Spark_AXS_Cesium.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "<strong><b>NOTE</b> # This notebook needs to be run with the 'Python 3-AXS Spark' kernel on `epyc.astro.washington.edu`</strong>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Important concept we need to know about Spark\n",
    "\n",
    "\n",
    "## Spark Applications\n",
    "Spark Applications consist of a driver process and a set of executor processes. The driver process runs your main() function, sits on a node in the cluster, and is responsible for three things: maintaining information about the Spark Application; responding to a user’s program or input; and analyzing, distributing, and scheduling work across the executors. The driver process is absolutely essential - it’s the heart of a Spark Application and maintains all relevant information during the lifetime of the application.\n",
    "The executors are responsible for actually executing the work that the driver assigns them. This means, each executor is responsible for only two things: executing code assigned to it by the driver and reporting the state of the computation, on that executor, back to the driver node.\n",
    "\n",
    "![title](./sparksession.png)\n",
    "\n",
    "The cluster manager controls physical machines and allocates resources to Spark Applications.\n",
    "In this illustration we see on the left, the driver and on the right the four executors on the right. The user can specify how many executors should fall on each node through configurations.\n",
    "\n",
    "--------------------------------------------------------------------------------------------------------------\n",
    "\n",
    "### Lazy Evaluation\n",
    "Lazy evaluation means that Spark will wait until the very last moment to execute the graph of computation instructions. In Spark, instead of modifying the data immediately when we express some operation, we build up a plan of transformations that we would like to apply to our source data. Spark, by waiting until the last minute to execute the code, will compile this plan from your raw, DataFrame transformations, to an efficient physical plan that will run as efficiently as possible across the cluster. This provides immense benefits to the end user because Spark can optimize the entire data flow from end to end.\n",
    "\n",
    "### Actions\n",
    "Transformations allow us to build up our logical transformation plan. To trigger the computation, we run an action. An action instructs Spark to compute a result from a series of transformations. The simplest action is count which gives us the total number of records in the DataFrame.\n",
    "\n",
    "Check out the following link to a PySpark Cheat Sheet that you may find it useful: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_SQL_Cheat_Sheet_Python.pdf\n",
    "\n",
    "and also this: http://standarderror.github.io/notes/Data-munging-cheat-sheet/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import axs\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import os\n",
    "from pyspark.sql.functions import size as spark_size\n",
    "from pyspark.sql.types import ArrayType, DoubleType\n",
    "from pyspark.sql.functions import pandas_udf\n",
    "import pyspark.sql.functions as F\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import cesium\n",
    "from cesium.time_series import TimeSeries\n",
    "from cesium.featurize import featurize_single_ts, featurize_time_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns',120)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Here is how we start connection to the database via AXS (and the Spark processing engine)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zgolkhou\n"
     ]
    }
   ],
   "source": [
    "def spark_start(project_path, metastore=None):\n",
    "    from pyspark.sql import SparkSession\n",
    "\n",
    "    warehouse_location = os.path.join(project_path, 'spark-warehouse')\n",
    "\n",
    "    local_dir = os.path.join(project_path, 'spark-tmp')\n",
    "\n",
    "    spark = ( \n",
    "            SparkSession.builder\n",
    "            .appName(\"LSD2\")\n",
    "            .config(\"spark.sql.warehouse.dir\", warehouse_location)\n",
    "            .config('spark.master', \"local[8]\")  # <== * note *\n",
    "            .config('spark.driver.memory', '6G')\n",
    "            .config('spark.local.dir', local_dir)\n",
    "            .config('spark.memory.offHeap.enabled', 'true')\n",
    "            .config('spark.memory.offHeap.size', '4G') \n",
    "            .config(\"spark.sql.execution.arrow.enabled\", \"true\")\n",
    "            .config(\"spark.driver.maxResultSize\", \"6G\") \n",
    "            .config(\"spark.driver.extraJavaOptions\", f\"-Dderby.system.home={metastore}\")\n",
    "            .enableHiveSupport()\n",
    "            .getOrCreate()\n",
    "                    )   \n",
    "\n",
    "    return spark\n",
    "\n",
    "import getpass\n",
    "username = getpass.getuser()\n",
    "print(username)\n",
    "spark_session = spark_start(\"/epyc/users/\" + username)\n",
    "#spark_session = spark_start(\"/epyc/users/zgolkhou\")\n",
    "\n",
    "db = axs.AxsCatalog(spark_session)\n",
    "\n",
    "# * note *\n",
    "# Sets the Spark master URL to connect to, such as \"local\" to run locally, \"local[16]\" to run locally with 16 cores, \n",
    "# or \"spark://master:7077\" to run on a Spark standalone cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div>\n",
       "                <p><b>SparkSession - hive</b></p>\n",
       "                \n",
       "        <div>\n",
       "            <p><b>SparkContext</b></p>\n",
       "\n",
       "            <p><a href=\"http://epyc.astro.washington.edu:4045\">Spark UI</a></p>\n",
       "\n",
       "            <dl>\n",
       "              <dt>Version</dt>\n",
       "                <dd><code>v2.4.0-SNAPSHOT</code></dd>\n",
       "              <dt>Master</dt>\n",
       "                <dd><code>local[8]</code></dd>\n",
       "              <dt>AppName</dt>\n",
       "                <dd><code>LSD2</code></dd>\n",
       "            </dl>\n",
       "        </div>\n",
       "        \n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "<pyspark.sql.session.SparkSession at 0x7eff3933b128>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spark_session\n",
    "#db.spark\n",
    "#spark_session.sparkContext._conf.getAll()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In order to connect to the spark UI, we use ssh tunneling:\n",
    "$ ssh -L  127.0.0.1:[vwxy]:140.142.4.22:[vwxy] <username>@140.142.4.22\n",
    "\n",
    "vwxy: Click on the spark UI link from the above cell to find out your specific port number. (it's something like: 4046)\n",
    "Replace \"vwxy\" and \"username\" with the \"port number\" and your \"user_name\", respectively. \n",
    "\n",
    "Note: we should check out SparkMonitor too. (shared by Colin)\n",
    "https://krishnan-r.github.io/sparkmonitor/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The list of availabe datasets in AXS."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'allwise_1am_dup': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'allwise_1am_dup',\n",
       "  'table_name': 'allwise_1am_dup',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'gaia_dr2_1am_dup': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'gaia_dr2_1am_dup',\n",
       "  'table_name': 'gaia_dr2_1am_dup',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'gaia_dr2_700lc2': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'gaia_dr2_700lc2',\n",
       "  'table_name': 'gaia_dr2_700lc2',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'gaia_sdss_3asec': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'gaia_sdss_3asec',\n",
       "  'table_name': 'gaia_sdss_3asec',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'gaia_sdss_wise_1asec': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'gaia_sdss_wise_1asec',\n",
       "  'table_name': 'gaia_sdss_wise_1asec',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'gaia_zoned1am_hd': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'gaia_zoned1am_hd',\n",
       "  'table_name': 'gaia_zoned1am_hd',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'sdss_zoned1am_700lc': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'sdss_zoned1am_700lc',\n",
       "  'table_name': 'sdss_zoned1am_700lc',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'sdss_zoned1am_hd': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'sdss_zoned1am_hd',\n",
       "  'table_name': 'sdss_zoned1am_hd',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'sesar_rrlyrae': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': JavaObject id=o115,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'sesar_rrlyrae',\n",
       "  'table_name': 'sesar_rrlyrae',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'ztf_1am': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': JavaObject id=o111,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'ztf_1am',\n",
       "  'table_name': 'ztf_1am',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'ztf_1am_lc': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': True,\n",
       "  'lc_columns': JavaObject id=o109,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'ztf_1am_lc',\n",
       "  'table_name': 'ztf_1am_lc',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'ztf_1am_old': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': None,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'ztf_1am_old',\n",
       "  'table_name': 'ztf_1am_old',\n",
       "  'zone_height': 0.0166666666},\n",
       " 'ztf_1am_test': {'bucket_col': 'zone',\n",
       "  'dec_col': 'dec',\n",
       "  'has_lightcurves': False,\n",
       "  'lc_columns': JavaObject id=o113,\n",
       "  'num_buckets': 500,\n",
       "  'ra_col': 'ra',\n",
       "  'table_id': 'ztf_1am_test',\n",
       "  'table_name': 'ztf_1am_test',\n",
       "  'zone_height': 0.0166666666}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db.list_tables()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now access the \"ZTF matchfiles\" light curves table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "before removing the duplicated rows: (3266237701, 94)\n",
      "after removing the duplicated rows: (2927622797, 94)\n",
      "CPU times: user 22.2 ms, sys: 4.95 ms, total: 27.2 ms\n",
      "Wall time: 55.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "ztf0 = db.load(\"ztf_1am_lc\")\n",
    "# Petar's comment:  here, we are loading ZTF table with the duplicated rows. (rows in the border regions of the zones are duplicated.)\n",
    "print(\"before removing the duplicated rows:\",(ztf0.count(), len(ztf0.columns)))\n",
    "\n",
    "# To remove the duplicated rows:\n",
    "ztf = ztf0.exclude_duplicates()\n",
    "print(\"after removing the duplicated rows:\",(ztf.count(), len(ztf.columns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "axs.axsframe.AxsFrame"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(ztf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['matchid',\n",
       " 'ra',\n",
       " 'dec',\n",
       " 'zone',\n",
       " 'dup',\n",
       " 'astrometricrms',\n",
       " 'bestastrometricrms',\n",
       " 'bestchisq',\n",
       " 'bestcon',\n",
       " 'bestlineartrend',\n",
       " 'bestmagrms',\n",
       " 'bestmaxmag',\n",
       " 'bestmaxslope',\n",
       " 'bestmeanmag',\n",
       " 'bestmedianabsdev',\n",
       " 'bestmedianmag',\n",
       " 'bestminmag',\n",
       " 'bestnmedianbufferrange',\n",
       " 'bestnpairposslope',\n",
       " 'bestprobnonqso',\n",
       " 'bestprobqso',\n",
       " 'bestskewness',\n",
       " 'bestsmallkurtosis',\n",
       " 'beststetsonj',\n",
       " 'beststetsonk',\n",
       " 'bestvonneumannratio',\n",
       " 'bestweightedmagrms',\n",
       " 'bestweightedmeanmag',\n",
       " 'chisq',\n",
       " 'con',\n",
       " 'lineartrend',\n",
       " 'magrms',\n",
       " 'maxmag',\n",
       " 'maxslope',\n",
       " 'meanmag',\n",
       " 'medianabsdev',\n",
       " 'medianmag',\n",
       " 'minmag',\n",
       " 'nbestobs',\n",
       " 'ngoodobs',\n",
       " 'nmedianbufferrange',\n",
       " 'nobs',\n",
       " 'npairposslope',\n",
       " 'probnonqso',\n",
       " 'probqso',\n",
       " 'refchi',\n",
       " 'refmag',\n",
       " 'refmagerr',\n",
       " 'refsharp',\n",
       " 'refsnr',\n",
       " 'skewness',\n",
       " 'smallkurtosis',\n",
       " 'stetsonj',\n",
       " 'stetsonk',\n",
       " 'uncalibmeanmag',\n",
       " 'vonneumannratio',\n",
       " 'weightedmagrms',\n",
       " 'weightedmeanmag',\n",
       " 'is_transient',\n",
       " 'bestnabovemeanbystd',\n",
       " 'bestnbelowmeanbystd',\n",
       " 'bestnconsecabovemeanbystd',\n",
       " 'bestnconsecbelowmeanbystd',\n",
       " 'bestnconsecfrommeanbystd',\n",
       " 'nabovemeanbystd',\n",
       " 'nbelowmeanbystd',\n",
       " 'nconsecabovemeanbystd',\n",
       " 'nconsecbelowmeanbystd',\n",
       " 'nconsecfrommeanbystd',\n",
       " 'bestpercentiles',\n",
       " 'percentiles',\n",
       " 'bestperiodsearch',\n",
       " 'periodsearch',\n",
       " 'filterid',\n",
       " 'catflags',\n",
       " 'chi',\n",
       " 'declc',\n",
       " 'expid',\n",
       " 'hjd',\n",
       " 'mag',\n",
       " 'magerr',\n",
       " 'mjd',\n",
       " 'programid',\n",
       " 'psfflux',\n",
       " 'psffluxerr',\n",
       " 'psfmag',\n",
       " 'psfmagerr',\n",
       " 'ralc',\n",
       " 'relphotflags',\n",
       " 'sharp',\n",
       " 'sid',\n",
       " 'snr',\n",
       " 'xpos',\n",
       " 'ypos']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ztf.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "587135\n",
      "CPU times: user 11.2 s, sys: 6.15 s, total: 17.3 s\n",
      "Wall time: 1min 35s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "lcsample = ztf.select(\"ra\", \"dec\", \"matchid\", \"mjd\", \"psfflux\", \"nobs\").where(\"nobs > 500\").toPandas()\n",
    "print(len(lcsample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>matchid</th>\n",
       "      <th>mjd</th>\n",
       "      <th>psfflux</th>\n",
       "      <th>nobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>289.845256</td>\n",
       "      <td>51.402956</td>\n",
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       "      <td>[58295.2908565, 58295.3008796, 58294.3271065, ...</td>\n",
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       "      <td>501</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>289.944470</td>\n",
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       "      <td>[45493.8046875, 46768.515625, 46297.02734375, ...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>290.096765</td>\n",
       "      <td>51.403599</td>\n",
       "      <td>0007661502201112</td>\n",
       "      <td>[58305.3647801, 58310.4120949, 58305.4104051, ...</td>\n",
       "      <td>[5861.78271484375, 5420.00341796875, 5639.1689...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>290.173520</td>\n",
       "      <td>51.415174</td>\n",
       "      <td>000766150220937</td>\n",
       "      <td>[58232.4053009, 58232.4210648, 58230.4513889, ...</td>\n",
       "      <td>[116944.9375, 41147.859375, 77049.8515625, 120...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>290.268699</td>\n",
       "      <td>51.407299</td>\n",
       "      <td>0007661502201108</td>\n",
       "      <td>[58299.3665509, 58300.3610648, 58280.3652662, ...</td>\n",
       "      <td>[1314.471435546875, 1251.6085205078125, 1314.4...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>290.310661</td>\n",
       "      <td>51.408389</td>\n",
       "      <td>0007661502201105</td>\n",
       "      <td>[58276.4693171, 58271.3968056, 58280.3286806, ...</td>\n",
       "      <td>[7292.93505859375, 7340.138671875, 7490.489257...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>290.376990</td>\n",
       "      <td>51.405495</td>\n",
       "      <td>00076615022028304</td>\n",
       "      <td>[58299.3665509, 58298.3233449, 58283.3931597, ...</td>\n",
       "      <td>[43969.40625, 43928.92578125, 45577.6953125, 3...</td>\n",
       "      <td>502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>290.486307</td>\n",
       "      <td>51.411230</td>\n",
       "      <td>0007661502201118</td>\n",
       "      <td>[58262.3909375, 58263.3817014, 58263.4301273, ...</td>\n",
       "      <td>[3020.519775390625, 2842.082275390625, 2981.75...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>290.528062</td>\n",
       "      <td>51.414574</td>\n",
       "      <td>0007661502201068</td>\n",
       "      <td>[58305.3913542, 58310.3954167, 58304.3431597, ...</td>\n",
       "      <td>[923.9663696289062, 898.6494750976562, 925.679...</td>\n",
       "      <td>501</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ra        dec            matchid  \\\n",
       "0  289.845256  51.402956   0007661502201014   \n",
       "1  289.944470  51.404488   0007661502201031   \n",
       "2  290.030702  51.404670   0007661502201067   \n",
       "3  290.096765  51.403599   0007661502201112   \n",
       "4  290.173520  51.415174    000766150220937   \n",
       "5  290.268699  51.407299   0007661502201108   \n",
       "6  290.310661  51.408389   0007661502201105   \n",
       "7  290.376990  51.405495  00076615022028304   \n",
       "8  290.486307  51.411230   0007661502201118   \n",
       "9  290.528062  51.414574   0007661502201068   \n",
       "\n",
       "                                                 mjd  \\\n",
       "0  [58295.2908565, 58295.3008796, 58294.3271065, ...   \n",
       "1  [58283.351713, 58291.4785532, 58291.3219213, 5...   \n",
       "2  [58277.4032407, 58242.4782407, 58280.3652662, ...   \n",
       "3  [58305.3647801, 58310.4120949, 58305.4104051, ...   \n",
       "4  [58232.4053009, 58232.4210648, 58230.4513889, ...   \n",
       "5  [58299.3665509, 58300.3610648, 58280.3652662, ...   \n",
       "6  [58276.4693171, 58271.3968056, 58280.3286806, ...   \n",
       "7  [58299.3665509, 58298.3233449, 58283.3931597, ...   \n",
       "8  [58262.3909375, 58263.3817014, 58263.4301273, ...   \n",
       "9  [58305.3913542, 58310.3954167, 58304.3431597, ...   \n",
       "\n",
       "                                             psfflux  nobs  \n",
       "0  [11215.1845703125, 11518.9140625, 11657.723632...   501  \n",
       "1  [18840.16796875, 18701.822265625, 18462.154296...   501  \n",
       "2  [45493.8046875, 46768.515625, 46297.02734375, ...   501  \n",
       "3  [5861.78271484375, 5420.00341796875, 5639.1689...   501  \n",
       "4  [116944.9375, 41147.859375, 77049.8515625, 120...   501  \n",
       "5  [1314.471435546875, 1251.6085205078125, 1314.4...   501  \n",
       "6  [7292.93505859375, 7340.138671875, 7490.489257...   501  \n",
       "7  [43969.40625, 43928.92578125, 45577.6953125, 3...   502  \n",
       "8  [3020.519775390625, 2842.082275390625, 2981.75...   501  \n",
       "9  [923.9663696289062, 898.6494750976562, 925.679...   501  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lcsample.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ra                                                   296.968\n",
       "dec                                                  48.8488\n",
       "matchid                                    00076609012020178\n",
       "mjd        [58267.382581, 58300.3610648, 58307.3898032, 5...\n",
       "psfflux    [37839.2578125, 43807.69921875, 42261.86328125...\n",
       "nobs                                                     522\n",
       "Name: 2824, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lcsample.loc[lcsample['nobs'].idxmax()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'psfflux')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k = lcsample['nobs'].idxmax()\n",
    "#\n",
    "plt.scatter(lcsample.iloc[k].mjd, lcsample.iloc[k].psfflux)\n",
    "plt.xlabel('mjd'); plt.ylabel('psfflux')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Working with CESIUM in Apache Spark\n",
    "\n",
    "cesium is an end-to-end time series analysis framework, consisting of a Python library as well as a web front-end interface, that allows researchers to featurize raw data and apply modern machine learning techniques in a simple, reproducible, and extensible way. Users can apply out-of-the-box feature engineering workflows as well as save and replay their own analyses. Any steps taken in the front end can also be exported to a Jupyter notebook, so users can iterate between possible models within the front end and then fine-tune their analysis using the additional capabilities of the back-end library. The open-source packages make us of many use modern Python toolkits, including xarray, dask, Celery, Flask, and scikit-learn. [source: https://arxiv.org/abs/1609.04504]\n",
    "\n",
    "You can find the definition for each of the following features at:\n",
    "http://cesium-ml.org/docs/feature_table.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features_General = [\"amplitude\",\n",
    "                    \"flux_percentile_ratio_mid20\",\n",
    "                    \"flux_percentile_ratio_mid35\",\n",
    "                    \"flux_percentile_ratio_mid50\",\n",
    "                    \"flux_percentile_ratio_mid65\",\n",
    "                    \"flux_percentile_ratio_mid80\",\n",
    "                    \"max_slope\",\n",
    "                    \"maximum\",\n",
    "                    \"median\",\n",
    "                    \"median_absolute_deviation\",\n",
    "                    \"minimum\",\n",
    "                    \"percent_amplitude\",\n",
    "                    \"percent_beyond_1_std\",\n",
    "                    \"percent_close_to_median\",\n",
    "                    \"percent_difference_flux_percentile\",\n",
    "                    \"period_fast\",\n",
    "                    \"qso_log_chi2_qsonu\",\n",
    "                    \"qso_log_chi2nuNULL_chi2nu\",\n",
    "                    \"skew\",\n",
    "                    \"std\",\n",
    "                    \"stetson_j\",\n",
    "                    \"stetson_k\",\n",
    "                    \"weighted_average\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features_Cadence = [\"all_times_nhist_numpeaks\",\n",
    "                    \"all_times_nhist_peak1_bin\",\n",
    "                    \"all_times_nhist_peak2_bin\",\n",
    "                    \"all_times_nhist_peak3_bin\",\n",
    "                    \"all_times_nhist_peak4_bin\",\n",
    "                    \"all_times_nhist_peak_1_to_2\",\n",
    "                    \"all_times_nhist_peak_1_to_3\",\n",
    "                    \"all_times_nhist_peak_1_to_4\",\n",
    "                    \"all_times_nhist_peak_2_to_3\",\n",
    "                    \"all_times_nhist_peak_2_to_4\",\n",
    "                    \"all_times_nhist_peak_3_to_4\",\n",
    "                    \"all_times_nhist_peak_val\",\n",
    "                    \"avg_double_to_single_step\",\n",
    "                    \"avg_err\",\n",
    "                    \"avgt\",\n",
    "                    \"cad_probs_1\",\n",
    "                    \"cad_probs_10\",\n",
    "                    \"cad_probs_20\",\n",
    "                    \"cad_probs_30\",\n",
    "                    \"cad_probs_40\",\n",
    "                    \"cad_probs_50\",\n",
    "                    \"cad_probs_100\",\n",
    "                    \"cad_probs_500\",\n",
    "                    \"cad_probs_1000\",\n",
    "                    \"cad_probs_5000\",\n",
    "                    \"cad_probs_10000\",\n",
    "                    \"cad_probs_50000\",\n",
    "                    \"cad_probs_100000\",\n",
    "                    \"cad_probs_500000\",\n",
    "                    \"cad_probs_1000000\",\n",
    "                    \"cad_probs_5000000\",\n",
    "                    \"cad_probs_10000000\",\n",
    "                    \"cads_avg\",\n",
    "                    \"cads_med\",\n",
    "                    \"cads_std\",\n",
    "                    \"mean\",\n",
    "                    \"med_double_to_single_step\",\n",
    "                    \"med_err\",\n",
    "                    \"n_epochs\",\n",
    "                    \"std_double_to_single_step\",\n",
    "                    \"std_err\",\n",
    "                    \"total_time\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features_LS =  [\"fold2P_slope_10percentile\",\n",
    "                \"fold2P_slope_90percentile\",\n",
    "                \"freq1_amplitude1\",\n",
    "                \"freq1_amplitude2\",\n",
    "                \"freq1_amplitude3\",\n",
    "                \"freq1_amplitude4\",\n",
    "                \"freq1_freq\",\n",
    "                \"freq1_lambda\",\n",
    "                \"freq1_rel_phase2\",\n",
    "                \"freq1_rel_phase3\",\n",
    "                \"freq1_rel_phase4\",\n",
    "                \"freq1_signif\",\n",
    "                \"freq2_amplitude1\",\n",
    "                \"freq2_amplitude2\",\n",
    "                \"freq2_amplitude3\",\n",
    "                \"freq2_amplitude4\",\n",
    "                \"freq2_freq\",\n",
    "                \"freq2_rel_phase2\",\n",
    "                \"freq2_rel_phase3\",\n",
    "                \"freq2_rel_phase4\",\n",
    "                \"freq3_amplitude1\",\n",
    "                \"freq3_amplitude2\",\n",
    "                \"freq3_amplitude3\",\n",
    "                \"freq3_amplitude4\",\n",
    "                \"freq3_freq\",\n",
    "                \"freq3_rel_phase2\",\n",
    "                \"freq3_rel_phase3\",\n",
    "                \"freq3_rel_phase4\",\n",
    "                \"freq_amplitude_ratio_21\",\n",
    "                \"freq_amplitude_ratio_31\",\n",
    "                \"freq_frequency_ratio_21\",\n",
    "                \"freq_frequency_ratio_31\",\n",
    "                \"freq_model_max_delta_mags\",\n",
    "                \"freq_model_min_delta_mags\",\n",
    "                \"freq_model_phi1_phi2\",\n",
    "                \"freq_n_alias\",\n",
    "                \"freq_signif_ratio_21\",\n",
    "                \"freq_signif_ratio_31\",\n",
    "                \"freq_varrat\",\n",
    "                \"freq_y_offset\",\n",
    "                \"linear_trend\",\n",
    "                \"medperc90_2p_p\",\n",
    "                \"p2p_scatter_2praw\",\n",
    "                \"p2p_scatter_over_mad\",\n",
    "                \"p2p_scatter_pfold_over_mad\",\n",
    "                \"p2p_ssqr_diff_over_var\",\n",
    "                \"scatter_res_raw\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total number of time-series features in cesium:       112\n"
     ]
    }
   ],
   "source": [
    "print('total number of time-series features in cesium: \\\n",
    "      {}'.format(len(features_Cadence+features_General+features_LS)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 10.1 ms, sys: 4.52 ms, total: 14.7 ms\n",
      "Wall time: 63 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "ztf_sample = (ztf.select(\"ra\", \"dec\", \"matchid\", \"mjd\", \"psfflux\", \"nobs\").where(\"nobs > 500\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+----------+-----------------+--------------------+--------------------+----+\n",
      "|         ra|       dec|          matchid|                 mjd|             psfflux|nobs|\n",
      "+-----------+----------+-----------------+--------------------+--------------------+----+\n",
      "|289.8452564|51.4029557| 0007661502201014|[58295.2908565, 5...|[11215.1845703125...| 501|\n",
      "|289.9444698|51.4044884| 0007661502201031|[58283.351713, 58...|[18840.16796875, ...| 501|\n",
      "|290.0307021|51.4046704| 0007661502201067|[58277.4032407, 5...|[45493.8046875, 4...| 501|\n",
      "|290.0967646| 51.403599| 0007661502201112|[58305.3647801, 5...|[5861.78271484375...| 501|\n",
      "|290.1735199|51.4151736|  000766150220937|[58232.4053009, 5...|[116944.9375, 411...| 501|\n",
      "|290.2686989|51.4072985| 0007661502201108|[58299.3665509, 5...|[1314.47143554687...| 501|\n",
      "|290.3106606|51.4083888| 0007661502201105|[58276.4693171, 5...|[7292.93505859375...| 501|\n",
      "|290.3769902|51.4054947|00076615022028304|[58299.3665509, 5...|[43969.40625, 439...| 502|\n",
