LTY', 43.86, 'S'],\n",
       "        ['10420513', 'FL2', 44.07, 'S'],\n",
       "        ['10420513', 'GUL', 55.9, 'S'],\n",
       "        ['10420513', 'VLM', 64.99, 'S'],\n",
       "        ['10420513', 'VLL', 68.29, 'S'],\n",
       "        ['10420513', 'RC1', 69.43, 'S'],\n",
       "        ['10420513', 'TDH', 72.89, 'S'],\n",
       "        ['10420513', 'CRF', 73.09, 'S'],\n",
       "        ['10420513', 'WIW', 80.91, 'S']], dtype=object),\n",
       " array([['10420638', 'SPW', 5.58, 'P'],\n",
       "        ['10420638', 'HTW', 10.62, 'P'],\n",
       "        ['10420638', 'JCW', 13.51, 'P'],\n",
       "        ['10420638', 'FMW', 15.56, 'P'],\n",
       "        ['10420638', 'XTL', 31.63, 'S'],\n",
       "        ['10420638', 'NAC', 47.28, 'S']], dtype=object),\n",
       " array([['10420653', 'JCW', 13.54, 'P'],\n",
       "        ['10420653', 'LMW', 30.76, 'S'],\n",
       "        ['10420653', 'XTL', 31.55, 'S'],\n",
       "        ['10420653', 'RPW', 35.35, 'S'],\n",
       "        ['10420653', 'BOW', 38.89, 'S']], dtype=object),\n",
       " array([['10420683', 'PGW', 5.2, 'P'],\n",
       "        ['10420683', 'SPW', 5.75, 'P'],\n",
       "        ['10420683', 'HTW', 10.6, 'P'],\n",
       "        ['10420683', 'JCW', 13.45, 'P'],\n",
       "        ['10420683', 'FMW', 16.19, 'P'],\n",
       "        ['10420683', 'BLN', 16.49, 'S'],\n",
       "        ['10420683', 'LMW', 17.0, 'P']], dtype=object),\n",
       " array([['10420703', 'GMW', 3.43, 'P'],\n",
       "        ['10420703', 'GNW', 3.64, 'P'],\n",
       "        ['10420703', 'PGW', 5.01, 'P'],\n",
       "        ['10420703', 'SPW', 5.6, 'P'],\n",
       "        ['10420703', 'HDW', 6.42, 'P'],\n",
       "        ['10420703', 'GNW', 7.14, 'S'],\n",
       "        ['10420703', 'BHW', 8.39, 'P'],\n",
       "        ['10420703', 'RMW', 10.29, 'P'],\n",
       "        ['10420703', 'TTW', 11.09, 'P'],\n",
       "        ['10420703', 'JCW', 13.36, 'P'],\n",
       "        ['10420703', 'RVC', 14.13, 'P'],\n",
       "        ['10420703', 'OBH', 16.6, 'P'],\n",
       "        ['10420703', 'LCW', 16.69, 'P'],\n",
       "        ['10420703', 'RCS', 16.73, 'P'],\n",
       "        ['10420703', 'RWW', 16.97, 'P'],\n",
       "        ['10420703', 'RCM', 17.11, 'P'],\n",
       "        ['10420703', 'LON', 17.32, 'P'],\n",
       "        ['10420703', 'LO2', 17.36, 'P'],\n",
       "        ['10420703', 'OSR', 18.03, 'P'],\n",
       "        ['10420703', 'RVN', 18.5, 'P'],\n",
       "        ['10420703', 'TTW', 19.43, 'S'],\n",
       "        ['10420703', 'ONR', 19.84, 'P'],\n",
       "        ['10420703', 'PGC', 20.22, 'P'],\n",
       "        ['10420703', 'KOS', 20.65, 'P'],\n",
       "        ['10420703', 'OOW', 21.03, 'P'],\n",
       "        ['10420703', 'TWW', 22.92, 'P'],\n",
       "        ['10420703', 'LTY', 23.55, 'P'],\n",
       "        ['10420703', 'SOS', 24.54, 'P'],\n",
       "        ['10420703', 'FL2', 24.54, 'P'],\n",
       "        ['10420703', 'SHW', 25.02, 'P'],\n",
       "        ['10420703', 'YEL', 25.16, 'P'],\n",
       "        ['10420703', 'RVW', 25.27, 'P'],\n",
       "        ['10420703', 'TBM', 25.61, 'P'],\n",
       "        ['10420703', 'EDM', 25.64, 'P'],\n",
       "        ['10420703', 'HSR', 25.75, 'P'],\n",
       "        ['10420703', 'CDF', 26.69, 'P'],\n",
       "        ['10420703', 'ETW', 26.86, 'P'],\n",
       "        ['10420703', 'MTM', 27.71, 'P'],\n",
       "        ['10420703', 'ELL', 27.71, 'P'],\n",
       "        ['10420703', 'NEL', 28.24, 'P'],\n",
       "        ['10420703', 'WIB', 28.41, 'P'],\n",
       "        ['10420703', 'CBS', 30.46, 'P'],\n",
       "        ['10420703', 'RWW', 31.31, 'S'],\n",
       "        ['10420703', 'WAT', 31.33, 'P'],\n",
       "        ['10420703', 'LON', 31.34, 'S'],\n",
       "        ['10420703', 'YA2', 31.49, 'P'],\n",
       "        ['10420703', 'MOX', 32.74, 'P'],\n",
       "        ['10420703', 'EPH', 34.35, 'P'],\n",
       "        ['10420703', 'DY2', 34.42, 'P'],\n",
       "        ['10420703', 'PGC', 36.35, 'S'],\n",
       "        ['10420703', 'MDW', 36.57, 'P'],\n",
       "        ['10420703', 'GL2', 36.68, 'P'],\n",
       "        ['10420703', 'VLM', 36.86, 'P'],\n",
       "        ['10420703', 'WA2', 37.8, 'P'],\n",
       "        ['10420703', 'GBL', 39.47, 'P'],\n",
       "        ['10420703', 'LOC', 39.97, 'P'],\n",
       "        ['10420703', 'RSW', 41.54, 'P'],\n",
       "        ['10420703', 'LTY', 43.05, 'S'],\n",
       "        ['10420703', 'SSO', 46.69, 'P'],\n",
       "        ['10420703', 'WIB', 51.08, 'S'],\n",
       "        ['10420703', 'AUG', 60.91, 'S'],\n",
       "        ['10420703', 'RC1', 71.65, 'S'],\n",
       "        ['10420703', 'WRD', 75.39, 'S'],\n",
       "        ['10420703', 'WIW', 78.71, 'S'],\n",
       "        ['10420703', 'PNT', 80.25, 'S'],\n",
       "        ['10420703', 'OD2', 81.51, 'S']], dtype=object),\n",
       " array([['10420823', 'PGW', 5.12, 'P'],\n",
       "        ['10420823', 'SPW', 5.4, 'P'],\n",
       "        ['10420823', 'RMW', 10.02, 'P'],\n",
       "        ['10420823', 'HTW', 10.44, 'P'],\n",
       "        ['10420823', 'FMW', 16.04, 'P'],\n",
       "        ['10420823', 'LMW', 16.78, 'P'],\n",
       "        ['10420823', 'ELL', 28.44, 'P'],\n",
       "        ['10420823', 'XTL', 31.38, 'S'],\n",
       "        ['10420823', 'RPW', 34.71, 'S'],\n",
       "        ['10420823', 'BOW', 38.53, 'S'],\n",
       "        ['10420823', 'LVP', 47.37, 'S']], dtype=object),\n",
       " array([['10420858', 'PGW', 4.35, 'P'],\n",
       "        ['10420858', 'HTW', 18.98, 'S'],\n",
       "        ['10420858', 'RPW', 34.58, 'S'],\n",
       "        ['10420858', 'BOW', 37.99, 'S']], dtype=object),\n",
       " array([['10420888', 'GNW', 3.03, 'P'],\n",
       "        ['10420888', 'PGW', 4.54, 'P'],\n",
       "        ['10420888', 'SPW', 5.36, 'P'],\n",
       "        ['10420888', 'GNW', 6.29, 'S'],\n",
       "        ['10420888', 'GSM', 12.19, 'P'],\n",
       "        ['10420888', 'FMW', 15.74, 'P'],\n",
       "        ['10420888', 'LCW', 16.33, 'P'],\n",
       "        ['10420888', 'RCS', 18.87, 'P'],\n",
       "        ['10420888', 'ELL', 27.72, 'P'],\n",
       "        ['10420888', 'BOW', 38.11, 'S'],\n",
       "        ['10420888', 'EDM', 45.33, 'S'],\n",
       "        ['10420888', 'LVP', 46.65, 'S']], dtype=object),\n",
       " array([['10420903', 'GNW', 2.95, 'P'],\n",
       "        ['10420903', 'PGW', 4.59, 'P'],\n",
       "        ['10420903', 'SPW', 5.22, 'P'],\n",
       "        ['10420903', 'GNW', 6.41, 'S'],\n",
       "        ['10420903', 'RMW', 9.76, 'P'],\n",
       "        ['10420903', 'FMW', 15.75, 'P'],\n",
       "        ['10420903', 'MCW', 19.4, 'P'],\n",
       "        ['10420903', 'TWW', 23.22, 'P'],\n",
       "        ['10420903', 'ELL', 28.17, 'P'],\n",
       "        ['10420903', 'LCW', 29.62, 'S'],\n",
       "        ['10420903', 'RPW', 34.34, 'S'],\n",
       "        ['10420903', 'BOW', 37.91, 'S'],\n",
       "        ['10420903', 'ELK', 39.75, 'S'],\n",
       "        ['10420903', 'FL2', 42.97, 'S'],\n",
       "        ['10420903', 'EDM', 45.29, 'S'],\n",
       "        ['10420903', 'HSR', 45.68, 'S'],\n",
       "        ['10420903', 'LVP', 46.9, 'S'],\n",
       "        ['10420903', 'RC1', 67.72, 'S']], dtype=object),\n",
       " array([['10420958', 'GNW', 3.05, 'P'],\n",
       "        ['10420958', 'PGW', 4.62, 'P'],\n",
       "        ['10420958', 'SPW', 5.77, 'P'],\n",
       "        ['10420958', 'GNW', 6.29, 'S'],\n",
       "        ['10420958', 'GHW', 10.8, 'P'],\n",
       "        ['10420958', 'FMW', 16.02, 'P'],\n",
       "        ['10420958', 'LCW', 16.55, 'P'],\n",
       "        ['10420958', 'XTL', 17.71, 'P'],\n",
       "        ['10420958', 'MCW', 19.23, 'P'],\n",
       "        ['10420958', 'PGC', 19.9, 'P'],\n",
       "        ['10420958', 'KOS', 20.49, 'P'],\n",
       "        ['10420958', 'MBW', 22.52, 'P'],\n",
       "        ['10420958', 'SOS', 24.19, 'P'],\n",
       "        ['10420958', 'CPW', 24.22, 'S'],\n",
       "        ['10420958', 'MTM', 27.6, 'P'],\n",
       "        ['10420958', 'RWW', 31.01, 'S'],\n",
       "        ['10420958', 'LON', 31.21, 'S'],\n",
       "        ['10420958', 'LO2', 31.54, 'S'],\n",
       "        ['10420958', 'PGC', 35.7, 'S'],\n",
       "        ['10420958', 'TDL', 39.78, 'S'],\n",
       "        ['10420958', 'ELK', 39.95, 'S'],\n",
       "        ['10420958', 'LTY', 43.78, 'S'],\n",
       "        ['10420958', 'SHW', 44.48, 'S'],\n",
       "        ['10420958', 'RC1', 68.42, 'S']], dtype=object),\n",
       " array([['10421008', 'GMW', 2.66, 'P'],\n",
       "        ['10421008', 'GNW', 2.86, 'P'],\n",
       "        ['10421008', 'PGW', 4.43, 'P'],\n",
       "        ['10421008', 'GNW', 6.02, 'S'],\n",
       "        ['10421008', 'LCW', 16.33, 'P'],\n",
       "        ['10421008', 'LON', 17.28, 'P'],\n",
       "        ['10421008', 'LO2', 17.91, 'P'],\n",
       "        ['10421008', 'XTL', 17.99, 'P'],\n",
       "        ['10421008', 'RMW', 18.69, 'S'],\n",
       "        ['10421008', 'BOW', 20.67, 'P'],\n",
       "        ['10421008', 'MBW', 22.33, 'P'],\n",
       "        ['10421008', 'CPW', 24.04, 'S'],\n",
       "        ['10421008', 'LTY', 43.65, 'S'],\n",
       "        ['10421008', 'FL2', 43.7, 'S'],\n",
       "        ['10421008', 'LVP', 47.26, 'S']], dtype=object),\n",
       " array([['10421023', 'FMW', 16.22, 'P'],\n",
       "        ['10421023', 'XTL', 31.68, 'S']], dtype=object),\n",
       " array([['10421043', 'HDW', 11.48, 'S'],\n",
       "        ['10421043', 'RCS', 15.47, 'P']], dtype=object),\n",
       " array([['10425538', 'PGW', 4.84, 'P'],\n",
       "        ['10425538', 'SPW', 5.62, 'P'],\n",
       "        ['10425538', 'GHW', 10.88, 'P'],\n",
       "        ['10425538', 'FMW', 16.14, 'P'],\n",
       "        ['10425538', 'CMM', 20.03, 'P'],\n",
       "        ['10425538', 'XTL', 31.64, 'S'],\n",
       "        ['10425538', 'MCW', 34.53, 'S'],\n",
       "        ['10425538', 'BOW', 38.97, 'S'],\n",
       "        ['10425538', 'NAC', 47.19, 'S'],\n",
       "        ['10425538', 'LVP', 47.53, 'S'],\n",
       "        ['10425538', 'CDF', 47.72, 'S']], dtype=object),\n",
       " array([['10425578', 'GMW', 3.52, 'P'],\n",
       "        ['10425578', 'GNW', 3.75, 'P'],\n",
       "        ['10425578', 'SPW', 5.56, 'P'],\n",
       "        ['10425578', 'GNW', 7.11, 'S'],\n",
       "        ['10425578', 'BHW', 8.25, 'P'],\n",
       "        ['10425578', 'RMW', 10.17, 'P'],\n",
       "        ['10425578', 'GSM', 12.25, 'P'],\n",
       "        ['10425578', 'CPW', 13.47, 'P'],\n",
       "        ['10425578', 'RVC', 14.02, 'P'],\n",
       "        ['10425578', 'OSD', 14.81, 'P'],\n",
       "        ['10425578', 'OBH', 16.6, 'P'],\n",
       "        ['10425578', 'LCW', 16.63, 'P'],\n",
       "        ['10425578', 'RWW', 16.98, 'P'],\n",
       "        ['10425578', 'RCM', 17.09, 'P'],\n",
       "        ['10425578', 'LO2', 17.25, 'P'],\n",
       "        ['10425578', 'RVN', 18.31, 'P'],\n",
       "        ['10425578', 'MCW', 19.31, 'P'],\n",
       "        ['10425578', 'ONR', 19.89, 'P'],\n",
       "        ['10425578', 'WPW', 20.24, 'P'],\n",
       "        ['10425578', 'KOS', 20.54, 'P'],\n",
       "        ['10425578', 'OOW', 21.0, 'P'],\n",
       "        ['10425578', 'MBW', 22.67, 'P'],\n",
       "        ['10425578', 'FL2', 24.34, 'P'],\n",
       "        ['10425578', 'LTY', 24.54, 'P'],\n",
       "        ['10425578', 'YEL', 25.08, 'P'],\n",
       "        ['10425578', 'RVW', 25.11, 'P'],\n",
       "        ['10425578', 'EDM', 25.35, 'P'],\n",
       "        ['10425578', 'TBM', 25.64, 'P'],\n",
       "        ['10425578', 'HSR', 25.73, 'P'],\n",
       "        ['10425578', 'NAC', 26.09, 'P'],\n",
       "        ['10425578', 'MTM', 27.66, 'P'],\n",
       "        ['10425578', 'ASR', 27.84, 'P'],\n",
       "        ['10425578', 'ELL', 28.01, 'P'],\n",
       "        ['10425578', 'NLO', 28.37, 'P'],\n",
       "        ['10425578', 'NEL', 28.48, 'P'],\n",
       "        ['10425578', 'CBS', 30.72, 'P'],\n",
       "        ['10425578', 'RWW', 31.51, 'S'],\n",
       "        ['10425578', 'YA2', 31.58, 'P'],\n",
       "        ['10425578', 'WAT', 32.05, 'P'],\n",
       "        ['10425578', 'MOX', 33.26, 'P'],\n",
       "        ['10425578', 'TRW', 34.9, 'P'],\n",
       "        ['10425578', 'EPH', 35.98, 'P'],\n",
       "        ['10425578', 'MDW', 37.33, 'P'],\n",
       "        ['10425578', 'CRF', 38.29, 'P'],\n",
       "        ['10425578', 'LOC', 39.62, 'P'],\n",
       "        ['10425578', 'LTY', 43.7, 'S'],\n",
       "        ['10425578', 'VBE', 45.72, 'P'],\n",
       "        ['10425578', 'WIB', 51.44, 'S'],\n",
       "        ['10425578', 'TDH', 72.49, 'S']], dtype=object),\n",
       " array([['10425918', 'GMW', 3.34, 'P'],\n",
       "        ['10425918', 'GNW', 3.4, 'P'],\n",
       "        ['10425918', 'PGW', 4.89, 'P'],\n",
       "        ['10425918', 'SPW', 5.49, 'P'],\n",
       "        ['10425918', 'HDW', 6.33, 'P'],\n",
       "        ['10425918', 'HTW', 10.4, 'P'],\n",
       "        ['10425918', 'SMW', 11.31, 'P'],\n",
       "        ['10425918', 'JCW', 13.23, 'P'],\n",
       "        ['10425918', 'RPW', 19.8, 'P'],\n",
       "        ['10425918', 'NAC', 28.2, 'P']], dtype=object),\n",
       " array([['10425943', 'GMW', 3.41, 'P'],\n",
       "        ['10425943', 'PGW', 5.12, 'P'],\n",
       "        ['10425943', 'SPW', 5.67, 'P'],\n",
       "        ['10425943', 'HDW', 6.41, 'P'],\n",
       "        ['10425943', 'HTW', 10.43, 'P'],\n",
       "        ['10425943', 'JCW', 13.46, 'P'],\n",
       "        ['10425943', 'RMW', 18.11, 'S'],\n",
       "        ['10425943', 'RPW', 20.07, 'P'],\n",
       "        ['10425943', 'NAC', 27.97, 'P'],\n",
       "        ['10425943', 'MCW', 35.06, 'S'],\n",
       "        ['10425943', 'CDF', 48.27, 'S']], dtype=object),\n",
       " array([['10425958', 'PGW', 4.93, 'P'],\n",
       "        ['10425958', 'SPW', 5.4, 'P'],\n",
       "        ['10425958', 'JCW', 13.26, 'P'],\n",
       "        ['10425958', 'FMW', 16.28, 'P'],\n",
       "        ['10425958', 'MBW', 22.68, 'P'],\n",
       "        ['10425958', 'ELL', 28.52, 'P'],\n",
       "        ['10425958', 'XTL', 31.55, 'S']], dtype=object),\n",
       " array([['10426208', 'PGW', 4.89, 'P'],\n",
       "        ['10426208', 'BLN', 17.16, 'S'],\n",
       "        ['10426208', 'OHW', 23.14, 'S'],\n",
       "        ['10426208', 'CDF', 26.82, 'P'],\n",
       "        ['10426208', 'LCW', 30.11, 'S'],\n",
       "        ['10426208', 'MCW', 34.72, 'S'],\n",
       "        ['10426208', 'BOW', 38.75, 'S']], dtype=object),\n",
       " array([['10426228', 'GNW', 3.67, 'P'],\n",
       "        ['10426228', 'PGW', 4.9, 'P'],\n",
       "        ['10426228', 'GNW', 7.21, 'S'],\n",
       "        ['10426228', 'BLN', 8.85, 'P'],\n",
       "        ['10426228', 'RMW', 10.23, 'P'],\n",
       "        ['10426228', 'XTL', 19.16, 'P'],\n",
       "        ['10426228', 'RCS', 28.08, 'P'],\n",
       "        ['10426228', 'RPW', 34.81, 'S'],\n",
       "        ['10426228', 'SOS', 43.57, 'S'],\n",
       "        ['10426228', 'LVP', 48.11, 'S']], dtype=object),\n",
       " array([['10426528', 'GMW', 3.15, 'P'],\n",
       "        ['10426528', 'GNW', 3.4, 'P'],\n",
       "        ['10426528', 'PGW', 4.86, 'P'],\n",
       "        ['10426528', 'SEA', 5.43, 'P'],\n",
       "        ['10426528', 'SPW', 5.68, 'P'],\n",
       "        ['10426528', 'HDW', 6.1, 'P'],\n",
       "        ['10426528', 'GNW', 6.72, 'S'],\n",
       "        ['10426528', 'BHW', 8.24, 'P'],\n",
       "        ['10426528', 'BLN', 8.67, 'P'],\n",
       "        ['10426528', 'RMW', 10.3, 'P'],\n",
       "        ['10426528', 'HTW', 10.62, 'P'],\n",
       "        ['10426528', 'GHW', 10.79, 'P'],\n",
       "        ['10426528', 'TTW', 10.89, 'P'],\n",
       "        ['10426528', 'RVC', 14.05, 'P'],\n",
       "        ['10426528', 'OSD', 14.5, 'P'],\n",
       "        ['10426528', 'RCS', 16.56, 'P'],\n",
       "        ['10426528', 'RWW', 16.8, 'P'],\n",
       "        ['10426528', 'LMW', 16.89, 'P'],\n",
       "        ['10426528', 'RCM', 17.02, 'P'],\n",
       "        ['10426528', 'LO2', 17.23, 'P'],\n",
       "        ['10426528', 'LON', 17.25, 'P'],\n",
       "        ['10426528', 'TTW', 19.37, 'S'],\n",
       "        ['10426528', 'ONR', 19.79, 'P'],\n",
       "        ['10426528', 'PGC', 20.1, 'P'],\n",
       "        ['10426528', 'WPW', 20.24, 'P'],\n",
       "        ['10426528', 'CMM', 20.41, 'P'],\n",
       "        ['10426528', 'KOS', 20.57, 'P'],\n",
       "        ['10426528', 'TDL', 22.19, 'P'],\n",
       "        ['10426528', 'TWW', 22.84, 'P'],\n",
       "        ['10426528', 'STD', 24.06, 'P'],\n",
       "        ['10426528', 'SOS', 24.13, 'P'],\n",
       "        ['10426528', 'LTY', 24.13, 'P'],\n",
       "        ['10426528', 'YEL', 24.94, 'P'],\n",
       "        ['10426528', 'RVW', 25.16, 'P'],\n",
       "        ['10426528', 'EDM', 25.54, 'P'],\n",
       "        ['10426528', 'HSR', 25.57, 'P'],\n",
       "        ['10426528', 'TBM', 26.08, 'P'],\n",
       "        ['10426528', 'CDF', 26.58, 'P'],\n",
       "        ['10426528', 'NAC', 26.67, 'P'],\n",
       "        ['10426528', 'MTM', 27.57, 'P'],\n",
       "        ['10426528', 'ASR', 27.73, 'P'],\n",
       "        ['10426528', 'ETW', 27.9, 'P'],\n",
       "        ['10426528', 'ELL', 28.18, 'P'],\n",
       "        ['10426528', 'NEL', 28.59, 'P'],\n",
       "        ['10426528', 'CBS', 30.52, 'P'],\n",
       "        ['10426528', 'LON', 31.13, 'S'],\n",
       "        ['10426528', 'YA2', 31.25, 'P'],\n",
       "        ['10426528', 'WAT', 31.32, 'P'],\n",
       "        ['10426528', 'GUL', 31.83, 'P'],\n",
       "        ['10426528', 'MOX', 32.93, 'P'],\n",
       "        ['10426528', 'VT2', 33.65, 'P'],\n",
       "        ['10426528', 'EPH', 34.67, 'P'],\n",
       "        ['10426528', 'PGC', 36.33, 'S'],\n",
       "        ['10426528', 'MDW', 36.86, 'P'],\n",
       "        ['10426528', 'RC1', 37.63, 'P'],\n",
       "        ['10426528', 'WA2', 37.87, 'P'],\n",
       "        ['10426528', 'CRF', 38.35, 'P'],\n",
       "        ['10426528', 'RSW', 41.13, 'P'],\n",
       "        ['10426528', 'LTY', 43.87, 'S'],\n",
       "        ['10426528', 'VBE', 45.85, 'P'],\n",
       "        ['10426528', 'WIB', 51.03, 'S'],\n",
       "        ['10426528', 'RC1', 69.62, 'S'],\n",
       "        ['10426528', 'TDH', 73.0, 'S']], dtype=object),\n",
       " array([], shape=(0, 4), dtype=object),\n",
       " array([['10426673', 'GMW', 3.41, 'P'],\n",
       "        ['10426673', 'GNW', 3.67, 'P'],\n",
       "        ['10426673', 'PGW', 4.94, 'P'],\n",
       "        ['10426673', 'SPW', 5.51, 'P'],\n",
       "        ['10426673', 'GNW', 7.13, 'S'],\n",
       "        ['10426673', 'RMW', 10.22, 'P'],\n",
       "        ['10426673', 'GHW', 10.86, 'P'],\n",
       "        ['10426673', 'RVC', 14.12, 'P'],\n",
       "        ['10426673', 'OSD', 14.69, 'P'],\n",
       "        ['10426673', 'FMW', 16.12, 'P'],\n",
       "        ['10426673', 'LCW', 16.69, 'P'],\n",
       "        ['10426673', 'OBH', 16.88, 'P'],\n",
       "        ['10426673', 'RCS', 16.94, 'P'],\n",
       "        ['10426673', 'LON', 17.28, 'P'],\n",
       "        ['10426673', 'LO2', 17.42, 'P'],\n",
       "        ['10426673', 'OSR', 18.17, 'P'],\n",
       "        ['10426673', 'RVN', 18.4, 'P'],\n",
       "        ['10426673', 'TTW', 19.3, 'S'],\n",
       "        ['10426673', 'PGC', 20.29, 'P'],\n",
       "        ['10426673', 'CMM', 20.61, 'P'],\n",
       "        ['10426673', 'KOS', 20.73, 'P'],\n",
       "        ['10426673', 'MBW', 22.68, 'P'],\n",
       "        ['10426673', 'TWW', 22.89, 'P'],\n",
       "        ['10426673', 'SOS', 24.46, 'P'],\n",
       "        ['10426673', 'LTY', 24.6, 'P'],\n",
       "        ['10426673', 'SHW', 25.01, 'P'],\n",
       "        ['10426673', 'EDM', 25.8, 'P'],\n",
       "        ['10426673', 'TBM', 26.0, 'P'],\n",
       "        ['10426673', 'NAC', 26.22, 'P'],\n",
       "        ['10426673', 'CDF', 26.73, 'P'],\n",
       "        ['10426673', 'ASR', 27.92, 'P'],\n",
       "        ['10426673', 'MTM', 28.02, 'P'],\n",
       "        ['10426673', 'ELL', 28.13, 'P'],\n",
       "        ['10426673', 'RWW', 31.44, 'S'],\n",
       "        ['10426673', 'YA2', 31.51, 'P'],\n",
       "        ['10426673', 'GUL', 32.09, 'P'],\n",
       "        ['10426673', 'WAT', 32.39, 'P'],\n",
       "        ['10426673', 'MOX', 32.86, 'P'],\n",
       "        ['10426673', 'VT2', 33.57, 'P'],\n",
       "        ['10426673', 'EPH', 34.74, 'P'],\n",
       "        ['10426673', 'PGC', 36.31, 'S'],\n",
       "        ['10426673', 'TDL', 39.6, 'S'],\n",
       "        ['10426673', 'LTY', 44.3, 'S'],\n",
       "        ['10426673', 'RC1', 71.11, 'S'],\n",
       "        ['10426673', 'TDH', 72.68, 'S']], dtype=object),\n",
       " array([['10426753', 'GMW', 3.44, 'P'],\n",
       "        ['10426753', 'GNW', 3.68, 'P'],\n",
       "        ['10426753', 'PGW', 4.9, 'P'],\n",
       "        ['10426753', 'SEA', 4.99, 'P'],\n",
       "        ['10426753', 'SPW', 5.53, 'P'],\n",
       "        ['10426753', 'HDW', 6.37, 'P'],\n",
       "        ['10426753', 'GNW', 7.24, 'S'],\n",
       "        ['10426753', 'BHW', 8.16, 'P'],\n",
       "        ['10426753', 'MEW', 8.65, 'P'],\n",
       "        ['10426753', 'BLN', 8.84, 'P'],\n",
       "        ['10426753', 'RMW', 10.2, 'P'],\n",
       "        ['10426753', 'HTW', 10.52, 'P'],\n",
       "        ['10426753', 'TTW', 10.85, 'P'],\n",
       "        ['10426753', 'SMW', 11.28, 'P'],\n",
       "        ['10426753', 'GSM', 12.36, 'P'],\n",
       "        ['10426753', 'OHW', 12.83, 'P'],\n",
       "        ['10426753', 'JCW', 13.18, 'P'],\n",
       "        ['10426753', 'CPW', 13.5, 'P'],\n",
       "        ['10426753', 'RVC', 14.09, 'P'],\n",
       "        ['10426753', 'OSD', 14.71, 'P'],\n",
       "        ['10426753', 'FMW', 16.2, 'P'],\n",
       "        ['10426753', 'STW', 16.3, 'P'],\n",
       "        ['10426753', 'RCS', 16.55, 'P'],\n",
       "        ['10426753', 'OBH', 16.58, 'P'],\n",
       "        ['10426753', 'LCW', 16.61, 'P'],\n",
       "        ['10426753', 'RWW', 17.01, 'P'],\n",
       "        ['10426753', 'RCM', 17.03, 'P'],\n",
       "        ['10426753', 'LO2', 17.29, 'P'],\n",
       "        ['10426753', 'OSR', 17.52, 'P'],\n",
       "        ['10426753', 'XTL', 17.79, 'P'],\n",
       "        ['10426753', 'RVN', 18.26, 'P'],\n",
       "        ['10426753', 'TTW', 19.01, 'S'],\n",
       "        ['10426753', 'MCW', 19.04, 'P'],\n",
       "        ['10426753', 'RPW', 19.71, 'P'],\n",
       "        ['10426753', 'ONR', 19.91, 'P'],\n",
       "        ['10426753', 'PGC', 20.17, 'P'],\n",
       "        ['10426753', 'WPW', 20.28, 'P'],\n",
       "        ['10426753', 'CMM', 20.51, 'P'],\n",
       "        ['10426753', 'KOS', 20.59, 'P'],\n",
       "        ['10426753', 'OOW', 20.93, 'P'],\n",
       "        ['10426753', 'BOW', 21.19, 'P'],\n",
       "        ['10426753', 'TWW', 22.54, 'P'],\n",
       "        ['10426753', 'MBW', 22.61, 'P'],\n",
       "        ['10426753', 'LTY', 23.47, 'P'],\n",
       "        ['10426753', 'FL2', 24.01, 'P'],\n",
       "        ['10426753', 'SOS', 24.15, 'P'],\n",
       "        ['10426753', 'OTR', 24.4, 'P'],\n",
       "        ['10426753', 'EDM', 24.97, 'P'],\n",
       "        ['10426753', 'YEL', 25.04, 'P'],\n",
       "        ['10426753', 'RVW', 25.1, 'P'],\n",
       "        ['10426753', 'TBM', 25.11, 'P'],\n",
       "        ['10426753', 'HSR', 25.58, 'P'],\n",
       "        ['10426753', 'NAC', 26.03, 'P'],\n",
       "        ['10426753', 'CDF', 26.52, 'P'],\n",
       "        ['10426753', 'ETW', 26.77, 'P'],\n",
       "        ['10426753', 'WIB', 27.05, 'P'],\n",
       "        ['10426753', 'RAI', 27.05, 'P'],\n",
       "        ['10426753', 'ELL', 27.13, 'P'],\n",
       "        ['10426753', 'MTM', 27.56, 'P'],\n",
       "        ['10426753', 'NEL', 27.67, 'P'],\n",
       "        ['10426753', 'ASR', 27.76, 'P'],\n",
       "        ['10426753', 'NLO', 28.28, 'P'],\n",
       "        ['10426753', 'CBS', 30.27, 'P'],\n",
       "        ['10426753', 'WAT', 30.89, 'P'],\n",
       "        ['10426753', 'YA2', 30.94, 'P'],\n",
       "        ['10426753', 'LON', 31.19, 'S'],\n",
       "        ['10426753', 'RWW', 31.59, 'S'],\n",
       "        ['10426753', 'MOX', 32.32, 'P'],\n",
       "        ['10426753', 'VT2', 32.59, 'P'],\n",
       "        ['10426753', 'DY2', 33.28, 'P'],\n",
       "        ['10426753', 'TRW', 33.44, 'P'],\n",
       "        ['10426753', 'EPH', 34.24, 'P'],\n",
       "        ['10426753', 'BVW', 34.45, 'P'],\n",
       "        ['10426753', 'KMO', 34.69, 'P'],\n",
       "        ['10426753', 'SAW', 35.1, 'P'],\n",
       "        ['10426753', 'WPO', 35.28, 'P'],\n",
       "        ['10426753', 'BRV', 35.79, 'P'],\n",
       "        ['10426753', 'GL2', 35.96, 'P'],\n",
       "        ['10426753', 'VLM', 36.22, 'P'],\n",
       "        ['10426753', 'PGC', 36.37, 'S'],\n",
       "        ['10426753', 'MDW', 36.41, 'P'],\n",
       "        ['10426753', 'RC1', 36.86, 'P'],\n",
       "        ['10426753', 'WA2', 37.26, 'P'],\n",
       "        ['10426753', 'CRF', 38.03, 'P'],\n",
       "        ['10426753', 'LOC', 38.57, 'P'],\n",
       "        ['10426753', 'VLL', 38.76, 'P'],\n",
       "        ['10426753', 'TKO', 38.9, 'P'],\n",
       "        ['10426753', 'GBL', 39.0, 'P'],\n",
       "        ['10426753', 'WRD', 39.2, 'P'],\n",
       "        ['10426753', 'PRO', 39.76, 'P'],\n",
       "        ['10426753', 'MJ2', 40.13, 'P'],\n",
       "        ['10426753', 'OT3', 40.3, 'P'],\n",
       "        ['10426753', 'RSW', 40.44, 'P'],\n",
       "        ['10426753', 'TDH', 40.89, 'P'],\n",
       "        ['10426753', 'VGB', 41.16, 'P'],\n",
       "        ['10426753', 'VG2', 41.54, 'P'],\n",
       "        ['10426753', 'OD2', 41.85, 'P'],\n",
       "        ['10426753', 'PNT', 42.05, 'P'],\n",
       "        ['10426753', 'WIW', 42.26, 'P'],\n",
       "        ['10426753', 'ET3', 43.21, 'P'],\n",
       "        ['10426753', 'LTY', 43.95, 'S'],\n",
       "        ['10426753', 'VBE', 44.98, 'P'],\n",
       "        ['10426753', 'OFR', 45.09, 'S'],\n",
       "        ['10426753', 'VTH', 45.83, 'P'],\n",
       "        ['10426753', 'SSO', 45.94, 'P'],\n",
       "        ['10426753', 'JBO', 45.99, 'P'],\n",
       "        ['10426753', 'DPW', 46.24, 'P'],\n",
       "        ['10426753', 'VCR', 46.57, 'P'],\n",
       "        ['10426753', 'PMB', 48.25, 'P'],\n",
       "        ['10426753', 'RAI', 48.9, 'S'],\n",
       "        ['10426753', 'BPO', 50.35, 'P'],\n",
       "        ['10426753', 'COR', 51.0, 'P'],\n",
       "        ['10426753', 'WIB', 51.15, 'S'],\n",
       "        ['10426753', 'LNO', 53.6, 'P'],\n",
       "        ['10426753', 'VIP', 55.59, 'P'],\n",
       "        ['10426753', 'HBO', 60.73, 'P'],\n",
       "        ['10426753', 'HSO', 66.23, 'P'],\n",
       "        ['10426753', 'PNT', 80.23, 'S'],\n",
       "        ['10426753', 'PAT', 81.03, 'S'],\n",
       "        ['10426753', 'PMB', 87.37, 'S']], dtype=object),\n",
       " array([['10426908', 'GNW', 3.65, 'P'],\n",
       "        ['10426908', 'PGW', 4.83, 'P'],\n",
       "        ['10426908', 'SPW', 5.82, 'P'],\n",
       "        ['10426908', 'GNW', 7.11, 'S'],\n",
       "        ['10426908', 'HTW', 10.47, 'P'],\n",
       "        ['10426908', 'GSM', 12.57, 'P'],\n",
       "        ['10426908', 'LCW', 16.64, 'P'],\n",
       "        ['10426908', 'RCS', 16.95, 'P'],\n",
       "        ['10426908', 'MCW', 19.24, 'P'],\n",
       "        ['10426908', 'RPW', 19.57, 'P'],\n",
       "        ['10426908', 'KOS', 20.73, 'P'],\n",
       "        ['10426908', 'MBW', 22.47, 'P'],\n",
       "        ['10426908', 'ASR', 27.84, 'P'],\n",
       "        ['10426908', 'MTM', 28.09, 'P'],\n",
       "        ['10426908', 'ELL', 28.62, 'P'],\n",
       "        ['10426908', 'XTL', 31.64, 'S'],\n",
       "        ['10426908', 'BOW', 38.72, 'S'],\n",
       "        ['10426908', 'TDL', 40.05, 'S'],\n",
       "        ['10426908', 'ELK', 40.37, 'S'],\n",
       "        ['10426908', 'TWW', 42.35, 'S'],\n",
       "        ['10426908', 'FL2', 43.72, 'S'],\n",
       "        ['10426908', 'SHW', 45.22, 'S'],\n",
       "        ['10426908', 'TBM', 46.83, 'S'],\n",
       "        ['10426908', 'EPH', 66.14, 'S'],\n",
       "        ['10426908', 'RC1', 69.28, 'S']], dtype=object),\n",
       " array([['10426973', 'PGW', 4.49, 'P'],\n",
       "        ['10426973', 'SPW', 5.2, 'P'],\n",
       "        ['10426973', 'HDW', 6.02, 'P'],\n",
       "        ['10426973', 'RMW', 9.73, 'P'],\n",
       "        ['10426973', 'GSM', 12.4, 'P'],\n",
       "        ['10426973', 'MCW', 18.98, 'P'],\n",
       "        ['10426973', 'SOS', 24.65, 'P'],\n",
       "        ['10426973', 'XTL', 31.26, 'S'],\n",
       "        ['10426973', 'MBW', 39.64, 'S'],\n",
       "        ['10426973', 'TDL', 39.72, 'S'],\n",
       "        ['10426973', 'FL2', 43.36, 'S'],\n",
       "        ['10426973', 'EDM', 45.01, 'S'],\n",
       "        ['10426973', 'NAC', 47.03, 'S'],\n",
       "        ['10426973', 'ELL', 51.17, 'S']], dtype=object),\n",
       " array([['10427033', 'BLN', 8.77, 'P'],\n",
       "        ['10427033', 'SMW', 11.31, 'P'],\n",
       "        ['10427033', 'JCW', 13.1, 'P']], dtype=object),\n",
       " array([['10427068', 'RMW', 10.42, 'P'],\n",
       "        ['10427068', 'JCW', 12.73, 'P'],\n",
       "        ['10427068', 'BLN', 15.66, 'S'],\n",
       "        ['10427068', 'XTL', 30.95, 'S'],\n",
       "        ['10427068', 'RPW', 34.19, 'S'],\n",
       "        ['10427068', 'BOW', 38.17, 'S'],\n",
       "        ['10427068', 'ELK', 39.75, 'S'],\n",
       "        ['10427068', 'FL2', 43.33, 'S'],\n",
       "        ['10427068', 'NAC', 46.7, 'S'],\n",
       "        ['10427068', 'LVP', 47.19, 'S']], dtype=object),\n",
       " array([['10427103', 'PGW', 4.87, 'P'],\n",
       "        ['10427103', 'SPW', 5.47, 'P'],\n",
       "        ['10427103', 'RMW', 10.31, 'P'],\n",
       "        ['10427103', 'HTW', 10.41, 'P'],\n",
       "        ['10427103', 'GHW', 10.76, 'P'],\n",
       "        ['10427103', 'LCW', 16.59, 'P'],\n",
       "        ['10427103', 'RCS', 16.95, 'P'],\n",
       "        ['10427103', 'RCM', 16.99, 'P'],\n",
       "        ['10427103', 'OBH', 17.05, 'P'],\n",
       "        ['10427103', 'LO2', 17.85, 'P'],\n",
       "        ['10427103', 'MCW', 19.47, 'P'],\n",
       "        ['10427103', 'OHW', 23.01, 'S'],\n",
       "        ['10427103', 'PGC', 23.4, 'P'],\n",
       "        ['10427103', 'CPW', 24.7, 'S'],\n",
       "        ['10427103', 'CDF', 26.65, 'P'],\n",
       "        ['10427103', 'NAC', 26.82, 'P'],\n",
       "        ['10427103', 'ETW', 28.12, 'P'],\n",
       "        ['10427103', 'ELL', 28.58, 'P'],\n",
       "        ['10427103', 'VT2', 33.92, 'P'],\n",
       "        ['10427103', 'PGC', 36.48, 'S'],\n",
       "        ['10427103', 'BOW', 38.74, 'S'],\n",
       "        ['10427103', 'TDL', 39.93, 'S'],\n",
       "        ['10427103', 'ELK', 40.42, 'S'],\n",
       "        ['10427103', 'SOS', 43.55, 'S'],\n",
       "        ['10427103', 'EDM', 45.27, 'S']], dtype=object),\n",
       " array([['10427138', 'PGW', 4.95, 'P'],\n",
       "        ['10427138', 'BLN', 16.39, 'S'],\n",
       "        ['10427138', 'FMW', 29.17, 'S'],\n",
       "        ['10427138', 'BOW', 38.82, 'S'],\n",
       "        ['10427138', 'MBW', 40.26, 'S']], dtype=object),\n",
       " array([['10427313', 'HTW', 10.71, 'P'],\n",
       "        ['10427313', 'BLN', 16.24, 'S'],\n",
       "        ['10427313', 'FMW', 16.41, 'P'],\n",
       "        ['10427313', 'GSM', 24.18, 'S'],\n",
       "        ['10427313', 'RCS', 33.94, 'S'],\n",
       "        ['10427313', 'MCW', 34.89, 'S'],\n",
       "        ['10427313', 'RPW', 35.37, 'S'],\n",
       "        ['10427313', 'BOW', 38.71, 'S']], dtype=object),\n",
       " array([['10427413', 'FMW', 16.1, 'P'],\n",
       "        ['10427413', 'RPW', 35.35, 'S'],\n",
       "        ['10427413', 'LVP', 47.3, 'S']], dtype=object),\n",
       " array([['10427503', 'PGW', 4.5, 'P'],\n",
       "        ['10427503', 'GSM', 12.16, 'P'],\n",
       "        ['10427503', 'BLN', 15.61, 'S'],\n",
       "        ['10427503', 'FMW', 15.95, 'P'],\n",
       "        ['10427503', 'CPW', 24.01, 'S'],\n",
       "        ['10427503', 'ASR', 27.72, 'P'],\n",
       "        ['10427503', 'RPW', 34.6, 'S'],\n",
       "        ['10427503', 'BOW', 37.93, 'S'],\n",
       "        ['10427503', 'MBW', 40.93, 'S'],\n",
       "        ['10427503', 'LVP', 47.47, 'S'],\n",
       "        ['10427503', 'MTM', 49.25, 'S'],\n",
       "        ['10427503', 'ELL', 49.91, 'S']], dtype=object),\n",
       " array([['10427778', 'GMW', 3.63, 'P'],\n",
       "        ['10427778', 'PGW', 4.96, 'P'],\n",
       "        ['10427778', 'BLN', 8.98, 'P'],\n",
       "        ['10427778', 'HTW', 10.35, 'P'],\n",
       "        ['10427778', 'FMW', 16.51, 'P'],\n",
       "        ['10427778', 'GSM', 23.89, 'S']], dtype=object),\n",
       " array([['10427893', 'GNW', 3.38, 'P'],\n",
       "        ['10427893', 'PGW', 4.75, 'P'],\n",
       "        ['10427893', 'SPW', 5.16, 'P'],\n",
       "        ['10427893', 'GNW', 6.9, 'S'],\n",
       "        ['10427893', 'HTW', 10.12, 'P'],\n",
       "        ['10427893', 'GHW', 10.39, 'P'],\n",
       "        ['10427893', 'GSM', 11.99, 'P'],\n",
       "        ['10427893', 'OHW', 12.68, 'P'],\n",
       "        ['10427893', 'JCW', 12.91, 'P'],\n",
       "        ['10427893', 'RVC', 13.69, 'P'],\n",
       "        ['10427893', 'MEW', 14.5, 'S'],\n",
       "        ['10427893', 'OBH', 16.43, 'P'],\n",
       "        ['10427893', 'RCM', 16.71, 'P'],\n",
       "        ['10427893', 'LON', 16.87, 'P'],\n",
       "        ['10427893', 'LO2', 16.93, 'P'],\n",
       "        ['10427893', 'RVN', 17.91, 'P'],\n",
       "        ['10427893', 'TTW', 18.85, 'S'],\n",
       "        ['10427893', 'PGC', 20.02, 'P'],\n",
       "        ['10427893', 'KOS', 20.26, 'P'],\n",
       "        ['10427893', 'MBW', 22.35, 'P'],\n",
       "        ['10427893', 'CPW', 24.3, 'S'],\n",
       "        ['10427893', 'EDM', 25.69, 'P'],\n",
       "        ['10427893', 'TBM', 25.8, 'P'],\n",
       "        ['10427893', 'ELL', 28.1, 'P'],\n",
       "        ['10427893', 'RCS', 29.14, 'S'],\n",
       "        ['10427893', 'LCW', 29.72, 'S'],\n",
       "        ['10427893', 'LON', 30.95, 'S'],\n",
       "        ['10427893', 'RWW', 31.35, 'S'],\n",
       "        ['10427893', 'GUL', 31.56, 'P'],\n",
       "        ['10427893', 'VT2', 33.62, 'P'],\n",
       "        ['10427893', 'PGC', 36.22, 'S'],\n",
       "        ['10427893', 'WPW', 36.52, 'S'],\n",
       "        ['10427893', 'BRV', 36.59, 'P'],\n",
       "        ['10427893', 'MDW', 37.56, 'P'],\n",
       "        ['10427893', 'TDL', 39.42, 'S'],\n",
       "        ['10427893', 'ELK', 39.62, 'S'],\n",
       "        ['10427893', 'TWW', 40.97, 'S'],\n",
       "        ['10427893', 'FL2', 43.03, 'S'],\n",
       "        ['10427893', 'LTY', 43.27, 'S'],\n",
       "        ['10427893', 'LVP', 46.86, 'S'],\n",
       "        ['10427893', 'MTM', 48.67, 'S'],\n",
       "        ['10427893', 'GBL', 71.82, 'S']], dtype=object),\n",
       " array([['10427958', 'PGW', 4.85, 'P'],\n",
       "        ['10427958', 'SPW', 10.9, 'S'],\n",
       "        ['10427958', 'LMW', 29.96, 'S'],\n",
       "        ['10427958', 'XTL', 31.01, 'S'],\n",
       "        ['10427958', 'MCW', 34.83, 'S'],\n",
       "        ['10427958', 'BOW', 38.37, 'S'],\n",
       "        ['10427958', 'NAC', 46.61, 'S']], dtype=object),\n",
       " array([['10419703', 'PGW', 4.95, 'P'],\n",
       "        ['10419703', 'SPW', 5.34, 'P'],\n",
       "        ['10419703', 'BLN', 8.98, 'P'],\n",
       "        ['10419703', 'HTW', 10.33, 'P'],\n",
       "        ['10419703', 'GSM', 12.52, 'P'],\n",
       "        ['10419703', 'FMW', 15.93, 'P'],\n",
       "        ['10419703', 'RCS', 16.38, 'P'],\n",
       "        ['10419703', 'LO2', 17.15, 'P'],\n",
       "        ['10419703', 'RMW', 18.27, 'S'],\n",
       "        ['10419703', 'MBW', 22.52, 'P'],\n",
       "        ['10419703', 'WPW', 36.66, 'S'],\n",
       "        ['10419703', 'FL2', 43.21, 'S'],\n",
       "        ['10419703', 'CDF', 47.17, 'S'],\n",
       "        ['10419703', 'EPH', 62.71, 'S']], dtype=object),\n",
       " array([['10420163', 'PGW', 4.89, 'P'],\n",
       "        ['10420163', 'HTW', 10.54, 'P'],\n",
       "        ['10420163', 'GSM', 23.34, 'S'],\n",
       "        ['10420163', 'FMW', 29.52, 'S'],\n",
       "        ['10420163', 'MCW', 34.72, 'S'],\n",
       "        ['10420163', 'RPW', 35.26, 'S'],\n",
       "        ['10420163', 'BOW', 38.87, 'S'],\n",
       "        ['10420163', 'NAC', 48.16, 'S']], dtype=object),\n",
       " array([['10420803', 'PGW', 4.89, 'P'],\n",
       "        ['10420803', 'GSM', 12.77, 'P'],\n",
       "        ['10420803', 'OSR', 19.85, 'P'],\n",
       "        ['10420803', 'OHW', 22.47, 'S'],\n",
       "        ['10420803', 'TBM', 26.26, 'P'],\n",
       "        ['10420803', 'XTL', 31.63, 'S'],\n",
       "        ['10420803', 'RPW', 34.93, 'S'],\n",
       "        ['10420803', 'BOW', 38.52, 'S'],\n",
       "        ['10420803', 'SHW', 45.14, 'S'],\n",
       "        ['10420803', 'NAC', 46.89, 'S'],\n",
       "        ['10420803', 'CDF', 47.77, 'S'],\n",
       "        ['10420803', 'LVP', 47.79, 'S'],\n",
       "        ['10420803', 'RC1', 71.25, 'S']], dtype=object),\n",
       " array([['10420833', 'GNW', 3.58, 'P'],\n",
       "        ['10420833', 'PGW', 4.96, 'P'],\n",
       "        ['10420833', 'GNW', 6.81, 'S'],\n",
       "        ['10420833', 'HTW', 10.61, 'P'],\n",
       "        ['10420833', 'CPW', 24.59, 'S'],\n",
       "        ['10420833', 'ELL', 28.8, 'P'],\n",
       "        ['10420833', 'NAC', 46.94, 'S']], dtype=object),\n",
       " array([['10420973', 'PGW', 5.06, 'P'],\n",
       "        ['10420973', 'HTW', 10.49, 'P'],\n",
       "        ['10420973', 'JCW', 13.22, 'P'],\n",
       "        ['10420973', 'XTL', 31.3, 'S']], dtype=object),\n",
       " array([['10421003', 'GMW', 3.53, 'P'],\n",
       "        ['10421003', 'PGW', 5.07, 'P'],\n",
       "        ['10421003', 'LMW', 17.05, 'P'],\n",
       "        ['10421003', 'XTL', 18.03, 'P'],\n",
       "        ['10421003', 'RMW', 18.18, 'S'],\n",
       "        ['10421003', 'BOW', 38.84, 'S'],\n",
       "        ['10421003', 'TWW', 42.14, 'S'],\n",
       "        ['10421003', 'LVP', 47.34, 'S']], dtype=object),\n",
       " array([['10421013', 'PGW', 4.64, 'P'],\n",
       "        ['10421013', 'JCW', 12.98, 'P'],\n",
       "        ['10421013', 'FMW', 15.69, 'P']], dtype=object),\n",
       " array([['10421058', 'PGW', 4.96, 'P'],\n",
       "        ['10421058', 'SPW', 5.76, 'P'],\n",
       "        ['10421058', 'RMW', 10.39, 'P'],\n",
       "        ['10421058', 'HTW', 10.75, 'P'],\n",
       "        ['10421058', 'TTW', 11.07, 'P'],\n",
       "        ['10421058', 'GSM', 12.52, 'P'],\n",
       "        ['10421058', 'OBH', 16.7, 'P'],\n",
       "        ['10421058', 'RWW', 16.87, 'P'],\n",
       "        ['10421058', 'LCW', 17.0, 'P'],\n",
       "        ['10421058', 'LMW', 17.06, 'P'],\n",
       "        ['10421058', 'OSR', 20.02, 'P'],\n",
       "        ['10421058', 'PGC', 20.26, 'P'],\n",
       "        ['10421058', 'TTW', 20.37, 'S'],\n",
       "        ['10421058', 'MBW', 22.85, 'P'],\n",
       "        ['10421058', 'ETW', 27.93, 'P'],\n",
       "        ['10421058', 'ELL', 28.83, 'P'],\n",
       "        ['10421058', 'LON', 31.53, 'S'],\n",
       "        ['10421058', 'RWW', 31.75, 'S'],\n",
       "        ['10421058', 'XTL', 31.94, 'S'],\n",
       "        ['10421058', 'PGC', 35.91, 'S'],\n",
       "        ['10421058', 'ELK', 40.62, 'S'],\n",
       "        ['10421058', 'LTY', 44.31, 'S'],\n",
       "        ['10421058', 'SHW', 45.31, 'S'],\n",
       "        ['10421058', 'MTM', 49.44, 'S']], dtype=object),\n",
       " array([['10421233', 'PGW', 5.03, 'P'],\n",
       "        ['10421233', 'SPW', 5.41, 'P'],\n",
       "        ['10421233', 'BLN', 9.03, 'P'],\n",
       "        ['10421233', 'RMW', 10.04, 'P'],\n",
       "        ['10421233', 'GHW', 10.68, 'P'],\n",
       "        ['10421233', 'GSM', 12.37, 'P'],\n",
       "        ['10421233', 'JCW', 13.16, 'P'],\n",
       "        ['10421233', 'FMW', 16.04, 'P'],\n",
       "        ['10421233', 'RCS', 16.51, 'P'],\n",
       "        ['10421233', 'RWW', 16.93, 'P'],\n",
       "        ['10421233', 'RCM', 18.7, 'P'],\n",
       "        ['10421233', 'OSR', 20.09, 'P'],\n",
       "        ['10421233', 'PGC', 20.36, 'P'],\n",
       "        ['10421233', 'KOS', 20.5, 'P'],\n",
       "        ['10421233', 'CDF', 26.9, 'P'],\n",
       "        ['10421233', 'ASR', 27.69, 'P'],\n",
       "        ['10421233', 'ELL', 28.53, 'P'],\n",
       "        ['10421233', 'LCW', 29.98, 'S'],\n",
       "        ['10421233', 'RWW', 31.12, 'S'],\n",
       "        ['10421233', 'XTL', 31.32, 'S'],\n",
       "        ['10421233', 'MOX', 33.28, 'P'],\n",
       "        ['10421233', 'VT2', 34.07, 'P'],\n",
       "        ['10421233', 'PGC', 36.55, 'S'],\n",
       "        ['10421233', 'ELK', 39.95, 'S'],\n",
       "        ['10421233', 'LTY', 43.53, 'S'],\n",
       "        ['10421233', 'NAC', 46.85, 'S'],\n",
       "        ['10421233', 'LVP', 47.14, 'S'],\n",
       "        ['10421233', 'MTM', 49.26, 'S']], dtype=object),\n",
       " array([['10421583', 'PGW', 5.01, 'P'],\n",
       "        ['10421583', 'GHW', 11.16, 'P'],\n",
       "        ['10421583', 'HTW', 18.97, 'S'],\n",
       "        ['10421583', 'JCW', 23.78, 'S'],\n",
       "        ['10421583', 'XTL', 31.69, 'S'],\n",
       "        ['10421583', 'RPW', 35.03, 'S'],\n",
       "        ['10421583', 'BOW', 38.79, 'S'],\n",
       "        ['10421583', 'SOS', 43.55, 'S'],\n",
       "        ['10421583', 'FL2', 44.06, 'S']], dtype=object),\n",
       " array([['10421938', 'PGW', 4.59, 'P'],\n",
       "        ['10421938', 'RMW', 9.8, 'P'],\n",
       "        ['10421938', 'HTW', 9.87, 'P'],\n",
       "        ['10421938', 'RCM', 30.65, 'S'],\n",
       "        ['10421938', 'XTL', 30.84, 'S'],\n",
       "        ['10421938', 'BOW', 38.53, 'S'],\n",
       "        ['10421938', 'SOS', 42.47, 'S'],\n",
       "        ['10421938', 'FL2', 42.81, 'S']], dtype=object),\n",
       " array([['10422713', 'GMW', 3.54, 'P'],\n",
       "        ['10422713', 'PGW', 5.13, 'P'],\n",
       "        ['10422713', 'SPW', 5.38, 'P'],\n",
       "        ['10422713', 'GHW', 10.62, 'P'],\n",
       "        ['10422713', 'GSM', 12.16, 'P'],\n",
       "        ['10422713', 'JCW', 13.22, 'P'],\n",
       "        ['10422713', 'RVC', 13.93, 'P'],\n",
       "        ['10422713', 'MEW', 14.92, 'S'],\n",
       "        ['10422713', 'RCS', 16.4, 'P'],\n",
       "        ['10422713', 'LO2', 17.18, 'P'],\n",
       "        ['10422713', 'LON', 17.21, 'P'],\n",
       "        ['10422713', 'WPW', 19.88, 'P'],\n",
       "        ['10422713', 'OSR', 20.17, 'P'],\n",
       "        ['10422713', 'CMM', 20.37, 'P'],\n",
       "        ['10422713', 'STD', 23.89, 'P'],\n",
       "        ['10422713', 'LTY', 24.47, 'P'],\n",
       "        ['10422713', 'RVW', 25.21, 'P'],\n",
       "        ['10422713', 'ETW', 27.79, 'P'],\n",
       "        ['10422713', 'ELL', 28.12, 'P'],\n",
       "        ['10422713', 'LON', 30.61, 'S'],\n",
       "        ['10422713', 'YA2', 31.47, 'P'],\n",
       "        ['10422713', 'RWW', 31.56, 'S'],\n",
       "        ['10422713', 'MOX', 33.11, 'P'],\n",
       "        ['10422713', 'VT2', 33.74, 'P'],\n",
       "        ['10422713', 'RPW', 34.68, 'S'],\n",
       "        ['10422713', 'PGC', 36.76, 'S'],\n",
       "        ['10422713', 'SOS', 43.11, 'S'],\n",
       "        ['10422713', 'LTY', 43.31, 'S'],\n",
       "        ['10422713', 'SAW', 65.27, 'S']], dtype=object),\n",
       " array([['10422758', 'GMW', 3.3, 'P'],\n",
       "        ['10422758', 'SEA', 4.68, 'P'],\n",
       "        ['10422758', 'PGW', 4.9, 'P'],\n",
       "        ['10422758', 'SPW', 4.96, 'P'],\n",
       "        ['10422758', 'HDW', 6.35, 'P'],\n",
       "        ['10422758', 'BHW', 7.95, 'P'],\n",
       "        ['10422758', 'MEW', 8.14, 'P'],\n",
       "        ['10422758', 'BLN', 8.84, 'P'],\n",
       "        ['10422758', 'RMW', 9.81, 'P'],\n",
       "        ['10422758', 'HTW', 10.21, 'P'],\n",
       "        ['10422758', 'GHW', 10.41, 'P'],\n",
       "        ['10422758', 'GSM', 11.92, 'P'],\n",
       "        ['10422758', 'JCW', 13.0, 'P'],\n",
       "        ['10422758', 'CPW', 13.24, 'P'],\n",
       "        ['10422758', 'RVC', 13.58, 'P'],\n",
       "        ['10422758', 'OSD', 14.71, 'P'],\n",
       "        ['10422758', 'FMW', 15.71, 'P'],\n",
       "        ['10422758', 'RCS', 16.09, 'P'],\n",
       "        ['10422758', 'LCW', 16.23, 'P'],\n",
       "        ['10422758', 'OBH', 16.49, 'P'],\n",
       "        ['10422758', 'RCM', 16.54, 'P'],\n",
       "        ['10422758', 'LMW', 16.6, 'P'],\n",
       "        ['10422758', 'LON', 16.8, 'P'],\n",
       "        ['10422758', 'LO2', 16.82, 'P'],\n",
       "        ['10422758', 'RWW', 16.82, 'P'],\n",
       "        ['10422758', 'RVN', 17.83, 'P'],\n",
       "        ['10422758', 'MCW', 19.01, 'P'],\n",
       "        ['10422758', 'RPW', 19.48, 'P'],\n",
       "        ['10422758', 'ONR', 19.69, 'P'],\n",
       "        ['10422758', 'WPW', 19.77, 'P'],\n",
       "        ['10422758', 'CMM', 20.1, 'P'],\n",
       "        ['10422758', 'PGC', 20.11, 'P'],\n",
       "        ['10422758', 'KOS', 20.17, 'P'],\n",
       "        ['10422758', 'OOW', 20.85, 'P'],\n",
       "        ['10422758', 'BOW', 20.86, 'P'],\n",
       "        ['10422758', 'TWW', 22.07, 'P'],\n",
       "        ['10422758', 'MBW', 22.42, 'P'],\n",
       "        ['10422758', 'LTY', 23.02, 'P'],\n",
       "        ['10422758', 'STD', 23.63, 'P'],\n",
       "        ['10422758', 'SOS', 23.66, 'P'],\n",
       "        ['10422758', 'FL2', 23.89, 'P'],\n",
       "        ['10422758', 'SHW', 24.44, 'P'],\n",
       "        ['10422758', 'EDM', 24.66, 'P'],\n",
       "        ['10422758', 'YEL', 24.69, 'P'],\n",
       "        ['10422758', 'OTR', 24.73, 'P'],\n",
       "        ['10422758', 'TBM', 24.78, 'P'],\n",
       "        ['10422758', 'RVW', 24.87, 'P'],\n",
       "        ['10422758', 'HSR', 25.25, 'P'],\n",
       "        ['10422758', 'NAC', 25.61, 'P'],\n",
       "        ['10422758', 'CDF', 26.04, 'P'],\n",
       "        ['10422758', 'LVP', 26.13, 'P'],\n",
       "        ['10422758', 'ETW', 26.3, 'P'],\n",
       "        ['10422758', 'RAI', 26.73, 'P'],\n",
       "        ['10422758', 'ELL', 27.16, 'P'],\n",
       "        ['10422758', 'ASR', 27.24, 'P'],\n",
       "        ['10422758', 'WIB', 27.25, 'P'],\n",
       "        ['10422758', 'MTM', 27.25, 'P'],\n",
       "        ['10422758', 'NLO', 27.94, 'P'],\n",
       "        ['10422758', 'CBS', 29.56, 'P'],\n",
       "        ['10422758', 'WAT', 30.49, 'P'],\n",
       "        ['10422758', 'YA2', 30.5, 'P'],\n",
       "        ['10422758', 'GUL', 30.83, 'P'],\n",
       "        ['10422758', 'MOX', 31.93, 'P'],\n",
       "        ['10422758', 'VT2', 32.28, 'P'],\n",