      "|290.4863068|51.4112296| 0007661502201118|[58262.3909375, 5...|[3020.51977539062...| 501|\n",
      "|290.5280624|51.4145739| 0007661502201068|[58305.3913542, 5...|[923.966369628906...| 501|\n",
      "|290.5336915|51.4033648|00076615022016565|[58299.3665509, 5...|[6977.32421875, 6...| 501|\n",
      "|290.5358833|51.4153047|00076615022031488|[58290.3899884, 5...|[1848.53161621093...| 501|\n",
      "|290.5734488|51.4006957| 0007661502201326|[58258.4470486, 5...|[110963.5703125, ...| 502|\n",
      "|290.6435684|51.4095412|00076615022016525|[58258.4326736, 5...|[3825.0107421875,...| 501|\n",
      "| 290.656343|51.4029901|00076615022016584|[58290.3899884, 5...|[714.780395507812...| 501|\n",
      "|290.7238787|51.4100611| 0007661502201212|[58230.4724537, 5...|[11173.923828125,...| 501|\n",
      "|290.7364182|51.4163908| 0007661502201101|[58305.4104051, 5...|[6718.5712890625,...| 502|\n",
      "|290.7853735|51.4129599| 0007661502201177|[58303.3321181, 5...|[1232.08630371093...| 501|\n",
      "| 290.938066|51.4159442| 0007661502201162|[58301.4030556, 5...|[261331.453125, 1...| 501|\n",
      "|290.9456558|51.4148781| 0007661502201182|[58308.3223727, 5...|[224073.40625, 34...| 501|\n",
      "+-----------+----------+-----------------+--------------------+--------------------+----+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ztf_sample.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using a regular UDF\n",
    "\n",
    "This will deserialize one row (i.e., instance, sample, record) at a time, make a prediction with the, and return a prediction, which will be serialized and sent back to Spark to combine with all the other predictions.\n",
    "\n",
    "### Using a Pandas UDF (i.e., vectorized UDF). \n",
    "\n",
    "In this case, Spark will send a tuple of pandas Series objects with multiple rows at a time. The tuple will have one Series per column/feature, in the order they are passed to the UDF. Note that one of these Series objects won't contain features for all rows at once because Spark partitions datasets across workers. The partition size can be tuned, but we'll just use defaults here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "@F.pandas_udf(returnType=ArrayType(DoubleType()))\n",
    "def featurize_udf_General(mjd, psfflux):\n",
    "    feat_General_vec = []\n",
    "    \n",
    "    for row_mjd, row_psfflux in zip(mjd, psfflux):\n",
    "            \n",
    "        feat_General = featurize_time_series(np.array(row_mjd), np.array(row_psfflux),\n",
    "                                         features_to_use=features_General)\n",
    "        \n",
    "        feat_General_vec.append(feat_General.values.flatten())\n",
    "\n",
    "    return pd.Series(feat_General_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 40.6 ms, sys: 19.9 ms, total: 60.5 ms\n",
      "Wall time: 1min 24s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "feature_results_General = ztf_sample.select(\n",
    "    featurize_udf_General(ztf_sample['mjd'], ztf_sample['psfflux'])).head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(feature_results_General)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ab = [np.array(feature_results_General[0][0])]\n",
    "for i in np.arange(1,np.shape(feature_results_General)[0]):\n",
    "    ab = np.concatenate((ab, [np.array(feature_results_General[i][0])]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "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>amplitude</th>\n",
       "      <th>flux_percentile_ratio_mid20</th>\n",
       "      <th>flux_percentile_ratio_mid35</th>\n",
       "      <th>flux_percentile_ratio_mid50</th>\n",
       "      <th>flux_percentile_ratio_mid65</th>\n",
       "      <th>flux_percentile_ratio_mid80</th>\n",
       "      <th>max_slope</th>\n",
       "      <th>maximum</th>\n",
       "      <th>median</th>\n",
       "      <th>median_absolute_deviation</th>\n",
       "      <th>minimum</th>\n",
       "      <th>percent_amplitude</th>\n",
       "      <th>percent_beyond_1_std</th>\n",
       "      <th>percent_close_to_median</th>\n",
       "      <th>percent_difference_flux_percentile</th>\n",
       "      <th>period_fast</th>\n",
       "      <th>qso_log_chi2_qsonu</th>\n",
       "      <th>qso_log_chi2nuNULL_chi2nu</th>\n",
       "      <th>skew</th>\n",
       "      <th>std</th>\n",
       "      <th>stetson_j</th>\n",
       "      <th>stetson_k</th>\n",
       "      <th>weighted_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>46701.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.15127e+06</td>\n",
       "      <td>93664.9</td>\n",
       "      <td>11267</td>\n",
       "      <td>241.325</td>\n",
       "      <td>262.67</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0347222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>29.9215</td>\n",
       "      <td>1.4943</td>\n",
       "      <td>9.34437</td>\n",
       "      <td>7576.79</td>\n",
       "      <td>14637.3</td>\n",
       "      <td>0.240897</td>\n",
       "      <td>11685.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>75027.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.85003e+06</td>\n",
       "      <td>150517</td>\n",
       "      <td>18284.4</td>\n",
       "      <td>408.087</td>\n",
       "      <td>461.874</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0347222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>30.8729</td>\n",
       "      <td>1.49256</td>\n",
       "      <td>9.31845</td>\n",
       "      <td>12181.3</td>\n",
       "      <td>23767.2</td>\n",
       "      <td>0.243352</td>\n",
       "      <td>18898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>185207</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.56464e+06</td>\n",
       "      <td>371530</td>\n",
       "      <td>45577.7</td>\n",
       "      <td>933.051</td>\n",
       "      <td>1115.99</td>\n",
       "      <td>None</td>\n",
       "      <td>0.034965</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>32.6872</td>\n",
       "      <td>1.47698</td>\n",
       "      <td>9.26538</td>\n",
       "      <td>30174.7</td>\n",
       "      <td>58613</td>\n",
       "      <td>0.242281</td>\n",
       "      <td>47033.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24872.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>612681</td>\n",
       "      <td>49883.4</td>\n",
       "      <td>6042.84</td>\n",
       "      <td>146.575</td>\n",
       "      <td>137.692</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.034965</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>28.6708</td>\n",
       "      <td>1.47717</td>\n",
       "      <td>9.29269</td>\n",
       "      <td>4050.33</td>\n",
       "      <td>7986.47</td>\n",
       "      <td>0.24588</td>\n",
       "      <td>6258.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>553507</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.393e+07</td>\n",
       "      <td>1.10968e+06</td>\n",
       "      <td>116945</td>\n",
       "      <td>2284.03</td>\n",
       "      <td>2666.78</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0208333</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>34.8818</td>\n",
       "      <td>1.4719</td>\n",
       "      <td>9.75984</td>\n",
       "      <td>89478.9</td>\n",
       "      <td>162827</td>\n",
       "      <td>0.226915</td>\n",
       "      <td>121756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4964.84</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>126397</td>\n",
       "      <td>10389.4</td>\n",
       "      <td>1286.81</td>\n",
       "      <td>39.8663</td>\n",
       "      <td>459.729</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>25.5067</td>\n",
       "      <td>1.51405</td>\n",
       "      <td>9.33886</td>\n",
       "      <td>842.427</td>\n",
       "      <td>1708.52</td>\n",
       "      <td>0.252758</td>\n",
       "      <td>1339.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>28802.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>739227</td>\n",
       "      <td>60140.1</td>\n",
       "      <td>7340.14</td>\n",
       "      <td>147.335</td>\n",
       "      <td>2534.8</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>29.0157</td>\n",
       "      <td>1.48976</td>\n",
       "      <td>9.53911</td>\n",
       "      <td>4826.84</td>\n",
       "      <td>8925.54</td>\n",
       "      <td>0.230498</td>\n",
       "      <td>7631.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>178017</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.38449e+06</td>\n",
       "      <td>357103</td>\n",
       "      <td>44253.8</td>\n",
       "      <td>781.332</td>\n",
       "      <td>1068.49</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>32.6025</td>\n",
       "      <td>1.47872</td>\n",
       "      <td>9.28978</td>\n",
       "      <td>28820.9</td>\n",
       "      <td>56081.4</td>\n",
       "      <td>0.242729</td>\n",
       "      <td>45616.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10736.3</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>274523</td>\n",
       "      <td>22423.5</td>\n",
       "      <td>2799.14</td>\n",
       "      <td>71.3914</td>\n",
       "      <td>950.873</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>27.0479</td>\n",
       "      <td>1.49671</td>\n",
       "      <td>9.36736</td>\n",
       "      <td>1810.81</td>\n",
       "      <td>3495.16</td>\n",
       "      <td>0.240522</td>\n",
       "      <td>2918.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3860.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98360.8</td>\n",
       "      <td>8108.35</td>\n",
       "      <td>988.573</td>\n",
       "      <td>38.5805</td>\n",
       "      <td>386.922</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0138889</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>24.9946</td>\n",
       "      <td>1.50793</td>\n",
       "      <td>9.48151</td>\n",
       "      <td>652.285</td>\n",
       "      <td>1344.67</td>\n",
       "      <td>0.256794</td>\n",
       "      <td>1034.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>27991.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>688701</td>\n",
       "      <td>56125.6</td>\n",
       "      <td>6922.88</td>\n",
       "      <td>138.554</td>\n",
       "      <td>141.825</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>28.9037</td>\n",
       "      <td>1.48222</td>\n",
       "      <td>9.26017</td>\n",
       "      <td>4549.66</td>\n",
       "      <td>8828.38</td>\n",
       "      <td>0.242017</td>\n",
       "      <td>7153.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7073.26</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>183098</td>\n",
       "      <td>14827</td>\n",
       "      <td>1826.47</td>\n",
       "      <td>54.8285</td>\n",
       "      <td>680.488</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>26.2342</td>\n",
       "      <td>1.46948</td>\n",
       "      <td>9.43333</td>\n",
       "      <td>1195.76</td>\n",
       "      <td>2388.74</td>\n",
       "      <td>0.248803</td>\n",
       "      <td>1913.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>493571</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>989915</td>\n",
       "      <td>112507</td>\n",
       "      <td>1986.26</td>\n",
       "      <td>2772.15</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0206897</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>34.6398</td>\n",
       "      <td>1.46959</td>\n",
       "      <td>9.61747</td>\n",
       "      <td>79453.4</td>\n",
       "      <td>147161</td>\n",
       "      <td>0.231368</td>\n",
       "      <td>116771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12053.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>309542</td>\n",
       "      <td>25160.2</td>\n",
       "      <td>3026.1</td>\n",
       "      <td>88.0322</td>\n",
       "      <td>1053.77</td>\n",
       "      <td>None</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>27.2825</td>\n",
       "      <td>1.48351</td>\n",
       "      <td>9.51926</td>\n",
       "      <td>2026.13</td>\n",
       "      <td>3932.19</td>\n",
       "      <td>0.241779</td>\n",
       "      <td>3165.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2774.56</td>\n",
       "      <td>9.69519e-58</td>\n",
       "      <td>5.58577e-54</td>\n",
       "      <td>8.72386e-49</td>\n",
       "      <td>4.80229e-40</td>\n",
       "      <td>9.7047e-24</td>\n",
       "      <td>72561.2</td>\n",
       "      <td>5775.96</td>\n",
       "      <td>700.992</td>\n",
       "      <td>28.0387</td>\n",
       "      <td>226.846</td>\n",
       "      <td>4.55476e+189</td>\n",
       "      <td>0.0275862</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>1.84317e+61</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>24.4149</td>\n",
       "      <td>1.40527</td>\n",
       "      <td>9.41506</td>\n",
       "      <td>463.707</td>\n",
       "      <td>1020.38</td>\n",
       "      <td>0.27403</td>\n",
       "      <td>735.748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>91621.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2.25873e+06</td>\n",
       "      <td>183818</td>\n",
       "      <td>22589.4</td>\n",
       "      <td>412.393</td>\n",
       "      <td>575.764</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>31.2795</td>\n",
       "      <td>1.47631</td>\n",
       "      <td>9.28176</td>\n",
       "      <td>14880.1</td>\n",
       "      <td>28939.2</td>\n",
       "      <td>0.242511</td>\n",
       "      <td>23394.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29294.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>723062</td>\n",
       "      <td>58771</td>\n",
       "      <td>7226.03</td>\n",
       "      <td>133.208</td>\n",
       "      <td>181.724</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>29.0012</td>\n",
       "      <td>1.48901</td>\n",
       "      <td>9.24536</td>\n",
       "      <td>4769.73</td>\n",
       "      <td>9213.98</td>\n",
       "      <td>0.240889</td>\n",
       "      <td>7481.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4860.93</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>124420</td>\n",
       "      <td>10134.1</td>\n",
       "      <td>1218.49</td>\n",
       "      <td>40.0833</td>\n",
       "      <td>412.254</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>25.4835</td>\n",
       "      <td>1.48243</td>\n",
       "      <td>9.41995</td>\n",
       "      <td>819.63</td>\n",
       "      <td>1649.86</td>\n",
       "      <td>0.250566</td>\n",
       "      <td>1284.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>538084</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.01048e+07</td>\n",
       "      <td>1.08243e+06</td>\n",
       "      <td>262417</td>\n",
       "      <td>4229.93</td>\n",
       "      <td>6258.25</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>24.6775</td>\n",
       "      <td>34.3433</td>\n",
       "      <td>1.7191</td>\n",
       "      <td>7.77741</td>\n",
       "      <td>78028.9</td>\n",
       "      <td>213495</td>\n",
       "      <td>0.341355</td>\n",
       "      <td>259147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>611163</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.31135e+07</td>\n",
       "      <td>1.23026e+06</td>\n",
       "      <td>341031</td>\n",
       "      <td>6532.81</td>\n",
       "      <td>7938.28</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>24.6648</td>\n",
       "      <td>34.8367</td>\n",
       "      <td>1.59103</td>\n",
       "      <td>6.01262</td>\n",
       "      <td>92853.2</td>\n",
       "      <td>284343</td>\n",
       "      <td>0.382282</td>\n",
       "      <td>338623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4565.24</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>117793</td>\n",
       "      <td>9571.35</td>\n",
       "      <td>1166.66</td>\n",
       "      <td>37.1674</td>\n",
       "      <td>440.862</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99827</td>\n",
       "      <td>25.3339</td>\n",
       "      <td>1.50256</td>\n",
       "      <td>9.42676</td>\n",
       "      <td>773.751</td>\n",
       "      <td>1542.02</td>\n",
       "      <td>0.24799</td>\n",
       "      <td>1231.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11178.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>286753</td>\n",
       "      <td>23394.1</td>\n",
       "      <td>2873.72</td>\n",
       "      <td>67.054</td>\n",
       "      <td>1037.32</td>\n",
       "      <td>None</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>27.1364</td>\n",
       "      <td>1.48541</td>\n",
       "      <td>9.46303</td>\n",
       "      <td>1885.18</td>\n",
       "      <td>3623.53</td>\n",
       "      <td>0.239385</td>\n",
       "      <td>3011.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>26730.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>660297</td>\n",
       "      <td>53599.3</td>\n",
       "      <td>6675.36</td>\n",
       "      <td>130.468</td>\n",
       "      <td>137.955</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>28.8296</td>\n",
       "      <td>1.48089</td>\n",
       "      <td>9.16482</td>\n",
       "      <td>4359.74</td>\n",
       "      <td>8640.09</td>\n",
       "      <td>0.247085</td>\n",
       "      <td>6922.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5620.49</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11776.5</td>\n",
       "      <td>1505.78</td>\n",
       "      <td>46.6237</td>\n",
       "      <td>535.505</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>25.7612</td>\n",
       "      <td>1.50399</td>\n",
       "      <td>9.3257</td>\n",
       "      <td>951.962</td>\n",
       "      <td>1891.84</td>\n",
       "      <td>0.248041</td>\n",
       "      <td>1569.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4343.78</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>111107</td>\n",
       "      <td>9056.5</td>\n",
       "      <td>1098.57</td>\n",
       "      <td>36.1545</td>\n",
       "      <td>368.938</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>25.2473</td>\n",
       "      <td>1.47852</td>\n",
       "      <td>9.38497</td>\n",
       "      <td>732.686</td>\n",
       "      <td>1482.34</td>\n",
       "      <td>0.251958</td>\n",
       "      <td>1152.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>37369.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>919777</td>\n",
       "      <td>75019</td>\n",
       "      <td>9353.37</td>\n",
       "      <td>173.985</td>\n",
       "      <td>280.496</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>29.4776</td>\n",
       "      <td>1.48729</td>\n",
       "      <td>9.04214</td>\n",
       "      <td>6099.64</td>\n",
       "      <td>12687.1</td>\n",
       "      <td>0.259232</td>\n",
       "      <td>9738.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>79659.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.95816e+06</td>\n",
       "      <td>159804</td>\n",
       "      <td>19947.6</td>\n",
       "      <td>364.176</td>\n",
       "      <td>484.328</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99877</td>\n",
       "      <td>30.9881</td>\n",
       "      <td>1.49327</td>\n",
       "      <td>9.00423</td>\n",
       "      <td>13019.3</td>\n",
       "      <td>27180.6</td>\n",
       "      <td>0.260168</td>\n",
       "      <td>20791.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>171612</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.21971e+06</td>\n",
       "      <td>344186</td>\n",
       "      <td>43047.7</td>\n",
       "      <td>760.039</td>\n",
       "      <td>963.278</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>32.5346</td>\n",
       "      <td>1.48556</td>\n",
       "      <td>9.23306</td>\n",
       "      <td>27861</td>\n",
       "      <td>54678.4</td>\n",
       "      <td>0.244718</td>\n",
       "      <td>44557.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29063.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>714248</td>\n",
       "      <td>58285.8</td>\n",
       "      <td>7192.8</td>\n",
       "      <td>154.103</td>\n",
       "      <td>158.832</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>28.9751</td>\n",
       "      <td>1.49313</td>\n",
       "      <td>9.247</td>\n",
       "      <td>4738.86</td>\n",
       "      <td>9229.52</td>\n",
       "      <td>0.242915</td>\n",
       "      <td>7426.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6965.23</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>178552</td>\n",
       "      <td>14596.6</td>\n",
       "      <td>1811.35</td>\n",
       "      <td>52.7523</td>\n",
       "      <td>666.12</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0275862</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99902</td>\n",
       "      <td>26.1705</td>\n",
       "      <td>1.50067</td>\n",
       "      <td>9.34814</td>\n",
       "      <td>1169.94</td>\n",
       "      <td>2425.9</td>\n",
       "      <td>0.258063</td>\n",
       "      <td>1908.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>1576.09</td>\n",
       "      <td>1.05885e-80</td>\n",
       "      <td>2.05939e-74</td>\n",
       "      <td>7.40677e-69</td>\n",
       "      <td>7.86641e-58</td>\n",
       "      <td>1.94583e-39</td>\n",
       "      <td>None</td>\n",
       "      <td>3436.91</td>\n",
       "      <td>821.419</td>\n",
       "      <td>32.3427</td>\n",
       "      <td>284.734</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0533333</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02577</td>\n",
       "      <td>22.729</td>\n",
       "      <td>1.76835</td>\n",
       "      <td>8.80424</td>\n",
       "      <td>237.119</td>\n",
       "      <td>774.883</td>\n",
       "      <td>0.408595</td>\n",
       "      <td>814.567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>28807.8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>592489</td>\n",
       "      <td>58071.4</td>\n",
       "      <td>14489.4</td>\n",
       "      <td>406.079</td>\n",
       "      <td>455.893</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.94268</td>\n",
       "      <td>28.5321</td>\n",
       "      <td>1.69074</td>\n",
       "      <td>7.49928</td>\n",
       "      <td>4205.59</td>\n",
       "      <td>13120.1</td>\n",
       "      <td>0.388293</td>\n",
       "      <td>14148.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>2605.38</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>54588.8</td>\n",
       "      <td>5686.15</td>\n",
       "      <td>1395.88</td>\n",
       "      <td>44.5629</td>\n",
       "      <td>475.397</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99669</td>\n",
       "      <td>23.6874</td>\n",
       "      <td>1.79436</td>\n",
       "      <td>8.61505</td>\n",
       "      <td>393.762</td>\n",
       "      <td>1243.08</td>\n",
       "      <td>0.39409</td>\n",
       "      <td>1384.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>4084.16</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>95258.4</td>\n",
       "      <td>8891.11</td>\n",
       "      <td>2250.28</td>\n",
       "      <td>67.4592</td>\n",
       "      <td>722.78</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0469799</td>\n",
       "      <td>0.966443</td>\n",
       "      <td>None</td>\n",
       "      <td>39.6012</td>\n",
       "      <td>24.6016</td>\n",
       "      <td>1.76181</td>\n",
       "      <td>8.5056</td>\n",
       "      <td>609.836</td>\n",
       "      <td>1902.68</td>\n",
       "      <td>0.38913</td>\n",
       "      <td>2218.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>1494.94</td>\n",
       "      <td>1.43085e-86</td>\n",
       "      <td>1.28364e-80</td>\n",
       "      <td>1.21559e-71</td>\n",
       "      <td>2.42249e-62</td>\n",
       "      <td>2.75369e-42</td>\n",
       "      <td>None</td>\n",
       "      <td>3275.95</td>\n",
       "      <td>814.596</td>\n",
       "      <td>37.8363</td>\n",
       "      <td>286.072</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0472973</td>\n",
       "      <td>0.972973</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02582</td>\n",
       "      <td>22.4166</td>\n",
       "      <td>1.96289</td>\n",
       "      <td>8.76538</td>\n",
       "      <td>224.272</td>\n",
       "      <td>755.405</td>\n",
       "      <td>0.42132</td>\n",
       "      <td>810.658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>14601.8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>293079</td>\n",
       "      <td>29425.7</td>\n",
       "      <td>7262.75</td>\n",
       "      <td>200.748</td>\n",
       "      <td>221.986</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0410959</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>None</td>\n",
       "      <td>40.3325</td>\n",
       "      <td>27.1527</td>\n",
       "      <td>1.68244</td>\n",
       "      <td>7.6126</td>\n",
       "      <td>2110.75</td>\n",
       "      <td>6469.68</td>\n",
       "      <td>0.382081</td>\n",
       "      <td>7131.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>21075.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>428036</td>\n",
       "      <td>42457</td>\n",
       "      <td>10514.6</td>\n",
       "      <td>284.765</td>\n",
       "      <td>305.17</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.94383</td>\n",
       "      <td>27.9009</td>\n",
       "      <td>1.69624</td>\n",
       "      <td>7.53169</td>\n",
       "      <td>3075.87</td>\n",
       "      <td>9423.71</td>\n",
       "      <td>0.381618</td>\n",
       "      <td>10295.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>2197.84</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>46804.7</td>\n",
       "      <td>4825.59</td>\n",
       "      <td>1191.19</td>\n",
       "      <td>48.4672</td>\n",
       "      <td>429.911</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0492958</td>\n",
       "      <td>0.964789</td>\n",
       "      <td>None</td>\n",
       "      <td>39.9229</td>\n",
       "      <td>23.4574</td>\n",
       "      <td>1.73357</td>\n",
       "      <td>8.38878</td>\n",
       "      <td>340.111</td>\n",
       "      <td>1128.9</td>\n",
       "      <td>0.414437</td>\n",
       "      <td>1185.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>34195.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>695354</td>\n",
       "      <td>68860.2</td>\n",
       "      <td>17008.7</td>\n",
       "      <td>444.473</td>\n",
       "      <td>468.805</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.041958</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>40.4709</td>\n",
       "      <td>28.8642</td>\n",
       "      <td>1.69957</td>\n",
       "      <td>7.54855</td>\n",
       "      <td>4987.26</td>\n",
       "      <td>15360.5</td>\n",
       "      <td>0.383763</td>\n",
       "      <td>16677.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>208209</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>419174</td>\n",
       "      <td>104515</td>\n",
       "      <td>2829.35</td>\n",
       "      <td>2756.85</td>\n",
       "      <td>None</td>\n",
       "      <td>0.041958</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.00831</td>\n",
       "      <td>32.479</td>\n",
       "      <td>1.69625</td>\n",
       "      <td>7.47906</td>\n",
       "      <td>30344.6</td>\n",
       "      <td>92825.5</td>\n",
       "      <td>0.381741</td>\n",
       "      <td>102398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>7426.39</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>15019.5</td>\n",
       "      <td>3683.08</td>\n",
       "      <td>90.5837</td>\n",
       "      <td>166.712</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0253</td>\n",
       "      <td>25.9296</td>\n",
       "      <td>1.59152</td>\n",
       "      <td>7.36286</td>\n",
       "      <td>1091.65</td>\n",
       "      <td>3445.7</td>\n",
       "      <td>0.392966</td>\n",
       "      <td>3575.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2005.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>4400.55</td>\n",
       "      <td>1060.12</td>\n",
       "      <td>47.6329</td>\n",
       "      <td>390.185</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0333333</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02507</td>\n",
       "      <td>23.2234</td>\n",
       "      <td>1.75265</td>\n",
       "      <td>8.9587</td>\n",
       "      <td>301.237</td>\n",
       "      <td>969.104</td>\n",
       "      <td>0.402142</td>\n",
       "      <td>1048.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>16645.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>373483</td>\n",
       "      <td>36269.4</td>\n",
       "      <td>8907.51</td>\n",
       "      <td>258.138</td>\n",
       "      <td>2979.01</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>41.939</td>\n",
       "      <td>27.3431</td>\n",
       "      <td>1.8455</td>\n",
       "      <td>8.95348</td>\n",
       "      <td>2481.52</td>\n",
       "      <td>7077.6</td>\n",
       "      <td>0.35593</td>\n",
       "      <td>8812.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>12159.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>269804</td>\n",
       "      <td>26565.5</td>\n",
       "      <td>6547.39</td>\n",
       "      <td>164.987</td>\n",
       "      <td>2246.13</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>42.1533</td>\n",
       "      <td>26.71</td>\n",
       "      <td>1.83024</td>\n",
       "      <td>8.96315</td>\n",
       "      <td>1816.36</td>\n",
       "      <td>5084.23</td>\n",
       "      <td>0.349179</td>\n",
       "      <td>6460.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>39083.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>813549</td>\n",
       "      <td>78627.1</td>\n",
       "      <td>19421.7</td>\n",
       "      <td>470.824</td>\n",
       "      <td>460.157</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0536913</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>None</td>\n",
       "      <td>43.8335</td>\n",
       "      <td>29.0821</td>\n",
       "      <td>1.68819</td>\n",
       "      <td>7.86022</td>\n",
       "      <td>5546.28</td>\n",
       "      <td>15754.6</td>\n",
       "      <td>0.353779</td>\n",
       "      <td>19007.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>22202.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>458099</td>\n",
       "      <td>44622.2</td>\n",
       "      <td>11005.3</td>\n",
       "      <td>255.581</td>\n",
       "      <td>216.411</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>None</td>\n",
       "      <td>43.8723</td>\n",
       "      <td>27.9613</td>\n",
       "      <td>1.70267</td>\n",
       "      <td>7.76097</td>\n",
       "      <td>3181.6</td>\n",
       "      <td>9115.18</td>\n",
       "      <td>0.356941</td>\n",
       "      <td>10791.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>4856.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>109610</td>\n",
       "      <td>10621.7</td>\n",
       "      <td>2620.43</td>\n",
       "      <td>68.8922</td>\n",
       "      <td>909.534</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>41.6215</td>\n",
       "      <td>24.891</td>\n",
       "      <td>1.80913</td>\n",
       "      <td>9.00178</td>\n",
       "      <td>727.445</td>\n",
       "      <td>2041.06</td>\n",
       "      <td>0.349901</td>\n",
       "      <td>2581.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>41503.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.12793e+06</td>\n",
       "      <td>83555.3</td>\n",
       "      <td>17835.2</td>\n",
       "      <td>1954.88</td>\n",
       "      <td>549.115</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0666667</td>\n",
       "      <td>0.96</td>\n",
       "      <td>None</td>\n",
       "      <td>8.13947</td>\n",
       "      <td>29.9319</td>\n",
       "      <td>1.15367</td>\n",
       "      <td>6.50272</td>\n",
       "      <td>6396.93</td>\n",
       "      <td>30016.5</td>\n",
       "      <td>0.573658</td>\n",
       "      <td>19163.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>2035.69</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>46957.3</td>\n",
       "      <td>4404.61</td>\n",
       "      <td>1077.43</td>\n",
       "      <td>42.6926</td>\n",
       "      <td>333.221</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>42.2613</td>\n",
       "      <td>23.2174</td>\n",
       "      <td>1.74917</td>\n",
       "      <td>8.80292</td>\n",
       "      <td>303.409</td>\n",
       "      <td>950.539</td>\n",
       "      <td>0.391036</td>\n",
       "      <td>1067.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>4134.14</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>91573.8</td>\n",
       "      <td>9048.16</td>\n",
       "      <td>2239.92</td>\n",
       "      <td>61.8319</td>\n",
       "      <td>779.874</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0410959</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>42.1533</td>\n",
       "      <td>24.5642</td>\n",
       "      <td>1.82841</td>\n",
       "      <td>8.80407</td>\n",
       "      <td>622.363</td>\n",
       "      <td>1827.27</td>\n",
       "      <td>0.366321</td>\n",
       "      <td>2212.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>3168.46</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>71341.4</td>\n",
       "      <td>6919.68</td>\n",
       "      <td>1670.71</td>\n",
       "      <td>47.0362</td>\n",
       "      <td>582.76</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0486111</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>42.0459</td>\n",
       "      <td>24.0849</td>\n",
       "      <td>1.75849</td>\n",
       "      <td>8.84707</td>\n",
       "      <td>481.084</td>\n",
       "      <td>1388.52</td>\n",
       "      <td>0.360267</td>\n",
       "      <td>1656.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>10416.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>226235</td>\n",
       "      <td>22798.4</td>\n",
       "      <td>5652.18</td>\n",
       "      <td>129.107</td>\n",
       "      <td>1964.7</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>41.482</td>\n",
       "      <td>26.3937</td>\n",
       "      <td>1.84404</td>\n",
       "      <td>8.92484</td>\n",
       "      <td>1563.01</td>\n",
       "      <td>4334.22</td>\n",
       "      <td>0.34569</td>\n",
       "      <td>5561.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>17546.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>360040</td>\n",
       "      <td>35248.3</td>\n",
       "      <td>8632.74</td>\n",
       "      <td>209.344</td>\n",
       "      <td>155.398</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0544218</td>\n",
       "      <td>0.959184</td>\n",
       "      <td>None</td>\n",
       "      <td>43.9502</td>\n",
       "      <td>27.4986</td>\n",
       "      <td>1.69816</td>\n",
       "      <td>7.81168</td>\n",
       "      <td>2508.25</td>\n",
       "      <td>7317.36</td>\n",
       "      <td>0.363575</td>\n",
       "      <td>8470.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>2929.13</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>62586.1</td>\n",
       "      <td>6351.24</td>\n",
       "      <td>1533.86</td>\n",
       "      <td>47.443</td>\n",
       "      <td>492.966</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0482759</td>\n",
       "      <td>0.965517</td>\n",
       "      <td>None</td>\n",
       "      <td>42.0102</td>\n",
       "      <td>23.8489</td>\n",
       "      <td>1.846</td>\n",
       "      <td>8.9818</td>\n",
       "      <td>438.727</td>\n",
       "      <td>1280.07</td>\n",
       "      <td>0.364142</td>\n",
       "      <td>1518.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>37637.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>770695</td>\n",
       "      <td>75713.1</td>\n",
       "      <td>18719.1</td>\n",
       "      <td>400.877</td>\n",
       "      <td>438.404</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0472973</td>\n",
       "      <td>0.959459</td>\n",
       "      <td>None</td>\n",
       "      <td>43.6017</td>\n",
       "      <td>28.9853</td>\n",
       "      <td>1.70463</td>\n",
       "      <td>7.82367</td>\n",
       "      <td>5362.92</td>\n",
       "      <td>15169.1</td>\n",
       "      <td>0.35209</td>\n",
       "      <td>18283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>1175</td>\n",
       "      <td>1.49917e-64</td>\n",
       "      <td>4.07143e-58</td>\n",
       "      <td>4.74201e-54</td>\n",
       "      <td>1.56847e-46</td>\n",
       "      <td>1.26251e-26</td>\n",
       "      <td>25809.1</td>\n",
       "      <td>2579.64</td>\n",
       "      <td>659.355</td>\n",
       "      <td>30.6696</td>\n",
       "      <td>229.639</td>\n",
       "      <td>7.6969e+171</td>\n",
       "      <td>0.0544218</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>1.40427e+67</td>\n",
       "      <td>42.479</td>\n",
       "      <td>22.1837</td>\n",
       "      <td>1.71671</td>\n",
       "      <td>8.09504</td>\n",
       "      <td>179.796</td>\n",
       "      <td>636.009</td>\n",
       "      <td>0.44143</td>\n",
       "      <td>652.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>9532.17</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>187222</td>\n",
       "      <td>19225.9</td>\n",
       "      <td>4687.45</td>\n",
       "      <td>125.781</td>\n",
       "      <td>161.571</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0533333</td>\n",
       "      <td>0.96</td>\n",
       "      <td>None</td>\n",
       "      <td>43.9893</td>\n",
       "      <td>26.2528</td>\n",
       "      <td>1.70507</td>\n",
       "      <td>8.04216</td>\n",
       "      <td>1349.14</td>\n",
       "      <td>3905.82</td>\n",
       "      <td>0.360873</td>\n",
       "      <td>4605.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>16107.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>330459</td>\n",
       "      <td>32414</td>\n",
       "      <td>7850.97</td>\n",
       "      <td>242.199</td>\n",
       "      <td>199.739</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.959184</td>\n",
       "      <td>None</td>\n",
       "      <td>43.525</td>\n",
       "      <td>27.3171</td>\n",
       "      <td>1.69604</td>\n",
       "      <td>7.91598</td>\n",
       "      <td>2306.11</td>\n",
       "      <td>6952.9</td>\n",
       "      <td>0.375896</td>\n",
       "      <td>7716.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>11371.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>246116</td>\n",
       "      <td>24883.6</td>\n",
       "      <td>6104.42</td>\n",
       "      <td>125.056</td>\n",
       "      <td>2140.85</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>41.4125</td>\n",
       "      <td>26.5753</td>\n",
       "      <td>1.84015</td>\n",
       "      <td>8.99824</td>\n",
       "      <td>1703.27</td>\n",
       "      <td>4655.79</td>\n",
       "      <td>0.34086</td>\n",
       "      <td>6011.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>3593.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>83709.5</td>\n",
       "      <td>7771.78</td>\n",
       "      <td>1871.72</td>\n",
       "      <td>52.7269</td>\n",
       "      <td>584.386</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>42.4062</td>\n",
       "      <td>24.3341</td>\n",
       "      <td>1.7736</td>\n",
       "      <td>8.97859</td>\n",
       "      <td>535.928</td>\n",
       "      <td>1521.75</td>\n",
       "      <td>0.354328</td>\n",
       "      <td>1851.27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    amplitude flux_percentile_ratio_mid20 flux_percentile_ratio_mid35  \\\n",
       "0     46701.1                        None                        None   \n",
       "1     75027.6                        None                        None   \n",
       "2      185207                        None                        None   \n",
       "3     24872.9                        None                        None   \n",
       "4      553507                        None                        None   \n",
       "5     4964.84                        None                        None   \n",
       "6     28802.6                        None                        None   \n",
       "7      178017                        None                        None   \n",
       "8     10736.3                        None                        None   \n",
       "9     3860.71                           0                           0   \n",
       "10    27991.9                        None                        None   \n",
       "11    7073.26                        None                        None   \n",
       "12     493571                        None                        None   \n",
       "13    12053.2                        None                        None   \n",
       "14    2774.56                 9.69519e-58                 5.58577e-54   \n",
       "15    91621.1                        None                        None   \n",
       "16    29294.6                        None                        None   \n",
       "17    4860.93                        None                        None   \n",
       "18     538084                        None                        None   \n",
       "19     611163                        None                        None   \n",
       "20    4565.24                        None                        None   \n",
       "21    11178.4                        None                        None   \n",
       "22    26730.7                        None                        None   \n",
       "23    5620.49                        None                        None   \n",
       "24    4343.78                        None                        None   \n",
       "25    37369.2                        None                        None   \n",
       "26    79659.6                        None                        None   \n",
       "27     171612                        None                        None   \n",
       "28    29063.5                        None                        None   \n",
       "29    6965.23                        None                        None   \n",
       "..        ...                         ...                         ...   \n",
       "970   1576.09                 1.05885e-80                 2.05939e-74   \n",
       "971   28807.8                        None                        None   \n",
       "972   2605.38                        None                        None   \n",
       "973   4084.16                        None                        None   \n",
       "974   1494.94                 1.43085e-86                 1.28364e-80   \n",
       "975   14601.8                        None                        None   \n",
       "976   21075.9                        None                        None   \n",
       "977   2197.84                        None                        None   \n",
       "978   34195.7                        None                        None   \n",
       "979    208209                        None                        None   \n",
       "980   7426.39                        None                        None   \n",
       "981   2005.18                           0                           0   \n",
       "982   16645.2                        None                        None   \n",
       "983   12159.7                        None                        None   \n",
       "984   39083.5                        None                        None   \n",
       "985   22202.9                        None                        None   \n",
       "986    4856.1                        None                        None   \n",
       "987   41503.1                        None                        None   \n",
       "988   2035.69                        None                        None   \n",
       "989   4134.14                        None                        None   \n",
       "990   3168.46                        None                        None   \n",
       "991   10416.9                        None                        None   \n",
       "992   17546.5                        None                        None   \n",
       "993   2929.13                        None                        None   \n",
       "994   37637.4                        None                        None   \n",
       "995      1175                 1.49917e-64                 4.07143e-58   \n",
       "996   9532.17                        None                        None   \n",
       "997   16107.1                        None                        None   \n",
       "998   11371.4                        None                        None   \n",
       "999    3593.7                        None                        None   \n",
       "\n",
       "    flux_percentile_ratio_mid50 flux_percentile_ratio_mid65  \\\n",
       "0                          None                        None   \n",
       "1                          None                        None   \n",
       "2                          None                        None   \n",
       "3                          None                        None   \n",
       "4                          None                        None   \n",
       "5                          None                        None   \n",
       "6                          None                        None   \n",
       "7                          None                        None   \n",
       "8                          None                        None   \n",
       "9                             0                           0   \n",
       "10                         None                        None   \n",
       "11                         None                        None   \n",
       "12                         None                        None   \n",
       "13                         None                        None   \n",
       "14                  8.72386e-49                 4.80229e-40   \n",
       "15                         None                        None   \n",
       "16                         None                        None   \n",
       "17                         None                        None   \n",
       "18                         None                        None   \n",
       "19                         None                        None   \n",
       "20                         None                        None   \n",
       "21                         None                        None   \n",
       "22                         None                        None   \n",
       "23                         None                        None   \n",
       "24                         None                        None   \n",
       "25                         None                        None   \n",
       "26                         None                        None   \n",
       "27                         None                        None   \n",
       "28                         None                        None   \n",
       "29                         None                        None   \n",
       "..                          ...                         ...   \n",
       "970                 7.40677e-69                 7.86641e-58   \n",
       "971                        None                        None   \n",
       "972                        None                        None   \n",
       "973                        None                        None   \n",
       "974                 1.21559e-71                 2.42249e-62   \n",
       "975                        None                        None   \n",
       "976                        None                        None   \n",
       "977                        None                        None   \n",
       "978                        None                        None   \n",
       "979                        None                        None   \n",
       "980                        None                        None   \n",
       "981                           0                           0   \n",
       "982                        None                        None   \n",
       "983                        None                        None   \n",
       "984                        None                        None   \n",
       "985                        None                        None   \n",
       "986                        None                        None   \n",
       "987                        None                        None   \n",
       "988                        None                        None   \n",
       "989                        None                        None   \n",
       "990                        None                        None   \n",
       "991                        None                        None   \n",
       "992                        None                        None   \n",
       "993                        None                        None   \n",
       "994                        None                        None   \n",
       "995                 4.74201e-54                 1.56847e-46   \n",
       "996                        None                        None   \n",
       "997                        None                        None   \n",
       "998                        None                        None   \n",
       "999                        None                        None   \n",
       "\n",
       "    flux_percentile_ratio_mid80    max_slope      maximum   median  \\\n",
       "0                          None  1.15127e+06      93664.9    11267   \n",
       "1                          None  1.85003e+06       150517  18284.4   \n",
       "2                          None  4.56464e+06       371530  45577.7   \n",
       "3                          None       612681      49883.4  6042.84   \n",
       "4                          None    1.393e+07  1.10968e+06   116945   \n",
       "5                          None       126397      10389.4  1286.81   \n",
       "6                          None       739227      60140.1  7340.14   \n",
       "7                          None  4.38449e+06       357103  44253.8   \n",
       "8                          None       274523      22423.5  2799.14   \n",
       "9                             0      98360.8      8108.35  988.573   \n",
       "10                         None       688701      56125.6  6922.88   \n",
       "11                         None       183098        14827  1826.47   \n",
       "12                         None         None       989915   112507   \n",
       "13                         None       309542      25160.2   3026.1   \n",
       "14                   9.7047e-24      72561.2      5775.96  700.992   \n",
       "15                         None  2.25873e+06       183818  22589.4   \n",
       "16                         None       723062        58771  7226.03   \n",
       "17                         None       124420      10134.1  1218.49   \n",
       "18                         None  1.01048e+07  1.08243e+06   262417   \n",
       "19                         None  1.31135e+07  1.23026e+06   341031   \n",
       "20                         None       117793      9571.35  1166.66   \n",
       "21                         None       286753      23394.1  2873.72   \n",
       "22                         None       660297      53599.3  6675.36   \n",
       "23                         None         None      11776.5  1505.78   \n",
       "24                         None       111107       9056.5  1098.57   \n",
       "25                         None       919777        75019  9353.37   \n",
       "26                         None  1.95816e+06       159804  19947.6   \n",
       "27                         None  4.21971e+06       344186  43047.7   \n",
       "28                         None       714248      58285.8   7192.8   \n",
       "29                         None       178552      14596.6  1811.35   \n",
       "..                          ...          ...          ...      ...   \n",
       "970                 1.94583e-39         None      3436.91  821.419   \n",
       "971                        None       592489      58071.4  14489.4   \n",
       "972                        None      54588.8      5686.15  1395.88   \n",
       "973                        None      95258.4      8891.11  2250.28   \n",
       "974                 2.75369e-42         None      3275.95  814.596   \n",
       "975                        None       293079      29425.7  7262.75   \n",
       "976                        None       428036        42457  10514.6   \n",
       "977                        None      46804.7      4825.59  1191.19   \n",
       "978                        None       695354      68860.2  17008.7   \n",
       "979                        None         None       419174   104515   \n",
       "980                        None         None      15019.5  3683.08   \n",
       "981                           0         None      4400.55  1060.12   \n",
       "982                        None       373483      36269.4  8907.51   \n",
       "983                        None       269804      26565.5  6547.39   \n",
       "984                        None       813549      78627.1  19421.7   \n",
       "985                        None       458099      44622.2  11005.3   \n",
       "986                        None       109610      10621.7  2620.43   \n",
       "987                        None  1.12793e+06      83555.3  17835.2   \n",
       "988                        None      46957.3      4404.61  1077.43   \n",
       "989                        None      91573.8      9048.16  2239.92   \n",
       "990                        None      71341.4      6919.68  1670.71   \n",
       "991                        None       226235      22798.4  5652.18   \n",
       "992                        None       360040      35248.3  8632.74   \n",
       "993                        None      62586.1      6351.24  1533.86   \n",
       "994                        None       770695      75713.1  18719.1   \n",
       "995                 1.26251e-26      25809.1      2579.64  659.355   \n",
       "996                        None       187222      19225.9  4687.45   \n",
       "997                        None       330459        32414  7850.97   \n",
       "998                        None       246116      24883.6  6104.42   \n",
       "999                        None      83709.5      7771.78  1871.72   \n",
       "\n",
       "    median_absolute_deviation  minimum percent_amplitude percent_beyond_1_std  \\\n",
       "0                     241.325   262.67               inf            0.0347222   \n",
       "1                     408.087  461.874               inf            0.0347222   \n",
       "2                     933.051  1115.99              None             0.034965   \n",
       "3                     146.575  137.692               inf             0.034965   \n",
       "4                     2284.03  2666.78              None            0.0208333   \n",
       "5                     39.8663  459.729               inf             0.027972   \n",
       "6                     147.335   2534.8              None            0.0277778   \n",
       "7                     781.332  1068.49              None            0.0344828   \n",
       "8                     71.3914  950.873              None            0.0277778   \n",
       "9                     38.5805  386.922               inf            0.0138889   \n",
       "10                    138.554  141.825               inf            0.0277778   \n",
       "11                    54.8285  680.488               inf             0.020979   \n",
       "12                    1986.26  2772.15              None            0.0206897   \n",
       "13                    88.0322  1053.77              None             0.020979   \n",
       "14                    28.0387  226.846      4.55476e+189            0.0275862   \n",
       "15                    412.393  575.764               inf            0.0277778   \n",
       "16                    133.208  181.724               inf            0.0277778   \n",
       "17                    40.0833  412.254               inf             0.027972   \n",
       "18                    4229.93  6258.25              None               0.0625   \n",
       "19                    6532.81  7938.28              None               0.0625   \n",