       "        ['10422758', 'TRW', 33.31, 'P'],\n",
       "        ['10422758', 'DY2', 33.55, 'P'],\n",
       "        ['10422758', 'AUG', 33.77, 'P'],\n",
       "        ['10422758', 'EPH', 33.88, 'P'],\n",
       "        ['10422758', 'KMO', 33.98, 'P'],\n",
       "        ['10422758', 'BVW', 34.03, 'P'],\n",
       "        ['10422758', 'BRV', 34.88, 'P'],\n",
       "        ['10422758', 'SAW', 34.89, 'P'],\n",
       "        ['10422758', 'GL2', 35.52, 'P'],\n",
       "        ['10422758', 'MDW', 35.9, 'P'],\n",
       "        ['10422758', 'VLM', 36.14, 'P'],\n",
       "        ['10422758', 'PGC', 36.48, 'S'],\n",
       "        ['10422758', 'RC1', 36.6, 'P'],\n",
       "        ['10422758', 'WA2', 37.0, 'P'],\n",
       "        ['10422758', 'CRF', 37.6, 'P'],\n",
       "        ['10422758', 'VLL', 38.42, 'P'],\n",
       "        ['10422758', 'LOC', 38.44, 'P'],\n",
       "        ['10422758', 'GBL', 38.71, 'P'],\n",
       "        ['10422758', 'TKO', 38.8, 'P'],\n",
       "        ['10422758', 'TDL', 39.01, 'S'],\n",
       "        ['10422758', 'MJ2', 40.04, 'P'],\n",
       "        ['10422758', 'TDH', 40.57, 'P'],\n",
       "        ['10422758', 'VFP', 41.1, 'P'],\n",
       "        ['10422758', 'VG2', 41.13, 'P'],\n",
       "        ['10422758', 'PNT', 41.8, 'P'],\n",
       "        ['10422758', 'LTY', 43.16, 'S'],\n",
       "        ['10422758', 'OFR', 44.29, 'S'],\n",
       "        ['10422758', 'VBE', 44.67, 'P'],\n",
       "        ['10422758', 'SSO', 45.78, 'P'],\n",
       "        ['10422758', 'VCR', 48.15, 'P'],\n",
       "        ['10422758', 'WIB', 50.56, 'S'],\n",
       "        ['10422758', 'LNO', 53.36, 'P']], dtype=object),\n",
       " array([['10422853', 'GMW', 3.62, 'P'],\n",
       "        ['10422853', 'PGW', 5.09, 'P'],\n",
       "        ['10422853', 'SPW', 5.51, 'P'],\n",
       "        ['10422853', 'RMW', 10.1, 'P'],\n",
       "        ['10422853', 'HTW', 10.57, 'P'],\n",
       "        ['10422853', 'GSM', 12.28, 'P'],\n",
       "        ['10422853', 'JCW', 13.41, 'P'],\n",
       "        ['10422853', 'FMW', 16.19, 'P'],\n",
       "        ['10422853', 'LMW', 17.04, 'P'],\n",
       "        ['10422853', 'BOW', 38.74, 'S'],\n",
       "        ['10422853', 'LVP', 47.54, 'S'],\n",
       "        ['10422853', 'CDF', 47.88, 'S']], dtype=object),\n",
       " array([['10423003', 'GMW', 3.38, 'P'],\n",
       "        ['10423003', 'PGW', 4.92, 'P'],\n",
       "        ['10423003', 'SPW', 5.31, 'P'],\n",
       "        ['10423003', 'GHW', 10.46, 'P'],\n",
       "        ['10423003', 'JCW', 13.25, 'P'],\n",
       "        ['10423003', 'FMW', 15.87, 'P'],\n",
       "        ['10423003', 'OSR', 20.01, 'P'],\n",
       "        ['10423003', 'CPW', 23.96, 'S'],\n",
       "        ['10423003', 'BOW', 38.44, 'S'],\n",
       "        ['10423003', 'ELK', 39.76, 'S'],\n",
       "        ['10423003', 'NAC', 46.71, 'S'],\n",
       "        ['10423003', 'LVP', 46.98, 'S']], dtype=object),\n",
       " array([['10423033', 'PGW', 5.01, 'P'],\n",
       "        ['10423033', 'RMW', 10.04, 'P'],\n",
       "        ['10423033', 'GSM', 12.2, 'P'],\n",
       "        ['10423033', 'LMW', 16.89, 'P'],\n",
       "        ['10423033', 'TTW', 19.53, 'S'],\n",
       "        ['10423033', 'MBW', 22.74, 'P'],\n",
       "        ['10423033', 'NAC', 26.46, 'P'],\n",
       "        ['10423033', 'MTM', 27.77, 'P'],\n",
       "        ['10423033', 'ELL', 28.5, 'P'],\n",
       "        ['10423033', 'YA2', 31.54, 'P'],\n",
       "        ['10423033', 'TDL', 39.57, 'S'],\n",
       "        ['10423033', 'ELK', 40.1, 'S'],\n",
       "        ['10423033', 'EDM', 46.2, 'S'],\n",
       "        ['10423033', 'NEL', 48.41, 'S'],\n",
       "        ['10423033', 'MOX', 58.99, 'S'],\n",
       "        ['10423033', 'SAW', 65.85, 'S'],\n",
       "        ['10423033', 'EPH', 65.98, 'S'],\n",
       "        ['10423033', 'RC1', 70.88, 'S']], dtype=object),\n",
       " array([['10423143', 'PGW', 5.13, 'P'],\n",
       "        ['10423143', 'SPW', 5.32, 'P'],\n",
       "        ['10423143', 'RMW', 10.34, 'P'],\n",
       "        ['10423143', 'GSM', 12.47, 'P'],\n",
       "        ['10423143', 'LMW', 16.89, 'P'],\n",
       "        ['10423143', 'OSD', 18.38, 'P'],\n",
       "        ['10423143', 'RPW', 20.05, 'P'],\n",
       "        ['10423143', 'OSR', 20.12, 'P'],\n",
       "        ['10423143', 'KOS', 20.67, 'P'],\n",
       "        ['10423143', 'TWW', 22.98, 'P'],\n",
       "        ['10423143', 'CPW', 24.33, 'S'],\n",
       "        ['10423143', 'TBM', 26.02, 'P'],\n",
       "        ['10423143', 'ELL', 28.36, 'P'],\n",
       "        ['10423143', 'RCM', 29.29, 'S'],\n",
       "        ['10423143', 'TDL', 39.91, 'S'],\n",
       "        ['10423143', 'SHW', 44.78, 'S'],\n",
       "        ['10423143', 'CDF', 47.34, 'S'],\n",
       "        ['10423143', 'LVP', 47.38, 'S'],\n",
       "        ['10423143', 'WAT', 55.01, 'S'],\n",
       "        ['10423143', 'VT2', 58.08, 'S'],\n",
       "        ['10423143', 'EPH', 62.77, 'S']], dtype=object),\n",
       " array([['10423353', 'PGW', 5.15, 'P'],\n",
       "        ['10423353', 'SPW', 5.44, 'P'],\n",
       "        ['10423353', 'RMW', 10.0, 'P'],\n",
       "        ['10423353', 'HTW', 10.44, 'P'],\n",
       "        ['10423353', 'GHW', 10.69, 'P'],\n",
       "        ['10423353', 'GSM', 12.49, 'P'],\n",
       "        ['10423353', 'JCW', 13.25, 'P'],\n",
       "        ['10423353', 'RVC', 13.92, 'P'],\n",
       "        ['10423353', 'FMW', 16.03, 'P'],\n",
       "        ['10423353', 'LCW', 16.53, 'P'],\n",
       "        ['10423353', 'RCS', 16.68, 'P'],\n",
       "        ['10423353', 'LO2', 17.13, 'P'],\n",
       "        ['10423353', 'LON', 17.25, 'P'],\n",
       "        ['10423353', 'MCW', 19.55, 'P'],\n",
       "        ['10423353', 'RPW', 19.82, 'P'],\n",
       "        ['10423353', 'OSR', 20.19, 'P'],\n",
       "        ['10423353', 'PGC', 20.43, 'P'],\n",
       "        ['10423353', 'KOS', 20.52, 'P'],\n",
       "        ['10423353', 'TDL', 22.22, 'P'],\n",
       "        ['10423353', 'TWW', 22.5, 'P'],\n",
       "        ['10423353', 'MBW', 22.78, 'P'],\n",
       "        ['10423353', 'STD', 23.98, 'P'],\n",
       "        ['10423353', 'SOS', 24.68, 'P'],\n",
       "        ['10423353', 'TBM', 25.59, 'P'],\n",
       "        ['10423353', 'ASR', 27.64, 'P'],\n",
       "        ['10423353', 'ELL', 28.44, 'P'],\n",
       "        ['10423353', 'RWW', 31.3, 'S'],\n",
       "        ['10423353', 'MOX', 32.83, 'P'],\n",
       "        ['10423353', 'PGC', 36.83, 'S'],\n",
       "        ['10423353', 'LTY', 43.65, 'S'],\n",
       "        ['10423353', 'EPH', 62.8, 'S'],\n",
       "        ['10423353', 'RC1', 69.01, 'S'],\n",
       "        ['10423353', 'GBL', 72.09, 'S']], dtype=object),\n",
       " array([['10423448', 'PGW', 5.11, 'P'],\n",
       "        ['10423448', 'HDW', 6.49, 'P'],\n",
       "        ['10423448', 'JCW', 13.32, 'P'],\n",
       "        ['10423448', 'HTW', 18.69, 'S'],\n",
       "        ['10423448', 'BOW', 22.84, 'P']], dtype=object),\n",
       " array([['10424158', 'BM0', 1.36, 'P'],\n",
       "        ['10424158', 'BM0', 3.37, 'S'],\n",
       "        ['10424158', 'BLN', 8.98, 'P'],\n",
       "        ['10424158', 'FMW', 15.84, 'P'],\n",
       "        ['10424158', 'RMW', 18.26, 'S'],\n",
       "        ['10424158', 'BOW', 38.8, 'S']], dtype=object),\n",
       " array([['10424373', 'BM0', 1.26, 'P'],\n",
       "        ['10424373', 'GMW', 2.79, 'P'],\n",
       "        ['10424373', 'BM0', 3.23, 'S'],\n",
       "        ['10424373', 'PGW', 4.88, 'P'],\n",
       "        ['10424373', 'RMW', 10.07, 'P'],\n",
       "        ['10424373', 'GSM', 12.21, 'P'],\n",
       "        ['10424373', 'FMW', 15.93, 'P'],\n",
       "        ['10424373', 'LMW', 16.58, 'P'],\n",
       "        ['10424373', 'RPW', 35.1, 'S'],\n",
       "        ['10424373', 'BOW', 37.85, 'S'],\n",
       "        ['10424373', 'FL2', 42.83, 'S'],\n",
       "        ['10424373', 'LVP', 46.92, 'S'],\n",
       "        ['10424373', 'CDF', 47.11, 'S'],\n",
       "        ['10424373', 'RC1', 69.29, 'S']], dtype=object),\n",
       " array([['10425023', 'BM0', 0.87, 'P'],\n",
       "        ['10425023', 'BM0', 2.89, 'S'],\n",
       "        ['10425023', 'PGW', 4.44, 'P'],\n",
       "        ['10425023', 'SPW', 4.84, 'P'],\n",
       "        ['10425023', 'HDW', 5.98, 'P'],\n",
       "        ['10425023', 'RMW', 9.35, 'P'],\n",
       "        ['10425023', 'JCW', 12.74, 'P'],\n",
       "        ['10425023', 'FMW', 15.34, 'P'],\n",
       "        ['10425023', 'LMW', 16.33, 'P'],\n",
       "        ['10425023', 'HTW', 17.99, 'S'],\n",
       "        ['10425023', 'OSR', 19.49, 'P'],\n",
       "        ['10425023', 'MCW', 34.36, 'S'],\n",
       "        ['10425023', 'LVP', 46.62, 'S'],\n",
       "        ['10425023', 'TBM', 46.83, 'S']], dtype=object),\n",
       " array([['10428528', 'BM0', 1.38, 'P'],\n",
       "        ['10428528', 'BM0', 3.42, 'S'],\n",
       "        ['10428528', 'PGW', 4.81, 'P'],\n",
       "        ['10428528', 'FMW', 15.96, 'P'],\n",
       "        ['10428528', 'BLN', 16.31, 'S']], dtype=object),\n",
       " array([['10428543', 'BM0', 1.37, 'P'],\n",
       "        ['10428543', 'BM0', 3.39, 'S'],\n",
       "        ['10428543', 'PGW', 4.82, 'P'],\n",
       "        ['10428543', 'RMW', 9.89, 'P'],\n",
       "        ['10428543', 'FMW', 15.96, 'P'],\n",
       "        ['10428543', 'GSM', 22.55, 'S']], dtype=object),\n",
       " array([['10430373', 'BM0', 1.3, 'P'],\n",
       "        ['10430373', 'BM0', 3.34, 'S'],\n",
       "        ['10430373', 'GNW', 3.5, 'P'],\n",
       "        ['10430373', 'SPW', 5.53, 'P'],\n",
       "        ['10430373', 'GNW', 7.06, 'S'],\n",
       "        ['10430373', 'MPL', 7.3, 'P'],\n",
       "        ['10430373', 'BHW', 7.84, 'P'],\n",
       "        ['10430373', 'SEA', 9.73, 'S'],\n",
       "        ['10430373', 'SEA', 9.74, 'S'],\n",
       "        ['10430373', 'SEA', 9.96, 'S'],\n",
       "        ['10430373', 'SEA', 9.98, 'S'],\n",
       "        ['10430373', 'SPW', 10.38, 'S'],\n",
       "        ['10430373', 'GHW', 10.48, 'P'],\n",
       "        ['10430373', 'GSM', 11.88, 'P'],\n",
       "        ['10430373', 'MPL', 12.48, 'S'],\n",
       "        ['10430373', 'OSD', 14.63, 'P'],\n",
       "        ['10430373', 'OBH', 16.41, 'P'],\n",
       "        ['10430373', 'LMW', 16.54, 'P'],\n",
       "        ['10430373', 'LO2', 16.87, 'P'],\n",
       "        ['10430373', 'LON', 17.37, 'P'],\n",
       "        ['10430373', 'RVN', 17.75, 'P'],\n",
       "        ['10430373', 'OBC', 18.18, 'P'],\n",
       "        ['10430373', 'OSR', 19.89, 'P'],\n",
       "        ['10430373', 'WPW', 19.9, 'P'],\n",
       "        ['10430373', 'KOS', 20.24, 'P'],\n",
       "        ['10430373', 'PGC', 20.24, 'P'],\n",
       "        ['10430373', 'TWW', 22.34, 'P'],\n",
       "        ['10430373', 'MBW', 22.45, 'P'],\n",
       "        ['10430373', 'STD', 23.88, 'P'],\n",
       "        ['10430373', 'LTY', 24.21, 'P'],\n",
       "        ['10430373', 'TBM', 25.17, 'P'],\n",
       "        ['10430373', 'SOS', 25.51, 'P'],\n",
       "        ['10430373', 'CDF', 26.36, 'P'],\n",
       "        ['10430373', 'MTM', 27.05, 'P'],\n",
       "        ['10430373', 'ELL', 27.36, 'P'],\n",
       "        ['10430373', 'ASR', 27.37, 'P'],\n",
       "        ['10430373', 'ETW', 27.41, 'P'],\n",
       "        ['10430373', 'NLO', 28.07, 'P'],\n",
       "        ['10430373', 'YA2', 31.0, 'P'],\n",
       "        ['10430373', 'LON', 31.09, 'S'],\n",
       "        ['10430373', 'RWW', 31.2, 'S'],\n",
       "        ['10430373', 'MOX', 32.59, 'P'],\n",
       "        ['10430373', 'VT2', 33.27, 'P'],\n",
       "        ['10430373', 'PGC', 36.61, 'S'],\n",
       "        ['10430373', 'ELK', 39.76, 'S'],\n",
       "        ['10430373', 'LTY', 43.27, 'S'],\n",
       "        ['10430373', 'JUN', 45.71, 'S'],\n",
       "        ['10430373', 'LVP', 46.97, 'S'],\n",
       "        ['10430373', 'GUL', 55.32, 'S'],\n",
       "        ['10430373', 'EPH', 62.52, 'S'],\n",
       "        ['10430373', 'SAW', 65.05, 'S'],\n",
       "        ['10430373', 'WA2', 67.83, 'S'],\n",
       "        ['10430373', 'CRF', 70.65, 'S'],\n",
       "        ['10430373', 'GBL', 71.99, 'S'],\n",
       "        ['10430373', 'RSW', 72.68, 'S']], dtype=object),\n",
       " array([['10423863', 'RMW', 10.17, 'P'],\n",
       "        ['10423863', 'MEW', 14.79, 'S'],\n",
       "        ['10423863', 'FMW', 16.45, 'P'],\n",
       "        ['10423863', 'OSR', 20.01, 'P'],\n",
       "        ['10423863', 'RPW', 20.22, 'P'],\n",
       "        ['10423863', 'ETW', 28.06, 'P'],\n",
       "        ['10423863', 'RVN', 32.65, 'S'],\n",
       "        ['10423863', 'BOW', 38.28, 'S'],\n",
       "        ['10423863', 'NAC', 47.24, 'S'],\n",
       "        ['10423863', 'ELL', 49.55, 'S']], dtype=object),\n",
       " array([['10424593', 'GMW', 3.28, 'P'],\n",
       "        ['10424593', 'PGW', 4.97, 'P'],\n",
       "        ['10424593', 'HTW', 10.78, 'P'],\n",
       "        ['10424593', 'GSM', 24.21, 'S'],\n",
       "        ['10424593', 'ELL', 28.93, 'P'],\n",
       "        ['10424593', 'OBH', 32.02, 'S'],\n",
       "        ['10424593', 'MCW', 34.93, 'S'],\n",
       "        ['10424593', 'BOW', 38.57, 'S'],\n",
       "        ['10424593', 'LVP', 47.76, 'S'],\n",
       "        ['10424593', 'NAC', 47.88, 'S']], dtype=object),\n",
       " array([['10425718', 'GMW', 2.75, 'P'],\n",
       "        ['10425718', 'RMW', 10.3, 'P'],\n",
       "        ['10425718', 'TTW', 11.05, 'P'],\n",
       "        ['10425718', 'GSM', 12.36, 'P'],\n",
       "        ['10425718', 'RVC', 13.98, 'P'],\n",
       "        ['10425718', 'CMW', 15.85, 'P'],\n",
       "        ['10425718', 'OBH', 16.08, 'P'],\n",
       "        ['10425718', 'LMW', 16.64, 'P'],\n",
       "        ['10425718', 'LON', 17.16, 'P'],\n",
       "        ['10425718', 'LO2', 17.21, 'P'],\n",
       "        ['10425718', 'RVN', 18.24, 'P'],\n",
       "        ['10425718', 'MCW', 19.25, 'P'],\n",
       "        ['10425718', 'TTW', 20.07, 'S'],\n",
       "        ['10425718', 'GLK', 21.74, 'P'],\n",
       "        ['10425718', 'OSD', 22.5, 'S'],\n",
       "        ['10425718', 'MBW', 22.61, 'P'],\n",
       "        ['10425718', 'TBM', 25.45, 'P'],\n",
       "        ['10425718', 'NAC', 26.25, 'P'],\n",
       "        ['10425718', 'ETW', 26.89, 'P'],\n",
       "        ['10425718', 'ELL', 27.63, 'P'],\n",
       "        ['10425718', 'NEL', 28.66, 'P'],\n",
       "        ['10425718', 'RCM', 30.31, 'S'],\n",
       "        ['10425718', 'LON', 30.94, 'S'],\n",
       "        ['10425718', 'RWW', 31.34, 'S'],\n",
       "        ['10425718', 'WAT', 31.46, 'P'],\n",
       "        ['10425718', 'MOX', 32.87, 'P'],\n",
       "        ['10425718', 'VT2', 32.9, 'P'],\n",
       "        ['10425718', 'BVW', 34.51, 'P'],\n",
       "        ['10425718', 'MDW', 36.49, 'P'],\n",
       "        ['10425718', 'VLL', 38.72, 'P'],\n",
       "        ['10425718', 'TDL', 39.8, 'S'],\n",
       "        ['10425718', 'RVW', 44.97, 'S'],\n",
       "        ['10425718', 'JUN', 46.11, 'S'],\n",
       "        ['10425718', 'MTM', 49.17, 'S']], dtype=object),\n",
       " array([['10466468', 'GNW', 4.52, 'P'],\n",
       "        ['10466468', 'PGW', 5.5, 'P'],\n",
       "        ['10466468', 'GMW', 7.47, 'S'],\n",
       "        ['10466468', 'GNW', 8.07, 'S'],\n",
       "        ['10466468', 'BHW', 8.68, 'P'],\n",
       "        ['10466468', 'ELW', 10.16, 'P'],\n",
       "        ['10466468', 'SMW', 10.78, 'P'],\n",
       "        ['10466468', 'TTW', 11.26, 'P'],\n",
       "        ['10466468', 'CPW', 12.88, 'P'],\n",
       "        ['10466468', 'RVC', 14.03, 'P'],\n",
       "        ['10466468', 'MEW', 14.57, 'S'],\n",
       "        ['10466468', 'LO2', 17.28, 'P'],\n",
       "        ['10466468', 'ELW', 17.38, 'S'],\n",
       "        ['10466468', 'TTW', 19.6, 'S'],\n",
       "        ['10466468', 'WRW', 20.53, 'P'],\n",
       "        ['10466468', 'MBW', 21.89, 'P'],\n",
       "        ['10466468', 'OHW', 22.36, 'S'],\n",
       "        ['10466468', 'TBM', 25.95, 'P'],\n",
       "        ['10466468', 'NAC', 26.03, 'P'],\n",
       "        ['10466468', 'ELL', 27.62, 'P'],\n",
       "        ['10466468', 'RCS', 34.07, 'S'],\n",
       "        ['10466468', 'EPH', 36.18, 'P'],\n",
       "        ['10466468', 'ELK', 39.18, 'S'],\n",
       "        ['10466468', 'EDM', 45.26, 'S'],\n",
       "        ['10466468', 'OD2', 80.28, 'S']], dtype=object),\n",
       " array([['10486933', 'GNW', 4.36, 'P'],\n",
       "        ['10486933', 'GNW', 7.52, 'S'],\n",
       "        ['10486933', 'FMW', 27.69, 'S']], dtype=object),\n",
       " array([['10513863', 'GMW', 4.05, 'P'],\n",
       "        ['10513863', 'GNW', 4.13, 'P'],\n",
       "        ['10513863', 'HDW', 6.46, 'P'],\n",
       "        ['10513863', 'GNW', 7.33, 'S']], dtype=object),\n",
       " array([['10516368', 'GMW', 4.22, 'P'],\n",
       "        ['10516368', 'GNW', 4.38, 'P'],\n",
       "        ['10516368', 'GNW', 7.84, 'S'],\n",
       "        ['10516368', 'BHW', 8.43, 'P'],\n",
       "        ['10516368', 'MEW', 8.48, 'P'],\n",
       "        ['10516368', 'KINR', 9.23, 'S'],\n",
       "        ['10516368', 'PCFR', 11.08, 'P'],\n",
       "        ['10516368', 'LO2', 16.95, 'P'],\n",
       "        ['10516368', 'TBM', 25.68, 'P'],\n",
       "        ['10516368', 'ELL', 27.25, 'P'],\n",
       "        ['10516368', 'MTM', 27.49, 'P'],\n",
       "        ['10516368', 'LON', 29.69, 'S']], dtype=object),\n",
       " array([['10516378', 'GMW', 4.41, 'P'],\n",
       "        ['10516378', 'GNW', 4.48, 'P'],\n",
       "        ['10516378', 'KITP', 4.59, 'P'],\n",
       "        ['10516378', 'GNW', 7.9, 'S'],\n",
       "        ['10516378', 'KIMR', 8.39, 'S'],\n",
       "        ['10516378', 'MEW', 8.66, 'P'],\n",
       "        ['10516378', 'KITP', 8.66, 'S'],\n",
       "        ['10516378', 'KINR', 9.39, 'S'],\n",
       "        ['10516378', 'GHW', 10.82, 'P'],\n",
       "        ['10516378', 'OHW', 12.83, 'P'],\n",
       "        ['10516378', 'PCMD', 12.86, 'P'],\n",
       "        ['10516378', 'FINN', 12.9, 'S'],\n",
       "        ['10516378', 'CPW', 13.03, 'P'],\n",
       "        ['10516378', 'JCW', 13.14, 'P'],\n",
       "        ['10516378', 'FMW', 16.02, 'P'],\n",
       "        ['10516378', 'LCW', 16.29, 'P'],\n",
       "        ['10516378', 'LMW', 16.94, 'P'],\n",
       "        ['10516378', 'LO2', 17.11, 'P'],\n",
       "        ['10516378', 'WRW', 20.5, 'P'],\n",
       "        ['10516378', 'MBW', 22.27, 'P'],\n",
       "        ['10516378', 'TWW', 22.58, 'P'],\n",
       "        ['10516378', 'NAC', 25.86, 'P'],\n",
       "        ['10516378', 'TBM', 25.89, 'P'],\n",
       "        ['10516378', 'ELL', 27.32, 'P'],\n",
       "        ['10516378', 'NEL', 27.91, 'P'],\n",
       "        ['10516378', 'LON', 29.85, 'S'],\n",
       "        ['10516378', 'MOX', 32.38, 'P'],\n",
       "        ['10516378', 'WPW', 34.93, 'S'],\n",
       "        ['10516378', 'ELK', 38.77, 'S'],\n",
       "        ['10516378', 'SOS', 41.67, 'S'],\n",
       "        ['10516378', 'FL2', 42.13, 'S'],\n",
       "        ['10516378', 'SHW', 43.44, 'S']], dtype=object),\n",
       " array([['10516388', 'GMW', 4.49, 'P'],\n",
       "        ['10516388', 'KITP', 4.66, 'P'],\n",
       "        ['10516388', 'KIMR', 4.76, 'P'],\n",
       "        ['10516388', 'QAW', 5.62, 'P'],\n",
       "        ['10516388', 'PGW', 5.71, 'P'],\n",
       "        ['10516388', 'HDW', 6.89, 'P'],\n",
       "        ['10516388', 'FINN', 7.01, 'P'],\n",
       "        ['10516388', 'GNW', 8.0, 'S'],\n",
       "        ['10516388', 'LEOT', 8.06, 'P'],\n",
       "        ['10516388', 'EARN', 8.49, 'P'],\n",
       "        ['10516388', 'KIMR', 8.59, 'S'],\n",
       "        ['10516388', 'BHW', 8.66, 'P'],\n",
       "        ['10516388', 'MEW', 8.71, 'P'],\n",
       "        ['10516388', 'KITP', 8.84, 'S'],\n",
       "        ['10516388', 'BLN', 9.25, 'P'],\n",
       "        ['10516388', 'LAWT', 10.2, 'S'],\n",
       "        ['10516388', 'RMW', 10.4, 'P'],\n",
       "        ['10516388', 'QAW', 10.68, 'S'],\n",
       "        ['10516388', 'HTW', 10.82, 'P'],\n",
       "        ['10516388', 'GHW', 10.85, 'P'],\n",
       "        ['10516388', 'SQM', 11.02, 'P'],\n",
       "        ['10516388', 'PCFR', 11.31, 'P'],\n",
       "        ['10516388', 'OHW', 12.85, 'P'],\n",
       "        ['10516388', 'PCMD', 12.95, 'P'],\n",
       "        ['10516388', 'FINN', 12.97, 'S'],\n",
       "        ['10516388', 'CPW', 13.11, 'P'],\n",
       "        ['10516388', 'JCW', 13.18, 'P'],\n",
       "        ['10516388', 'LEOT', 14.6, 'S'],\n",
       "        ['10516388', 'OSD', 15.0, 'P'],\n",
       "        ['10516388', 'EARN', 15.43, 'S'],\n",
       "        ['10516388', 'CMW', 15.88, 'P'],\n",
       "        ['10516388', 'LCW', 16.31, 'P'],\n",
       "        ['10516388', 'LO2', 17.16, 'P'],\n",
       "        ['10516388', 'PCEP', 17.76, 'S'],\n",
       "        ['10516388', 'RPW', 19.51, 'P'],\n",
       "        ['10516388', 'SMW', 20.09, 'S'],\n",
       "        ['10516388', 'WRW', 20.51, 'P'],\n",
       "        ['10516388', 'MBW', 22.22, 'P'],\n",
       "        ['10516388', 'PCMD', 22.63, 'S'],\n",
       "        ['10516388', 'TWW', 22.66, 'P'],\n",
       "        ['10516388', 'NAC', 25.91, 'P'],\n",
       "        ['10516388', 'ELL', 27.28, 'P'],\n",
       "        ['10516388', 'NEL', 27.73, 'P'],\n",
       "        ['10516388', 'RCM', 29.41, 'S'],\n",
       "        ['10516388', 'LON', 29.87, 'S'],\n",
       "        ['10516388', 'MOX', 32.46, 'P'],\n",
       "        ['10516388', 'WA2', 36.6, 'P'],\n",
       "        ['10516388', 'BEN', 36.78, 'P'],\n",
       "        ['10516388', 'GBB', 36.84, 'P'],\n",
       "        ['10516388', 'SOS', 41.72, 'S'],\n",
       "        ['10516388', 'FL2', 42.18, 'S']], dtype=object),\n",
       " array([['10516393', 'GNW', 4.38, 'P'],\n",
       "        ['10516393', 'GNW', 7.86, 'S'],\n",
       "        ['10516393', 'KIMR', 8.32, 'S'],\n",
       "        ['10516393', 'TBM', 25.62, 'P'],\n",
       "        ['10516393', 'NAC', 26.98, 'P'],\n",
       "        ['10516393', 'ELL', 27.57, 'P'],\n",
       "        ['10516393', 'WPW', 34.91, 'S']], dtype=object),\n",
       " array([['10516408', 'GMW', 4.28, 'P'],\n",
       "        ['10516408', 'GNW', 4.35, 'P'],\n",
       "        ['10516408', 'KITP', 4.49, 'P'],\n",
       "        ['10516408', 'GNW', 7.85, 'S'],\n",
       "        ['10516408', 'KIMR', 8.37, 'S'],\n",
       "        ['10516408', 'BHW', 8.44, 'P'],\n",
       "        ['10516408', 'MEW', 8.55, 'P'],\n",
       "        ['10516408', 'HTW', 10.57, 'P'],\n",
       "        ['10516408', 'RVN', 27.62, 'S']], dtype=object),\n",
       " array([['10516413', 'GNW', 4.46, 'P'],\n",
       "        ['10516413', 'GNW', 7.74, 'S']], dtype=object),\n",
       " array([['10516418', 'KITP', 4.37, 'P'],\n",
       "        ['10516418', 'KIMR', 4.47, 'P'],\n",
       "        ['10516418', 'PGW', 5.36, 'P'],\n",
       "        ['10516418', 'LEOT', 7.83, 'P'],\n",
       "        ['10516418', 'KIMR', 8.3, 'S'],\n",
       "        ['10516418', 'MEW', 8.45, 'P'],\n",
       "        ['10516418', 'GHW', 10.64, 'P'],\n",
       "        ['10516418', 'PCFR', 11.05, 'P'],\n",
       "        ['10516418', 'FINN', 12.79, 'S'],\n",
       "        ['10516418', 'LEOT', 14.49, 'S'],\n",
       "        ['10516418', 'CMW', 15.62, 'P'],\n",
       "        ['10516418', 'LCW', 16.08, 'P'],\n",
       "        ['10516418', 'LO2', 16.96, 'P'],\n",
       "        ['10516418', 'PCFR', 19.69, 'S'],\n",
       "        ['10516418', 'SMW', 19.89, 'S'],\n",
       "        ['10516418', 'MBW', 22.16, 'P'],\n",
       "        ['10516418', 'ELL', 27.08, 'P'],\n",
       "        ['10516418', 'LON', 29.64, 'S'],\n",
       "        ['10516418', 'ELK', 38.53, 'S']], dtype=object),\n",
       " array([['10526768', 'KINR', 4.02, 'P'],\n",
       "        ['10526768', 'GMW', 4.29, 'P'],\n",
       "        ['10526768', 'GNW', 4.43, 'P'],\n",
       "        ['10526768', 'KITP', 4.48, 'P'],\n",
       "        ['10526768', 'KIMR', 4.56, 'P'],\n",
       "        ['10526768', 'LAWT', 5.18, 'P'],\n",
       "        ['10526768', 'PGW', 5.53, 'P'],\n",
       "        ['10526768', 'GNW', 7.83, 'S'],\n",
       "        ['10526768', 'KIMR', 8.39, 'S'],\n",
       "        ['10526768', 'MEW', 8.5, 'P'],\n",
       "        ['10526768', 'BLN', 9.02, 'P'],\n",
       "        ['10526768', 'LAWT', 9.91, 'S'],\n",
       "        ['10526768', 'HTW', 10.66, 'P'],\n",
       "        ['10526768', 'OHW', 12.66, 'P'],\n",
       "        ['10526768', 'JCW', 13.01, 'P'],\n",
       "        ['10526768', 'CMW', 15.72, 'P'],\n",
       "        ['10526768', 'LO2', 17.0, 'P'],\n",
       "        ['10526768', 'RPW', 19.46, 'P'],\n",
       "        ['10526768', 'SMW', 19.89, 'S'],\n",
       "        ['10526768', 'MBW', 22.2, 'P'],\n",
       "        ['10526768', 'CDF', 26.27, 'P'],\n",
       "        ['10526768', 'RER', 28.21, 'S'],\n",
       "        ['10526768', 'VGZ', 28.62, 'S'],\n",
       "        ['10526768', 'LON', 29.89, 'S'],\n",
       "        ['10526768', 'WPW', 34.75, 'S'],\n",
       "        ['10526768', 'ELK', 38.47, 'S'],\n",
       "        ['10526768', 'FL2', 41.96, 'S']], dtype=object),\n",
       " array([['10534448', 'GNW', 4.16, 'P'],\n",
       "        ['10534448', 'GMW', 4.21, 'P'],\n",
       "        ['10534448', 'KITP', 4.39, 'P'],\n",
       "        ['10534448', 'KIMR', 4.57, 'P'],\n",
       "        ['10534448', 'KINR', 4.75, 'P'],\n",
       "        ['10534448', 'HDW', 6.44, 'P'],\n",
       "        ['10534448', 'FINN', 6.62, 'P'],\n",
       "        ['10534448', 'GNW', 7.74, 'S'],\n",
       "        ['10534448', 'BEVT', 8.07, 'P'],\n",
       "        ['10534448', 'LEOT', 8.09, 'P'],\n",
       "        ['10534448', 'KIMR', 8.21, 'S'],\n",
       "        ['10534448', 'BHW', 8.63, 'P'],\n",
       "        ['10534448', 'MEW', 8.69, 'P'],\n",
       "        ['10534448', 'BLN', 8.71, 'P'],\n",
       "        ['10534448', 'LAWT', 10.44, 'S'],\n",
       "        ['10534448', 'RMW', 10.47, 'P'],\n",
       "        ['10534448', 'SQM', 10.5, 'P'],\n",
       "        ['10534448', 'SMW', 10.93, 'P'],\n",
       "        ['10534448', 'HTW', 10.93, 'P'],\n",
       "        ['10534448', 'GHW', 10.99, 'P'],\n",
       "        ['10534448', 'TTW', 11.24, 'P'],\n",
       "        ['10534448', 'PCFR', 11.43, 'P'],\n",
       "        ['10534448', 'GSM', 12.41, 'P'],\n",
       "        ['10534448', 'OHW', 12.47, 'P'],\n",
       "        ['10534448', 'MPL', 12.77, 'S'],\n",
       "        ['10534448', 'CPW', 12.94, 'P'],\n",
       "        ['10534448', 'JCW', 12.99, 'P'],\n",
       "        ['10534448', 'PCMD', 13.11, 'P'],\n",
       "        ['10534448', 'OSD', 14.45, 'P'],\n",
       "        ['10534448', 'LEOT', 14.73, 'S'],\n",
       "        ['10534448', 'CMW', 15.48, 'P'],\n",
       "        ['10534448', 'FMW', 16.22, 'P'],\n",
       "        ['10534448', 'LCW', 16.29, 'P'],\n",
       "        ['10534448', 'LO2', 17.34, 'P'],\n",
       "        ['10534448', 'PCEP', 18.1, 'S'],\n",
       "        ['10534448', 'RVN', 18.34, 'P'],\n",
       "        ['10534448', 'MCW', 18.67, 'P'],\n",
       "        ['10534448', 'SQM', 19.14, 'S'],\n",
       "        ['10534448', 'RPW', 19.47, 'P'],\n",
       "        ['10534448', 'TTW', 19.52, 'S'],\n",
       "        ['10534448', 'CMM', 20.18, 'P'],\n",
       "        ['10534448', 'KOS', 20.52, 'P'],\n",
       "        ['10534448', 'WRW', 20.56, 'P'],\n",
       "        ['10534448', 'SBES', 20.69, 'P'],\n",
       "        ['10534448', 'GLK', 21.69, 'P'],\n",
       "        ['10534448', 'MBW', 21.97, 'P'],\n",
       "        ['10534448', 'TDL', 22.05, 'P'],\n",
       "        ['10534448', 'ELK', 22.16, 'P'],\n",
       "        ['10534448', 'PCMD', 23.09, 'S'],\n",
       "        ['10534448', 'LTY', 23.54, 'P'],\n",
       "        ['10534448', 'STD', 23.83, 'P'],\n",
       "        ['10534448', 'FL2', 24.13, 'P'],\n",
       "        ['10534448', 'VDB', 24.73, 'P'],\n",
       "        ['10534448', 'HSR', 25.23, 'P'],\n",
       "        ['10534448', 'TBM', 25.91, 'P'],\n",
       "        ['10534448', 'NAC', 26.1, 'P'],\n",
       "        ['10534448', 'CDF', 26.23, 'P'],\n",
       "        ['10534448', 'ETW', 26.72, 'P'],\n",
       "        ['10534448', 'ASR', 27.58, 'P'],\n",
       "        ['10534448', 'NEL', 27.89, 'P'],\n",
       "        ['10534448', 'LON', 30.24, 'S'],\n",
       "        ['10534448', 'YA2', 30.89, 'P'],\n",
       "        ['10534448', 'MOX', 32.34, 'P'],\n",
       "        ['10534448', 'LTY', 40.94, 'S'],\n",
       "        ['10534448', 'SOS', 42.12, 'S']], dtype=object),\n",
       " array([['10536658', 'GMW', 4.32, 'P'],\n",
       "        ['10536658', 'GNW', 4.42, 'P'],\n",
       "        ['10536658', 'GNW', 7.74, 'S'],\n",
       "        ['10536658', 'HTW', 11.32, 'P'],\n",
       "        ['10536658', 'JCW', 13.13, 'P'],\n",
       "        ['10536658', 'RVC', 24.89, 'S'],\n",
       "        ['10536658', 'VDB', 25.08, 'P'],\n",
       "        ['10536658', 'LVP', 26.79, 'P'],\n",
       "        ['10536658', 'RER', 28.88, 'S'],\n",
       "        ['10536658', 'LON', 30.42, 'S'],\n",
       "        ['10536658', 'FL2', 42.46, 'S'],\n",
       "        ['10536658', 'CDF', 46.66, 'S']], dtype=object),\n",
       " array([['10538928', 'GMW', 3.18, 'P'],\n",
       "        ['10538928', 'GNW', 3.33, 'P'],\n",
       "        ['10538928', 'GNW', 6.37, 'S'],\n",
       "        ['10538928', 'KIMR', 6.55, 'S'],\n",
       "        ['10538928', 'HTW', 11.12, 'P']], dtype=object),\n",
       " array([['10533688', 'GMW', 3.68, 'P'],\n",
       "        ['10533688', 'GNW', 4.3, 'P'],\n",
       "        ['10533688', 'GNW', 7.66, 'S'],\n",
       "        ['10533688', 'BLN', 16.08, 'S']], dtype=object),\n",
       " array([['10545873', 'GMW', 4.33, 'P'],\n",
       "        ['10545873', 'BABE', 4.87, 'P'],\n",
       "        ['10545873', 'KIMR', 8.31, 'S'],\n",
       "        ['10545873', 'KINR', 9.36, 'S'],\n",
       "        ['10545873', 'BABE', 9.38, 'S'],\n",
       "        ['10545873', 'GHW', 11.0, 'P'],\n",
       "        ['10545873', 'FMW', 16.47, 'P'],\n",
       "        ['10545873', 'TTW', 20.08, 'S']], dtype=object),\n",
       " array([['10581108', 'KICC', 4.17, 'P'],\n",
       "        ['10581108', 'GMW', 4.56, 'P'],\n",
       "        ['10581108', 'GNW', 4.65, 'P'],\n",
       "        ['10581108', 'KITP', 4.78, 'P'],\n",
       "        ['10581108', 'KIMR', 4.82, 'P'],\n",
       "        ['10581108', 'BABE', 4.85, 'P'],\n",
       "        ['10581108', 'KINR', 5.17, 'P'],\n",
       "        ['10581108', 'VVHS', 5.44, 'P'],\n",
       "        ['10581108', 'HOLY', 5.66, 'P'],\n",
       "        ['10581108', 'PGW', 5.78, 'P'],\n",
       "        ['10581108', 'QAW', 5.81, 'P'],\n",
       "        ['10581108', 'KDK', 5.95, 'P'],\n",
       "        ['10581108', 'MEAN', 6.21, 'P'],\n",
       "        ['10581108', 'KIMB', 6.25, 'P'],\n",
       "        ['10581108', 'SEA', 6.31, 'P'],\n",
       "        ['10581108', 'BRKS', 6.61, 'P'],\n",
       "        ['10581108', 'FINN', 7.15, 'P'],\n",
       "        ['10581108', 'KNJH', 7.48, 'P'],\n",
       "        ['10581108', 'WISC', 7.52, 'P'],\n",
       "        ['10581108', 'KICC', 7.79, 'S'],\n",
       "        ['10581108', 'MARY', 7.99, 'P'],\n",
       "        ['10581108', 'GNW', 8.13, 'S'],\n",
       "        ['10581108', 'LEOT', 8.18, 'P'],\n",
       "        ['10581108', 'EVGW', 8.26, 'P'],\n",
       "        ['10581108', 'BEVT', 8.27, 'P'],\n",
       "        ['10581108', 'PNLK', 8.58, 'P'],\n",
       "        ['10581108', 'ALCT', 8.58, 'P'],\n",
       "        ['10581108', 'EARN', 8.63, 'P'],\n",
       "        ['10581108', 'KIMR', 8.69, 'S'],\n",
       "        ['10581108', 'BHW', 8.7, 'P'],\n",
       "        ['10581108', 'MEW', 8.78, 'P'],\n",
       "        ['10581108', 'SWID', 8.81, 'P'],\n",
       "        ['10581108', 'PAYL', 8.98, 'P'],\n",
       "        ['10581108', 'KITP', 9.04, 'S'],\n",
       "        ['10581108', 'BLN', 9.1, 'P'],\n",
       "        ['10581108', 'SMNR', 9.3, 'P'],\n",
       "        ['10581108', 'BABE', 9.4, 'S'],\n",
       "        ['10581108', 'KINR', 9.6, 'S'],\n",
       "        ['10581108', 'EVCC', 9.65, 'P'],\n",
       "        ['10581108', 'PCEP', 10.04, 'P'],\n",
       "        ['10581108', 'LAWT', 10.48, 'S'],\n",
       "        ['10581108', 'RMW', 10.56, 'P'],\n",
       "        ['10581108', 'ELW', 10.7, 'P'],\n",
       "        ['10581108', 'SVTR', 10.71, 'P'],\n",
       "        ['10581108', 'SQM', 10.87, 'P'],\n",
       "        ['10581108', 'GHW', 10.94, 'P'],\n",
       "        ['10581108', 'QAW', 11.03, 'S'],\n",
       "        ['10581108', 'EGRN', 11.08, 'P'],\n",
       "        ['10581108', 'KDK', 11.13, 'S'],\n",
       "        ['10581108', 'TTW', 11.27, 'P'],\n",
       "        ['10581108', 'PCFR', 11.42, 'P'],\n",
       "        ['10581108', 'SEA', 11.78, 'S'],\n",
       "        ['10581108', 'MEAN', 11.81, 'S'],\n",
       "        ['10581108', 'BRKS', 12.32, 'S'],\n",
       "        ['10581108', 'GSM', 12.33, 'P'],\n",
       "        ['10581108', 'SVOH', 12.47, 'P'],\n",
       "        ['10581108', 'SVOH', 12.47, 'P'],\n",
       "        ['10581108', 'MPL', 12.61, 'S'],\n",
       "        ['10581108', 'NOWS', 12.9, 'S'],\n",
       "        ['10581108', 'PCMD', 13.04, 'P'],\n",
       "        ['10581108', 'CPW', 13.1, 'P'],\n",
       "        ['10581108', 'JCW', 13.15, 'P'],\n",
       "        ['10581108', 'ATES', 13.15, 'P'],\n",
       "        ['10581108', 'FINN', 13.22, 'S'],\n",
       "        ['10581108', 'WISC', 13.76, 'S'],\n",
       "        ['10581108', 'KNJH', 13.87, 'S'],\n",
       "        ['10581108', 'MARY', 14.71, 'S'],\n",
       "        ['10581108', 'LEOT', 14.81, 'S'],\n",
       "        ['10581108', 'OSD', 14.94, 'P'],\n",
       "        ['10581108', 'EVGW', 14.95, 'S'],\n",
       "        ['10581108', 'PNLK', 15.08, 'S'],\n",
       "        ['10581108', 'ERW', 15.27, 'P'],\n",
       "        ['10581108', 'RRHS', 15.44, 'P'],\n",
       "        ['10581108', 'ALCT', 15.49, 'S'],\n",
       "        ['10581108', 'EARN', 15.66, 'S'],\n",
       "        ['10581108', 'SWID', 16.14, 'S'],\n",
       "        ['10581108', 'LCW', 16.33, 'P'],\n",
       "        ['10581108', 'RCS', 16.49, 'P'],\n",
       "        ['10581108', 'PAYL', 16.78, 'S'],\n",
       "        ['10581108', 'UWFH', 16.87, 'P'],\n",
       "        ['10581108', 'RCM', 16.99, 'P'],\n",
       "        ['10581108', 'LO2', 17.26, 'P'],\n",
       "        ['10581108', 'SMNR', 17.4, 'S'],\n",
       "        ['10581108', 'EVCC', 17.71, 'S'],\n",
       "        ['10581108', 'PCEP', 17.91, 'S'],\n",
       "        ['10581108', 'MCW', 19.1, 'P'],\n",
       "        ['10581108', 'TTW', 19.43, 'S'],\n",
       "        ['10581108', 'GPW', 19.47, 'P'],\n",
       "        ['10581108', 'RPW', 19.47, 'P'],\n",
       "        ['10581108', 'CMM', 20.22, 'P'],\n",
       "        ['10581108', 'WPW', 20.24, 'P'],\n",
       "        ['10581108', 'KOS', 20.26, 'P'],\n",
       "        ['10581108', 'EGRN', 20.29, 'S'],\n",
       "        ['10581108', 'WRW', 20.58, 'P'],\n",
       "        ['10581108', 'SBES', 20.74, 'P'],\n",
       "        ['10581108', 'BOW', 20.76, 'P'],\n",
       "        ['10581108', 'SNB', 21.52, 'P'],\n",
       "        ['10581108', 'GLK', 21.54, 'P'],\n",
       "        ['10581108', 'ELK', 22.06, 'P'],\n",
       "        ['10581108', 'MBW', 22.17, 'P'],\n",
       "        ['10581108', 'TWW', 22.65, 'P'],\n",
       "        ['10581108', 'PCMD', 23.02, 'S'],\n",
       "        ['10581108', 'MBKE', 23.77, 'P'],\n",
       "        ['10581108', 'STD', 23.79, 'P'],\n",
       "        ['10581108', 'SOS', 23.85, 'P'],\n",
       "        ['10581108', 'FL2', 23.94, 'P'],\n",
       "        ['10581108', 'YEL', 24.51, 'P'],\n",
       "        ['10581108', 'SEP', 24.83, 'P'],\n",
       "        ['10581108', 'VDB', 25.01, 'P'],\n",
       "        ['10581108', 'EDM', 25.04, 'P'],\n",
       "        ['10581108', 'HSR', 25.2, 'P'],\n",
       "        ['10581108', 'JUN', 25.47, 'P'],\n",
       "        ['10581108', 'NAC', 25.97, 'P'],\n",
       "        ['10581108', 'LVP', 26.13, 'P'],\n",
       "        ['10581108', 'ETW', 26.65, 'P'],\n",
       "        ['10581108', 'NEL', 27.17, 'P'],\n",
       "        ['10581108', 'ASR', 27.36, 'P'],\n",
       "        ['10581108', 'NLO', 27.83, 'P'],\n",
       "        ['10581108', 'WAT', 30.17, 'P'],\n",
       "        ['10581108', 'LON', 30.25, 'S'],\n",
       "        ['10581108', 'YA2', 30.4, 'P'],\n",
       "        ['10581108', 'AUG', 33.5, 'P'],\n",
       "        ['10581108', 'WA2', 36.52, 'P'],\n",
       "        ['10581108', 'GBB', 36.79, 'P'],\n",
       "        ['10581108', 'BEN', 36.86, 'P'],\n",
       "        ['10581108', 'CRF', 37.1, 'P'],\n",
       "        ['10581108', 'LOC', 37.62, 'P'],\n",
       "        ['10581108', 'GBL', 38.46, 'P'],\n",
       "        ['10581108', 'VFP', 41.23, 'P']], dtype=object),\n",
       " array([['10603038', 'KICC', 3.91, 'P'],\n",
       "        ['10603038', 'GMW', 4.28, 'P'],\n",
       "        ['10603038', 'GNW', 4.36, 'P'],\n",
       "        ['10603038', 'KITP', 4.52, 'P'],\n",
       "        ['10603038', 'KIMR', 4.55, 'P'],\n",
       "        ['10603038', 'KINR', 5.1, 'P'],\n",
       "        ['10603038', 'VVHS', 5.18, 'P'],\n",
       "        ['10603038', 'PGW', 5.49, 'P'],\n",
       "        ['10603038', 'BRKS', 6.37, 'P'],\n",
       "        ['10603038', 'BRKS', 6.45, 'P'],\n",
       "        ['10603038', 'KICC', 7.53, 'S'],\n",
       "        ['10603038', 'GNW', 7.84, 'S'],\n",
       "        ['10603038', 'LEOT', 7.92, 'P'],\n",
       "        ['10603038', 'EVGW', 7.98, 'P'],\n",
       "        ['10603038', 'KIMR', 8.43, 'S'],\n",
       "        ['10603038', 'BHW', 8.45, 'P'],\n",
       "        ['10603038', 'MEW', 8.5, 'P'],\n",
       "        ['10603038', 'SWID', 8.56, 'P'],\n",
       "        ['10603038', 'LAWT', 8.71, 'S'],\n",
       "        ['10603038', 'PAYL', 8.72, 'P'],\n",
       "        ['10603038', 'BLN', 8.82, 'P'],\n",
       "        ['10603038', 'EVCC', 9.4, 'P'],\n",
       "        ['10603038', 'RMW', 10.31, 'P'],\n",
       "        ['10603038', 'HTW', 10.65, 'P'],\n",
       "        ['10603038', 'GHW', 10.68, 'P'],\n",
       "        ['10603038', 'QAW', 10.77, 'S'],\n",
       "        ['10603038', 'TTW', 11.01, 'P'],\n",
       "        ['10603038', 'PCFR', 11.13, 'P'],\n",
       "        ['10603038', 'BRKS', 11.97, 'S'],\n",
       "        ['10603038', 'SVOH', 12.3, 'P'],\n",
       "        ['10603038', 'PCMD', 12.78, 'P'],\n",
       "        ['10603038', 'CPW', 12.8, 'P'],\n",
       "        ['10603038', 'JCW', 12.92, 'P'],\n",
       "        ['10603038', 'RVC', 13.74, 'P'],\n",
       "        ['10603038', 'LEOT', 14.54, 'S'],\n",
       "        ['10603038', 'OSD', 14.65, 'P'],\n",
       "        ['10603038', 'EVGW', 14.71, 'S'],\n",
       "        ['10603038', 'EARN', 15.36, 'S'],\n",
       "        ['10603038', 'CMW', 15.45, 'P'],\n",
       "        ['10603038', 'FMW', 15.86, 'P'],\n",
       "        ['10603038', 'LCW', 16.06, 'P'],\n",
       "        ['10603038', 'LMW', 16.62, 'P'],\n",
       "        ['10603038', 'LO2', 16.98, 'P'],\n",
       "        ['10603038', 'TTW', 19.13, 'S'],\n",
       "        ['10603038', 'RPW', 19.31, 'P'],\n",
       "        ['10603038', 'GPW', 19.43, 'P'],\n",
       "        ['10603038', 'SQM', 19.8, 'S'],\n",
       "        ['10603038', 'WRW', 20.36, 'P'],\n",
       "        ['10603038', 'SBES', 20.71, 'P'],\n",
       "        ['10603038', 'GLK', 21.22, 'P'],\n",
       "        ['10603038', 'TDL', 21.77, 'P'],\n",
       "        ['10603038', 'MBW', 21.87, 'P'],\n",
       "        ['10603038', 'TWW', 22.49, 'P'],\n",
       "        ['10603038', 'STD', 23.52, 'P'],\n",
       "        ['10603038', 'SOS', 23.61, 'P'],\n",
       "        ['10603038', 'FL2', 23.64, 'P'],\n",
       "        ['10603038', 'VDB', 24.84, 'P'],\n",
       "        ['10603038', 'HSR', 24.98, 'P'],\n",
       "        ['10603038', 'JUN', 25.14, 'P'],\n",
       "        ['10603038', 'TBM', 25.34, 'P'],\n",
       "        ['10603038', 'LVP', 25.91, 'P'],\n",
       "        ['10603038', 'CDF', 25.91, 'P'],\n",
       "        ['10603038', 'ETW', 27.04, 'P'],\n",
       "        ['10603038', 'NEL', 27.63, 'P']], dtype=object),\n",
       " array([['10600938', 'GMW', 7.95, 'P'],\n",
       "        ['10600938', 'KICC', 8.01, 'P'],\n",
       "        ['10600938', 'GNW', 8.04, 'P'],\n",
       "        ['10600938', 'KIMR', 8.06, 'P'],\n",
       "        ['10600938', 'VVHS', 8.43, 'P'],\n",
       "        ['10600938', 'KITP', 8.54, 'P'],\n",
       "        ['10600938', 'BABE', 8.66, 'P'],\n",
       "        ['10600938', 'KINR', 8.67, 'P'],\n",
       "        ['10600938', 'HOLY', 8.88, 'P'],\n",
       "        ['10600938', 'KDK', 9.24, 'P'],\n",
       "        ['10600938', 'RHAZ', 9.29, 'P'],\n",
       "        ['10600938', 'SCC', 9.32, 'P'],\n",
       "        ['10600938', 'SP2', 9.33, 'P'],\n",
       "        ['10600938', 'HICC', 9.36, 'P'],\n",
       "        ['10600938', 'QAW', 9.37, 'P'],\n",
       "        ['10600938', 'SEA', 9.39, 'P'],\n",
       "        ['10600938', 'KIMB', 9.51, 'P'],\n",
       "        ['10600938', 'MEAN', 9.52, 'P'],\n",
       "        ['10600938', 'RBEN', 9.61, 'P'],\n",
       "        ['10600938', 'KNJH', 9.74, 'P'],\n",
       "        ['10600938', 'NOWS', 9.76, 'P'],\n",
       "        ['10600938', 'FINN', 9.89, 'P'],\n",
       "        ['10600938', 'WISC', 10.04, 'P'],\n",
       "        ['10600938', 'NIHS', 10.06, 'P'],\n",
       "        ['10600938', 'TBPA', 10.15, 'P'],\n",
       "        ['10600938', 'MARY', 10.3, 'P'],\n",
       "        ['10600938', 'LEOT', 10.48, 'P'],\n",
       "        ['10600938', 'MEW', 10.58, 'P'],\n",
       "        ['10600938', 'ALCT', 10.62, 'P'],\n",
       "        ['10600938', 'EVGW', 10.64, 'P'],\n",
       "        ['10600938', 'EARN', 10.71, 'P'],\n",
       "        ['10600938', 'PAYL', 10.76, 'P'],\n",
       "        ['10600938', 'BHW', 10.78, 'P'],\n",
       "        ['10600938', 'BEVT', 10.8, 'P'],\n",
       "        ['10600938', 'OHC', 10.92, 'P'],\n",
       "        ['10600938', 'SMNR', 11.03, 'P'],\n",
       "        ['10600938', 'ELW', 11.15, 'P'],\n",
       "        ['10600938', 'SWID', 11.19, 'P'],\n",
       "        ['10600938', 'BLN', 11.41, 'P'],\n",
       "        ['10600938', 'PCEP', 11.57, 'P'],\n",
       "        ['10600938', 'RAW', 11.62, 'P'],\n",
       "        ['10600938', 'RMW', 11.85, 'P'],\n",
       "        ['10600938', 'SVTR', 11.93, 'P'],\n",
       "        ['10600938', 'EGRN', 12.24, 'P'],\n",
       "        ['10600938', 'SMW', 12.36, 'P'],\n",
       "        ['10600938', 'HTW', 12.41, 'P'],\n",
       "        ['10600938', 'MBPA', 12.42, 'P'],\n",
       "        ['10600938', 'PCFR', 12.53, 'P'],\n",
       "        ['10600938', 'TTW', 12.56, 'P'],\n",
       "        ['10600938', 'SQM', 13.05, 'P'],\n",
       "        ['10600938', 'GSM', 13.41, 'P'],\n",
       "        ['10600938', 'PCMD', 13.9, 'P'],\n",
       "        ['10600938', 'CPW', 14.0, 'P'],\n",
       "        ['10600938', 'SVOH', 14.26, 'P'],\n",
       "        ['10600938', 'GNW', 14.38, 'S'],\n",
       "        ['10600938', 'KICC', 14.6, 'S'],\n",
       "        ['10600938', 'KIMR', 14.6, 'S'],\n",
       "        ['10600938', 'ATES', 14.66, 'P'],\n",
       "        ['10600938', 'JCW', 14.69, 'P'],\n",
       "        ['10600938', 'OPC', 14.8, 'P'],\n",
       "        ['10600938', 'RVC', 14.81, 'P'],\n",
       "        ['10600938', 'KITP', 15.86, 'S'],\n",
       "        ['10600938', 'RRHS', 15.91, 'P'],\n",
       "        ['10600938', 'KINR', 15.96, 'S'],\n",
       "        ['10600938', 'BABE', 16.19, 'S'],\n",
       "        ['10600938', 'ERW', 16.31, 'P'],\n",
       "        ['10600938', 'STW', 16.6, 'P'],\n",
       "        ['10600938', 'FMW', 16.61, 'P'],\n",
       "        ['10600938', 'LCW', 16.77, 'P'],\n",
       "        ['10600938', 'CMW', 16.85, 'P'],\n",
       "        ['10600938', 'RHAZ', 16.9, 'S'],\n",
       "        ['10600938', 'SP2', 17.08, 'S'],\n",
       "        ['10600938', 'HICC', 17.17, 'S'],\n",
       "        ['10600938', 'LMW', 17.18, 'P'],\n",
       "        ['10600938', 'RBEN', 17.41, 'S'],\n",
       "        ['10600938', 'RCM', 17.45, 'P'],\n",
       "        ['10600938', 'QAW', 17.53, 'S'],\n",
       "        ['10600938', 'LO2', 17.59, 'P'],\n",
       "        ['10600938', 'KIMB', 17.73, 'S'],\n",
       "        ['10600938', 'MEAN', 17.83, 'S'],\n",
       "        ['10600938', 'UPS', 18.07, 'S'],\n",
       "        ['10600938', 'KNJH', 18.07, 'S'],\n",
       "        ['10600938', 'OCWA', 18.43, 'P'],\n",
       "        ['10600938', 'ON2', 18.45, 'P'],\n",
       "        ['10600938', 'WISC', 18.69, 'S'],\n",
       "        ['10600938', 'OBC', 18.74, 'P'],\n",
       "        ['10600938', 'ALCT', 19.35, 'S'],\n",
       "        ['10600938', 'EVGW', 19.59, 'S'],\n",
       "        ['10600938', 'MCW', 19.6, 'P'],\n",
       "        ['10600938', 'BEVT', 19.71, 'S'],\n",
       "        ['10600938', 'PAYL', 19.76, 'S'],\n",
       "        ['10600938', 'ELW', 19.81, 'S'],\n",
       "        ['10600938', 'RPW', 19.81, 'P'],\n",
       "        ['10600938', 'KOS', 20.18, 'P'],\n",
       "        ['10600938', 'CMM', 20.23, 'P'],\n",
       "        ['10600938', 'SMNR', 20.36, 'S'],\n",
       "        ['10600938', 'BOW', 20.49, 'P'],\n",
       "        ['10600938', 'SWID', 20.57, 'S'],\n",
       "        ['10600938', 'WRW', 20.64, 'P'],\n",
       "        ['10600938', 'SBES', 21.02, 'P'],\n",
       "        ['10600938', 'SNB', 21.38, 'P'],\n",
       "        ['10600938', 'TTW', 21.82, 'S'],\n",
       "        ['10600938', 'ELK', 22.0, 'P'],\n",
       "        ['10600938', 'EGRN', 22.33, 'S'],\n",
       "        ['10600938', 'TWW', 22.44, 'P'],\n",
       "        ['10600938', 'LTY', 23.14, 'P'],\n",
       "        ['10600938', 'STD', 23.34, 'P'],\n",
       "        ['10600938', 'SOS', 23.38, 'P'],\n",
       "        ['10600938', 'FL2', 23.68, 'P'],\n",
       "        ['10600938', 'SLF', 23.72, 'P'],\n",
       "        ['10600938', 'EDM', 24.11, 'P'],\n",
       "        ['10600938', 'SHW', 24.12, 'P'],\n",
       "        ['10600938', 'TBM', 24.41, 'P'],\n",
       "        ['10600938', 'VDB', 24.47, 'P'],\n",
       "        ['10600938', 'HSR', 24.55, 'P'],\n",
       "        ['10600938', 'JUN', 24.88, 'P'],\n",
       "        ['10600938', 'CDF', 25.52, 'P'],\n",
       "        ['10600938', 'LVP', 25.58, 'P'],\n",
       "        ['10600938', 'ETW', 25.61, 'P'],\n",
       "        ['10600938', 'ELL', 25.95, 'P'],\n",
       "        ['10600938', 'NEL', 26.08, 'P'],\n",
       "        ['10600938', 'NLO', 26.27, 'P'],\n",
       "        ['10600938', 'MTM', 26.71, 'P'],\n",
       "        ['10600938', 'CBS', 27.84, 'P'],\n",
       "        ['10600938', 'WAT', 28.32, 'P'],\n",
       "        ['10600938', 'YA2', 28.61, 'P'],\n",
       "        ['10600938', 'VT2', 29.73, 'P'],\n",
       "        ['10600938', 'MOX', 29.86, 'P'],\n",
       "        ['10600938', 'DY2', 30.54, 'P'],\n",
       "        ['10600938', 'LON', 31.16, 'S'],\n",
       "        ['10600938', 'BVW', 31.58, 'P'],\n",
       "        ['10600938', 'EPH', 31.59, 'P'],\n",
       "        ['10600938', 'KMO', 31.73, 'P'],\n",
       "        ['10600938', 'MDW', 33.81, 'P'],\n",
       "        ['10600938', 'FHE', 33.98, 'P'],\n",
       "        ['10600938', 'WA2', 34.76, 'P'],\n",
       "        ['10600938', 'BEN', 34.78, 'P'],\n",
       "        ['10600938', 'GBB', 34.98, 'P'],\n",
       "        ['10600938', 'CRF', 35.36, 'P'],\n",
       "        ['10600938', 'LOC', 35.87, 'P'],\n",
       "        ['10600938', 'GBL', 36.44, 'P'],\n",
       "        ['10600938', 'MJ2', 37.62, 'P'],\n",
       "        ['10600938', 'OT3', 37.63, 'P'],\n",
       "        ['10600938', 'HEBO', 38.2, 'P'],\n",
       "        ['10600938', 'VG2', 38.26, 'P'],\n",
       "        ['10600938', 'WIW', 39.0, 'P'],\n",
       "        ['10600938', 'OD2', 39.18, 'P'],\n",
       "        ['10600938', 'PNT', 40.21, 'P'],\n",
       "        ['10600938', 'ET3', 40.47, 'P'],\n",
       "        ['10600938', 'LTY', 40.6, 'S'],\n",
       "        ['10600938', 'DPW', 43.84, 'P']], dtype=object),\n",
       " array([['10610673', 'KICC', 4.16, 'P'],\n",
       "        ['10610673', 'GMW', 4.49, 'P'],\n",
       "        ['10610673', 'GNW', 4.59, 'P'],\n",
       "        ['10610673', 'BABE', 4.7, 'P'],\n",
       "        ['10610673', 'KITP', 4.78, 'P'],\n",
       "        ['10610673', 'VVHS', 5.41, 'P'],\n",
       "        ['10610673', 'GNW', 8.21, 'S'],\n",
       "        ['10610673', 'KIMR', 8.66, 'S'],\n",
       "        ['10610673', 'KITP', 9.0, 'S'],\n",
       "        ['10610673', 'RMW', 10.5, 'P'],\n",
       "        ['10610673', 'HTW', 10.78, 'P'],\n",
       "        ['10610673', 'GHW', 10.9, 'P'],\n",
       "        ['10610673', 'JCW', 13.12, 'P'],\n",
       "        ['10610673', 'ATES', 13.15, 'P'],\n",
       "        ['10610673', 'RVC', 13.99, 'P'],\n",
       "        ['10610673', 'CMW', 15.75, 'P'],\n",
       "        ['10610673', 'FMW', 16.07, 'P'],\n",
       "        ['10610673', 'MCW', 19.17, 'P'],\n",
       "        ['10610673', 'RPW', 19.87, 'P'],\n",
       "        ['10610673', 'MBW', 22.25, 'P'],\n",
       "        ['10610673', 'JUN', 25.49, 'P'],\n",
       "        ['10610673', 'TBM', 25.55, 'P']], dtype=object),\n",
       " array([['10732828', 'GNW', 4.29, 'P'],\n",
       "        ['10732828', 'C04A', 5.86, 'P'],\n",
       "        ['10732828', 'GNW', 7.92, 'S'],\n",
       "        ['10732828', 'C04A', 10.56, 'S']], dtype=object),\n",
       " array([['10732903', 'MNWA', 4.0, 'P'],\n",
       "        ['10732903', 'GMW', 4.33, 'P'],\n",
       "        ['10732903', 'GNW', 4.38, 'P'],\n",
       "        ['10732903', 'C04A', 5.98, 'P'],\n",
       "        ['10732903', 'BLN', 8.77, 'P'],\n",
       "        ['10732903', 'C04A', 10.63, 'S'],\n",
       "        ['10732903', 'B001', 10.67, 'P'],\n",
       "        ['10732903', 'SMW', 11.0, 'P'],\n",
       "        ['10732903', 'FMW', 15.95, 'P'],\n",
       "        ['10732903', 'MCW', 18.92, 'P']], dtype=object),\n",
       " array([['10767113', 'GMW', 4.82, 'P'],\n",
       "        ['10767113', 'GNW', 4.98, 'P'],\n",
       "        ['10767113', 'KIMR', 5.03, 'P'],\n",
       "        ['10767113', 'KINR', 5.58, 'P'],\n",
       "        ['10767113', 'B943', 6.75, 'P'],\n",
       "        ['10767113', 'B013', 6.76, 'P'],\n",
       "        ['10767113', 'BRKS', 6.88, 'P'],\n",
       "        ['10767113', 'HDW', 7.18, 'P'],\n",
       "        ['10767113', 'PNLK', 8.38, 'P'],\n",
       "        ['10767113', 'EVGW', 8.42, 'P'],\n",
       "        ['10767113', 'ALCT', 8.56, 'P'],\n",
       "        ['10767113', 'GNW', 8.74, 'S'],\n",
       "        ['10767113', 'BHW', 8.81, 'P'],\n",
       "        ['10767113', 'KIMR', 9.07, 'S'],\n",
       "        ['10767113', 'RMW', 10.26, 'P'],\n",
       "        ['10767113', 'KINR', 10.28, 'S'],\n",
       "        ['10767113', 'GHW', 10.7, 'P'],\n",
       "        ['10767113', 'HTW', 10.85, 'P'],\n",
       "        ['10767113', 'B001', 11.1, 'P'],\n",
       "        ['10767113', 'TOLT', 11.19, 'P'],\n",
       "        ['10767113', 'SQM', 11.23, 'P'],\n",
       "        ['10767113', 'SMW', 11.28, 'P'],\n",
       "        ['10767113', 'B941', 11.49, 'P'],\n",
       "        ['10767113', 'B013', 11.93, 'S'],\n",
       "        ['10767113', 'B943', 11.97, 'S'],\n",
       "        ['10767113', 'B018', 12.2, 'P'],\n",
       "        ['10767113', 'HDW', 12.65, 'S'],\n",
       "        ['10767113', 'BRKS', 12.71, 'S'],\n",
       "        ['10767113', 'JCW', 13.21, 'P'],\n",
       "        ['10767113', 'ATES', 13.26, 'P'],\n",
       "        ['10767113', 'B007', 14.09, 'P'],\n",
       "        ['10767113', 'B006', 14.11, 'P'],\n",
       "        ['10767113', 'B005', 14.11, 'P'],\n",
       "        ['10767113', 'CMW', 15.99, 'P'],\n",
       "        ['10767113', 'RER', 16.09, 'P'],\n",
       "        ['10767113', 'B017', 16.33, 'P'],\n",
       "        ['10767113', 'LON', 17.06, 'P'],\n",
       "        ['10767113', 'TOLT', 19.23, 'S'],\n",
       "        ['10767113', 'TLW1', 19.26, 'S'],\n",
       "        ['10767113', 'RPW', 19.74, 'P'],\n",
       "        ['10767113', 'WPW', 20.03, 'P'],\n",
       "        ['10767113', 'B001', 20.07, 'S'],\n",
       "        ['10767113', 'B941', 20.37, 'S'],\n",
       "        ['10767113', 'BOW', 20.61, 'P'],\n",
       "        ['10767113', 'TWW', 22.29, 'P'],\n",
       "        ['10767113', 'MBW', 22.35, 'P'],\n",
       "        ['10767113', 'LTY', 23.41, 'P'],\n",
       "        ['10767113', 'TBM', 25.09, 'P'],\n",
       "        ['10767113', 'VDB', 25.22, 'P'],\n",
       "        ['10767113', 'JUN', 25.26, 'P'],\n",
       "        ['10767113', 'ELL', 27.14, 'P'],\n",
       "        ['10767113', 'RCM', 28.94, 'S'],\n",
       "        ['10767113', 'LON', 29.64, 'S']], dtype=object),\n",
       " array([['10777013', 'MNWA', 4.31, 'P'],\n",
       "        ['10777013', 'GNW', 4.78, 'P'],\n",
       "        ['10777013', 'KIMR', 5.01, 'P'],\n",
       "        ['10777013', 'HDW', 6.77, 'P'],\n",
       "        ['10777013', 'LEOT', 7.81, 'P'],\n",
       "        ['10777013', 'BHW', 8.26, 'P'],\n",
       "        ['10777013', 'SWID', 8.3, 'P'],\n",
       "        ['10777013', 'GNW', 8.38, 'S'],\n",
       "        ['10777013', 'KIMR', 8.92, 'S'],\n",
       "        ['10777013', 'RMW', 10.47, 'P'],\n",
       "        ['10777013', 'HTW', 10.6, 'P'],\n",
       "        ['10777013', 'SMW', 11.49, 'P'],\n",
       "        ['10777013', 'HDW', 12.0, 'S'],\n",
       "        ['10777013', 'JCW', 12.65, 'P'],\n",
       "        ['10777013', 'LEOT', 14.21, 'S'],\n",
       "        ['10777013', 'LCW', 16.74, 'P'],\n",
       "        ['10777013', 'WPW', 20.5, 'P'],\n",
       "        ['10777013', 'BOW', 21.14, 'P'],\n",
       "        ['10777013', 'TWW', 22.71, 'P'],\n",
       "        ['10777013', 'LTY', 23.74, 'P']], dtype=object),\n",
       " array([['10792033', 'MNWA', 4.63, 'P'],\n",
       "        ['10792033', 'GMW', 5.08, 'P'],\n",
       "        ['10792033', 'GNW', 5.2, 'P'],\n",
       "        ['10792033', 'KIMR', 5.31, 'P'],\n",
       "        ['10792033', 'KITP', 5.33, 'P'],\n",
       "        ['10792033', 'BABE', 5.36, 'P'],\n",
       "        ['10792033', 'ALKI', 5.58, 'P'],\n",
       "        ['10792033', 'KINR', 5.61, 'P'],\n",
       "        ['10792033', 'LAWT', 5.99, 'P'],\n",
       "        ['10792033', 'QAW', 6.21, 'P'],\n",
       "        ['10792033', 'SCC', 6.38, 'P'],\n",
       "        ['10792033', 'SEA', 6.47, 'P'],\n",
       "        ['10792033', 'RHAZ', 6.71, 'P'],\n",
       "        ['10792033', 'B943', 6.79, 'P'],\n",
       "        ['10792033', 'B013', 6.81, 'P'],\n",
       "        ['10792033', 'BRKS', 6.83, 'P'],\n",
       "        ['10792033', 'HICC', 6.93, 'P'],\n",
       "        ['10792033', 'MPL', 7.0, 'P'],\n",
       "        ['10792033', 'LYNC', 7.09, 'P'],\n",
       "        ['10792033', 'HDW', 7.36, 'P'],\n",
       "        ['10792033', 'NIHS', 7.4, 'P'],\n",
       "        ['10792033', 'UPS', 7.66, 'P'],\n",
       "        ['10792033', 'MARY', 7.91, 'P'],\n",
       "        ['10792033', 'LEOT', 8.15, 'P'],\n",
       "        ['10792033', 'EVGW', 8.29, 'P'],\n",
       "        ['10792033', 'BEVT', 8.37, 'P'],\n",
       "        ['10792033', 'GRCC', 8.38, 'P'],\n",
       "        ['10792033', 'ALCT', 8.45, 'P'],\n",
       "        ['10792033', 'BHW', 8.65, 'P'],\n",
       "        ['10792033', 'SWID', 8.92, 'P'],\n",
       "        ['10792033', 'PAYL', 9.03, 'P'],\n",
       "        ['10792033', 'GNW', 9.2, 'S'],\n",
       "        ['10792033', 'BLN', 9.34, 'P'],\n",
       "        ['10792033', 'ELW', 9.52, 'P'],\n",
       "        ['10792033', 'CDMR', 10.86, 'P'],\n",
       "        ['10792033', 'GHW', 10.92, 'P'],\n",
       "        ['10792033', 'TOLT', 11.04, 'P'],\n",
       "        ['10792033', 'TLW1', 11.1, 'P'],\n",
       "        ['10792033', 'B001', 11.1, 'P'],\n",
       "        ['10792033', 'STOR', 11.15, 'P'],\n",
       "        ['10792033', 'SQM', 11.18, 'P'],\n",
       "        ['10792033', 'SMW', 11.47, 'P'],\n",
       "        ['10792033', 'B941', 11.65, 'P'],\n",
       "        ['10792033', 'GSM', 12.14, 'P'],\n",
       "        ['10792033', 'B018', 12.44, 'P'],\n",
       "        ['10792033', 'SVOH', 12.64, 'P'],\n",
       "        ['10792033', 'MPL', 12.67, 'S'],\n",
       "        ['10792033', 'PCMD', 13.07, 'P'],\n",
       "        ['10792033', 'JCW', 13.07, 'P'],\n",
       "        ['10792033', 'ATES', 13.15, 'P'],\n",
       "        ['10792033', 'RVC', 13.91, 'P'],\n",
       "        ['10792033', 'B005', 14.18, 'P'],\n",
       "        ['10792033', 'OSD', 15.21, 'P'],\n",
       "        ['10792033', 'CMW', 15.69, 'P'],\n",
       "        ['10792033', 'FMW', 15.96, 'P'],\n",
       "        ['10792033', 'STAR', 16.32, 'P'],\n",
       "        ['10792033', 'B017', 16.55, 'P'],\n",
       "        ['10792033', 'RCM', 16.86, 'P'],\n",
       "        ['10792033', 'PAYL', 16.87, 'S'],\n",
       "        ['10792033', 'PANH', 17.12, 'P'],\n",
       "        ['10792033', 'LO2', 17.17, 'P'],\n",
       "        ['10792033', 'TOLT', 19.06, 'S'],\n",
       "        ['10792033', 'GPW', 19.12, 'P'],\n",
       "        ['10792033', 'STOR', 19.7, 'S'],\n",
       "        ['10792033', 'MBW', 22.14, 'P'],\n",
       "        ['10792033', 'TWW', 22.21, 'P'],\n",
       "        ['10792033', 'LTY', 23.36, 'P']], dtype=object),\n",
       " array([['10795018', 'B943', 6.25, 'P'],\n",
       "        ['10795018', 'B013', 6.26, 'P'],\n",
       "        ['10795018', 'HDW', 6.38, 'P'],\n",
       "        ['10795018', 'GNW', 7.72, 'S'],\n",
       "        ['10795018', 'B943', 11.09, 'S'],\n",
       "        ['10795018', 'B013', 11.12, 'S'],\n",
       "        ['10795018', 'HDW', 11.42, 'S']], dtype=object),\n",
       " array([['10805873', 'DOSE', 5.18, 'P'],\n",
       "        ['10805873', 'HDW', 5.61, 'P'],\n",
       "        ['10805873', 'D03D', 5.88, 'P'],\n",
       "        ['10805873', 'DOSE', 9.2, 'S'],\n",
       "        ['10805873', 'HDW', 9.98, 'S'],\n",
       "        ['10805873', 'D03D', 10.4, 'S']], dtype=object),\n",
       " array([['10829988', 'GNW', 4.09, 'P'],\n",
       "        ['10829988', 'DOSE', 5.49, 'P'],\n",
       "        ['10829988', 'B943', 5.72, 'P'],\n",
       "        ['10829988', 'B013', 5.74, 'P'],\n",
       "        ['10829988', 'HDW', 6.12, 'P'],\n",
       "        ['10829988', 'D03D', 6.56, 'P'],\n",
       "        ['10829988', 'GNW', 7.29, 'S'],\n",
       "        ['10829988', 'BLN', 8.52, 'P'],\n",
       "        ['10829988', 'DOSE', 9.89, 'S'],\n",
       "        ['10829988', 'B001', 10.16, 'P'],\n",
       "        ['10829988', 'B013', 10.35, 'S'],\n",
       "        ['10829988', 'B943', 10.4, 'S'],\n",
       "        ['10829988', 'SMW', 10.6, 'P'],\n",
       "        ['10829988', 'RATT', 10.83, 'P'],\n",
       "        ['10829988', 'HDW', 11.01, 'S'],\n",
       "        ['10829988', 'D03D', 11.66, 'S'],\n",
       "        ['10829988', 'B941', 11.81, 'P'],\n",
       "        ['10829988', 'B05D', 13.1, 'P'],\n",
       "        ['10829988', 'JCW', 13.15, 'P'],\n",
       "        ['10829988', 'FMW', 16.37, 'P'],\n",
       "        ['10829988', 'LO2', 17.48, 'P'],\n",
       "        ['10829988', 'B001', 18.54, 'S']], dtype=object),\n",
       " array([['10815753', 'GMW', 4.41, 'P'],\n",
       "        ['10815753', 'GNW', 4.42, 'P'],\n",
       "        ['10815753', 'DOSE', 6.01, 'P'],\n",
       "        ['10815753', 'B013', 6.28, 'P'],\n",
       "        ['10815753', 'HDW', 6.58, 'P'],\n",
       "        ['10815753', 'D03D', 6.91, 'P'],\n",
       "        ['10815753', 'GNW', 8.0, 'S'],\n",
       "        ['10815753', 'DOSE', 10.73, 'S'],\n",
       "        ['10815753', 'SMW', 10.79, 'P'],\n",
       "        ['10815753', 'B013', 11.18, 'S'],\n",
       "        ['10815753', 'HDW', 11.67, 'S'],\n",
       "        ['10815753', 'D03D', 12.23, 'S'],\n",
       "        ['10815753', 'LCW', 16.25, 'P']], dtype=object),\n",
       " array([['10821853', 'GNW', 4.76, 'P'],\n",
       "        ['10821853', 'B943', 6.2, 'P'],\n",
       "        ['10821853', 'B013', 6.21, 'P'],\n",
       "        ['10821853', 'HDW', 6.9, 'P'],\n",
       "        ['10821853', 'D03D', 7.42, 'P'],\n",
       "        ['10821853', 'GNW', 8.14, 'S'],\n",
       "        ['10821853', 'HDW', 12.03, 'S'],\n",
       "        ['10821853', 'D03D', 12.97, 'S']], dtype=object),\n",
       " array([['60389326', 'GMW', 4.33, 'P'],\n",
       "        ['60389326', 'GNW', 4.49, 'P'],\n",
       "        ['60389326', 'DOSE', 6.02, 'P'],\n",
       "        ['60389326', 'HDW', 6.54, 'P'],\n",
       "        ['60389326', 'GNW', 7.84, 'S'],\n",
       "        ['60389326', 'DOSE', 10.6, 'S'],\n",
       "        ['60389326', 'B013', 11.28, 'S'],\n",
       "        ['60389326', 'B943', 11.3, 'S'],\n",
       "        ['60389326', 'HDW', 11.57, 'S']], dtype=object),\n",
       " array([['60398792', 'GMW', 4.61, 'P'],\n",
       "        ['60398792', 'GNW', 4.75, 'P'],\n",
       "        ['60398792', 'KIMR', 4.9, 'P'],\n",
       "        ['60398792', 'DOSE', 6.21, 'P'],\n",
       "        ['60398792', 'HDW', 7.02, 'P'],\n",
       "        ['60398792', 'D03D', 7.36, 'P'],\n",
       "        ['60398792', 'HOLY', 7.62, 'S'],\n",
       "        ['60398792', 'GMW', 8.21, 'S'],\n",
       "        ['60398792', 'GNW', 8.48, 'S'],\n",
       "        ['60398792', 'BLN', 9.1, 'P'],\n",
       "        ['60398792', 'KIMR', 9.18, 'S'],\n",
       "        ['60398792', 'TOLT', 10.96, 'P'],\n",
       "        ['60398792', 'DOSE', 11.16, 'S'],\n",
       "        ['60398792', 'PCFR', 11.26, 'P'],\n",
       "        ['60398792', 'SMW', 11.38, 'P'],\n",
       "        ['60398792', 'B018', 12.34, 'P'],\n",
       "        ['60398792', 'HDW', 12.54, 'S'],\n",
       "        ['60398792', 'JCW', 12.95, 'P'],\n",
       "        ['60398792', 'D03D', 13.21, 'S'],\n",
       "        ['60398792', 'FMW', 15.94, 'P'],\n",
       "        ['60398792', 'LCW', 16.35, 'P'],\n",
       "        ['60398792', 'BLN', 16.35, 'S'],\n",
       "        ['60398792', 'LO2', 17.44, 'P'],\n",
       "        ['60398792', 'TOLT', 18.96, 'S'],\n",
       "        ['60398792', 'SMW', 20.38, 'S'],\n",
       "        ['60398792', 'B018', 22.15, 'S'],\n",
       "        ['60398792', 'MBW', 22.22, 'P'],\n",
       "        ['60398792', 'B201', 22.39, 'P'],\n",
       "        ['60398792', 'B201', 39.6, 'S']], dtype=object),\n",
       " array([['60531777', 'GMW', 4.96, 'P'],\n",
       "        ['60531777', 'GNW', 5.09, 'P'],\n",
       "        ['60531777', 'DOSE', 6.65, 'P'],\n",
       "        ['60531777', 'B943', 6.99, 'P'],\n",
       "        ['60531777', 'B013', 7.01, 'P'],\n",
       "        ['60531777', 'HDW', 7.13, 'P'],\n",
       "        ['60531777', 'D03D', 7.27, 'P'],\n",
       "        ['60531777', 'GMW', 8.7, 'S'],\n",
       "        ['60531777', 'GNW', 8.89, 'S'],\n",
       "        ['60531777', 'KIMR', 9.26, 'S'],\n",
       "        ['60531777', 'BLN', 9.67, 'P'],\n",
       "        ['60531777', 'SP2', 10.66, 'S'],\n",
       "        ['60531777', 'SMW', 10.94, 'P'],\n",
       "        ['60531777', 'RATT', 10.97, 'P'],\n",
       "        ['60531777', 'B001', 11.57, 'P'],\n",
       "        ['60531777', 'DOSE', 11.83, 'S'],\n",
       "        ['60531777', 'B018', 11.9, 'P'],\n",
       "        ['60531777', 'UPS', 12.19, 'S'],\n",
       "        ['60531777', 'B943', 12.38, 'S'],\n",
       "        ['60531777', 'HDW', 12.6, 'S'],\n",
       "        ['60531777', 'D03D', 12.88, 'S'],\n",
       "        ['60531777', 'RVC', 13.86, 'P'],\n",
       "        ['60531777', 'JCW', 13.88, 'P'],\n",
       "        ['60531777', 'B05D', 13.9, 'P'],\n",
       "        ['60531777', 'FMW', 16.0, 'P'],\n",
       "        ['60531777', 'PCFR', 19.73, 'S'],\n",
       "        ['60531777', 'TOLT', 20.17, 'S'],\n",
       "        ['60531777', 'B941', 20.38, 'S'],\n",
       "        ['60531777', 'B001', 20.77, 'S']], dtype=object),\n",
       " array([['60591102', 'GNW', 4.28, 'P'],\n",
       "        ['60591102', 'DOSE', 5.68, 'P'],\n",
       "        ['60591102', 'B013', 5.96, 'P'],\n",
       "        ['60591102', 'HDW', 6.37, 'P'],\n",
       "        ['60591102', 'D03D', 6.74, 'P'],\n",
       "        ['60591102', 'GNW', 7.55, 'S'],\n",
       "        ['60591102', 'DOSE', 10.3, 'S'],\n",
       "        ['60591102', 'B013', 10.65, 'S'],\n",
       "        ['60591102', 'HDW', 11.27, 'S'],\n",
       "        ['60591102', 'D03D', 11.96, 'S']], dtype=object),\n",
       " array([['60694577', 'GMW', 4.32, 'P'],\n",
       "        ['60694577', 'GNW', 4.52, 'P'],\n",
       "        ['60694577', 'DOSE', 5.97, 'P'],\n",
       "        ['60694577', 'HDW', 6.64, 'P'],\n",
       "        ['60694577', 'D03D', 7.11, 'P'],\n",
       "        ['60694577', 'GNW', 8.17, 'S'],\n",
       "        ['60694577', 'BLN', 8.63, 'P'],\n",
       "        ['60694577', 'B001', 10.52, 'P'],\n",
       "        ['60694577', 'DOSE', 10.62, 'S'],\n",
       "        ['60694577', 'B013', 10.83, 'S'],\n",
       "        ['60694577', 'HDW', 11.96, 'S'],\n",
       "        ['60694577', 'D03D', 12.76, 'S'],\n",
       "        ['60694577', 'BLN', 15.67, 'S']], dtype=object),\n",
       " array([['60887771', 'GMW', 4.67, 'P'],\n",
       "        ['60887771', 'GNW', 4.93, 'P'],\n",
       "        ['60887771', 'DOSE', 6.47, 'P'],\n",
       "        ['60887771', 'B013', 6.84, 'P'],\n",
       "        ['60887771', 'HDW', 6.95, 'P'],\n",
       "        ['60887771', 'D03D', 6.96, 'P'],\n",
       "        ['60887771', 'GNW', 8.68, 'S'],\n",
       "        ['60887771', 'DOSE', 11.62, 'S'],\n",
       "        ['60887771', 'B018', 11.76, 'P'],\n",
       "        ['60887771', 'B013', 12.27, 'S'],\n",
       "        ['60887771', 'HDW', 12.38, 'S'],\n",
       "        ['60887771', 'D03D', 12.51, 'S']], dtype=object),\n",
       " array([['60918196', 'SOS', 0.0, 'P'],\n",
       "        ['60918196', 'BHW', 0.0, 'P'],\n",
       "        ['60918196', 'SMW', 0.0, 'P'],\n",
       "        ['60918196', 'RER', 0.0, 'P'],\n",
       "        ['60918196', 'RCS', 0.0, 'P'],\n",
       "        ['60918196', 'RCM', 0.0, 'P'],\n",
       "        ['60918196', 'LO2', 0.0, 'P'],\n",
       "        ['60918196', 'RPW', 0.0, 'P'],\n",
       "        ['60918196', 'WPW', 0.0, 'P'],\n",
       "        ['60918196', 'ELK', 0.0, 'P'],\n",
       "        ['60918196', 'GLK', 0.0, 'P'],\n",
       "        ['60918196', 'TDL', 0.0, 'P'],\n",
       "        ['60918196', 'TWW', 0.0, 'P'],\n",
       "        ['60918196', 'KOS', 0.0, 'P'],\n",
       "        ['60918196', 'WRW', 0.0, 'P'],\n",
       "        ['60918196', 'GMW', 4.04, 'P'],\n",
       "        ['60918196', 'GNW', 4.29, 'P'],\n",
       "        ['60918196', 'KIMR', 4.43, 'P'],\n",
       "        ['60918196', 'ALKI', 4.94, 'P'],\n",
       "        ['60918196', 'VVHS', 5.15, 'P'],\n",
       "        ['60918196', 'DOSE', 5.81, 'P'],\n",
       "        ['60918196', 'B013', 6.01, 'P'],\n",
       "        ['60918196', 'SP2', 6.19, 'P'],\n",
       "        ['60918196', 'HDW', 6.47, 'P'],\n",
       "        ['60918196', 'D03D', 6.79, 'P'],\n",
       "        ['60918196', 'GMW', 7.32, 'S'],\n",
       "        ['60918196', 'GNW', 7.64, 'S'],\n",
       "        ['60918196', 'LEOT', 8.02, 'P'],\n",
       "        ['60918196', 'KIMR', 8.14, 'S'],\n",
       "        ['60918196', 'SWID', 8.57, 'P'],\n",
       "        ['60918196', 'BLN', 8.74, 'P'],\n",
       "        ['60918196', 'VVHS', 9.99, 'S'],\n",
       "        ['60918196', 'RATT', 10.36, 'P'],\n",
       "        ['60918196', 'DOSE', 10.46, 'S'],\n",
       "        ['60918196', 'HTW', 10.79, 'P'],\n",
       "        ['60918196', 'B013', 10.87, 'S'],\n",
       "        ['60918196', 'TOLT', 11.16, 'P'],\n",
       "        ['60918196', 'STOR', 11.21, 'P'],\n",
       "        ['60918196', 'HDW', 11.54, 'S'],\n",
       "        ['60918196', 'SP2', 11.59, 'S'],\n",
       "        ['60918196', 'B018', 12.03, 'P'],\n",
       "        ['60918196', 'GSM', 12.18, 'P'],\n",
       "        ['60918196', 'D03D', 12.34, 'S'],\n",
       "        ['60918196', 'B05D', 12.97, 'P'],\n",
       "        ['60918196', 'JCW', 12.98, 'P'],\n",
       "        ['60918196', 'B006', 13.48, 'P'],\n",
       "        ['60918196', 'LRIV', 13.58, 'P'],\n",
       "        ['60918196', 'OSD', 14.58, 'P'],\n",
       "        ['60918196', 'LEOT', 14.62, 'S'],\n",
       "        ['60918196', 'BLN', 15.86, 'S'],\n",
       "        ['60918196', 'FMW', 16.01, 'P'],\n",
       "        ['60918196', 'HTW', 18.77, 'S'],\n",
       "        ['60918196', 'TOLT', 19.36, 'S'],\n",
       "        ['60918196', 'STOR', 20.03, 'S']], dtype=object),\n",
       " array([['61004232', 'GMW', 4.74, 'P'],\n",
       "        ['61004232', 'GNW', 4.95, 'P'],\n",
       "        ['61004232', 'DOSE', 6.24, 'P'],\n",
       "        ['61004232', 'B013', 6.34, 'P'],\n",
       "        ['61004232', 'D03D', 7.45, 'P'],\n",
       "        ['61004232', 'GMW', 8.04, 'S'],\n",
       "        ['61004232', 'GNW', 8.65, 'S'],\n",
       "        ['61004232', 'BLN', 8.91, 'P'],\n",
       "        ['61004232', 'DOSE', 11.12, 'S'],\n",
       "        ['61004232', 'B013', 11.45, 'S'],\n",
       "        ['61004232', 'B05D', 12.85, 'P'],\n",
       "        ['61004232', 'D03D', 13.14, 'S'],\n",
       "        ['61004232', 'BLN', 15.91, 'S']], dtype=object),\n",
       " array([['61022591', 'GMW', 4.17, 'P'],\n",
       "        ['61022591', 'GNW', 4.37, 'P'],\n",
       "        ['61022591', 'DOSE', 5.81, 'P'],\n",
       "        ['61022591', 'B943', 6.01, 'P'],\n",
       "        ['61022591', 'D03D', 6.85, 'P'],\n",
       "        ['61022591', 'GNW', 7.77, 'S'],\n",
       "        ['61022591', 'BLN', 8.72, 'P'],\n",
       "        ['61022591', 'DOSE', 10.41, 'S'],\n",
       "        ['61022591', 'B943', 10.75, 'S'],\n",
       "        ['61022591', 'D03D', 12.3, 'S'],\n",
       "        ['61022591', 'B05D', 13.0, 'P'],\n",
       "        ['61022591', 'BLN', 15.8, 'S'],\n",
       "        ['61022591', 'RER', 16.62, 'P'],\n",
       "        ['61022591', 'B05D', 22.72, 'S']], dtype=object),\n",
       " array([['61068932', 'GMW', 3.73, 'P'],\n",
       "        ['61068932', 'GNW', 3.93, 'P'],\n",
       "        ['61068932', 'DOSE', 5.88, 'P'],\n",
       "        ['61068932', 'HDW', 6.12, 'P'],\n",
       "        ['61068932', 'GMW', 6.81, 'S'],\n",
       "        ['61068932', 'GNW', 6.9, 'S'],\n",
       "        ['61068932', 'DOSE', 10.38, 'S'],\n",
       "        ['61068932', 'HDW', 10.85, 'S']], dtype=object),\n",
       " array([['61086666', 'SMW', 0.0, 'P'],\n",
       "        ['61086666', 'FMW', 0.0, 'P'],\n",
       "        ['61086666', 'RCS', 0.0, 'P'],\n",
       "        ['61086666', 'GPW', 0.0, 'P'],\n",
       "        ['61086666', 'GMW', 4.19, 'P'],\n",
       "        ['61086666', 'GNW', 4.34, 'P'],\n",
       "        ['61086666', 'DOSE', 6.09, 'P'],\n",
       "        ['61086666', 'HDW', 6.71, 'P'],\n",
       "        ['61086666', 'GNW', 7.94, 'S'],\n",
       "        ['61086666', 'HTW', 10.59, 'P'],\n",
       "        ['61086666', 'DOSE', 11.07, 'S'],\n",
       "        ['61086666', 'HDW', 11.98, 'S'],\n",
       "        ['61086666', 'JCW', 13.15, 'P']], dtype=object),\n",
       " array([['61078012', 'CMW', 0.0, 'P'],\n",
       "        ['61078012', 'FMW', 0.0, 'P'],\n",
       "        ['61078012', 'SMW', 0.0, 'P'],\n",
       "        ['61078012', 'RER', 0.0, 'P'],\n",
       "        ['61078012', 'GMW', 4.43, 'P'],\n",
       "        ['61078012', 'GNW', 4.67, 'P'],\n",
       "        ['61078012', 'DOSE', 6.36, 'P'],\n",
       "        ['61078012', 'HDW', 6.94, 'P'],\n",
       "        ['61078012', 'GMW', 7.98, 'S'],\n",
       "        ['61078012', 'GNW', 8.26, 'S'],\n",
       "        ['61078012', 'HTW', 10.81, 'P'],\n",
       "        ['61078012', 'B941', 11.27, 'P'],\n",
       "        ['61078012', 'DOSE', 11.41, 'S'],\n",
       "        ['61078012', 'B018', 12.07, 'P'],\n",
       "        ['61078012', 'HDW', 12.25, 'S'],\n",
       "        ['61078012', 'JCW', 13.44, 'P'],\n",
       "        ['61078012', 'TOLT', 19.23, 'S'],\n",
       "        ['61078012', 'B941', 20.12, 'S'],\n",
       "        ['61078012', 'B018', 21.51, 'S']], dtype=object),\n",
       " array([['61082347', 'FMW', 0.0, 'P'],\n",
       "        ['61082347', 'HTW', 0.0, 'P'],\n",
       "        ['61082347', 'SMW', 0.0, 'P'],\n",
       "        ['61082347', 'GNW', 4.8, 'P'],\n",
       "        ['61082347', 'DOSE', 6.25, 'P'],\n",
       "        ['61082347', 'HDW', 6.93, 'P'],\n",
       "        ['61082347', 'D03D', 7.38, 'P'],\n",
       "        ['61082347', 'GNW', 8.55, 'S'],\n",
       "        ['61082347', 'B001', 11.01, 'P'],\n",
       "        ['61082347', 'DOSE', 11.17, 'S'],\n",
       "        ['61082347', 'B941', 11.64, 'P'],\n",
       "        ['61082347', 'SVOH', 12.33, 'P'],\n",
       "        ['61082347', 'HDW', 12.38, 'S'],\n",
       "        ['61082347', 'JCW', 12.83, 'P'],\n",
       "        ['61082347', 'D03D', 13.21, 'S'],\n",
       "        ['61082347', 'FMW', 15.95, 'P'],\n",
       "        ['61082347', 'B001', 19.9, 'S'],\n",
       "        ['61082347', 'RER', 28.4, 'S']], dtype=object),\n",
       " array([['61108297', 'WAT', 0.0, 'P'],\n",
       "        ['61108297', 'HSR', 0.0, 'P'],\n",
       "        ['61108297', 'EDM', 0.0, 'P'],\n",
       "        ['61108297', 'TBM', 0.0, 'P'],\n",
       "        ['61108297', 'CBS', 0.0, 'P'],\n",
       "        ['61108297', 'SHW', 0.0, 'P'],\n",
       "        ['61108297', 'FL2', 0.0, 'P'],\n",
       "        ['61108297', 'SOS', 0.0, 'P'],\n",
       "        ['61108297', 'BOW', 0.0, 'P'],\n",
       "        ['61108297', 'MBW', 0.0, 'P'],\n",
       "        ['61108297', 'FMW', 0.0, 'P'],\n",
       "        ['61108297', 'CMW', 0.0, 'P'],\n",
       "        ['61108297', 'RER', 0.0, 'P'],\n",
       "        ['61108297', 'LO2', 0.0, 'P'],\n",
       "        ['61108297', 'GPW', 0.0, 'P'],\n",
       "        ['61108297', 'RPW', 0.0, 'P'],\n",
       "        ['61108297', 'KOS', 0.0, 'P'],\n",
       "        ['61108297', 'RVC', 0.0, 'P'],\n",
       "        ['61108297', 'RVW', 0.0, 'P'],\n",
       "        ['61108297', 'ELK', 0.0, 'P'],\n",
       "        ['61108297', 'NEL', 0.0, 'P'],\n",
       "        ['61108297', 'MTM', 0.0, 'P'],\n",
       "        ['61108297', 'VDB', 0.0, 'P'],\n",
       "        ['61108297', 'ELL', 0.0, 'P'],\n",
       "        ['61108297', 'CDF', 0.0, 'P'],\n",
       "        ['61108297', 'ETW', 0.0, 'P'],\n",
       "        ['61108297', 'MNWA', 3.79, 'P'],\n",
       "        ['61108297', 'PSNS', 3.82, 'P'],\n",
       "        ['61108297', 'GMW', 4.35, 'P'],\n",
       "        ['61108297', 'BABE', 4.5, 'P'],\n",
       "        ['61108297', 'GNW', 4.51, 'P'],\n",
       "        ['61108297', 'KIMR', 4.65, 'P'],\n",
       "        ['61108297', 'KITP', 4.72, 'P'],\n",
       "        ['61108297', 'ALKI', 4.89, 'P'],\n",
       "        ['61108297', 'VVHS', 5.03, 'P'],\n",
       "        ['61108297', 'DOSE', 6.24, 'P'],\n",
       "        ['61108297', 'NOWS', 6.67, 'P'],\n",
       "        ['61108297', 'HDW', 6.87, 'P'],\n",
       "        ['61108297', 'D03D', 7.07, 'P'],\n",
       "        ['61108297', 'PSNS', 7.08, 'S'],\n",
       "        ['61108297', 'GMW', 7.79, 'S'],\n",
       "        ['61108297', 'LEOT', 8.08, 'P'],\n",
       "        ['61108297', 'GNW', 8.16, 'S'],\n",
       "        ['61108297', 'KIMR', 8.5, 'S'],\n",
       "        ['61108297', 'PAYL', 8.59, 'P'],\n",
       "        ['61108297', 'BABE', 8.85, 'S'],\n",
       "        ['61108297', 'SWID', 8.87, 'P'],\n",
       "        ['61108297', 'D04E', 9.02, 'P'],\n",
       "        ['61108297', 'KITP', 9.02, 'S'],\n",
       "        ['61108297', 'ALKI', 9.38, 'S'],\n",
       "        ['61108297', 'RATT', 10.21, 'P'],\n",
       "        ['61108297', 'LAWT', 10.22, 'S'],\n",
       "        ['61108297', 'GHW', 10.51, 'P'],\n",
       "        ['61108297', 'HTW', 10.74, 'P'],\n",
       "        ['61108297', 'PCFR', 11.02, 'P'],\n",
       "        ['61108297', 'SQM', 11.04, 'P'],\n",
       "        ['61108297', 'SMW', 11.07, 'P'],\n",
       "        ['61108297', 'TOLT', 11.11, 'P'],\n",
       "        ['61108297', 'DOSE', 11.24, 'S'],\n",
       "        ['61108297', 'B941', 11.29, 'P'],\n",
       "        ['61108297', 'B018', 12.06, 'P'],\n",
       "        ['61108297', 'HDW', 12.15, 'S'],\n",
       "        ['61108297', 'BRKS', 12.23, 'S'],\n",
       "        ['61108297', 'NOWS', 12.64, 'S'],\n",
       "        ['61108297', 'B05D', 13.1, 'P'],\n",
       "        ['61108297', 'LEOT', 14.73, 'S'],\n",
       "        ['61108297', 'FMW', 15.73, 'P'],\n",
       "        ['61108297', 'PAYL', 16.14, 'S'],\n",
       "        ['61108297', 'TOLT', 19.13, 'S'],\n",
       "        ['61108297', 'B018', 21.6, 'S']], dtype=object),\n",
       " array([['61128762', 'RER', 0.0, 'P'],\n",
       "        ['61128762', 'GMW', 4.28, 'P'],\n",
       "        ['61128762', 'GNW', 4.43, 'P'],\n",
       "        ['61128762', 'HDW', 6.79, 'P'],\n",
       "        ['61128762', 'GNW', 8.04, 'S'],\n",
       "        ['61128762', 'HTW', 10.76, 'P'],\n",
       "        ['61128762', 'DOSE', 11.25, 'S'],\n",
       "        ['61128762', 'HDW', 12.07, 'S'],\n",
       "        ['61128762', 'D03D', 12.64, 'S'],\n",
       "        ['61128762', 'HTW', 18.74, 'S']], dtype=object),\n",
       " array([['61194006', 'RPW', 0.0, 'P'],\n",
       "        ['61194006', 'FMW', 0.0, 'P'],\n",
       "        ['61194006', 'LO2', 0.0, 'P'],\n",
       "        ['61194006', 'PSNS', 3.93, 'P'],\n",
       "        ['61194006', 'MNWA', 4.17, 'P'],\n",
       "        ['61194006', 'GMW', 4.24, 'P'],\n",
       "        ['61194006', 'GNW', 4.45, 'P'],\n",
       "        ['61194006', 'KIMR', 4.66, 'P'],\n",
       "        ['61194006', 'VVHS', 5.58, 'P'],\n",
       "        ['61194006', 'DOSE', 5.8, 'P'],\n",
       "        ['61194006', 'B943', 5.99, 'P'],\n",
       "        ['61194006', 'HDW', 6.51, 'P'],\n",
       "        ['61194006', 'PSNS', 7.32, 'S'],\n",
       "        ['61194006', 'GMW', 7.71, 'S'],\n",
       "        ['61194006', 'GNW', 7.94, 'S'],\n",
       "        ['61194006', 'B001', 10.28, 'P'],\n",
       "        ['61194006', 'DOSE', 10.35, 'S'],\n",
       "        ['61194006', 'VVHS', 10.44, 'S'],\n",
       "        ['61194006', 'B943', 10.63, 'S'],\n",
       "        ['61194006', 'HTW', 11.01, 'P'],\n",
       "        ['61194006', 'TOLT', 11.45, 'P'],\n",
       "        ['61194006', 'PCFR', 11.53, 'P'],\n",
       "        ['61194006', 'HDW', 11.59, 'S'],\n",
       "        ['61194006', 'B007', 13.31, 'P'],\n",
       "        ['61194006', 'FMW', 16.32, 'P'],\n",
       "        ['61194006', 'RER', 16.65, 'P'],\n",
       "        ['61194006', 'B001', 18.71, 'S'],\n",
       "        ['61194006', 'TOLT', 19.65, 'S'],\n",
       "        ['61194006', 'RER', 29.01, 'S']], dtype=object),\n",
       " array([['61202221', 'GMW', 4.36, 'P'],\n",
       "        ['61202221', 'GNW', 4.55, 'P'],\n",
       "        ['61202221', 'DOSE', 6.27, 'P'],\n",
       "        ['61202221', 'B013', 6.52, 'P'],\n",
       "        ['61202221', 'HDW', 6.88, 'P'],\n",
       "        ['61202221', 'GNW', 8.08, 'S'],\n",
       "        ['61202221', 'DOSE', 11.17, 'S'],\n",
       "        ['61202221', 'B013', 11.54, 'S'],\n",
       "        ['61202221', 'HDW', 12.14, 'S']], dtype=object),\n",
       " array([['61207181', 'GMW', 2.46, 'P'],\n",
       "        ['61207181', 'GNW', 2.64, 'P'],\n",
       "        ['61207181', 'GNW', 4.89, 'S'],\n",
       "        ['61207181', 'DOSE', 8.73, 'S'],\n",
       "        ['61207181', 'HDW', 9.35, 'S']], dtype=object),\n",
       " array([['61222212', 'GMW', 3.18, 'P'],\n",
       "        ['61222212', 'GNW', 3.33, 'P'],\n",
       "        ['61222212', 'DOSE', 5.46, 'P'],\n",
       "        ['61222212', 'GNW', 5.78, 'S'],\n",
       "        ['61222212', 'DOSE', 9.58, 'S'],\n",
       "        ['61222212', 'GHW', 19.42, 'S'],\n",
       "        ['61222212', 'B941', 20.77, 'S']], dtype=object),\n",
       " array([['61239836', 'GMW', 4.27, 'P'],\n",
       "        ['61239836', 'GNW', 4.46, 'P'],\n",
       "        ['61239836', 'DOSE', 5.5, 'P'],\n",
       "        ['61239836', 'HDW', 6.04, 'P'],\n",
       "        ['61239836', 'B943', 6.09, 'P'],\n",
       "        ['61239836', 'GNW', 7.47, 'S'],\n",
       "        ['61239836', 'SSS1', 8.61, 'S'],\n",
       "        ['61239836', 'DOSE', 9.55, 'S'],\n",
       "        ['61239836', 'B943', 10.39, 'S']], dtype=object),\n",
       " array([['61277931', 'FMW', 0.0, 'P'],\n",
       "        ['61277931', 'PSNS', 3.95, 'P'],\n",
       "        ['61277931', 'MNWA', 3.96, 'P'],\n",
       "        ['61277931', 'GMW', 4.48, 'P'],\n",
       "        ['61277931', 'GNW', 4.66, 'P'],\n",
       "        ['61277931', 'BABE', 4.67, 'P'],\n",
       "        ['61277931', 'KIMR', 4.74, 'P'],\n",
       "        ['61277931', 'KITP', 4.89, 'P'],\n",
       "        ['61277931', 'VVHS', 5.17, 'P'],\n",
       "        ['61277931', 'KINR', 5.37, 'P'],\n",
       "        ['61277931', 'LAWT', 5.48, 'P'],\n",
       "        ['61277931', 'DOSE', 6.37, 'P'],\n",
       "        ['61277931', 'B013', 6.64, 'P'],\n",
       "        ['61277931', 'HICC', 6.72, 'P'],\n",
       "        ['61277931', 'NOWS', 6.81, 'P'],\n",
       "        ['61277931', 'BRKS', 6.82, 'P'],\n",
       "        ['61277931', 'LYNC', 7.06, 'P'],\n",
       "        ['61277931', 'PSNS', 7.24, 'S'],\n",
       "        ['61277931', 'UPS', 7.27, 'P'],\n",
       "        ['61277931', 'GMW', 7.97, 'S'],\n",
       "        ['61277931', 'GNW', 8.15, 'S'],\n",
       "        ['61277931', 'LEOT', 8.22, 'P'],\n",
       "        ['61277931', 'EVGW', 8.38, 'P'],\n",
       "        ['61277931', 'BEVT', 8.47, 'P'],\n",
       "        ['61277931', 'KIMR', 8.5, 'S'],\n",
       "        ['61277931', 'SWID', 9.05, 'P'],\n",
       "        ['61277931', 'KITP', 9.21, 'S'],\n",
       "        ['61277931', 'BABE', 9.28, 'S'],\n",
       "        ['61277931', 'BLN', 9.35, 'P'],\n",
       "        ['61277931', 'VVHS', 9.76, 'S'],\n",
       "        ['61277931', 'KINR', 9.91, 'S'],\n",
       "        ['61277931', 'RATT', 10.31, 'P'],\n",
       "        ['61277931', 'LAWT', 10.38, 'S'],\n",
       "        ['61277931', 'GHW', 10.63, 'P'],\n",
       "        ['61277931', 'MBPA', 10.63, 'P'],\n",
       "        ['61277931', 'CDMR', 10.89, 'P'],\n",
       "        ['61277931', 'HTW', 10.9, 'P'],\n",
       "        ['61277931', 'EGRN', 10.91, 'P'],\n",
       "        ['61277931', 'B001', 11.11, 'P'],\n",
       "        ['61277931', 'PCFR', 11.13, 'P'],\n",
       "        ['61277931', 'SMW', 11.13, 'P'],\n",
       "        ['61277931', 'SQM', 11.16, 'P'],\n",
       "        ['61277931', 'DOSE', 11.24, 'S'],\n",
       "        ['61277931', 'B941', 11.41, 'P'],\n",
       "        ['61277931', 'B013', 11.67, 'S'],\n",
       "        ['61277931', 'GSM', 12.03, 'P'],\n",
       "        ['61277931', 'B018', 12.17, 'P'],\n",
       "        ['61277931', 'BRKS', 12.39, 'S'],\n",
       "        ['61277931', 'SVOH', 12.7, 'P'],\n",
       "        ['61277931', 'CPW', 13.08, 'P'],\n",
       "        ['61277931', 'FINN', 13.24, 'S'],\n",
       "        ['61277931', 'JCW', 13.35, 'P'],\n",
       "        ['61277931', 'KNEL', 13.43, 'S'],\n",
       "        ['61277931', 'RVC', 13.74, 'P'],\n",
       "        ['61277931', 'LEOT', 14.87, 'S'],\n",
       "        ['61277931', 'OSD', 15.09, 'P'],\n",
       "        ['61277931', 'B014', 15.22, 'P'],\n",
       "        ['61277931', 'OBSR', 15.34, 'P'],\n",
       "        ['61277931', 'FMW', 15.86, 'P'],\n",
       "        ['61277931', 'RER', 16.02, 'P'],\n",
       "        ['61277931', 'NLWA', 16.15, 'P'],\n",
       "        ['61277931', 'B017', 16.22, 'P'],\n",
       "        ['61277931', 'RCS', 16.24, 'P'],\n",
       "        ['61277931', 'STAR', 16.28, 'P'],\n",
       "        ['61277931', 'VGZ', 16.33, 'P'],\n",
       "        ['61277931', 'SWID', 16.48, 'S'],\n",
       "        ['61277931', 'BLN', 16.67, 'S'],\n",
       "        ['61277931', 'LO2', 17.02, 'P'],\n",
       "        ['61277931', 'MCW', 19.24, 'P'],\n",
       "        ['61277931', 'TLW1', 19.53, 'S'],\n",
       "        ['61277931', 'GPW', 19.55, 'P'],\n",
       "        ['61277931', 'RPW', 19.67, 'P'],\n",
       "        ['61277931', 'B001', 19.83, 'S'],\n",
       "        ['61277931', 'BOW', 20.61, 'P'],\n",
       "        ['61277931', 'OBSR', 27.14, 'S'],\n",
       "        ['61277931', 'LON', 29.83, 'S']], dtype=object),\n",
       " array([['60134008', 'PSNS', 3.69, 'P'],\n",
       "        ['60134008', 'MNWA', 3.84, 'P'],\n",
       "        ['60134008', 'GMW', 4.15, 'P'],\n",
       "        ['60134008', 'GNW', 4.46, 'P'],\n",
       "        ['60134008', 'KIMR', 4.57, 'P'],\n",
       "        ['60134008', 'KITP', 4.59, 'P'],\n",
       "        ['60134008', 'PSNS', 6.47, 'S'],\n",
       "        ['60134008', 'MNWA', 6.81, 'S'],\n",
       "        ['60134008', 'GMW', 7.65, 'S'],\n",
       "        ['60134008', 'GNW', 8.02, 'S'],\n",
       "        ['60134008', 'KIMR', 8.35, 'S']], dtype=object),\n",
       " array([['61277936', 'FMW', 0.0, 'P'],\n",
       "        ['61277936', 'PSNS', 3.86, 'P'],\n",
       "        ['61277936', 'MNWA', 3.97, 'P'],\n",
       "        ['61277936', 'GMW', 4.38, 'P'],\n",
       "        ['61277936', 'GNW', 4.52, 'P'],\n",
       "        ['61277936', 'DOSE', 6.24, 'P'],\n",
       "        ['61277936', 'PSNS', 7.15, 'S'],\n",
       "        ['61277936', 'GMW', 7.87, 'S'],\n",
       "        ['61277936', 'GNW', 8.15, 'S'],\n",
       "        ['61277936', 'KIMR', 8.51, 'S'],\n",
       "        ['61277936', 'B001', 10.64, 'P'],\n",
       "        ['61277936', 'GHW', 10.94, 'P'],\n",
       "        ['61277936', 'DOSE', 11.18, 'S'],\n",
       "        ['61277936', 'B943', 11.53, 'S'],\n",
       "        ['61277936', 'B018', 12.14, 'P'],\n",
       "        ['61277936', 'JCW', 13.35, 'P'],\n",
       "        ['61277936', 'RVC', 13.82, 'P'],\n",
       "        ['61277936', 'FMW', 15.98, 'P'],\n",
       "        ['61277936', 'BLN', 16.47, 'S'],\n",
       "        ['61277936', 'LO2', 17.35, 'P'],\n",
       "        ['61277936', 'OBSR', 27.36, 'S'],\n",
       "        ['61277936', 'RER', 28.23, 'S']], dtype=object),\n",
       " array([['61277941', 'FMW', 0.0, 'P'],\n",
       "        ['61277941', 'PSNS', 3.9, 'P'],\n",
       "        ['61277941', 'MNWA', 3.96, 'P'],\n",
       "        ['61277941', 'GMW', 4.42, 'P'],\n",
       "        ['61277941', 'GNW', 4.57, 'P'],\n",
       "        ['61277941', 'KITP', 4.83, 'P'],\n",
       "        ['61277941', 'VVHS', 5.13, 'P'],\n",
       "        ['61277941', 'DOSE', 6.32, 'P'],\n",
       "        ['61277941', 'B013', 6.62, 'P'],\n",
       "        ['61277941', 'PSNS', 7.18, 'S'],\n",
       "        ['61277941', 'GMW', 7.86, 'S'],\n",
       "        ['61277941', 'GNW', 8.25, 'S'],\n",
       "        ['61277941', 'EVGW', 8.43, 'P'],\n",
       "        ['61277941', 'KIMR', 8.57, 'S'],\n",
       "        ['61277941', 'KITP', 9.12, 'S'],\n",
       "        ['61277941', 'RATT', 10.31, 'P'],\n",
       "        ['61277941', 'LAWT', 10.44, 'S'],\n",
       "        ['61277941', 'GHW', 10.63, 'P'],\n",
       "        ['61277941', 'HTW', 10.86, 'P'],\n",
       "        ['61277941', 'EGRN', 10.95, 'P'],\n",
       "        ['61277941', 'DOSE', 11.14, 'S'],\n",
       "        ['61277941', 'B941', 11.45, 'P'],\n",
       "        ['61277941', 'B013', 11.58, 'S'],\n",
       "        ['61277941', 'B018', 12.11, 'P'],\n",
       "        ['61277941', 'JCW', 13.31, 'P'],\n",
       "        ['61277941', 'FMW', 15.81, 'P'],\n",
       "        ['61277941', 'RER', 15.98, 'P'],\n",
       "        ['61277941', 'BLN', 16.57, 'S'],\n",
       "        ['61277941', 'LO2', 16.98, 'P'],\n",
       "        ['61277941', 'TLW1', 19.27, 'S'],\n",
       "        ['61277941', 'B941', 20.28, 'S']], dtype=object),\n",
       " array([['61277946', 'GMW', 4.28, 'P'],\n",
       "        ['61277946', 'GNW', 4.43, 'P'],\n",
       "        ['61277946', 'DOSE', 6.11, 'P'],\n",
       "        ['61277946', 'GMW', 7.73, 'S'],\n",
       "        ['61277946', 'GNW', 7.98, 'S'],\n",
       "        ['61277946', 'KIMR', 8.41, 'S'],\n",
       "        ['61277946', 'NOWS', 9.71, 'S'],\n",
       "        ['61277946', 'HTW', 10.77, 'P'],\n",
       "        ['61277946', 'DOSE', 10.99, 'S'],\n",
       "        ['61277946', 'B943', 11.4, 'S'],\n",
       "        ['61277946', 'B018', 11.93, 'P'],\n",
       "        ['61277946', 'JCW', 13.28, 'P'],\n",
       "        ['61277946', 'BLN', 16.47, 'S'],\n",
       "        ['61277946', 'HTW', 18.75, 'S'],\n",
       "        ['61277946', 'TLW1', 19.33, 'S']], dtype=object),\n",
       " array([['61277966', 'FMW', 0.0, 'P'],\n",
       "        ['61277966', 'MNWA', 4.05, 'P'],\n",
       "        ['61277966', 'GMW', 4.37, 'P'],\n",
       "        ['61277966', 'GNW', 4.51, 'P'],\n",
       "        ['61277966', 'DOSE', 6.28, 'P'],\n",
       "        ['61277966', 'GMW', 7.8, 'S'],\n",
       "        ['61277966', 'GNW', 8.22, 'S'],\n",
       "        ['61277966', 'HTW', 10.77, 'P'],\n",
       "        ['61277966', 'DOSE', 11.28, 'S'],\n",
       "        ['61277966', 'B941', 11.36, 'P'],\n",
       "        ['61277966', 'B018', 12.07, 'P'],\n",
       "        ['61277966', 'OBSR', 27.12, 'S'],\n",
       "        ['61277966', 'FMW', 27.7, 'S']], dtype=object),\n",
       " array([['61277981', 'GMW', 4.53, 'P'],\n",
       "        ['61277981', 'GNW', 4.63, 'P'],\n",
       "        ['61277981', 'DOSE', 6.44, 'P'],\n",
       "        ['61277981', 'GMW', 8.04, 'S'],\n",
       "        ['61277981', 'GNW', 8.28, 'S'],\n",
       "        ['61277981', 'HTW', 9.24, 'P'],\n",
       "        ['61277981', 'DOSE', 11.36, 'S'],\n",
       "        ['61277981', 'HTW', 19.22, 'S']], dtype=object),\n",
       " array([['61278006', 'MNWA', 4.29, 'P'],\n",
       "        ['61278006', 'GMW', 4.62, 'P'],\n",
       "        ['61278006', 'GNW', 4.79, 'P'],\n",
       "        ['61278006', 'DOSE', 6.58, 'P'],\n",
       "        ['61278006', 'SMNR', 8.19, 'P'],\n",
       "        ['61278006', 'GNW', 8.47, 'S'],\n",
       "        ['61278006', 'KIMR', 8.78, 'S'],\n",
       "        ['61278006', 'DOSE', 11.56, 'S'],\n",
       "        ['61278006', 'B013', 11.84, 'S'],\n",
       "        ['61278006', 'B018', 12.35, 'P'],\n",
       "        ['61278006', 'BLN', 16.82, 'S'],\n",
       "        ['61278006', 'EGRN', 18.99, 'S']], dtype=object),\n",
       " array([['61278016', 'FMW', 0.0, 'P'],\n",
       "        ['61278016', 'PSNS', 3.83, 'P'],\n",
       "        ['61278016', 'MNWA', 3.86, 'P'],\n",
       "        ['61278016', 'GMW', 4.36, 'P'],\n",
       "        ['61278016', 'GNW', 4.51, 'P'],\n",
       "        ['61278016', 'DOSE', 6.27, 'P'],\n",
       "        ['61278016', 'GNW', 8.21, 'S'],\n",
       "        ['61278016', 'HTW', 10.74, 'P'],\n",
       "        ['61278016', 'DOSE', 11.09, 'S'],\n",
       "        ['61278016', 'B013', 11.62, 'S'],\n",
       "        ['61278016', 'B018', 12.09, 'P'],\n",
       "        ['61278016', 'FMW', 15.71, 'P'],\n",
       "        ['61278016', 'RER', 16.07, 'P'],\n",
       "        ['61278016', 'BLN', 16.52, 'S']], dtype=object),\n",
       " array([['61278026', 'FMW', 0.0, 'P'],\n",
       "        ['61278026', 'MNWA', 3.7, 'P'],\n",
       "        ['61278026', 'PSNS', 3.73, 'P'],\n",
       "        ['61278026', 'GMW', 4.28, 'P'],\n",
       "        ['61278026', 'BABE', 4.42, 'P'],\n",
       "        ['61278026', 'GNW', 4.44, 'P'],\n",
       "        ['61278026', 'KIMR', 4.53, 'P'],\n",
       "        ['61278026', 'KITP', 4.65, 'P'],\n",
       "        ['61278026', 'VVHS', 4.92, 'P'],\n",
       "        ['61278026', 'DOSE', 6.19, 'P'],\n",
       "        ['61278026', 'B013', 6.42, 'P'],\n",
       "        ['61278026', 'PSNS', 7.05, 'S'],\n",
       "        ['61278026', 'GMW', 7.75, 'S'],\n",
       "        ['61278026', 'GNW', 8.03, 'S'],\n",
       "        ['61278026', 'KIMR', 8.4, 'S'],\n",
       "        ['61278026', 'SWID', 8.83, 'P'],\n",
       "        ['61278026', 'KITP', 8.93, 'S'],\n",
       "        ['61278026', 'BLN', 9.15, 'P'],\n",
       "        ['61278026', 'KINR', 9.65, 'S'],\n",
       "        ['61278026', 'RATT', 10.09, 'P'],\n",
       "        ['61278026', 'GHW', 10.47, 'P'],\n",
       "        ['61278026', 'HTW', 10.63, 'P'],\n",
       "        ['61278026', 'EGRN', 10.78, 'P'],\n",
       "        ['61278026', 'PCFR', 10.92, 'P'],\n",
       "        ['61278026', 'SQM', 11.01, 'P'],\n",
       "        ['61278026', 'DOSE', 11.02, 'S'],\n",
       "        ['61278026', 'B941', 11.21, 'P'],\n",
       "        ['61278026', 'B013', 11.43, 'S'],\n",
       "        ['61278026', 'B018', 12.0, 'P'],\n",
       "        ['61278026', 'JCW', 13.1, 'P'],\n",
       "        ['61278026', 'RVC', 13.51, 'P'],\n",
       "        ['61278026', 'OBSR', 15.11, 'P'],\n",
       "        ['61278026', 'FMW', 15.62, 'P'],\n",
       "        ['61278026', 'RER', 15.79, 'P'],\n",
       "        ['61278026', 'BLN', 16.44, 'S'],\n",
       "        ['61278026', 'B941', 20.04, 'S'],\n",
       "        ['61278026', 'B018', 21.6, 'S']], dtype=object),\n",
       " array([['61278036', 'PSNS', 3.9, 'P'],\n",
       "        ['61278036', 'GMW', 4.35, 'P'],\n",
       "        ['61278036', 'GNW', 4.49, 'P'],\n",
       "        ['61278036', 'DOSE', 6.26, 'P'],\n",
       "        ['61278036', 'GMW', 7.77, 'S'],\n",
       "        ['61278036', 'GNW', 8.17, 'S'],\n",
       "        ['61278036', 'KIMR', 8.48, 'S'],\n",
       "        ['61278036', 'VVHS', 8.75, 'S'],\n",
       "        ['61278036', 'RATT', 10.25, 'P'],\n",
       "        ['61278036', 'HTW', 10.83, 'P'],\n",
       "        ['61278036', 'DOSE', 11.05, 'S'],\n",
       "        ['61278036', 'B943', 11.6, 'S'],\n",
       "        ['61278036', 'JCW', 13.32, 'P'],\n",
       "        ['61278036', 'TLW1', 19.24, 'S']], dtype=object),\n",
       " array([['61278111', 'GMW', 4.39, 'P'],\n",
       "        ['61278111', 'GNW', 4.54, 'P'],\n",
       "        ['61278111', 'KIMR', 4.56, 'P'],\n",
       "        ['61278111', 'DOSE', 6.3, 'P'],\n",
       "        ['61278111', 'PSNS', 6.48, 'S'],\n",
       "        ['61278111', 'B013', 6.5, 'P'],\n",
       "        ['61278111', 'GMW', 7.81, 'S'],\n",
       "        ['61278111', 'GNW', 8.15, 'S'],\n",