       "20                    37.1674  440.862               inf             0.020979   \n",
       "21                     67.054  1037.32              None             0.020979   \n",
       "22                    130.468  137.955               inf            0.0277778   \n",
       "23                    46.6237  535.505               inf             0.020979   \n",
       "24                    36.1545  368.938               inf             0.020979   \n",
       "25                    173.985  280.496               inf            0.0344828   \n",
       "26                    364.176  484.328               inf            0.0344828   \n",
       "27                    760.039  963.278              None            0.0277778   \n",
       "28                    154.103  158.832               inf             0.027972   \n",
       "29                    52.7523   666.12               inf            0.0275862   \n",
       "..                        ...      ...               ...                  ...   \n",
       "970                   32.3427  284.734               inf            0.0533333   \n",
       "971                   406.079  455.893               inf             0.048951   \n",
       "972                   44.5629  475.397               inf             0.047619   \n",
       "973                   67.4592   722.78               inf            0.0469799   \n",
       "974                   37.8363  286.072               inf            0.0472973   \n",
       "975                   200.748  221.986               inf            0.0410959   \n",
       "976                   284.765   305.17               inf             0.048951   \n",
       "977                   48.4672  429.911               inf            0.0492958   \n",
       "978                   444.473  468.805               inf             0.041958   \n",
       "979                   2829.35  2756.85              None             0.041958   \n",
       "980                   90.5837  166.712               inf             0.047619   \n",
       "981                   47.6329  390.185               inf            0.0333333   \n",
       "982                   258.138  2979.01              None             0.047619   \n",
       "983                   164.987  2246.13              None             0.047619   \n",
       "984                   470.824  460.157               inf            0.0536913   \n",
       "985                   255.581  216.411               inf            0.0479452   \n",
       "986                   68.8922  909.534              None            0.0479452   \n",
       "987                   1954.88  549.115               inf            0.0666667   \n",
       "988                   42.6926  333.221               inf             0.047619   \n",
       "989                   61.8319  779.874               inf            0.0410959   \n",
       "990                   47.0362   582.76               inf            0.0486111   \n",
       "991                   129.107   1964.7              None            0.0479452   \n",
       "992                   209.344  155.398               inf            0.0544218   \n",
       "993                    47.443  492.966               inf            0.0482759   \n",
       "994                   400.877  438.404               inf            0.0472973   \n",
       "995                   30.6696  229.639       7.6969e+171            0.0544218   \n",
       "996                   125.781  161.571               inf            0.0533333   \n",
       "997                   242.199  199.739               inf             0.047619   \n",
       "998                   125.056  2140.85              None             0.047619   \n",
       "999                   52.7269  584.386               inf            0.0479452   \n",
       "\n",
       "    percent_close_to_median percent_difference_flux_percentile period_fast  \\\n",
       "0                  0.979167                               None     1.99852   \n",
       "1                  0.979167                               None     1.99852   \n",
       "2                  0.979021                               None     1.99835   \n",
       "3                  0.979021                               None     1.99843   \n",
       "4                  0.979167                               None      1.9986   \n",
       "5                  0.986014                               None     1.99852   \n",
       "6                  0.986111                               None      1.9986   \n",
       "7                   0.97931                               None     1.99843   \n",
       "8                  0.986111                               None     1.99852   \n",
       "9                  0.986111                                inf      1.9986   \n",
       "10                 0.979167                               None     1.99835   \n",
       "11                 0.986014                               None     1.99868   \n",
       "12                  0.97931                               None     1.99843   \n",
       "13                 0.986014                               None      1.9986   \n",
       "14                 0.986207                        1.84317e+61      1.9986   \n",
       "15                 0.979167                               None     1.99835   \n",
       "16                 0.979167                               None     1.99835   \n",
       "17                 0.986014                               None      1.9986   \n",
       "18                 0.958333                               None     24.6775   \n",
       "19                 0.958333                               None     24.6648   \n",
       "20                 0.986014                               None     1.99827   \n",
       "21                 0.986014                               None      1.9986   \n",
       "22                 0.979167                               None     1.99835   \n",
       "23                 0.986014                               None     1.99868   \n",
       "24                 0.986014                               None     1.99868   \n",
       "25                 0.972414                               None     1.99868   \n",
       "26                 0.972414                               None     1.99877   \n",
       "27                 0.979167                               None     1.99843   \n",
       "28                 0.979021                               None     1.99843   \n",
       "29                  0.97931                               None     1.99902   \n",
       "..                      ...                                ...         ...   \n",
       "970                0.966667                                inf     1.02577   \n",
       "971                0.958042                               None     1.94268   \n",
       "972                0.965986                               None     1.99669   \n",
       "973                0.966443                               None     39.6012   \n",
       "974                0.972973                                inf     1.02582   \n",
       "975                0.958904                               None     40.3325   \n",
       "976                0.958042                               None     1.94383   \n",
       "977                0.964789                               None     39.9229   \n",
       "978                0.958042                               None     40.4709   \n",
       "979                0.958042                               None     1.00831   \n",
       "980                0.952381                               None      1.0253   \n",
       "981                0.966667                                inf     1.02507   \n",
       "982                0.965986                               None      41.939   \n",
       "983                0.965986                               None     42.1533   \n",
       "984                0.959732                               None     43.8335   \n",
       "985                0.958904                               None     43.8723   \n",
       "986                0.965753                               None     41.6215   \n",
       "987                    0.96                               None     8.13947   \n",
       "988                0.965986                               None     42.2613   \n",
       "989                0.965753                               None     42.1533   \n",
       "990                0.958333                               None     42.0459   \n",
       "991                0.965753                               None      41.482   \n",
       "992                0.959184                               None     43.9502   \n",
       "993                0.965517                               None     42.0102   \n",
       "994                0.959459                               None     43.6017   \n",
       "995                0.952381                        1.40427e+67      42.479   \n",
       "996                    0.96                               None     43.9893   \n",
       "997                0.959184                               None      43.525   \n",
       "998                0.965986                               None     41.4125   \n",
       "999                0.965753                               None     42.4062   \n",
       "\n",
       "    qso_log_chi2_qsonu qso_log_chi2nuNULL_chi2nu     skew      std stetson_j  \\\n",
       "0              29.9215                    1.4943  9.34437  7576.79   14637.3   \n",
       "1              30.8729                   1.49256  9.31845  12181.3   23767.2   \n",
       "2              32.6872                   1.47698  9.26538  30174.7     58613   \n",
       "3              28.6708                   1.47717  9.29269  4050.33   7986.47   \n",
       "4              34.8818                    1.4719  9.75984  89478.9    162827   \n",
       "5              25.5067                   1.51405  9.33886  842.427   1708.52   \n",
       "6              29.0157                   1.48976  9.53911  4826.84   8925.54   \n",
       "7              32.6025                   1.47872  9.28978  28820.9   56081.4   \n",
       "8              27.0479                   1.49671  9.36736  1810.81   3495.16   \n",
       "9              24.9946                   1.50793  9.48151  652.285   1344.67   \n",
       "10             28.9037                   1.48222  9.26017  4549.66   8828.38   \n",
       "11             26.2342                   1.46948  9.43333  1195.76   2388.74   \n",
       "12             34.6398                   1.46959  9.61747  79453.4    147161   \n",
       "13             27.2825                   1.48351  9.51926  2026.13   3932.19   \n",
       "14             24.4149                   1.40527  9.41506  463.707   1020.38   \n",
       "15             31.2795                   1.47631  9.28176  14880.1   28939.2   \n",
       "16             29.0012                   1.48901  9.24536  4769.73   9213.98   \n",
       "17             25.4835                   1.48243  9.41995   819.63   1649.86   \n",
       "18             34.3433                    1.7191  7.77741  78028.9    213495   \n",
       "19             34.8367                   1.59103  6.01262  92853.2    284343   \n",
       "20             25.3339                   1.50256  9.42676  773.751   1542.02   \n",
       "21             27.1364                   1.48541  9.46303  1885.18   3623.53   \n",
       "22             28.8296                   1.48089  9.16482  4359.74   8640.09   \n",
       "23             25.7612                   1.50399   9.3257  951.962   1891.84   \n",
       "24             25.2473                   1.47852  9.38497  732.686   1482.34   \n",
       "25             29.4776                   1.48729  9.04214  6099.64   12687.1   \n",
       "26             30.9881                   1.49327  9.00423  13019.3   27180.6   \n",
       "27             32.5346                   1.48556  9.23306    27861   54678.4   \n",
       "28             28.9751                   1.49313    9.247  4738.86   9229.52   \n",
       "29             26.1705                   1.50067  9.34814  1169.94    2425.9   \n",
       "..                 ...                       ...      ...      ...       ...   \n",
       "970             22.729                   1.76835  8.80424  237.119   774.883   \n",
       "971            28.5321                   1.69074  7.49928  4205.59   13120.1   \n",
       "972            23.6874                   1.79436  8.61505  393.762   1243.08   \n",
       "973            24.6016                   1.76181   8.5056  609.836   1902.68   \n",
       "974            22.4166                   1.96289  8.76538  224.272   755.405   \n",
       "975            27.1527                   1.68244   7.6126  2110.75   6469.68   \n",
       "976            27.9009                   1.69624  7.53169  3075.87   9423.71   \n",
       "977            23.4574                   1.73357  8.38878  340.111    1128.9   \n",
       "978            28.8642                   1.69957  7.54855  4987.26   15360.5   \n",
       "979             32.479                   1.69625  7.47906  30344.6   92825.5   \n",
       "980            25.9296                   1.59152  7.36286  1091.65    3445.7   \n",
       "981            23.2234                   1.75265   8.9587  301.237   969.104   \n",
       "982            27.3431                    1.8455  8.95348  2481.52    7077.6   \n",
       "983              26.71                   1.83024  8.96315  1816.36   5084.23   \n",
       "984            29.0821                   1.68819  7.86022  5546.28   15754.6   \n",
       "985            27.9613                   1.70267  7.76097   3181.6   9115.18   \n",
       "986             24.891                   1.80913  9.00178  727.445   2041.06   \n",
       "987            29.9319                   1.15367  6.50272  6396.93   30016.5   \n",
       "988            23.2174                   1.74917  8.80292  303.409   950.539   \n",
       "989            24.5642                   1.82841  8.80407  622.363   1827.27   \n",
       "990            24.0849                   1.75849  8.84707  481.084   1388.52   \n",
       "991            26.3937                   1.84404  8.92484  1563.01   4334.22   \n",
       "992            27.4986                   1.69816  7.81168  2508.25   7317.36   \n",
       "993            23.8489                     1.846   8.9818  438.727   1280.07   \n",
       "994            28.9853                   1.70463  7.82367  5362.92   15169.1   \n",
       "995            22.1837                   1.71671  8.09504  179.796   636.009   \n",
       "996            26.2528                   1.70507  8.04216  1349.14   3905.82   \n",
       "997            27.3171                   1.69604  7.91598  2306.11    6952.9   \n",
       "998            26.5753                   1.84015  8.99824  1703.27   4655.79   \n",
       "999            24.3341                    1.7736  8.97859  535.928   1521.75   \n",
       "\n",
       "    stetson_k weighted_average  \n",
       "0    0.240897          11685.3  \n",
       "1    0.243352            18898  \n",
       "2    0.242281          47033.9  \n",
       "3     0.24588          6258.61  \n",
       "4    0.226915           121756  \n",
       "5    0.252758          1339.93  \n",
       "6    0.230498          7631.56  \n",
       "7    0.242729          45616.9  \n",
       "8    0.240522          2918.67  \n",
       "9    0.256794          1034.76  \n",
       "10   0.242017          7153.12  \n",
       "11   0.248803          1913.37  \n",
       "12   0.231368           116771  \n",
       "13   0.241779          3165.35  \n",
       "14    0.27403          735.748  \n",
       "15   0.242511          23394.4  \n",
       "16   0.240889          7481.49  \n",
       "17   0.250566          1284.25  \n",
       "18   0.341355           259147  \n",
       "19   0.382282           338623  \n",
       "20    0.24799          1231.86  \n",
       "21   0.239385          3011.46  \n",
       "22   0.247085          6922.44  \n",
       "23   0.248041          1569.99  \n",
       "24   0.251958           1152.8  \n",
       "25   0.259232          9738.19  \n",
       "26   0.260168          20791.9  \n",
       "27   0.244718          44557.5  \n",
       "28   0.242915          7426.05  \n",
       "29   0.258063          1908.29  \n",
       "..        ...              ...  \n",
       "970  0.408595          814.567  \n",
       "971  0.388293          14148.5  \n",
       "972   0.39409          1384.19  \n",
       "973   0.38913          2218.29  \n",
       "974   0.42132          810.658  \n",
       "975  0.382081          7131.47  \n",
       "976  0.381618          10295.6  \n",
       "977  0.414437           1185.4  \n",
       "978  0.383763          16677.9  \n",
       "979  0.381741           102398  \n",
       "980  0.392966          3575.48  \n",
       "981  0.402142          1048.34  \n",
       "982   0.35593          8812.17  \n",
       "983  0.349179          6460.91  \n",
       "984  0.353779          19007.4  \n",
       "985  0.356941          10791.1  \n",
       "986  0.349901          2581.47  \n",
       "987  0.573658          19163.7  \n",
       "988  0.391036          1067.27  \n",
       "989  0.366321          2212.93  \n",
       "990  0.360267          1656.98  \n",
       "991   0.34569           5561.7  \n",
       "992  0.363575          8470.55  \n",
       "993  0.364142           1518.4  \n",
       "994   0.35209            18283  \n",
       "995   0.44143          652.036  \n",
       "996  0.360873          4605.16  \n",
       "997  0.375896           7716.8  \n",
       "998   0.34086          6011.28  \n",
       "999  0.354328          1851.27  \n",
       "\n",
       "[1000 rows x 23 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(ab, columns=features_General)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "@F.pandas_udf(returnType=ArrayType(DoubleType()))\n",
    "def featurize_udf_General_LS(mjd, psfflux):\n",
    "    feat_General_LS_vec = []\n",
    "    \n",
    "    for row_mjd, row_psfflux in zip(mjd, psfflux):\n",
    "            \n",
    "        feat_General_LS = featurize_time_series(np.array(row_mjd), np.array(row_psfflux),\n",
    "                                         features_to_use=features_General+\n",
    "                                                         features_LS)\n",
    "         \n",
    "        feat_General_LS_vec.append(feat_General_LS.values.flatten())\n",
    "\n",
    "    return pd.Series(feat_General_LS_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 59.4 ms, sys: 19.1 ms, total: 78.6 ms\n",
      "Wall time: 5min 2s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "feature_results_General_LS = ztf_sample.select(\n",
    "    featurize_udf_General_LS(ztf_sample['mjd'], ztf_sample['psfflux'])).head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ac = [np.array(feature_results_General_LS[0][0])]\n",
    "for i in np.arange(1,np.shape(feature_results_General_LS)[0]):\n",
    "    ac = np.concatenate((ac, [np.array(feature_results_General_LS[i][0])]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>amplitude</th>\n",
       "      <th>flux_percentile_ratio_mid20</th>\n",
       "      <th>flux_percentile_ratio_mid35</th>\n",
       "      <th>flux_percentile_ratio_mid50</th>\n",
       "      <th>flux_percentile_ratio_mid65</th>\n",
       "      <th>flux_percentile_ratio_mid80</th>\n",
       "      <th>max_slope</th>\n",
       "      <th>maximum</th>\n",
       "      <th>median</th>\n",
       "      <th>median_absolute_deviation</th>\n",
       "      <th>minimum</th>\n",
       "      <th>percent_amplitude</th>\n",
       "      <th>percent_beyond_1_std</th>\n",
       "      <th>percent_close_to_median</th>\n",
       "      <th>percent_difference_flux_percentile</th>\n",
       "      <th>period_fast</th>\n",
       "      <th>qso_log_chi2_qsonu</th>\n",
       "      <th>qso_log_chi2nuNULL_chi2nu</th>\n",
       "      <th>skew</th>\n",
       "      <th>std</th>\n",
       "      <th>stetson_j</th>\n",
       "      <th>stetson_k</th>\n",
       "      <th>weighted_average</th>\n",
       "      <th>fold2P_slope_10percentile</th>\n",
       "      <th>fold2P_slope_90percentile</th>\n",
       "      <th>freq1_amplitude1</th>\n",
       "      <th>freq1_amplitude2</th>\n",
       "      <th>freq1_amplitude3</th>\n",
       "      <th>freq1_amplitude4</th>\n",
       "      <th>freq1_freq</th>\n",
       "      <th>freq1_lambda</th>\n",
       "      <th>freq1_rel_phase2</th>\n",
       "      <th>freq1_rel_phase3</th>\n",
       "      <th>freq1_rel_phase4</th>\n",
       "      <th>freq1_signif</th>\n",
       "      <th>freq2_amplitude1</th>\n",
       "      <th>freq2_amplitude2</th>\n",
       "      <th>freq2_amplitude3</th>\n",
       "      <th>freq2_amplitude4</th>\n",
       "      <th>freq2_freq</th>\n",
       "      <th>freq2_rel_phase2</th>\n",
       "      <th>freq2_rel_phase3</th>\n",
       "      <th>freq2_rel_phase4</th>\n",
       "      <th>freq3_amplitude1</th>\n",
       "      <th>freq3_amplitude2</th>\n",
       "      <th>freq3_amplitude3</th>\n",
       "      <th>freq3_amplitude4</th>\n",
       "      <th>freq3_freq</th>\n",
       "      <th>freq3_rel_phase2</th>\n",
       "      <th>freq3_rel_phase3</th>\n",
       "      <th>freq3_rel_phase4</th>\n",
       "      <th>freq_amplitude_ratio_21</th>\n",
       "      <th>freq_amplitude_ratio_31</th>\n",
       "      <th>freq_frequency_ratio_21</th>\n",
       "      <th>freq_frequency_ratio_31</th>\n",
       "      <th>freq_model_max_delta_mags</th>\n",
       "      <th>freq_model_min_delta_mags</th>\n",
       "      <th>freq_model_phi1_phi2</th>\n",
       "      <th>freq_n_alias</th>\n",
       "      <th>freq_signif_ratio_21</th>\n",
       "      <th>freq_signif_ratio_31</th>\n",
       "      <th>freq_varrat</th>\n",
       "      <th>freq_y_offset</th>\n",
       "      <th>linear_trend</th>\n",
       "      <th>medperc90_2p_p</th>\n",
       "      <th>p2p_scatter_2praw</th>\n",
       "      <th>p2p_scatter_over_mad</th>\n",
       "      <th>p2p_scatter_pfold_over_mad</th>\n",
       "      <th>p2p_ssqr_diff_over_var</th>\n",
       "      <th>scatter_res_raw</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>46701.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.15127e+06</td>\n",
       "      <td>93664.9</td>\n",
       "      <td>11267</td>\n",
       "      <td>241.325</td>\n",
       "      <td>262.67</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0347222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>29.9215</td>\n",
       "      <td>1.4943</td>\n",
       "      <td>9.34437</td>\n",
       "      <td>7576.79</td>\n",
       "      <td>14637.3</td>\n",
       "      <td>0.240897</td>\n",
       "      <td>11685.3</td>\n",
       "      <td>-113900</td>\n",
       "      <td>112494</td>\n",
       "      <td>81196.2</td>\n",
       "      <td>48296.8</td>\n",
       "      <td>15892.4</td>\n",
       "      <td>6608.05</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60403</td>\n",
       "      <td>2.84085</td>\n",
       "      <td>-0.568357</td>\n",
       "      <td>8.81464</td>\n",
       "      <td>1101.98</td>\n",
       "      <td>107.375</td>\n",
       "      <td>10.2362</td>\n",
       "      <td>9.96372</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.41979</td>\n",
       "      <td>0.995439</td>\n",
       "      <td>1.41247</td>\n",
       "      <td>925.723</td>\n",
       "      <td>59.0074</td>\n",
       "      <td>13.6589</td>\n",
       "      <td>9.4115</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.414462</td>\n",
       "      <td>2.53654</td>\n",
       "      <td>0.583544</td>\n",
       "      <td>0.0135718</td>\n",
       "      <td>0.0114011</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>4278.38</td>\n",
       "      <td>182388</td>\n",
       "      <td>0.0550836</td>\n",
       "      <td>1</td>\n",
       "      <td>0.413098</td>\n",
       "      <td>0.357515</td>\n",
       "      <td>0.0364037</td>\n",
       "      <td>46658.1</td>\n",
       "      <td>3.53604</td>\n",
       "      <td>1.25693</td>\n",
       "      <td>1.0265</td>\n",
       "      <td>0.846465</td>\n",
       "      <td>1.50785</td>\n",
       "      <td>1.2966</td>\n",
       "      <td>2.93216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>75027.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.85003e+06</td>\n",
       "      <td>150517</td>\n",
       "      <td>18284.4</td>\n",
       "      <td>408.087</td>\n",
       "      <td>461.874</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0347222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>30.8729</td>\n",
       "      <td>1.49256</td>\n",
       "      <td>9.31845</td>\n",
       "      <td>12181.3</td>\n",
       "      <td>23767.2</td>\n",
       "      <td>0.243352</td>\n",
       "      <td>18898</td>\n",
       "      <td>-183512</td>\n",
       "      <td>180348</td>\n",
       "      <td>130296</td>\n",
       "      <td>77415</td>\n",
       "      <td>25414.2</td>\n",
       "      <td>10585.4</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60464</td>\n",
       "      <td>2.84196</td>\n",
       "      <td>-0.57057</td>\n",
       "      <td>8.80445</td>\n",
       "      <td>1769.67</td>\n",
       "      <td>170.375</td>\n",
       "      <td>14.9768</td>\n",
       "      <td>16.0549</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.46667</td>\n",
       "      <td>1.05956</td>\n",
       "      <td>1.38312</td>\n",
       "      <td>1539.15</td>\n",
       "      <td>93.6702</td>\n",
       "      <td>23.0438</td>\n",
       "      <td>15.0992</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.356492</td>\n",
       "      <td>2.52467</td>\n",
       "      <td>0.569158</td>\n",
       "      <td>0.0135819</td>\n",
       "      <td>0.0118127</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>6537.5</td>\n",
       "      <td>292593</td>\n",
       "      <td>0.0545201</td>\n",
       "      <td>1</td>\n",
       "      <td>0.409621</td>\n",
       "      <td>0.370046</td>\n",
       "      <td>0.0365585</td>\n",
       "      <td>74897.4</td>\n",
       "      <td>5.84063</td>\n",
       "      <td>1.20739</td>\n",
       "      <td>1.02433</td>\n",
       "      <td>0.716764</td>\n",
       "      <td>1.60698</td>\n",
       "      <td>1.29479</td>\n",
       "      <td>2.94081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>185207</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.56464e+06</td>\n",
       "      <td>371530</td>\n",
       "      <td>45577.7</td>\n",
       "      <td>933.051</td>\n",
       "      <td>1115.99</td>\n",
       "      <td>None</td>\n",
       "      <td>0.034965</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>32.6872</td>\n",
       "      <td>1.47698</td>\n",
       "      <td>9.26538</td>\n",
       "      <td>30174.7</td>\n",
       "      <td>58613</td>\n",
       "      <td>0.242281</td>\n",
       "      <td>47033.9</td>\n",
       "      <td>-444684</td>\n",
       "      <td>446400</td>\n",
       "      <td>322218</td>\n",
       "      <td>191245</td>\n",
       "      <td>62677.4</td>\n",
       "      <td>26130</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60412</td>\n",
       "      <td>2.84281</td>\n",
       "      <td>-0.583591</td>\n",
       "      <td>8.764</td>\n",
       "      <td>4406.14</td>\n",
       "      <td>467.026</td>\n",
       "      <td>29.4838</td>\n",
       "      <td>40.2937</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.47497</td>\n",
       "      <td>0.885241</td>\n",
       "      <td>1.31926</td>\n",
       "      <td>3755.97</td>\n",
       "      <td>197.03</td>\n",
       "      <td>32.1159</td>\n",
       "      <td>34.5819</td>\n",
       "      <td>1.10157</td>\n",
       "      <td>-0.803984</td>\n",
       "      <td>2.61448</td>\n",
       "      <td>0.94446</td>\n",
       "      <td>0.0136744</td>\n",
       "      <td>0.0116566</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366902</td>\n",
       "      <td>16259.3</td>\n",
       "      <td>723300</td>\n",
       "      <td>0.0546649</td>\n",
       "      <td>1</td>\n",
       "      <td>0.411178</td>\n",
       "      <td>0.370095</td>\n",
       "      <td>0.0365379</td>\n",
       "      <td>185203</td>\n",
       "      <td>13.8214</td>\n",
       "      <td>1.28453</td>\n",
       "      <td>1.02264</td>\n",
       "      <td>0.909487</td>\n",
       "      <td>1.75089</td>\n",
       "      <td>1.29417</td>\n",
       "      <td>3.16626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24872.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>612681</td>\n",
       "      <td>49883.4</td>\n",
       "      <td>6042.84</td>\n",
       "      <td>146.575</td>\n",
       "      <td>137.692</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.034965</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>28.6708</td>\n",
       "      <td>1.47717</td>\n",
       "      <td>9.29269</td>\n",
       "      <td>4050.33</td>\n",
       "      <td>7986.47</td>\n",
       "      <td>0.24588</td>\n",
       "      <td>6258.61</td>\n",
       "      <td>-62368.6</td>\n",
       "      <td>60070.6</td>\n",
       "      <td>43232</td>\n",
       "      <td>25668.2</td>\n",
       "      <td>8419.18</td>\n",
       "      <td>3506.46</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60434</td>\n",
       "      <td>2.8425</td>\n",
       "      <td>-0.578273</td>\n",
       "      <td>8.7785</td>\n",
       "      <td>576.876</td>\n",
       "      <td>57.8842</td>\n",
       "      <td>4.92715</td>\n",
       "      <td>5.1501</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.40318</td>\n",
       "      <td>0.822538</td>\n",
       "      <td>1.40436</td>\n",
       "      <td>505.425</td>\n",
       "      <td>32.4492</td>\n",
       "      <td>7.46221</td>\n",
       "      <td>5.2225</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.359753</td>\n",
       "      <td>2.38411</td>\n",
       "      <td>0.622136</td>\n",
       "      <td>0.0133437</td>\n",
       "      <td>0.011691</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2200.94</td>\n",
       "      <td>97057.2</td>\n",
       "      <td>0.0546861</td>\n",
       "      <td>1</td>\n",
       "      <td>0.402753</td>\n",
       "      <td>0.367383</td>\n",
       "      <td>0.0364463</td>\n",
       "      <td>24848.3</td>\n",
       "      <td>1.58518</td>\n",
       "      <td>1.28903</td>\n",
       "      <td>1.02326</td>\n",
       "      <td>0.973608</td>\n",
       "      <td>1.51252</td>\n",
       "      <td>1.29663</td>\n",
       "      <td>2.72919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>553507</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.393e+07</td>\n",
       "      <td>1.10968e+06</td>\n",
       "      <td>116945</td>\n",
       "      <td>2284.03</td>\n",
       "      <td>2666.78</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0208333</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>34.8818</td>\n",
       "      <td>1.4719</td>\n",
       "      <td>9.75984</td>\n",
       "      <td>89478.9</td>\n",
       "      <td>162827</td>\n",
       "      <td>0.226915</td>\n",
       "      <td>121756</td>\n",
       "      <td>-1.30419e+06</td>\n",
       "      <td>1.34583e+06</td>\n",
       "      <td>952416</td>\n",
       "      <td>570538</td>\n",
       "      <td>194454</td>\n",
       "      <td>79273.8</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60879</td>\n",
       "      <td>2.82659</td>\n",
       "      <td>-0.474748</td>\n",
       "      <td>8.94857</td>\n",
       "      <td>11563.4</td>\n",
       "      <td>1204.31</td>\n",
       "      <td>118.579</td>\n",
       "      <td>107.177</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.34724</td>\n",
       "      <td>1.05453</td>\n",
       "      <td>1.39634</td>\n",
       "      <td>10335.1</td>\n",
       "      <td>628.067</td>\n",
       "      <td>140.702</td>\n",
       "      <td>100.827</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.262933</td>\n",
       "      <td>2.50447</td>\n",
       "      <td>0.579644</td>\n",
       "      <td>0.0121411</td>\n",
       "      <td>0.0108515</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>51302.3</td>\n",
       "      <td>2.15361e+06</td>\n",
       "      <td>0.0550059</td>\n",
       "      <td>1</td>\n",
       "      <td>0.389379</td>\n",
       "      <td>0.361223</td>\n",
       "      <td>0.0366615</td>\n",
       "      <td>546388</td>\n",
       "      <td>29.7427</td>\n",
       "      <td>1.25113</td>\n",
       "      <td>1.01612</td>\n",
       "      <td>0.66207</td>\n",
       "      <td>1.83849</td>\n",
       "      <td>1.36172</td>\n",
       "      <td>3.49085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4964.84</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>126397</td>\n",
       "      <td>10389.4</td>\n",
       "      <td>1286.81</td>\n",
       "      <td>39.8663</td>\n",
       "      <td>459.729</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>25.5067</td>\n",
       "      <td>1.51405</td>\n",
       "      <td>9.33886</td>\n",
       "      <td>842.427</td>\n",
       "      <td>1708.52</td>\n",
       "      <td>0.252758</td>\n",
       "      <td>1339.93</td>\n",
       "      <td>-10308.1</td>\n",
       "      <td>12193.1</td>\n",
       "      <td>9183.33</td>\n",
       "      <td>5409.84</td>\n",
       "      <td>1732.65</td>\n",
       "      <td>710.354</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60278</td>\n",
       "      <td>2.85792</td>\n",
       "      <td>-0.672694</td>\n",
       "      <td>8.81982</td>\n",
       "      <td>113.58</td>\n",
       "      <td>8.79925</td>\n",
       "      <td>1.92265</td>\n",
       "      <td>0.992598</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>1.13042</td>\n",
       "      <td>0.99027</td>\n",
       "      <td>1.41493</td>\n",
       "      <td>98.87</td>\n",
       "      <td>9.48599</td>\n",
       "      <td>1.33706</td>\n",
       "      <td>0.4459</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.758201</td>\n",
       "      <td>-1.4825</td>\n",
       "      <td>2.26037</td>\n",
       "      <td>0.0123681</td>\n",
       "      <td>0.0107662</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>410.718</td>\n",
       "      <td>20545.3</td>\n",
       "      <td>0.0533934</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379954</td>\n",
       "      <td>0.33303</td>\n",
       "      <td>0.0334547</td>\n",
       "      <td>5283.95</td>\n",
       "      <td>0.0484738</td>\n",
       "      <td>1.25301</td>\n",
       "      <td>1.02465</td>\n",
       "      <td>1.24506</td>\n",
       "      <td>1.7694</td>\n",
       "      <td>1.25516</td>\n",
       "      <td>2.10949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>28802.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>739227</td>\n",
       "      <td>60140.1</td>\n",
       "      <td>7340.14</td>\n",
       "      <td>147.335</td>\n",
       "      <td>2534.8</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>29.0157</td>\n",
       "      <td>1.48976</td>\n",
       "      <td>9.53911</td>\n",
       "      <td>4826.84</td>\n",
       "      <td>8925.54</td>\n",
       "      <td>0.230498</td>\n",
       "      <td>7631.56</td>\n",
       "      <td>-60169.3</td>\n",
       "      <td>73379.9</td>\n",
       "      <td>52520.7</td>\n",
       "      <td>31125.2</td>\n",
       "      <td>10177.9</td>\n",
       "      <td>4155.25</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60675</td>\n",
       "      <td>2.84286</td>\n",
       "      <td>-0.613469</td>\n",
       "      <td>8.89818</td>\n",
       "      <td>617.704</td>\n",
       "      <td>63.4549</td>\n",
       "      <td>8.66854</td>\n",
       "      <td>5.61283</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.02156</td>\n",
       "      <td>1.19167</td>\n",
       "      <td>1.48173</td>\n",
       "      <td>468.448</td>\n",
       "      <td>34.9557</td>\n",
       "      <td>6.58235</td>\n",
       "      <td>3.44586</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.388568</td>\n",
       "      <td>2.37907</td>\n",
       "      <td>0.777173</td>\n",
       "      <td>0.0117612</td>\n",
       "      <td>0.0089193</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2597.66</td>\n",
       "      <td>117927</td>\n",
       "      <td>0.054442</td>\n",
       "      <td>1</td>\n",
       "      <td>0.370158</td>\n",
       "      <td>0.324201</td>\n",
       "      <td>0.0319727</td>\n",
       "      <td>30193</td>\n",
       "      <td>0.54078</td>\n",
       "      <td>1.0696</td>\n",
       "      <td>1.01645</td>\n",
       "      <td>0.788902</td>\n",
       "      <td>1.69353</td>\n",
       "      <td>1.29451</td>\n",
       "      <td>2.61667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>178017</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.38449e+06</td>\n",
       "      <td>357103</td>\n",
       "      <td>44253.8</td>\n",
       "      <td>781.332</td>\n",
       "      <td>1068.49</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>32.6025</td>\n",
       "      <td>1.47872</td>\n",
       "      <td>9.28978</td>\n",
       "      <td>28820.9</td>\n",
       "      <td>56081.4</td>\n",
       "      <td>0.242729</td>\n",
       "      <td>45616.9</td>\n",
       "      <td>-423938</td>\n",
       "      <td>434488</td>\n",
       "      <td>309971</td>\n",
       "      <td>184151</td>\n",
       "      <td>60116.1</td>\n",
       "      <td>25107</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60444</td>\n",
       "      <td>2.84386</td>\n",
       "      <td>-0.58612</td>\n",
       "      <td>8.81104</td>\n",
       "      <td>4179.07</td>\n",
       "      <td>401.25</td>\n",
       "      <td>41.1807</td>\n",
       "      <td>38.688</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.49001</td>\n",
       "      <td>1.08438</td>\n",
       "      <td>1.4959</td>\n",
       "      <td>3604.68</td>\n",
       "      <td>192.237</td>\n",
       "      <td>52.2868</td>\n",
       "      <td>38.6252</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.26743</td>\n",
       "      <td>2.57509</td>\n",
       "      <td>0.534165</td>\n",
       "      <td>0.0134821</td>\n",
       "      <td>0.0116291</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>15724.4</td>\n",
       "      <td>695958</td>\n",
       "      <td>0.0547086</td>\n",
       "      <td>1</td>\n",
       "      <td>0.402325</td>\n",
       "      <td>0.357824</td>\n",
       "      <td>0.0366262</td>\n",
       "      <td>178226</td>\n",
       "      <td>12.1127</td>\n",
       "      <td>1.22244</td>\n",
       "      <td>1.02443</td>\n",
       "      <td>0.825068</td>\n",
       "      <td>1.95767</td>\n",
       "      <td>1.29208</td>\n",
       "      <td>3.60272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10736.3</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>274523</td>\n",
       "      <td>22423.5</td>\n",
       "      <td>2799.14</td>\n",
       "      <td>71.3914</td>\n",
       "      <td>950.873</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>27.0479</td>\n",
       "      <td>1.49671</td>\n",
       "      <td>9.36736</td>\n",
       "      <td>1810.81</td>\n",
       "      <td>3495.16</td>\n",
       "      <td>0.240522</td>\n",
       "      <td>2918.67</td>\n",
       "      <td>-24052.5</td>\n",
       "      <td>27815.5</td>\n",
       "      <td>19819.8</td>\n",
       "      <td>11715.1</td>\n",
       "      <td>3753.51</td>\n",
       "      <td>1547.47</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60476</td>\n",
       "      <td>2.85453</td>\n",
       "      <td>-0.678183</td>\n",
       "      <td>8.83726</td>\n",
       "      <td>244.994</td>\n",
       "      <td>21.7761</td>\n",
       "      <td>3.90215</td>\n",
       "      <td>2.25338</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.14845</td>\n",
       "      <td>1.31273</td>\n",
       "      <td>1.60613</td>\n",
       "      <td>216.546</td>\n",
       "      <td>17.9166</td>\n",
       "      <td>3.30599</td>\n",
       "      <td>0.975661</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.931726</td>\n",
       "      <td>-1.30728</td>\n",
       "      <td>2.37193</td>\n",
       "      <td>0.0123611</td>\n",
       "      <td>0.0109257</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>987.655</td>\n",
       "      <td>44393.3</td>\n",
       "      <td>0.0546706</td>\n",
       "      <td>1</td>\n",
       "      <td>0.381205</td>\n",
       "      <td>0.337811</td>\n",
       "      <td>0.0334198</td>\n",
       "      <td>11402</td>\n",
       "      <td>0.0900752</td>\n",
       "      <td>1.27895</td>\n",
       "      <td>1.01846</td>\n",
       "      <td>1.12255</td>\n",
       "      <td>1.60588</td>\n",
       "      <td>1.27251</td>\n",
       "      <td>2.41097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3860.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98360.8</td>\n",
       "      <td>8108.35</td>\n",
       "      <td>988.573</td>\n",
       "      <td>38.5805</td>\n",
       "      <td>386.922</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0138889</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>24.9946</td>\n",
       "      <td>1.50793</td>\n",
       "      <td>9.48151</td>\n",
       "      <td>652.285</td>\n",
       "      <td>1344.67</td>\n",
       "      <td>0.256794</td>\n",
       "      <td>1034.76</td>\n",
       "      <td>-8055.92</td>\n",
       "      <td>10179.6</td>\n",
       "      <td>7098.57</td>\n",
       "      <td>4219.15</td>\n",
       "      <td>1374.1</td>\n",
       "      <td>569.138</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.61059</td>\n",
       "      <td>2.8343</td>\n",
       "      <td>-0.632948</td>\n",
       "      <td>8.88639</td>\n",
       "      <td>83.2984</td>\n",
       "      <td>7.19174</td>\n",
       "      <td>1.13818</td>\n",
       "      <td>0.880687</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.19989</td>\n",
       "      <td>1.46939</td>\n",
       "      <td>1.53807</td>\n",
       "      <td>64.4369</td>\n",
       "      <td>4.18659</td>\n",
       "      <td>0.802315</td>\n",
       "      <td>0.267179</td>\n",
       "      <td>21.0839</td>\n",
       "      <td>1.03391</td>\n",
       "      <td>-1.18155</td>\n",
       "      <td>2.38885</td>\n",
       "      <td>0.0117345</td>\n",
       "      <td>0.00907745</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.02247</td>\n",
       "      <td>414.112</td>\n",
       "      <td>15946.1</td>\n",
       "      <td>0.0564719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.365743</td>\n",
       "      <td>0.331371</td>\n",
       "      <td>0.0321947</td>\n",
       "      <td>4079.73</td>\n",
       "      <td>0.28658</td>\n",
       "      <td>1.05896</td>\n",
       "      <td>1.05538</td>\n",
       "      <td>1.10925</td>\n",
       "      <td>1.70856</td>\n",
       "      <td>1.26955</td>\n",
       "      <td>1.58885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>27991.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>688701</td>\n",
       "      <td>56125.6</td>\n",
       "      <td>6922.88</td>\n",
       "      <td>138.554</td>\n",
       "      <td>141.825</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>28.9037</td>\n",
       "      <td>1.48222</td>\n",
       "      <td>9.26017</td>\n",
       "      <td>4549.66</td>\n",
       "      <td>8828.38</td>\n",
       "      <td>0.242017</td>\n",
       "      <td>7153.12</td>\n",
       "      <td>-64259.8</td>\n",
       "      <td>68228.2</td>\n",
       "      <td>48773.4</td>\n",
       "      <td>28980.1</td>\n",
       "      <td>9449.14</td>\n",
       "      <td>3954.87</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60627</td>\n",
       "      <td>2.84338</td>\n",
       "      <td>-0.600002</td>\n",
       "      <td>8.77614</td>\n",
       "      <td>651.915</td>\n",
       "      <td>63.6066</td>\n",
       "      <td>6.08726</td>\n",
       "      <td>5.98949</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.44219</td>\n",
       "      <td>1.20388</td>\n",
       "      <td>1.37459</td>\n",
       "      <td>496.859</td>\n",
       "      <td>18.7844</td>\n",
       "      <td>5.23682</td>\n",
       "      <td>3.80116</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.32725</td>\n",
       "      <td>2.69681</td>\n",
       "      <td>0.827509</td>\n",
       "      <td>0.0133662</td>\n",
       "      <td>0.0101871</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2556.21</td>\n",
       "      <td>109549</td>\n",
       "      <td>0.0550984</td>\n",
       "      <td>1</td>\n",
       "      <td>0.397792</td>\n",
       "      <td>0.352178</td>\n",
       "      <td>0.036981</td>\n",
       "      <td>28039.4</td>\n",
       "      <td>2.70313</td>\n",
       "      <td>1.16706</td>\n",
       "      <td>1.02573</td>\n",
       "      <td>0.840879</td>\n",
       "      <td>1.6618</td>\n",
       "      <td>1.28706</td>\n",
       "      <td>2.97895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7073.26</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>183098</td>\n",
       "      <td>14827</td>\n",
       "      <td>1826.47</td>\n",
       "      <td>54.8285</td>\n",
       "      <td>680.488</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>26.2342</td>\n",
       "      <td>1.46948</td>\n",
       "      <td>9.43333</td>\n",
       "      <td>1195.76</td>\n",
       "      <td>2388.74</td>\n",
       "      <td>0.248803</td>\n",
       "      <td>1913.37</td>\n",
       "      <td>-15306.9</td>\n",
       "      <td>18154.7</td>\n",
       "      <td>12986.3</td>\n",
       "      <td>7695.97</td>\n",
       "      <td>2502.04</td>\n",
       "      <td>1025.45</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60672</td>\n",
       "      <td>2.84281</td>\n",
       "      <td>-0.641496</td>\n",
       "      <td>8.83912</td>\n",
       "      <td>161.91</td>\n",
       "      <td>15.4816</td>\n",
       "      <td>2.2906</td>\n",
       "      <td>1.43044</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.02083</td>\n",
       "      <td>1.37273</td>\n",
       "      <td>1.615</td>\n",
       "      <td>116.282</td>\n",
       "      <td>5.90452</td>\n",
       "      <td>2.82186</td>\n",
       "      <td>0.21441</td>\n",
       "      <td>6.14922</td>\n",
       "      <td>1.83743</td>\n",
       "      <td>-2.35241</td>\n",
       "      <td>2.82594</td>\n",
       "      <td>0.0124677</td>\n",
       "      <td>0.00895417</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>2.04813</td>\n",
       "      <td>681.354</td>\n",
       "      <td>29141.7</td>\n",
       "      <td>0.055159</td>\n",
       "      <td>1</td>\n",
       "      <td>0.392219</td>\n",
       "      <td>0.332371</td>\n",
       "      <td>0.0322327</td>\n",
       "      <td>7464.99</td>\n",
       "      <td>0.492125</td>\n",
       "      <td>1.15337</td>\n",
       "      <td>1.00321</td>\n",
       "      <td>1.28697</td>\n",
       "      <td>1.89376</td>\n",
       "      <td>1.30086</td>\n",
       "      <td>2.03006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>493571</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>989915</td>\n",
       "      <td>112507</td>\n",
       "      <td>1986.26</td>\n",
       "      <td>2772.15</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0206897</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>34.6398</td>\n",
       "      <td>1.46959</td>\n",
       "      <td>9.61747</td>\n",
       "      <td>79453.4</td>\n",
       "      <td>147161</td>\n",
       "      <td>0.231368</td>\n",
       "      <td>116771</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>955716</td>\n",
       "      <td>581538</td>\n",
       "      <td>203582</td>\n",
       "      <td>73560.2</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00344828</td>\n",
       "      <td>-1.60433</td>\n",
       "      <td>2.86953</td>\n",
       "      <td>-0.474446</td>\n",
       "      <td>13.1583</td>\n",
       "      <td>11200.9</td>\n",
       "      <td>1442.64</td>\n",
       "      <td>117.023</td>\n",
       "      <td>135.542</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.44391</td>\n",
       "      <td>0.679171</td>\n",
       "      <td>1.33677</td>\n",
       "      <td>9506.92</td>\n",
       "      <td>593.485</td>\n",
       "      <td>209.157</td>\n",
       "      <td>145.968</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.194336</td>\n",
       "      <td>2.56309</td>\n",
       "      <td>0.601628</td>\n",
       "      <td>0.0117199</td>\n",
       "      <td>0.00994743</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>57068.9</td>\n",
       "      <td>2.1709e+06</td>\n",
       "      <td>0.055972</td>\n",
       "      <td>1</td>\n",
       "      <td>0.416508</td>\n",
       "      <td>0.366472</td>\n",
       "      <td>0.0326232</td>\n",
       "      <td>546777</td>\n",
       "      <td>32.6515</td>\n",
       "      <td>1.25673</td>\n",
       "      <td>1.01885</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.666535</td>\n",
       "      <td>3.71855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12053.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>309542</td>\n",
       "      <td>25160.2</td>\n",
       "      <td>3026.1</td>\n",
       "      <td>88.0322</td>\n",
       "      <td>1053.77</td>\n",
       "      <td>None</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>27.2825</td>\n",
       "      <td>1.48351</td>\n",
       "      <td>9.51926</td>\n",
       "      <td>2026.13</td>\n",
       "      <td>3932.19</td>\n",
       "      <td>0.241779</td>\n",
       "      <td>3165.35</td>\n",
       "      <td>-24769.1</td>\n",
       "      <td>30357</td>\n",
       "      <td>21928</td>\n",
       "      <td>12994.6</td>\n",
       "      <td>4234.5</td>\n",
       "      <td>1750.92</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60837</td>\n",
       "      <td>2.84094</td>\n",
       "      <td>-0.619431</td>\n",
       "      <td>8.88731</td>\n",
       "      <td>262.768</td>\n",
       "      <td>21.4954</td>\n",
       "      <td>3.6225</td>\n",
       "      <td>2.49137</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.09131</td>\n",
       "      <td>1.63649</td>\n",
       "      <td>1.60451</td>\n",
       "      <td>195.119</td>\n",
       "      <td>22.6556</td>\n",
       "      <td>3.48494</td>\n",
       "      <td>0.789243</td>\n",
       "      <td>1.0999</td>\n",
       "      <td>0.809319</td>\n",
       "      <td>-1.68809</td>\n",
       "      <td>-1.38004</td>\n",
       "      <td>0.0119832</td>\n",
       "      <td>0.00889818</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366348</td>\n",
       "      <td>1089.98</td>\n",
       "      <td>49242.7</td>\n",
       "      <td>0.0543458</td>\n",
       "      <td>1</td>\n",
       "      <td>0.382858</td>\n",
       "      <td>0.328419</td>\n",
       "      <td>0.0315319</td>\n",
       "      <td>12606.1</td>\n",
       "      <td>0.0585154</td>\n",
       "      <td>1.20394</td>\n",
       "      <td>1.0255</td>\n",
       "      <td>1.29937</td>\n",
       "      <td>1.76993</td>\n",
       "      <td>1.30231</td>\n",
       "      <td>2.09593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2774.56</td>\n",
       "      <td>9.69519e-58</td>\n",
       "      <td>5.58577e-54</td>\n",
       "      <td>8.72386e-49</td>\n",
       "      <td>4.80229e-40</td>\n",
       "      <td>9.7047e-24</td>\n",
       "      <td>72561.2</td>\n",
       "      <td>5775.96</td>\n",
       "      <td>700.992</td>\n",
       "      <td>28.0387</td>\n",
       "      <td>226.846</td>\n",
       "      <td>4.55476e+189</td>\n",
       "      <td>0.0275862</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>1.84317e+61</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>24.4149</td>\n",
       "      <td>1.40527</td>\n",
       "      <td>9.41506</td>\n",
       "      <td>463.707</td>\n",
       "      <td>1020.38</td>\n",
       "      <td>0.27403</td>\n",
       "      <td>735.748</td>\n",
       "      <td>-6027.86</td>\n",
       "      <td>7150.56</td>\n",
       "      <td>5003.8</td>\n",
       "      <td>2972.35</td>\n",
       "      <td>971.496</td>\n",
       "      <td>396.834</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.6098</td>\n",
       "      <td>2.84283</td>\n",
       "      <td>-0.630784</td>\n",
       "      <td>8.84931</td>\n",
       "      <td>63.7546</td>\n",
       "      <td>6.20277</td>\n",
       "      <td>1.01339</td>\n",
       "      <td>0.48083</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>0.827001</td>\n",
       "      <td>0.608467</td>\n",
       "      <td>0.77154</td>\n",
       "      <td>57.1291</td>\n",
       "      <td>2.85175</td>\n",
       "      <td>1.69024</td>\n",
       "      <td>0.175512</td>\n",
       "      <td>1.59384</td>\n",
       "      <td>2.07355</td>\n",
       "      <td>-2.51177</td>\n",
       "      <td>-2.69337</td>\n",
       "      <td>0.0127412</td>\n",
       "      <td>0.0114171</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>261.923</td>\n",
       "      <td>11255.1</td>\n",
       "      <td>0.055136</td>\n",
       "      <td>1</td>\n",
       "      <td>0.384817</td>\n",
       "      <td>0.360302</td>\n",
       "      <td>0.0349816</td>\n",
       "      <td>2876.36</td>\n",
       "      <td>0.21702</td>\n",
       "      <td>1.24584</td>\n",
       "      <td>0.99794</td>\n",
       "      <td>1.64698</td>\n",
       "      <td>1.78564</td>\n",
       "      <td>1.35414</td>\n",
       "      <td>1.91048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>91621.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2.25873e+06</td>\n",
       "      <td>183818</td>\n",
       "      <td>22589.4</td>\n",
       "      <td>412.393</td>\n",
       "      <td>575.764</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>31.2795</td>\n",
       "      <td>1.47631</td>\n",
       "      <td>9.28176</td>\n",
       "      <td>14880.1</td>\n",
       "      <td>28939.2</td>\n",
       "      <td>0.242511</td>\n",
       "      <td>23394.4</td>\n",
       "      <td>-209671</td>\n",
       "      <td>220809</td>\n",
       "      <td>159364</td>\n",
       "      <td>94726.3</td>\n",
       "      <td>30948.1</td>\n",
       "      <td>12914.4</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60548</td>\n",
       "      <td>2.84213</td>\n",
       "      <td>-0.58679</td>\n",
       "      <td>8.78304</td>\n",
       "      <td>2131.82</td>\n",
       "      <td>194.416</td>\n",
       "      <td>21.3156</td>\n",
       "      <td>19.8205</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.3966</td>\n",
       "      <td>1.12732</td>\n",
       "      <td>1.34818</td>\n",
       "      <td>1848.85</td>\n",
       "      <td>93.4094</td>\n",
       "      <td>27.0853</td>\n",
       "      <td>19.9371</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.395166</td>\n",
       "      <td>2.53751</td>\n",
       "      <td>0.55037</td>\n",
       "      <td>0.013377</td>\n",
       "      <td>0.0116014</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>8219.96</td>\n",
       "      <td>358012</td>\n",
       "      <td>0.054881</td>\n",
       "      <td>1</td>\n",
       "      <td>0.398998</td>\n",
       "      <td>0.356126</td>\n",
       "      <td>0.0367053</td>\n",
       "      <td>91604.8</td>\n",
       "      <td>7.31916</td>\n",
       "      <td>1.18702</td>\n",
       "      <td>1.02503</td>\n",
       "      <td>0.807398</td>\n",
       "      <td>1.88533</td>\n",
       "      <td>1.29353</td>\n",
       "      <td>3.49238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29294.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>723062</td>\n",
       "      <td>58771</td>\n",
       "      <td>7226.03</td>\n",
       "      <td>133.208</td>\n",
       "      <td>181.724</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>29.0012</td>\n",
       "      <td>1.48901</td>\n",
       "      <td>9.24536</td>\n",
       "      <td>4769.73</td>\n",
       "      <td>9213.98</td>\n",
       "      <td>0.240889</td>\n",
       "      <td>7481.49</td>\n",
       "      <td>-69551.7</td>\n",
       "      <td>72823.7</td>\n",
       "      <td>51157</td>\n",
       "      <td>30381</td>\n",
       "      <td>9886.68</td>\n",
       "      <td>4145.04</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60554</td>\n",
       "      <td>2.8429</td>\n",