       "        ['61278111', 'KIMR', 8.57, 'S'],\n",
       "        ['61278111', 'TLW1', 10.64, 'P'],\n",
       "        ['61278111', 'DOSE', 11.2, 'S'],\n",
       "        ['61278111', 'B941', 11.45, 'P'],\n",
       "        ['61278111', 'B013', 11.47, 'S'],\n",
       "        ['61278111', 'B018', 12.18, 'P']], dtype=object),\n",
       " array([['61278161', 'PSNS', 3.72, 'P'],\n",
       "        ['61278161', 'MNWA', 3.78, 'P'],\n",
       "        ['61278161', 'GMW', 4.22, 'P'],\n",
       "        ['61278161', 'GNW', 4.34, 'P'],\n",
       "        ['61278161', 'BABE', 4.44, 'P'],\n",
       "        ['61278161', 'KITP', 4.62, 'P'],\n",
       "        ['61278161', 'VVHS', 4.98, 'P'],\n",
       "        ['61278161', 'DOSE', 6.1, 'P'],\n",
       "        ['61278161', 'B013', 6.33, 'P'],\n",
       "        ['61278161', 'GMW', 7.64, 'S'],\n",
       "        ['61278161', 'GNW', 7.99, 'S'],\n",
       "        ['61278161', 'EVGW', 8.28, 'P'],\n",
       "        ['61278161', 'KIMR', 8.33, 'S'],\n",
       "        ['61278161', 'SWID', 8.76, 'P'],\n",
       "        ['61278161', 'KITP', 8.9, 'S'],\n",
       "        ['61278161', 'BLN', 9.25, 'P'],\n",
       "        ['61278161', 'RATT', 10.18, 'P'],\n",
       "        ['61278161', 'HTW', 10.69, 'P'],\n",
       "        ['61278161', 'PCFR', 10.96, 'P'],\n",
       "        ['61278161', 'DOSE', 11.05, 'S'],\n",
       "        ['61278161', 'B941', 11.24, 'P'],\n",
       "        ['61278161', 'B013', 11.4, 'S'],\n",
       "        ['61278161', 'B018', 11.95, 'P'],\n",
       "        ['61278161', 'JCW', 13.11, 'P'],\n",
       "        ['61278161', 'EVGW', 15.02, 'S'],\n",
       "        ['61278161', 'BLN', 16.32, 'S']], dtype=object),\n",
       " array([['61278176', 'FMW', 0.0, 'P'],\n",
       "        ['61278176', 'MNWA', 3.86, 'P'],\n",
       "        ['61278176', 'PSNS', 3.87, 'P'],\n",
       "        ['61278176', 'GMW', 4.41, 'P'],\n",
       "        ['61278176', 'BABE', 4.55, 'P'],\n",
       "        ['61278176', 'GNW', 4.55, 'P'],\n",
       "        ['61278176', 'KITP', 4.75, 'P'],\n",
       "        ['61278176', 'VVHS', 5.11, 'P'],\n",
       "        ['61278176', 'DOSE', 6.24, 'P'],\n",
       "        ['61278176', 'B013', 6.52, 'P'],\n",
       "        ['61278176', 'BRKS', 6.62, 'P'],\n",
       "        ['61278176', 'PSNS', 7.13, 'S'],\n",
       "        ['61278176', 'GMW', 7.84, 'S'],\n",
       "        ['61278176', 'LEOT', 8.1, 'P'],\n",
       "        ['61278176', 'GNW', 8.15, 'S'],\n",
       "        ['61278176', 'KIMR', 8.49, 'S'],\n",
       "        ['61278176', 'SWID', 8.91, 'P'],\n",
       "        ['61278176', 'KITP', 9.01, 'S'],\n",
       "        ['61278176', 'BLN', 9.29, 'P'],\n",
       "        ['61278176', 'RATT', 10.29, 'P'],\n",
       "        ['61278176', 'GHW', 10.63, 'P'],\n",
       "        ['61278176', 'HTW', 10.8, 'P'],\n",
       "        ['61278176', 'EGRN', 10.98, 'P'],\n",
       "        ['61278176', 'PCFR', 11.12, 'P'],\n",
       "        ['61278176', 'DOSE', 11.24, 'S'],\n",
       "        ['61278176', 'B941', 11.39, 'P'],\n",
       "        ['61278176', 'B013', 11.5, 'S'],\n",
       "        ['61278176', 'B018', 12.17, 'P'],\n",
       "        ['61278176', 'BRKS', 12.21, 'S'],\n",
       "        ['61278176', 'JCW', 13.23, 'P'],\n",
       "        ['61278176', 'KNEL', 13.44, 'S'],\n",
       "        ['61278176', 'FMW', 15.9, 'P'],\n",
       "        ['61278176', 'SWID', 16.27, 'S'],\n",
       "        ['61278176', 'BLN', 16.53, 'S'],\n",
       "        ['61278176', 'B941', 20.33, 'S'],\n",
       "        ['61278176', 'B018', 21.73, 'S']], dtype=object),\n",
       " array([['60134208', 'GMW', 4.67, 'P'],\n",
       "        ['60134208', 'GNW', 4.88, 'P'],\n",
       "        ['60134208', 'DOSE', 6.44, 'P'],\n",
       "        ['60134208', 'GMW', 7.64, 'S'],\n",
       "        ['60134208', 'GNW', 8.38, 'S'],\n",
       "        ['60134208', 'DOSE', 11.52, 'S'],\n",
       "        ['60134208', 'B943', 11.74, 'S'],\n",
       "        ['60134208', 'BRKS', 12.66, 'S']], dtype=object),\n",
       " array([['61278206', 'PSNS', 4.01, 'P'],\n",
       "        ['61278206', 'MNWA', 4.01, 'P'],\n",
       "        ['61278206', 'GMW', 4.53, 'P'],\n",
       "        ['61278206', 'GNW', 4.66, 'P'],\n",
       "        ['61278206', 'BABE', 4.74, 'P'],\n",
       "        ['61278206', 'KITP', 4.94, 'P'],\n",
       "        ['61278206', 'VVHS', 5.22, 'P'],\n",
       "        ['61278206', 'DOSE', 6.42, 'P'],\n",
       "        ['61278206', 'B013', 6.65, 'P'],\n",
       "        ['61278206', 'PSNS', 7.36, 'S'],\n",
       "        ['61278206', 'GMW', 7.98, 'S'],\n",
       "        ['61278206', 'GNW', 8.29, 'S'],\n",
       "        ['61278206', 'LEOT', 8.33, 'P'],\n",
       "        ['61278206', 'EVGW', 8.49, 'P'],\n",
       "        ['61278206', 'KIMR', 8.65, 'S'],\n",
       "        ['61278206', 'SWID', 9.09, 'P'],\n",
       "        ['61278206', 'KITP', 9.23, 'S'],\n",
       "        ['61278206', 'LAWT', 10.56, 'S'],\n",
       "        ['61278206', 'HTW', 10.98, 'P'],\n",
       "        ['61278206', 'PCFR', 11.19, 'P'],\n",
       "        ['61278206', 'DOSE', 11.25, 'S'],\n",
       "        ['61278206', 'B941', 11.5, 'P'],\n",
       "        ['61278206', 'B013', 11.67, 'S'],\n",
       "        ['61278206', 'B018', 12.23, 'P'],\n",
       "        ['61278206', 'BRKS', 12.42, 'S'],\n",
       "        ['61278206', 'JCW', 13.4, 'P'],\n",
       "        ['61278206', 'LEOT', 14.95, 'S'],\n",
       "        ['61278206', 'EVGW', 15.33, 'S'],\n",
       "        ['61278206', 'BLN', 16.68, 'S'],\n",
       "        ['61278206', 'B941', 20.42, 'S']], dtype=object),\n",
       " array([['61278211', 'FMW', 0.0, 'P'],\n",
       "        ['61278211', 'PSNS', 3.93, 'P'],\n",
       "        ['61278211', 'MNWA', 3.93, 'P'],\n",
       "        ['61278211', 'GMW', 4.45, 'P'],\n",
       "        ['61278211', 'GNW', 4.59, 'P'],\n",
       "        ['61278211', 'BABE', 4.64, 'P'],\n",
       "        ['61278211', 'KIMR', 4.78, 'P'],\n",
       "        ['61278211', 'KITP', 4.86, 'P'],\n",
       "        ['61278211', 'VVHS', 5.16, 'P'],\n",
       "        ['61278211', 'LAWT', 5.47, 'P'],\n",
       "        ['61278211', 'KDK', 5.53, 'P'],\n",
       "        ['61278211', 'DOSE', 6.32, 'P'],\n",
       "        ['61278211', 'B013', 6.57, 'P'],\n",
       "        ['61278211', 'BRKS', 6.71, 'P'],\n",
       "        ['61278211', 'PSNS', 7.2, 'S'],\n",
       "        ['61278211', 'UPS', 7.26, 'P'],\n",
       "        ['61278211', 'GMW', 7.89, 'S'],\n",
       "        ['61278211', 'GNW', 8.09, 'S'],\n",
       "        ['61278211', 'LEOT', 8.19, 'P'],\n",
       "        ['61278211', 'EVGW', 8.38, 'P'],\n",
       "        ['61278211', 'KIMR', 8.48, 'S'],\n",
       "        ['61278211', 'SWID', 8.99, 'P'],\n",
       "        ['61278211', 'BABE', 9.03, 'S'],\n",
       "        ['61278211', 'KITP', 9.17, 'S'],\n",
       "        ['61278211', 'VVHS', 9.6, 'S'],\n",
       "        ['61278211', 'KINR', 9.85, 'S'],\n",
       "        ['61278211', 'LAWT', 10.33, 'S'],\n",
       "        ['61278211', 'RATT', 10.35, 'P'],\n",
       "        ['61278211', 'GHW', 10.62, 'P'],\n",
       "        ['61278211', 'HTW', 10.89, 'P'],\n",
       "        ['61278211', 'EGRN', 10.9, 'P'],\n",
       "        ['61278211', 'KDK', 10.92, 'S'],\n",
       "        ['61278211', 'STOR', 11.01, 'P'],\n",
       "        ['61278211', 'PCFR', 11.11, 'P'],\n",
       "        ['61278211', 'SQM', 11.12, 'P'],\n",
       "        ['61278211', 'DOSE', 11.17, 'S'],\n",
       "        ['61278211', 'B001', 11.29, 'P'],\n",
       "        ['61278211', 'B941', 11.4, 'P'],\n",
       "        ['61278211', 'B013', 11.59, 'S'],\n",
       "        ['61278211', 'B018', 12.14, 'P'],\n",
       "        ['61278211', 'BRKS', 12.36, 'S'],\n",
       "        ['61278211', 'FINN', 13.19, 'S'],\n",
       "        ['61278211', 'JCW', 13.31, 'P'],\n",
       "        ['61278211', 'KNEL', 13.55, 'S'],\n",
       "        ['61278211', 'RVC', 13.72, 'P'],\n",
       "        ['61278211', 'MARY', 14.59, 'S'],\n",
       "        ['61278211', 'LEOT', 14.84, 'S'],\n",
       "        ['61278211', 'OBSR', 15.4, 'P'],\n",
       "        ['61278211', 'FMW', 15.85, 'P'],\n",
       "        ['61278211', 'RER', 16.01, 'P'],\n",
       "        ['61278211', 'B017', 16.2, 'P'],\n",
       "        ['61278211', 'SWID', 16.42, 'S'],\n",
       "        ['61278211', 'BLN', 16.69, 'S'],\n",
       "        ['61278211', 'SMNR', 16.95, 'S'],\n",
       "        ['61278211', 'LON', 16.97, 'P'],\n",
       "        ['61278211', 'LO2', 17.01, 'P'],\n",
       "        ['61278211', 'MBPA', 18.38, 'S'],\n",
       "        ['61278211', 'TLW1', 19.32, 'S'],\n",
       "        ['61278211', 'RVC', 24.15, 'S']], dtype=object),\n",
       " array([['61278281', 'FMW', 0.0, 'P'],\n",
       "        ['61278281', 'PSNS', 3.9, 'P'],\n",
       "        ['61278281', 'MNWA', 3.9, 'P'],\n",
       "        ['61278281', 'GMW', 4.42, 'P'],\n",
       "        ['61278281', 'GNW', 4.56, 'P'],\n",
       "        ['61278281', 'BABE', 4.62, 'P'],\n",
       "        ['61278281', 'KIMR', 4.69, 'P'],\n",
       "        ['61278281', 'KITP', 4.82, 'P'],\n",
       "        ['61278281', 'VVHS', 5.13, 'P'],\n",
       "        ['61278281', 'LAWT', 5.4, 'P'],\n",
       "        ['61278281', 'DOSE', 6.3, 'P'],\n",
       "        ['61278281', 'B013', 6.55, 'P'],\n",
       "        ['61278281', 'NOWS', 6.74, 'P'],\n",
       "        ['61278281', 'FINN', 7.14, 'P'],\n",
       "        ['61278281', 'PSNS', 7.15, 'S'],\n",
       "        ['61278281', 'UPS', 7.22, 'P'],\n",
       "        ['61278281', 'GMW', 7.86, 'S'],\n",
       "        ['61278281', 'LEOT', 8.15, 'P'],\n",
       "        ['61278281', 'GNW', 8.24, 'S'],\n",
       "        ['61278281', 'EVGW', 8.31, 'P'],\n",
       "        ['61278281', 'KIMR', 8.56, 'S'],\n",
       "        ['61278281', 'EARN', 8.59, 'P'],\n",
       "        ['61278281', 'SWID', 8.96, 'P'],\n",
       "        ['61278281', 'KITP', 9.12, 'S'],\n",
       "        ['61278281', 'BLN', 9.39, 'P'],\n",
       "        ['61278281', 'RATT', 10.25, 'P'],\n",
       "        ['61278281', 'LAWT', 10.3, 'S'],\n",
       "        ['61278281', 'GHW', 10.6, 'P'],\n",
       "        ['61278281', 'MBPA', 10.71, 'P'],\n",
       "        ['61278281', 'EGRN', 10.86, 'P'],\n",
       "        ['61278281', 'HTW', 10.86, 'P'],\n",
       "        ['61278281', 'STOR', 10.98, 'P'],\n",
       "        ['61278281', 'PCFR', 11.08, 'P'],\n",
       "        ['61278281', 'SQM', 11.08, 'P'],\n",
       "        ['61278281', 'DOSE', 11.12, 'S'],\n",
       "        ['61278281', 'B001', 11.21, 'P'],\n",
       "        ['61278281', 'B941', 11.37, 'P'],\n",
       "        ['61278281', 'B013', 11.55, 'S'],\n",
       "        ['61278281', 'B018', 12.11, 'P'],\n",
       "        ['61278281', 'BRKS', 12.31, 'S'],\n",
       "        ['61278281', 'JCW', 13.29, 'P'],\n",
       "        ['61278281', 'KNEL', 13.53, 'S'],\n",
       "        ['61278281', 'RVC', 13.69, 'P'],\n",
       "        ['61278281', 'MARY', 14.56, 'S'],\n",
       "        ['61278281', 'LEOT', 14.82, 'S'],\n",
       "        ['61278281', 'OSD', 15.02, 'P'],\n",
       "        ['61278281', 'EVGW', 15.08, 'S'],\n",
       "        ['61278281', 'B014', 15.3, 'P'],\n",
       "        ['61278281', 'OBSR', 15.39, 'P'],\n",
       "        ['61278281', 'FMW', 15.83, 'P'],\n",
       "        ['61278281', 'CMW', 15.87, 'P'],\n",
       "        ['61278281', 'NLWA', 16.08, 'P'],\n",
       "        ['61278281', 'VGZ', 16.24, 'P'],\n",
       "        ['61278281', 'SWID', 16.39, 'S'],\n",
       "        ['61278281', 'BLN', 16.56, 'S'],\n",
       "        ['61278281', 'SMNR', 16.9, 'S'],\n",
       "        ['61278281', 'LO2', 16.98, 'P'],\n",
       "        ['61278281', 'PCEP', 17.37, 'S'],\n",
       "        ['61278281', 'MBPA', 18.36, 'S'],\n",
       "        ['61278281', 'PCFR', 19.79, 'S']], dtype=object),\n",
       " array([['61278286', 'PSNS', 3.82, 'P'],\n",
       "        ['61278286', 'MNWA', 3.91, 'P'],\n",
       "        ['61278286', 'GMW', 4.33, 'P'],\n",
       "        ['61278286', 'GNW', 4.47, 'P'],\n",
       "        ['61278286', 'VVHS', 5.06, 'P'],\n",
       "        ['61278286', 'DOSE', 6.21, 'P'],\n",
       "        ['61278286', 'B013', 6.4, 'P'],\n",
       "        ['61278286', 'GMW', 7.74, 'S'],\n",
       "        ['61278286', 'GNW', 8.02, 'S'],\n",
       "        ['61278286', 'KIMR', 8.45, 'S'],\n",
       "        ['61278286', 'KITP', 9.02, 'S'],\n",
       "        ['61278286', 'HTW', 10.8, 'P'],\n",
       "        ['61278286', 'DOSE', 10.99, 'S'],\n",
       "        ['61278286', 'B941', 11.39, 'P'],\n",
       "        ['61278286', 'B013', 11.42, 'S'],\n",
       "        ['61278286', 'B018', 12.05, 'P'],\n",
       "        ['61278286', 'JCW', 13.32, 'P']], dtype=object),\n",
       " array([['61278371', 'MNWA', 3.88, 'P'],\n",
       "        ['61278371', 'PSNS', 3.89, 'P'],\n",
       "        ['61278371', 'GMW', 4.41, 'P'],\n",
       "        ['61278371', 'GNW', 4.56, 'P'],\n",
       "        ['61278371', 'BABE', 4.61, 'P'],\n",
       "        ['61278371', 'KIMR', 4.72, 'P'],\n",
       "        ['61278371', 'KITP', 4.81, 'P'],\n",
       "        ['61278371', 'VVHS', 5.13, 'P'],\n",
       "        ['61278371', 'DOSE', 6.29, 'P'],\n",
       "        ['61278371', 'B013', 6.52, 'P'],\n",
       "        ['61278371', 'MNWA', 7.4, 'S'],\n",
       "        ['61278371', 'GMW', 7.82, 'S'],\n",
       "        ['61278371', 'GNW', 8.16, 'S'],\n",
       "        ['61278371', 'KIMR', 8.54, 'S'],\n",
       "        ['61278371', 'SWID', 8.95, 'P'],\n",
       "        ['61278371', 'KITP', 9.11, 'S'],\n",
       "        ['61278371', 'VVHS', 9.57, 'S'],\n",
       "        ['61278371', 'KINR', 9.78, 'S'],\n",
       "        ['61278371', 'RATT', 10.32, 'P'],\n",
       "        ['61278371', 'GHW', 10.6, 'P'],\n",
       "        ['61278371', 'HTW', 10.86, 'P'],\n",
       "        ['61278371', 'EGRN', 10.91, 'P'],\n",
       "        ['61278371', 'PCFR', 11.09, 'P'],\n",
       "        ['61278371', 'DOSE', 11.1, 'S'],\n",
       "        ['61278371', 'B941', 11.34, 'P'],\n",
       "        ['61278371', 'B013', 11.62, 'S'],\n",
       "        ['61278371', 'B018', 12.1, 'P'],\n",
       "        ['61278371', 'BRKS', 12.37, 'S'],\n",
       "        ['61278371', 'JCW', 13.3, 'P'],\n",
       "        ['61278371', 'SWID', 16.37, 'S'],\n",
       "        ['61278371', 'BLN', 16.55, 'S']], dtype=object),\n",
       " array([['60134308', 'GMW', 4.55, 'P'],\n",
       "        ['60134308', 'GNW', 4.7, 'P'],\n",
       "        ['60134308', 'B943', 6.75, 'P'],\n",
       "        ['60134308', 'GMW', 8.16, 'S'],\n",
       "        ['60134308', 'GNW', 8.35, 'S'],\n",
       "        ['60134308', 'B943', 11.74, 'S']], dtype=object),\n",
       " array([['61278496', 'PSNS', 3.92, 'P'],\n",
       "        ['61278496', 'MNWA', 4.06, 'P'],\n",
       "        ['61278496', 'GMW', 4.47, 'P'],\n",
       "        ['61278496', 'GNW', 4.63, 'P'],\n",
       "        ['61278496', 'KITP', 4.8, 'P'],\n",
       "        ['61278496', 'VVHS', 5.15, 'P'],\n",
       "        ['61278496', 'DOSE', 6.37, 'P'],\n",
       "        ['61278496', 'PSNS', 7.27, 'S'],\n",
       "        ['61278496', 'GMW', 7.91, 'S'],\n",
       "        ['61278496', 'GNW', 8.21, 'S'],\n",
       "        ['61278496', 'KIMR', 8.63, 'S'],\n",
       "        ['61278496', 'KITP', 9.11, 'S'],\n",
       "        ['61278496', 'VVHS', 9.58, 'S'],\n",
       "        ['61278496', 'HTW', 10.84, 'P'],\n",
       "        ['61278496', 'DOSE', 11.27, 'S'],\n",
       "        ['61278496', 'B941', 11.5, 'P'],\n",
       "        ['61278496', 'B013', 11.59, 'S'],\n",
       "        ['61278496', 'B018', 12.23, 'P'],\n",
       "        ['61278496', 'JCW', 13.31, 'P'],\n",
       "        ['61278496', 'BLN', 16.6, 'S'],\n",
       "        ['61278496', 'HTW', 18.74, 'S'],\n",
       "        ['61278496', 'B941', 20.28, 'S'],\n",
       "        ['61278496', 'B018', 21.77, 'S']], dtype=object),\n",
       " array([['61278541', 'PSNS', 3.9, 'P'],\n",
       "        ['61278541', 'MNWA', 3.98, 'P'],\n",
       "        ['61278541', 'GMW', 4.42, 'P'],\n",
       "        ['61278541', 'GNW', 4.55, 'P'],\n",
       "        ['61278541', 'KIMR', 4.68, 'P'],\n",
       "        ['61278541', 'KITP', 4.82, 'P'],\n",
       "        ['61278541', 'VVHS', 5.11, 'P'],\n",
       "        ['61278541', 'DOSE', 6.29, 'P'],\n",
       "        ['61278541', 'B013', 6.53, 'P'],\n",
       "        ['61278541', 'HDW', 6.9, 'P'],\n",
       "        ['61278541', 'PSNS', 7.22, 'S'],\n",
       "        ['61278541', 'GMW', 7.87, 'S'],\n",
       "        ['61278541', 'GNW', 8.16, 'S'],\n",
       "        ['61278541', 'KIMR', 8.54, 'S'],\n",
       "        ['61278541', 'SWID', 9.02, 'P'],\n",
       "        ['61278541', 'KITP', 9.15, 'S'],\n",
       "        ['61278541', 'RATT', 10.26, 'P'],\n",
       "        ['61278541', 'LAWT', 10.34, 'S'],\n",
       "        ['61278541', 'GHW', 10.58, 'P'],\n",
       "        ['61278541', 'HTW', 10.85, 'P'],\n",
       "        ['61278541', 'DOSE', 11.12, 'S'],\n",
       "        ['61278541', 'B013', 11.55, 'S'],\n",
       "        ['61278541', 'GSM', 12.02, 'P'],\n",
       "        ['61278541', 'B018', 12.09, 'P'],\n",
       "        ['61278541', 'JCW', 13.29, 'P'],\n",
       "        ['61278541', 'RVC', 13.7, 'P'],\n",
       "        ['61278541', 'ELW', 16.3, 'S'],\n",
       "        ['61278541', 'BLN', 16.56, 'S'],\n",
       "        ['61278541', 'B941', 20.3, 'S']], dtype=object),\n",
       " array([['61278991', 'FMW', 0.0, 'P'],\n",
       "        ['61278991', 'PSNS', 3.93, 'P'],\n",
       "        ['61278991', 'MNWA', 3.94, 'P'],\n",
       "        ['61278991', 'GMW', 4.44, 'P'],\n",
       "        ['61278991', 'GNW', 4.56, 'P'],\n",
       "        ['61278991', 'BABE', 4.64, 'P'],\n",
       "        ['61278991', 'KIMR', 4.72, 'P'],\n",
       "        ['61278991', 'KITP', 4.82, 'P'],\n",
       "        ['61278991', 'VVHS', 5.17, 'P'],\n",
       "        ['61278991', 'LAWT', 5.44, 'P'],\n",
       "        ['61278991', 'DOSE', 6.32, 'P'],\n",
       "        ['61278991', 'B013', 6.56, 'P'],\n",
       "        ['61278991', 'NOWS', 6.8, 'P'],\n",
       "        ['61278991', 'HDW', 6.93, 'P'],\n",
       "        ['61278991', 'PSNS', 7.17, 'S'],\n",
       "        ['61278991', 'GMW', 7.88, 'S'],\n",
       "        ['61278991', 'GNW', 8.19, 'S'],\n",
       "        ['61278991', 'LEOT', 8.21, 'P'],\n",
       "        ['61278991', 'EVGW', 8.41, 'P'],\n",
       "        ['61278991', 'KIMR', 8.58, 'S'],\n",
       "        ['61278991', 'SWID', 8.98, 'P'],\n",
       "        ['61278991', 'KITP', 9.13, 'S'],\n",
       "        ['61278991', 'PCEP', 9.77, 'P'],\n",
       "        ['61278991', 'KINR', 9.82, 'S'],\n",
       "        ['61278991', 'RATT', 10.32, 'P'],\n",
       "        ['61278991', 'LAWT', 10.33, 'S'],\n",
       "        ['61278991', 'GHW', 10.64, 'P'],\n",
       "        ['61278991', 'HTW', 10.89, 'P'],\n",
       "        ['61278991', 'DOSE', 11.12, 'S'],\n",
       "        ['61278991', 'PCFR', 11.13, 'P'],\n",
       "        ['61278991', 'B941', 11.42, 'P'],\n",
       "        ['61278991', 'B013', 11.56, 'S'],\n",
       "        ['61278991', 'B018', 12.14, 'P'],\n",
       "        ['61278991', 'BRKS', 12.34, 'S'],\n",
       "        ['61278991', 'FINN', 13.21, 'S'],\n",
       "        ['61278991', 'JCW', 13.31, 'P'],\n",
       "        ['61278991', 'RVC', 13.75, 'P'],\n",
       "        ['61278991', 'LEOT', 14.86, 'S'],\n",
       "        ['61278991', 'OSD', 15.05, 'P'],\n",
       "        ['61278991', 'EVGW', 15.24, 'S'],\n",
       "        ['61278991', 'FMW', 15.86, 'P'],\n",
       "        ['61278991', 'BLN', 16.55, 'S'],\n",
       "        ['61278991', 'LO2', 17.03, 'P'],\n",
       "        ['61278991', 'TLW1', 19.34, 'S'],\n",
       "        ['61278991', 'B941', 20.36, 'S'],\n",
       "        ['61278991', 'BOW', 20.59, 'P']], dtype=object),\n",
       " array([['61280451', 'FMW', 0.0, 'P'],\n",
       "        ['61280451', 'PSNS', 3.72, 'P'],\n",
       "        ['61280451', 'MNWA', 3.79, 'P'],\n",
       "        ['61280451', 'GMW', 4.23, 'P'],\n",
       "        ['61280451', 'GNW', 4.36, 'P'],\n",
       "        ['61280451', 'DOSE', 6.12, 'P'],\n",
       "        ['61280451', 'B013', 6.36, 'P'],\n",
       "        ['61280451', 'HDW', 6.73, 'P'],\n",
       "        ['61280451', 'GMW', 7.75, 'S'],\n",
       "        ['61280451', 'GNW', 7.96, 'S'],\n",
       "        ['61280451', 'VVHS', 8.61, 'S'],\n",
       "        ['61280451', 'SWID', 8.81, 'P'],\n",
       "        ['61280451', 'RATT', 10.17, 'P'],\n",
       "        ['61280451', 'HTW', 10.68, 'P'],\n",
       "        ['61280451', 'PCFR', 10.87, 'P'],\n",
       "        ['61280451', 'DOSE', 10.94, 'S'],\n",
       "        ['61280451', 'SMW', 11.0, 'P'],\n",
       "        ['61280451', 'B941', 11.17, 'P'],\n",
       "        ['61280451', 'B013', 11.38, 'S'],\n",
       "        ['61280451', 'B018', 11.91, 'P'],\n",
       "        ['61280451', 'HDW', 12.22, 'S'],\n",
       "        ['61280451', 'JCW', 13.14, 'P'],\n",
       "        ['61280451', 'FMW', 15.61, 'P'],\n",
       "        ['61280451', 'RER', 15.77, 'P'],\n",
       "        ['61280451', 'SWID', 16.34, 'S'],\n",
       "        ['61280451', 'HTW', 18.74, 'S'],\n",
       "        ['61280451', 'TLW1', 19.12, 'S'],\n",
       "        ['61280451', 'B001', 19.58, 'S'],\n",
       "        ['61280451', 'B941', 20.09, 'S']], dtype=object),\n",
       " array([['61280591', 'GMW', 4.05, 'P'],\n",
       "        ['61280591', 'GNW', 4.25, 'P'],\n",
       "        ['61280591', 'DOSE', 5.98, 'P'],\n",
       "        ['61280591', 'HDW', 6.55, 'P'],\n",
       "        ['61280591', 'GMW', 7.48, 'S'],\n",
       "        ['61280591', 'GNW', 7.8, 'S'],\n",
       "        ['61280591', 'DOSE', 10.96, 'S'],\n",
       "        ['61280591', 'B943', 11.31, 'S'],\n",
       "        ['61280591', 'HDW', 11.96, 'S'],\n",
       "        ['61280591', 'FMW', 28.16, 'S']], dtype=object),\n",
       " array([['61263877', 'MNWA', 3.72, 'P'],\n",
       "        ['61263877', 'PSNS', 3.84, 'P'],\n",
       "        ['61263877', 'GMW', 4.26, 'P'],\n",
       "        ['61263877', 'GNW', 4.42, 'P'],\n",
       "        ['61263877', 'DOSE', 6.15, 'P'],\n",
       "        ['61263877', 'MNWA', 6.47, 'S'],\n",
       "        ['61263877', 'HDW', 6.76, 'P'],\n",
       "        ['61263877', 'GMW', 7.7, 'S'],\n",
       "        ['61263877', 'GNW', 8.07, 'S'],\n",
       "        ['61263877', 'KIMR', 8.4, 'S'],\n",
       "        ['61263877', 'HTW', 10.72, 'P'],\n",
       "        ['61263877', 'DOSE', 11.15, 'S'],\n",
       "        ['61263877', 'B943', 11.5, 'S'],\n",
       "        ['61263877', 'B018', 11.94, 'P'],\n",
       "        ['61263877', 'HDW', 12.12, 'S'],\n",
       "        ['61263877', 'JCW', 13.27, 'P'],\n",
       "        ['61263877', 'BLN', 16.43, 'S'],\n",
       "        ['61263877', 'HTW', 18.77, 'S'],\n",
       "        ['61263877', 'B001', 19.59, 'S']], dtype=object),\n",
       " array([['61264052', 'GMW', 4.17, 'P'],\n",
       "        ['61264052', 'GNW', 4.31, 'P'],\n",
       "        ['61264052', 'VVHS', 4.92, 'P'],\n",
       "        ['61264052', 'DOSE', 6.05, 'P'],\n",
       "        ['61264052', 'B013', 6.29, 'P'],\n",
       "        ['61264052', 'HDW', 6.66, 'P'],\n",
       "        ['61264052', 'GMW', 7.6, 'S'],\n",
       "        ['61264052', 'GNW', 7.91, 'S'],\n",
       "        ['61264052', 'HTW', 10.63, 'P'],\n",
       "        ['61264052', 'DOSE', 10.8, 'S'],\n",
       "        ['61264052', 'B941', 11.22, 'P'],\n",
       "        ['61264052', 'B013', 11.36, 'S'],\n",
       "        ['61264052', 'B018', 11.87, 'P'],\n",
       "        ['61264052', 'HDW', 12.05, 'S'],\n",
       "        ['61264052', 'BLN', 16.33, 'S'],\n",
       "        ['61264052', 'B001', 19.45, 'S'],\n",
       "        ['61264052', 'B941', 20.1, 'S'],\n",
       "        ['61264052', 'RER', 27.95, 'S']], dtype=object),\n",
       " array([['61264107', 'FMW', 0.0, 'P'],\n",
       "        ['61264107', 'PSNS', 3.73, 'P'],\n",
       "        ['61264107', 'MNWA', 3.85, 'P'],\n",
       "        ['61264107', 'GMW', 4.26, 'P'],\n",
       "        ['61264107', 'GNW', 4.42, 'P'],\n",
       "        ['61264107', 'KITP', 4.58, 'P'],\n",
       "        ['61264107', 'VVHS', 5.03, 'P'],\n",
       "        ['61264107', 'DOSE', 6.13, 'P'],\n",
       "        ['61264107', 'B013', 6.34, 'P'],\n",
       "        ['61264107', 'HDW', 6.76, 'P'],\n",
       "        ['61264107', 'GMW', 7.68, 'S'],\n",
       "        ['61264107', 'GNW', 7.97, 'S'],\n",
       "        ['61264107', 'KIMR', 8.39, 'S'],\n",
       "        ['61264107', 'GHW', 10.63, 'P'],\n",
       "        ['61264107', 'HTW', 10.73, 'P'],\n",
       "        ['61264107', 'DOSE', 11.0, 'S'],\n",
       "        ['61264107', 'B013', 11.28, 'S'],\n",
       "        ['61264107', 'B941', 11.4, 'P'],\n",
       "        ['61264107', 'B018', 12.01, 'P'],\n",
       "        ['61264107', 'HDW', 12.14, 'S'],\n",
       "        ['61264107', 'JCW', 13.1, 'P'],\n",
       "        ['61264107', 'RVC', 13.65, 'P'],\n",
       "        ['61264107', 'FMW', 15.8, 'P'],\n",
       "        ['61264107', 'B001', 19.5, 'S'],\n",
       "        ['61264107', 'B018', 21.65, 'S']], dtype=object),\n",
       " array([['61264157', 'MNWA', 3.59, 'P'],\n",
       "        ['61264157', 'GMW', 4.04, 'P'],\n",
       "        ['61264157', 'VVHS', 4.05, 'P'],\n",
       "        ['61264157', 'GNW', 4.2, 'P'],\n",
       "        ['61264157', 'BSFP', 4.89, 'P'],\n",
       "        ['61264157', 'MNWA', 5.71, 'S'],\n",
       "        ['61264157', 'DOSE', 5.94, 'P'],\n",
       "        ['61264157', 'B013', 6.13, 'P'],\n",
       "        ['61264157', 'HDW', 6.55, 'P'],\n",
       "        ['61264157', 'GMW', 7.46, 'S'],\n",
       "        ['61264157', 'KIMR', 7.65, 'S'],\n",
       "        ['61264157', 'GNW', 7.77, 'S'],\n",
       "        ['61264157', 'BSFP', 8.51, 'S'],\n",
       "        ['61264157', 'DOSE', 10.81, 'S'],\n",
       "        ['61264157', 'B013', 11.1, 'S'],\n",
       "        ['61264157', 'B018', 11.91, 'P'],\n",
       "        ['61264157', 'HDW', 11.93, 'S'],\n",
       "        ['61264157', 'FMW', 15.62, 'P'],\n",
       "        ['61264157', 'B001', 19.36, 'S'],\n",
       "        ['61264157', 'B018', 21.57, 'S']], dtype=object),\n",
       " array([['61264612', 'FMW', 0.0, 'P'],\n",
       "        ['61264612', 'MNWA', 3.85, 'P'],\n",
       "        ['61264612', 'PSNS', 3.86, 'P'],\n",
       "        ['61264612', 'GMW', 4.39, 'P'],\n",
       "        ['61264612', 'BABE', 4.55, 'P'],\n",
       "        ['61264612', 'GNW', 4.57, 'P'],\n",
       "        ['61264612', 'KIMR', 4.69, 'P'],\n",
       "        ['61264612', 'KITP', 4.71, 'P'],\n",
       "        ['61264612', 'KINR', 5.16, 'P'],\n",
       "        ['61264612', 'VVHS', 5.18, 'P'],\n",
       "        ['61264612', 'LAWT', 5.33, 'P'],\n",
       "        ['61264612', 'KDK', 5.61, 'P'],\n",
       "        ['61264612', 'KIMB', 5.95, 'P'],\n",
       "        ['61264612', 'SEA', 6.07, 'P'],\n",
       "        ['61264612', 'SP2', 6.12, 'P'],\n",
       "        ['61264612', 'DOSE', 6.22, 'P'],\n",
       "        ['61264612', 'B013', 6.47, 'P'],\n",
       "        ['61264612', 'HICC', 6.5, 'P'],\n",
       "        ['61264612', 'BRKS', 6.53, 'P'],\n",
       "        ['61264612', 'NOWS', 6.67, 'P'],\n",
       "        ['61264612', 'LYNC', 6.86, 'P'],\n",
       "        ['61264612', 'MNWA', 6.87, 'S'],\n",
       "        ['61264612', 'HDW', 6.89, 'P'],\n",
       "        ['61264612', 'FINN', 7.07, 'P'],\n",
       "        ['61264612', 'PSNS', 7.1, 'S'],\n",
       "        ['61264612', 'KNEL', 7.1, 'P'],\n",
       "        ['61264612', 'NIHS', 7.22, 'P'],\n",
       "        ['61264612', 'UPS', 7.33, 'P'],\n",
       "        ['61264612', 'TBPA', 7.79, 'P'],\n",
       "        ['61264612', 'GMW', 7.81, 'S'],\n",
       "        ['61264612', 'GNW', 8.01, 'S'],\n",
       "        ['61264612', 'LEOT', 8.08, 'P'],\n",
       "        ['61264612', 'EVGW', 8.23, 'P'],\n",
       "        ['61264612', 'BEVT', 8.29, 'P'],\n",
       "        ['61264612', 'ALCT', 8.38, 'P'],\n",
       "        ['61264612', 'KIMR', 8.48, 'S'],\n",
       "        ['61264612', 'EARN', 8.53, 'P'],\n",
       "        ['61264612', 'SWID', 8.86, 'P'],\n",
       "        ['61264612', 'KITP', 8.94, 'S'],\n",
       "        ['61264612', 'BABE', 8.96, 'S'],\n",
       "        ['61264612', 'SMNR', 9.09, 'P'],\n",
       "        ['61264612', 'BLN', 9.21, 'P'],\n",
       "        ['61264612', 'KINR', 9.61, 'S'],\n",
       "        ['61264612', 'LAWT', 10.25, 'S'],\n",
       "        ['61264612', 'RATT', 10.3, 'P'],\n",
       "        ['61264612', 'MBPA', 10.46, 'P'],\n",
       "        ['61264612', 'GHW', 10.7, 'P'],\n",
       "        ['61264612', 'HTW', 10.81, 'P'],\n",
       "        ['61264612', 'KDK', 10.82, 'S'],\n",
       "        ['61264612', 'B001', 10.85, 'P'],\n",
       "        ['61264612', 'EGRN', 10.96, 'P'],\n",
       "        ['61264612', 'SQM', 10.98, 'P'],\n",
       "        ['61264612', 'SMW', 11.13, 'P'],\n",
       "        ['61264612', 'TLW1', 11.16, 'P'],\n",
       "        ['61264612', 'DOSE', 11.18, 'S'],\n",
       "        ['61264612', 'PCFR', 11.19, 'P'],\n",
       "        ['61264612', 'LYNC', 11.24, 'S'],\n",
       "        ['61264612', 'B013', 11.41, 'S'],\n",
       "        ['61264612', 'B941', 11.49, 'P'],\n",
       "        ['61264612', 'SEA', 11.62, 'S'],\n",
       "        ['61264612', 'BRKS', 12.02, 'S'],\n",
       "        ['61264612', 'GSM', 12.07, 'P'],\n",
       "        ['61264612', 'HDW', 12.16, 'S'],\n",
       "        ['61264612', 'B018', 12.23, 'P'],\n",
       "        ['61264612', 'SVOH', 12.58, 'P'],\n",
       "        ['61264612', 'JCW', 13.19, 'P'],\n",
       "        ['61264612', 'NIHS', 13.4, 'S'],\n",
       "        ['61264612', 'KNEL', 13.57, 'S'],\n",
       "        ['61264612', 'B006', 13.77, 'P'],\n",
       "        ['61264612', 'RVC', 13.81, 'P'],\n",
       "        ['61264612', 'LEOT', 14.78, 'S'],\n",
       "        ['61264612', 'TBPA', 14.92, 'S'],\n",
       "        ['61264612', 'OSD', 15.01, 'P'],\n",
       "        ['61264612', 'CMW', 15.76, 'P'],\n",
       "        ['61264612', 'EARN', 15.94, 'S'],\n",
       "        ['61264612', 'FMW', 15.97, 'P'],\n",
       "        ['61264612', 'RER', 16.1, 'P'],\n",
       "        ['61264612', 'NLWA', 16.13, 'P'],\n",
       "        ['61264612', 'SWID', 16.21, 'S'],\n",
       "        ['61264612', 'B017', 16.27, 'P'],\n",
       "        ['61264612', 'BLN', 16.43, 'S'],\n",
       "        ['61264612', 'LON', 17.07, 'P'],\n",
       "        ['61264612', 'SMNR', 17.1, 'S'],\n",
       "        ['61264612', 'LO2', 17.1, 'P'],\n",
       "        ['61264612', 'MBPA', 18.27, 'S'],\n",
       "        ['61264612', 'MCW', 19.07, 'P'],\n",
       "        ['61264612', 'GPW', 19.47, 'P'],\n",
       "        ['61264612', 'RPW', 19.51, 'P'],\n",
       "        ['61264612', 'B001', 19.62, 'S'],\n",
       "        ['61264612', 'WRW', 20.51, 'P'],\n",
       "        ['61264612', 'BOW', 20.68, 'P'],\n",
       "        ['61264612', 'OSD', 25.91, 'S'],\n",
       "        ['61264612', 'CMW', 28.03, 'S']], dtype=object),\n",
       " array([['61264617', 'GMW', 4.48, 'P'],\n",
       "        ['61264617', 'GNW', 4.7, 'P'],\n",
       "        ['61264617', 'DOSE', 6.29, 'P'],\n",
       "        ['61264617', 'B013', 6.46, 'P'],\n",
       "        ['61264617', 'HDW', 6.83, 'P'],\n",
       "        ['61264617', 'GNW', 8.13, 'S'],\n",
       "        ['61264617', 'DOSE', 11.14, 'S'],\n",
       "        ['61264617', 'B943', 11.44, 'S'],\n",
       "        ['61264617', 'HDW', 12.28, 'S']], dtype=object),\n",
       " array([['61264622', 'PSNS', 3.69, 'P'],\n",
       "        ['61264622', 'MNWA', 3.78, 'P'],\n",
       "        ['61264622', 'GMW', 4.21, 'P'],\n",
       "        ['61264622', 'BABE', 4.39, 'P'],\n",
       "        ['61264622', 'GNW', 4.48, 'P'],\n",
       "        ['61264622', 'KITP', 4.54, 'P'],\n",
       "        ['61264622', 'KINR', 4.98, 'P'],\n",
       "        ['61264622', 'VVHS', 5.0, 'P'],\n",
       "        ['61264622', 'DOSE', 6.02, 'P'],\n",
       "        ['61264622', 'B013', 6.27, 'P'],\n",
       "        ['61264622', 'HDW', 6.7, 'P'],\n",
       "        ['61264622', 'GMW', 7.68, 'S'],\n",
       "        ['61264622', 'GNW', 7.88, 'S'],\n",
       "        ['61264622', 'KIMR', 8.34, 'S'],\n",
       "        ['61264622', 'RATT', 10.22, 'P'],\n",
       "        ['61264622', 'HTW', 10.64, 'P'],\n",
       "        ['61264622', 'DOSE', 10.97, 'S'],\n",
       "        ['61264622', 'PCFR', 11.02, 'P'],\n",
       "        ['61264622', 'SMW', 11.09, 'P'],\n",
       "        ['61264622', 'B013', 11.2, 'S'],\n",
       "        ['61264622', 'B941', 11.33, 'P'],\n",
       "        ['61264622', 'B018', 12.02, 'P'],\n",
       "        ['61264622', 'HDW', 12.03, 'S'],\n",
       "        ['61264622', 'BRKS', 12.06, 'S'],\n",
       "        ['61264622', 'JCW', 13.01, 'P'],\n",
       "        ['61264622', 'B001', 19.41, 'S'],\n",
       "        ['61264622', 'B018', 21.61, 'S']], dtype=object),\n",
       " array([['61264627', 'GMW', 4.19, 'P'],\n",
       "        ['61264627', 'GNW', 4.4, 'P'],\n",
       "        ['61264627', 'VVHS', 4.98, 'P'],\n",
       "        ['61264627', 'DOSE', 5.99, 'P'],\n",
       "        ['61264627', 'B013', 6.25, 'P'],\n",
       "        ['61264627', 'HDW', 6.69, 'P'],\n",
       "        ['61264627', 'GMW', 7.6, 'S'],\n",
       "        ['61264627', 'GNW', 7.9, 'S'],\n",
       "        ['61264627', 'KIMR', 8.35, 'S'],\n",
       "        ['61264627', 'HTW', 10.46, 'P'],\n",
       "        ['61264627', 'DOSE', 10.94, 'S'],\n",
       "        ['61264627', 'B013', 11.17, 'S'],\n",
       "        ['61264627', 'B941', 11.38, 'P'],\n",
       "        ['61264627', 'HDW', 12.04, 'S'],\n",
       "        ['61264627', 'B941', 20.32, 'S']], dtype=object),\n",
       " array([['61264642', 'GMW', 4.19, 'P'],\n",
       "        ['61264642', 'GNW', 4.4, 'P'],\n",
       "        ['61264642', 'VVHS', 4.98, 'P'],\n",
       "        ['61264642', 'DOSE', 6.09, 'P'],\n",
       "        ['61264642', 'B013', 6.26, 'P'],\n",
       "        ['61264642', 'HDW', 6.69, 'P'],\n",
       "        ['61264642', 'GNW', 7.88, 'S'],\n",
       "        ['61264642', 'DOSE', 10.94, 'S'],\n",
       "        ['61264642', 'HTW', 10.96, 'P'],\n",
       "        ['61264642', 'B013', 11.19, 'S'],\n",
       "        ['61264642', 'B941', 11.45, 'P'],\n",
       "        ['61264642', 'HDW', 12.05, 'S'],\n",
       "        ['61264642', 'B941', 20.31, 'S']], dtype=object),\n",
       " array([['61264647', 'PSNS', 3.73, 'P'],\n",
       "        ['61264647', 'MNWA', 3.73, 'P'],\n",
       "        ['61264647', 'GMW', 4.17, 'P'],\n",
       "        ['61264647', 'GNW', 4.43, 'P'],\n",
       "        ['61264647', 'KIMR', 4.56, 'P'],\n",
       "        ['61264647', 'VVHS', 5.02, 'P'],\n",
       "        ['61264647', 'DOSE', 6.03, 'P'],\n",
       "        ['61264647', 'B013', 6.2, 'P'],\n",
       "        ['61264647', 'HDW', 6.65, 'P'],\n",
       "        ['61264647', 'GMW', 7.58, 'S'],\n",
       "        ['61264647', 'GNW', 7.87, 'S'],\n",
       "        ['61264647', 'KIMR', 8.35, 'S'],\n",
       "        ['61264647', 'SWID', 8.61, 'P'],\n",
       "        ['61264647', 'HTW', 10.59, 'P'],\n",
       "        ['61264647', 'B001', 10.69, 'P'],\n",
       "        ['61264647', 'DOSE', 10.86, 'S'],\n",
       "        ['61264647', 'PCFR', 11.04, 'P'],\n",
       "        ['61264647', 'B013', 11.1, 'S'],\n",
       "        ['61264647', 'B941', 11.37, 'P'],\n",
       "        ['61264647', 'HDW', 11.99, 'S'],\n",
       "        ['61264647', 'B018', 12.03, 'P'],\n",
       "        ['61264647', 'JCW', 13.06, 'P'],\n",
       "        ['61264647', 'SWID', 15.96, 'S'],\n",
       "        ['61264647', 'B018', 21.72, 'S']], dtype=object),\n",
       " array([['61264657', 'GMW', 4.06, 'P'],\n",
       "        ['61264657', 'GNW', 4.19, 'P'],\n",
       "        ['61264657', 'VVHS', 4.83, 'P'],\n",
       "        ['61264657', 'DOSE', 5.95, 'P'],\n",
       "        ['61264657', 'B013', 6.14, 'P'],\n",
       "        ['61264657', 'HDW', 6.56, 'P'],\n",
       "        ['61264657', 'GMW', 7.47, 'S'],\n",
       "        ['61264657', 'GNW', 7.77, 'S'],\n",
       "        ['61264657', 'DOSE', 10.8, 'S'],\n",
       "        ['61264657', 'HTW', 10.84, 'P'],\n",
       "        ['61264657', 'B013', 11.08, 'S'],\n",
       "        ['61264657', 'B941', 11.21, 'P'],\n",
       "        ['61264657', 'HDW', 11.94, 'S'],\n",
       "        ['61264657', 'B001', 19.3, 'S'],\n",
       "        ['61264657', 'B941', 20.12, 'S']], dtype=object),\n",
       " array([['61264667', 'MNWA', 3.83, 'P'],\n",
       "        ['61264667', 'PSNS', 3.84, 'P'],\n",
       "        ['61264667', 'GMW', 4.36, 'P'],\n",
       "        ['61264667', 'BABE', 4.53, 'P'],\n",
       "        ['61264667', 'GNW', 4.61, 'P'],\n",
       "        ['61264667', 'KITP', 4.65, 'P'],\n",
       "        ['61264667', 'KIMR', 4.69, 'P'],\n",
       "        ['61264667', 'KDK', 4.72, 'P'],\n",
       "        ['61264667', 'KINR', 5.08, 'P'],\n",
       "        ['61264667', 'VVHS', 5.2, 'P'],\n",
       "        ['61264667', 'LAWT', 5.31, 'P'],\n",
       "        ['61264667', 'DOSE', 6.15, 'P'],\n",
       "        ['61264667', 'B013', 6.39, 'P'],\n",
       "        ['61264667', 'BRKS', 6.62, 'P'],\n",
       "        ['61264667', 'HDW', 6.84, 'P'],\n",
       "        ['61264667', 'PSNS', 7.12, 'S'],\n",
       "        ['61264667', 'MNWA', 7.6, 'S'],\n",
       "        ['61264667', 'GMW', 7.77, 'S'],\n",
       "        ['61264667', 'GNW', 8.06, 'S'],\n",
       "        ['61264667', 'LEOT', 8.06, 'P'],\n",
       "        ['61264667', 'EVGW', 8.33, 'P'],\n",
       "        ['61264667', 'KIMR', 8.43, 'S'],\n",
       "        ['61264667', 'BABE', 8.77, 'S'],\n",
       "        ['61264667', 'SWID', 8.8, 'P'],\n",
       "        ['61264667', 'KITP', 8.84, 'S'],\n",
       "        ['61264667', 'BLN', 9.16, 'P'],\n",
       "        ['61264667', 'KINR', 9.49, 'S'],\n",
       "        ['61264667', 'LAWT', 10.27, 'S'],\n",
       "        ['61264667', 'RATT', 10.37, 'P'],\n",
       "        ['61264667', 'GHW', 10.72, 'P'],\n",
       "        ['61264667', 'HTW', 10.79, 'P'],\n",
       "        ['61264667', 'B001', 10.81, 'P'],\n",
       "        ['61264667', 'SQM', 10.92, 'P'],\n",
       "        ['61264667', 'EGRN', 11.0, 'P'],\n",
       "        ['61264667', 'DOSE', 11.05, 'S'],\n",
       "        ['61264667', 'STOR', 11.09, 'P'],\n",
       "        ['61264667', 'TLW1', 11.18, 'P'],\n",
       "        ['61264667', 'SMW', 11.23, 'P'],\n",
       "        ['61264667', 'PCFR', 11.23, 'P'],\n",
       "        ['61264667', 'B013', 11.28, 'S'],\n",
       "        ['61264667', 'B941', 11.53, 'P'],\n",
       "        ['61264667', 'HDW', 12.09, 'S'],\n",
       "        ['61264667', 'GSM', 12.11, 'P'],\n",
       "        ['61264667', 'BRKS', 12.17, 'S'],\n",
       "        ['61264667', 'B018', 12.2, 'P'],\n",
       "        ['61264667', 'FINN', 13.13, 'S'],\n",
       "        ['61264667', 'JCW', 13.16, 'P'],\n",
       "        ['61264667', 'B006', 13.81, 'P'],\n",
       "        ['61264667', 'B005', 13.84, 'P'],\n",
       "        ['61264667', 'RVC', 13.88, 'P'],\n",
       "        ['61264667', 'LEOT', 14.75, 'S'],\n",
       "        ['61264667', 'EVGW', 15.03, 'S'],\n",
       "        ['61264667', 'B014', 15.32, 'P'],\n",
       "        ['61264667', 'SWID', 16.1, 'S'],\n",
       "        ['61264667', 'BLN', 16.27, 'S'],\n",
       "        ['61264667', 'SMNR', 17.18, 'S'],\n",
       "        ['61264667', 'PCEP', 17.68, 'S'],\n",
       "        ['61264667', 'TLW1', 19.23, 'S'],\n",
       "        ['61264667', 'B018', 21.84, 'S']], dtype=object),\n",
       " array([['61264682', 'GMW', 3.97, 'P'],\n",
       "        ['61264682', 'GNW', 4.2, 'P'],\n",
       "        ['61264682', 'VVHS', 4.82, 'P'],\n",
       "        ['61264682', 'DOSE', 5.78, 'P'],\n",
       "        ['61264682', 'B013', 5.99, 'P'],\n",
       "        ['61264682', 'HDW', 6.44, 'P'],\n",
       "        ['61264682', 'GNW', 7.67, 'S'],\n",
       "        ['61264682', 'SWID', 8.42, 'P'],\n",
       "        ['61264682', 'DOSE', 10.63, 'S'],\n",
       "        ['61264682', 'B013', 10.88, 'S'],\n",
       "        ['61264682', 'HDW', 11.79, 'S'],\n",
       "        ['61264682', 'SWID', 15.84, 'S']], dtype=object),\n",
       " array([['61264697', 'GMW', 4.28, 'P'],\n",
       "        ['61264697', 'GNW', 4.55, 'P'],\n",
       "        ['61264697', 'B013', 6.28, 'P'],\n",
       "        ['61264697', 'HDW', 6.73, 'P'],\n",
       "        ['61264697', 'GNW', 7.95, 'S'],\n",
       "        ['61264697', 'DOSE', 11.01, 'S'],\n",
       "        ['61264697', 'B013', 11.35, 'S'],\n",
       "        ['61264697', 'HDW', 12.05, 'S']], dtype=object),\n",
       " array([['61264702', 'GMW', 4.32, 'P'],\n",
       "        ['61264702', 'GNW', 4.57, 'P'],\n",
       "        ['61264702', 'DOSE', 6.2, 'P'],\n",
       "        ['61264702', 'B013', 6.36, 'P'],\n",
       "        ['61264702', 'HDW', 6.82, 'P'],\n",
       "        ['61264702', 'GMW', 7.74, 'S'],\n",
       "        ['61264702', 'GNW', 8.04, 'S'],\n",
       "        ['61264702', 'DOSE', 11.05, 'S'],\n",
       "        ['61264702', 'B013', 11.29, 'S'],\n",
       "        ['61264702', 'HDW', 12.18, 'S']], dtype=object),\n",
       " array([['61264712', 'GMW', 4.41, 'P'],\n",
       "        ['61264712', 'GNW', 4.63, 'P'],\n",
       "        ['61264712', 'DOSE', 6.27, 'P'],\n",
       "        ['61264712', 'B943', 6.42, 'P'],\n",
       "        ['61264712', 'HDW', 6.88, 'P'],\n",
       "        ['61264712', 'GMW', 7.84, 'S'],\n",
       "        ['61264712', 'GNW', 8.11, 'S'],\n",
       "        ['61264712', 'DOSE', 11.09, 'S'],\n",
       "        ['61264712', 'B943', 11.45, 'S'],\n",
       "        ['61264712', 'HDW', 12.19, 'S']], dtype=object),\n",
       " array([['61264842', 'PSNS', 3.61, 'P'],\n",
       "        ['61264842', 'MNWA', 3.67, 'P'],\n",
       "        ['61264842', 'GMW', 4.13, 'P'],\n",
       "        ['61264842', 'GNW', 4.29, 'P'],\n",
       "        ['61264842', 'KITP', 4.38, 'P'],\n",
       "        ['61264842', 'KIMR', 4.5, 'P'],\n",
       "        ['61264842', 'VVHS', 5.03, 'P'],\n",
       "        ['61264842', 'DOSE', 5.81, 'P'],\n",
       "        ['61264842', 'B013', 6.11, 'P'],\n",
       "        ['61264842', 'HDW', 6.59, 'P'],\n",
       "        ['61264842', 'PSNS', 6.88, 'S'],\n",
       "        ['61264842', 'GMW', 7.53, 'S'],\n",
       "        ['61264842', 'GNW', 7.86, 'S'],\n",
       "        ['61264842', 'KIMR', 8.32, 'S'],\n",
       "        ['61264842', 'RATT', 10.21, 'P'],\n",
       "        ['61264842', 'HTW', 10.58, 'P'],\n",
       "        ['61264842', 'GHW', 10.59, 'P'],\n",
       "        ['61264842', 'DOSE', 10.74, 'S'],\n",
       "        ['61264842', 'EGRN', 10.84, 'P'],\n",
       "        ['61264842', 'TLW1', 10.98, 'P'],\n",
       "        ['61264842', 'SMW', 11.06, 'P'],\n",
       "        ['61264842', 'B013', 11.07, 'S'],\n",
       "        ['61264842', 'B941', 11.45, 'P'],\n",
       "        ['61264842', 'HDW', 11.92, 'S'],\n",
       "        ['61264842', 'GSM', 12.04, 'P'],\n",
       "        ['61264842', 'B018', 12.08, 'P'],\n",
       "        ['61264842', 'JCW', 12.89, 'P'],\n",
       "        ['61264842', 'OSD', 14.69, 'P'],\n",
       "        ['61264842', 'BLN', 15.97, 'S'],\n",
       "        ['61264842', 'TLW1', 19.04, 'S'],\n",
       "        ['61264842', 'B001', 19.16, 'S'],\n",
       "        ['61264842', 'B018', 21.86, 'S']], dtype=object),\n",
       " array([['61264852', 'FMW', 0.0, 'P'],\n",
       "        ['61264852', 'GMW', 4.13, 'P'],\n",
       "        ['61264852', 'GNW', 4.29, 'P'],\n",
       "        ['61264852', 'DOSE', 6.02, 'P'],\n",
       "        ['61264852', 'B013', 6.18, 'P'],\n",
       "        ['61264852', 'HDW', 6.63, 'P'],\n",
       "        ['61264852', 'GMW', 7.54, 'S'],\n",
       "        ['61264852', 'GNW', 7.83, 'S'],\n",
       "        ['61264852', 'HTW', 10.6, 'P'],\n",
       "        ['61264852', 'DOSE', 10.87, 'S'],\n",
       "        ['61264852', 'B013', 11.1, 'S'],\n",
       "        ['61264852', 'HDW', 11.96, 'S'],\n",
       "        ['61264852', 'B018', 12.03, 'P'],\n",
       "        ['61264852', 'JCW', 13.05, 'P'],\n",
       "        ['61264852', 'FMW', 15.73, 'P'],\n",
       "        ['61264852', 'B001', 19.31, 'S'],\n",
       "        ['61264852', 'B941', 20.27, 'S'],\n",
       "        ['61264852', 'B018', 21.72, 'S']], dtype=object),\n",
       " array([['61264902', 'GMW', 4.25, 'P'],\n",
       "        ['61264902', 'GNW', 4.5, 'P'],\n",
       "        ['61264902', 'DOSE', 6.12, 'P'],\n",
       "        ['61264902', 'B013', 6.29, 'P'],\n",
       "        ['61264902', 'HDW', 6.75, 'P'],\n",
       "        ['61264902', 'GMW', 7.65, 'S'],\n",
       "        ['61264902', 'GNW', 7.95, 'S'],\n",
       "        ['61264902', 'DOSE', 10.96, 'S'],\n",
       "        ['61264902', 'B013', 11.21, 'S'],\n",
       "        ['61264902', 'B941', 11.44, 'P'],\n",
       "        ['61264902', 'HDW', 12.09, 'S'],\n",
       "        ['61264902', 'B018', 12.17, 'P'],\n",
       "        ['61264902', 'B018', 21.74, 'S']], dtype=object),\n",
       " array([['61264912', 'GMW', 4.21, 'P'],\n",
       "        ['61264912', 'GNW', 4.42, 'P'],\n",
       "        ['61264912', 'B013', 6.19, 'P'],\n",
       "        ['61264912', 'HDW', 6.62, 'P'],\n",
       "        ['61264912', 'GMW', 7.54, 'S'],\n",
       "        ['61264912', 'GNW', 7.84, 'S'],\n",
       "        ['61264912', 'DOSE', 10.83, 'S'],\n",
       "        ['61264912', 'B013', 11.13, 'S'],\n",
       "        ['61264912', 'HDW', 11.94, 'S']], dtype=object),\n",
       " array([['61264922', 'FMW', 0.0, 'P'],\n",
       "        ['61264922', 'PSNS', 3.8, 'P'],\n",
       "        ['61264922', 'MNWA', 3.87, 'P'],\n",
       "        ['61264922', 'GMW', 4.3, 'P'],\n",
       "        ['61264922', 'GNW', 4.57, 'P'],\n",
       "        ['61264922', 'VVHS', 5.08, 'P'],\n",
       "        ['61264922', 'DOSE', 6.18, 'P'],\n",
       "        ['61264922', 'B013', 6.34, 'P'],\n",
       "        ['61264922', 'HDW', 6.8, 'P'],\n",
       "        ['61264922', 'PSNS', 6.99, 'S'],\n",
       "        ['61264922', 'MNWA', 7.18, 'S'],\n",
       "        ['61264922', 'GMW', 7.74, 'S'],\n",
       "        ['61264922', 'GNW', 8.02, 'S'],\n",
       "        ['61264922', 'KIMR', 8.37, 'S'],\n",
       "        ['61264922', 'SWID', 8.74, 'P'],\n",
       "        ['61264922', 'HTW', 10.68, 'P'],\n",
       "        ['61264922', 'DOSE', 11.03, 'S'],\n",
       "        ['61264922', 'B013', 11.26, 'S'],\n",
       "        ['61264922', 'B941', 11.42, 'P'],\n",
       "        ['61264922', 'HDW', 12.12, 'S'],\n",
       "        ['61264922', 'B018', 12.19, 'P'],\n",
       "        ['61264922', 'JCW', 13.18, 'P'],\n",
       "        ['61264922', 'FMW', 15.91, 'P'],\n",
       "        ['61264922', 'SWID', 16.05, 'S'],\n",
       "        ['61264922', 'B001', 19.46, 'S'],\n",
       "        ['61264922', 'B018', 21.8, 'S']], dtype=object),\n",
       " array([['61265017', 'FMW', 0.0, 'P'],\n",
       "        ['61265017', 'PSNS', 3.81, 'P'],\n",
       "        ['61265017', 'MNWA', 3.82, 'P'],\n",
       "        ['61265017', 'GMW', 4.33, 'P'],\n",
       "        ['61265017', 'GNW', 4.46, 'P'],\n",
       "        ['61265017', 'BABE', 4.47, 'P'],\n",
       "        ['61265017', 'KITP', 4.58, 'P'],\n",
       "        ['61265017', 'KIMR', 4.67, 'P'],\n",
       "        ['61265017', 'ALKI', 4.97, 'P'],\n",
       "        ['61265017', 'KINR', 5.01, 'P'],\n",
       "        ['61265017', 'HOLY', 5.18, 'P'],\n",
       "        ['61265017', 'VVHS', 5.22, 'P'],\n",
       "        ['61265017', 'LAWT', 5.25, 'P'],\n",
       "        ['61265017', 'KDK', 5.6, 'P'],\n",
       "        ['61265017', 'SCC', 5.88, 'P'],\n",
       "        ['61265017', 'SEA', 6.06, 'P'],\n",
       "        ['61265017', 'DOSE', 6.09, 'P'],\n",
       "        ['61265017', 'SP2', 6.16, 'P'],\n",
       "        ['61265017', 'B013', 6.32, 'P'],\n",
       "        ['61265017', 'BRKS', 6.43, 'P'],\n",
       "        ['61265017', 'NOWS', 6.59, 'P'],\n",
       "        ['61265017', 'LYNC', 6.76, 'P'],\n",
       "        ['61265017', 'HDW', 6.79, 'P'],\n",
       "        ['61265017', 'FINN', 6.99, 'P'],\n",
       "        ['61265017', 'PSNS', 7.03, 'S'],\n",
       "        ['61265017', 'NIHS', 7.15, 'P'],\n",
       "        ['61265017', 'KNEL', 7.15, 'P'],\n",
       "        ['61265017', 'UPS', 7.38, 'P'],\n",
       "        ['61265017', 'MNWA', 7.58, 'S'],\n",
       "        ['61265017', 'MARY', 7.76, 'P'],\n",
       "        ['61265017', 'GMW', 7.82, 'S'],\n",
       "        ['61265017', 'TBPA', 7.84, 'P'],\n",
       "        ['61265017', 'LEOT', 8.02, 'P'],\n",
       "        ['61265017', 'GNW', 8.08, 'S'],\n",
       "        ['61265017', 'EVGW', 8.1, 'P'],\n",
       "        ['61265017', 'BEVT', 8.18, 'P'],\n",
       "        ['61265017', 'ALCT', 8.35, 'P'],\n",
       "        ['61265017', 'EARN', 8.49, 'P'],\n",
       "        ['61265017', 'KIMR', 8.58, 'S'],\n",
       "        ['61265017', 'SWID', 8.73, 'P'],\n",
       "        ['61265017', 'KITP', 8.76, 'S'],\n",
       "        ['61265017', 'PAYL', 8.85, 'P'],\n",
       "        ['61265017', 'SMNR', 9.15, 'P'],\n",
       "        ['61265017', 'KINR', 9.38, 'S'],\n",
       "        ['61265017', 'ALKI', 9.44, 'S'],\n",
       "        ['61265017', 'RATT', 10.29, 'P'],\n",
       "        ['61265017', 'MBPA', 10.39, 'P'],\n",
       "        ['61265017', 'B001', 10.71, 'P'],\n",
       "        ['61265017', 'HTW', 10.78, 'P'],\n",
       "        ['61265017', 'GHW', 10.78, 'P'],\n",
       "        ['61265017', 'KDK', 10.82, 'S'],\n",
       "        ['61265017', 'SQM', 10.83, 'P'],\n",
       "        ['61265017', 'EGRN', 10.97, 'P'],\n",
       "        ['61265017', 'DOSE', 10.99, 'S'],\n",
       "        ['61265017', 'TLW1', 11.12, 'P'],\n",
       "        ['61265017', 'NIHS', 11.14, 'S'],\n",
       "        ['61265017', 'B013', 11.2, 'S'],\n",
       "        ['61265017', 'PCFR', 11.27, 'P'],\n",
       "        ['61265017', 'B941', 11.54, 'P'],\n",
       "        ['61265017', 'GSM', 12.12, 'P'],\n",
       "        ['61265017', 'B018', 12.22, 'P'],\n",
       "        ['61265017', 'MPL', 12.33, 'S'],\n",
       "        ['61265017', 'SVOH', 12.41, 'P'],\n",
       "        ['61265017', 'FINN', 13.01, 'S'],\n",
       "        ['61265017', 'CPW', 13.06, 'P'],\n",
       "        ['61265017', 'JCW', 13.07, 'P'],\n",
       "        ['61265017', 'B006', 13.61, 'P'],\n",
       "        ['61265017', 'KNEL', 13.7, 'S'],\n",
       "        ['61265017', 'RVC', 13.86, 'P'],\n",
       "        ['61265017', 'LEOT', 14.62, 'S'],\n",
       "        ['61265017', 'OSD', 14.87, 'P'],\n",
       "        ['61265017', 'CMW', 15.66, 'P'],\n",
       "        ['61265017', 'FMW', 15.98, 'P'],\n",
       "        ['61265017', 'VGZ', 16.0, 'P'],\n",
       "        ['61265017', 'SWID', 16.02, 'S'],\n",
       "        ['61265017', 'NLWA', 16.11, 'P'],\n",
       "        ['61265017', 'RER', 16.15, 'P'],\n",
       "        ['61265017', 'B017', 16.26, 'P'],\n",
       "        ['61265017', 'RCS', 16.39, 'P'],\n",
       "        ['61265017', 'LO2', 17.16, 'P'],\n",
       "        ['61265017', 'SMNR', 17.25, 'S'],\n",
       "        ['61265017', 'MCW', 18.91, 'P'],\n",
       "        ['61265017', 'B001', 19.37, 'S'],\n",
       "        ['61265017', 'RPW', 19.4, 'P'],\n",
       "        ['61265017', 'GPW', 19.4, 'P'],\n",
       "        ['61265017', 'PGC', 20.03, 'P'],\n",
       "        ['61265017', 'WRW', 20.47, 'P'],\n",
       "        ['61265017', 'BOW', 20.72, 'P']], dtype=object),\n",
       " array([['60134708', 'GMW', 4.11, 'P'],\n",
       "        ['60134708', 'GNW', 4.41, 'P'],\n",
       "        ['60134708', 'DOSE', 6.45, 'P'],\n",
       "        ['60134708', 'B013', 6.58, 'P'],\n",
       "        ['60134708', 'HDW', 7.07, 'P'],\n",
       "        ['60134708', 'GMW', 7.96, 'S'],\n",
       "        ['60134708', 'GNW', 8.29, 'S'],\n",
       "        ['60134708', 'DOSE', 11.3, 'S'],\n",
       "        ['60134708', 'B013', 11.47, 'S'],\n",
       "        ['60134708', 'HDW', 12.33, 'S'],\n",
       "        ['60134708', 'HTW', 18.56, 'S'],\n",
       "        ['60134708', 'B001', 20.36, 'S']], dtype=object),\n",
       " array([['61265037', 'FMW', 0.0, 'P'],\n",
       "        ['61265037', 'PSNS', 3.63, 'P'],\n",
       "        ['61265037', 'MNWA', 3.72, 'P'],\n",
       "        ['61265037', 'GMW', 4.1, 'P'],\n",
       "        ['61265037', 'GNW', 4.23, 'P'],\n",
       "        ['61265037', 'DOSE', 5.91, 'P'],\n",
       "        ['61265037', 'B013', 6.07, 'P'],\n",
       "        ['61265037', 'HDW', 6.54, 'P'],\n",
       "        ['61265037', 'GMW', 7.46, 'S'],\n",
       "        ['61265037', 'GNW', 7.75, 'S'],\n",
       "        ['61265037', 'VVHS', 8.35, 'S'],\n",
       "        ['61265037', 'KIMR', 8.43, 'S'],\n",
       "        ['61265037', 'SWID', 8.53, 'P'],\n",
       "        ['61265037', 'SQM', 10.63, 'P'],\n",
       "        ['61265037', 'DOSE', 10.64, 'S'],\n",
       "        ['61265037', 'HTW', 10.66, 'P'],\n",
       "        ['61265037', 'B013', 10.87, 'S'],\n",
       "        ['61265037', 'PCFR', 11.12, 'P'],\n",
       "        ['61265037', 'B941', 11.49, 'P'],\n",
       "        ['61265037', 'HDW', 11.86, 'S'],\n",
       "        ['61265037', 'B018', 12.07, 'P'],\n",
       "        ['61265037', 'RVC', 13.74, 'P'],\n",
       "        ['61265037', 'FMW', 15.9, 'P'],\n",
       "        ['61265037', 'MCW', 18.98, 'P'],\n",
       "        ['61265037', 'TLW1', 19.16, 'S'],\n",
       "        ['61265037', 'B001', 19.17, 'S'],\n",
       "        ['61265037', 'B941', 20.54, 'S'],\n",
       "        ['61265037', 'RER', 28.56, 'S']], dtype=object),\n",
       " array([['61265047', 'FMW', 0.0, 'P'],\n",
       "        ['61265047', 'PSNS', 3.63, 'P'],\n",
       "        ['61265047', 'MNWA', 3.72, 'P'],\n",
       "        ['61265047', 'GMW', 4.14, 'P'],\n",
       "        ['61265047', 'GNW', 4.41, 'P'],\n",
       "        ['61265047', 'VVHS', 5.04, 'P'],\n",
       "        ['61265047', 'DOSE', 5.89, 'P'],\n",
       "        ['61265047', 'B013', 6.13, 'P'],\n",
       "        ['61265047', 'HDW', 6.62, 'P'],\n",
       "        ['61265047', 'PSNS', 6.81, 'S'],\n",
       "        ['61265047', 'GNW', 7.76, 'S'],\n",
       "        ['61265047', 'SWID', 8.55, 'P'],\n",
       "        ['61265047', 'HTW', 10.58, 'P'],\n",
       "        ['61265047', 'GHW', 10.66, 'P'],\n",
       "        ['61265047', 'SQM', 10.7, 'P'],\n",
       "        ['61265047', 'DOSE', 10.75, 'S'],\n",
       "        ['61265047', 'B001', 10.86, 'P'],\n",
       "        ['61265047', 'B013', 10.98, 'S'],\n",
       "        ['61265047', 'B941', 11.39, 'P'],\n",
       "        ['61265047', 'HDW', 11.95, 'S'],\n",
       "        ['61265047', 'B018', 12.11, 'P'],\n",
       "        ['61265047', 'JCW', 12.99, 'P'],\n",
       "        ['61265047', 'RVC', 13.8, 'P'],\n",
       "        ['61265047', 'FMW', 15.86, 'P'],\n",
       "        ['61265047', 'BLN', 15.98, 'S'],\n",
       "        ['61265047', 'RCS', 16.79, 'P']], dtype=object),\n",
       " array([['61265062', 'GMW', 4.19, 'P'],\n",
       "        ['61265062', 'GNW', 4.43, 'P'],\n",
       "        ['61265062', 'DOSE', 6.02, 'P'],\n",
       "        ['61265062', 'B013', 6.17, 'P'],\n",
       "        ['61265062', 'HDW', 6.65, 'P'],\n",
       "        ['61265062', 'GMW', 7.64, 'S'],\n",
       "        ['61265062', 'GNW', 7.86, 'S'],\n",
       "        ['61265062', 'DOSE', 10.79, 'S'],\n",
       "        ['61265062', 'B013', 11.01, 'S'],\n",
       "        ['61265062', 'B941', 11.55, 'P'],\n",
       "        ['61265062', 'HDW', 11.98, 'S'],\n",
       "        ['61265062', 'HTW', 18.63, 'S'],\n",
       "        ['61265062', 'B001', 19.23, 'S'],\n",
       "        ['61265062', 'B941', 20.59, 'S'],\n",
       "        ['61265062', 'FMW', 27.96, 'S']], dtype=object),\n",
       " array([['61265067', 'GMW', 4.09, 'P'],\n",
       "        ['61265067', 'GNW', 4.28, 'P'],\n",
       "        ['61265067', 'DOSE', 5.89, 'P'],\n",
       "        ['61265067', 'B013', 6.09, 'P'],\n",
       "        ['61265067', 'HDW', 6.55, 'P'],\n",
       "        ['61265067', 'GMW', 7.51, 'S'],\n",
       "        ['61265067', 'GNW', 7.76, 'S'],\n",
       "        ['61265067', 'DOSE', 10.64, 'S'],\n",
       "        ['61265067', 'HTW', 10.91, 'P'],\n",
       "        ['61265067', 'B013', 10.95, 'S'],\n",
       "        ['61265067', 'B941', 11.37, 'P'],\n",
       "        ['61265067', 'HDW', 11.86, 'S'],\n",
       "        ['61265067', 'B001', 19.83, 'S']], dtype=object),\n",
       " array([['61265072', 'FMW', 0.0, 'P'],\n",
       "        ['61265072', 'PSNS', 3.66, 'P'],\n",
       "        ['61265072', 'MNWA', 3.68, 'P'],\n",
       "        ['61265072', 'GMW', 4.15, 'P'],\n",
       "        ['61265072', 'GNW', 4.31, 'P'],\n",
       "        ['61265072', 'KINR', 4.34, 'P'],\n",
       "        ['61265072', 'BABE', 4.35, 'P'],\n",
       "        ['61265072', 'KITP', 4.41, 'P'],\n",
       "        ['61265072', 'KIMR', 4.53, 'P'],\n",
       "        ['61265072', 'ALKI', 4.91, 'P'],\n",
       "        ['61265072', 'VVHS', 5.1, 'P'],\n",
       "        ['61265072', 'LAWT', 5.13, 'P'],\n",
       "        ['61265072', 'DOSE', 5.89, 'P'],\n",
       "        ['61265072', 'SP2', 6.07, 'P'],\n",
       "        ['61265072', 'B013', 6.13, 'P'],\n",
       "        ['61265072', 'HDW', 6.61, 'P'],\n",
       "        ['61265072', 'PSNS', 6.91, 'S'],\n",
       "        ['61265072', 'GMW', 7.52, 'S'],\n",
       "        ['61265072', 'GNW', 7.76, 'S'],\n",
       "        ['61265072', 'LEOT', 7.95, 'P'],\n",
       "        ['61265072', 'KIMR', 8.32, 'S'],\n",
       "        ['61265072', 'SWID', 8.58, 'P'],\n",
       "        ['61265072', 'PAYL', 8.73, 'P'],\n",
       "        ['61265072', 'BLN', 8.88, 'P'],\n",
       "        ['61265072', 'ALKI', 9.47, 'S'],\n",
       "        ['61265072', 'LAWT', 10.05, 'S'],\n",
       "        ['61265072', 'PCFR', 10.15, 'P'],\n",
       "        ['61265072', 'SQM', 10.64, 'P'],\n",
       "        ['61265072', 'HTW', 10.67, 'P'],\n",
       "        ['61265072', 'GHW', 10.67, 'P'],\n",
       "        ['61265072', 'DOSE', 10.73, 'S'],\n",
       "        ['61265072', 'B013', 10.94, 'S'],\n",
       "        ['61265072', 'B941', 11.44, 'P'],\n",
       "        ['61265072', 'HDW', 11.86, 'S'],\n",
       "        ['61265072', 'B018', 12.06, 'P'],\n",
       "        ['61265072', 'JCW', 12.95, 'P'],\n",
       "        ['61265072', 'RVC', 13.77, 'P'],\n",
       "        ['61265072', 'LEOT', 14.56, 'S'],\n",
       "        ['61265072', 'FMW', 15.9, 'P'],\n",
       "        ['61265072', 'BLN', 15.93, 'S'],\n",
       "        ['61265072', 'PAYL', 16.47, 'S'],\n",
       "        ['61265072', 'TLW1', 19.21, 'S'],\n",
       "        ['61265072', 'PCFR', 19.94, 'S']], dtype=object),\n",
       " array([['61265077', 'MNWA', 3.89, 'P'],\n",
       "        ['61265077', 'GMW', 4.34, 'P'],\n",
       "        ['61265077', 'GNW', 4.59, 'P'],\n",
       "        ['61265077', 'DOSE', 6.25, 'P'],\n",
       "        ['61265077', 'B943', 6.36, 'P'],\n",
       "        ['61265077', 'HDW', 6.85, 'P'],\n",
       "        ['61265077', 'GNW', 8.04, 'S'],\n",
       "        ['61265077', 'KIMR', 8.59, 'S'],\n",
       "        ['61265077', 'HTW', 10.77, 'P'],\n",
       "        ['61265077', 'DOSE', 11.07, 'S'],\n",
       "        ['61265077', 'PCFR', 11.16, 'P'],\n",
       "        ['61265077', 'B013', 11.3, 'S'],\n",
       "        ['61265077', 'B001', 11.42, 'P'],\n",
       "        ['61265077', 'B941', 11.48, 'P'],\n",
       "        ['61265077', 'HDW', 12.18, 'S'],\n",
       "        ['61265077', 'B018', 12.23, 'P'],\n",
       "        ['61265077', 'TLW1', 19.17, 'S'],\n",
       "        ['61265077', 'B001', 19.62, 'S'],\n",
       "        ['61265077', 'B941', 20.37, 'S'],\n",
       "        ['61265077', 'B018', 21.8, 'S']], dtype=object),\n",
       " array([['61265082', 'FMW', 0.0, 'P'],\n",
       "        ['61265082', 'MNWA', 3.65, 'P'],\n",
       "        ['61265082', 'PSNS', 3.66, 'P'],\n",
       "        ['61265082', 'GMW', 4.19, 'P'],\n",
       "        ['61265082', 'BABE', 4.32, 'P'],\n",
       "        ['61265082', 'GNW', 4.36, 'P'],\n",
       "        ['61265082', 'KITP', 4.49, 'P'],\n",
       "        ['61265082', 'KIMR', 4.5, 'P'],\n",
       "        ['61265082', 'ALKI', 4.82, 'P'],\n",
       "        ['61265082', 'KINR', 4.94, 'P'],\n",
       "        ['61265082', 'VVHS', 4.96, 'P'],\n",
       "        ['61265082', 'LAWT', 5.08, 'P'],\n",
       "        ['61265082', 'KDK', 5.37, 'P'],\n",
       "        ['61265082', 'SP2', 5.94, 'P'],\n",
       "        ['61265082', 'DOSE', 6.01, 'P'],\n",
       "        ['61265082', 'B013', 6.26, 'P'],\n",
       "        ['61265082', 'BRKS', 6.39, 'P'],\n",
       "        ['61265082', 'HDW', 6.69, 'P'],\n",
       "        ['61265082', 'UPS', 7.12, 'P'],\n",
       "        ['61265082', 'GMW', 7.62, 'S'],\n",
       "        ['61265082', 'LEOT', 7.9, 'P'],\n",
       "        ['61265082', 'GNW', 7.92, 'S'],\n",
       "        ['61265082', 'EVGW', 8.08, 'P'],\n",
       "        ['61265082', 'KIMR', 8.36, 'S'],\n",
       "        ['61265082', 'PAYL', 8.56, 'P'],\n",
       "        ['61265082', 'SWID', 8.64, 'P'],\n",
       "        ['61265082', 'KITP', 8.71, 'S'],\n",
       "        ['61265082', 'BLN', 9.01, 'P'],\n",
       "        ['61265082', 'GHW', 10.5, 'P'],\n",
       "        ['61265082', 'HTW', 10.6, 'P'],\n",
       "        ['61265082', 'EGRN', 10.77, 'P'],\n",
       "        ['61265082', 'SQM', 10.79, 'P'],\n",
       "        ['61265082', 'STOR', 10.86, 'P'],\n",
       "        ['61265082', 'TLW1', 10.92, 'P'],\n",
       "        ['61265082', 'DOSE', 10.94, 'S'],\n",
       "        ['61265082', 'PCFR', 11.0, 'P'],\n",
       "        ['61265082', 'B013', 11.2, 'S'],\n",
       "        ['61265082', 'SP2', 11.22, 'S'],\n",
       "        ['61265082', 'B941', 11.28, 'P'],\n",
       "        ['61265082', 'BRKS', 11.96, 'S'],\n",
       "        ['61265082', 'B018', 12.03, 'P'],\n",
       "        ['61265082', 'HDW', 12.04, 'S'],\n",
       "        ['61265082', 'SVOH', 12.35, 'P'],\n",
       "        ['61265082', 'JCW', 12.97, 'P'],\n",
       "        ['61265082', 'RVC', 13.59, 'P'],\n",
       "        ['61265082', 'LEOT', 14.52, 'S'],\n",
       "        ['61265082', 'B014', 15.18, 'P'],\n",
       "        ['61265082', 'EARN', 15.7, 'S'],\n",
       "        ['61265082', 'FMW', 15.71, 'P'],\n",
       "        ['61265082', 'NLWA', 15.93, 'P'],\n",
       "        ['61265082', 'SWID', 15.97, 'S'],\n",
       "        ['61265082', 'B017', 16.06, 'P'],\n",
       "        ['61265082', 'BLN', 16.19, 'S'],\n",
       "        ['61265082', 'LO2', 16.89, 'P'],\n",
       "        ['61265082', 'MBPA', 18.02, 'S'],\n",
       "        ['61265082', 'TLW1', 18.99, 'S'],\n",
       "        ['61265082', 'RPW', 19.3, 'P'],\n",
       "        ['61265082', 'B001', 19.4, 'S'],\n",
       "        ['61265082', 'B018', 21.65, 'S']], dtype=object),\n",
       " array([['61265092', 'GMW', 4.2, 'P'],\n",
       "        ['61265092', 'GNW', 4.31, 'P'],\n",
       "        ['61265092', 'VVHS', 5.05, 'P'],\n",
       "        ['61265092', 'DOSE', 6.05, 'P'],\n",
       "        ['61265092', 'B013', 6.2, 'P'],\n",
       "        ['61265092', 'HDW', 6.67, 'P'],\n",
       "        ['61265092', 'GNW', 7.88, 'S'],\n",
       "        ['61265092', 'KIMR', 8.38, 'S'],\n",
       "        ['61265092', 'SWID', 8.65, 'P'],\n",
       "        ['61265092', 'HTW', 10.65, 'P'],\n",
       "        ['61265092', 'DOSE', 10.85, 'S'],\n",
       "        ['61265092', 'B001', 11.04, 'P'],\n",
       "        ['61265092', 'PCFR', 11.08, 'P'],\n",
       "        ['61265092', 'B013', 11.09, 'S'],\n",
       "        ['61265092', 'B941', 11.35, 'P'],\n",
       "        ['61265092', 'TLW1', 11.5, 'P'],\n",
       "        ['61265092', 'HDW', 12.0, 'S'],\n",
       "        ['61265092', 'B018', 12.1, 'P'],\n",
       "        ['61265092', 'JCW', 13.08, 'P'],\n",
       "        ['61265092', 'BLN', 16.08, 'S'],\n",
       "        ['61265092', 'SWID', 16.08, 'S'],\n",
       "        ['61265092', 'TLW1', 19.13, 'S'],\n",
       "        ['61265092', 'B001', 19.94, 'S'],\n",
       "        ['61265092', 'RVC', 24.27, 'S']], dtype=object),\n",
       " array([['60134908', 'GMW', 4.19, 'P'],\n",
       "        ['60134908', 'GNW', 4.45, 'P'],\n",
       "        ['60134908', 'DOSE', 6.02, 'P'],\n",
       "        ['60134908', 'B943', 6.17, 'P'],\n",
       "        ['60134908', 'HDW', 6.65, 'P'],\n",
       "        ['60134908', 'GMW', 7.58, 'S'],\n",
       "        ['60134908', 'GNW', 7.74, 'S'],\n",
       "        ['60134908', 'DOSE', 10.79, 'S'],\n",
       "        ['60134908', 'B943', 11.11, 'S'],\n",
       "        ['60134908', 'HDW', 11.98, 'S'],\n",
       "        ['60134908', 'B018', 12.18, 'P'],\n",
       "        ['60134908', 'B941', 20.47, 'S'],\n",
       "        ['60134908', 'B018', 21.93, 'S']], dtype=object),\n",
       " array([['61265372', 'GMW', 4.14, 'P'],\n",
       "        ['61265372', 'GNW', 4.37, 'P'],\n",
       "        ['61265372', 'B943', 6.15, 'P'],\n",
       "        ['61265372', 'HDW', 6.66, 'P'],\n",
       "        ['61265372', 'GMW', 7.59, 'S'],\n",
       "        ['61265372', 'GNW', 7.82, 'S'],\n",
       "        ['61265372', 'DOSE', 10.83, 'S'],\n",
       "        ['61265372', 'B943', 11.01, 'S'],\n",
       "        ['61265372', 'HDW', 11.89, 'S'],\n",
       "        ['61265372', 'B001', 19.9, 'S'],\n",
       "        ['61265372', 'B941', 20.46, 'S']], dtype=object),\n",
       " array([['61282626', 'FMW', 0.0, 'P'],\n",
       "        ['61282626', 'MNWA', 3.72, 'P'],\n",
       "        ['61282626', 'BES5', 3.96, 'P'],\n",
       "        ['61282626', 'GMW', 4.12, 'P'],\n",
       "        ['61282626', 'BES4', 4.34, 'P'],\n",
       "        ['61282626', 'GNW', 4.36, 'P'],\n",
       "        ['61282626', 'BES3', 4.42, 'P'],\n",
       "        ['61282626', 'KITP', 4.42, 'P'],\n",
       "        ['61282626', 'VVHS', 5.0, 'P'],\n",
       "        ['61282626', 'DOSE', 5.86, 'P'],\n",
       "        ['61282626', 'B013', 6.11, 'P'],\n",
       "        ['61282626', 'HDW', 6.58, 'P'],\n",
       "        ['61282626', 'GMW', 7.48, 'S'],\n",
       "        ['61282626', 'GNW', 7.73, 'S'],\n",
       "        ['61282626', 'BES3', 9.11, 'S'],\n",
       "        ['61282626', 'DOSE', 10.74, 'S'],\n",
       "        ['61282626', 'B013', 10.98, 'S'],\n",
       "        ['61282626', 'B941', 11.58, 'P'],\n",
       "        ['61282626', 'HDW', 11.87, 'S'],\n",
       "        ['61282626', 'B018', 12.02, 'P'],\n",
       "        ['61282626', 'JCW', 12.99, 'P'],\n",
       "        ['61282626', 'FMW', 15.9, 'P'],\n",
       "        ['61282626', 'SWID', 15.97, 'S'],\n",
       "        ['61282626', 'B001', 19.26, 'S'],\n",
       "        ['61282626', 'B018', 21.81, 'S'],\n",
       "        ['61282626', 'FMW', 27.75, 'S']], dtype=object),\n",
       " array([['61266797', 'PSNS', 3.87, 'P'],\n",
       "        ['61266797', 'MNWA', 3.91, 'P'],\n",
       "        ['61266797', 'BES5', 4.1, 'P'],\n",
       "        ['61266797', 'GMW', 4.38, 'P'],\n",
       "        ['61266797', 'BABE', 4.54, 'P'],\n",
       "        ['61266797', 'GNW', 4.6, 'P'],\n",
       "        ['61266797', 'BES4', 4.61, 'P'],\n",
       "        ['61266797', 'BES3', 4.69, 'P'],\n",
       "        ['61266797', 'KITP', 4.69, 'P'],\n",
       "        ['61266797', 'KIMR', 4.77, 'P'],\n",
       "        ['61266797', 'VVHS', 5.24, 'P'],\n",
       "        ['61266797', 'DOSE', 6.14, 'P'],\n",
       "        ['61266797', 'B013', 6.39, 'P'],\n",
       "        ['61266797', 'HDW', 6.85, 'P'],\n",
       "        ['61266797', 'PSNS', 7.13, 'S'],\n",
       "        ['61266797', 'BES5', 7.6, 'S'],\n",
       "        ['61266797', 'GMW', 7.77, 'S'],\n",
       "        ['61266797', 'GNW', 8.08, 'S'],\n",
       "        ['61266797', 'KIMR', 8.46, 'S'],\n",
       "        ['61266797', 'SWID', 8.81, 'P'],\n",
       "        ['61266797', 'BABE', 8.93, 'S'],\n",
       "        ['61266797', 'KITP', 8.99, 'S'],\n",
       "        ['61266797', 'BLN', 9.15, 'P'],\n",
       "        ['61266797', 'BES3', 9.22, 'S'],\n",
       "        ['61266797', 'RATT', 10.44, 'P'],\n",
       "        ['61266797', 'HTW', 10.83, 'P'],\n",
       "        ['61266797', 'DOSE', 11.01, 'S'],\n",
       "        ['61266797', 'B013', 11.26, 'S'],\n",
       "        ['61266797', 'B941', 11.57, 'P'],\n",
       "        ['61266797', 'HDW', 12.19, 'S'],\n",
       "        ['61266797', 'B018', 12.27, 'P'],\n",
       "        ['61266797', 'JCW', 13.15, 'P'],\n",
       "        ['61266797', 'OSD', 14.93, 'P'],\n",
       "        ['61266797', 'SWID', 16.09, 'S'],\n",
       "        ['61266797', 'BLN', 16.25, 'S'],\n",
       "        ['61266797', 'RER', 16.27, 'P'],\n",
       "        ['61266797', 'B001', 19.46, 'S']], dtype=object),\n",
       " array([['61267417', 'BES5', 4.08, 'P'],\n",
       "        ['61267417', 'GMW', 4.37, 'P'],\n",
       "        ['61267417', 'GNW', 4.49, 'P'],\n",
       "        ['61267417', 'BES4', 4.57, 'P'],\n",
       "        ['61267417', 'BES3', 4.68, 'P'],\n",
       "        ['61267417', 'VVHS', 5.26, 'P'],\n",
       "        ['61267417', 'DOSE', 6.2, 'P'],\n",
       "        ['61267417', 'B013', 6.37, 'P'],\n",
       "        ['61267417', 'HDW', 6.83, 'P'],\n",
       "        ['61267417', 'PSNS', 7.11, 'S'],\n",
       "        ['61267417', 'BES5', 7.73, 'S'],\n",
       "        ['61267417', 'GMW', 7.79, 'S'],\n",
       "        ['61267417', 'GNW', 7.97, 'S'],\n",
       "        ['61267417', 'HTW', 10.81, 'P'],\n",
       "        ['61267417', 'DOSE', 11.0, 'S'],\n",
       "        ['61267417', 'B013', 11.22, 'S'],\n",
       "        ['61267417', 'B941', 11.65, 'P'],\n",
       "        ['61267417', 'BRKS', 12.15, 'S'],\n",
       "        ['61267417', 'HDW', 12.17, 'S'],\n",
       "        ['61267417', 'B018', 12.26, 'P'],\n",
       "        ['61267417', 'JCW', 13.24, 'P'],\n",
       "        ['61267417', 'B001', 19.48, 'S'],\n",
       "        ['61267417', 'RVC', 24.52, 'S']], dtype=object),\n",
       " array([['61267432', 'BES5', 4.02, 'P'],\n",
       "        ['61267432', 'GNW', 4.56, 'P'],\n",
       "        ['61267432', 'BES4', 4.57, 'P'],\n",
       "        ['61267432', 'BES3', 4.64, 'P'],\n",
       "        ['61267432', 'DOSE', 6.2, 'P'],\n",
       "        ['61267432', 'B013', 6.37, 'P'],\n",
       "        ['61267432', 'HDW', 6.81, 'P'],\n",
       "        ['61267432', 'BES5', 7.68, 'S'],\n",
       "        ['61267432', 'GNW', 8.03, 'S'],\n",
       "        ['61267432', 'BES3', 9.18, 'S'],\n",
       "        ['61267432', 'HTW', 10.73, 'P'],\n",
       "        ['61267432', 'DOSE', 11.04, 'S'],\n",
       "        ['61267432', 'B013', 11.27, 'S'],\n",
       "        ['61267432', 'B941', 11.51, 'P'],\n",
       "        ['61267432', 'HDW', 12.16, 'S'],\n",
       "        ['61267432', 'B018', 12.23, 'P'],\n",
       "        ['61267432', 'B941', 20.47, 'S']], dtype=object),\n",
       " array([['61267482', 'FMW', 0.0, 'P'],\n",
       "        ['61267482', 'MNWA', 3.85, 'P'],\n",
       "        ['61267482', 'BES5', 4.01, 'P'],\n",
       "        ['61267482', 'GMW', 4.25, 'P'],\n",
       "        ['61267482', 'GNW', 4.43, 'P'],\n",
       "        ['61267482', 'BES4', 4.48, 'P'],\n",
       "        ['61267482', 'BABE', 4.53, 'P'],\n",
       "        ['61267482', 'KITP', 4.53, 'P'],\n",
       "        ['61267482', 'BES3', 4.61, 'P'],\n",
       "        ['61267482', 'KIMR', 4.68, 'P'],\n",
       "        ['61267482', 'KINR', 4.98, 'P'],\n",
       "        ['61267482', 'ALKI', 5.01, 'P'],\n",
       "        ['61267482', 'VVHS', 5.15, 'P'],\n",
       "        ['61267482', 'DOSE', 6.08, 'P'],\n",
       "        ['61267482', 'B943', 6.27, 'P'],\n",
       "        ['61267482', 'HDW', 6.72, 'P'],\n",
       "        ['61267482', 'BES5', 7.69, 'S'],\n",
       "        ['61267482', 'GMW', 7.69, 'S'],\n",
       "        ['61267482', 'GNW', 7.91, 'S'],\n",
       "        ['61267482', 'KITP', 8.77, 'S'],\n",
       "        ['61267482', 'BABE', 8.79, 'S'],\n",
       "        ['61267482', 'BLN', 9.0, 'P'],\n",
       "        ['61267482', 'BES3', 9.19, 'S'],\n",
       "        ['61267482', 'ALKI', 9.45, 'S'],\n",
       "        ['61267482', 'RATT', 10.43, 'P'],\n",
       "        ['61267482', 'GHW', 10.69, 'P'],\n",
       "        ['61267482', 'HTW', 10.72, 'P'],\n",
       "        ['61267482', 'SQM', 10.88, 'P'],\n",
       "        ['61267482', 'DOSE', 10.9, 'S'],\n",
       "        ['61267482', 'B013', 11.11, 'S'],\n",
       "        ['61267482', 'TLW1', 11.17, 'P'],\n",
       "        ['61267482', 'SMW', 11.22, 'P'],\n",
       "        ['61267482', 'PCFR', 11.24, 'P'],\n",
       "        ['61267482', 'B941', 11.61, 'P'],\n",
       "        ['61267482', 'HDW', 11.99, 'S'],\n",
       "        ['61267482', 'B018', 12.17, 'P'],\n",
       "        ['61267482', 'JCW', 13.01, 'P'],\n",
       "        ['61267482', 'RVC', 13.88, 'P'],\n",
       "        ['61267482', 'LEOT', 14.76, 'S'],\n",
       "        ['61267482', 'OSD', 14.8, 'P'],\n",
       "        ['61267482', 'OBSR', 15.52, 'P'],\n",
       "        ['61267482', 'FMW', 15.99, 'P'],\n",
       "        ['61267482', 'NLWA', 16.03, 'P'],\n",
       "        ['61267482', 'BLN', 16.12, 'S'],\n",
       "        ['61267482', 'LO2', 17.16, 'P'],\n",
       "        ['61267482', 'TLW1', 19.36, 'S'],\n",
       "        ['61267482', 'STOR', 19.56, 'S']], dtype=object),\n",
       " array([['61267487', 'MNWA', 3.89, 'P'],\n",
       "        ['61267487', 'BES5', 4.1, 'P'],\n",
       "        ['61267487', 'GMW', 4.37, 'P'],\n",
       "        ['61267487', 'GNW', 4.49, 'P'],\n",
       "        ['61267487', 'BABE', 4.54, 'P'],\n",
       "        ['61267487', 'BES4', 4.59, 'P'],\n",
       "        ['61267487', 'BES3', 4.68, 'P'],\n",
       "        ['61267487', 'KIMR', 4.75, 'P'],\n",
       "        ['61267487', 'ALKI', 5.09, 'P'],\n",
       "        ['61267487', 'VVHS', 5.29, 'P'],\n",
       "        ['61267487', 'DOSE', 6.11, 'P'],\n",
       "        ['61267487', 'SP2', 6.35, 'P'],\n",
       "        ['61267487', 'B013', 6.35, 'P'],\n",
       "        ['61267487', 'HDW', 6.82, 'P'],\n",
       "        ['61267487', 'BES5', 7.6, 'S'],\n",
       "        ['61267487', 'MNWA', 7.65, 'S'],\n",
       "        ['61267487', 'GMW', 7.75, 'S'],\n",
       "        ['61267487', 'GNW', 7.96, 'S'],\n",
       "        ['61267487', 'LEOT', 8.15, 'P'],\n",
       "        ['61267487', 'KIMR', 8.55, 'S'],\n",
       "        ['61267487', 'SWID', 8.79, 'P'],\n",
       "        ['61267487', 'KITP', 8.82, 'S'],\n",
       "        ['61267487', 'BABE', 8.92, 'S'],\n",
       "        ['61267487', 'BLN', 9.1, 'P'],\n",
       "        ['61267487', 'BES3', 9.16, 'S'],\n",
       "        ['61267487', 'ALKI', 9.58, 'S'],\n",
       "        ['61267487', 'VVHS', 9.91, 'S'],\n",
       "        ['61267487', 'RATT', 10.51, 'P'],\n",
       "        ['61267487', 'HTW', 10.86, 'P'],\n",
       "        ['61267487', 'GHW', 10.86, 'P'],\n",
       "        ['61267487', 'SQM', 10.93, 'P'],\n",
       "        ['61267487', 'DOSE', 10.95, 'S'],\n",
       "        ['61267487', 'B013', 11.18, 'S'],\n",
       "        ['61267487', 'TLW1', 11.26, 'P'],\n",
       "        ['61267487', 'SMW', 11.3, 'P'],\n",
       "        ['61267487', 'PCFR', 11.34, 'P'],\n",
       "        ['61267487', 'B941', 11.66, 'P'],\n",
       "        ['61267487', 'HDW', 12.07, 'S'],\n",
       "        ['61267487', 'B018', 12.27, 'P'],\n",
       "        ['61267487', 'JCW', 13.13, 'P'],\n",
       "        ['61267487', 'RVC', 13.96, 'P'],\n",
       "        ['61267487', 'LEOT', 14.74, 'S'],\n",
       "        ['61267487', 'OSD', 14.9, 'P'],\n",
       "        ['61267487', 'B014', 15.35, 'P'],\n",
       "        ['61267487', 'FMW', 16.07, 'P'],\n",
       "        ['61267487', 'NLWA', 16.15, 'P'],\n",
       "        ['61267487', 'BLN', 16.17, 'S'],\n",
       "        ['61267487', 'RER', 16.25, 'P'],\n",
       "        ['61267487', 'LO2', 17.23, 'P'],\n",
       "        ['61267487', 'MBPA', 18.23, 'S'],\n",
       "        ['61267487', 'TLW1', 19.4, 'S'],\n",
       "        ['61267487', 'B941', 20.75, 'S'],\n",
       "        ['61267487', 'B018', 22.12, 'S'],\n",
       "        ['61267487', 'FMW', 28.12, 'S']], dtype=object),\n",
       " array([['61267492', 'GMW', 4.32, 'P'],\n",
       "        ['61267492', 'GNW', 4.54, 'P'],\n",
       "        ['61267492', 'BES5', 5.81, 'S'],\n",
       "        ['61267492', 'DOSE', 6.15, 'P'],\n",
       "        ['61267492', 'HDW', 6.79, 'P'],\n",
       "        ['61267492', 'GMW', 7.71, 'S'],\n",
       "        ['61267492', 'GNW', 7.91, 'S'],\n",
       "        ['61267492', 'DOSE', 10.92, 'S'],\n",
       "        ['61267492', 'B013', 11.3, 'S'],\n",
       "        ['61267492', 'HDW', 12.06, 'S']], dtype=object),\n",
       " array([['61267857', 'PSNS', 3.95, 'P'],\n",
       "        ['61267857', 'MNWA', 4.06, 'P'],\n",
       "        ['61267857', 'BES5', 4.31, 'P'],\n",
       "        ['61267857', 'GMW', 4.46, 'P'],\n",
       "        ['61267857', 'GNW', 4.6, 'P'],\n",
       "        ['61267857', 'BABE', 4.66, 'P'],\n",
       "        ['61267857', 'BES4', 4.69, 'P'],\n",
       "        ['61267857', 'KITP', 4.73, 'P'],\n",
       "        ['61267857', 'BES3', 4.78, 'P'],\n",
       "        ['61267857', 'VVHS', 5.35, 'P'],\n",
       "        ['61267857', 'DOSE', 6.13, 'P'],\n",
       "        ['61267857', 'B013', 6.44, 'P'],\n",
       "        ['61267857', 'HDW', 6.92, 'P'],\n",
       "        ['61267857', 'PSNS', 7.2, 'S'],\n",
       "        ['61267857', 'GMW', 7.83, 'S'],\n",
       "        ['61267857', 'BES5', 7.85, 'S'],\n",
       "        ['61267857', 'GNW', 8.12, 'S'],\n",
       "        ['61267857', 'KIMR', 8.64, 'S'],\n",
       "        ['61267857', 'SWID', 8.87, 'P'],\n",
       "        ['61267857', 'KITP', 8.91, 'S'],\n",
       "        ['61267857', 'BABE', 9.02, 'S'],\n",
       "        ['61267857', 'BES3', 9.29, 'S'],\n",
       "        ['61267857', 'HTW', 10.94, 'P'],\n",
       "        ['61267857', 'DOSE', 10.98, 'S'],\n",
       "        ['61267857', 'B013', 11.29, 'S'],\n",
       "        ['61267857', 'B941', 11.72, 'P'],\n",
       "        ['61267857', 'HDW', 12.19, 'S'],\n",
       "        ['61267857', 'B018', 12.4, 'P'],\n",
       "        ['61267857', 'JCW', 13.34, 'P'],\n",
       "        ['61267857', 'RVC', 14.1, 'P'],\n",
       "        ['61267857', 'TLW1', 19.45, 'S'],\n",
       "        ['61267857', 'B941', 20.81, 'S'],\n",
       "        ['61267857', 'B018', 22.14, 'S']], dtype=object),\n",
       " array([['61268167', 'FMW', 0.0, 'P'],\n",
       "        ['61268167', 'PSNS', 3.96, 'P'],\n",
       "        ['61268167', 'MNWA', 3.99, 'P'],\n",
       "        ['61268167', 'BES5', 4.18, 'P'],\n",
       "        ['61268167', 'GMW', 4.49, 'P'],\n",
       "        ['61268167', 'BABE', 4.64, 'P'],\n",
       "        ['61268167', 'GNW', 4.64, 'P'],\n",
       "        ['61268167', 'BES4', 4.74, 'P'],\n",
       "        ['61268167', 'KITP', 4.79, 'P'],\n",
       "        ['61268167', 'VVHS', 5.26, 'P'],\n",
       "        ['61268167', 'LAWT', 5.45, 'P'],\n",
       "        ['61268167', 'DOSE', 6.39, 'P'],\n",
       "        ['61268167', 'B013', 6.54, 'P'],\n",
       "        ['61268167', 'HDW', 7.0, 'P'],\n",
       "        ['61268167', 'BES5', 7.75, 'S'],\n",
       "        ['61268167', 'GMW', 7.93, 'S'],\n",
       "        ['61268167', 'GNW', 8.22, 'S'],\n",
       "        ['61268167', 'KIMR', 8.62, 'S'],\n",
       "        ['61268167', 'SWID', 8.96, 'P'],\n",
       "        ['61268167', 'BABE', 8.99, 'S'],\n",
       "        ['61268167', 'KITP', 9.02, 'S'],\n",
       "        ['61268167', 'BLN', 9.35, 'P'],\n",
       "        ['61268167', 'HTW', 10.89, 'P'],\n",
       "        ['61268167', 'DOSE', 11.24, 'S'],\n",
       "        ['61268167', 'B941', 11.42, 'P'],\n",
       "        ['61268167', 'B013', 11.5, 'S'],\n",
       "        ['61268167', 'B018', 12.3, 'P'],\n",
       "        ['61268167', 'HDW', 12.37, 'S'],\n",
       "        ['61268167', 'JCW', 13.3, 'P'],\n",
       "        ['61268167', 'FMW', 16.04, 'P'],\n",
       "        ['61268167', 'SWID', 16.31, 'S'],\n",
       "        ['61268167', 'BLN', 16.51, 'S'],\n",
       "        ['61268167', 'TLW1', 19.34, 'S'],\n",
       "        ['61268167', 'B001', 19.65, 'S'],\n",
       "        ['61268167', 'B018', 21.93, 'S']], dtype=object),\n",
       " array([['61268212', 'FMW', 0.0, 'P'],\n",
       "        ['61268212', 'PSNS', 3.82, 'P'],\n",
       "        ['61268212', 'MNWA', 3.86, 'P'],\n",
       "        ['61268212', 'BES5', 4.02, 'P'],\n",
       "        ['61268212', 'GMW', 4.3, 'P'],\n",
       "        ['61268212', 'GNW', 4.48, 'P'],\n",
       "        ['61268212', 'BABE', 4.52, 'P'],\n",
       "        ['61268212', 'BES4', 4.55, 'P'],\n",
       "        ['61268212', 'KITP', 4.65, 'P'],\n",
       "        ['61268212', 'KIMR', 4.68, 'P'],\n",
       "        ['61268212', 'ALKI', 5.06, 'P'],\n",
       "        ['61268212', 'KINR', 5.08, 'P'],\n",
       "        ['61268212', 'VVHS', 5.15, 'P'],\n",
       "        ['61268212', 'LAWT', 5.33, 'P'],\n",
       "        ['61268212', 'DOSE', 6.13, 'P'],\n",
       "        ['61268212', 'B013', 6.33, 'P'],\n",
       "        ['61268212', 'HDW', 6.78, 'P'],\n",
       "        ['61268212', 'PSNS', 7.03, 'S'],\n",
       "        ['61268212', 'BES5', 7.71, 'S'],\n",
       "        ['61268212', 'GMW', 7.74, 'S'],\n",
       "        ['61268212', 'GNW', 7.95, 'S'],\n",
       "        ['61268212', 'LEOT', 8.09, 'P'],\n",
       "        ['61268212', 'EVGW', 8.32, 'P'],\n",
       "        ['61268212', 'KIMR', 8.39, 'S'],\n",
       "        ['61268212', 'EARN', 8.53, 'P'],\n",
       "        ['61268212', 'SWID', 8.79, 'P'],\n",
       "        ['61268212', 'BABE', 8.82, 'S'],\n",
       "        ['61268212', 'BES4', 8.86, 'S'],\n",
       "        ['61268212', 'KITP', 8.89, 'S'],\n",
       "        ['61268212', 'BLN', 9.1, 'P'],\n",
       "        ['61268212', 'KINR', 9.5, 'S'],\n",
       "        ['61268212', 'LAWT', 10.16, 'S'],\n",
       "        ['61268212', 'RATT', 10.36, 'P'],\n",
       "        ['61268212', 'HTW', 10.75, 'P'],\n",
       "        ['61268212', 'SQM', 10.96, 'P'],\n",
       "        ['61268212', 'DOSE', 11.09, 'S'],\n",
       "        ['61268212', 'PCFR', 11.17, 'P'],\n",
       "        ['61268212', 'SMW', 11.21, 'P'],\n",
       "        ['61268212', 'B013', 11.29, 'S'],\n",
       "        ['61268212', 'B941', 11.48, 'P'],\n",
       "        ['61268212', 'GSM', 12.06, 'P'],\n",
       "        ['61268212', 'B018', 12.14, 'P'],\n",
       "        ['61268212', 'BRKS', 12.15, 'S'],\n",
       "        ['61268212', 'HDW', 12.16, 'S'],\n",
       "        ['61268212', 'B007', 13.79, 'P'],\n",
       "        ['61268212', 'B006', 13.81, 'P'],\n",
       "        ['61268212', 'LEOT', 14.72, 'S'],\n",
       "        ['61268212', 'OSD', 14.88, 'P'],\n",
       "        ['61268212', 'EVGW', 15.08, 'S'],\n",
       "        ['61268212', 'FMW', 15.89, 'P'],\n",
       "        ['61268212', 'SWID', 16.1, 'S'],\n",
       "        ['61268212', 'BLN', 16.28, 'S'],\n",
       "        ['61268212', 'PAYL', 16.5, 'S'],\n",
       "        ['61268212', 'TLW1', 19.27, 'S'],\n",
       "        ['61268212', 'B018', 21.76, 'S'],\n",
       "        ['61268212', 'RVC', 24.34, 'S'],\n",
       "        ['61268212', 'B007', 25.13, 'S']], dtype=object),\n",
       " array([['61268237', 'BES5', 4.0, 'P'],\n",
       "        ['61268237', 'GMW', 4.28, 'P'],\n",
       "        ['61268237', 'GNW', 4.54, 'P'],\n",
       "        ['61268237', 'BES4', 4.55, 'P'],\n",
       "        ['61268237', 'VVHS', 5.16, 'P'],\n",
       "        ['61268237', 'DOSE', 6.12, 'P'],\n",
       "        ['61268237', 'B013', 6.34, 'P'],\n",
       "        ['61268237', 'HDW', 6.79, 'P'],\n",
       "        ['61268237', 'PSNS', 7.07, 'S'],\n",
       "        ['61268237', 'BES5', 7.56, 'S'],\n",
       "        ['61268237', 'GNW', 7.99, 'S'],\n",
       "        ['61268237', 'DOSE', 11.0, 'S'],\n",
       "        ['61268237', 'PCFR', 11.18, 'P'],\n",
       "        ['61268237', 'B013', 11.25, 'S'],\n",
       "        ['61268237', 'B941', 11.5, 'P'],\n",
       "        ['61268237', 'B018', 12.12, 'P'],\n",
       "        ['61268237', 'BRKS', 12.12, 'S'],\n",
       "        ['61268237', 'HDW', 12.13, 'S'],\n",
       "        ['61268237', 'B941', 20.47, 'S']], dtype=object),\n",
       " array([['61268242', 'FMW', 0.0, 'P'],\n",
       "        ['61268242', 'PSNS', 3.83, 'P'],\n",
       "        ['61268242', 'MNWA', 3.91, 'P'],\n",
       "        ['61268242', 'BES5', 4.04, 'P'],\n",
       "        ['61268242', 'GMW', 4.33, 'P'],\n",
       "        ['61268242', 'GNW', 4.46, 'P'],\n",
       "        ['61268242', 'BES4', 4.58, 'P'],\n",
       "        ['61268242', 'KITP', 4.67, 'P'],\n",
       "        ['61268242', 'KINR', 5.07, 'P'],\n",
       "        ['61268242', 'VVHS', 5.15, 'P'],\n",
       "        ['61268242', 'DOSE', 6.17, 'P'],\n",
       "        ['61268242', 'B013', 6.37, 'P'],\n",
       "        ['61268242', 'HDW', 6.81, 'P'],\n",
       "        ['61268242', 'PSNS', 7.07, 'S'],\n",
       "        ['61268242', 'BES5', 7.68, 'S'],\n",
       "        ['61268242', 'GMW', 7.75, 'S'],\n",
       "        ['61268242', 'GNW', 8.06, 'S'],\n",
       "        ['61268242', 'KIMR', 8.37, 'S'],\n",
       "        ['61268242', 'SWID', 8.84, 'P'],\n",
       "        ['61268242', 'KINR', 9.5, 'S'],\n",
       "        ['61268242', 'HTW', 10.77, 'P'],\n",
       "        ['61268242', 'DOSE', 11.05, 'S'],\n",
       "        ['61268242', 'PCFR', 11.17, 'P'],\n",
       "        ['61268242', 'B013', 11.29, 'S'],\n",
       "        ['61268242', 'B941', 11.53, 'P'],\n",
       "        ['61268242', 'HDW', 12.14, 'S'],\n",
       "        ['61268242', 'BRKS', 12.15, 'S'],\n",
       "        ['61268242', 'B018', 12.2, 'P'],\n",
       "        ['61268242', 'JCW', 13.23, 'P'],\n",
       "        ['61268242', 'FMW', 15.91, 'P'],\n",
       "        ['61268242', 'SWID', 16.14, 'S'],\n",
       "        ['61268242', 'BLN', 16.26, 'S'],\n",
       "        ['61268242', 'B001', 19.5, 'S'],\n",
       "        ['61268242', 'GPW', 19.74, 'P'],\n",
       "        ['61268242', 'B018', 21.75, 'S'],\n",
       "        ['61268242', 'RVC', 24.33, 'S'],\n",
       "        ['61268242', 'RER', 28.34, 'S']], dtype=object),\n",
       " array([['61268327', 'MNWA', 3.76, 'P'],\n",
       "        ['61268327', 'PSNS', 3.78, 'P'],\n",
       "        ['61268327', 'BES5', 4.01, 'P'],\n",
       "        ['61268327', 'GMW', 4.31, 'P'],\n",
       "        ['61268327', 'GNW', 4.45, 'P'],\n",
       "        ['61268327', 'BABE', 4.45, 'P'],\n",
       "        ['61268327', 'BES4', 4.56, 'P'],\n",
       "        ['61268327', 'KITP', 4.61, 'P'],\n",
       "        ['61268327', 'KIMR', 4.62, 'P'],\n",
       "        ['61268327', 'ALKI', 4.95, 'P'],\n",
       "        ['61268327', 'KINR', 5.06, 'P'],\n",
       "        ['61268327', 'VVHS', 5.1, 'P'],\n",
       "        ['61268327', 'DOSE', 6.08, 'P'],\n",
       "        ['61268327', 'SP2', 6.17, 'P'],\n",
       "        ['61268327', 'B013', 6.36, 'P'],\n",
       "        ['61268327', 'NOWS', 6.56, 'P'],\n",
       "        ['61268327', 'LYNC', 6.78, 'P'],\n",
       "        ['61268327', 'HDW', 6.79, 'P'],\n",
       "        ['61268327', 'FINN', 6.96, 'P'],\n",
       "        ['61268327', 'PSNS', 6.98, 'S'],\n",
       "        ['61268327', 'BES5', 7.67, 'S'],\n",
       "        ['61268327', 'GMW', 7.7, 'S'],\n",
       "        ['61268327', 'LEOT', 8.01, 'P'],\n",
       "        ['61268327', 'GNW', 8.02, 'S'],\n",
       "        ['61268327', 'EVGW', 8.2, 'P'],\n",
       "        ['61268327', 'KIMR', 8.37, 'S'],\n",
       "        ['61268327', 'EARN', 8.43, 'P'],\n",
       "        ['61268327', 'BABE', 8.68, 'S'],\n",
       "        ['61268327', 'SWID', 8.75, 'P'],\n",
       "        ['61268327', 'KITP', 8.83, 'S'],\n",
       "        ['61268327', 'BLN', 9.09, 'P'],\n",
       "        ['61268327', 'ALKI', 9.32, 'S'],\n",
       "        ['61268327', 'RATT', 10.26, 'P'],\n",
       "        ['61268327', 'GHW', 10.6, 'P'],\n",
       "        ['61268327', 'HTW', 10.72, 'P'],\n",
       "        ['61268327', 'B001', 10.77, 'P'],\n",
       "        ['61268327', 'SQM', 10.92, 'P'],\n",
       "        ['61268327', 'EGRN', 10.93, 'P'],\n",
       "        ['61268327', 'DOSE', 11.06, 'S'],\n",
       "        ['61268327', 'TLW1', 11.06, 'P'],\n",
       "        ['61268327', 'SMW', 11.07, 'P'],\n",
       "        ['61268327', 'PCFR', 11.12, 'P'],\n",
       "        ['61268327', 'B013', 11.29, 'S'],\n",
       "        ['61268327', 'B941', 11.39, 'P'],\n",
       "        ['61268327', 'HDW', 12.08, 'S'],\n",
       "        ['61268327', 'BRKS', 12.11, 'S'],\n",
       "        ['61268327', 'B018', 12.11, 'P'],\n",
       "        ['61268327', 'JCW', 13.1, 'P'],\n",
       "        ['61268327', 'KNEL', 13.49, 'S'],\n",
       "        ['61268327', 'B005', 13.8, 'P'],\n",
       "        ['61268327', 'OSD', 14.89, 'P'],\n",
       "        ['61268327', 'EVGW', 15.0, 'S'],\n",
       "        ['61268327', 'FMW', 15.84, 'P'],\n",
       "        ['61268327', 'RER', 16.02, 'P'],\n",
       "        ['61268327', 'SWID', 16.1, 'S'],\n",
       "        ['61268327', 'B017', 16.16, 'P'],\n",
       "        ['61268327', 'BLN', 16.28, 'S'],\n",
       "        ['61268327', 'PAYL', 16.34, 'S'],\n",
       "        ['61268327', 'SMNR', 17.03, 'S'],\n",
       "        ['61268327', 'LO2', 17.03, 'P'],\n",
       "        ['61268327', 'PCEP', 17.55, 'S'],\n",
       "        ['61268327', 'RPW', 19.43, 'P'],\n",
       "        ['61268327', 'B001', 19.49, 'S'],\n",
       "        ['61268327', 'PCFR', 19.74, 'S'],\n",
       "        ['61268327', 'BOW', 20.59, 'P'],\n",
       "        ['61268327', 'B018', 21.74, 'S'],\n",
       "        ['61268327', 'FMW', 27.78, 'S']], dtype=object),\n",
       " array([['61268332', 'PSNS', 3.81, 'P'],\n",
       "        ['61268332', 'MNWA', 3.91, 'P'],\n",
       "        ['61268332', 'BES5', 4.05, 'P'],\n",
       "        ['61268332', 'GMW', 4.33, 'P'],\n",
       "        ['61268332', 'GNW', 4.47, 'P'],\n",
       "        ['61268332', 'BABE', 4.54, 'P'],\n",
       "        ['61268332', 'BES4', 4.61, 'P'],\n",
       "        ['61268332', 'KITP', 4.66, 'P'],\n",
       "        ['61268332', 'DOSE', 6.23, 'P'],\n",
       "        ['61268332', 'B013', 6.4, 'P'],\n",
       "        ['61268332', 'HDW', 6.84, 'P'],\n",
       "        ['61268332', 'BES5', 7.73, 'S'],\n",
       "        ['61268332', 'GMW', 7.73, 'S'],\n",
       "        ['61268332', 'GNW', 8.05, 'S'],\n",
       "        ['61268332', 'KIMR', 8.38, 'S'],\n",
       "        ['61268332', 'SWID', 8.81, 'P'],\n",
       "        ['61268332', 'BABE', 8.9, 'S'],\n",
       "        ['61268332', 'KITP', 8.9, 'S'],\n",
       "        ['61268332', 'DOSE', 11.08, 'S'],\n",
       "        ['61268332', 'PCFR', 11.14, 'P'],\n",
       "        ['61268332', 'B013', 11.34, 'S'],\n",
       "        ['61268332', 'B018', 12.14, 'P'],\n",
       "        ['61268332', 'HDW', 12.19, 'S'],\n",
       "        ['61268332', 'B001', 19.56, 'S']], dtype=object),\n",
       " array([['61268342', 'FMW', 0.0, 'P'],\n",
       "        ['61268342', 'PSNS', 3.61, 'P'],\n",
       "        ['61268342', 'BES5', 3.82, 'P'],\n",
       "        ['61268342', 'MNWA', 3.86, 'P'],\n",
       "        ['61268342', 'GMW', 4.09, 'P'],\n",
       "        ['61268342', 'GNW', 4.34, 'P'],\n",
       "        ['61268342', 'BES4', 4.36, 'P'],\n",
       "        ['61268342', 'DOSE', 5.97, 'P'],\n",
       "        ['61268342', 'B943', 6.13, 'P'],\n",
       "        ['61268342', 'HDW', 6.58, 'P'],\n",
       "        ['61268342', 'GMW', 7.48, 'S'],\n",
       "        ['61268342', 'BES5', 7.48, 'S'],\n",
       "        ['61268342', 'GNW', 7.79, 'S'],\n",
       "        ['61268342', 'KIMR', 8.36, 'S'],\n",
       "        ['61268342', 'SCC', 9.8, 'S'],\n",
       "        ['61268342', 'HTW', 10.5, 'P'],\n",
       "        ['61268342', 'DOSE', 10.85, 'S'],\n",
       "        ['61268342', 'B013', 11.08, 'S'],\n",
       "        ['61268342', 'HDW', 11.94, 'S'],\n",
       "        ['61268342', 'B018', 11.95, 'P'],\n",
       "        ['61268342', 'OBSR', 15.58, 'P'],\n",
       "        ['61268342', 'FMW', 15.75, 'P']], dtype=object),\n",
       " array([['61268552', 'FMW', 0.0, 'P'],\n",
       "        ['61268552', 'PSNS', 3.81, 'P'],\n",
       "        ['61268552', 'BES5', 4.07, 'P'],\n",
       "        ['61268552', 'GMW', 4.32, 'P'],\n",
       "        ['61268552', 'GNW', 4.47, 'P'],\n",
       "        ['61268552', 'BABE', 4.54, 'P'],\n",
       "        ['61268552', 'BES4', 4.54, 'P'],\n",
       "        ['61268552', 'KITP', 4.6, 'P'],\n",
       "        ['61268552', 'BES3', 4.63, 'P'],\n",
       "        ['61268552', 'VVHS', 5.25, 'P'],\n",
       "        ['61268552', 'LAWT', 5.34, 'P'],\n",
       "        ['61268552', 'DOSE', 6.15, 'P'],\n",
       "        ['61268552', 'B013', 6.29, 'P'],\n",
       "        ['61268552', 'HDW', 6.77, 'P'],\n",
       "        ['61268552', 'PSNS', 7.04, 'S'],\n",
       "        ['61268552', 'BES5', 7.55, 'S'],\n",
       "        ['61268552', 'GMW', 7.7, 'S'],\n",
       "        ['61268552', 'GNW', 7.92, 'S'],\n",
       "        ['61268552', 'SWID', 8.75, 'P'],\n",
       "        ['61268552', 'BABE', 8.88, 'S'],\n",
       "        ['61268552', 'BES3', 9.11, 'S'],\n",
       "        ['61268552', 'KINR', 9.34, 'S'],\n",
       "        ['61268552', 'LAWT', 10.18, 'S'],\n",
       "        ['61268552', 'HTW', 10.81, 'P'],\n",
       "        ['61268552', 'DOSE', 10.9, 'S'],\n",
       "        ['61268552', 'B013', 11.13, 'S'],\n",
       "        ['61268552', 'PCFR', 11.3, 'P'],\n",
       "        ['61268552', 'B941', 11.61, 'P'],\n",
       "        ['61268552', 'HDW', 12.05, 'S'],\n",
       "        ['61268552', 'BRKS', 12.08, 'S'],\n",
       "        ['61268552', 'B018', 12.28, 'P'],\n",
       "        ['61268552', 'FMW', 16.07, 'P'],\n",
       "        ['61268552', 'BLN', 16.14, 'S'],\n",
       "        ['61268552', 'B001', 19.33, 'S']], dtype=object),\n",
       " array([['61287396', 'PSNS', 3.87, 'P'],\n",
       "        ['61287396', 'MNWA', 3.95, 'P'],\n",
       "        ['61287396', 'BES5', 4.09, 'P'],\n",