       "      <td>-0.597887</td>\n",
       "      <td>8.77212</td>\n",
       "      <td>684.582</td>\n",
       "      <td>62.1346</td>\n",
       "      <td>7.09634</td>\n",
       "      <td>6.3448</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.453</td>\n",
       "      <td>1.17541</td>\n",
       "      <td>1.49693</td>\n",
       "      <td>518.071</td>\n",
       "      <td>18.6698</td>\n",
       "      <td>5.76949</td>\n",
       "      <td>4.04816</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.273161</td>\n",
       "      <td>2.68999</td>\n",
       "      <td>0.590261</td>\n",
       "      <td>0.013382</td>\n",
       "      <td>0.0101271</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2643.24</td>\n",
       "      <td>114827</td>\n",
       "      <td>0.054969</td>\n",
       "      <td>1</td>\n",
       "      <td>0.395918</td>\n",
       "      <td>0.347881</td>\n",
       "      <td>0.0372767</td>\n",
       "      <td>29413.9</td>\n",
       "      <td>1.78954</td>\n",
       "      <td>1.1784</td>\n",
       "      <td>1.02099</td>\n",
       "      <td>0.755857</td>\n",
       "      <td>1.67199</td>\n",
       "      <td>1.2879</td>\n",
       "      <td>3.21786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4860.93</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>124420</td>\n",
       "      <td>10134.1</td>\n",
       "      <td>1218.49</td>\n",
       "      <td>40.0833</td>\n",
       "      <td>412.254</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>25.4835</td>\n",
       "      <td>1.48243</td>\n",
       "      <td>9.41995</td>\n",
       "      <td>819.63</td>\n",
       "      <td>1649.86</td>\n",
       "      <td>0.250566</td>\n",
       "      <td>1284.25</td>\n",
       "      <td>-10734.7</td>\n",
       "      <td>12262.1</td>\n",
       "      <td>8871.93</td>\n",
       "      <td>5249.9</td>\n",
       "      <td>1693.52</td>\n",
       "      <td>697.023</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60582</td>\n",
       "      <td>2.84823</td>\n",
       "      <td>-0.635356</td>\n",
       "      <td>8.84492</td>\n",
       "      <td>106.168</td>\n",
       "      <td>10.0326</td>\n",
       "      <td>1.58544</td>\n",
       "      <td>1.00172</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.0735</td>\n",
       "      <td>1.32243</td>\n",
       "      <td>1.46307</td>\n",
       "      <td>94.218</td>\n",
       "      <td>8.05168</td>\n",
       "      <td>1.43239</td>\n",
       "      <td>0.36537</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.742675</td>\n",
       "      <td>-1.37684</td>\n",
       "      <td>2.13162</td>\n",
       "      <td>0.0119668</td>\n",
       "      <td>0.0106198</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>413.272</td>\n",
       "      <td>19890.4</td>\n",
       "      <td>0.053879</td>\n",
       "      <td>1</td>\n",
       "      <td>0.370594</td>\n",
       "      <td>0.328382</td>\n",
       "      <td>0.0331373</td>\n",
       "      <td>5103.13</td>\n",
       "      <td>0.255245</td>\n",
       "      <td>1.27084</td>\n",
       "      <td>1.01107</td>\n",
       "      <td>1.16232</td>\n",
       "      <td>1.66086</td>\n",
       "      <td>1.28692</td>\n",
       "      <td>2.22364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>538084</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.01048e+07</td>\n",
       "      <td>1.08243e+06</td>\n",
       "      <td>262417</td>\n",
       "      <td>4229.93</td>\n",
       "      <td>6258.25</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>24.6775</td>\n",
       "      <td>34.3433</td>\n",
       "      <td>1.7191</td>\n",
       "      <td>7.77741</td>\n",
       "      <td>78028.9</td>\n",
       "      <td>213495</td>\n",
       "      <td>0.341355</td>\n",
       "      <td>259147</td>\n",
       "      <td>-4283.04</td>\n",
       "      <td>4761.73</td>\n",
       "      <td>1.6119e+06</td>\n",
       "      <td>255129</td>\n",
       "      <td>136845</td>\n",
       "      <td>87596.7</td>\n",
       "      <td>1.00162</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-0.27116</td>\n",
       "      <td>-0.125964</td>\n",
       "      <td>0.34468</td>\n",
       "      <td>4.48265</td>\n",
       "      <td>20622.7</td>\n",
       "      <td>874.613</td>\n",
       "      <td>114.94</td>\n",
       "      <td>179.619</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>-2.85053</td>\n",
       "      <td>1.58337</td>\n",
       "      <td>1.74917</td>\n",
       "      <td>17852.8</td>\n",
       "      <td>923.675</td>\n",
       "      <td>109.668</td>\n",
       "      <td>174.306</td>\n",
       "      <td>24.0992</td>\n",
       "      <td>-2.0809</td>\n",
       "      <td>-1.87309</td>\n",
       "      <td>1.21577</td>\n",
       "      <td>0.012794</td>\n",
       "      <td>0.0110756</td>\n",
       "      <td>6.09023</td>\n",
       "      <td>24.0603</td>\n",
       "      <td>28376.7</td>\n",
       "      <td>3.05261e+06</td>\n",
       "      <td>0.0373708</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676666</td>\n",
       "      <td>0.624851</td>\n",
       "      <td>0.0565568</td>\n",
       "      <td>1.4264e+06</td>\n",
       "      <td>286.896</td>\n",
       "      <td>0.970309</td>\n",
       "      <td>1.24455</td>\n",
       "      <td>0.862655</td>\n",
       "      <td>2.15055</td>\n",
       "      <td>1.59736</td>\n",
       "      <td>3.92161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>611163</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.31135e+07</td>\n",
       "      <td>1.23026e+06</td>\n",
       "      <td>341031</td>\n",
       "      <td>6532.81</td>\n",
       "      <td>7938.28</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>24.6648</td>\n",
       "      <td>34.8367</td>\n",
       "      <td>1.59103</td>\n",
       "      <td>6.01262</td>\n",
       "      <td>92853.2</td>\n",
       "      <td>284343</td>\n",
       "      <td>0.382282</td>\n",
       "      <td>338623</td>\n",
       "      <td>-3634.37</td>\n",
       "      <td>3275.74</td>\n",
       "      <td>1.96993e+06</td>\n",
       "      <td>258718</td>\n",
       "      <td>67873.1</td>\n",
       "      <td>86074.7</td>\n",
       "      <td>1.00078</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>0.896241</td>\n",
       "      <td>0.645845</td>\n",
       "      <td>1.25008</td>\n",
       "      <td>4.21077</td>\n",
       "      <td>29497.8</td>\n",
       "      <td>3039.54</td>\n",
       "      <td>317.264</td>\n",
       "      <td>313.991</td>\n",
       "      <td>7.09961</td>\n",
       "      <td>-2.83817</td>\n",
       "      <td>-3.12634</td>\n",
       "      <td>0.471597</td>\n",
       "      <td>22553.1</td>\n",
       "      <td>2127.84</td>\n",
       "      <td>158.683</td>\n",
       "      <td>159.153</td>\n",
       "      <td>2.43595</td>\n",
       "      <td>-2.75865</td>\n",
       "      <td>-0.858201</td>\n",
       "      <td>0.328369</td>\n",
       "      <td>0.014974</td>\n",
       "      <td>0.0114487</td>\n",
       "      <td>7.09405</td>\n",
       "      <td>2.43404</td>\n",
       "      <td>19591.3</td>\n",
       "      <td>0.000300026</td>\n",
       "      <td>0.267561</td>\n",
       "      <td>1</td>\n",
       "      <td>0.751988</td>\n",
       "      <td>0.703037</td>\n",
       "      <td>0.0503449</td>\n",
       "      <td>1.98077e+06</td>\n",
       "      <td>271.926</td>\n",
       "      <td>0.986102</td>\n",
       "      <td>1.14379</td>\n",
       "      <td>0.847328</td>\n",
       "      <td>1.85772</td>\n",
       "      <td>1.30466</td>\n",
       "      <td>3.59119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4565.24</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>117793</td>\n",
       "      <td>9571.35</td>\n",
       "      <td>1166.66</td>\n",
       "      <td>37.1674</td>\n",
       "      <td>440.862</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99827</td>\n",
       "      <td>25.3339</td>\n",
       "      <td>1.50256</td>\n",
       "      <td>9.42676</td>\n",
       "      <td>773.751</td>\n",
       "      <td>1542.02</td>\n",
       "      <td>0.24799</td>\n",
       "      <td>1231.86</td>\n",
       "      <td>-9507.67</td>\n",
       "      <td>11794.2</td>\n",
       "      <td>8493</td>\n",
       "      <td>5038.37</td>\n",
       "      <td>1618.29</td>\n",
       "      <td>660.135</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60519</td>\n",
       "      <td>2.84631</td>\n",
       "      <td>-0.661435</td>\n",
       "      <td>8.8288</td>\n",
       "      <td>98.4637</td>\n",
       "      <td>7.91095</td>\n",
       "      <td>1.61265</td>\n",
       "      <td>0.858287</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>0.884854</td>\n",
       "      <td>1.93426</td>\n",
       "      <td>1.55396</td>\n",
       "      <td>78.3153</td>\n",
       "      <td>4.23104</td>\n",
       "      <td>0.561671</td>\n",
       "      <td>0.310369</td>\n",
       "      <td>30.622</td>\n",
       "      <td>-1.75988</td>\n",
       "      <td>1.87806</td>\n",
       "      <td>2.79097</td>\n",
       "      <td>0.0115935</td>\n",
       "      <td>0.00922116</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>10.1993</td>\n",
       "      <td>418.517</td>\n",
       "      <td>19064.6</td>\n",
       "      <td>0.0546881</td>\n",
       "      <td>1</td>\n",
       "      <td>0.357603</td>\n",
       "      <td>0.334721</td>\n",
       "      <td>0.0328747</td>\n",
       "      <td>4882.44</td>\n",
       "      <td>-0.147172</td>\n",
       "      <td>1.11851</td>\n",
       "      <td>1.01488</td>\n",
       "      <td>1.20056</td>\n",
       "      <td>1.82017</td>\n",
       "      <td>1.28127</td>\n",
       "      <td>1.76904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11178.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>286753</td>\n",
       "      <td>23394.1</td>\n",
       "      <td>2873.72</td>\n",
       "      <td>67.054</td>\n",
       "      <td>1037.32</td>\n",
       "      <td>None</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>27.1364</td>\n",
       "      <td>1.48541</td>\n",
       "      <td>9.46303</td>\n",
       "      <td>1885.18</td>\n",
       "      <td>3623.53</td>\n",
       "      <td>0.239385</td>\n",
       "      <td>3011.46</td>\n",
       "      <td>-22117.7</td>\n",
       "      <td>28294.8</td>\n",
       "      <td>20448.2</td>\n",
       "      <td>12115</td>\n",
       "      <td>3920.22</td>\n",
       "      <td>1605.21</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60798</td>\n",
       "      <td>2.84514</td>\n",
       "      <td>-0.648907</td>\n",
       "      <td>8.8485</td>\n",
       "      <td>246.336</td>\n",
       "      <td>22.7425</td>\n",
       "      <td>3.94048</td>\n",
       "      <td>2.33679</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.07307</td>\n",
       "      <td>1.53019</td>\n",
       "      <td>1.62274</td>\n",
       "      <td>219.003</td>\n",
       "      <td>18.5975</td>\n",
       "      <td>3.0823</td>\n",
       "      <td>1.03728</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.938327</td>\n",
       "      <td>-0.965547</td>\n",
       "      <td>2.38902</td>\n",
       "      <td>0.0120468</td>\n",
       "      <td>0.0107101</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>1018.45</td>\n",
       "      <td>45881.1</td>\n",
       "      <td>0.0548068</td>\n",
       "      <td>1</td>\n",
       "      <td>0.377086</td>\n",
       "      <td>0.336322</td>\n",
       "      <td>0.0320765</td>\n",
       "      <td>11757.3</td>\n",
       "      <td>0.518494</td>\n",
       "      <td>1.33102</td>\n",
       "      <td>1.0275</td>\n",
       "      <td>1.14513</td>\n",
       "      <td>1.79925</td>\n",
       "      <td>1.28828</td>\n",
       "      <td>2.96626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>26730.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>660297</td>\n",
       "      <td>53599.3</td>\n",
       "      <td>6675.36</td>\n",
       "      <td>130.468</td>\n",
       "      <td>137.955</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>28.8296</td>\n",
       "      <td>1.48089</td>\n",
       "      <td>9.16482</td>\n",
       "      <td>4359.74</td>\n",
       "      <td>8640.09</td>\n",
       "      <td>0.247085</td>\n",
       "      <td>6922.44</td>\n",
       "      <td>-63057.7</td>\n",
       "      <td>67508</td>\n",
       "      <td>46716</td>\n",
       "      <td>27726.8</td>\n",
       "      <td>8944.29</td>\n",
       "      <td>3763.5</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60608</td>\n",
       "      <td>2.8465</td>\n",
       "      <td>-0.624495</td>\n",
       "      <td>8.73749</td>\n",
       "      <td>630.704</td>\n",
       "      <td>57.4062</td>\n",
       "      <td>6.79627</td>\n",
       "      <td>5.77708</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.45074</td>\n",
       "      <td>1.19016</td>\n",
       "      <td>1.45551</td>\n",
       "      <td>478.762</td>\n",
       "      <td>24.8103</td>\n",
       "      <td>6.07588</td>\n",
       "      <td>4.1116</td>\n",
       "      <td>1.0999</td>\n",
       "      <td>0.0252378</td>\n",
       "      <td>2.9479</td>\n",
       "      <td>0.806072</td>\n",
       "      <td>0.0135008</td>\n",
       "      <td>0.0102484</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366348</td>\n",
       "      <td>2378.07</td>\n",
       "      <td>104808</td>\n",
       "      <td>0.0550156</td>\n",
       "      <td>1</td>\n",
       "      <td>0.392149</td>\n",
       "      <td>0.342661</td>\n",
       "      <td>0.0380262</td>\n",
       "      <td>26871.8</td>\n",
       "      <td>2.04924</td>\n",
       "      <td>1.08896</td>\n",
       "      <td>1.02056</td>\n",
       "      <td>1.00184</td>\n",
       "      <td>1.85206</td>\n",
       "      <td>1.28511</td>\n",
       "      <td>2.97691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5620.49</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11776.5</td>\n",
       "      <td>1505.78</td>\n",
       "      <td>46.6237</td>\n",
       "      <td>535.505</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>25.7612</td>\n",
       "      <td>1.50399</td>\n",
       "      <td>9.3257</td>\n",
       "      <td>951.962</td>\n",
       "      <td>1891.84</td>\n",
       "      <td>0.248041</td>\n",
       "      <td>1569.99</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11736.4</td>\n",
       "      <td>7076.74</td>\n",
       "      <td>2373.98</td>\n",
       "      <td>825.873</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.0034965</td>\n",
       "      <td>-1.60093</td>\n",
       "      <td>2.90393</td>\n",
       "      <td>-0.691701</td>\n",
       "      <td>12.9771</td>\n",
       "      <td>134.366</td>\n",
       "      <td>16.4928</td>\n",
       "      <td>2.27208</td>\n",
       "      <td>1.75655</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.10678</td>\n",
       "      <td>1.60788</td>\n",
       "      <td>1.63194</td>\n",
       "      <td>114.282</td>\n",
       "      <td>19.6405</td>\n",
       "      <td>3.66818</td>\n",
       "      <td>0.582469</td>\n",
       "      <td>21.0823</td>\n",
       "      <td>0.857666</td>\n",
       "      <td>-1.60608</td>\n",
       "      <td>-1.70116</td>\n",
       "      <td>0.0114486</td>\n",
       "      <td>0.0097374</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.02192</td>\n",
       "      <td>692.758</td>\n",
       "      <td>26475.6</td>\n",
       "      <td>0.0562062</td>\n",
       "      <td>1</td>\n",
       "      <td>0.395647</td>\n",
       "      <td>0.351376</td>\n",
       "      <td>0.0306934</td>\n",
       "      <td>6725.14</td>\n",
       "      <td>0.480844</td>\n",
       "      <td>1.0685</td>\n",
       "      <td>1.02799</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.629461</td>\n",
       "      <td>2.29525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4343.78</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>111107</td>\n",
       "      <td>9056.5</td>\n",
       "      <td>1098.57</td>\n",
       "      <td>36.1545</td>\n",
       "      <td>368.938</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>25.2473</td>\n",
       "      <td>1.47852</td>\n",
       "      <td>9.38497</td>\n",
       "      <td>732.686</td>\n",
       "      <td>1482.34</td>\n",
       "      <td>0.251958</td>\n",
       "      <td>1152.8</td>\n",
       "      <td>-8519.24</td>\n",
       "      <td>11675.5</td>\n",
       "      <td>7973.72</td>\n",
       "      <td>4722.26</td>\n",
       "      <td>1536.76</td>\n",
       "      <td>630.987</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60612</td>\n",
       "      <td>2.84516</td>\n",
       "      <td>-0.6513</td>\n",
       "      <td>8.82312</td>\n",
       "      <td>100.027</td>\n",
       "      <td>9.01305</td>\n",
       "      <td>2.03509</td>\n",
       "      <td>0.932193</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>0.960112</td>\n",
       "      <td>0.332904</td>\n",
       "      <td>0.681906</td>\n",
       "      <td>68.9754</td>\n",
       "      <td>3.47085</td>\n",
       "      <td>1.60312</td>\n",
       "      <td>0.116153</td>\n",
       "      <td>20.5925</td>\n",
       "      <td>1.85103</td>\n",
       "      <td>-2.22655</td>\n",
       "      <td>-2.05997</td>\n",
       "      <td>0.0125446</td>\n",
       "      <td>0.00865034</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>6.85879</td>\n",
       "      <td>406.531</td>\n",
       "      <td>17903</td>\n",
       "      <td>0.0546236</td>\n",
       "      <td>1</td>\n",
       "      <td>0.388948</td>\n",
       "      <td>0.326904</td>\n",
       "      <td>0.0334913</td>\n",
       "      <td>4582.22</td>\n",
       "      <td>0.482165</td>\n",
       "      <td>1.16376</td>\n",
       "      <td>1.00677</td>\n",
       "      <td>1.32164</td>\n",
       "      <td>1.58685</td>\n",
       "      <td>1.30525</td>\n",
       "      <td>2.44956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>37369.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>919777</td>\n",
       "      <td>75019</td>\n",
       "      <td>9353.37</td>\n",
       "      <td>173.985</td>\n",
       "      <td>280.496</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>29.4776</td>\n",
       "      <td>1.48729</td>\n",
       "      <td>9.04214</td>\n",
       "      <td>6099.64</td>\n",
       "      <td>12687.1</td>\n",
       "      <td>0.259232</td>\n",
       "      <td>9738.19</td>\n",
       "      <td>-102431</td>\n",
       "      <td>103496</td>\n",
       "      <td>65161</td>\n",
       "      <td>38800.5</td>\n",
       "      <td>12618.2</td>\n",
       "      <td>5239.67</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60355</td>\n",
       "      <td>2.83877</td>\n",
       "      <td>-0.605782</td>\n",
       "      <td>8.68602</td>\n",
       "      <td>928.276</td>\n",
       "      <td>61.1348</td>\n",
       "      <td>14.8596</td>\n",
       "      <td>9.59146</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>1.33757</td>\n",
       "      <td>0.682983</td>\n",
       "      <td>1.10635</td>\n",
       "      <td>847.08</td>\n",
       "      <td>23.2177</td>\n",
       "      <td>21.0779</td>\n",
       "      <td>4.09243</td>\n",
       "      <td>1.59384</td>\n",
       "      <td>0.615352</td>\n",
       "      <td>-2.43828</td>\n",
       "      <td>3.1166</td>\n",
       "      <td>0.0142459</td>\n",
       "      <td>0.0129998</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>3559.94</td>\n",
       "      <td>146555</td>\n",
       "      <td>0.0553411</td>\n",
       "      <td>1</td>\n",
       "      <td>0.400195</td>\n",
       "      <td>0.386056</td>\n",
       "      <td>0.0403579</td>\n",
       "      <td>37440.5</td>\n",
       "      <td>7.93926</td>\n",
       "      <td>1.239</td>\n",
       "      <td>1.05328</td>\n",
       "      <td>0.97147</td>\n",
       "      <td>2.28342</td>\n",
       "      <td>1.28895</td>\n",
       "      <td>4.37971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>79659.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.95816e+06</td>\n",
       "      <td>159804</td>\n",
       "      <td>19947.6</td>\n",
       "      <td>364.176</td>\n",
       "      <td>484.328</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99877</td>\n",
       "      <td>30.9881</td>\n",
       "      <td>1.49327</td>\n",
       "      <td>9.00423</td>\n",
       "      <td>13019.3</td>\n",
       "      <td>27180.6</td>\n",
       "      <td>0.260168</td>\n",
       "      <td>20791.9</td>\n",
       "      <td>-218028</td>\n",
       "      <td>220628</td>\n",
       "      <td>139125</td>\n",
       "      <td>82779.6</td>\n",
       "      <td>26788.3</td>\n",
       "      <td>11170.4</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60238</td>\n",
       "      <td>2.84049</td>\n",
       "      <td>-0.614365</td>\n",
       "      <td>8.67429</td>\n",
       "      <td>2043.75</td>\n",
       "      <td>121.712</td>\n",
       "      <td>30.9275</td>\n",
       "      <td>21.0599</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>1.42069</td>\n",
       "      <td>0.725944</td>\n",
       "      <td>1.20971</td>\n",
       "      <td>1803.9</td>\n",
       "      <td>40.8059</td>\n",
       "      <td>44.8485</td>\n",
       "      <td>8.74333</td>\n",
       "      <td>1.59384</td>\n",
       "      <td>0.670663</td>\n",
       "      <td>-2.39264</td>\n",
       "      <td>-3.13125</td>\n",
       "      <td>0.01469</td>\n",
       "      <td>0.012966</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>7449.33</td>\n",
       "      <td>312691</td>\n",
       "      <td>0.0551439</td>\n",
       "      <td>1</td>\n",
       "      <td>0.413094</td>\n",
       "      <td>0.383993</td>\n",
       "      <td>0.0407757</td>\n",
       "      <td>79956.7</td>\n",
       "      <td>17.6789</td>\n",
       "      <td>1.15793</td>\n",
       "      <td>1.05357</td>\n",
       "      <td>0.946744</td>\n",
       "      <td>2.17401</td>\n",
       "      <td>1.28065</td>\n",
       "      <td>4.40607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>171612</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.21971e+06</td>\n",
       "      <td>344186</td>\n",
       "      <td>43047.7</td>\n",
       "      <td>760.039</td>\n",
       "      <td>963.278</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>32.5346</td>\n",
       "      <td>1.48556</td>\n",
       "      <td>9.23306</td>\n",
       "      <td>27861</td>\n",
       "      <td>54678.4</td>\n",
       "      <td>0.244718</td>\n",
       "      <td>44557.5</td>\n",
       "      <td>-407689</td>\n",
       "      <td>428323</td>\n",
       "      <td>298555</td>\n",
       "      <td>177559</td>\n",
       "      <td>57773.7</td>\n",
       "      <td>24156.1</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60654</td>\n",
       "      <td>2.84216</td>\n",
       "      <td>-0.602207</td>\n",
       "      <td>8.76159</td>\n",
       "      <td>4057.29</td>\n",
       "      <td>389.363</td>\n",
       "      <td>45.8686</td>\n",
       "      <td>36.3837</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.52152</td>\n",
       "      <td>1.23155</td>\n",
       "      <td>1.58773</td>\n",
       "      <td>3486.21</td>\n",
       "      <td>172.953</td>\n",
       "      <td>46.0835</td>\n",
       "      <td>37.3637</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.41415</td>\n",
       "      <td>2.32638</td>\n",
       "      <td>0.401697</td>\n",
       "      <td>0.0135897</td>\n",
       "      <td>0.0116769</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>15685.6</td>\n",
       "      <td>670767</td>\n",
       "      <td>0.0552637</td>\n",
       "      <td>1</td>\n",
       "      <td>0.401224</td>\n",
       "      <td>0.354825</td>\n",
       "      <td>0.0366348</td>\n",
       "      <td>171641</td>\n",
       "      <td>15.2797</td>\n",
       "      <td>1.18904</td>\n",
       "      <td>1.02908</td>\n",
       "      <td>0.895559</td>\n",
       "      <td>1.87727</td>\n",
       "      <td>1.28979</td>\n",
       "      <td>3.70551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29063.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>714248</td>\n",
       "      <td>58285.8</td>\n",
       "      <td>7192.8</td>\n",
       "      <td>154.103</td>\n",
       "      <td>158.832</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>28.9751</td>\n",
       "      <td>1.49313</td>\n",
       "      <td>9.247</td>\n",
       "      <td>4738.86</td>\n",
       "      <td>9229.52</td>\n",
       "      <td>0.242915</td>\n",
       "      <td>7426.05</td>\n",
       "      <td>-71815.9</td>\n",
       "      <td>75720.6</td>\n",
       "      <td>50731.5</td>\n",
       "      <td>30119.8</td>\n",
       "      <td>9851.61</td>\n",
       "      <td>4096.5</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60586</td>\n",
       "      <td>2.83859</td>\n",
       "      <td>-0.602559</td>\n",
       "      <td>8.7491</td>\n",
       "      <td>698.243</td>\n",
       "      <td>72.4867</td>\n",
       "      <td>5.14873</td>\n",
       "      <td>6.28973</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.50795</td>\n",
       "      <td>0.94229</td>\n",
       "      <td>1.4128</td>\n",
       "      <td>591.611</td>\n",
       "      <td>34.3256</td>\n",
       "      <td>7.3979</td>\n",
       "      <td>5.8572</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.56859</td>\n",
       "      <td>2.65392</td>\n",
       "      <td>0.65753</td>\n",
       "      <td>0.0137635</td>\n",
       "      <td>0.0116616</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2671.72</td>\n",
       "      <td>113943</td>\n",
       "      <td>0.0551801</td>\n",
       "      <td>1</td>\n",
       "      <td>0.412163</td>\n",
       "      <td>0.363407</td>\n",
       "      <td>0.0367297</td>\n",
       "      <td>29154.7</td>\n",
       "      <td>3.61344</td>\n",
       "      <td>1.29222</td>\n",
       "      <td>1.02919</td>\n",
       "      <td>0.883089</td>\n",
       "      <td>1.59078</td>\n",
       "      <td>1.28258</td>\n",
       "      <td>3.07271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6965.23</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>178552</td>\n",
       "      <td>14596.6</td>\n",
       "      <td>1811.35</td>\n",
       "      <td>52.7523</td>\n",
       "      <td>666.12</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0275862</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99902</td>\n",
       "      <td>26.1705</td>\n",
       "      <td>1.50067</td>\n",
       "      <td>9.34814</td>\n",
       "      <td>1169.94</td>\n",
       "      <td>2425.9</td>\n",
       "      <td>0.258063</td>\n",
       "      <td>1908.29</td>\n",
       "      <td>-14910.7</td>\n",
       "      <td>19768.3</td>\n",
       "      <td>12625.8</td>\n",
       "      <td>7527.77</td>\n",
       "      <td>2478.5</td>\n",
       "      <td>999.952</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60654</td>\n",
       "      <td>2.83672</td>\n",
       "      <td>-0.602728</td>\n",
       "      <td>8.79437</td>\n",
       "      <td>168.668</td>\n",
       "      <td>13.3405</td>\n",
       "      <td>3.37009</td>\n",
       "      <td>1.46998</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>0.790988</td>\n",
       "      <td>0.96766</td>\n",
       "      <td>1.13167</td>\n",
       "      <td>130.116</td>\n",
       "      <td>1.86594</td>\n",
       "      <td>3.39356</td>\n",
       "      <td>0.464663</td>\n",
       "      <td>1.59301</td>\n",
       "      <td>1.64473</td>\n",
       "      <td>-2.31355</td>\n",
       "      <td>-2.93612</td>\n",
       "      <td>0.013359</td>\n",
       "      <td>0.0103056</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>0.530587</td>\n",
       "      <td>671.859</td>\n",
       "      <td>28461.1</td>\n",
       "      <td>0.0547617</td>\n",
       "      <td>1</td>\n",
       "      <td>0.396989</td>\n",
       "      <td>0.362568</td>\n",
       "      <td>0.0350912</td>\n",
       "      <td>7250.02</td>\n",
       "      <td>1.33995</td>\n",