       "        ['61287396', 'GMW', 4.35, 'P'],\n",
       "        ['61287396', 'GNW', 4.49, 'P'],\n",
       "        ['61287396', 'BABE', 4.52, 'P'],\n",
       "        ['61287396', 'BES4', 4.57, 'P'],\n",
       "        ['61287396', 'KITP', 4.61, 'P'],\n",
       "        ['61287396', 'BES3', 4.65, 'P'],\n",
       "        ['61287396', 'VVHS', 5.28, 'P'],\n",
       "        ['61287396', 'DOSE', 6.18, 'P'],\n",
       "        ['61287396', 'B013', 6.33, 'P'],\n",
       "        ['61287396', 'HDW', 6.81, 'P'],\n",
       "        ['61287396', 'PSNS', 7.08, 'S'],\n",
       "        ['61287396', 'BES5', 7.59, 'S'],\n",
       "        ['61287396', 'GMW', 7.72, 'S'],\n",
       "        ['61287396', 'GNW', 7.95, 'S'],\n",
       "        ['61287396', 'KIMR', 8.52, 'S'],\n",
       "        ['61287396', 'SWID', 8.77, 'P'],\n",
       "        ['61287396', 'BABE', 8.92, 'S'],\n",
       "        ['61287396', 'BES3', 9.2, 'S'],\n",
       "        ['61287396', 'VVHS', 10.22, 'S'],\n",
       "        ['61287396', 'HTW', 10.84, 'P'],\n",
       "        ['61287396', 'DOSE', 10.95, 'S'],\n",
       "        ['61287396', 'B013', 11.17, 'S'],\n",
       "        ['61287396', 'B941', 11.64, 'P'],\n",
       "        ['61287396', 'HDW', 12.13, 'S'],\n",
       "        ['61287396', 'B018', 12.23, 'P'],\n",
       "        ['61287396', 'JCW', 13.13, 'P'],\n",
       "        ['61287396', 'RVC', 13.95, 'P'],\n",
       "        ['61287396', 'LEOT', 14.78, 'S'],\n",
       "        ['61287396', 'SWID', 16.04, 'S'],\n",
       "        ['61287396', 'BLN', 16.16, 'S'],\n",
       "        ['61287396', 'HTW', 18.76, 'S'],\n",
       "        ['61287396', 'TLW1', 19.34, 'S'],\n",
       "        ['61287396', 'B941', 20.72, 'S']], dtype=object),\n",
       " array([['61288401', 'FMW', 0.0, 'P'],\n",
       "        ['61288401', 'MNWA', 4.05, 'P'],\n",
       "        ['61288401', 'PSNS', 4.08, 'P'],\n",
       "        ['61288401', 'BES5', 4.16, 'P'],\n",
       "        ['61288401', 'GMW', 4.39, 'P'],\n",
       "        ['61288401', 'GNW', 4.59, 'P'],\n",
       "        ['61288401', 'BES4', 4.61, 'P'],\n",
       "        ['61288401', 'BES3', 4.72, 'P'],\n",
       "        ['61288401', 'VVHS', 5.35, 'P'],\n",
       "        ['61288401', 'B013', 6.35, 'P'],\n",
       "        ['61288401', 'HDW', 6.87, 'P'],\n",
       "        ['61288401', 'PSNS', 7.16, 'S'],\n",
       "        ['61288401', 'BES5', 7.62, 'S'],\n",
       "        ['61288401', 'GMW', 7.76, 'S'],\n",
       "        ['61288401', 'GNW', 7.97, 'S'],\n",
       "        ['61288401', 'LEOT', 8.24, 'P'],\n",
       "        ['61288401', 'SWID', 8.84, 'P'],\n",
       "        ['61288401', 'BES4', 8.85, 'S'],\n",
       "        ['61288401', 'BES3', 9.23, 'S'],\n",
       "        ['61288401', 'HTW', 10.4, 'P'],\n",
       "        ['61288401', 'DOSE', 10.96, 'S'],\n",
       "        ['61288401', 'B013', 11.17, 'S'],\n",
       "        ['61288401', 'HDW', 11.96, 'S'],\n",
       "        ['61288401', 'BRKS', 12.19, 'S'],\n",
       "        ['61288401', 'LEOT', 14.88, 'S'],\n",
       "        ['61288401', 'FMW', 16.06, 'P'],\n",
       "        ['61288401', 'SWID', 16.23, 'S'],\n",
       "        ['61288401', 'MCW', 19.26, 'P'],\n",
       "        ['61288401', 'RPW', 19.98, 'P'],\n",
       "        ['61288401', 'RER', 28.65, 'S']], dtype=object),\n",
       " array([['61271632', 'FMW', 0.0, 'P'],\n",
       "        ['61271632', 'PSNS', 3.88, 'P'],\n",
       "        ['61271632', 'MNWA', 3.95, 'P'],\n",
       "        ['61271632', 'BES5', 4.1, 'P'],\n",
       "        ['61271632', 'GMW', 4.41, 'P'],\n",
       "        ['61271632', 'GNW', 4.52, 'P'],\n",
       "        ['61271632', 'BABE', 4.53, 'P'],\n",
       "        ['61271632', 'BES4', 4.59, 'P'],\n",
       "        ['61271632', 'KITP', 4.64, 'P'],\n",
       "        ['61271632', 'BES3', 4.67, 'P'],\n",
       "        ['61271632', 'VVHS', 5.29, 'P'],\n",
       "        ['61271632', 'DOSE', 6.24, 'P'],\n",
       "        ['61271632', 'B013', 6.38, 'P'],\n",
       "        ['61271632', 'HDW', 6.87, 'P'],\n",
       "        ['61271632', 'PSNS', 7.16, 'S'],\n",
       "        ['61271632', 'BES5', 7.58, 'S'],\n",
       "        ['61271632', 'MNWA', 7.63, 'S'],\n",
       "        ['61271632', 'GMW', 7.79, 'S'],\n",
       "        ['61271632', 'GNW', 8.02, 'S'],\n",
       "        ['61271632', 'LEOT', 8.12, 'P'],\n",
       "        ['61271632', 'KIMR', 8.58, 'S'],\n",
       "        ['61271632', 'BES4', 8.7, 'S'],\n",
       "        ['61271632', 'SWID', 8.78, 'P'],\n",
       "        ['61271632', 'KITP', 8.8, 'S'],\n",
       "        ['61271632', 'BABE', 8.87, 'S'],\n",
       "        ['61271632', 'BES3', 9.12, 'S'],\n",
       "        ['61271632', 'HTW', 10.79, 'P'],\n",
       "        ['61271632', 'SQM', 10.95, 'P'],\n",
       "        ['61271632', 'DOSE', 11.01, 'S'],\n",
       "        ['61271632', 'B013', 11.23, 'S'],\n",
       "        ['61271632', 'PCFR', 11.37, 'P'],\n",
       "        ['61271632', 'B941', 11.67, 'P'],\n",
       "        ['61271632', 'HDW', 12.06, 'S'],\n",
       "        ['61271632', 'B018', 12.37, 'P'],\n",
       "        ['61271632', 'SVOH', 12.52, 'P'],\n",
       "        ['61271632', 'JCW', 13.14, 'P'],\n",
       "        ['61271632', 'FMW', 16.11, 'P'],\n",
       "        ['61271632', 'SWID', 16.19, 'S'],\n",
       "        ['61271632', 'B001', 19.39, 'S']], dtype=object),\n",
       " array([['61271642', 'BES5', 4.03, 'P'],\n",
       "        ['61271642', 'GMW', 4.21, 'P'],\n",
       "        ['61271642', 'BES4', 4.41, 'P'],\n",
       "        ['61271642', 'GNW', 4.47, 'P'],\n",
       "        ['61271642', 'B013', 6.19, 'P'],\n",
       "        ['61271642', 'HDW', 6.68, 'P'],\n",
       "        ['61271642', 'BES5', 7.56, 'S'],\n",
       "        ['61271642', 'GNW', 7.9, 'S'],\n",
       "        ['61271642', 'DOSE', 10.83, 'S'],\n",
       "        ['61271642', 'B013', 11.02, 'S'],\n",
       "        ['61271642', 'HDW', 11.85, 'S'],\n",
       "        ['61271642', 'B001', 19.23, 'S']], dtype=object),\n",
       " array([['61271722', 'MNWA', 4.14, 'P'],\n",
       "        ['61271722', 'BES5', 4.24, 'P'],\n",
       "        ['61271722', 'GMW', 4.45, 'P'],\n",
       "        ['61271722', 'GNW', 4.57, 'P'],\n",
       "        ['61271722', 'BES3', 4.81, 'P'],\n",
       "        ['61271722', 'HOLY', 4.95, 'P'],\n",
       "        ['61271722', 'DOSE', 6.31, 'P'],\n",
       "        ['61271722', 'HDW', 6.96, 'P'],\n",
       "        ['61271722', 'BES5', 7.85, 'S'],\n",
       "        ['61271722', 'GNW', 8.17, 'S'],\n",
       "        ['61271722', 'KIMR', 8.6, 'S'],\n",
       "        ['61271722', 'BES3', 9.39, 'S'],\n",
       "        ['61271722', 'HTW', 10.94, 'P'],\n",
       "        ['61271722', 'DOSE', 11.18, 'S'],\n",
       "        ['61271722', 'HDW', 12.19, 'S'],\n",
       "        ['61271722', 'B001', 19.71, 'S'],\n",
       "        ['61271722', 'B941', 20.54, 'S'],\n",
       "        ['61271722', 'RVC', 24.37, 'S']], dtype=object),\n",
       " array([['61272022', 'FMW', 0.0, 'P'],\n",
       "        ['61272022', 'MNWA', 4.0, 'P'],\n",
       "        ['61272022', 'BES5', 4.12, 'P'],\n",
       "        ['61272022', 'GMW', 4.41, 'P'],\n",
       "        ['61272022', 'GNW', 4.57, 'P'],\n",
       "        ['61272022', 'BES4', 4.61, 'P'],\n",
       "        ['61272022', 'BES3', 4.67, 'P'],\n",
       "        ['61272022', 'KITP', 4.69, 'P'],\n",
       "        ['61272022', 'VVHS', 5.3, 'P'],\n",
       "        ['61272022', 'DOSE', 6.23, 'P'],\n",
       "        ['61272022', 'B013', 6.39, 'P'],\n",
       "        ['61272022', 'HDW', 6.86, 'P'],\n",
       "        ['61272022', 'BES5', 7.61, 'S'],\n",
       "        ['61272022', 'GNW', 8.09, 'S'],\n",
       "        ['61272022', 'SWID', 8.83, 'P'],\n",
       "        ['61272022', 'BES3', 9.35, 'S'],\n",
       "        ['61272022', 'DOSE', 11.0, 'S'],\n",
       "        ['61272022', 'B013', 11.25, 'S'],\n",
       "        ['61272022', 'B941', 11.73, 'P'],\n",
       "        ['61272022', 'FMW', 16.14, 'P'],\n",
       "        ['61272022', 'SWID', 16.22, 'S']], dtype=object),\n",
       " array([['61292126', 'FMW', 0.0, 'P'],\n",
       "        ['61292126', 'PSNS', 3.61, 'P'],\n",
       "        ['61292126', 'MNWA', 3.65, 'P'],\n",
       "        ['61292126', 'GMW', 4.16, 'P'],\n",
       "        ['61292126', 'GNW', 4.39, 'P'],\n",
       "        ['61292126', 'DOSE', 6.0, 'P'],\n",
       "        ['61292126', 'B013', 6.16, 'P'],\n",
       "        ['61292126', 'HDW', 6.65, 'P'],\n",
       "        ['61292126', 'PSNS', 6.91, 'S'],\n",
       "        ['61292126', 'GMW', 7.61, 'S'],\n",
       "        ['61292126', 'GNW', 7.89, 'S'],\n",
       "        ['61292126', 'SWID', 8.56, 'P'],\n",
       "        ['61292126', 'HTW', 10.53, 'P'],\n",
       "        ['61292126', 'DOSE', 10.82, 'S'],\n",
       "        ['61292126', 'B013', 11.06, 'S'],\n",
       "        ['61292126', 'B941', 11.41, 'P'],\n",
       "        ['61292126', 'HDW', 11.97, 'S'],\n",
       "        ['61292126', 'B018', 12.09, 'P'],\n",
       "        ['61292126', 'JCW', 12.99, 'P'],\n",
       "        ['61292126', 'FMW', 15.79, 'P'],\n",
       "        ['61292126', 'B001', 19.27, 'S'],\n",
       "        ['61292126', 'RER', 28.23, 'S']], dtype=object),\n",
       " array([['61292136', 'PSNS', 3.82, 'P'],\n",
       "        ['61292136', 'MNWA', 3.83, 'P'],\n",
       "        ['61292136', 'GMW', 4.34, 'P'],\n",
       "        ['61292136', 'BABE', 4.47, 'P'],\n",
       "        ['61292136', 'KITP', 4.58, 'P'],\n",
       "        ['61292136', 'GNW', 4.61, 'P'],\n",
       "        ['61292136', 'KIMR', 4.74, 'P'],\n",
       "        ['61292136', 'ALKI', 5.01, 'P'],\n",
       "        ['61292136', 'VVHS', 5.23, 'P'],\n",
       "        ['61292136', 'DOSE', 6.1, 'P'],\n",
       "        ['61292136', 'B013', 6.33, 'P'],\n",
       "        ['61292136', 'LYNC', 6.77, 'P'],\n",
       "        ['61292136', 'HDW', 6.81, 'P'],\n",
       "        ['61292136', 'GMW', 7.74, 'S'],\n",
       "        ['61292136', 'LEOT', 8.05, 'P'],\n",
       "        ['61292136', 'GNW', 8.08, 'S'],\n",
       "        ['61292136', 'EVGW', 8.26, 'P'],\n",
       "        ['61292136', 'EARN', 8.48, 'P'],\n",
       "        ['61292136', 'KIMR', 8.56, 'S'],\n",
       "        ['61292136', 'SWID', 8.72, 'P'],\n",
       "        ['61292136', 'KITP', 8.78, 'S'],\n",
       "        ['61292136', 'PAYL', 8.9, 'P'],\n",
       "        ['61292136', 'BLN', 9.06, 'P'],\n",
       "        ['61292136', 'ALKI', 9.45, 'S'],\n",
       "        ['61292136', 'LAWT', 10.21, 'S'],\n",
       "        ['61292136', 'RATT', 10.42, 'P'],\n",
       "        ['61292136', 'HTW', 10.76, 'P'],\n",
       "        ['61292136', 'GHW', 10.81, 'P'],\n",
       "        ['61292136', 'DOSE', 10.97, 'S'],\n",
       "        ['61292136', 'EGRN', 11.07, 'P'],\n",
       "        ['61292136', 'B013', 11.17, 'S'],\n",
       "        ['61292136', 'PCFR', 11.3, 'P'],\n",
       "        ['61292136', 'B941', 11.58, 'P'],\n",
       "        ['61292136', 'HDW', 11.99, 'S'],\n",
       "        ['61292136', 'BRKS', 12.05, 'S'],\n",
       "        ['61292136', 'B018', 12.26, 'P'],\n",
       "        ['61292136', 'NOWS', 12.57, 'S'],\n",
       "        ['61292136', 'FINN', 12.91, 'S'],\n",
       "        ['61292136', 'JCW', 13.06, 'P'],\n",
       "        ['61292136', 'KNEL', 13.81, 'S'],\n",
       "        ['61292136', 'RVC', 13.88, 'P'],\n",
       "        ['61292136', 'LEOT', 14.62, 'S'],\n",
       "        ['61292136', 'SWID', 16.14, 'S'],\n",
       "        ['61292136', 'BLN', 16.17, 'S'],\n",
       "        ['61292136', 'PAYL', 16.59, 'S']], dtype=object),\n",
       " array([['61292266', 'FMW', 0.0, 'P'],\n",
       "        ['61292266', 'PSNS', 3.81, 'P'],\n",
       "        ['61292266', 'MNWA', 3.9, 'P'],\n",
       "        ['61292266', 'GMW', 4.32, 'P'],\n",
       "        ['61292266', 'GNW', 4.44, 'P'],\n",
       "        ['61292266', 'KITP', 4.57, 'P'],\n",
       "        ['61292266', 'ALKI', 5.02, 'P'],\n",
       "        ['61292266', 'VVHS', 5.2, 'P'],\n",
       "        ['61292266', 'DOSE', 6.07, 'P'],\n",
       "        ['61292266', 'B013', 6.3, 'P'],\n",
       "        ['61292266', 'HDW', 6.8, 'P'],\n",
       "        ['61292266', 'PSNS', 6.99, 'S'],\n",
       "        ['61292266', 'GMW', 7.72, 'S'],\n",
       "        ['61292266', 'GNW', 7.96, 'S'],\n",
       "        ['61292266', 'KIMR', 8.52, 'S'],\n",
       "        ['61292266', 'KITP', 8.78, 'S'],\n",
       "        ['61292266', 'BLN', 8.81, 'P'],\n",
       "        ['61292266', 'HTW', 10.76, 'P'],\n",
       "        ['61292266', 'DOSE', 10.95, 'S'],\n",
       "        ['61292266', 'B013', 11.19, 'S'],\n",
       "        ['61292266', 'B941', 11.52, 'P'],\n",
       "        ['61292266', 'HDW', 11.98, 'S'],\n",
       "        ['61292266', 'B018', 12.24, 'P'],\n",
       "        ['61292266', 'JCW', 13.08, 'P'],\n",
       "        ['61292266', 'OSD', 14.88, 'P'],\n",
       "        ['61292266', 'FMW', 16.01, 'P'],\n",
       "        ['61292266', 'BLN', 16.16, 'S']], dtype=object),\n",
       " array([['61293091', 'FMW', 0.0, 'P'],\n",
       "        ['61293091', 'PSNS', 3.65, 'P'],\n",
       "        ['61293091', 'MNWA', 3.69, 'P'],\n",
       "        ['61293091', 'GMW', 4.17, 'P'],\n",
       "        ['61293091', 'GNW', 4.3, 'P'],\n",
       "        ['61293091', 'DOSE', 6.01, 'P'],\n",
       "        ['61293091', 'B013', 6.19, 'P'],\n",
       "        ['61293091', 'PSNS', 6.38, 'S'],\n",
       "        ['61293091', 'HDW', 6.67, 'P'],\n",
       "        ['61293091', 'GMW', 7.61, 'S'],\n",
       "        ['61293091', 'GNW', 7.9, 'S'],\n",
       "        ['61293091', 'KIMR', 8.37, 'S'],\n",
       "        ['61293091', 'HTW', 10.59, 'P'],\n",
       "        ['61293091', 'DOSE', 10.91, 'S'],\n",
       "        ['61293091', 'B013', 11.08, 'S'],\n",
       "        ['61293091', 'B941', 11.49, 'P'],\n",
       "        ['61293091', 'HDW', 12.0, 'S'],\n",
       "        ['61293091', 'B018', 12.12, 'P'],\n",
       "        ['61293091', 'FMW', 15.87, 'P'],\n",
       "        ['61293091', 'B001', 19.28, 'S'],\n",
       "        ['61293091', 'B941', 20.41, 'S'],\n",
       "        ['61293091', 'RER', 28.24, 'S']], dtype=object),\n",
       " array([['61293106', 'MNWA', 4.13, 'P'],\n",
       "        ['61293106', 'GMW', 4.5, 'P'],\n",
       "        ['61293106', 'GNW', 4.75, 'P'],\n",
       "        ['61293106', 'DOSE', 6.32, 'P'],\n",
       "        ['61293106', 'HDW', 6.95, 'P'],\n",
       "        ['61293106', 'GNW', 8.17, 'S'],\n",
       "        ['61293106', 'DOSE', 11.14, 'S'],\n",
       "        ['61293106', 'HDW', 12.31, 'S']], dtype=object),\n",
       " array([['61294016', 'GMW', 4.26, 'P'],\n",
       "        ['61294016', 'GNW', 4.55, 'P'],\n",
       "        ['61294016', 'B013', 6.27, 'P'],\n",
       "        ['61294016', 'HDW', 6.74, 'P'],\n",
       "        ['61294016', 'GNW', 7.95, 'S'],\n",
       "        ['61294016', 'GTWN', 9.14, 'S'],\n",
       "        ['61294016', 'DOSE', 11.02, 'S'],\n",
       "        ['61294016', 'B013', 11.24, 'S'],\n",
       "        ['61294016', 'HDW', 12.08, 'S'],\n",
       "        ['61294016', 'B001', 19.97, 'S']], dtype=object),\n",
       " array([['61294021', 'GMW', 4.17, 'P'],\n",
       "        ['61294021', 'GNW', 4.44, 'P'],\n",
       "        ['61294021', 'B013', 6.2, 'P'],\n",
       "        ['61294021', 'DOSE', 6.5, 'P'],\n",
       "        ['61294021', 'HDW', 6.57, 'P'],\n",
       "        ['61294021', 'GMW', 7.57, 'S'],\n",
       "        ['61294021', 'GNW', 7.84, 'S'],\n",
       "        ['61294021', 'B001', 10.51, 'P'],\n",
       "        ['61294021', 'DOSE', 10.85, 'S'],\n",
       "        ['61294021', 'B013', 11.12, 'S'],\n",
       "        ['61294021', 'HDW', 11.99, 'S']], dtype=object),\n",
       " array([['61276557', 'GMW', 4.33, 'P'],\n",
       "        ['61276557', 'GNW', 4.62, 'P'],\n",
       "        ['61276557', 'DOSE', 6.21, 'P'],\n",
       "        ['61276557', 'HDW', 6.85, 'P'],\n",
       "        ['61276557', 'GMW', 7.74, 'S'],\n",
       "        ['61276557', 'GNW', 8.07, 'S'],\n",
       "        ['61276557', 'DOSE', 10.88, 'S'],\n",
       "        ['61276557', 'B013', 11.38, 'S'],\n",
       "        ['61276557', 'HDW', 12.1, 'S']], dtype=object),\n",
       " array([['61276847', 'GNW', 4.29, 'P'],\n",
       "        ['61276847', 'B943', 6.04, 'P'],\n",
       "        ['61276847', 'HDW', 6.56, 'P'],\n",
       "        ['61276847', 'GMW', 7.45, 'S'],\n",
       "        ['61276847', 'GNW', 7.72, 'S'],\n",
       "        ['61276847', 'DOSE', 10.78, 'S'],\n",
       "        ['61276847', 'HDW', 11.7, 'S'],\n",
       "        ['61276847', 'B001', 19.82, 'S']], dtype=object),\n",
       " array([['61277172', 'GMW', 4.19, 'P'],\n",
       "        ['61277172', 'GNW', 4.41, 'P'],\n",
       "        ['61277172', 'DOSE', 6.02, 'P'],\n",
       "        ['61277172', 'B013', 6.18, 'P'],\n",
       "        ['61277172', 'HDW', 6.65, 'P'],\n",
       "        ['61277172', 'GMW', 7.57, 'S'],\n",
       "        ['61277172', 'GNW', 7.81, 'S'],\n",
       "        ['61277172', 'DOSE', 10.79, 'S'],\n",
       "        ['61277172', 'HTW', 11.01, 'P'],\n",
       "        ['61277172', 'B013', 11.02, 'S'],\n",
       "        ['61277172', 'B941', 11.5, 'P'],\n",
       "        ['61277172', 'HDW', 11.8, 'S'],\n",
       "        ['61277172', 'B018', 12.13, 'P'],\n",
       "        ['61277172', 'HTW', 18.55, 'S'],\n",
       "        ['61277172', 'B001', 19.21, 'S']], dtype=object),\n",
       " array([['61281427', 'FMW', 0.0, 'P'],\n",
       "        ['61281427', 'GMW', 4.1, 'P'],\n",
       "        ['61281427', 'GNW', 4.31, 'P'],\n",
       "        ['61281427', 'DOSE', 5.85, 'P'],\n",
       "        ['61281427', 'HDW', 6.58, 'P'],\n",
       "        ['61281427', 'GMW', 7.49, 'S'],\n",
       "        ['61281427', 'GNW', 7.79, 'S'],\n",
       "        ['61281427', 'SWID', 8.54, 'P'],\n",
       "        ['61281427', 'HTW', 10.54, 'P'],\n",
       "        ['61281427', 'DOSE', 10.75, 'S'],\n",
       "        ['61281427', 'B943', 11.1, 'S'],\n",
       "        ['61281427', 'HDW', 11.77, 'S'],\n",
       "        ['61281427', 'B018', 12.02, 'P'],\n",
       "        ['61281427', 'JCW', 12.97, 'P'],\n",
       "        ['61281427', 'OSD', 14.71, 'P'],\n",
       "        ['61281427', 'FMW', 15.72, 'P'],\n",
       "        ['61281427', 'SWID', 15.88, 'S'],\n",
       "        ['61281427', 'B018', 21.77, 'S']], dtype=object),\n",
       " array([['61285102', 'MNWA', 3.75, 'P'],\n",
       "        ['61285102', 'PSNS', 3.81, 'P'],\n",
       "        ['61285102', 'GMW', 4.31, 'P'],\n",
       "        ['61285102', 'BABE', 4.42, 'P'],\n",
       "        ['61285102', 'GNW', 4.49, 'P'],\n",
       "        ['61285102', 'KITP', 4.59, 'P'],\n",
       "        ['61285102', 'KIMR', 4.7, 'P'],\n",
       "        ['61285102', 'ALKI', 4.93, 'P'],\n",
       "        ['61285102', 'KINR', 5.04, 'P'],\n",
       "        ['61285102', 'VVHS', 5.09, 'P'],\n",
       "        ['61285102', 'HOLY', 5.19, 'P'],\n",
       "        ['61285102', 'LAWT', 5.19, 'P'],\n",
       "        ['61285102', 'CTR', 5.47, 'P'],\n",
       "        ['61285102', 'KDK', 5.49, 'P'],\n",
       "        ['61285102', 'SP2', 6.07, 'P'],\n",
       "        ['61285102', 'DOSE', 6.13, 'P'],\n",
       "        ['61285102', 'B013', 6.37, 'P'],\n",
       "        ['61285102', 'BRKS', 6.57, 'P'],\n",
       "        ['61285102', 'FINN', 6.94, 'P'],\n",
       "        ['61285102', 'PSNS', 7.01, 'S'],\n",
       "        ['61285102', 'NIHS', 7.15, 'P'],\n",
       "        ['61285102', 'HDW', 7.18, 'P'],\n",
       "        ['61285102', 'GMW', 7.75, 'S'],\n",
       "        ['61285102', 'GNW', 7.92, 'S'],\n",
       "        ['61285102', 'LEOT', 7.97, 'P'],\n",
       "        ['61285102', 'EVGW', 8.08, 'P'],\n",
       "        ['61285102', 'BEVT', 8.24, 'P'],\n",
       "        ['61285102', 'EARN', 8.42, 'P'],\n",
       "        ['61285102', 'KIMR', 8.42, 'S'],\n",
       "        ['61285102', 'PAYL', 8.74, 'P'],\n",
       "        ['61285102', 'SWID', 8.74, 'P'],\n",
       "        ['61285102', 'KITP', 8.8, 'S'],\n",
       "        ['61285102', 'BABE', 8.84, 'S'],\n",
       "        ['61285102', 'SLA', 8.87, 'S'],\n",
       "        ['61285102', 'SMNR', 9.09, 'P'],\n",
       "        ['61285102', 'BLN', 9.13, 'P'],\n",
       "        ['61285102', 'ALKI', 9.27, 'S'],\n",
       "        ['61285102', 'KINR', 9.47, 'S'],\n",
       "        ['61285102', 'HOLY', 9.85, 'S'],\n",
       "        ['61285102', 'PCEP', 9.86, 'P'],\n",
       "        ['61285102', 'LAWT', 10.08, 'S'],\n",
       "        ['61285102', 'RATT', 10.2, 'P'],\n",
       "        ['61285102', 'MBPA', 10.39, 'P'],\n",
       "        ['61285102', 'GHW', 10.58, 'P'],\n",
       "        ['61285102', 'HART', 10.66, 'S'],\n",
       "        ['61285102', 'HTW', 10.68, 'P'],\n",
       "        ['61285102', 'KDK', 10.68, 'S'],\n",
       "        ['61285102', 'B001', 10.76, 'P'],\n",
       "        ['61285102', 'SQM', 10.95, 'P'],\n",
       "        ['61285102', 'EGRN', 10.95, 'P'],\n",
       "        ['61285102', 'DOSE', 11.05, 'S'],\n",
       "        ['61285102', 'TLW1', 11.08, 'P'],\n",
       "        ['61285102', 'SMW', 11.13, 'P'],\n",
       "        ['61285102', 'PCFR', 11.14, 'P'],\n",
       "        ['61285102', 'B013', 11.3, 'S'],\n",
       "        ['61285102', 'SP2', 11.42, 'S'],\n",
       "        ['61285102', 'B941', 11.42, 'P'],\n",
       "        ['61285102', 'BRKS', 12.04, 'S'],\n",
       "        ['61285102', 'B018', 12.17, 'P'],\n",
       "        ['61285102', 'SVOH', 12.52, 'P'],\n",
       "        ['61285102', 'JCW', 13.08, 'P'],\n",
       "        ['61285102', 'CPW', 13.15, 'P'],\n",
       "        ['61285102', 'KNEL', 13.51, 'S'],\n",
       "        ['61285102', 'B006', 13.67, 'P'],\n",
       "        ['61285102', 'RVC', 13.76, 'P'],\n",
       "        ['61285102', 'LRIV', 13.83, 'P'],\n",
       "        ['61285102', 'LEOT', 14.62, 'S'],\n",
       "        ['61285102', 'EVGW', 14.84, 'S'],\n",
       "        ['61285102', 'OSD', 15.06, 'P'],\n",
       "        ['61285102', 'ALCT', 15.11, 'S'],\n",
       "        ['61285102', 'B014', 15.3, 'P'],\n",
       "        ['61285102', 'RRHS', 15.34, 'P'],\n",
       "        ['61285102', 'OBSR', 15.41, 'P'],\n",
       "        ['61285102', 'CMW', 15.67, 'P'],\n",
       "        ['61285102', 'FMW', 15.91, 'P'],\n",
       "        ['61285102', 'SWID', 16.05, 'S'],\n",
       "        ['61285102', 'NLWA', 16.09, 'P'],\n",
       "        ['61285102', 'B017', 16.19, 'P'],\n",
       "        ['61285102', 'PAYL', 16.28, 'S'],\n",
       "        ['61285102', 'BLN', 16.29, 'S'],\n",
       "        ['61285102', 'OHC', 16.9, 'S'],\n",
       "        ['61285102', 'SMNR', 17.03, 'S'],\n",
       "        ['61285102', 'PCEP', 17.64, 'S'],\n",
       "        ['61285102', 'MBPA', 18.06, 'S'],\n",
       "        ['61285102', 'HTW', 19.17, 'S'],\n",
       "        ['61285102', 'TLW1', 19.21, 'S'],\n",
       "        ['61285102', 'B001', 19.44, 'S'],\n",
       "        ['61285102', 'B018', 21.87, 'S'],\n",
       "        ['61285102', 'RVC', 24.35, 'S'],\n",
       "        ['61285102', 'CMW', 27.84, 'S'],\n",
       "        ['61285102', 'FMW', 27.85, 'S']], dtype=object),\n",
       " array([['61290177', 'FMW', 0.0, 'P'],\n",
       "        ['61290177', 'GMW', 4.09, 'P'],\n",
       "        ['61290177', 'GNW', 4.36, 'P'],\n",
       "        ['61290177', 'DOSE', 5.91, 'P'],\n",
       "        ['61290177', 'HDW', 6.58, 'P'],\n",
       "        ['61290177', 'GMW', 7.51, 'S'],\n",
       "        ['61290177', 'GNW', 7.78, 'S'],\n",
       "        ['61290177', 'B001', 10.59, 'P'],\n",
       "        ['61290177', 'DOSE', 10.77, 'S'],\n",
       "        ['61290177', 'HDW', 11.77, 'S'],\n",
       "        ['61290177', 'FMW', 15.92, 'P']], dtype=object),\n",
       " array([['61290747', 'FMW', 0.0, 'P'],\n",
       "        ['61290747', 'PSNS', 3.71, 'P'],\n",
       "        ['61290747', 'MNWA', 3.84, 'P'],\n",
       "        ['61290747', 'BABE', 4.4, 'P'],\n",
       "        ['61290747', 'GNW', 4.4, 'P'],\n",
       "        ['61290747', 'KITP', 4.52, 'P'],\n",
       "        ['61290747', 'KIMR', 4.57, 'P'],\n",
       "        ['61290747', 'ALKI', 4.99, 'P'],\n",
       "        ['61290747', 'VVHS', 5.15, 'P'],\n",
       "        ['61290747', 'DOSE', 6.04, 'P'],\n",
       "        ['61290747', 'HDW', 6.66, 'P'],\n",
       "        ['61290747', 'GNW', 7.8, 'S'],\n",
       "        ['61290747', 'KIMR', 8.38, 'S'],\n",
       "        ['61290747', 'SWID', 8.67, 'P'],\n",
       "        ['61290747', 'GHW', 10.64, 'P'],\n",
       "        ['61290747', 'HTW', 10.74, 'P'],\n",
       "        ['61290747', 'SQM', 10.75, 'P'],\n",
       "        ['61290747', 'DOSE', 10.79, 'S'],\n",
       "        ['61290747', 'TOLT', 11.11, 'P'],\n",
       "        ['61290747', 'PCFR', 11.21, 'P'],\n",
       "        ['61290747', 'B941', 11.57, 'P'],\n",
       "        ['61290747', 'HDW', 11.79, 'S'],\n",
       "        ['61290747', 'B018', 12.1, 'P'],\n",
       "        ['61290747', 'JCW', 12.98, 'P'],\n",
       "        ['61290747', 'FMW', 15.95, 'P'],\n",
       "        ['61290747', 'BLN', 16.02, 'S'],\n",
       "        ['61290747', 'TLW1', 19.25, 'S'],\n",
       "        ['61290747', 'TOLT', 19.31, 'S']], dtype=object),\n",
       " array([['61290772', 'FMW', 0.0, 'P'],\n",
       "        ['61290772', 'GNW', 4.37, 'P'],\n",
       "        ['61290772', 'DOSE', 5.96, 'P'],\n",
       "        ['61290772', 'B943', 6.14, 'P'],\n",
       "        ['61290772', 'HDW', 6.58, 'P'],\n",
       "        ['61290772', 'GNW', 7.72, 'S'],\n",
       "        ['61290772', 'HTW', 10.69, 'P'],\n",
       "        ['61290772', 'DOSE', 10.7, 'S'],\n",
       "        ['61290772', 'B943', 11.03, 'S'],\n",
       "        ['61290772', 'HDW', 11.72, 'S'],\n",
       "        ['61290772', 'B018', 12.1, 'P'],\n",
       "        ['61290772', 'JCW', 12.97, 'P'],\n",
       "        ['61290772', 'FMW', 15.89, 'P'],\n",
       "        ['61290772', 'RER', 16.26, 'P'],\n",
       "        ['61290772', 'TOLT', 19.21, 'S']], dtype=object),\n",
       " array([['61290837', 'PSNS', 3.94, 'P'],\n",
       "        ['61290837', 'MNWA', 4.02, 'P'],\n",
       "        ['61290837', 'GNW', 4.58, 'P'],\n",
       "        ['61290837', 'KIMR', 4.64, 'P'],\n",
       "        ['61290837', 'BABE', 4.64, 'P'],\n",
       "        ['61290837', 'KITP', 4.7, 'P'],\n",
       "        ['61290837', 'KINR', 5.12, 'P'],\n",
       "        ['61290837', 'ALKI', 5.23, 'P'],\n",
       "        ['61290837', 'VVHS', 5.39, 'P'],\n",
       "        ['61290837', 'DOSE', 6.17, 'P'],\n",
       "        ['61290837', 'B013', 6.39, 'P'],\n",
       "        ['61290837', 'HDW', 6.87, 'P'],\n",
       "        ['61290837', 'MNWA', 7.75, 'S'],\n",
       "        ['61290837', 'GNW', 8.03, 'S'],\n",
       "        ['61290837', 'KIMR', 8.6, 'S'],\n",
       "        ['61290837', 'KITP', 8.84, 'S'],\n",
       "        ['61290837', 'SWID', 8.85, 'P'],\n",
       "        ['61290837', 'BABE', 9.02, 'S'],\n",
       "        ['61290837', 'PAYL', 9.05, 'P'],\n",
       "        ['61290837', 'ALKI', 9.68, 'S'],\n",
       "        ['61290837', 'RATT', 10.64, 'P'],\n",
       "        ['61290837', 'DOSE', 10.87, 'S'],\n",
       "        ['61290837', 'HTW', 10.94, 'P'],\n",
       "        ['61290837', 'B013', 11.22, 'S'],\n",
       "        ['61290837', 'TOLT', 11.32, 'P'],\n",
       "        ['61290837', 'PCFR', 11.44, 'P'],\n",
       "        ['61290837', 'B941', 11.81, 'P'],\n",
       "        ['61290837', 'HDW', 12.0, 'S'],\n",
       "        ['61290837', 'B018', 12.31, 'P'],\n",
       "        ['61290837', 'JCW', 13.22, 'P'],\n",
       "        ['61290837', 'FMW', 16.18, 'P'],\n",
       "        ['61290837', 'NLWA', 16.2, 'P'],\n",
       "        ['61290837', 'BLN', 16.25, 'S'],\n",
       "        ['61290837', 'MBPA', 18.4, 'S'],\n",
       "        ['61290837', 'TOLT', 19.55, 'S'],\n",
       "        ['61290837', 'FMW', 28.22, 'S']], dtype=object),\n",
       " array([['61313251', 'PSNS', 3.81, 'P'],\n",
       "        ['61313251', 'MNWA', 3.86, 'P'],\n",
       "        ['61313251', 'GMW', 4.33, 'P'],\n",
       "        ['61313251', 'GNW', 4.5, 'P'],\n",
       "        ['61313251', 'BABE', 4.56, 'P'],\n",
       "        ['61313251', 'KITP', 4.73, 'P'],\n",
       "        ['61313251', 'KIMR', 4.75, 'P'],\n",
       "        ['61313251', 'ALKI', 5.02, 'P'],\n",
       "        ['61313251', 'VVHS', 5.1, 'P'],\n",
       "        ['61313251', 'SP2', 6.22, 'P'],\n",
       "        ['61313251', 'DOSE', 6.23, 'P'],\n",
       "        ['61313251', 'B013', 6.41, 'P'],\n",
       "        ['61313251', 'HDW', 6.84, 'P'],\n",
       "        ['61313251', 'GMW', 7.83, 'S'],\n",
       "        ['61313251', 'GNW', 8.1, 'S'],\n",
       "        ['61313251', 'LEOT', 8.11, 'P'],\n",
       "        ['61313251', 'EVGW', 8.35, 'P'],\n",
       "        ['61313251', 'KIMR', 8.61, 'S'],\n",
       "        ['61313251', 'PAYL', 8.72, 'P'],\n",
       "        ['61313251', 'SWID', 8.81, 'P'],\n",
       "        ['61313251', 'BABE', 8.9, 'S'],\n",
       "        ['61313251', 'KITP', 9.09, 'S'],\n",
       "        ['61313251', 'BLN', 9.16, 'P'],\n",
       "        ['61313251', 'KINR', 9.69, 'S'],\n",
       "        ['61313251', 'RATT', 10.21, 'P'],\n",
       "        ['61313251', 'GHW', 10.65, 'P'],\n",
       "        ['61313251', 'HTW', 10.74, 'P'],\n",
       "        ['61313251', 'B001', 10.94, 'P'],\n",
       "        ['61313251', 'EGRN', 10.97, 'P'],\n",
       "        ['61313251', 'STOR', 11.01, 'P'],\n",
       "        ['61313251', 'SQM', 11.1, 'P'],\n",
       "        ['61313251', 'PCFR', 11.14, 'P'],\n",
       "        ['61313251', 'TOLT', 11.16, 'P'],\n",
       "        ['61313251', 'DOSE', 11.18, 'S'],\n",
       "        ['61313251', 'TLW1', 11.19, 'P'],\n",
       "        ['61313251', 'B013', 11.31, 'S'],\n",
       "        ['61313251', 'B941', 11.45, 'P'],\n",
       "        ['61313251', 'B018', 12.17, 'P'],\n",
       "        ['61313251', 'JCW', 13.15, 'P'],\n",
       "        ['61313251', 'LRIV', 14.06, 'P'],\n",
       "        ['61313251', 'LEOT', 14.79, 'S'],\n",
       "        ['61313251', 'EVGW', 14.98, 'S'],\n",
       "        ['61313251', 'NLWA', 16.24, 'P'],\n",
       "        ['61313251', 'SWID', 16.26, 'S'],\n",
       "        ['61313251', 'BLN', 16.44, 'S'],\n",
       "        ['61313251', 'LON', 17.0, 'P'],\n",
       "        ['61313251', 'TLW1', 19.23, 'S'],\n",
       "        ['61313251', 'TOLT', 19.24, 'S'],\n",
       "        ['61313251', 'B001', 19.72, 'S'],\n",
       "        ['61313251', 'B941', 20.34, 'S'],\n",
       "        ['61313251', 'B018', 21.76, 'S']], dtype=object),\n",
       " array([['61313261', 'GMW', 4.39, 'P'],\n",
       "        ['61313261', 'GNW', 4.55, 'P'],\n",
       "        ['61313261', 'DOSE', 6.31, 'P'],\n",
       "        ['61313261', 'B013', 6.48, 'P'],\n",
       "        ['61313261', 'HDW', 6.91, 'P'],\n",
       "        ['61313261', 'GMW', 7.81, 'S'],\n",
       "        ['61313261', 'GNW', 8.1, 'S'],\n",
       "        ['61313261', 'DOSE', 11.11, 'S'],\n",
       "        ['61313261', 'B013', 11.46, 'S'],\n",
       "        ['61313261', 'HDW', 12.14, 'S']], dtype=object),\n",
       " array([['61313286', 'GMW', 4.39, 'P'],\n",
       "        ['61313286', 'GNW', 4.6, 'P'],\n",
       "        ['61313286', 'HDW', 6.88, 'P'],\n",
       "        ['61313286', 'GMW', 7.82, 'S'],\n",
       "        ['61313286', 'GNW', 8.0, 'S'],\n",
       "        ['61313286', 'DOSE', 11.17, 'S'],\n",
       "        ['61313286', 'HDW', 12.25, 'S']], dtype=object),\n",
       " array([['61313341', 'GMW', 4.32, 'P'],\n",
       "        ['61313341', 'GNW', 4.58, 'P'],\n",
       "        ['61313341', 'DOSE', 6.19, 'P'],\n",
       "        ['61313341', 'B013', 6.42, 'P'],\n",
       "        ['61313341', 'HDW', 6.85, 'P'],\n",
       "        ['61313341', 'GMW', 7.75, 'S'],\n",
       "        ['61313341', 'GNW', 8.08, 'S'],\n",
       "        ['61313341', 'DOSE', 11.14, 'S'],\n",
       "        ['61313341', 'B013', 11.41, 'S'],\n",
       "        ['61313341', 'HDW', 12.11, 'S']], dtype=object),\n",
       " array([['61313566', 'GMW', 4.29, 'P'],\n",
       "        ['61313566', 'GNW', 4.45, 'P'],\n",
       "        ['61313566', 'DOSE', 6.16, 'P'],\n",
       "        ['61313566', 'B013', 6.36, 'P'],\n",
       "        ['61313566', 'HDW', 6.81, 'P'],\n",
       "        ['61313566', 'GMW', 7.73, 'S'],\n",
       "        ['61313566', 'GNW', 8.0, 'S'],\n",
       "        ['61313566', 'DOSE', 11.01, 'S'],\n",
       "        ['61313566', 'B013', 11.34, 'S'],\n",
       "        ['61313566', 'HDW', 12.03, 'S'],\n",
       "        ['61313566', 'FMW', 27.84, 'S']], dtype=object),\n",
       " array([['61315196', 'FMW', 0.0, 'P'],\n",
       "        ['61315196', 'PSNS', 3.8, 'P'],\n",
       "        ['61315196', 'MNWA', 3.91, 'P'],\n",
       "        ['61315196', 'GNW', 4.59, 'P'],\n",
       "        ['61315196', 'VVHS', 5.2, 'P'],\n",
       "        ['61315196', 'DOSE', 6.09, 'P'],\n",
       "        ['61315196', 'B013', 6.34, 'P'],\n",
       "        ['61315196', 'HDW', 6.8, 'P'],\n",
       "        ['61315196', 'PSNS', 7.09, 'S'],\n",
       "        ['61315196', 'GNW', 8.02, 'S'],\n",
       "        ['61315196', 'SWID', 8.75, 'P'],\n",
       "        ['61315196', 'BABE', 8.85, 'S'],\n",
       "        ['61315196', 'RATT', 10.38, 'P'],\n",
       "        ['61315196', 'HTW', 10.76, 'P'],\n",
       "        ['61315196', 'DOSE', 10.9, 'S'],\n",
       "        ['61315196', 'B013', 11.22, 'S'],\n",
       "        ['61315196', 'B941', 11.61, 'P'],\n",
       "        ['61315196', 'TLW1', 11.63, 'P'],\n",
       "        ['61315196', 'HDW', 11.99, 'S'],\n",
       "        ['61315196', 'BRKS', 12.12, 'S'],\n",
       "        ['61315196', 'B018', 12.21, 'P'],\n",
       "        ['61315196', 'JCW', 13.1, 'P'],\n",
       "        ['61315196', 'FMW', 16.18, 'P'],\n",
       "        ['61315196', 'SWID', 16.2, 'S']], dtype=object),\n",
       " array([['61297002', 'GMW', 4.32, 'P'],\n",
       "        ['61297002', 'GNW', 4.49, 'P'],\n",
       "        ['61297002', 'DOSE', 6.24, 'P'],\n",
       "        ['61297002', 'B013', 6.4, 'P'],\n",
       "        ['61297002', 'HDW', 6.84, 'P'],\n",
       "        ['61297002', 'GNW', 8.04, 'S'],\n",
       "        ['61297002', 'DOSE', 11.09, 'S'],\n",
       "        ['61297002', 'B013', 11.36, 'S'],\n",
       "        ['61297002', 'HDW', 12.06, 'S']], dtype=object),\n",
       " array([['61300247', 'GNW', 4.45, 'P'],\n",
       "        ['61300247', 'DOSE', 5.96, 'P'],\n",
       "        ['61300247', 'B013', 6.29, 'P'],\n",
       "        ['61300247', 'HDW', 6.71, 'P'],\n",
       "        ['61300247', 'GNW', 7.92, 'S'],\n",
       "        ['61300247', 'DOSE', 10.83, 'S'],\n",
       "        ['61300247', 'B013', 11.23, 'S'],\n",
       "        ['61300247', 'B941', 11.37, 'P'],\n",
       "        ['61300247', 'HDW', 11.94, 'S'],\n",
       "        ['61300247', 'B941', 20.26, 'S']], dtype=object),\n",
       " array([['61300932', 'GMW', 4.29, 'P'],\n",
       "        ['61300932', 'GNW', 4.55, 'P'],\n",
       "        ['61300932', 'DOSE', 6.05, 'P'],\n",
       "        ['61300932', 'B013', 6.3, 'P'],\n",
       "        ['61300932', 'HDW', 6.78, 'P'],\n",
       "        ['61300932', 'GMW', 7.67, 'S'],\n",
       "        ['61300932', 'GNW', 7.97, 'S'],\n",
       "        ['61300932', 'DOSE', 10.93, 'S'],\n",
       "        ['61300932', 'B013', 11.16, 'S'],\n",
       "        ['61300932', 'HDW', 12.1, 'S']], dtype=object),\n",
       " array([['61302582', 'GMW', 4.16, 'P'],\n",
       "        ['61302582', 'GNW', 4.45, 'P'],\n",
       "        ['61302582', 'B013', 6.26, 'P'],\n",
       "        ['61302582', 'GMW', 7.55, 'S'],\n",
       "        ['61302582', 'GNW', 7.88, 'S'],\n",
       "        ['61302582', 'B001', 10.54, 'P'],\n",
       "        ['61302582', 'DOSE', 10.64, 'S'],\n",
       "        ['61302582', 'B013', 10.98, 'S'],\n",
       "        ['61302582', 'B941', 11.49, 'P'],\n",
       "        ['61302582', 'HDW', 11.78, 'S'],\n",
       "        ['61302582', 'B018', 12.17, 'P'],\n",
       "        ['61302582', 'B001', 19.17, 'S'],\n",
       "        ['61302582', 'B018', 21.93, 'S']], dtype=object),\n",
       " array([['61303337', 'GMW', 4.26, 'P'],\n",
       "        ['61303337', 'GNW', 4.53, 'P'],\n",
       "        ['61303337', 'DOSE', 6.07, 'P'],\n",
       "        ['61303337', 'B013', 6.21, 'P'],\n",
       "        ['61303337', 'HDW', 6.7, 'P'],\n",
       "        ['61303337', 'GMW', 7.64, 'S'],\n",
       "        ['61303337', 'GNW', 7.91, 'S'],\n",
       "        ['61303337', 'DOSE', 10.81, 'S'],\n",
       "        ['61303337', 'B013', 11.18, 'S'],\n",
       "        ['61303337', 'HDW', 11.85, 'S']], dtype=object),\n",
       " array([['61330431', 'GMW', 4.38, 'P'],\n",
       "        ['61330431', 'GNW', 4.59, 'P'],\n",
       "        ['61330431', 'DOSE', 6.23, 'P'],\n",
       "        ['61330431', 'B013', 6.42, 'P'],\n",
       "        ['61330431', 'HDW', 6.83, 'P'],\n",
       "        ['61330431', 'GNW', 8.09, 'S'],\n",
       "        ['61330431', 'DOSE', 10.95, 'S'],\n",
       "        ['61330431', 'B013', 11.19, 'S'],\n",
       "        ['61330431', 'HDW', 12.12, 'S']], dtype=object),\n",
       " array([['61333296', 'MNWA', 4.01, 'P'],\n",
       "        ['61333296', 'GNW', 4.56, 'P'],\n",
       "        ['61333296', 'BABE', 4.57, 'P'],\n",
       "        ['61333296', 'KITP', 4.68, 'P'],\n",
       "        ['61333296', 'DOSE', 6.06, 'P'],\n",
       "        ['61333296', 'B013', 6.4, 'P'],\n",
       "        ['61333296', 'HDW', 6.9, 'P'],\n",
       "        ['61333296', 'GNW', 7.98, 'S'],\n",
       "        ['61333296', 'KIMR', 8.63, 'S'],\n",
       "        ['61333296', 'SWID', 8.82, 'P'],\n",
       "        ['61333296', 'KITP', 8.87, 'S'],\n",
       "        ['61333296', 'BABE', 8.93, 'S'],\n",
       "        ['61333296', 'HTW', 10.85, 'P'],\n",
       "        ['61333296', 'DOSE', 11.04, 'S'],\n",
       "        ['61333296', 'B013', 11.27, 'S'],\n",
       "        ['61333296', 'HDW', 12.24, 'S'],\n",
       "        ['61333296', 'B018', 12.35, 'P'],\n",
       "        ['61333296', 'JCW', 13.17, 'P'],\n",
       "        ['61333296', 'LRIV', 14.42, 'P'],\n",
       "        ['61333296', 'OSD', 14.97, 'P'],\n",
       "        ['61333296', 'SWID', 16.24, 'S'],\n",
       "        ['61333296', 'BLN', 16.25, 'S']], dtype=object),\n",
       " array([['61348986', 'GMW', 4.1, 'P'],\n",
       "        ['61348986', 'GNW', 4.26, 'P'],\n",
       "        ['61348986', 'DOSE', 5.91, 'P'],\n",
       "        ['61348986', 'B013', 6.07, 'P'],\n",
       "        ['61348986', 'HDW', 6.56, 'P'],\n",
       "        ['61348986', 'GNW', 7.75, 'S'],\n",
       "        ['61348986', 'DOSE', 10.69, 'S'],\n",
       "        ['61348986', 'B013', 10.89, 'S'],\n",
       "        ['61348986', 'B941', 11.46, 'P'],\n",
       "        ['61348986', 'HDW', 11.82, 'S'],\n",
       "        ['61348986', 'B018', 12.1, 'P'],\n",
       "        ['61348986', 'B001', 19.08, 'S'],\n",
       "        ['61348986', 'B941', 20.53, 'S']], dtype=object),\n",
       " array([['61330352', 'MNWA', 3.71, 'P'],\n",
       "        ['61330352', 'PSNS', 3.72, 'P'],\n",
       "        ['61330352', 'GMW', 4.26, 'P'],\n",
       "        ['61330352', 'BABE', 4.38, 'P'],\n",
       "        ['61330352', 'GNW', 4.42, 'P'],\n",
       "        ['61330352', 'KITP', 4.53, 'P'],\n",
       "        ['61330352', 'ALKI', 4.9, 'P'],\n",
       "        ['61330352', 'VVHS', 5.05, 'P'],\n",
       "        ['61330352', 'DOSE', 6.08, 'P'],\n",
       "        ['61330352', 'B013', 6.31, 'P'],\n",
       "        ['61330352', 'LYNC', 6.31, 'P'],\n",
       "        ['61330352', 'HDW', 6.77, 'P'],\n",
       "        ['61330352', 'PSNS', 6.94, 'S'],\n",
       "        ['61330352', 'GMW', 7.68, 'S'],\n",
       "        ['61330352', 'GNW', 7.92, 'S'],\n",
       "        ['61330352', 'KITP', 8.7, 'S'],\n",
       "        ['61330352', 'SWID', 8.72, 'P'],\n",
       "        ['61330352', 'ALKI', 9.38, 'S'],\n",
       "        ['61330352', 'KINR', 9.41, 'S'],\n",
       "        ['61330352', 'RATT', 10.23, 'P'],\n",
       "        ['61330352', 'GHW', 10.65, 'P'],\n",
       "        ['61330352', 'HTW', 10.71, 'P'],\n",
       "        ['61330352', 'B001', 10.8, 'P'],\n",
       "        ['61330352', 'EGRN', 10.94, 'P'],\n",
       "        ['61330352', 'TOLT', 10.97, 'P'],\n",
       "        ['61330352', 'DOSE', 11.0, 'S'],\n",
       "        ['61330352', 'TLW1', 11.0, 'P'],\n",
       "        ['61330352', 'PCFR', 11.1, 'P'],\n",
       "        ['61330352', 'B013', 11.23, 'S'],\n",
       "        ['61330352', 'B941', 11.39, 'P'],\n",
       "        ['61330352', 'BRKS', 11.99, 'S'],\n",
       "        ['61330352', 'HDW', 12.1, 'S'],\n",
       "        ['61330352', 'NOWS', 12.46, 'S'],\n",
       "        ['61330352', 'JCW', 13.03, 'P'],\n",
       "        ['61330352', 'CPW', 13.07, 'P'],\n",
       "        ['61330352', 'FMW', 15.88, 'P'],\n",
       "        ['61330352', 'SWID', 16.01, 'S'],\n",
       "        ['61330352', 'BLN', 16.23, 'S'],\n",
       "        ['61330352', 'MBPA', 18.01, 'S'],\n",
       "        ['61330352', 'TOLT', 19.05, 'S'],\n",
       "        ['61330352', 'TLW1', 19.1, 'S'],\n",
       "        ['61330352', 'B001', 19.43, 'S'],\n",
       "        ['61330352', 'STOR', 19.61, 'S'],\n",
       "        ['61330352', 'FMW', 27.7, 'S'],\n",
       "        ['61330352', 'RCM', 29.29, 'S']], dtype=object),\n",
       " array([['61361831', 'FMW', 0.0, 'P'],\n",
       "        ['61361831', 'MNWA', 3.94, 'P'],\n",
       "        ['61361831', 'GMW', 4.37, 'P'],\n",
       "        ['61361831', 'GNW', 4.53, 'P'],\n",
       "        ['61361831', 'BABE', 4.57, 'P'],\n",
       "        ['61361831', 'KITP', 4.72, 'P'],\n",
       "        ['61361831', 'VVHS', 5.16, 'P'],\n",
       "        ['61361831', 'DOSE', 6.24, 'P'],\n",
       "        ['61361831', 'B013', 6.45, 'P'],\n",
       "        ['61361831', 'GMW', 7.77, 'S'],\n",
       "        ['61361831', 'GNW', 8.05, 'S'],\n",
       "        ['61361831', 'EVGW', 8.3, 'P'],\n",
       "        ['61361831', 'BHW', 8.7, 'P'],\n",
       "        ['61361831', 'PAYL', 8.77, 'P'],\n",
       "        ['61361831', 'SWID', 8.88, 'P'],\n",
       "        ['61361831', 'KITP', 8.96, 'S'],\n",
       "        ['61361831', 'BABE', 8.96, 'S'],\n",
       "        ['61361831', 'BLN', 9.21, 'P'],\n",
       "        ['61361831', 'GHW', 10.66, 'P'],\n",
       "        ['61361831', 'SQM', 10.99, 'P'],\n",
       "        ['61361831', 'DOSE', 10.99, 'S'],\n",
       "        ['61361831', 'B001', 11.03, 'P'],\n",
       "        ['61361831', 'TOLT', 11.16, 'P'],\n",
       "        ['61361831', 'PCFR', 11.16, 'P'],\n",
       "        ['61361831', 'B013', 11.39, 'S'],\n",
       "        ['61361831', 'B941', 11.45, 'P'],\n",
       "        ['61361831', 'B018', 12.15, 'P'],\n",
       "        ['61361831', 'JCW', 13.18, 'P'],\n",
       "        ['61361831', 'PR04', 13.89, 'P'],\n",
       "        ['61361831', 'EVGW', 15.06, 'S'],\n",
       "        ['61361831', 'PR05', 15.27, 'P'],\n",
       "        ['61361831', 'FMW', 15.89, 'P'],\n",
       "        ['61361831', 'RER', 16.06, 'P'],\n",
       "        ['61361831', 'LCW', 16.16, 'P'],\n",
       "        ['61361831', 'SWID', 16.23, 'S'],\n",
       "        ['61361831', 'BLN', 16.39, 'S'],\n",
       "        ['61361831', 'PAYL', 16.43, 'S'],\n",
       "        ['61361831', 'TOLT', 19.28, 'S'],\n",
       "        ['61361831', 'TLW1', 19.44, 'S'],\n",
       "        ['61361831', 'B001', 19.57, 'S'],\n",
       "        ['61361831', 'B941', 20.43, 'S'],\n",
       "        ['61361831', 'PR04', 24.48, 'S'],\n",
       "        ['61361831', 'PR01', 24.48, 'S'],\n",
       "        ['61361831', 'PR05', 27.15, 'S']], dtype=object),\n",
       " array([['61343902', 'FMW', 0.0, 'P'],\n",
       "        ['61343902', 'GMW', 4.14, 'P'],\n",
       "        ['61343902', 'GNW', 4.3, 'P'],\n",
       "        ['61343902', 'BABE', 4.31, 'P'],\n",
       "        ['61343902', 'VVHS', 5.02, 'P'],\n",
       "        ['61343902', 'DOSE', 5.88, 'P'],\n",
       "        ['61343902', 'B013', 6.12, 'P'],\n",
       "        ['61343902', 'HDW', 6.59, 'P'],\n",
       "        ['61343902', 'GMW', 7.49, 'S'],\n",
       "        ['61343902', 'GNW', 7.74, 'S'],\n",
       "        ['61343902', 'BHW', 8.44, 'P'],\n",
       "        ['61343902', 'SWID', 8.56, 'P'],\n",
       "        ['61343902', 'BABE', 8.67, 'S'],\n",
       "        ['61343902', 'DOSE', 10.76, 'S'],\n",
       "        ['61343902', 'TOLT', 10.98, 'P'],\n",
       "        ['61343902', 'B013', 11.07, 'S'],\n",
       "        ['61343902', 'PCFR', 11.11, 'P'],\n",
       "        ['61343902', 'B941', 11.42, 'P'],\n",
       "        ['61343902', 'HDW', 11.82, 'S'],\n",
       "        ['61343902', 'B018', 12.05, 'P'],\n",
       "        ['61343902', 'SWID', 15.98, 'S'],\n",
       "        ['61343902', 'BLN', 16.01, 'S'],\n",
       "        ['61343902', 'FMW', 16.02, 'P'],\n",
       "        ['61343902', 'LCW', 16.13, 'P'],\n",
       "        ['61343902', 'LO2', 17.04, 'P'],\n",
       "        ['61343902', 'TOLT', 19.08, 'S'],\n",
       "        ['61343902', 'B018', 21.82, 'S']], dtype=object),\n",
       " array([['61343967', 'FMW', 0.0, 'P'],\n",
       "        ['61343967', 'MNWA', 3.61, 'P'],\n",
       "        ['61343967', 'GMW', 4.02, 'P'],\n",
       "        ['61343967', 'GNW', 4.16, 'P'],\n",
       "        ['61343967', 'DOSE', 5.84, 'P'],\n",
       "        ['61343967', 'B013', 6.11, 'P'],\n",
       "        ['61343967', 'HDW', 6.51, 'P'],\n",
       "        ['61343967', 'GMW', 7.41, 'S'],\n",
       "        ['61343967', 'HOLY', 7.66, 'S'],\n",
       "        ['61343967', 'GNW', 7.73, 'S'],\n",
       "        ['61343967', 'BHW', 8.35, 'P'],\n",
       "        ['61343967', 'DOSE', 10.64, 'S'],\n",
       "        ['61343967', 'B013', 11.05, 'S'],\n",
       "        ['61343967', 'B941', 11.16, 'P'],\n",
       "        ['61343967', 'B018', 11.76, 'P'],\n",
       "        ['61343967', 'HDW', 11.89, 'S'],\n",
       "        ['61343967', 'FMW', 15.57, 'P'],\n",
       "        ['61343967', 'B001', 19.26, 'S'],\n",
       "        ['61343967', 'B941', 20.07, 'S'],\n",
       "        ['61343967', 'FMW', 27.34, 'S']], dtype=object),\n",
       " array([['61344617', 'FMW', 0.0, 'P'],\n",
       "        ['61344617', 'GMW', 4.15, 'P'],\n",
       "        ['61344617', 'GNW', 4.3, 'P'],\n",
       "        ['61344617', 'VVHS', 4.93, 'P'],\n",
       "        ['61344617', 'DOSE', 6.01, 'P'],\n",
       "        ['61344617', 'B013', 6.24, 'P'],\n",
       "        ['61344617', 'HDW', 6.64, 'P'],\n",
       "        ['61344617', 'HART', 7.13, 'S'],\n",
       "        ['61344617', 'GMW', 7.58, 'S'],\n",
       "        ['61344617', 'GNW', 7.87, 'S'],\n",
       "        ['61344617', 'BHW', 8.48, 'P'],\n",
       "        ['61344617', 'SWID', 8.69, 'P'],\n",
       "        ['61344617', 'DOSE', 10.78, 'S'],\n",
       "        ['61344617', 'B013', 11.18, 'S'],\n",
       "        ['61344617', 'B941', 11.2, 'P'],\n",
       "        ['61344617', 'HDW', 11.85, 'S'],\n",
       "        ['61344617', 'B018', 11.93, 'P'],\n",
       "        ['61344617', 'FMW', 15.64, 'P'],\n",
       "        ['61344617', 'RER', 15.97, 'P'],\n",
       "        ['61344617', 'BLN', 16.18, 'S'],\n",
       "        ['61344617', 'TOLT', 19.09, 'S'],\n",
       "        ['61344617', 'B001', 19.37, 'S'],\n",
       "        ['61344617', 'B941', 20.18, 'S'],\n",
       "        ['61344617', 'B018', 21.97, 'S'],\n",
       "        ['61344617', 'FMW', 27.7, 'S'],\n",
       "        ['61344617', 'RER', 28.04, 'S'],\n",
       "        ['61344617', 'SR41', 30.46, 'S']], dtype=object),\n",
       " array([['61366796', 'GMW', 3.62, 'P'],\n",
       "        ['61366796', 'GNW', 3.79, 'P'],\n",
       "        ['61366796', 'DOSE', 5.7, 'P'],\n",
       "        ['61366796', 'HDW', 6.15, 'P'],\n",
       "        ['61366796', 'B013', 6.16, 'P'],\n",
       "        ['61366796', 'GMW', 6.49, 'S'],\n",
       "        ['61366796', 'GNW', 6.79, 'S'],\n",
       "        ['61366796', 'DOSE', 10.03, 'S'],\n",
       "        ['61366796', 'B013', 10.84, 'S'],\n",
       "        ['61366796', 'HDW', 10.87, 'S'],\n",
       "        ['61366796', 'FMW', 16.36, 'P']], dtype=object),\n",
       " array([['61355832', 'GNW', 3.79, 'P'],\n",
       "        ['61355832', 'HDW', 6.12, 'P'],\n",
       "        ['61355832', 'GNW', 6.79, 'S'],\n",
       "        ['61355832', 'DOSE', 10.39, 'S'],\n",
       "        ['61355832', 'HDW', 10.85, 'S']], dtype=object),\n",
       " array([['61377731', 'GMW', 4.25, 'P'],\n",
       "        ['61377731', 'MNWA', 4.31, 'P'],\n",
       "        ['61377731', 'GNW', 4.45, 'P'],\n",
       "        ['61377731', 'VVHS', 5.39, 'P'],\n",
       "        ['61377731', 'DOSE', 5.94, 'P'],\n",
       "        ['61377731', 'HDW', 6.48, 'P'],\n",
       "        ['61377731', 'GMW', 7.87, 'S'],\n",
       "        ['61377731', 'GNW', 7.94, 'S'],\n",
       "        ['61377731', 'BLN', 8.97, 'P'],\n",
       "        ['61377731', 'SMW', 10.63, 'P'],\n",
       "        ['61377731', 'RATT', 10.67, 'P'],\n",
       "        ['61377731', 'DOSE', 10.76, 'S'],\n",
       "        ['61377731', 'TOLT', 11.43, 'P'],\n",
       "        ['61377731', 'TLW1', 11.45, 'P'],\n",
       "        ['61377731', 'HDW', 11.49, 'S'],\n",
       "        ['61377731', 'B018', 11.77, 'P'],\n",
       "        ['61377731', 'JCW', 13.28, 'P'],\n",
       "        ['61377731', 'B017', 15.88, 'P'],\n",
       "        ['61377731', 'BLN', 16.12, 'S'],\n",
       "        ['61377731', 'SQM', 18.7, 'S'],\n",
       "        ['61377731', 'TOLT', 19.83, 'S']], dtype=object),\n",
       " array([['61378401', 'GMW', 4.36, 'P'],\n",
       "        ['61378401', 'GNW', 4.62, 'P'],\n",
       "        ['61378401', 'DOSE', 6.26, 'P'],\n",
       "        ['61378401', 'HDW', 6.89, 'P'],\n",
       "        ['61378401', 'GNW', 8.07, 'S'],\n",
       "        ['61378401', 'DOSE', 11.06, 'S'],\n",
       "        ['61378401', 'HDW', 12.13, 'S'],\n",
       "        ['61378401', 'RATT', 47.08, 'S']], dtype=object),\n",
       " array([['61365397', 'GMW', 4.17, 'P'],\n",
       "        ['61365397', 'GNW', 4.35, 'P'],\n",
       "        ['61365397', 'DOSE', 5.8, 'P'],\n",
       "        ['61365397', 'B013', 6.2, 'P'],\n",
       "        ['61365397', 'HDW', 6.36, 'P'],\n",
       "        ['61365397', 'GNW', 7.6, 'S'],\n",
       "        ['61365397', 'DOSE', 10.1, 'S'],\n",
       "        ['61365397', 'B013', 10.87, 'S'],\n",
       "        ['61365397', 'HDW', 11.17, 'S']], dtype=object),\n",
       " array([['61370492', 'GMW', 4.27, 'P'],\n",
       "        ['61370492', 'GNW', 4.52, 'P'],\n",
       "        ['61370492', 'B943', 6.29, 'P'],\n",
       "        ['61370492', 'HDW', 6.77, 'P'],\n",
       "        ['61370492', 'GMW', 7.71, 'S'],\n",
       "        ['61370492', 'GNW', 7.97, 'S'],\n",
       "        ['61370492', 'DOSE', 11.05, 'S'],\n",
       "        ['61370492', 'B943', 11.22, 'S'],\n",
       "        ['61370492', 'HDW', 12.05, 'S'],\n",
       "        ['61370492', 'B001', 20.1, 'S']], dtype=object),\n",
       " array([['61371382', 'GMW', 4.11, 'P'],\n",
       "        ['61371382', 'GNW', 4.25, 'P'],\n",
       "        ['61371382', 'DOSE', 5.97, 'P'],\n",
       "        ['61371382', 'B013', 6.21, 'P'],\n",
       "        ['61371382', 'HDW', 6.6, 'P'],\n",
       "        ['61371382', 'GMW', 7.51, 'S'],\n",
       "        ['61371382', 'GNW', 7.8, 'S'],\n",
       "        ['61371382', 'BHW', 8.45, 'P'],\n",
       "        ['61371382', 'RATT', 10.15, 'P'],\n",
       "        ['61371382', 'B001', 10.68, 'P'],\n",
       "        ['61371382', 'DOSE', 10.85, 'S'],\n",
       "        ['61371382', 'TOLT', 10.94, 'P'],\n",
       "        ['61371382', 'B943', 11.18, 'S'],\n",
       "        ['61371382', 'B018', 11.91, 'P'],\n",
       "        ['61371382', 'HDW', 11.93, 'S'],\n",
       "        ['61371382', 'JCW', 13.05, 'P'],\n",
       "        ['61371382', 'EARN', 13.74, 'S'],\n",
       "        ['61371382', 'LCW', 15.96, 'P'],\n",
       "        ['61371382', 'TOLT', 19.04, 'S'],\n",
       "        ['61371382', 'B001', 19.4, 'S'],\n",
       "        ['61371382', 'B941', 20.24, 'S'],\n",
       "        ['61371382', 'B018', 21.64, 'S'],\n",
       "        ['61371382', 'RVC', 24.07, 'S'],\n",
       "        ['61371382', 'PR05', 26.94, 'S'],\n",
       "        ['61371382', 'RER', 28.12, 'S']], dtype=object),\n",
       " array([['61394661', 'MNWA', 3.69, 'P'],\n",
       "        ['61394661', 'GMW', 4.14, 'P'],\n",
       "        ['61394661', 'GNW', 4.32, 'P'],\n",
       "        ['61394661', 'BABE', 4.4, 'P'],\n",
       "        ['61394661', 'KITP', 4.48, 'P'],\n",
       "        ['61394661', 'ALKI', 4.8, 'P'],\n",
       "        ['61394661', 'VVHS', 4.92, 'P'],\n",
       "        ['61394661', 'DOSE', 6.01, 'P'],\n",
       "        ['61394661', 'B013', 6.28, 'P'],\n",
       "        ['61394661', 'B943', 6.28, 'P'],\n",
       "        ['61394661', 'GMW', 7.61, 'S'],\n",
       "        ['61394661', 'GNW', 7.84, 'S'],\n",
       "        ['61394661', 'BHW', 8.49, 'P'],\n",
       "        ['61394661', 'BABE', 8.68, 'S'],\n",
       "        ['61394661', 'SWID', 8.69, 'P'],\n",
       "        ['61394661', 'KITP', 8.75, 'S'],\n",
       "        ['61394661', 'BLN', 9.06, 'P'],\n",
       "        ['61394661', 'ALKI', 9.25, 'S'],\n",
       "        ['61394661', 'RATT', 10.18, 'P'],\n",
       "        ['61394661', 'SMW', 10.94, 'P'],\n",
       "        ['61394661', 'DOSE', 10.96, 'S'],\n",
       "        ['61394661', 'B013', 11.22, 'S'],\n",
       "        ['61394661', 'B941', 11.28, 'P'],\n",
       "        ['61394661', 'GSM', 11.91, 'P'],\n",
       "        ['61394661', 'B018', 12.0, 'P'],\n",
       "        ['61394661', 'BRKS', 12.01, 'S'],\n",
       "        ['61394661', 'JCW', 12.95, 'P'],\n",
       "        ['61394661', 'RVC', 13.56, 'P'],\n",
       "        ['61394661', 'LRIV', 13.93, 'P'],\n",
       "        ['61394661', 'OSD', 14.77, 'P'],\n",
       "        ['61394661', 'PR05', 15.05, 'P'],\n",
       "        ['61394661', 'B014', 15.15, 'P'],\n",
       "        ['61394661', 'LCW', 16.0, 'P'],\n",
       "        ['61394661', 'SWID', 16.04, 'S'],\n",
       "        ['61394661', 'BLN', 16.21, 'S']], dtype=object),\n",
       " array([['61408771', 'GNW', 4.52, 'P'],\n",
       "        ['61408771', 'DOSE', 6.11, 'P'],\n",
       "        ['61408771', 'B013', 6.27, 'P'],\n",
       "        ['61408771', 'HDW', 6.76, 'P'],\n",
       "        ['61408771', 'GMW', 7.65, 'S'],\n",
       "        ['61408771', 'GNW', 7.94, 'S'],\n",
       "        ['61408771', 'DOSE', 10.88, 'S'],\n",
       "        ['61408771', 'B013', 11.17, 'S'],\n",
       "        ['61408771', 'HDW', 12.0, 'S']], dtype=object),\n",
       " array([['61426641', 'GMW', 4.38, 'P'],\n",
       "        ['61426641', 'GNW', 4.5, 'P'],\n",
       "        ['61426641', 'DOSE', 6.26, 'P'],\n",
       "        ['61426641', 'B943', 6.45, 'P'],\n",
       "        ['61426641', 'HDW', 6.89, 'P'],\n",
       "        ['61426641', 'GMW', 7.82, 'S'],\n",
       "        ['61426641', 'GNW', 8.2, 'S'],\n",
       "        ['61426641', 'DOSE', 11.11, 'S'],\n",
       "        ['61426641', 'B943', 11.43, 'S'],\n",
       "        ['61426641', 'HDW', 12.21, 'S']], dtype=object),\n",
       " array([['61426646', 'GMW', 4.32, 'P'],\n",
       "        ['61426646', 'GNW', 4.54, 'P'],\n",
       "        ['61426646', 'DOSE', 6.23, 'P'],\n",
       "        ['61426646', 'B943', 6.39, 'P'],\n",
       "        ['61426646', 'HDW', 6.76, 'P'],\n",
       "        ['61426646', 'GNW', 8.04, 'S'],\n",
       "        ['61426646', 'DOSE', 11.06, 'S'],\n",
       "        ['61426646', 'B943', 11.37, 'S'],\n",
       "        ['61426646', 'HDW', 12.14, 'S']], dtype=object),\n",
       " array([['61426651', 'GMW', 4.49, 'P'],\n",
       "        ['61426651', 'GNW', 4.69, 'P'],\n",
       "        ['61426651', 'VVHS', 5.54, 'P'],\n",
       "        ['61426651', 'DOSE', 6.06, 'P'],\n",
       "        ['61426651', 'B943', 6.2, 'P'],\n",
       "        ['61426651', 'HDW', 6.79, 'P'],\n",
       "        ['61426651', 'GNW', 8.31, 'S'],\n",
       "        ['61426651', 'DOSE', 10.9, 'S'],\n",
       "        ['61426651', 'B943', 11.04, 'S'],\n",
       "        ['61426651', 'B941', 11.73, 'P'],\n",
       "        ['61426651', 'HDW', 12.18, 'S'],\n",
       "        ['61426651', 'B941', 20.9, 'S']], dtype=object),\n",
       " array([['61427181', 'MNWA', 3.82, 'P'],\n",
       "        ['61427181', 'GMW', 4.25, 'P'],\n",
       "        ['61427181', 'GNW', 4.41, 'P'],\n",
       "        ['61427181', 'KITP', 4.6, 'P'],\n",
       "        ['61427181', 'DOSE', 6.13, 'P'],\n",
       "        ['61427181', 'B013', 6.36, 'P'],\n",
       "        ['61427181', 'HDW', 6.75, 'P'],\n",
       "        ['61427181', 'GMW', 7.68, 'S'],\n",
       "        ['61427181', 'GNW', 8.06, 'S'],\n",
       "        ['61427181', 'BHW', 8.48, 'P'],\n",
       "        ['61427181', 'KITP', 8.92, 'S'],\n",
       "        ['61427181', 'RATT', 10.13, 'P'],\n",
       "        ['61427181', 'DOSE', 10.92, 'S'],\n",
       "        ['61427181', 'B941', 11.28, 'P'],\n",
       "        ['61427181', 'B013', 11.36, 'S'],\n",
       "        ['61427181', 'B018', 11.97, 'P'],\n",
       "        ['61427181', 'HDW', 12.17, 'S'],\n",
       "        ['61427181', 'BERY', 13.03, 'P'],\n",
       "        ['61427181', 'JCW', 13.2, 'P'],\n",
       "        ['61427181', 'SWID', 16.34, 'S'],\n",
       "        ['61427181', 'B941', 20.12, 'S'],\n",
       "        ['61427181', 'B018', 21.55, 'S']], dtype=object),\n",
       " array([['61502082', 'GMW', 4.12, 'P'],\n",
       "        ['61502082', 'GNW', 4.34, 'P'],\n",
       "        ['61502082', 'DOSE', 5.93, 'P'],\n",
       "        ['61502082', 'HDW', 6.56, 'P'],\n",
       "        ['61502082', 'GNW', 7.79, 'S'],\n",
       "        ['61502082', 'BHW', 8.43, 'P'],\n",
       "        ['61502082', 'DOSE', 10.71, 'S'],\n",
       "        ['61502082', 'B941', 11.5, 'P'],\n",
       "        ['61502082', 'HDW', 11.84, 'S']], dtype=object),\n",
       " array([['61505092', 'GMW', 4.13, 'P'],\n",
       "        ['61505092', 'GNW', 4.27, 'P'],\n",
       "        ['61505092', 'VVHS', 4.93, 'P'],\n",
       "        ['61505092', 'DOSE', 6.01, 'P'],\n",
       "        ['61505092', 'B943', 6.18, 'P'],\n",
       "        ['61505092', 'HDW', 6.67, 'P'],\n",
       "        ['61505092', 'GMW', 7.51, 'S'],\n",
       "        ['61505092', 'GNW', 7.82, 'S'],\n",
       "        ['61505092', 'BHW', 8.43, 'P'],\n",
       "        ['61505092', 'HTW', 10.59, 'P'],\n",
       "        ['61505092', 'DOSE', 10.86, 'S'],\n",
       "        ['61505092', 'B943', 11.21, 'S'],\n",
       "        ['61505092', 'B941', 11.32, 'P'],\n",
       "        ['61505092', 'B018', 11.95, 'P'],\n",
       "        ['61505092', 'HDW', 11.98, 'S'],\n",
       "        ['61505092', 'PR04', 13.74, 'P'],\n",
       "        ['61505092', 'FMW', 15.75, 'P'],\n",
       "        ['61505092', 'B018', 21.53, 'S'],\n",
       "        ['61505092', 'FMW', 27.65, 'S']], dtype=object),\n",
       " array([['61510801', 'GMW', 4.11, 'P'],\n",
       "        ['61510801', 'GNW', 4.37, 'P'],\n",
       "        ['61510801', 'DOSE', 5.97, 'P'],\n",
       "        ['61510801', 'B013', 6.13, 'P'],\n",
       "        ['61510801', 'HDW', 6.59, 'P'],\n",
       "        ['61510801', 'GMW', 7.5, 'S'],\n",
       "        ['61510801', 'GNW', 7.82, 'S'],\n",
       "        ['61510801', 'HTW', 10.54, 'P'],\n",
       "        ['61510801', 'DOSE', 10.77, 'S'],\n",
       "        ['61510801', 'B013', 11.0, 'S'],\n",
       "        ['61510801', 'B941', 11.37, 'P'],\n",
       "        ['61510801', 'HDW', 11.93, 'S'],\n",
       "        ['61510801', 'B018', 12.04, 'P'],\n",
       "        ['61510801', 'B001', 19.27, 'S'],\n",
       "        ['61510801', 'B941', 20.38, 'S'],\n",
       "        ['61510801', 'B018', 21.79, 'S']], dtype=object),\n",
       " array([['61512166', 'MNWA', 3.72, 'P'],\n",
       "        ['61512166', 'GMW', 4.15, 'P'],\n",
       "        ['61512166', 'GNW', 4.29, 'P'],\n",
       "        ['61512166', 'BABE', 4.3, 'P'],\n",
       "        ['61512166', 'KITP', 4.39, 'P'],\n",
       "        ['61512166', 'ALKI', 4.85, 'P'],\n",
       "        ['61512166', 'KINR', 4.88, 'P'],\n",
       "        ['61512166', 'VVHS', 5.08, 'P'],\n",
       "        ['61512166', 'LAWT', 5.13, 'P'],\n",
       "        ['61512166', 'NOB', 5.56, 'P'],\n",
       "        ['61512166', 'DOSE', 5.93, 'P'],\n",
       "        ['61512166', 'B013', 6.12, 'P'],\n",
       "        ['61512166', 'NOWS', 6.58, 'P'],\n",
       "        ['61512166', 'HDW', 6.62, 'P'],\n",
       "        ['61512166', 'GMW', 7.52, 'S'],\n",
       "        ['61512166', 'GNW', 7.69, 'S'],\n",
       "        ['61512166', 'MAC', 7.77, 'P'],\n",
       "        ['61512166', 'LEOT', 7.94, 'P'],\n",
       "        ['61512166', 'UPL', 8.27, 'P'],\n",
       "        ['61512166', 'KEYP', 8.27, 'P'],\n",
       "        ['61512166', 'KIMR', 8.37, 'S'],\n",
       "        ['61512166', 'BHW', 8.4, 'P'],\n",
       "        ['61512166', 'KITP', 8.55, 'S'],\n",
       "        ['61512166', 'BABE', 8.57, 'S'],\n",
       "        ['61512166', 'SWID', 8.61, 'P'],\n",
       "        ['61512166', 'PAYL', 8.73, 'P'],\n",
       "        ['61512166', 'BLN', 8.88, 'P'],\n",
       "        ['61512166', 'KINR', 9.21, 'S'],\n",
       "        ['61512166', 'ALKI', 9.36, 'S'],\n",
       "        ['61512166', 'LAWT', 9.91, 'S'],\n",
       "        ['61512166', 'PIE', 10.01, 'S'],\n",
       "        ['61512166', 'RATT', 10.3, 'P'],\n",
       "        ['61512166', 'HTW', 10.61, 'P'],\n",
       "        ['61512166', 'B001', 10.62, 'P'],\n",
       "        ['61512166', 'GHW', 10.64, 'P'],\n",
       "        ['61512166', 'DOSE', 10.75, 'S'],\n",
       "        ['61512166', 'EGRN', 10.89, 'P'],\n",
       "        ['61512166', 'B013', 10.97, 'S'],\n",
       "        ['61512166', 'STOR', 11.0, 'P'],\n",
       "        ['61512166', 'TOLT', 11.04, 'P'],\n",
       "        ['61512166', 'TLW1', 11.08, 'P'],\n",
       "        ['61512166', 'PCFR', 11.14, 'P'],\n",
       "        ['61512166', 'B941', 11.44, 'P'],\n",
       "        ['61512166', 'HDW', 11.89, 'S'],\n",
       "        ['61512166', 'BRKS', 11.99, 'S'],\n",
       "        ['61512166', 'B018', 12.07, 'P'],\n",
       "        ['61512166', 'SVOH', 12.23, 'P'],\n",
       "        ['61512166', 'NOWS', 12.46, 'S'],\n",
       "        ['61512166', 'BERY', 12.84, 'P'],\n",
       "        ['61512166', 'JCW', 12.93, 'P'],\n",
       "        ['61512166', 'LEOT', 14.43, 'S'],\n",
       "        ['61512166', 'OSD', 14.7, 'P'],\n",
       "        ['61512166', 'MAC', 14.99, 'S'],\n",
       "        ['61512166', 'BHW', 15.09, 'S'],\n",
       "        ['61512166', 'B014', 15.13, 'P'],\n",
       "        ['61512166', 'PR05', 15.22, 'P'],\n",
       "        ['61512166', 'RRHS', 15.27, 'P'],\n",
       "        ['61512166', 'OBSR', 15.36, 'P'],\n",
       "        ['61512166', 'UPL', 15.8, 'S'],\n",
       "        ['61512166', 'SWID', 15.84, 'S'],\n",
       "        ['61512166', 'FMW', 15.84, 'P'],\n",
       "        ['61512166', 'BLN', 15.98, 'S'],\n",
       "        ['61512166', 'LCW2', 16.24, 'P'],\n",
       "        ['61512166', 'PAYL', 16.53, 'S'],\n",
       "        ['61512166', 'PANH', 16.99, 'P'],\n",
       "        ['61512166', 'RATT', 18.27, 'S'],\n",
       "        ['61512166', 'B001', 19.16, 'S'],\n",
       "        ['61512166', 'TOLT', 19.22, 'S'],\n",
       "        ['61512166', 'TLW1', 19.23, 'S'],\n",
       "        ['61512166', 'GHW', 19.36, 'S'],\n",
       "        ['61512166', 'STOR', 19.49, 'S'],\n",
       "        ['61512166', 'PCFR', 19.94, 'S'],\n",
       "        ['61512166', 'B018', 21.95, 'S'],\n",
       "        ['61512166', 'PR05', 27.3, 'S'],\n",
       "        ['61512166', 'OBSR', 27.5, 'S'],\n",
       "        ['61512166', 'LCW2', 28.84, 'S']], dtype=object),\n",
       " array([['61512986', 'GMW', 4.4, 'P'],\n",
       "        ['61512986', 'GNW', 4.65, 'P'],\n",
       "        ['61512986', 'DOSE', 6.25, 'P'],\n",
       "        ['61512986', 'B013', 6.43, 'P'],\n",
       "        ['61512986', 'HDW', 6.88, 'P'],\n",
       "        ['61512986', 'GMW', 7.78, 'S'],\n",
       "        ['61512986', 'GNW', 8.07, 'S'],\n",
       "        ['61512986', 'DOSE', 10.99, 'S'],\n",
       "        ['61512986', 'B013', 11.5, 'S'],\n",
       "        ['61512986', 'HDW', 12.11, 'S']], dtype=object),\n",
       " array([['61513327', 'GMW', 4.26, 'P'],\n",
       "        ['61513327', 'GNW', 4.5, 'P'],\n",
       "        ['61513327', 'B943', 6.4, 'P'],\n",
       "        ['61513327', 'B013', 6.42, 'P'],\n",
       "        ['61513327', 'HDW', 6.84, 'P'],\n",
       "        ['61513327', 'GNW', 7.9, 'S'],\n",
       "        ['61513327', 'DOSE', 11.02, 'S'],\n",
       "        ['61513327', 'B943', 11.4, 'S'],\n",
       "        ['61513327', 'HDW', 12.12, 'S']], dtype=object),\n",
       " array([['61513712', 'GMW', 3.55, 'P'],\n",
       "        ['61513712', 'GNW', 3.65, 'P'],\n",
       "        ['61513712', 'DOSE', 5.52, 'P'],\n",
       "        ['61513712', 'HDW', 5.81, 'P'],\n",
       "        ['61513712', 'GNW', 5.82, 'S'],\n",
       "        ['61513712', 'HOLY', 5.85, 'S'],\n",
       "        ['61513712', 'FINN', 6.26, 'P'],\n",
       "        ['61513712', 'B943', 6.35, 'P'],\n",
       "        ['61513712', 'DOSE', 9.27, 'S'],\n",
       "        ['61513712', 'HDW', 9.73, 'S'],\n",
       "        ['61513712', 'B943', 10.64, 'S'],\n",
       "        ['61513712', 'RCM', 32.33, 'S']], dtype=object),\n",
       " array([['61521436', 'GMW', 4.22, 'P'],\n",
       "        ['61521436', 'BABE', 4.37, 'P'],\n",
       "        ['61521436', 'GNW', 4.49, 'P'],\n",
       "        ['61521436', 'KITP', 4.54, 'P'],\n",
       "        ['61521436', 'ALKI', 4.86, 'P'],\n",
       "        ['61521436', 'VVHS', 5.01, 'P'],\n",
       "        ['61521436', 'LAWT', 5.19, 'P'],\n",
       "        ['61521436', 'DOSE', 6.03, 'P'],\n",
       "        ['61521436', 'B943', 6.22, 'P'],\n",
       "        ['61521436', 'HDW', 6.7, 'P'],\n",
       "        ['61521436', 'GMW', 7.63, 'S'],\n",
       "        ['61521436', 'MAC', 7.7, 'P'],\n",
       "        ['61521436', 'GNW', 7.83, 'S'],\n",
       "        ['61521436', 'KDK', 8.0, 'S'],\n",
       "        ['61521436', 'KIMR', 8.35, 'S'],\n",
       "        ['61521436', 'BHW', 8.47, 'P'],\n",
       "        ['61521436', 'PAYL', 8.65, 'P'],\n",
       "        ['61521436', 'BABE', 8.72, 'S'],\n",
       "        ['61521436', 'KITP', 8.84, 'S'],\n",
       "        ['61521436', 'HTW', 10.6, 'P'],\n",
       "        ['61521436', 'DOSE', 10.93, 'S'],\n",
       "        ['61521436', 'PCFR', 11.04, 'P'],\n",
       "        ['61521436', 'B943', 11.16, 'S'],\n",
       "        ['61521436', 'B941', 11.34, 'P'],\n",
       "        ['61521436', 'BRKS', 11.97, 'S'],\n",
       "        ['61521436', 'HDW', 11.98, 'S'],\n",
       "        ['61521436', 'B018', 12.06, 'P'],\n",
       "        ['61521436', 'JCW', 12.96, 'P'],\n",
       "        ['61521436', 'MAC', 14.82, 'S'],\n",
       "        ['61521436', 'PR05', 15.12, 'P'],\n",
       "        ['61521436', 'FMW', 15.73, 'P'],\n",
       "        ['61521436', 'SWID', 15.98, 'S'],\n",
       "        ['61521436', 'LCW2', 16.13, 'P'],\n",
       "        ['61521436', 'PAYL', 16.25, 'S'],\n",
       "        ['61521436', 'LON', 16.95, 'P'],\n",
       "        ['61521436', 'B018', 21.75, 'S'],\n",
       "        ['61521436', 'PR05', 26.86, 'S']], dtype=object),\n",
       " array([['61521441', 'GMW', 6.84, 'P'],\n",
       "        ['61521441', 'GNW', 6.97, 'P'],\n",
       "        ['61521441', 'B013', 8.34, 'P'],\n",
       "        ['61521441', 'HDW', 8.47, 'P'],\n",
       "        ['61521441', 'RATT', 11.53, 'P'],\n",
       "        ['61521441', 'B018', 12.37, 'P'],\n",
       "        ['61521441', 'HTW', 12.38, 'P'],\n",
       "        ['61521441', 'GMW', 12.8, 'S'],\n",
       "        ['61521441', 'GNW', 12.8, 'S'],\n",
       "        ['61521441', 'JCW', 14.45, 'P'],\n",
       "        ['61521441', 'DOSE', 14.72, 'S'],\n",
       "        ['61521441', 'B943', 15.24, 'S'],\n",
       "        ['61521441', 'HDW', 15.42, 'S'],\n",
       "        ['61521441', 'PR05', 15.72, 'P'],\n",
       "        ['61521441', 'B014', 15.77, 'P'],\n",
       "        ['61521441', 'OBSR', 15.87, 'P'],\n",
       "        ['61521441', 'FMW', 16.37, 'P'],\n",
       "        ['61521441', 'RER', 16.58, 'P'],\n",
       "        ['61521441', 'GPW', 20.24, 'P'],\n",
       "        ['61521441', 'B018', 22.51, 'S'],\n",
       "        ['61521441', 'JCW', 25.59, 'S'],\n",
       "        ['61521441', 'B014', 27.12, 'S'],\n",
       "        ['61521441', 'FMW', 29.22, 'S']], dtype=object),\n",
       " array([['61537452', 'GMW', 4.11, 'P'],\n",
       "        ['61537452', 'GNW', 4.27, 'P'],\n",
       "        ['61537452', 'KIMR', 4.45, 'P'],\n",
       "        ['61537452', 'KITP', 4.46, 'P'],\n",
       "        ['61537452', 'ALKI', 4.82, 'P'],\n",
       "        ['61537452', 'VVHS', 4.91, 'P'],\n",
       "        ['61537452', 'KINR', 4.91, 'P'],\n",
       "        ['61537452', 'DOSE', 5.96, 'P'],\n",
       "        ['61537452', 'B013', 6.19, 'P'],\n",
       "        ['61537452', 'BRKS', 6.33, 'P'],\n",
       "        ['61537452', 'HDW', 6.61, 'P'],\n",
       "        ['61537452', 'GMW', 7.52, 'S'],\n",
       "        ['61537452', 'MARY', 7.54, 'P'],\n",
       "        ['61537452', 'MAC', 7.55, 'P'],\n",
       "        ['61537452', 'GNW', 7.84, 'S'],\n",
       "        ['61537452', 'UPL', 8.02, 'P'],\n",
       "        ['61537452', 'EVGW', 8.03, 'P'],\n",
       "        ['61537452', 'KEYP', 8.07, 'P'],\n",
       "        ['61537452', 'KIMR', 8.18, 'S'],\n",
       "        ['61537452', 'LCMC', 8.41, 'P'],\n",
       "        ['61537452', 'BHW', 8.44, 'P'],\n",
       "        ['61537452', 'PAYL', 8.47, 'P'],\n",
       "        ['61537452', 'SWID', 8.61, 'P'],\n",
       "        ['61537452', 'KITP', 8.68, 'S'],\n",
       "        ['61537452', 'TKEY', 8.88, 'P'],\n",
       "        ['61537452', 'ALKI', 9.26, 'S'],\n",
       "        ['61537452', 'KINR', 9.36, 'S'],\n",
       "        ['61537452', 'LAWT', 10.0, 'S'],\n",
       "        ['61537452', 'RATT', 10.11, 'P'],\n",
       "        ['61537452', 'HTW', 10.57, 'P'],\n",
       "        ['61537452', 'SQM', 10.75, 'P'],\n",
       "        ['61537452', 'STOR', 10.8, 'P'],\n",
       "        ['61537452', 'DOSE', 10.81, 'S'],\n",
       "        ['61537452', 'B001', 10.86, 'P'],\n",
       "        ['61537452', 'TOLT', 10.9, 'P'],\n",
       "        ['61537452', 'PCFR', 10.91, 'P'],\n",
       "        ['61537452', 'B013', 11.13, 'S'],\n",
       "        ['61537452', 'NIHS', 11.18, 'S'],\n",
       "        ['61537452', 'B941', 11.19, 'P'],\n",
       "        ['61537452', 'B018', 11.91, 'P'],\n",
       "        ['61537452', 'BRKS', 11.96, 'S'],\n",
       "        ['61537452', 'HDW', 11.97, 'S'],\n",
       "        ['61537452', 'SVOH', 12.31, 'P'],\n",
       "        ['61537452', 'NOWS', 12.43, 'S'],\n",
       "        ['61537452', 'CPW', 12.87, 'P'],\n",
       "        ['61537452', 'BERY', 12.88, 'P'],\n",
       "        ['61537452', 'JCW', 12.95, 'P'],\n",
       "        ['61537452', 'LEOT', 14.53, 'S'],\n",
       "        ['61537452', 'OSD', 14.71, 'P'],\n",
       "        ['61537452', 'MAC', 14.74, 'S'],\n",
       "        ['61537452', 'EVGW', 14.79, 'S'],\n",
       "        ['61537452', 'PR05', 14.99, 'P'],\n",
       "        ['61537452', 'LCMC', 15.05, 'S'],\n",
       "        ['61537452', 'RRHS', 15.07, 'P'],\n",
       "        ['61537452', 'OBSR', 15.18, 'P'],\n",
       "        ['61537452', 'FMW', 15.64, 'P'],\n",
       "        ['61537452', 'NLWA', 15.9, 'P'],\n",
       "        ['61537452', 'SWID', 15.97, 'S'],\n",
       "        ['61537452', 'LCW2', 16.0, 'P'],\n",
       "        ['61537452', 'PAYL', 16.08, 'S'],\n",
       "        ['61537452', 'BLN', 16.15, 'S'],\n",
       "        ['61537452', 'GHW', 18.93, 'S'],\n",
       "        ['61537452', 'TOLT', 19.0, 'S'],\n",
       "        ['61537452', 'TLW1', 19.03, 'S'],\n",
       "        ['61537452', 'B001', 19.35, 'S'],\n",
       "        ['61537452', 'PR05', 26.9, 'S'],\n",
       "        ['61537452', 'FMW', 27.6, 'S']], dtype=object),\n",
       " array([['61545062', 'GMW', 4.07, 'P'],\n",
       "        ['61545062', 'GNW', 4.22, 'P'],\n",
       "        ['61545062', 'VVHS', 5.05, 'P'],\n",
       "        ['61545062', 'DOSE', 5.93, 'P'],\n",
       "        ['61545062', 'B013', 6.17, 'P'],\n",
       "        ['61545062', 'GMW', 7.44, 'S'],\n",
       "        ['61545062', 'GNW', 7.77, 'S'],\n",
       "        ['61545062', 'LCMC', 8.18, 'P'],\n",
       "        ['61545062', 'BHW', 8.72, 'P'],\n",
       "        ['61545062', 'TKEY', 8.73, 'P'],\n",
       "        ['61545062', 'SWID', 8.81, 'P'],\n",
       "        ['61545062', 'RATT', 10.27, 'P'],\n",
       "        ['61545062', 'DOSE', 10.79, 'S'],\n",
       "        ['61545062', 'HTW', 10.84, 'P'],\n",
       "        ['61545062', 'B001', 10.86, 'P'],\n",
       "        ['61545062', 'B013', 11.12, 'S'],\n",
       "        ['61545062', 'TOLT', 11.22, 'P'],\n",
       "        ['61545062', 'B941', 11.25, 'P'],\n",
       "        ['61545062', 'B018', 11.75, 'P'],\n",
       "        ['61545062', 'CARB', 12.94, 'P'],\n",
       "        ['61545062', 'BERY', 13.11, 'P'],\n",
       "        ['61545062', 'OSD', 14.5, 'P'],\n",
       "        ['61545062', 'LCMC', 14.76, 'S'],\n",
       "        ['61545062', 'RER', 16.07, 'P'],\n",
       "        ['61545062', 'SWID', 16.37, 'S'],\n",
       "        ['61545062', 'TOLT', 19.46, 'S'],\n",
       "        ['61545062', 'TLW1', 19.57, 'S'],\n",
       "        ['61545062', 'CARB', 22.82, 'S'],\n",
       "        ['61545062', 'RVC', 24.03, 'S']], dtype=object),\n",
       " array([['61545647', 'GMW', 4.07, 'P'],\n",
       "        ['61545647', 'GNW', 4.23, 'P'],\n",
       "        ['61545647', 'VVHS', 4.88, 'P'],\n",
       "        ['61545647', 'DOSE', 5.9, 'P'],\n",
       "        ['61545647', 'B013', 6.13, 'P'],\n",
       "        ['61545647', 'BRKS', 6.37, 'P'],\n",
       "        ['61545647', 'GMW', 7.47, 'S'],\n",
       "        ['61545647', 'GNW', 7.86, 'S'],\n",
       "        ['61545647', 'EVGW', 8.02, 'P'],\n",
       "        ['61545647', 'KEYP', 8.06, 'P'],\n",
       "        ['61545647', 'KIMR', 8.23, 'S'],\n",
       "        ['61545647', 'BHW', 8.41, 'P'],\n",
       "        ['61545647', 'SWID', 8.56, 'P'],\n",
       "        ['61545647', 'TKEY', 8.87, 'P'],\n",
       "        ['61545647', 'RATT', 10.1, 'P'],\n",
       "        ['61545647', 'HTW', 10.48, 'P'],\n",
       "        ['61545647', 'B001', 10.62, 'P'],\n",
       "        ['61545647', 'DOSE', 10.82, 'S'],\n",
       "        ['61545647', 'B013', 11.06, 'S'],\n",
       "        ['61545647', 'B018', 11.9, 'P'],\n",
       "        ['61545647', 'BRKS', 11.95, 'S'],\n",
       "        ['61545647', 'CARB', 12.79, 'P'],\n",
       "        ['61545647', 'BERY', 12.87, 'P'],\n",
       "        ['61545647', 'RUSH', 14.3, 'P'],\n",
       "        ['61545647', 'SIFT', 14.58, 'P'],\n",
       "        ['61545647', 'FMW', 15.6, 'P'],\n",
       "        ['61545647', 'LCW2', 16.0, 'P'],\n",
       "        ['61545647', 'LON', 17.07, 'P'],\n",
       "        ['61545647', 'TLW1', 18.98, 'S'],\n",
       "        ['61545647', 'TOLT', 18.99, 'S'],\n",
       "        ['61545647', 'MCW', 19.05, 'P'],\n",
       "        ['61545647', 'B001', 19.28, 'S'],\n",
       "        ['61545647', 'CARB', 22.81, 'S'],\n",
       "        ['61545647', 'PR01', 24.22, 'S'],\n",
       "        ['61545647', 'PR05', 26.9, 'S']], dtype=object),\n",
       " array([['61550751', 'GMW', 4.08, 'P'],\n",
       "        ['61550751', 'GNW', 4.24, 'P'],\n",
       "        ['61550751', 'KCAM', 4.36, 'P'],\n",
       "        ['61550751', 'KITP', 4.45, 'P'],\n",
       "        ['61550751', 'DOSE', 5.93, 'P'],\n",
       "        ['61550751', 'B013', 6.16, 'P'],\n",
       "        ['61550751', 'HDW', 6.59, 'P'],\n",
       "        ['61550751', 'GMW', 7.51, 'S'],\n",
       "        ['61550751', 'GNW', 7.88, 'S'],\n",
       "        ['61550751', 'SCC', 7.97, 'S'],\n",
       "        ['61550751', 'EVGW', 8.01, 'P'],\n",
       "        ['61550751', 'KIMR', 8.16, 'S'],\n",
       "        ['61550751', 'BHW', 8.41, 'P'],\n",
       "        ['61550751', 'SWID', 8.57, 'P'],\n",
       "        ['61550751', 'KITP', 8.65, 'S'],\n",
       "        ['61550751', 'TKEY', 8.86, 'P'],\n",
       "        ['61550751', 'HTW', 10.52, 'P'],\n",
       "        ['61550751', 'SQM', 10.73, 'P'],\n",
       "        ['61550751', 'DOSE', 10.79, 'S'],\n",
       "        ['61550751', 'B013', 11.1, 'S'],\n",
       "        ['61550751', 'B941', 11.24, 'P'],\n",
       "        ['61550751', 'B018', 11.89, 'P'],\n",
       "        ['61550751', 'HDW', 11.96, 'S'],\n",
       "        ['61550751', 'CARB', 12.76, 'P'],\n",
       "        ['61550751', 'BERY', 12.91, 'P'],\n",
       "        ['61550751', 'JCW', 12.94, 'P'],\n",
       "        ['61550751', 'RVC', 13.53, 'P'],\n",
       "        ['61550751', 'FMW', 15.6, 'P'],\n",
       "        ['61550751', 'TOLT', 18.97, 'S'],\n",
       "        ['61550751', 'B001', 19.29, 'S'],\n",
       "        ['61550751', 'B941', 20.19, 'S'],\n",
       "        ['61550751', 'B018', 21.48, 'S'],\n",
       "        ['61550751', 'CARB', 22.78, 'S'],\n",
       "        ['61550751', 'FMW', 27.57, 'S']], dtype=object),\n",
       " array([['61564481', 'GMW', 4.3, 'P'],\n",
       "        ['61564481', 'GNW', 4.6, 'P'],\n",
       "        ['61564481', 'DOSE', 6.27, 'P'],\n",
       "        ['61564481', 'B013', 6.51, 'P'],\n",
       "        ['61564481', 'HDW', 6.89, 'P'],\n",
       "        ['61564481', 'GMW', 8.08, 'S'],\n",
       "        ['61564481', 'GNW', 8.24, 'S'],\n",
       "        ['61564481', 'HTW', 10.62, 'P'],\n",
       "        ['61564481', 'DOSE', 11.38, 'S'],\n",
       "        ['61564481', 'B013', 11.65, 'S'],\n",
       "        ['61564481', 'B018', 11.97, 'P'],\n",
       "        ['61564481', 'HDW', 12.48, 'S'],\n",
       "        ['61564481', 'JCW', 13.27, 'P'],\n",
       "        ['61564481', 'B018', 21.46, 'S']], dtype=object),\n",
       " array([['61586016', 'GMW', 4.02, 'P'],\n",
       "        ['61586016', 'GNW', 4.23, 'P'],\n",
       "        ['61586016', 'DOSE', 5.84, 'P'],\n",
       "        ['61586016', 'B013', 6.28, 'P'],\n",
       "        ['61586016', 'HDW', 6.36, 'P'],\n",
       "        ['61586016', 'GNW', 7.38, 'S'],\n",
       "        ['61586016', 'DOSE', 10.38, 'S'],\n",
       "        ['61586016', 'B013', 11.01, 'S']], dtype=object),\n",
       " array([['61586041', 'GMW', 4.12, 'P'],\n",
       "        ['61586041', 'GNW', 4.33, 'P'],\n",
       "        ['61586041', 'DOSE', 5.91, 'P'],\n",
       "        ['61586041', 'B013', 6.32, 'P'],\n",
       "        ['61586041', 'HDW', 6.45, 'P'],\n",
       "        ['61586041', 'GNW', 7.48, 'S'],\n",
       "        ['61586041', 'DOSE', 10.43, 'S'],\n",
       "        ['61586041', 'B013', 11.1, 'S']], dtype=object),\n",
       " array([['61596992', 'GMW', 3.95, 'P'],\n",
       "        ['61596992', 'GNW', 4.22, 'P'],\n",
       "        ['61596992', 'VVHS', 4.9, 'P'],\n",
       "        ['61596992', 'DOSE', 5.77, 'P'],\n",
       "        ['61596992', 'B943', 5.95, 'P'],\n",
       "        ['61596992', 'HDW', 6.46, 'P'],\n",
       "        ['61596992', 'GMW', 7.26, 'S'],\n",
       "        ['61596992', 'GNW', 7.67, 'S'],\n",
       "        ['61596992', 'LCMC', 8.4, 'P'],\n",
       "        ['61596992', 'DOSE', 10.45, 'S'],\n",
       "        ['61596992', 'B943', 10.77, 'S'],\n",
       "        ['61596992', 'HDW', 11.73, 'S'],\n",
       "        ['61596992', 'JCW', 12.87, 'P'],\n",
       "        ['61596992', 'CARB', 13.02, 'P'],\n",
       "        ['61596992', 'B006', 13.54, 'P'],\n",
       "        ['61596992', 'FMW', 15.74, 'P'],\n",
       "        ['61596992', 'RER', 16.61, 'P'],\n",
       "        ['61596992', 'B001', 19.4, 'S'],\n",
       "        ['61596992', 'B018', 21.74, 'S'],\n",
       "        ['61596992', 'CARB', 23.09, 'S']], dtype=object),\n",
       " array([['61624441', 'GMW', 4.28, 'P'],\n",
       "        ['61624441', 'GNW', 4.44, 'P'],\n",
       "        ['61624441', 'KIMR', 4.54, 'P'],\n",
       "        ['61624441', 'KITP', 4.67, 'P'],\n",
       "        ['61624441', 'ALKI', 4.95, 'P'],\n",
       "        ['61624441', 'VVHS', 4.96, 'P'],\n",
       "        ['61624441', 'KINR', 5.14, 'P'],\n",
       "        ['61624441', 'LAWT', 5.3, 'P'],\n",
       "        ['61624441', 'NOB', 5.63, 'P'],\n",
       "        ['61624441', '7040', 6.0, 'P'],\n",
       "        ['61624441', 'SCC', 6.01, 'P'],\n",
       "        ['61624441', 'SP2', 6.07, 'P'],\n",
       "        ['61624441', 'DOSE', 6.18, 'P'],\n",
       "        ['61624441', 'B013', 6.41, 'P'],\n",
       "        ['61624441', 'BRKS', 6.53, 'P'],\n",
       "        ['61624441', 'HDW', 6.8, 'P'],\n",
       "        ['61624441', 'KNEL', 6.97, 'P'],\n",
       "        ['61624441', 'FINN', 7.03, 'P'],\n",
       "        ['61624441', 'NIHS', 7.14, 'P'],\n",
       "        ['61624441', 'UPS', 7.17, 'P'],\n",
       "        ['61624441', 'MAC', 7.59, 'P'],\n",
       "        ['61624441', 'GMW', 7.73, 'S'],\n",
       "        ['61624441', 'MARY', 7.75, 'P'],\n",
       "        ['61624441', 'UPL', 8.02, 'P'],\n",
       "        ['61624441', 'GNW', 8.06, 'S'],\n",
       "        ['61624441', 'LEOT', 8.07, 'P'],\n",
       "        ['61624441', 'KEYP', 8.14, 'P'],\n",
       "        ['61624441', 'EVGW', 8.2, 'P'],\n",
       "        ['61624441', 'KIMR', 8.32, 'S'],\n",
       "        ['61624441', 'LCMC', 8.45, 'P'],\n",
       "        ['61624441', 'SWID', 8.82, 'P'],\n",
       "        ['61624441', 'TKEY', 8.93, 'P'],\n",
       "        ['61624441', 'KITP', 9.0, 'S'],\n",
       "        ['61624441', 'BLN', 9.26, 'P'],\n",
       "        ['61624441', 'ALKI', 9.43, 'S'],\n",
       "        ['61624441', 'KINR', 9.69, 'S'],\n",
       "        ['61624441', 'EVCC', 9.69, 'P'],\n",
       "        ['61624441', 'PIE', 10.08, 'S'],\n",
       "        ['61624441', 'LAWT', 10.15, 'S'],\n",
       "        ['61624441', 'MBPA', 10.38, 'P'],\n",
       "        ['61624441', 'GHW', 10.51, 'P'],\n",
       "        ['61624441', 'HART', 10.66, 'S'],\n",
       "        ['61624441', 'HTW', 10.7, 'P'],\n",
       "        ['61624441', 'EGRN', 10.75, 'P'],\n",
       "        ['61624441', 'STOR', 10.82, 'P'],\n",
       "        ['61624441', 'B001', 10.84, 'P'],\n",
       "        ['61624441', 'NOB', 10.88, 'S'],\n",
       "        ['61624441', 'PCFR', 10.93, 'P'],\n",
       "        ['61624441', '7030', 10.98, 'S'],\n",
       "        ['61624441', '7040', 11.02, 'S'],\n",
       "        ['61624441', 'SMW', 11.04, 'P'],\n",
       "        ['61624441', 'DOSE', 11.11, 'S'],\n",
       "        ['61624441', 'B941', 11.24, 'P'],\n",
       "        ['61624441', 'SP2', 11.41, 'S'],\n",
       "        ['61624441', 'B013', 11.45, 'S'],\n",
       "        ['61624441', 'B018', 11.99, 'P'],\n",
       "        ['61624441', 'BRKS', 12.15, 'S'],\n",
       "        ['61624441', 'HDW', 12.23, 'S'],\n",
       "        ['61624441', 'NOWS', 12.49, 'S'],\n",
       "        ['61624441', 'SVOH', 12.52, 'P'],\n",
       "        ['61624441', 'TRFA', 12.69, 'P'],\n",
       "        ['61624441', 'CPW', 12.77, 'P'],\n",
       "        ['61624441', 'CARB', 12.8, 'P'],\n",
       "        ['61624441', 'FINN', 13.0, 'S'],\n",
       "        ['61624441', 'BERY', 13.09, 'P'],\n",
       "        ['61624441', 'JCW', 13.12, 'P'],\n",
       "        ['61624441', 'NINO', 13.35, 'P'],\n",
       "        ['61624441', 'KNEL', 13.37, 'S'],\n",
       "        ['61624441', 'RVC', 13.55, 'P'],\n",
       "        ['61624441', 'B006', 13.8, 'P'],\n",
       "        ['61624441', 'MARY', 14.37, 'S'],\n",
       "        ['61624441', 'SIFT', 14.54, 'P'],\n",
       "        ['61624441', 'LEOT', 14.72, 'S'],\n",
       "        ['61624441', 'OSD', 14.9, 'P'],\n",
       "        ['61624441', 'EVGW', 14.93, 'S'],\n",
       "        ['61624441', 'PR05', 15.02, 'P'],\n",
       "        ['61624441', 'LCMC', 15.21, 'S'],\n",
       "        ['61624441', 'UPL', 15.39, 'S'],\n",
       "        ['61624441', 'DONK', 15.52, 'P'],\n",
       "        ['61624441', 'FMW', 15.63, 'P'],\n",
       "        ['61624441', 'RER', 15.82, 'P'],\n",
       "        ['61624441', 'NLWA', 16.0, 'P'],\n",
       "        ['61624441', 'LCW2', 16.04, 'P'],\n",
       "        ['61624441', 'RCS', 16.06, 'P'],\n",
       "        ['61624441', 'VGZ', 16.12, 'P'],\n",
       "        ['61624441', 'SWID', 16.25, 'S'],\n",
       "        ['61624441', 'BLN', 16.48, 'S'],\n",
       "        ['61624441', 'LON', 16.78, 'P'],\n",
       "        ['61624441', 'ELW', 17.06, 'S'],\n",
       "        ['61624441', 'CINE', 17.79, 'P'],\n",
       "        ['61624441', 'MBPA', 18.22, 'S'],\n",
       "        ['61624441', 'MCW', 19.32, 'P'],\n",
       "        ['61624441', 'PCFR', 19.46, 'S'],\n",
       "        ['61624441', 'SVOH', 22.58, 'S'],\n",
       "        ['61624441', 'CARB', 22.74, 'S'],\n",
       "        ['61624441', 'NINO', 23.98, 'S'],\n",
       "        ['61624441', 'B006', 25.27, 'S']], dtype=object),\n",
       " array([['61624451', 'GMW', 4.07, 'P'],\n",
       "        ['61624451', 'GNW', 4.22, 'P'],\n",
       "        ['61624451', 'KITP', 4.46, 'P'],\n",
       "        ['61624451', 'VVHS', 4.73, 'P'],\n",
       "        ['61624451', 'ALKI', 4.75, 'P'],\n",
       "        ['61624451', 'DOSE', 5.98, 'P'],\n",
       "        ['61624451', 'B013', 6.21, 'P'],\n",
       "        ['61624451', 'HDW', 6.57, 'P'],\n",
       "        ['61624451', 'MAC', 7.38, 'P'],\n",
       "        ['61624451', 'GMW', 7.51, 'S'],\n",
       "        ['61624451', 'UPL', 7.85, 'P'],\n",
       "        ['61624451', 'GNW', 7.88, 'S'],\n",
       "        ['61624451', 'KEYP', 7.92, 'P'],\n",
       "        ['61624451', 'EVGW', 8.11, 'P'],\n",
       "        ['61624451', 'KIMR', 8.22, 'S'],\n",
       "        ['61624451', 'LCMC', 8.37, 'P'],\n",
       "        ['61624451', 'SWID', 8.59, 'P'],\n",
       "        ['61624451', 'TKEY', 8.71, 'P'],\n",
       "        ['61624451', 'KITP', 8.79, 'S'],\n",
       "        ['61624451', 'ALKI', 9.19, 'S'],\n",
       "        ['61624451', 'KINR', 9.53, 'S'],\n",
       "        ['61624451', 'PIE', 9.86, 'S'],\n",
       "        ['61624451', 'LAWT', 9.99, 'S'],\n",
       "        ['61624451', 'HTW', 10.48, 'P'],\n",
       "        ['61624451', 'EGRN', 10.53, 'P'],\n",
       "        ['61624451', 'NOB', 10.64, 'S'],\n",
       "        ['61624451', 'DOSE', 10.86, 'S'],\n",
       "        ['61624451', 'B941', 11.01, 'P'],\n",
       "        ['61624451', 'B013', 11.23, 'S'],\n",
       "        ['61624451', 'B018', 11.77, 'P'],\n",
       "        ['61624451', 'BRKS', 11.95, 'S'],\n",
       "        ['61624451', 'HDW', 12.03, 'S'],\n",
       "        ['61624451', 'NOWS', 12.39, 'S'],\n",
       "        ['61624451', 'TRFA', 12.5, 'P'],\n",
       "        ['61624451', 'CARB', 12.57, 'P'],\n",
       "        ['61624451', 'CPW', 12.7, 'P'],\n",
       "        ['61624451', 'BERY', 12.89, 'P'],\n",
       "        ['61624451', 'JCW', 12.89, 'P'],\n",
       "        ['61624451', 'RVC', 13.32, 'P'],\n",
       "        ['61624451', 'PR05', 14.79, 'P'],\n",
       "        ['61624451', 'EVGW', 14.82, 'S'],\n",
       "        ['61624451', 'OBSR', 14.96, 'P'],\n",
       "        ['61624451', 'UPL', 15.15, 'S'],\n",
       "        ['61624451', 'FMW', 15.41, 'P'],\n",
       "        ['61624451', 'DONK', 15.43, 'P'],\n",
       "        ['61624451', 'LCW2', 15.82, 'P'],\n",
       "        ['61624451', 'SWID', 16.05, 'S'],\n",
       "        ['61624451', 'BLN', 16.35, 'S'],\n",
       "        ['61624451', 'MBPA', 18.32, 'S'],\n",
       "        ['61624451', 'B941', 19.9, 'S'],\n",
       "        ['61624451', 'CARB', 22.51, 'S'],\n",
       "        ['61624451', 'PR05', 26.61, 'S'],\n",
       "        ['61624451', 'OBSR', 26.88, 'S'],\n",
       "        ['61624451', 'LCW2', 28.34, 'S']], dtype=object),\n",
       " array([['61624456', 'GMW', 4.53, 'P'],\n",
       "        ['61624456', 'GNW', 4.81, 'P'],\n",
       "        ['61624456', 'HDW', 7.04, 'P'],\n",
       "        ['61624456', 'B943', 7.27, 'P'],\n",
       "        ['61624456', 'GNW', 8.39, 'S'],\n",
       "        ['61624456', 'B943', 11.8, 'S'],\n",
       "        ['61624456', 'HDW', 12.41, 'S']], dtype=object),\n",
       " array([['61624516', 'GMW', 4.12, 'P'],\n",
       "        ['61624516', 'GNW', 4.28, 'P'],\n",
       "        ['61624516', 'KITP', 4.51, 'P'],\n",
       "        ['61624516', 'VVHS', 4.79, 'P'],\n",
       "        ['61624516', 'ALKI', 4.79, 'P'],\n",
       "        ['61624516', 'LAWT', 5.14, 'P'],\n",
       "        ['61624516', '7040', 5.83, 'P'],\n",
       "        ['61624516', 'DOSE', 6.01, 'P'],\n",
       "        ['61624516', 'B013', 6.25, 'P'],\n",
       "        ['61624516', 'HDW', 6.63, 'P'],\n",
       "        ['61624516', 'MAC', 7.42, 'P'],\n",
       "        ['61624516', 'GMW', 7.57, 'S'],\n",
       "        ['61624516', 'UPL', 7.86, 'P'],\n",
       "        ['61624516', 'LEOT', 7.88, 'P'],\n",
       "        ['61624516', 'KEYP', 7.96, 'P'],\n",
       "        ['61624516', 'GNW', 7.97, 'S'],\n",
       "        ['61624516', 'EVGW', 8.09, 'P'],\n",
       "        ['61624516', 'KIMR', 8.23, 'S'],\n",
       "        ['61624516', 'LCMC', 8.39, 'P'],\n",
       "        ['61624516', 'SWID', 8.65, 'P'],\n",
       "        ['61624516', 'TKEY', 8.77, 'P'],\n",
       "        ['61624516', 'KITP', 8.81, 'S'],\n",
       "        ['61624516', 'ALKI', 9.23, 'S'],\n",
       "        ['61624516', 'VVHS', 9.35, 'S'],\n",
       "        ['61624516', 'KINR', 9.51, 'S'],\n",
       "        ['61624516', 'LAWT', 9.95, 'S'],\n",
       "        ['61624516', 'HTW', 10.51, 'P'],\n",
       "        ['61624516', 'EGRN', 10.59, 'P'],\n",
       "        ['61624516', 'PCFR', 10.76, 'P'],\n",
       "        ['61624516', 'B001', 10.84, 'P'],\n",
       "        ['61624516', '7040', 10.85, 'S'],\n",
       "        ['61624516', 'DOSE', 10.85, 'S'],\n",
       "        ['61624516', 'SMW', 10.9, 'P'],\n",
       "        ['61624516', 'B941', 11.04, 'P'],\n",
       "        ['61624516', 'B013', 11.27, 'S'],\n",
       "        ['61624516', 'B018', 11.82, 'P'],\n",
       "        ['61624516', 'BRKS', 12.02, 'S'],\n",
       "        ['61624516', 'HDW', 12.06, 'S'],\n",
       "        ['61624516', 'CARB', 12.62, 'P'],\n",
       "        ['61624516', 'CPW', 12.74, 'P'],\n",
       "        ['61624516', 'JCW', 12.93, 'P'],\n",
       "        ['61624516', 'BERY', 12.94, 'P'],\n",
       "        ['61624516', 'RVC', 13.35, 'P'],\n",
       "        ['61624516', 'SIFT', 14.35, 'P'],\n",
       "        ['61624516', 'LEOT', 14.55, 'S'],\n",
       "        ['61624516', 'OSD', 14.73, 'P'],\n",
       "        ['61624516', 'EVGW', 14.89, 'S'],\n",
       "        ['61624516', 'LCW2', 15.87, 'P'],\n",
       "        ['61624516', 'SWID', 16.14, 'S'],\n",
       "        ['61624516', 'BLN', 16.3, 'S'],\n",
       "        ['61624516', 'B941', 19.98, 'S'],\n",
       "        ['61624516', 'B018', 21.61, 'S'],\n",
       "        ['61624516', 'CARB', 22.56, 'S'],\n",
       "        ['61624516', 'RVC', 23.79, 'S'],\n",
       "        ['61624516', 'NINO', 23.87, 'S']], dtype=object),\n",
       " array([['61616067', 'GMW', 4.91, 'P'],\n",
       "        ['61616067', 'GNW', 5.05, 'P'],\n",
       "        ['61616067', 'KITP', 5.23, 'P'],\n",
       "        ['61616067', 'VVHS', 5.55, 'P'],\n",
       "        ['61616067', 'LAWT', 5.76, 'P'],\n",
       "        ['61616067', 'GRE', 6.23, 'P'],\n",
       "        ['61616067', 'DOSE', 6.58, 'P'],\n",
       "        ['61616067', 'BRKS', 6.63, 'P'],\n",
       "        ['61616067', 'B013', 6.71, 'P'],\n",
       "        ['61616067', 'BRPT', 7.02, 'P'],\n",
       "        ['61616067', 'HDW', 7.27, 'P'],\n",
       "        ['61616067', 'MAC', 8.05, 'P'],\n",
       "        ['61616067', 'KEYP', 8.56, 'P'],\n",
       "        ['61616067', 'SWID', 8.68, 'P'],\n",
       "        ['61616067', 'GMW', 8.8, 'S'],\n",
       "        ['61616067', 'LCMC', 8.91, 'P'],\n",
       "        ['61616067', 'GNW', 9.09, 'S'],\n",
       "        ['61616067', 'TKEY', 9.32, 'P'],\n",
       "        ['61616067', 'ELW', 9.44, 'P'],\n",
       "        ['61616067', 'KITP', 9.97, 'S'],\n",
       "        ['61616067', 'VVHS', 10.35, 'S'],\n",
       "        ['61616067', 'HTW', 10.54, 'P'],\n",
       "        ['61616067', 'B001', 10.95, 'P'],\n",
       "        ['61616067', 'EGRN', 11.09, 'P'],\n",
       "        ['61616067', 'LAWT', 11.16, 'S'],\n",
       "        ['61616067', 'B941', 11.55, 'P'],\n",
       "        ['61616067', 'BRPT', 11.55, 'S'],\n",
       "        ['61616067', 'DOSE', 11.76, 'S'],\n",
       "        ['61616067', 'SP2', 11.88, 'S'],\n",
       "        ['61616067', 'GSM', 11.91, 'P'],\n",
       "        ['61616067', 'B013', 11.92, 'S'],\n",
       "        ['61616067', 'B018', 12.3, 'P'],\n",
       "        ['61616067', 'BRKS', 12.49, 'S'],\n",
       "        ['61616067', 'BERY', 12.86, 'P'],\n",
       "        ['61616067', 'JCW', 12.9, 'P'],\n",
       "        ['61616067', 'HDW', 12.96, 'S'],\n",
       "        ['61616067', 'CARB', 12.99, 'P'],\n",
       "        ['61616067', 'WISC', 13.63, 'S'],\n",
       "        ['61616067', 'RVC', 13.82, 'P'],\n",
       "        ['61616067', 'B006', 13.9, 'P'],\n",
       "        ['61616067', 'SIFT', 14.77, 'P'],\n",
       "        ['61616067', 'OSD', 15.08, 'P'],\n",
       "        ['61616067', 'PR05', 15.26, 'P'],\n",
       "        ['61616067', 'DONK', 15.37, 'P'],\n",
       "        ['61616067', 'OBSR', 15.51, 'P'],\n",
       "        ['61616067', 'FMW', 15.75, 'P'],\n",
       "        ['61616067', 'LCMC', 16.11, 'S'],\n",
       "        ['61616067', 'SWID', 16.22, 'S'],\n",
       "        ['61616067', 'ELW', 16.63, 'S'],\n",
       "        ['61616067', 'TKEY', 17.51, 'S'],\n",
       "        ['61616067', 'MBPA', 17.84, 'S'],\n",
       "        ['61616067', 'STOR', 19.55, 'S'],\n",
       "        ['61616067', 'B001', 19.81, 'S'],\n",
       "        ['61616067', 'B018', 22.47, 'S'],\n",
       "        ['61616067', 'CARB', 23.01, 'S'],\n",
       "        ['61616067', 'RVC', 24.25, 'S'],\n",
       "        ['61616067', 'PR05', 27.06, 'S']], dtype=object),\n",
       " array([['61644646', 'GMW', 3.15, 'P'],\n",