       "      <td>1.13783</td>\n",
       "      <td>1.05212</td>\n",
       "      <td>1.17256</td>\n",
       "      <td>1.60045</td>\n",
       "      <td>1.3056</td>\n",
       "      <td>2.3271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>1576.09</td>\n",
       "      <td>1.05885e-80</td>\n",
       "      <td>2.05939e-74</td>\n",
       "      <td>7.40677e-69</td>\n",
       "      <td>7.86641e-58</td>\n",
       "      <td>1.94583e-39</td>\n",
       "      <td>None</td>\n",
       "      <td>3436.91</td>\n",
       "      <td>821.419</td>\n",
       "      <td>32.3427</td>\n",
       "      <td>284.734</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0533333</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02577</td>\n",
       "      <td>22.729</td>\n",
       "      <td>1.76835</td>\n",
       "      <td>8.80424</td>\n",
       "      <td>237.119</td>\n",
       "      <td>774.883</td>\n",
       "      <td>0.408595</td>\n",
       "      <td>814.567</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>6621.11</td>\n",
       "      <td>2489.19</td>\n",
       "      <td>737.112</td>\n",
       "      <td>521.21</td>\n",
       "      <td>2.00149</td>\n",
       "      <td>0.00333333</td>\n",
       "      <td>-1.3424</td>\n",
       "      <td>-1.38494</td>\n",
       "      <td>-1.87231</td>\n",
       "      <td>11.0381</td>\n",
       "      <td>64.1818</td>\n",
       "      <td>20.1303</td>\n",
       "      <td>4.49072</td>\n",
       "      <td>0.747104</td>\n",
       "      <td>22.0157</td>\n",
       "      <td>0.797926</td>\n",
       "      <td>1.89928</td>\n",
       "      <td>-1.46104</td>\n",
       "      <td>50.4551</td>\n",
       "      <td>11.5204</td>\n",
       "      <td>1.37874</td>\n",
       "      <td>0.665559</td>\n",
       "      <td>9.20427</td>\n",
       "      <td>0.257632</td>\n",
       "      <td>1.8465</td>\n",
       "      <td>-2.90596</td>\n",
       "      <td>0.00969351</td>\n",
       "      <td>0.00762034</td>\n",
       "      <td>10.9997</td>\n",
       "      <td>4.59871</td>\n",
       "      <td>80.0395</td>\n",
       "      <td>8.8439e-06</td>\n",
       "      <td>0.170787</td>\n",
       "      <td>1</td>\n",
       "      <td>0.510848</td>\n",
       "      <td>0.437355</td>\n",
       "      <td>0.0303257</td>\n",
       "      <td>4397.56</td>\n",
       "      <td>-0.0664022</td>\n",
       "      <td>0.972512</td>\n",
       "      <td>1.06572</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.91045</td>\n",
       "      <td>1.84678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>28807.8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>592489</td>\n",
       "      <td>58071.4</td>\n",
       "      <td>14489.4</td>\n",
       "      <td>406.079</td>\n",
       "      <td>455.893</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.94268</td>\n",
       "      <td>28.5321</td>\n",
       "      <td>1.69074</td>\n",
       "      <td>7.49928</td>\n",
       "      <td>4205.59</td>\n",
       "      <td>13120.1</td>\n",
       "      <td>0.388293</td>\n",
       "      <td>14148.5</td>\n",
       "      <td>-25011.9</td>\n",
       "      <td>105446</td>\n",
       "      <td>1138.02</td>\n",
       "      <td>62.3343</td>\n",
       "      <td>23.4914</td>\n",
       "      <td>5.44004</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>80.686</td>\n",
       "      <td>0.148071</td>\n",
       "      <td>2.92908</td>\n",
       "      <td>2.80119</td>\n",
       "      <td>2.46812</td>\n",
       "      <td>7567.64</td>\n",
       "      <td>1593.9</td>\n",
       "      <td>750.545</td>\n",
       "      <td>304.764</td>\n",
       "      <td>6.10011</td>\n",
       "      <td>-0.769778</td>\n",
       "      <td>-0.426324</td>\n",
       "      <td>-0.147677</td>\n",
       "      <td>1287.87</td>\n",
       "      <td>105.181</td>\n",
       "      <td>55.9503</td>\n",
       "      <td>3.55962</td>\n",
       "      <td>9.20698</td>\n",
       "      <td>1.30475</td>\n",
       "      <td>-1.96628</td>\n",
       "      <td>0.828113</td>\n",
       "      <td>6.64983</td>\n",
       "      <td>1.13167</td>\n",
       "      <td>3.04572</td>\n",
       "      <td>4.59695</td>\n",
       "      <td>1.64774e-06</td>\n",
       "      <td>1.0823e-05</td>\n",
       "      <td>0.324008</td>\n",
       "      <td>1</td>\n",
       "      <td>0.966536</td>\n",
       "      <td>1.11045</td>\n",
       "      <td>0.0750482</td>\n",
       "      <td>-115.556</td>\n",
       "      <td>21.7157</td>\n",
       "      <td>0.972605</td>\n",
       "      <td>1.13658</td>\n",
       "      <td>0.875929</td>\n",
       "      <td>1.82165</td>\n",
       "      <td>1.81762</td>\n",
       "      <td>2.37416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>2605.38</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>54588.8</td>\n",
       "      <td>5686.15</td>\n",
       "      <td>1395.88</td>\n",
       "      <td>44.5629</td>\n",
       "      <td>475.397</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99669</td>\n",
       "      <td>23.6874</td>\n",
       "      <td>1.79436</td>\n",
       "      <td>8.61505</td>\n",
       "      <td>393.762</td>\n",
       "      <td>1243.08</td>\n",
       "      <td>0.39409</td>\n",
       "      <td>1384.19</td>\n",
       "      <td>-3.17715</td>\n",
       "      <td>4.09602</td>\n",
       "      <td>105.251</td>\n",
       "      <td>8.56797</td>\n",
       "      <td>2.01968</td>\n",
       "      <td>0.469358</td>\n",
       "      <td>0.992095</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-2.58351</td>\n",
       "      <td>2.79681</td>\n",
       "      <td>0.515508</td>\n",
       "      <td>2.49747</td>\n",
       "      <td>79.7665</td>\n",
       "      <td>5.96426</td>\n",
       "      <td>1.24719</td>\n",
       "      <td>0.311214</td>\n",
       "      <td>0.117016</td>\n",
       "      <td>-1.52414</td>\n",
       "      <td>-2.8206</td>\n",
       "      <td>1.59528</td>\n",
       "      <td>73.1528</td>\n",
       "      <td>4.27882</td>\n",
       "      <td>1.40783</td>\n",
       "      <td>0.280379</td>\n",
       "      <td>1.03958</td>\n",
       "      <td>-2.81614</td>\n",
       "      <td>1.96117</td>\n",
       "      <td>-0.482845</td>\n",
       "      <td>0.757872</td>\n",
       "      <td>0.695033</td>\n",
       "      <td>0.117949</td>\n",
       "      <td>1.04786</td>\n",
       "      <td>8.20282e-07</td>\n",
       "      <td>1.25246e-06</td>\n",
       "      <td>0.397652</td>\n",
       "      <td>2</td>\n",
       "      <td>0.969228</td>\n",
       "      <td>0.910906</td>\n",
       "      <td>0.0692573</td>\n",
       "      <td>19.6567</td>\n",
       "      <td>1.5194</td>\n",
       "      <td>1.39242</td>\n",
       "      <td>0.979845</td>\n",
       "      <td>1.27665</td>\n",
       "      <td>1.76944</td>\n",
       "      <td>1.88495</td>\n",
       "      <td>1.64435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>4084.16</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>95258.4</td>\n",
       "      <td>8891.11</td>\n",
       "      <td>2250.28</td>\n",
       "      <td>67.4592</td>\n",
       "      <td>722.78</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0469799</td>\n",
       "      <td>0.966443</td>\n",
       "      <td>None</td>\n",
       "      <td>39.6012</td>\n",
       "      <td>24.6016</td>\n",
       "      <td>1.76181</td>\n",
       "      <td>8.5056</td>\n",
       "      <td>609.836</td>\n",
       "      <td>1902.68</td>\n",
       "      <td>0.38913</td>\n",
       "      <td>2218.29</td>\n",
       "      <td>-359.686</td>\n",
       "      <td>632.13</td>\n",
       "      <td>165.165</td>\n",
       "      <td>7.32422</td>\n",
       "      <td>3.34633</td>\n",
       "      <td>0.459011</td>\n",
       "      <td>1.97571</td>\n",
       "      <td>78.7206</td>\n",
       "      <td>-1.25772</td>\n",
       "      <td>-2.68617</td>\n",
       "      <td>2.27654</td>\n",
       "      <td>2.5863</td>\n",
       "      <td>128.622</td>\n",
       "      <td>2.51047</td>\n",
       "      <td>1.35732</td>\n",
       "      <td>0.397061</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-1.3436</td>\n",
       "      <td>-2.96437</td>\n",
       "      <td>1.15459</td>\n",
       "      <td>119.454</td>\n",
       "      <td>11.1929</td>\n",
       "      <td>1.1716</td>\n",
       "      <td>0.383234</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.54076</td>\n",
       "      <td>-1.45825</td>\n",
       "      <td>2.91098</td>\n",
       "      <td>0.77875</td>\n",
       "      <td>0.723242</td>\n",
       "      <td>1.01373</td>\n",
       "      <td>1.01373</td>\n",
       "      <td>2.74852e-06</td>\n",
       "      <td>3.12149e-07</td>\n",
       "      <td>0.348385</td>\n",
       "      <td>3</td>\n",
       "      <td>0.96578</td>\n",
       "      <td>0.882593</td>\n",
       "      <td>0.0653892</td>\n",
       "      <td>3.3441</td>\n",
       "      <td>3.11267</td>\n",
       "      <td>1.59035</td>\n",
       "      <td>1.05625</td>\n",
       "      <td>0.953661</td>\n",
       "      <td>1.60723</td>\n",
       "      <td>1.82398</td>\n",
       "      <td>1.68927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>1494.94</td>\n",
       "      <td>1.43085e-86</td>\n",
       "      <td>1.28364e-80</td>\n",
       "      <td>1.21559e-71</td>\n",
       "      <td>2.42249e-62</td>\n",
       "      <td>2.75369e-42</td>\n",
       "      <td>None</td>\n",
       "      <td>3275.95</td>\n",
       "      <td>814.596</td>\n",
       "      <td>37.8363</td>\n",
       "      <td>286.072</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0472973</td>\n",
       "      <td>0.972973</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02582</td>\n",
       "      <td>22.4166</td>\n",
       "      <td>1.96289</td>\n",
       "      <td>8.76538</td>\n",
       "      <td>224.272</td>\n",
       "      <td>755.405</td>\n",
       "      <td>0.42132</td>\n",
       "      <td>810.658</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4079.95</td>\n",
       "      <td>1464.98</td>\n",
       "      <td>461.859</td>\n",
       "      <td>298.04</td>\n",
       "      <td>2.00217</td>\n",
       "      <td>0.00337838</td>\n",
       "      <td>-1.30303</td>\n",
       "      <td>-1.29882</td>\n",
       "      <td>-1.72427</td>\n",
       "      <td>8.78626</td>\n",
       "      <td>2762.14</td>\n",
       "      <td>494.478</td>\n",
       "      <td>880.664</td>\n",
       "      <td>30.2733</td>\n",
       "      <td>0.500966</td>\n",
       "      <td>0.392036</td>\n",
       "      <td>-2.81308</td>\n",
       "      <td>1.70226</td>\n",
       "      <td>60.7553</td>\n",
       "      <td>9.18591</td>\n",
       "      <td>3.67989</td>\n",
       "      <td>1.16108</td>\n",
       "      <td>9.51292</td>\n",
       "      <td>2.71805</td>\n",
       "      <td>-1.09698</td>\n",
       "      <td>-0.84354</td>\n",
       "      <td>0.677004</td>\n",
       "      <td>0.0148912</td>\n",
       "      <td>0.250212</td>\n",
       "      <td>4.75131</td>\n",
       "      <td>51.2136</td>\n",
       "      <td>8142.77</td>\n",
       "      <td>0.0507079</td>\n",
       "      <td>1</td>\n",
       "      <td>0.827677</td>\n",
       "      <td>0.658931</td>\n",
       "      <td>0.0405411</td>\n",
       "      <td>2747.69</td>\n",
       "      <td>0.0641941</td>\n",
       "      <td>0.954122</td>\n",
       "      <td>1.15989</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.87785</td>\n",
       "      <td>1.2401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>14601.8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>293079</td>\n",
       "      <td>29425.7</td>\n",
       "      <td>7262.75</td>\n",
       "      <td>200.748</td>\n",
       "      <td>221.986</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0410959</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>None</td>\n",
       "      <td>40.3325</td>\n",
       "      <td>27.1527</td>\n",
       "      <td>1.68244</td>\n",
       "      <td>7.6126</td>\n",
       "      <td>2110.75</td>\n",
       "      <td>6469.68</td>\n",
       "      <td>0.382081</td>\n",
       "      <td>7131.47</td>\n",
       "      <td>-1064.84</td>\n",
       "      <td>888.703</td>\n",
       "      <td>561.227</td>\n",
       "      <td>32.189</td>\n",
       "      <td>11.9678</td>\n",
       "      <td>2.66687</td>\n",
       "      <td>6.10011</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-0.00989535</td>\n",
       "      <td>2.80472</td>\n",
       "      <td>2.62941</td>\n",
       "      <td>2.44405</td>\n",
       "      <td>4590.55</td>\n",
       "      <td>1058.33</td>\n",
       "      <td>504.812</td>\n",
       "      <td>207.217</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.88941</td>\n",
       "      <td>-0.537829</td>\n",
       "      <td>-0.298354</td>\n",
       "      <td>524.652</td>\n",
       "      <td>39.5869</td>\n",
       "      <td>10.113</td>\n",
       "      <td>0.57624</td>\n",
       "      <td>0.503679</td>\n",
       "      <td>-0.828798</td>\n",
       "      <td>-3.02091</td>\n",
       "      <td>2.38952</td>\n",
       "      <td>8.17948</td>\n",
       "      <td>0.934829</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>0.0825688</td>\n",
       "      <td>2.83219e-05</td>\n",
       "      <td>3.27503e-06</td>\n",
       "      <td>0.323118</td>\n",
       "      <td>1</td>\n",
       "      <td>1.01837</td>\n",
       "      <td>1.14541</td>\n",
       "      <td>0.0745453</td>\n",
       "      <td>-48.8623</td>\n",
       "      <td>11.5722</td>\n",
       "      <td>0.889768</td>\n",
       "      <td>1.0628</td>\n",
       "      <td>0.870053</td>\n",
       "      <td>1.89105</td>\n",
       "      <td>1.82843</td>\n",
       "      <td>2.69727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>21075.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>428036</td>\n",
       "      <td>42457</td>\n",
       "      <td>10514.6</td>\n",
       "      <td>284.765</td>\n",
       "      <td>305.17</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.94383</td>\n",
       "      <td>27.9009</td>\n",
       "      <td>1.69624</td>\n",
       "      <td>7.53169</td>\n",
       "      <td>3075.87</td>\n",
       "      <td>9423.71</td>\n",
       "      <td>0.381618</td>\n",
       "      <td>10295.6</td>\n",
       "      <td>-2410.34</td>\n",
       "      <td>2026.89</td>\n",
       "      <td>800.953</td>\n",
       "      <td>38.8091</td>\n",
       "      <td>17.6672</td>\n",
       "      <td>3.88113</td>\n",
       "      <td>6.10011</td>\n",
       "      <td>80.686</td>\n",
       "      <td>0.0422853</td>\n",
       "      <td>2.85515</td>\n",
       "      <td>2.62808</td>\n",
       "      <td>2.52103</td>\n",
       "      <td>748.649</td>\n",
       "      <td>24.8605</td>\n",
       "      <td>3.79864</td>\n",
       "      <td>5.02477</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-2.10208</td>\n",
       "      <td>-2.7499</td>\n",
       "      <td>1.46737</td>\n",
       "      <td>6458.91</td>\n",
       "      <td>1490.42</td>\n",
       "      <td>712.556</td>\n",
       "      <td>290.304</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.902285</td>\n",
       "      <td>-0.551688</td>\n",
       "      <td>-0.320215</td>\n",
       "      <td>0.934698</td>\n",
       "      <td>8.06403</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>8.6907e-06</td>\n",
       "      <td>2.27879e-05</td>\n",
       "      <td>0.327244</td>\n",
       "      <td>2</td>\n",
       "      <td>0.954785</td>\n",
       "      <td>0.974755</td>\n",
       "      <td>0.0760175</td>\n",
       "      <td>-79.4726</td>\n",
       "      <td>16.6351</td>\n",
       "      <td>0.943721</td>\n",
       "      <td>1.05999</td>\n",
       "      <td>0.810342</td>\n",
       "      <td>1.84471</td>\n",
       "      <td>1.82502</td>\n",
       "      <td>2.15932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>2197.84</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>46804.7</td>\n",
       "      <td>4825.59</td>\n",
       "      <td>1191.19</td>\n",
       "      <td>48.4672</td>\n",
       "      <td>429.911</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0492958</td>\n",
       "      <td>0.964789</td>\n",
       "      <td>None</td>\n",
       "      <td>39.9229</td>\n",
       "      <td>23.4574</td>\n",
       "      <td>1.73357</td>\n",
       "      <td>8.38878</td>\n",
       "      <td>340.111</td>\n",
       "      <td>1128.9</td>\n",
       "      <td>0.414437</td>\n",
       "      <td>1185.4</td>\n",
       "      <td>-1578.29</td>\n",
       "      <td>8503.96</td>\n",
       "      <td>94.5855</td>\n",
       "      <td>4.4287</td>\n",
       "      <td>1.76794</td>\n",
       "      <td>0.151285</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>81.0265</td>\n",
       "      <td>-1.25904</td>\n",
       "      <td>-2.85407</td>\n",
       "      <td>1.75935</td>\n",
       "      <td>2.60537</td>\n",
       "      <td>614.821</td>\n",
       "      <td>120.713</td>\n",
       "      <td>60.3102</td>\n",
       "      <td>24.5113</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.932861</td>\n",
       "      <td>-0.660544</td>\n",
       "      <td>-0.363566</td>\n",
       "      <td>81.9183</td>\n",
       "      <td>5.9791</td>\n",
       "      <td>1.8223</td>\n",
       "      <td>0.588222</td>\n",
       "      <td>0.0356137</td>\n",
       "      <td>-1.1799</td>\n",
       "      <td>-0.618045</td>\n",
       "      <td>2.59578</td>\n",
       "      <td>6.50016</td>\n",
       "      <td>0.866076</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0177815</td>\n",
       "      <td>6.25321e-07</td>\n",
       "      <td>2.01475e-06</td>\n",
       "      <td>0.349163</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00888</td>\n",
       "      <td>0.957263</td>\n",
       "      <td>0.0702817</td>\n",
       "      <td>2.76192</td>\n",
       "      <td>1.98705</td>\n",
       "      <td>0.954107</td>\n",
       "      <td>1.13713</td>\n",
       "      <td>0.962289</td>\n",
       "      <td>1.73947</td>\n",
       "      <td>1.83583</td>\n",
       "      <td>1.57727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>34195.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>695354</td>\n",
       "      <td>68860.2</td>\n",
       "      <td>17008.7</td>\n",
       "      <td>444.473</td>\n",
       "      <td>468.805</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.041958</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>40.4709</td>\n",
       "      <td>28.8642</td>\n",
       "      <td>1.69957</td>\n",
       "      <td>7.54855</td>\n",
       "      <td>4987.26</td>\n",
       "      <td>15360.5</td>\n",
       "      <td>0.383763</td>\n",
       "      <td>16677.9</td>\n",
       "      <td>-5318.67</td>\n",
       "      <td>4506.58</td>\n",
       "      <td>1289.1</td>\n",
       "      <td>47.2066</td>\n",
       "      <td>10.1553</td>\n",
       "      <td>10.1912</td>\n",
       "      <td>3.14927</td>\n",
       "      <td>80.686</td>\n",
       "      <td>-2.16119</td>\n",
       "      <td>2.74418</td>\n",
       "      <td>1.62071</td>\n",
       "      <td>2.49385</td>\n",
       "      <td>10579.7</td>\n",
       "      <td>2624.25</td>\n",
       "      <td>1202.46</td>\n",
       "      <td>480.733</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.962822</td>\n",
       "      <td>-0.608014</td>\n",
       "      <td>-0.453501</td>\n",
       "      <td>1211.53</td>\n",
       "      <td>69.5098</td>\n",
       "      <td>22.0627</td>\n",
       "      <td>3.55748</td>\n",
       "      <td>9.51224</td>\n",
       "      <td>0.114205</td>\n",
       "      <td>-1.66317</td>\n",
       "      <td>-1.95947</td>\n",
       "      <td>8.20706</td>\n",
       "      <td>0.939826</td>\n",
       "      <td>0.635972</td>\n",
       "      <td>3.02046</td>\n",
       "      <td>1.92283e-05</td>\n",
       "      <td>3.94878e-06</td>\n",
       "      <td>0.368171</td>\n",
       "      <td>1</td>\n",
       "      <td>0.970931</td>\n",
       "      <td>1.09981</td>\n",
       "      <td>0.0764393</td>\n",
       "      <td>-201.159</td>\n",
       "      <td>22.2398</td>\n",
       "      <td>0.906305</td>\n",
       "      <td>1.03283</td>\n",
       "      <td>0.81215</td>\n",
       "      <td>1.83732</td>\n",
       "      <td>1.81567</td>\n",
       "      <td>2.0443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>208209</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>419174</td>\n",
       "      <td>104515</td>\n",
       "      <td>2829.35</td>\n",
       "      <td>2756.85</td>\n",
       "      <td>None</td>\n",
       "      <td>0.041958</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.00831</td>\n",
       "      <td>32.479</td>\n",
       "      <td>1.69625</td>\n",
       "      <td>7.47906</td>\n",
       "      <td>30344.6</td>\n",
       "      <td>92825.5</td>\n",
       "      <td>0.381741</td>\n",
       "      <td>102398</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>196571</td>\n",
       "      <td>159526</td>\n",
       "      <td>112821</td>\n",
       "      <td>64693.8</td>\n",
       "      <td>4.00332</td>\n",
       "      <td>0.0034965</td>\n",
       "      <td>-1.53721</td>\n",
       "      <td>-3.01075</td>\n",
       "      <td>1.82991</td>\n",
       "      <td>8.86415</td>\n",
       "      <td>7769.34</td>\n",
       "      <td>2231.62</td>\n",
       "      <td>350.45</td>\n",
       "      <td>80.7039</td>\n",
       "      <td>2.14598</td>\n",
       "      <td>1.31025</td>\n",
       "      <td>2.38541</td>\n",
       "      <td>-2.03358</td>\n",
       "      <td>6428.24</td>\n",
       "      <td>1379.65</td>\n",
       "      <td>156.461</td>\n",
       "      <td>77.8799</td>\n",
       "      <td>8.20369</td>\n",
       "      <td>1.20606</td>\n",
       "      <td>2.4541</td>\n",
       "      <td>-1.29505</td>\n",
       "      <td>0.0395245</td>\n",
       "      <td>0.0327019</td>\n",
       "      <td>0.53605</td>\n",
       "      <td>2.04922</td>\n",
       "      <td>19648.7</td>\n",
       "      <td>677662</td>\n",
       "      <td>0.0770501</td>\n",
       "      <td>1</td>\n",
       "      <td>0.638876</td>\n",
       "      <td>0.59135</td>\n",
       "      <td>0.026372</td>\n",
       "      <td>102766</td>\n",
       "      <td>26.6209</td>\n",
       "      <td>1.14579</td>\n",
       "      <td>1.12925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.906393</td>\n",
       "      <td>1.8147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>7426.39</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>15019.5</td>\n",
       "      <td>3683.08</td>\n",
       "      <td>90.5837</td>\n",
       "      <td>166.712</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0253</td>\n",
       "      <td>25.9296</td>\n",
       "      <td>1.59152</td>\n",
       "      <td>7.36286</td>\n",
       "      <td>1091.65</td>\n",
       "      <td>3445.7</td>\n",
       "      <td>0.392966</td>\n",
       "      <td>3575.48</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>7147.35</td>\n",
       "      <td>5762</td>\n",
       "      <td>4106.23</td>\n",
       "      <td>2340.77</td>\n",
       "      <td>4.00332</td>\n",
       "      <td>0.00340136</td>\n",
       "      <td>-1.53763</td>\n",
       "      <td>-3.01572</td>\n",
       "      <td>1.8328</td>\n",
       "      <td>8.82231</td>\n",
       "      <td>297.38</td>\n",
       "      <td>84.8263</td>\n",
       "      <td>13.2424</td>\n",
       "      <td>3.2487</td>\n",
       "      <td>2.14598</td>\n",
       "      <td>1.28428</td>\n",
       "      <td>2.72875</td>\n",
       "      <td>-1.60296</td>\n",
       "      <td>209.643</td>\n",
       "      <td>45.3083</td>\n",
       "      <td>8.27699</td>\n",
       "      <td>3.04621</td>\n",
       "      <td>8.20369</td>\n",
       "      <td>1.04984</td>\n",
       "      <td>2.21935</td>\n",
       "      <td>-1.30668</td>\n",
       "      <td>0.0416071</td>\n",
       "      <td>0.0293316</td>\n",
       "      <td>0.53605</td>\n",
       "      <td>2.04922</td>\n",
       "      <td>717.224</td>\n",
       "      <td>24550.9</td>\n",
       "      <td>0.0766269</td>\n",
       "      <td>1</td>\n",
       "      <td>0.690066</td>\n",
       "      <td>0.527758</td>\n",
       "      <td>0.0288473</td>\n",
       "      <td>3737.24</td>\n",
       "      <td>0.384484</td>\n",
       "      <td>0.950737</td>\n",
       "      <td>1.13617</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.905742</td>\n",
       "      <td>2.18171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2005.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>4400.55</td>\n",
       "      <td>1060.12</td>\n",
       "      <td>47.6329</td>\n",
       "      <td>390.185</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0333333</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02507</td>\n",
       "      <td>23.2234</td>\n",
       "      <td>1.75265</td>\n",
       "      <td>8.9587</td>\n",
       "      <td>301.237</td>\n",
       "      <td>969.104</td>\n",
       "      <td>0.402142</td>\n",
       "      <td>1048.34</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>8339.26</td>\n",
       "      <td>3282.57</td>\n",
       "      <td>909.98</td>\n",
       "      <td>700.277</td>\n",
       "      <td>2.00149</td>\n",
       "      <td>0.00333333</td>\n",
       "      <td>-1.36578</td>\n",
       "      <td>-1.47465</td>\n",
       "      <td>-1.97468</td>\n",
       "      <td>11.0425</td>\n",
       "      <td>76.5211</td>\n",
       "      <td>3.82183</td>\n",
       "      <td>2.98745</td>\n",
       "      <td>0.695121</td>\n",
       "      <td>20.0505</td>\n",
       "      <td>-0.422348</td>\n",
       "      <td>2.97264</td>\n",
       "      <td>0.159825</td>\n",
       "      <td>68.8675</td>\n",
       "      <td>5.58459</td>\n",
       "      <td>2.65603</td>\n",
       "      <td>0.162842</td>\n",
       "      <td>9.19274</td>\n",
       "      <td>-2.67793</td>\n",
       "      <td>-1.91334</td>\n",
       "      <td>0.699526</td>\n",
       "      <td>0.00917601</td>\n",
       "      <td>0.00825823</td>\n",
       "      <td>10.0178</td>\n",
       "      <td>4.59295</td>\n",
       "      <td>80.5044</td>\n",
       "      <td>1.58411e-05</td>\n",
       "      <td>0.169428</td>\n",
       "      <td>1</td>\n",
       "      <td>0.465105</td>\n",
       "      <td>0.438029</td>\n",
       "      <td>0.0292038</td>\n",
       "      <td>5470.99</td>\n",
       "      <td>0.012847</td>\n",
       "      <td>1.20231</td>\n",
       "      <td>1.06521</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.91203</td>\n",
       "      <td>1.42866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>16645.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>373483</td>\n",
       "      <td>36269.4</td>\n",
       "      <td>8907.51</td>\n",
       "      <td>258.138</td>\n",
       "      <td>2979.01</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>41.939</td>\n",
       "      <td>27.3431</td>\n",
       "      <td>1.8455</td>\n",
       "      <td>8.95348</td>\n",
       "      <td>2481.52</td>\n",
       "      <td>7077.6</td>\n",
       "      <td>0.35593</td>\n",
       "      <td>8812.17</td>\n",
       "      <td>-2149.92</td>\n",
       "      <td>3603.6</td>\n",
       "      <td>644.011</td>\n",
       "      <td>32.1959</td>\n",
       "      <td>13.8914</td>\n",
       "      <td>1.83061</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.43472</td>\n",
       "      <td>-2.4333</td>\n",
       "      <td>2.38334</td>\n",
       "      <td>2.50971</td>\n",
       "      <td>519.907</td>\n",
       "      <td>32.4866</td>\n",
       "      <td>4.43258</td>\n",
       "      <td>3.60814</td>\n",
       "      <td>1.99038</td>\n",
       "      <td>-2.30537</td>\n",
       "      <td>2.10903</td>\n",
       "      <td>0.634825</td>\n",
       "      <td>480.324</td>\n",
       "      <td>27.0523</td>\n",
       "      <td>7.24385</td>\n",
       "      <td>1.70781</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>-2.06869</td>\n",
       "      <td>3.05959</td>\n",
       "      <td>1.19795</td>\n",