       "        ['61644646', 'GNW', 3.52, 'P'],\n",
       "        ['61644646', 'VVHS', 3.88, 'P'],\n",
       "        ['61644646', 'DOSE', 5.94, 'P'],\n",
       "        ['61644646', 'GMW', 6.1, 'S'],\n",
       "        ['61644646', 'B013', 6.28, 'P'],\n",
       "        ['61644646', 'HDW', 6.37, 'P'],\n",
       "        ['61644646', 'GNW', 6.54, 'S'],\n",
       "        ['61644646', 'LCMC', 8.37, 'P'],\n",
       "        ['61644646', 'DOSE', 10.79, 'S'],\n",
       "        ['61644646', 'B013', 11.53, 'S'],\n",
       "        ['61644646', 'B018', 12.07, 'P'],\n",
       "        ['61644646', 'JCW', 13.79, 'P'],\n",
       "        ['61644646', 'LCMC', 15.23, 'S'],\n",
       "        ['61644646', 'B001', 20.57, 'S'],\n",
       "        ['61644646', 'B018', 21.94, 'S']], dtype=object),\n",
       " array([['61639807', 'GMW', 4.41, 'P'],\n",
       "        ['61639807', 'GNW', 4.65, 'P'],\n",
       "        ['61639807', 'DOSE', 6.33, 'P'],\n",
       "        ['61639807', 'B943', 6.5, 'P'],\n",
       "        ['61639807', 'HDW', 6.96, 'P'],\n",
       "        ['61639807', 'GNW', 8.22, 'S'],\n",
       "        ['61639807', 'DOSE', 11.3, 'S'],\n",
       "        ['61639807', 'B943', 11.65, 'S'],\n",
       "        ['61639807', 'HDW', 12.33, 'S']], dtype=object),\n",
       " array([['61662916', 'GMW', 6.96, 'P'],\n",
       "        ['61662916', 'GNW', 7.07, 'P'],\n",
       "        ['61662916', 'B943', 7.89, 'P'],\n",
       "        ['61662916', 'HDW', 8.39, 'P'],\n",
       "        ['61662916', 'DOSE', 8.73, 'P'],\n",
       "        ['61662916', 'GNW', 12.92, 'S'],\n",
       "        ['61662916', 'B018', 13.27, 'P'],\n",
       "        ['61662916', 'JCW', 13.83, 'P'],\n",
       "        ['61662916', 'DOSE', 14.18, 'S'],\n",
       "        ['61662916', 'B943', 14.46, 'S'],\n",
       "        ['61662916', 'HDW', 15.03, 'S'],\n",
       "        ['61662916', 'OBSR', 17.26, 'P'],\n",
       "        ['61662916', 'OBSR', 29.95, 'S']], dtype=object),\n",
       " array([['61664111', 'GMW', 5.23, 'P'],\n",
       "        ['61664111', 'GNW', 5.38, 'P'],\n",
       "        ['61664111', 'BRGL', 5.59, 'P'],\n",
       "        ['61664111', 'VVHS', 5.82, 'P'],\n",
       "        ['61664111', 'DOSE', 6.89, 'P'],\n",
       "        ['61664111', 'B013', 7.19, 'P'],\n",
       "        ['61664111', 'HDW', 7.37, 'P'],\n",
       "        ['61664111', 'LCMC', 8.77, 'P'],\n",
       "        ['61664111', 'TKEY', 9.19, 'P'],\n",
       "        ['61664111', 'GMW', 9.5, 'S'],\n",
       "        ['61664111', 'SWID', 9.56, 'P'],\n",
       "        ['61664111', 'GNW', 9.75, 'S'],\n",
       "        ['61664111', 'BRGL', 10.45, 'S'],\n",
       "        ['61664111', 'B001', 11.45, 'P'],\n",
       "        ['61664111', 'B018', 11.97, 'P'],\n",
       "        ['61664111', 'DOSE', 12.35, 'S'],\n",
       "        ['61664111', 'B013', 12.81, 'S'],\n",
       "        ['61664111', 'CARB', 12.91, 'P'],\n",
       "        ['61664111', 'HDW', 13.23, 'S'],\n",
       "        ['61664111', 'JCW', 13.57, 'P'],\n",
       "        ['61664111', 'BERY', 13.75, 'P'],\n",
       "        ['61664111', 'RUSH', 14.45, 'P'],\n",
       "        ['61664111', 'SIFT', 14.79, 'P'],\n",
       "        ['61664111', 'PR05', 15.21, 'P'],\n",
       "        ['61664111', 'LCMC', 15.75, 'S'],\n",
       "        ['61664111', 'FMW', 15.75, 'P'],\n",
       "        ['61664111', 'DONK', 16.06, 'P'],\n",
       "        ['61664111', 'RER', 16.15, 'P'],\n",
       "        ['61664111', 'PAYL', 16.65, 'S'],\n",
       "        ['61664111', 'TKEY', 17.07, 'S'],\n",
       "        ['61664111', 'B941', 20.33, 'S'],\n",
       "        ['61664111', 'B001', 20.77, 'S'],\n",
       "        ['61664111', 'CARB', 22.79, 'S'],\n",
       "        ['61664111', 'SIFT', 25.99, 'S'],\n",
       "        ['61664111', 'OBSR', 26.87, 'S'],\n",
       "        ['61664111', 'FMW', 27.59, 'S']], dtype=object),\n",
       " array([['61685691', 'GMW', 4.18, 'P'],\n",
       "        ['61685691', 'GNW', 4.35, 'P'],\n",
       "        ['61685691', 'BRGL', 4.57, 'P'],\n",
       "        ['61685691', '7030', 5.43, 'P'],\n",
       "        ['61685691', 'DOSE', 6.03, 'P'],\n",
       "        ['61685691', 'HDW', 6.76, 'P'],\n",
       "        ['61685691', 'GMW', 7.61, 'S'],\n",
       "        ['61685691', 'GNW', 7.94, 'S'],\n",
       "        ['61685691', 'LCMC', 8.53, 'P'],\n",
       "        ['61685691', 'TKEY', 8.95, 'P'],\n",
       "        ['61685691', 'BRGL', 8.96, 'S'],\n",
       "        ['61685691', 'HTW', 10.59, 'P'],\n",
       "        ['61685691', 'DOSE', 10.94, 'S'],\n",
       "        ['61685691', 'B941', 11.35, 'P'],\n",
       "        ['61685691', 'B018', 12.05, 'P'],\n",
       "        ['61685691', 'HDW', 12.08, 'S'],\n",
       "        ['61685691', 'CARB', 12.9, 'P'],\n",
       "        ['61685691', 'WYNO', 12.94, 'P'],\n",
       "        ['61685691', 'BERY', 12.99, 'P'],\n",
       "        ['61685691', 'JCW', 13.05, 'P'],\n",
       "        ['61685691', 'VOIT', 13.22, 'P'],\n",
       "        ['61685691', 'PR05', 15.23, 'P'],\n",
       "        ['61685691', 'B941', 20.26, 'S'],\n",
       "        ['61685691', 'B018', 21.6, 'S'],\n",
       "        ['61685691', 'CARB', 22.86, 'S'],\n",
       "        ['61685691', 'WYNO', 23.06, 'S'],\n",
       "        ['61685691', 'PR05', 26.75, 'S']], dtype=object),\n",
       " array([['61705566', 'GMW', 4.21, 'P'],\n",
       "        ['61705566', 'SKIT', 4.22, 'P'],\n",
       "        ['61705566', 'GNW', 4.37, 'P'],\n",
       "        ['61705566', 'SILV', 4.5, 'P'],\n",
       "        ['61705566', 'KITP', 4.55, 'P'],\n",
       "        ['61705566', 'KIMR', 4.56, 'P'],\n",
       "        ['61705566', 'BRGL', 4.77, 'P'],\n",
       "        ['61705566', 'ALKI', 4.9, 'P'],\n",
       "        ['61705566', 'BECK', 4.94, 'P'],\n",
       "        ['61705566', 'VVHS', 5.03, 'P'],\n",
       "        ['61705566', 'HOLY', 5.2, 'P'],\n",
       "        ['61705566', 'PIE', 5.24, 'P'],\n",
       "        ['61705566', 'BELF', 5.26, 'P'],\n",
       "        ['61705566', 'LAWT', 5.29, 'P'],\n",
       "        ['61705566', 'NMDY', 5.41, 'P'],\n",
       "        ['61705566', 'PURDY', 5.44, 'P'],\n",
       "        ['61705566', 'CTR', 5.46, 'P'],\n",
       "        ['61705566', 'NOB', 5.63, 'P'],\n",
       "        ['61705566', 'SCC', 5.86, 'P'],\n",
       "        ['61705566', 'GRE', 5.89, 'P'],\n",
       "        ['61705566', 'QSNZ', 5.89, 'P'],\n",
       "        ['61705566', '7040', 5.91, 'P'],\n",
       "        ['61705566', '7030', 5.95, 'P'],\n",
       "        ['61705566', 'SP2', 6.02, 'P'],\n",
       "        ['61705566', 'DOSE', 6.05, 'P'],\n",
       "        ['61705566', 'B013', 6.28, 'P'],\n",
       "        ['61705566', 'HICC', 6.47, 'P'],\n",
       "        ['61705566', 'BRKS', 6.56, 'P'],\n",
       "        ['61705566', 'NOWS', 6.61, 'P'],\n",
       "        ['61705566', 'BRPT', 6.64, 'P'],\n",
       "        ['61705566', 'HDW', 6.7, 'P'],\n",
       "        ['61705566', 'LYNC', 6.87, 'P'],\n",
       "        ['61705566', 'FINN', 6.98, 'P'],\n",
       "        ['61705566', 'UPS', 7.17, 'P'],\n",
       "        ['61705566', 'MAC', 7.67, 'P'],\n",
       "        ['61705566', 'GMW', 7.71, 'S'],\n",
       "        ['61705566', 'MARY', 7.75, 'P'],\n",
       "        ['61705566', 'ALLI', 7.9, 'P'],\n",
       "        ['61705566', 'GNW', 7.96, 'S'],\n",
       "        ['61705566', 'SALO', 7.98, 'P'],\n",
       "        ['61705566', 'LEOT', 8.05, 'P'],\n",
       "        ['61705566', 'UPL', 8.11, 'P'],\n",
       "        ['61705566', 'KEYP', 8.19, 'P'],\n",
       "        ['61705566', 'EVGW', 8.24, 'P'],\n",
       "        ['61705566', 'BLDG', 8.27, 'P'],\n",
       "        ['61705566', 'KIMR', 8.43, 'S'],\n",
       "        ['61705566', 'LCMC', 8.48, 'P'],\n",
       "        ['61705566', 'PAYL', 8.66, 'P'],\n",
       "        ['61705566', 'SWID', 8.75, 'P'],\n",
       "        ['61705566', 'KITP', 8.91, 'S'],\n",
       "        ['61705566', 'BRGL', 9.0, 'S'],\n",
       "        ['61705566', 'TKEY', 9.0, 'P'],\n",
       "        ['61705566', 'BLN', 9.14, 'P'],\n",
       "        ['61705566', 'BECK', 9.24, 'S'],\n",
       "        ['61705566', 'ALKI', 9.45, 'S'],\n",
       "        ['61705566', 'VVHS', 9.54, 'S'],\n",
       "        ['61705566', 'KINR', 9.56, 'S'],\n",
       "        ['61705566', 'BELF', 9.61, 'S'],\n",
       "        ['61705566', 'CWFG', 9.73, 'P'],\n",
       "        ['61705566', 'GRIF', 9.83, 'P'],\n",
       "        ['61705566', 'TULA', 10.08, 'P'],\n",
       "        ['61705566', 'PIE', 10.09, 'S'],\n",
       "        ['61705566', 'NMDY', 10.14, 'S'],\n",
       "        ['61705566', 'RATT', 10.16, 'P'],\n",
       "        ['61705566', 'BRAV', 10.17, 'P'],\n",
       "        ['61705566', 'TORK', 10.2, 'P'],\n",
       "        ['61705566', 'LAWT', 10.23, 'S'],\n",
       "        ['61705566', 'PURDY', 10.28, 'S'],\n",
       "        ['61705566', 'MBPA', 10.39, 'P'],\n",
       "        ['61705566', 'CTR', 10.43, 'S'],\n",
       "        ['61705566', 'GHW', 10.6, 'P'],\n",
       "        ['61705566', 'HTW', 10.68, 'P'],\n",
       "        ['61705566', 'B001', 10.71, 'P'],\n",
       "        ['61705566', 'EGRN', 10.8, 'P'],\n",
       "        ['61705566', '7040', 10.83, 'S'],\n",
       "        ['61705566', 'NOB', 10.87, 'S'],\n",
       "        ['61705566', 'STOR', 10.94, 'P'],\n",
       "        ['61705566', 'LAYC', 10.95, 'P'],\n",
       "        ['61705566', 'DOSE', 10.97, 'S'],\n",
       "        ['61705566', '7030', 10.98, 'S'],\n",
       "        ['61705566', 'PCFR', 11.03, 'P'],\n",
       "        ['61705566', 'TLW1', 11.08, 'P'],\n",
       "        ['61705566', 'GRE', 11.14, 'S'],\n",
       "        ['61705566', 'SCC', 11.21, 'S'],\n",
       "        ['61705566', 'WRMB', 11.27, 'P'],\n",
       "        ['61705566', 'PRIN', 11.29, 'P'],\n",
       "        ['61705566', 'B013', 11.31, 'S'],\n",
       "        ['61705566', 'B941', 11.31, 'P'],\n",
       "        ['61705566', 'QSNZ', 11.33, 'S'],\n",
       "        ['61705566', 'TDHS', 11.34, 'S'],\n",
       "        ['61705566', 'MCLN', 11.73, 'P'],\n",
       "        ['61705566', 'B018', 12.01, 'P'],\n",
       "        ['61705566', 'MPL', 12.08, 'S'],\n",
       "        ['61705566', 'BRKS', 12.1, 'S'],\n",
       "        ['61705566', 'HDW', 12.12, 'S'],\n",
       "        ['61705566', 'BRPT', 12.58, 'S'],\n",
       "        ['61705566', 'TRFA', 12.75, 'P'],\n",
       "        ['61705566', 'CPW', 12.83, 'P'],\n",
       "        ['61705566', 'WYNO', 12.84, 'P'],\n",
       "        ['61705566', 'OAKH', 12.85, 'P'],\n",
       "        ['61705566', 'CARB', 12.91, 'P'],\n",
       "        ['61705566', 'BERY', 12.98, 'P'],\n",
       "        ['61705566', 'FINN', 12.99, 'S'],\n",
       "        ['61705566', 'JCW', 13.03, 'P'],\n",
       "        ['61705566', 'CRBN', 13.05, 'P'],\n",
       "        ['61705566', 'VOIT', 13.29, 'P'],\n",
       "        ['61705566', 'PR02', 13.43, 'P'],\n",
       "        ['61705566', 'KNEL', 13.43, 'S'],\n",
       "        ['61705566', 'RVC', 13.63, 'P'],\n",
       "        ['61705566', 'LRIV', 13.88, 'P'],\n",
       "        ['61705566', 'RUSH', 14.37, 'P'],\n",
       "        ['61705566', 'MARY', 14.38, 'S'],\n",
       "        ['61705566', 'SIFT', 14.65, 'P'],\n",
       "        ['61705566', 'LEOT', 14.74, 'S'],\n",
       "        ['61705566', 'SALO', 14.77, 'S'],\n",
       "        ['61705566', 'EVGW', 14.87, 'S'],\n",
       "        ['61705566', 'MAC', 14.87, 'S'],\n",
       "        ['61705566', 'PR05', 15.15, 'P'],\n",
       "        ['61705566', 'RRHS', 15.17, 'P'],\n",
       "        ['61705566', 'OBSR', 15.29, 'P'],\n",
       "        ['61705566', 'DONK', 15.44, 'P'],\n",
       "        ['61705566', 'EARN', 15.49, 'S'],\n",
       "        ['61705566', 'UPL', 15.56, 'S'],\n",
       "        ['61705566', 'FMW', 15.77, 'P'],\n",
       "        ['61705566', 'RER', 15.95, 'P'],\n",
       "        ['61705566', 'NLWA', 15.97, 'P'],\n",
       "        ['61705566', 'LCW2', 16.12, 'P'],\n",
       "        ['61705566', 'STAR', 16.15, 'P'],\n",
       "        ['61705566', 'RCS', 16.16, 'P'],\n",
       "        ['61705566', 'SWID', 16.17, 'S'],\n",
       "        ['61705566', 'BLN', 16.26, 'S'],\n",
       "        ['61705566', 'PAYL', 16.27, 'S'],\n",
       "        ['61705566', 'HOMA', 16.49, 'S'],\n",
       "        ['61705566', 'RCM', 16.65, 'P'],\n",
       "        ['61705566', 'LO2', 16.92, 'P'],\n",
       "        ['61705566', 'PARA', 17.01, 'P'],\n",
       "        ['61705566', 'PCEP', 17.45, 'S'],\n",
       "        ['61705566', 'CINE', 17.87, 'P'],\n",
       "        ['61705566', 'MBPA', 18.12, 'S'],\n",
       "        ['61705566', 'BRAV', 18.27, 'S'],\n",
       "        ['61705566', 'OPCH', 19.03, 'P'],\n",
       "        ['61705566', 'GHW', 19.06, 'S'],\n",
       "        ['61705566', 'PCFR', 19.37, 'S'],\n",
       "        ['61705566', 'GPW', 19.38, 'P'],\n",
       "        ['61705566', 'OAKH', 22.71, 'S'],\n",
       "        ['61705566', 'CARB', 22.95, 'S'],\n",
       "        ['61705566', 'CRBN', 23.01, 'S'],\n",
       "        ['61705566', 'WYNO', 23.07, 'S'],\n",
       "        ['61705566', 'VOIT', 23.55, 'S'],\n",
       "        ['61705566', 'PR05', 27.05, 'S'],\n",
       "        ['61705566', 'FMW', 27.67, 'S']], dtype=object),\n",
       " array([['61705571', 'GMW', 4.49, 'P'],\n",
       "        ['61705571', 'GNW', 4.75, 'P'],\n",
       "        ['61705571', 'DOSE', 6.44, 'P'],\n",
       "        ['61705571', 'HDW', 7.02, 'P'],\n",
       "        ['61705571', 'GNW', 8.34, 'S'],\n",
       "        ['61705571', 'SVOH', 11.19, 'P'],\n",
       "        ['61705571', 'DOSE', 11.32, 'S'],\n",
       "        ['61705571', 'B013', 11.78, 'S'],\n",
       "        ['61705571', 'HDW', 12.53, 'S'],\n",
       "        ['61705571', 'B001', 19.81, 'S']], dtype=object),\n",
       " array([['61705576', 'GMW', 4.25, 'P'],\n",
       "        ['61705576', 'GNW', 4.42, 'P'],\n",
       "        ['61705576', 'SILV', 4.56, 'P'],\n",
       "        ['61705576', 'KITP', 4.6, 'P'],\n",
       "        ['61705576', 'BRGL', 4.75, 'P'],\n",
       "        ['61705576', 'ALKI', 4.94, 'P'],\n",
       "        ['61705576', 'BECK', 4.99, 'P'],\n",
       "        ['61705576', 'VVHS', 5.0, 'P'],\n",
       "        ['61705576', 'NMDY', 5.37, 'P'],\n",
       "        ['61705576', 'DOSE', 6.12, 'P'],\n",
       "        ['61705576', 'B013', 6.36, 'P'],\n",
       "        ['61705576', 'BRPT', 6.61, 'P'],\n",
       "        ['61705576', 'HDW', 6.76, 'P'],\n",
       "        ['61705576', 'MAC', 7.64, 'P'],\n",
       "        ['61705576', 'GMW', 7.68, 'S'],\n",
       "        ['61705576', 'ALLI', 7.85, 'P'],\n",
       "        ['61705576', 'SKIT', 8.06, 'S'],\n",
       "        ['61705576', 'GNW', 8.08, 'S'],\n",
       "        ['61705576', 'SALO', 8.08, 'P'],\n",
       "        ['61705576', 'EVGW', 8.27, 'P'],\n",
       "        ['61705576', 'KIMR', 8.33, 'S'],\n",
       "        ['61705576', 'SWID', 8.81, 'P'],\n",
       "        ['61705576', 'KITP', 8.87, 'S'],\n",
       "        ['61705576', 'BRGL', 8.97, 'S'],\n",
       "        ['61705576', 'TKEY', 8.98, 'P'],\n",
       "        ['61705576', 'BECK', 9.31, 'S'],\n",
       "        ['61705576', 'ALKI', 9.38, 'S'],\n",
       "        ['61705576', 'VVHS', 9.43, 'S'],\n",
       "        ['61705576', 'CWFG', 9.73, 'P'],\n",
       "        ['61705576', 'NMDY', 10.09, 'S'],\n",
       "        ['61705576', 'BRAV', 10.15, 'P'],\n",
       "        ['61705576', 'TORK', 10.17, 'P'],\n",
       "        ['61705576', 'RATT', 10.19, 'P'],\n",
       "        ['61705576', 'EGRN', 10.82, 'P'],\n",
       "        ['61705576', 'DOSE', 10.94, 'S'],\n",
       "        ['61705576', 'PCFR', 10.99, 'P'],\n",
       "        ['61705576', 'B941', 11.28, 'P'],\n",
       "        ['61705576', 'B013', 11.34, 'S'],\n",
       "        ['61705576', 'B018', 12.02, 'P'],\n",
       "        ['61705576', 'HDW', 12.12, 'S'],\n",
       "        ['61705576', 'BRKS', 12.21, 'S'],\n",
       "        ['61705576', 'CARB', 12.9, 'P'],\n",
       "        ['61705576', 'WYNO', 12.96, 'P'],\n",
       "        ['61705576', 'CRBN', 13.0, 'P'],\n",
       "        ['61705576', 'BERY', 13.06, 'P'],\n",
       "        ['61705576', 'JCW', 13.18, 'P'],\n",
       "        ['61705576', 'VOIT', 13.24, 'P'],\n",
       "        ['61705576', 'SIFT', 14.6, 'P'],\n",
       "        ['61705576', 'LCW2', 16.09, 'P'],\n",
       "        ['61705576', 'SWID', 16.32, 'S'],\n",
       "        ['61705576', 'BLN', 16.36, 'S'],\n",
       "        ['61705576', 'TLW1', 19.21, 'S'],\n",
       "        ['61705576', 'STOR', 19.6, 'S'],\n",
       "        ['61705576', 'PCFR', 19.72, 'S'],\n",
       "        ['61705576', 'B018', 21.57, 'S'],\n",
       "        ['61705576', 'CARB', 22.84, 'S'],\n",
       "        ['61705576', 'CRBN', 22.98, 'S'],\n",
       "        ['61705576', 'WYNO', 23.08, 'S'],\n",
       "        ['61705576', 'VOIT', 23.48, 'S'],\n",
       "        ['61705576', 'SIFT', 25.86, 'S']], dtype=object),\n",
       " array([['61705586', 'GMW', 4.37, 'P'],\n",
       "        ['61705586', 'GNW', 4.62, 'P'],\n",
       "        ['61705586', 'DOSE', 6.23, 'P'],\n",
       "        ['61705586', 'B943', 6.45, 'P'],\n",
       "        ['61705586', 'HDW', 6.87, 'P'],\n",
       "        ['61705586', 'GMW', 7.78, 'S'],\n",
       "        ['61705586', 'GNW', 8.17, 'S'],\n",
       "        ['61705586', 'DOSE', 11.2, 'S'],\n",
       "        ['61705586', 'B943', 11.4, 'S'],\n",
       "        ['61705586', 'HDW', 12.23, 'S']], dtype=object),\n",
       " array([['61705596', 'GMW', 4.27, 'P'],\n",
       "        ['61705596', 'GNW', 4.42, 'P'],\n",
       "        ['61705596', 'SILV', 4.58, 'P'],\n",
       "        ['61705596', 'VVHS', 5.08, 'P'],\n",
       "        ['61705596', 'KIMR', 5.25, 'P'],\n",
       "        ['61705596', 'DOSE', 6.11, 'P'],\n",
       "        ['61705596', 'B943', 6.33, 'P'],\n",
       "        ['61705596', 'HDW', 6.76, 'P'],\n",
       "        ['61705596', 'GMW', 7.69, 'S'],\n",
       "        ['61705596', 'GNW', 8.06, 'S'],\n",
       "        ['61705596', 'SKIT', 8.24, 'S'],\n",
       "        ['61705596', 'KIMR', 8.5, 'S'],\n",
       "        ['61705596', 'TKEY', 9.04, 'P'],\n",
       "        ['61705596', 'DOSE', 11.06, 'S'],\n",
       "        ['61705596', 'PCFR', 11.12, 'P'],\n",
       "        ['61705596', 'B943', 11.26, 'S'],\n",
       "        ['61705596', 'B018', 12.12, 'P'],\n",
       "        ['61705596', 'HDW', 12.12, 'S'],\n",
       "        ['61705596', 'WYNO', 12.98, 'P'],\n",
       "        ['61705596', 'CRBN', 13.19, 'P'],\n",
       "        ['61705596', 'JCW', 13.2, 'P'],\n",
       "        ['61705596', 'VOIT', 13.34, 'P'],\n",
       "        ['61705596', 'SIFT', 14.71, 'P'],\n",
       "        ['61705596', 'LCW2', 16.16, 'P'],\n",
       "        ['61705596', 'B001', 19.58, 'S'],\n",
       "        ['61705596', 'B941', 20.56, 'S'],\n",
       "        ['61705596', 'CARB', 22.98, 'S'],\n",
       "        ['61705596', 'CRBN', 23.01, 'S'],\n",
       "        ['61705596', 'WYNO', 23.07, 'S'],\n",
       "        ['61705596', 'VOIT', 23.62, 'S']], dtype=object),\n",
       " array([['61705651', 'GMW', 4.2, 'P'],\n",
       "        ['61705651', 'GNW', 4.46, 'P'],\n",
       "        ['61705651', 'DOSE', 6.05, 'P'],\n",
       "        ['61705651', 'HDW', 6.71, 'P'],\n",
       "        ['61705651', 'GMW', 7.62, 'S'],\n",
       "        ['61705651', 'GNW', 8.01, 'S'],\n",
       "        ['61705651', 'TKEY', 8.96, 'P'],\n",
       "        ['61705651', 'DOSE', 10.95, 'S'],\n",
       "        ['61705651', 'B013', 11.27, 'S'],\n",
       "        ['61705651', 'B018', 12.0, 'P'],\n",
       "        ['61705651', 'HDW', 12.09, 'S'],\n",
       "        ['61705651', 'CARB', 12.88, 'P'],\n",
       "        ['61705651', 'CRBN', 13.02, 'P'],\n",
       "        ['61705651', 'PAYL', 15.65, 'S'],\n",
       "        ['61705651', 'B001', 19.45, 'S'],\n",
       "        ['61705651', 'CARB', 22.84, 'S'],\n",
       "        ['61705651', 'CRBN', 23.2, 'S']], dtype=object),\n",
       " array([['61705676', 'GMW', 4.11, 'P'],\n",
       "        ['61705676', 'GNW', 4.38, 'P'],\n",
       "        ['61705676', 'DOSE', 5.96, 'P'],\n",
       "        ['61705676', 'B943', 6.22, 'P'],\n",
       "        ['61705676', 'HDW', 6.61, 'P'],\n",
       "        ['61705676', 'GMW', 7.53, 'S'],\n",
       "        ['61705676', 'GNW', 7.91, 'S'],\n",
       "        ['61705676', 'SKIT', 7.95, 'S'],\n",
       "        ['61705676', 'KIMR', 8.36, 'S'],\n",
       "        ['61705676', 'TKEY', 8.9, 'P'],\n",
       "        ['61705676', 'DOSE', 10.89, 'S'],\n",
       "        ['61705676', 'B943', 11.22, 'S'],\n",
       "        ['61705676', 'B018', 11.97, 'P'],\n",
       "        ['61705676', 'HDW', 11.98, 'S'],\n",
       "        ['61705676', 'CARB', 12.87, 'P'],\n",
       "        ['61705676', 'LCW2', 16.07, 'P'],\n",
       "        ['61705676', 'B001', 19.35, 'S'],\n",
       "        ['61705676', 'CARB', 22.83, 'S'],\n",
       "        ['61705676', 'CRBN', 23.2, 'S'],\n",
       "        ['61705676', 'VOIT', 23.45, 'S']], dtype=object),\n",
       " array([['61705706', 'GMW', 4.1, 'P'],\n",
       "        ['61705706', 'GNW', 4.38, 'P'],\n",
       "        ['61705706', 'SILV', 4.44, 'P'],\n",
       "        ['61705706', 'BRGL', 4.73, 'P'],\n",
       "        ['61705706', 'BECK', 4.89, 'P'],\n",
       "        ['61705706', 'DOSE', 5.99, 'P'],\n",
       "        ['61705706', 'B013', 6.19, 'P'],\n",
       "        ['61705706', 'HDW', 6.62, 'P'],\n",
       "        ['61705706', 'GMW', 7.61, 'S'],\n",
       "        ['61705706', 'GNW', 7.95, 'S'],\n",
       "        ['61705706', 'BRGL', 8.9, 'S'],\n",
       "        ['61705706', 'BELF', 9.58, 'S'],\n",
       "        ['61705706', 'DOSE', 10.9, 'S'],\n",
       "        ['61705706', 'B941', 11.2, 'P'],\n",
       "        ['61705706', 'B013', 11.21, 'S'],\n",
       "        ['61705706', 'B018', 11.93, 'P'],\n",
       "        ['61705706', 'HDW', 12.03, 'S'],\n",
       "        ['61705706', 'CARB', 12.83, 'P'],\n",
       "        ['61705706', 'CRBN', 13.03, 'P'],\n",
       "        ['61705706', 'VOIT', 13.18, 'P'],\n",
       "        ['61705706', 'FMW', 15.72, 'P'],\n",
       "        ['61705706', 'B001', 19.39, 'S'],\n",
       "        ['61705706', 'B941', 20.15, 'S'],\n",
       "        ['61705706', 'CARB', 22.79, 'S'],\n",
       "        ['61705706', 'CRBN', 23.29, 'S'],\n",
       "        ['61705706', 'VOIT', 23.48, 'S'],\n",
       "        ['61705706', 'FMW', 27.76, 'S']], dtype=object),\n",
       " array([['61705776', 'GMW', 4.24, 'P'],\n",
       "        ['61705776', 'GNW', 4.4, 'P'],\n",
       "        ['61705776', 'SILV', 4.55, 'P'],\n",
       "        ['61705776', 'KCAM', 4.58, 'P'],\n",
       "        ['61705776', 'KITP', 4.6, 'P'],\n",
       "        ['61705776', 'BRGL', 4.73, 'P'],\n",
       "        ['61705776', 'ALKI', 4.93, 'P'],\n",
       "        ['61705776', 'VVHS', 4.97, 'P'],\n",
       "        ['61705776', 'BECK', 4.99, 'P'],\n",
       "        ['61705776', 'NMDY', 5.35, 'P'],\n",
       "        ['61705776', 'DOSE', 6.11, 'P'],\n",
       "        ['61705776', 'B013', 6.43, 'P'],\n",
       "        ['61705776', 'BRPT', 6.6, 'P'],\n",
       "        ['61705776', 'HDW', 6.75, 'P'],\n",
       "        ['61705776', 'MAC', 7.61, 'P'],\n",
       "        ['61705776', 'GMW', 7.67, 'S'],\n",
       "        ['61705776', 'SALO', 8.01, 'P'],\n",
       "        ['61705776', 'SKIT', 8.04, 'S'],\n",
       "        ['61705776', 'GNW', 8.07, 'S'],\n",
       "        ['61705776', 'KIMR', 8.41, 'S'],\n",
       "        ['61705776', 'PAYL', 8.58, 'P'],\n",
       "        ['61705776', 'SWID', 8.8, 'P'],\n",
       "        ['61705776', 'KITP', 8.88, 'S'],\n",
       "        ['61705776', 'BRGL', 8.95, 'S'],\n",
       "        ['61705776', 'TKEY', 8.96, 'P'],\n",
       "        ['61705776', 'ALKI', 9.39, 'S'],\n",
       "        ['61705776', 'CWFG', 9.71, 'P'],\n",
       "        ['61705776', 'NMDY', 9.99, 'S'],\n",
       "        ['61705776', 'LAWT', 10.13, 'S'],\n",
       "        ['61705776', 'PURDY', 10.27, 'S'],\n",
       "        ['61705776', 'HTW', 10.66, 'P'],\n",
       "        ['61705776', 'EGRN', 10.77, 'P'],\n",
       "        ['61705776', 'DOSE', 11.01, 'S'],\n",
       "        ['61705776', 'B001', 11.2, 'P'],\n",
       "        ['61705776', 'B941', 11.31, 'P'],\n",
       "        ['61705776', 'B013', 11.34, 'S'],\n",
       "        ['61705776', 'B018', 11.98, 'P'],\n",
       "        ['61705776', 'HDW', 12.15, 'S'],\n",
       "        ['61705776', 'BRPT', 12.44, 'S'],\n",
       "        ['61705776', 'CARB', 12.82, 'P'],\n",
       "        ['61705776', 'WYNO', 12.94, 'P'],\n",
       "        ['61705776', 'CRBN', 13.01, 'P'],\n",
       "        ['61705776', 'JCW', 13.06, 'P'],\n",
       "        ['61705776', 'VOIT', 13.22, 'P'],\n",
       "        ['61705776', 'RVC', 13.56, 'P'],\n",
       "        ['61705776', 'SIFT', 14.56, 'P'],\n",
       "        ['61705776', 'OSD', 14.85, 'P'],\n",
       "        ['61705776', 'FMW', 15.69, 'P'],\n",
       "        ['61705776', 'RER', 15.85, 'P'],\n",
       "        ['61705776', 'LCW2', 16.13, 'P'],\n",
       "        ['61705776', 'PAYL', 16.2, 'S'],\n",
       "        ['61705776', 'SWID', 16.31, 'S'],\n",
       "        ['61705776', 'HOMA', 16.49, 'S'],\n",
       "        ['61705776', 'GTWY', 16.61, 'P'],\n",
       "        ['61705776', 'LO2', 16.86, 'P'],\n",
       "        ['61705776', 'PARA', 16.92, 'P'],\n",
       "        ['61705776', 'TLW1', 19.19, 'S'],\n",
       "        ['61705776', 'B001', 19.54, 'S'],\n",
       "        ['61705776', 'B018', 21.58, 'S'],\n",
       "        ['61705776', 'CARB', 22.8, 'S'],\n",
       "        ['61705776', 'WYNO', 23.05, 'S'],\n",
       "        ['61705776', 'VOIT', 23.44, 'S'],\n",
       "        ['61705776', 'RVC', 24.02, 'S'],\n",
       "        ['61705776', 'SIFT', 26.16, 'S'],\n",
       "        ['61705776', 'FMW', 27.54, 'S'],\n",
       "        ['61705776', 'PARA', 29.73, 'S']], dtype=object),\n",
       " array([['61705826', 'GMW', 4.29, 'P'],\n",
       "        ['61705826', 'GNW', 4.58, 'P'],\n",
       "        ['61705826', 'DOSE', 6.16, 'P'],\n",
       "        ['61705826', 'B013', 6.43, 'P'],\n",
       "        ['61705826', 'HDW', 6.82, 'P'],\n",
       "        ['61705826', 'GNW', 8.1, 'S'],\n",
       "        ['61705826', 'DOSE', 11.03, 'S'],\n",
       "        ['61705826', 'B013', 11.34, 'S'],\n",
       "        ['61705826', 'B941', 11.47, 'P'],\n",
       "        ['61705826', 'HDW', 12.17, 'S'],\n",
       "        ['61705826', 'B941', 20.34, 'S']], dtype=object),\n",
       " array([['61706156', 'GMW', 4.15, 'P'],\n",
       "        ['61706156', 'SKIT', 4.16, 'P'],\n",
       "        ['61706156', 'GNW', 4.31, 'P'],\n",
       "        ['61706156', 'SILV', 4.44, 'P'],\n",
       "        ['61706156', 'KITP', 4.5, 'P'],\n",
       "        ['61706156', 'BRGL', 4.64, 'P'],\n",
       "        ['61706156', 'BECK', 4.88, 'P'],\n",
       "        ['61706156', 'ALKI', 4.88, 'P'],\n",
       "        ['61706156', 'VVHS', 4.96, 'P'],\n",
       "        ['61706156', 'KINR', 5.06, 'P'],\n",
       "        ['61706156', 'LAWT', 5.21, 'P'],\n",
       "        ['61706156', 'PURDY', 5.32, 'P'],\n",
       "        ['61706156', 'NMDY', 5.33, 'P'],\n",
       "        ['61706156', 'GRE', 5.77, 'P'],\n",
       "        ['61706156', 'DOSE', 5.99, 'P'],\n",
       "        ['61706156', 'B013', 6.23, 'P'],\n",
       "        ['61706156', 'BRPT', 6.56, 'P'],\n",
       "        ['61706156', 'MPL', 6.65, 'P'],\n",
       "        ['61706156', 'HDW', 6.65, 'P'],\n",
       "        ['61706156', 'GMW', 7.55, 'S'],\n",
       "        ['61706156', 'MAC', 7.6, 'P'],\n",
       "        ['61706156', 'SALO', 7.9, 'P'],\n",
       "        ['61706156', 'GNW', 7.95, 'S'],\n",
       "        ['61706156', 'LEOT', 7.96, 'P'],\n",
       "        ['61706156', 'UPL', 8.02, 'P'],\n",
       "        ['61706156', 'EVGW', 8.12, 'P'],\n",
       "        ['61706156', 'KEYP', 8.12, 'P'],\n",
       "        ['61706156', 'SKIT', 8.12, 'S'],\n",
       "        ['61706156', 'KIMR', 8.21, 'S'],\n",
       "        ['61706156', 'LCMC', 8.42, 'P'],\n",
       "        ['61706156', 'SILV', 8.48, 'S'],\n",
       "        ['61706156', 'PAYL', 8.53, 'P'],\n",
       "        ['61706156', 'SWID', 8.66, 'P'],\n",
       "        ['61706156', 'KITP', 8.75, 'S'],\n",
       "        ['61706156', 'BRGL', 8.86, 'S'],\n",
       "        ['61706156', 'TKEY', 8.93, 'P'],\n",
       "        ['61706156', 'BECK', 9.1, 'S'],\n",
       "        ['61706156', 'ALKI', 9.33, 'S'],\n",
       "        ['61706156', 'VVHS', 9.43, 'S'],\n",
       "        ['61706156', 'KINR', 9.44, 'S'],\n",
       "        ['61706156', 'BELF', 9.48, 'S'],\n",
       "        ['61706156', 'CWFG', 9.58, 'P'],\n",
       "        ['61706156', 'PIE', 9.96, 'S'],\n",
       "        ['61706156', 'NMDY', 10.01, 'S'],\n",
       "        ['61706156', 'BRAV', 10.11, 'P'],\n",
       "        ['61706156', 'TORK', 10.13, 'P'],\n",
       "        ['61706156', 'LAWT', 10.13, 'S'],\n",
       "        ['61706156', 'PURDY', 10.17, 'S'],\n",
       "        ['61706156', 'MACH', 10.19, 'P'],\n",
       "        ['61706156', 'GHW', 10.45, 'P'],\n",
       "        ['61706156', 'HTW', 10.61, 'P'],\n",
       "        ['61706156', 'EGRN', 10.73, 'P'],\n",
       "        ['61706156', 'NOB', 10.76, 'S'],\n",
       "        ['61706156', 'MBPA', 10.77, 'P'],\n",
       "        ['61706156', 'DOSE', 10.78, 'S'],\n",
       "        ['61706156', 'STOR', 10.83, 'P'],\n",
       "        ['61706156', 'B001', 10.83, 'P'],\n",
       "        ['61706156', 'PCFR', 10.96, 'P'],\n",
       "        ['61706156', 'TLW1', 11.0, 'P'],\n",
       "        ['61706156', 'B013', 11.17, 'S'],\n",
       "        ['61706156', 'B941', 11.24, 'P'],\n",
       "        ['61706156', 'PRIN', 11.31, 'P'],\n",
       "        ['61706156', 'B018', 11.95, 'P'],\n",
       "        ['61706156', 'HDW', 12.0, 'S'],\n",
       "        ['61706156', 'BRKS', 12.02, 'S'],\n",
       "        ['61706156', 'MPL', 12.12, 'S'],\n",
       "        ['61706156', 'BRPT', 12.48, 'S'],\n",
       "        ['61706156', 'WYNO', 12.77, 'P'],\n",
       "        ['61706156', 'CARB', 12.81, 'P'],\n",
       "        ['61706156', 'FINN', 12.86, 'S'],\n",
       "        ['61706156', 'BERY', 12.91, 'P'],\n",
       "        ['61706156', 'CPW', 12.91, 'P'],\n",
       "        ['61706156', 'CRBN', 12.96, 'P'],\n",
       "        ['61706156', 'JCW', 12.96, 'P'],\n",
       "        ['61706156', 'VOIT', 13.21, 'P'],\n",
       "        ['61706156', 'PR02', 13.4, 'P'],\n",
       "        ['61706156', 'KNEL', 13.41, 'S'],\n",
       "        ['61706156', 'RVC', 13.65, 'P'],\n",
       "        ['61706156', 'RUSH', 14.29, 'P'],\n",
       "        ['61706156', 'SIFT', 14.56, 'P'],\n",
       "        ['61706156', 'LEOT', 14.61, 'S'],\n",
       "        ['61706156', 'SALO', 14.63, 'S'],\n",
       "        ['61706156', 'OSD', 14.73, 'P'],\n",
       "        ['61706156', 'MAC', 14.79, 'S'],\n",
       "        ['61706156', 'EVGW', 14.86, 'S'],\n",
       "        ['61706156', 'PR05', 15.07, 'P'],\n",
       "        ['61706156', 'LCMC', 15.09, 'S'],\n",
       "        ['61706156', 'RRHS', 15.11, 'P'],\n",
       "        ['61706156', 'OBSR', 15.26, 'P'],\n",
       "        ['61706156', 'DONK', 15.38, 'P'],\n",
       "        ['61706156', 'UPL', 15.46, 'S'],\n",
       "        ['61706156', 'FMW', 15.66, 'P'],\n",
       "        ['61706156', 'RER', 15.85, 'P'],\n",
       "        ['61706156', 'SWID', 16.02, 'S'],\n",
       "        ['61706156', 'PAYL', 16.02, 'S'],\n",
       "        ['61706156', 'LCW2', 16.05, 'P'],\n",
       "        ['61706156', 'RCS', 16.06, 'P'],\n",
       "        ['61706156', 'BLN', 16.21, 'S'],\n",
       "        ['61706156', 'HOMA', 16.38, 'S'],\n",
       "        ['61706156', 'PANH', 16.81, 'P'],\n",
       "        ['61706156', 'LON', 16.82, 'P'],\n",
       "        ['61706156', 'PCEP', 17.37, 'S'],\n",
       "        ['61706156', 'CWFG', 17.61, 'S'],\n",
       "        ['61706156', 'CINE', 17.81, 'P'],\n",
       "        ['61706156', 'MBPA', 18.08, 'S'],\n",
       "        ['61706156', 'BRAV', 18.22, 'S'],\n",
       "        ['61706156', 'MACH', 18.24, 'S'],\n",
       "        ['61706156', 'OPCH', 18.94, 'P'],\n",
       "        ['61706156', 'TLW1', 18.97, 'S'],\n",
       "        ['61706156', 'STOR', 18.97, 'S'],\n",
       "        ['61706156', 'GHW', 18.99, 'S'],\n",
       "        ['61706156', 'B001', 19.35, 'S'],\n",
       "        ['61706156', 'B018', 21.69, 'S'],\n",
       "        ['61706156', 'CARB', 22.85, 'S'],\n",
       "        ['61706156', 'WYNO', 22.98, 'S'],\n",
       "        ['61706156', 'VOIT', 23.49, 'S'],\n",
       "        ['61706156', 'NINO', 24.09, 'S'],\n",
       "        ['61706156', 'PR05', 26.97, 'S'],\n",
       "        ['61706156', 'FMW', 27.65, 'S']], dtype=object),\n",
       " array([['61706761', 'CARB', 22.91, 'S'],\n",
       "        ['61706761', 'B013', 11.26, 'S'],\n",
       "        ['61706761', 'B013', 6.31, 'P'],\n",
       "        ['61706761', 'B018', 11.99, 'P'],\n",
       "        ['61706761', 'DOSE', 11.02, 'S'],\n",
       "        ['61706761', 'DOSE', 6.11, 'P'],\n",
       "        ['61706761', 'FMW', 27.68, 'S'],\n",
       "        ['61706761', 'FMW', 15.91, 'P'],\n",
       "        ['61706761', 'GMW', 4.21, 'P'],\n",
       "        ['61706761', 'GNW', 8.02, 'S'],\n",
       "        ['61706761', 'GNW', 4.47, 'P'],\n",
       "        ['61706761', 'HDW', 6.73, 'P'],\n",
       "        ['61706761', 'HDW', 12.1, 'S'],\n",
       "        ['61706761', 'HTW', 10.67, 'P']], dtype=object)]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'stainfos' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-6d7bd15a4909>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstainfos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'stainfos' is not defined"
     ]
    }
   ],
   "source": [
    "stainfos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# stations = np.unique(stainfos['STA'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame(stations, columns =['stn'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in range(len(stations)):\n",
    "#     sta = stations[i]\n",
    "#     stainfo \n",
    "#     print(sta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "path2 = '/Users/banjo/Projects/nll_pnsn/util/stationInfo'\n",
    "df1 = pd.read_csv(path2 + '/pnsnStations_simple.list')\n",
    "# df2 = pd.read_csv(path + '/p4_stations_for_test.list')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_sta = []\n",
    "match_lat =[]\n",
    "match_lon=[]\n",
    "match_ele=[]\n",
    "# tmp = df2['stn'].values\n",
    "tmp = stations.values\n",
    "for i in range(len(tmp)):\n",
    "    station = tmp[i]\n",
    "    match = df1.loc[df1['sta']==station].values[0]\n",
    "    match_lat.append(match[3])\n",
    "    match_lon.append(match[4])\n",
    "    match_ele.append(match[5])\n",
    "    match_sta.append(match[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(list(zip(match_sta,match_lat,match_lon,match_ele)),columns = ['Station','Lat','Lon','Elev'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Station</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Elev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BLN</td>\n",
       "      <td>48.006624</td>\n",
       "      <td>-122.97265</td>\n",
       "      <td>601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SMW</td>\n",
       "      <td>47.319450</td>\n",
       "      <td>-123.34445</td>\n",
       "      <td>877</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Station        Lat        Lon  Elev\n",
       "0     BLN  48.006624 -122.97265   601\n",
       "1     SMW  47.319450 -123.34445   877"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "srcs = []\n",
    "descriptor = []\n",
    "zeros = []\n",
    "lats = []\n",
    "lons = []\n",
    "elvs = []\n",
    "names=[]\n",
    "for i in range(len(match_lat)):\n",
    "    lat = match_lat[i]\n",
    "    lat = '%7.4f' %lat\n",
    "    lon = match_lon[i]\n",
    "    lon = '%7.4f' %lon\n",
    "    ele = match_ele[i]/1000\n",
    "    ele = '%6.2f' %ele\n",
    "    name = match_sta[i]\n",
    "    name = '%5s' %name\n",
    "    name = str(name)\n",
    "    srcs.append('GTSRCE')\n",
    "    descriptor.append('LATLON')\n",
    "    zeros.append('0.0')\n",
    "    lats.append(lat)\n",
    "    names.append(name)\n",
    "    lons.append(lon)\n",
    "    elvs.append(ele)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(list(zip(srcs,names,descriptor,lats,lons,zeros,elvs)),columns = ['Source','Station','Descriptor','Lat','Lon','Zeros','Elev'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.to_csv(g2t_stn_list4plot,index=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Source</th>\n",
       "      <th>Station</th>\n",
       "      <th>Descriptor</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Zeros</th>\n",
       "      <th>Elev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GTSRCE</td>\n",
       "      <td>BLN</td>\n",
       "      <td>LATLON</td>\n",
       "      <td>48.0066</td>\n",
       "      <td>-122.9727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GTSRCE</td>\n",
       "      <td>SMW</td>\n",
       "      <td>LATLON</td>\n",
       "      <td>47.3195</td>\n",
       "      <td>-123.3444</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Source Station Descriptor      Lat        Lon Zeros    Elev\n",
       "0  GTSRCE     BLN     LATLON  48.0066  -122.9727   0.0    0.60\n",
       "1  GTSRCE     SMW     LATLON  47.3195  -123.3444   0.0    0.88"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('Station')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(g2t_stn_list,sep =' ',index=0,header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat = df['Lat'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "lon = df['Lon'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('-123.3444', '-122.9727')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(lon),np.min(lon) #,np.max(lat),np.min(lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('48.0066', '47.3195')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(lat) ,np.min(lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "list = pd.read_csv('/Users/banjo/Projects/nll_pnsn/scripts/list')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>q</th>\n",
       "      <th>id</th>\n",
       "      <th>stn</th>\n",
       "      <th>tt</th>\n",
       "      <th>ph</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10408683</td>\n",
       "      <td>BLN</td>\n",
       "      <td>16.22</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10408683</td>\n",
       "      <td>SMW</td>\n",
       "      <td>19.87</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10420133</td>\n",
       "      <td>GMW</td>\n",
       "      <td>3.05</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10420133</td>\n",
       "      <td>GNW</td>\n",
       "      <td>3.32</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10420133</td>\n",
       "      <td>PS0</td>\n",
       "      <td>4.54</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7156</th>\n",
       "      <td>NaN</td>\n",
       "      <td>61706761</td>\n",
       "      <td>GNW</td>\n",
       "      <td>8.02</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7157</th>\n",
       "      <td>NaN</td>\n",
       "      <td>61706761</td>\n",
       "      <td>GNW</td>\n",
       "      <td>4.47</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7158</th>\n",
       "      <td>NaN</td>\n",
       "      <td>61706761</td>\n",
       "      <td>HDW</td>\n",
       "      <td>6.73</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7159</th>\n",
       "      <td>NaN</td>\n",
       "      <td>61706761</td>\n",
       "      <td>HDW</td>\n",
       "      <td>12.10</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7160</th>\n",
       "      <td>NaN</td>\n",
       "      <td>61706761</td>\n",
       "      <td>HTW</td>\n",
       "      <td>10.67</td>\n",
       "      <td>P</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7161 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       q        id  stn     tt ph   x\n",
       "0    NaN  10408683  BLN  16.22  S NaN\n",
       "1    NaN  10408683  SMW  19.87  S NaN\n",
       "2    NaN  10420133  GMW   3.05  P NaN\n",
       "3    NaN  10420133  GNW   3.32  P NaN\n",
       "4    NaN  10420133  PS0   4.54  P NaN\n",
       "...   ..       ...  ...    ... ..  ..\n",
       "7156 NaN  61706761  GNW   8.02  S NaN\n",
       "7157 NaN  61706761  GNW   4.47  P NaN\n",
       "7158 NaN  61706761  HDW   6.73  P NaN\n",
       "7159 NaN  61706761  HDW  12.10  S NaN\n",
       "7160 NaN  61706761  HTW  10.67  P NaN\n",
       "\n",
       "[7161 rows x 6 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['7030', '7040', 'ALCT', 'ALKI', 'ALLI', 'ASR', 'ATES', 'AUG',\n",
       "       'B001', 'B005', 'B006', 'B007', 'B013', 'B014', 'B017', 'B018',\n",
       "       'B05D', 'B201', 'B941', 'B943', 'BABE', 'BBO', 'BECK', 'BELF',\n",
       "       'BEN', 'BERY', 'BES3', 'BES4', 'BES5', 'BEVT', 'BG0', 'BHW', 'BLDG',\n",
       "       'BLN', 'BM0', 'BOW', 'BPO', 'BRAV', 'BRGL', 'BRKS', 'BRPT', 'BRV',\n",
       "       'BSFP', 'BVW', 'C04A', 'CARB', 'CBS', 'CDF', 'CDMR', 'CINE', 'CMM',\n",
       "       'CMW', 'COR', 'CPW', 'CRBN', 'CRF', 'CTR', 'CWFG', 'D03D', 'D04E',\n",
       "       'DBO', 'DONK', 'DOSE', 'DPW', 'DY2', 'EARN', 'EDM', 'EGRN', 'ELK',\n",
       "       'ELL', 'ELW', 'EPH', 'ERW', 'ET3', 'ETW', 'EVCC', 'EVGW', 'FHE',\n",
       "       'FINN', 'FL2', 'FMW', 'GBB', 'GBL', 'GHW', 'GL2', 'GLK', 'GMO',\n",
       "       'GMW', 'GNW', 'GPW', 'GRCC', 'GRE', 'GRIF', 'GSM', 'GTWN', 'GTWY',\n",
       "       'GUL', 'HART', 'HBO', 'HDW', 'HEBO', 'HICC', 'HOG', 'HOLY', 'HOMA',\n",
       "       'HSO', 'HSR', 'HTW', 'JBO', 'JCW', 'JUN', 'KCAM', 'KD0', 'KDK',\n",
       "       'KEYP', 'KICC', 'KIMB', 'KIMR', 'KINR', 'KITP', 'KMO', 'KNEL',\n",
       "       'KNJH', 'KOS', 'LAB', 'LAWT', 'LAYC', 'LCMC', 'LCW', 'LCW2', 'LEOT',\n",
       "       'LMW', 'LNO', 'LO2', 'LOC', 'LON', 'LRIV', 'LTY', 'LVP', 'LYNC',\n",
       "       'MAC', 'MACH', 'MARY', 'MBKE', 'MBPA', 'MBW', 'MCLN', 'MCW', 'MDW',\n",
       "       'MEAN', 'MEW', 'MJ2', 'MNWA', 'MOX', 'MPL', 'MPO', 'MTM', 'NAC',\n",
       "       'NEL', 'NIHS', 'NINO', 'NLO', 'NLWA', 'NMDY', 'NOB', 'NOWS', 'OAKH',\n",
       "       'OBC', 'OBH', 'OBSR', 'OCP', 'OCWA', 'OD2', 'OFR', 'OHC', 'OHW',\n",
       "       'ON2', 'ONR', 'OOW', 'OPC', 'OPCH', 'OSD', 'OSR', 'OT3', 'OTR',\n",
       "       'PANH', 'PARA', 'PAT', 'PAYL', 'PCEP', 'PCFR', 'PCMD', 'PGC', 'PGW',\n",
       "       'PIE', 'PMB', 'PNLK', 'PNT', 'PR01', 'PR02', 'PR04', 'PR05', 'PRIN',\n",
       "       'PRO', 'PS0', 'PSNS', 'PURDY', 'QAW', 'QSNZ', 'RAI', 'RATT', 'RAW',\n",
       "       'RBEN', 'RC1', 'RCM', 'RCS', 'RER', 'RHAZ', 'RMW', 'RNO', 'RPW',\n",
       "       'RRHS', 'RSW', 'RUSH', 'RVC', 'RVN', 'RVW', 'RWW', 'SALO', 'SAW',\n",
       "       'SBES', 'SCC', 'SEA', 'SEP', 'SHW', 'SIFT', 'SILV', 'SKIT', 'SLA',\n",
       "       'SLF', 'SMNR', 'SMW', 'SNB', 'SOS', 'SP2', 'SPW', 'SQM', 'SR41',\n",
       "       'SSO', 'SSS1', 'STAR', 'STD', 'STOR', 'STW', 'SVOH', 'SVTR', 'SWID',\n",
       "       'TBM', 'TBPA', 'TCO', 'TDH', 'TDHS', 'TDL', 'TKEY', 'TKO', 'TLW1',\n",
       "       'TOLT', 'TORK', 'TRFA', 'TRW', 'TTW', 'TULA', 'TWW', 'UPL', 'UPS',\n",
       "       'UWFH', 'VBE', 'VCR', 'VDB', 'VFP', 'VG2', 'VGB', 'VGZ', 'VIP',\n",
       "       'VLL', 'VLM', 'VOIT', 'VT2', 'VTH', 'VVHS', 'WA2', 'WAT', 'WIB',\n",
       "       'WISC', 'WIW', 'WPO', 'WPW', 'WRD', 'WRMB', 'WRW', 'WYNO', 'XTL',\n",
       "       'YA2', 'YEL'], dtype=object)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stn = list.stn\n",
    "stns = np.unique(stn)\n",
    "stns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# list.stn.str.count(\"NINO\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "stn_count=[]\n",
    "for i in range(len(stns)):\n",
    "    stn = str(stns[i])\n",
    "    count = list.stn.str.count(stn).sum()\n",
    "#     print(stn,count)\n",
    "    stn_count.append([stn,count])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>92.303571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>93.351519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>40.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>51.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>110.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>466.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            count\n",
       "count   56.000000\n",
       "mean    92.303571\n",
       "std     93.351519\n",
       "min     31.000000\n",
       "25%     40.750000\n",
       "50%     51.000000\n",
       "75%    110.000000\n",
       "max    466.000000"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.DataFrame(stn_count,columns=['stn','count'])\n",
    "# arr.drop(arr.loc[arr['ARR'] == 0.0].index, inplace=True)\n",
    "df.sort_values('count')\n",
    "df.drop(df.loc[df['count']<=30].index,inplace=True)\n",
    "# df.sort_values('count')\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.hist('count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None]"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,10))\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_tick_params(labelsize=8)\n",
    "# plt.stem(df['count'],basefmt= 50)\n",
    "(markers, stemlines, baseline) = plt.stem(df['stn'],df['count'], bottom=30,linefmt='k',basefmt='k')\n",
    "markers.set_markerfacecolor('dodgerblue')\n",
    "ax.tick_params(axis='x', rotation=90.0)\n",
    "# markers.set_markerfacecolor='r'\n",
    "plt.setp(markers,markersize=10, markeredgecolor=\"k\", markeredgewidth=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3      ALKI\n",
       "8      B001\n",
       "12     B013\n",
       "15     B018\n",
       "18     B941\n",
       "19     B943\n",
       "20     BABE\n",
       "28     BES5\n",
       "31      BHW\n",
       "33      BLN\n",
       "35      BOW\n",
       "39     BRKS\n",
       "45     CARB\n",
       "62     DOSE\n",
       "67     EGRN\n",
       "69      ELL\n",
       "76     EVGW\n",
       "80      FMW\n",
       "83      GHW\n",
       "87      GMW\n",
       "88      GNW\n",
       "93      GSM\n",
       "99      HDW\n",
       "107     HTW\n",
       "109     JCW\n",
       "117    KIMR\n",
       "118    KINR\n",
       "119    KITP\n",
       "125    LAWT\n",
       "128     LCW\n",
       "130    LEOT\n",
       "133     LO2\n",
       "135     LON\n",
       "137     LTY\n",
       "145     MBW\n",
       "147     MCW\n",
       "152    MNWA\n",
       "157     NAC\n",
       "181     OSD\n",
       "188    PAYL\n",
       "190    PCFR\n",
       "192     PGC\n",
       "193     PGW\n",
       "205    PSNS\n",
       "210    RATT\n",
       "216     RER\n",
       "218     RMW\n",
       "220     RPW\n",
       "224     RVC\n",
       "241     SMW\n",
       "245     SPW\n",
       "246     SQM\n",
       "256    SWID\n",
       "265    TLW1\n",
       "266    TOLT\n",
       "289    VVHS\n",
       "Name: stn, dtype: object"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.stn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}