       "      <td>0.807296</td>\n",
       "      <td>0.745832</td>\n",
       "      <td>1.00819</td>\n",
       "      <td>2.10133</td>\n",
       "      <td>8.27361e-06</td>\n",
       "      <td>1.64197e-05</td>\n",
       "      <td>0.352082</td>\n",
       "      <td>2</td>\n",
       "      <td>0.969479</td>\n",
       "      <td>0.852706</td>\n",
       "      <td>0.0689377</td>\n",
       "      <td>3.65585</td>\n",
       "      <td>11.5488</td>\n",
       "      <td>1.05458</td>\n",
       "      <td>1.07562</td>\n",
       "      <td>0.684001</td>\n",
       "      <td>1.29371</td>\n",
       "      <td>1.84633</td>\n",
       "      <td>1.75185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>12159.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>269804</td>\n",
       "      <td>26565.5</td>\n",
       "      <td>6547.39</td>\n",
       "      <td>164.987</td>\n",
       "      <td>2246.13</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>42.1533</td>\n",
       "      <td>26.71</td>\n",
       "      <td>1.83024</td>\n",
       "      <td>8.96315</td>\n",
       "      <td>1816.36</td>\n",
       "      <td>5084.23</td>\n",
       "      <td>0.349179</td>\n",
       "      <td>6460.91</td>\n",
       "      <td>-855.907</td>\n",
       "      <td>591.668</td>\n",
       "      <td>396.983</td>\n",
       "      <td>22.9487</td>\n",
       "      <td>5.98195</td>\n",
       "      <td>1.71355</td>\n",
       "      <td>0.971953</td>\n",
       "      <td>126.752</td>\n",
       "      <td>-2.59766</td>\n",
       "      <td>2.76481</td>\n",
       "      <td>0.594416</td>\n",
       "      <td>2.52902</td>\n",
       "      <td>354.749</td>\n",
       "      <td>21.1196</td>\n",
       "      <td>5.564</td>\n",
       "      <td>1.36984</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-2.54673</td>\n",
       "      <td>2.8232</td>\n",
       "      <td>0.598478</td>\n",
       "      <td>340.932</td>\n",
       "      <td>28.911</td>\n",
       "      <td>4.02563</td>\n",
       "      <td>2.57631</td>\n",
       "      <td>0.0424345</td>\n",
       "      <td>-2.2866</td>\n",
       "      <td>2.50505</td>\n",
       "      <td>0.572582</td>\n",
       "      <td>0.893614</td>\n",
       "      <td>0.858809</td>\n",
       "      <td>1.14969</td>\n",
       "      <td>0.043659</td>\n",
       "      <td>2.13727e-06</td>\n",
       "      <td>8.29485e-06</td>\n",
       "      <td>0.387503</td>\n",
       "      <td>1</td>\n",
       "      <td>0.894922</td>\n",
       "      <td>0.816019</td>\n",
       "      <td>0.0687964</td>\n",
       "      <td>53.9262</td>\n",
       "      <td>7.20253</td>\n",
       "      <td>0.798778</td>\n",
       "      <td>1.04777</td>\n",
       "      <td>0.875886</td>\n",
       "      <td>1.27232</td>\n",
       "      <td>1.8489</td>\n",
       "      <td>1.71787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>39083.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>813549</td>\n",
       "      <td>78627.1</td>\n",
       "      <td>19421.7</td>\n",
       "      <td>470.824</td>\n",
       "      <td>460.157</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0536913</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>None</td>\n",
       "      <td>43.8335</td>\n",
       "      <td>29.0821</td>\n",
       "      <td>1.68819</td>\n",
       "      <td>7.86022</td>\n",
       "      <td>5546.28</td>\n",
       "      <td>15754.6</td>\n",
       "      <td>0.353779</td>\n",
       "      <td>19007.4</td>\n",
       "      <td>-0.00572444</td>\n",
       "      <td>0.00380556</td>\n",
       "      <td>1457.77</td>\n",
       "      <td>78.7253</td>\n",
       "      <td>16.5585</td>\n",
       "      <td>10.0136</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>78.7206</td>\n",
       "      <td>-1.85749</td>\n",
       "      <td>-3.05765</td>\n",
       "      <td>1.09077</td>\n",
       "      <td>2.53085</td>\n",
       "      <td>1072.55</td>\n",
       "      <td>38.7494</td>\n",
       "      <td>20.7916</td>\n",
       "      <td>7.54498</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>-2.72884</td>\n",
       "      <td>3.0221</td>\n",
       "      <td>0.293321</td>\n",
       "      <td>1015.87</td>\n",
       "      <td>106.232</td>\n",
       "      <td>16.3243</td>\n",
       "      <td>5.24259</td>\n",
       "      <td>4.00299</td>\n",
       "      <td>-0.415101</td>\n",
       "      <td>-1.40212</td>\n",
       "      <td>2.23954</td>\n",
       "      <td>0.735747</td>\n",
       "      <td>0.696865</td>\n",
       "      <td>1</td>\n",
       "      <td>4.05112</td>\n",
       "      <td>1.56279e-07</td>\n",
       "      <td>1.8107e-06</td>\n",
       "      <td>0.370709</td>\n",
       "      <td>3</td>\n",
       "      <td>0.867605</td>\n",
       "      <td>0.875854</td>\n",
       "      <td>0.0731272</td>\n",
       "      <td>-84.2369</td>\n",
       "      <td>27.9798</td>\n",
       "      <td>0.79322</td>\n",
       "      <td>1.08694</td>\n",
       "      <td>0.822894</td>\n",
       "      <td>1.31616</td>\n",
       "      <td>1.83277</td>\n",
       "      <td>2.10379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>22202.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>458099</td>\n",
       "      <td>44622.2</td>\n",
       "      <td>11005.3</td>\n",
       "      <td>255.581</td>\n",
       "      <td>216.411</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>None</td>\n",
       "      <td>43.8723</td>\n",
       "      <td>27.9613</td>\n",
       "      <td>1.70267</td>\n",
       "      <td>7.76097</td>\n",
       "      <td>3181.6</td>\n",
       "      <td>9115.18</td>\n",
       "      <td>0.356941</td>\n",
       "      <td>10791.1</td>\n",
       "      <td>-0.0033204</td>\n",
       "      <td>0.00220289</td>\n",
       "      <td>864.124</td>\n",
       "      <td>41.549</td>\n",
       "      <td>10.0083</td>\n",
       "      <td>5.60822</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.76256</td>\n",
       "      <td>-3.07847</td>\n",
       "      <td>1.25442</td>\n",
       "      <td>2.52999</td>\n",
       "      <td>608.743</td>\n",
       "      <td>24.7702</td>\n",
       "      <td>12.5003</td>\n",
       "      <td>4.18223</td>\n",
       "      <td>2.28944</td>\n",
       "      <td>-2.78629</td>\n",
       "      <td>2.9892</td>\n",
       "      <td>0.306089</td>\n",
       "      <td>955.958</td>\n",
       "      <td>130.626</td>\n",
       "      <td>30.5255</td>\n",
       "      <td>8.23873</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>-0.818882</td>\n",
       "      <td>-1.47729</td>\n",
       "      <td>-1.66208</td>\n",
       "      <td>0.704462</td>\n",
       "      <td>1.10627</td>\n",
       "      <td>2.31697</td>\n",
       "      <td>1</td>\n",
       "      <td>1.62732e-07</td>\n",
       "      <td>7.01481e-06</td>\n",
       "      <td>0.36541</td>\n",
       "      <td>2</td>\n",
       "      <td>0.871862</td>\n",
       "      <td>0.876248</td>\n",
       "      <td>0.0742157</td>\n",
       "      <td>-51.538</td>\n",
       "      <td>15.747</td>\n",
       "      <td>0.943832</td>\n",
       "      <td>1.08954</td>\n",
       "      <td>0.830183</td>\n",
       "      <td>1.31436</td>\n",
       "      <td>1.82506</td>\n",
       "      <td>2.46128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>4856.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>109610</td>\n",
       "      <td>10621.7</td>\n",
       "      <td>2620.43</td>\n",
       "      <td>68.8922</td>\n",
       "      <td>909.534</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>41.6215</td>\n",
       "      <td>24.891</td>\n",
       "      <td>1.80913</td>\n",
       "      <td>9.00178</td>\n",
       "      <td>727.445</td>\n",
       "      <td>2041.06</td>\n",
       "      <td>0.349901</td>\n",
       "      <td>2581.47</td>\n",
       "      <td>-457.824</td>\n",
       "      <td>759.859</td>\n",
       "      <td>194.719</td>\n",
       "      <td>9.17437</td>\n",
       "      <td>4.19886</td>\n",
       "      <td>0.672501</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.53919</td>\n",
       "      <td>-2.6194</td>\n",
       "      <td>2.07039</td>\n",
       "      <td>2.49987</td>\n",
       "      <td>147.682</td>\n",
       "      <td>8.87903</td>\n",
       "      <td>1.22794</td>\n",
       "      <td>1.0625</td>\n",
       "      <td>1.99038</td>\n",
       "      <td>-2.29297</td>\n",
       "      <td>2.07526</td>\n",
       "      <td>0.72932</td>\n",
       "      <td>138.553</td>\n",
       "      <td>8.03554</td>\n",
       "      <td>2.04348</td>\n",
       "      <td>0.474976</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>-2.18101</td>\n",
       "      <td>3.08291</td>\n",
       "      <td>1.12914</td>\n",
       "      <td>0.758434</td>\n",
       "      <td>0.711552</td>\n",
       "      <td>1.00819</td>\n",
       "      <td>2.10133</td>\n",
       "      <td>6.91514e-07</td>\n",
       "      <td>5.75881e-07</td>\n",
       "      <td>0.354745</td>\n",
       "      <td>2</td>\n",
       "      <td>0.921261</td>\n",
       "      <td>0.834741</td>\n",
       "      <td>0.0687959</td>\n",
       "      <td>-1.78107</td>\n",
       "      <td>3.40295</td>\n",
       "      <td>1.0662</td>\n",
       "      <td>1.07948</td>\n",
       "      <td>0.899269</td>\n",
       "      <td>1.83918</td>\n",
       "      <td>1.85485</td>\n",
       "      <td>1.91088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>41503.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.12793e+06</td>\n",
       "      <td>83555.3</td>\n",
       "      <td>17835.2</td>\n",
       "      <td>1954.88</td>\n",
       "      <td>549.115</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0666667</td>\n",
       "      <td>0.96</td>\n",
       "      <td>None</td>\n",
       "      <td>8.13947</td>\n",
       "      <td>29.9319</td>\n",
       "      <td>1.15367</td>\n",
       "      <td>6.50272</td>\n",
       "      <td>6396.93</td>\n",
       "      <td>30016.5</td>\n",
       "      <td>0.573658</td>\n",
       "      <td>19163.7</td>\n",
       "      <td>-5826.1</td>\n",
       "      <td>4387.65</td>\n",
       "      <td>1703.63</td>\n",
       "      <td>178.492</td>\n",
       "      <td>22.4041</td>\n",
       "      <td>11.4365</td>\n",
       "      <td>4.23739</td>\n",
       "      <td>78.4053</td>\n",
       "      <td>-2.18062</td>\n",
       "      <td>2.95654</td>\n",
       "      <td>0.780882</td>\n",
       "      <td>2.6055</td>\n",
       "      <td>1657.8</td>\n",
       "      <td>107.971</td>\n",
       "      <td>12.3745</td>\n",
       "      <td>12.4446</td>\n",
       "      <td>3.14622</td>\n",
       "      <td>-1.60429</td>\n",
       "      <td>-2.69878</td>\n",
       "      <td>0.521958</td>\n",
       "      <td>1265.67</td>\n",
       "      <td>89.1118</td>\n",
       "      <td>14.1506</td>\n",
       "      <td>7.15417</td>\n",
       "      <td>21.1465</td>\n",
       "      <td>-1.71797</td>\n",
       "      <td>-3.05864</td>\n",
       "      <td>0.492842</td>\n",
       "      <td>0.973099</td>\n",
       "      <td>0.742928</td>\n",
       "      <td>0.742489</td>\n",
       "      <td>4.99046</td>\n",
       "      <td>6.29127e-06</td>\n",
       "      <td>2.29119e-05</td>\n",
       "      <td>0.398816</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0132</td>\n",
       "      <td>0.941581</td>\n",
       "      <td>0.0934986</td>\n",
       "      <td>109.282</td>\n",
       "      <td>-8.88656</td>\n",
       "      <td>1.10845</td>\n",
       "      <td>1.06846</td>\n",
       "      <td>1.23839</td>\n",
       "      <td>1.59855</td>\n",
       "      <td>1.82437</td>\n",
       "      <td>0.99182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>2035.69</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>46957.3</td>\n",
       "      <td>4404.61</td>\n",
       "      <td>1077.43</td>\n",
       "      <td>42.6926</td>\n",
       "      <td>333.221</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>42.2613</td>\n",
       "      <td>23.2174</td>\n",
       "      <td>1.74917</td>\n",
       "      <td>8.80292</td>\n",
       "      <td>303.409</td>\n",
       "      <td>950.539</td>\n",
       "      <td>0.391036</td>\n",
       "      <td>1067.27</td>\n",
       "      <td>-54638.1</td>\n",
       "      <td>65516.1</td>\n",
       "      <td>78.1557</td>\n",
       "      <td>11.5672</td>\n",
       "      <td>1.13213</td>\n",
       "      <td>0.285339</td>\n",
       "      <td>4.00299</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>0.180037</td>\n",
       "      <td>-0.549503</td>\n",
       "      <td>3.0435</td>\n",
       "      <td>2.48817</td>\n",
       "      <td>57.2778</td>\n",
       "      <td>2.4924</td>\n",
       "      <td>1.18632</td>\n",
       "      <td>0.366735</td>\n",
       "      <td>0.026269</td>\n",
       "      <td>-2.10759</td>\n",
       "      <td>2.96904</td>\n",
       "      <td>0.888128</td>\n",
       "      <td>93.1818</td>\n",
       "      <td>10.4534</td>\n",
       "      <td>2.45927</td>\n",
       "      <td>0.677879</td>\n",
       "      <td>0.026269</td>\n",
       "      <td>-1.14145</td>\n",
       "      <td>-1.63354</td>\n",
       "      <td>-2.3119</td>\n",
       "      <td>0.732867</td>\n",
       "      <td>1.19226</td>\n",
       "      <td>0.00656234</td>\n",
       "      <td>0.00656234</td>\n",
       "      <td>1.66805e-07</td>\n",
       "      <td>1.29681e-06</td>\n",
       "      <td>0.271443</td>\n",
       "      <td>1</td>\n",
       "      <td>0.87191</td>\n",
       "      <td>0.919538</td>\n",
       "      <td>0.0695642</td>\n",
       "      <td>-13.1497</td>\n",
       "      <td>1.27972</td>\n",
       "      <td>1.24038</td>\n",
       "      <td>1.01199</td>\n",
       "      <td>1.12289</td>\n",
       "      <td>1.67231</td>\n",
       "      <td>1.8314</td>\n",
       "      <td>1.27758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>4134.14</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>91573.8</td>\n",
       "      <td>9048.16</td>\n",
       "      <td>2239.92</td>\n",
       "      <td>61.8319</td>\n",
       "      <td>779.874</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0410959</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>42.1533</td>\n",
       "      <td>24.5642</td>\n",
       "      <td>1.82841</td>\n",
       "      <td>8.80407</td>\n",
       "      <td>622.363</td>\n",
       "      <td>1827.27</td>\n",
       "      <td>0.366321</td>\n",
       "      <td>2212.93</td>\n",
       "      <td>-535.202</td>\n",
       "      <td>907.016</td>\n",
       "      <td>169.188</td>\n",
       "      <td>6.97442</td>\n",
       "      <td>3.66289</td>\n",
       "      <td>0.438973</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.6618</td>\n",
       "      <td>-2.6878</td>\n",
       "      <td>2.3821</td>\n",
       "      <td>2.52654</td>\n",
       "      <td>125.138</td>\n",
       "      <td>7.37132</td>\n",
       "      <td>1.28425</td>\n",
       "      <td>0.595948</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-0.786799</td>\n",
       "      <td>-2.42186</td>\n",
       "      <td>-2.82359</td>\n",
       "      <td>119.798</td>\n",
       "      <td>6.87387</td>\n",
       "      <td>2.99054</td>\n",
       "      <td>0.417111</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-0.862137</td>\n",
       "      <td>-1.9979</td>\n",
       "      <td>-2.40207</td>\n",
       "      <td>0.739642</td>\n",
       "      <td>0.708078</td>\n",
       "      <td>0.566018</td>\n",
       "      <td>0.062436</td>\n",
       "      <td>4.13363e-06</td>\n",
       "      <td>5.11156e-07</td>\n",
       "      <td>0.356813</td>\n",
       "      <td>1</td>\n",
       "      <td>0.965475</td>\n",
       "      <td>0.862869</td>\n",
       "      <td>0.068327</td>\n",
       "      <td>-0.274604</td>\n",
       "      <td>3.36693</td>\n",
       "      <td>1.03038</td>\n",
       "      <td>1.08546</td>\n",
       "      <td>1.1154</td>\n",
       "      <td>1.44391</td>\n",
       "      <td>1.83389</td>\n",
       "      <td>1.37167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>3168.46</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>71341.4</td>\n",
       "      <td>6919.68</td>\n",
       "      <td>1670.71</td>\n",
       "      <td>47.0362</td>\n",
       "      <td>582.76</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0486111</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>42.0459</td>\n",
       "      <td>24.0849</td>\n",
       "      <td>1.75849</td>\n",
       "      <td>8.84707</td>\n",
       "      <td>481.084</td>\n",
       "      <td>1388.52</td>\n",
       "      <td>0.360267</td>\n",
       "      <td>1656.98</td>\n",
       "      <td>-410.811</td>\n",
       "      <td>675.982</td>\n",
       "      <td>131.572</td>\n",
       "      <td>5.37145</td>\n",
       "      <td>2.70032</td>\n",
       "      <td>0.40829</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>80.3494</td>\n",
       "      <td>-1.25367</td>\n",
       "      <td>-2.58073</td>\n",
       "      <td>2.23318</td>\n",
       "      <td>2.52934</td>\n",
       "      <td>91.4463</td>\n",
       "      <td>6.12866</td>\n",
       "      <td>1.42784</td>\n",
       "      <td>0.334789</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-2.44141</td>\n",
       "      <td>2.86892</td>\n",
       "      <td>0.614396</td>\n",
       "      <td>88.6014</td>\n",
       "      <td>7.09042</td>\n",
       "      <td>0.971516</td>\n",
       "      <td>0.707774</td>\n",
       "      <td>2.03888</td>\n",
       "      <td>-2.3284</td>\n",
       "      <td>2.38919</td>\n",
       "      <td>0.6572</td>\n",
       "      <td>0.695031</td>\n",
       "      <td>0.673408</td>\n",
       "      <td>0.566018</td>\n",
       "      <td>1.03275</td>\n",
       "      <td>5.71551e-06</td>\n",
       "      <td>4.6379e-06</td>\n",
       "      <td>0.348941</td>\n",
       "      <td>2</td>\n",
       "      <td>0.873628</td>\n",
       "      <td>0.866855</td>\n",
       "      <td>0.0723966</td>\n",
       "      <td>-0.178555</td>\n",
       "      <td>2.58773</td>\n",
       "      <td>0.872927</td>\n",
       "      <td>1.08267</td>\n",
       "      <td>1.18885</td>\n",
       "      <td>1.62052</td>\n",
       "      <td>1.85526</td>\n",
       "      <td>1.84534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>10416.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>226235</td>\n",
       "      <td>22798.4</td>\n",
       "      <td>5652.18</td>\n",
       "      <td>129.107</td>\n",
       "      <td>1964.7</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>41.482</td>\n",
       "      <td>26.3937</td>\n",
       "      <td>1.84404</td>\n",
       "      <td>8.92484</td>\n",
       "      <td>1563.01</td>\n",
       "      <td>4334.22</td>\n",
       "      <td>0.34569</td>\n",
       "      <td>5561.7</td>\n",
       "      <td>-1221.92</td>\n",
       "      <td>2212.8</td>\n",
       "      <td>432.553</td>\n",
       "      <td>17.7802</td>\n",
       "      <td>8.93588</td>\n",
       "      <td>1.09674</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.45559</td>\n",
       "      <td>-2.66777</td>\n",
       "      <td>2.30759</td>\n",
       "      <td>2.60774</td>\n",
       "      <td>318.666</td>\n",
       "      <td>20.9578</td>\n",
       "      <td>2.5312</td>\n",
       "      <td>2.24415</td>\n",
       "      <td>1.99038</td>\n",
       "      <td>-2.22052</td>\n",
       "      <td>2.09577</td>\n",
       "      <td>0.650608</td>\n",
       "      <td>292.379</td>\n",
       "      <td>16.5349</td>\n",
       "      <td>4.37865</td>\n",
       "      <td>0.983383</td>\n",
       "      <td>6.17726</td>\n",
       "      <td>-2.10684</td>\n",
       "      <td>3.11261</td>\n",
       "      <td>1.21782</td>\n",
       "      <td>0.736711</td>\n",
       "      <td>0.675938</td>\n",
       "      <td>1.00819</td>\n",
       "      <td>3.12897</td>\n",
       "      <td>6.49988e-06</td>\n",
       "      <td>5.51115e-06</td>\n",
       "      <td>0.352649</td>\n",
       "      <td>2</td>\n",
       "      <td>0.895365</td>\n",
       "      <td>0.839668</td>\n",
       "      <td>0.068213</td>\n",
       "      <td>-3.48954</td>\n",
       "      <td>7.30917</td>\n",
       "      <td>1.09677</td>\n",
       "      <td>1.07681</td>\n",
       "      <td>0.832456</td>\n",
       "      <td>1.57839</td>\n",
       "      <td>1.8461</td>\n",
       "      <td>2.0569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>17546.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>360040</td>\n",
       "      <td>35248.3</td>\n",
       "      <td>8632.74</td>\n",
       "      <td>209.344</td>\n",
       "      <td>155.398</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0544218</td>\n",
       "      <td>0.959184</td>\n",
       "      <td>None</td>\n",
       "      <td>43.9502</td>\n",
       "      <td>27.4986</td>\n",
       "      <td>1.69816</td>\n",
       "      <td>7.81168</td>\n",
       "      <td>2508.25</td>\n",
       "      <td>7317.36</td>\n",
       "      <td>0.363575</td>\n",
       "      <td>8470.55</td>\n",
       "      <td>-0.0101728</td>\n",
       "      <td>0.00728024</td>\n",
       "      <td>665.568</td>\n",
       "      <td>80.8978</td>\n",
       "      <td>9.84191</td>\n",
       "      <td>2.66126</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-0.153419</td>\n",
       "      <td>-1.01126</td>\n",
       "      <td>2.72771</td>\n",
       "      <td>2.48144</td>\n",
       "      <td>524.678</td>\n",
       "      <td>27.1508</td>\n",
       "      <td>6.04038</td>\n",
       "      <td>2.69754</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-0.796772</td>\n",
       "      <td>-2.85558</td>\n",
       "      <td>2.19035</td>\n",
       "      <td>456.115</td>\n",
       "      <td>24.9438</td>\n",
       "      <td>7.82256</td>\n",
       "      <td>2.20651</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-2.53052</td>\n",
       "      <td>-2.65344</td>\n",
       "      <td>0.847463</td>\n",
       "      <td>0.788316</td>\n",
       "      <td>0.685302</td>\n",
       "      <td>1.71115</td>\n",
       "      <td>0.0297126</td>\n",
       "      <td>6.73582e-06</td>\n",
       "      <td>6.59098e-06</td>\n",
       "      <td>0.285575</td>\n",
       "      <td>0</td>\n",
       "      <td>0.950263</td>\n",
       "      <td>0.854527</td>\n",
       "      <td>0.0750009</td>\n",
       "      <td>-119.829</td>\n",
       "      <td>9.31831</td>\n",
       "      <td>0.821316</td>\n",
       "      <td>1.10796</td>\n",
       "      <td>0.913373</td>\n",
       "      <td>1.94286</td>\n",
       "      <td>1.83115</td>\n",
       "      <td>1.87009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>2929.13</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>62586.1</td>\n",
       "      <td>6351.24</td>\n",
       "      <td>1533.86</td>\n",
       "      <td>47.443</td>\n",
       "      <td>492.966</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0482759</td>\n",
       "      <td>0.965517</td>\n",
       "      <td>None</td>\n",
       "      <td>42.0102</td>\n",
       "      <td>23.8489</td>\n",
       "      <td>1.846</td>\n",
       "      <td>8.9818</td>\n",
       "      <td>438.727</td>\n",
       "      <td>1280.07</td>\n",
       "      <td>0.364142</td>\n",
       "      <td>1518.4</td>\n",
       "      <td>-216.068</td>\n",
       "      <td>154.431</td>\n",
       "      <td>151.258</td>\n",
       "      <td>16.8766</td>\n",
       "      <td>4.27923</td>\n",
       "      <td>0.958152</td>\n",
       "      <td>0.971953</td>\n",
       "      <td>50.1132</td>\n",
       "      <td>-1.09468</td>\n",
       "      <td>-1.77398</td>\n",
       "      <td>-2.09671</td>\n",
       "      <td>2.49246</td>\n",
       "      <td>88.6681</td>\n",
       "      <td>3.41543</td>\n",
       "      <td>1.3743</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>-2.10531</td>\n",
       "      <td>2.88802</td>\n",
       "      <td>0.352832</td>\n",
       "      <td>79.1533</td>\n",
       "      <td>4.77917</td>\n",
       "      <td>1.37001</td>\n",
       "      <td>0.452555</td>\n",
       "      <td>1.44075</td>\n",
       "      <td>-2.07866</td>\n",
       "      <td>3.01238</td>\n",
       "      <td>0.885182</td>\n",
       "      <td>0.586204</td>\n",
       "      <td>0.523299</td>\n",
       "      <td>4.26819</td>\n",
       "      <td>1.48233</td>\n",
       "      <td>6.23978e-07</td>\n",
       "      <td>5.05448e-06</td>\n",
       "      <td>0.329915</td>\n",
       "      <td>1</td>\n",
       "      <td>0.871831</td>\n",
       "      <td>0.843586</td>\n",
       "      <td>0.071684</td>\n",
       "      <td>63.8306</td>\n",
       "      <td>0.809752</td>\n",
       "      <td>0.776693</td>\n",
       "      <td>1.04039</td>\n",
       "      <td>1.10677</td>\n",
       "      <td>1.61878</td>\n",
       "      <td>1.84146</td>\n",
       "      <td>1.66031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>37637.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>770695</td>\n",
       "      <td>75713.1</td>\n",
       "      <td>18719.1</td>\n",
       "      <td>400.877</td>\n",
       "      <td>438.404</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0472973</td>\n",
       "      <td>0.959459</td>\n",
       "      <td>None</td>\n",
       "      <td>43.6017</td>\n",
       "      <td>28.9853</td>\n",
       "      <td>1.70463</td>\n",
       "      <td>7.82367</td>\n",
       "      <td>5362.92</td>\n",
       "      <td>15169.1</td>\n",
       "      <td>0.35209</td>\n",
       "      <td>18283</td>\n",
       "      <td>-0.00580804</td>\n",
       "      <td>0.00397512</td>\n",
       "      <td>1405.55</td>\n",
       "      <td>74.0888</td>\n",
       "      <td>14.7928</td>\n",
       "      <td>10.0248</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>79.0393</td>\n",
       "      <td>-1.92333</td>\n",
       "      <td>-3.03758</td>\n",
       "      <td>1.07908</td>\n",
       "      <td>2.55984</td>\n",
       "      <td>1015.06</td>\n",
       "      <td>113.052</td>\n",
       "      <td>19.1923</td>\n",
       "      <td>4.32983</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-0.240957</td>\n",
       "      <td>-1.0012</td>\n",
       "      <td>2.71087</td>\n",
       "      <td>989.542</td>\n",
       "      <td>54.0523</td>\n",
       "      <td>11.7023</td>\n",
       "      <td>4.87902</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-0.743418</td>\n",
       "      <td>-2.90906</td>\n",
       "      <td>2.23279</td>\n",
       "      <td>0.722181</td>\n",
       "      <td>0.704025</td>\n",
       "      <td>7.18405</td>\n",
       "      <td>7.18405</td>\n",
       "      <td>5.84935e-06</td>\n",
       "      <td>4.98952e-05</td>\n",
       "      <td>0.372397</td>\n",
       "      <td>1</td>\n",
       "      <td>0.866094</td>\n",
       "      <td>0.863549</td>\n",
       "      <td>0.0739556</td>\n",
       "      <td>-94.2662</td>\n",
       "      <td>25.5865</td>\n",
       "      <td>0.832182</td>\n",
       "      <td>1.08306</td>\n",
       "      <td>0.87882</td>\n",
       "      <td>1.50922</td>\n",
       "      <td>1.82052</td>\n",
       "      <td>2.21112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>1175</td>\n",
       "      <td>1.49917e-64</td>\n",
       "      <td>4.07143e-58</td>\n",
       "      <td>4.74201e-54</td>\n",
       "      <td>1.56847e-46</td>\n",
       "      <td>1.26251e-26</td>\n",
       "      <td>25809.1</td>\n",
       "      <td>2579.64</td>\n",
       "      <td>659.355</td>\n",
       "      <td>30.6696</td>\n",
       "      <td>229.639</td>\n",
       "      <td>7.6969e+171</td>\n",
       "      <td>0.0544218</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>1.40427e+67</td>\n",
       "      <td>42.479</td>\n",
       "      <td>22.1837</td>\n",
       "      <td>1.71671</td>\n",
       "      <td>8.09504</td>\n",
       "      <td>179.796</td>\n",
       "      <td>636.009</td>\n",
       "      <td>0.44143</td>\n",
       "      <td>652.036</td>\n",
       "      <td>-151.432</td>\n",
       "      <td>245.404</td>\n",
       "      <td>45.9922</td>\n",
       "      <td>2.03609</td>\n",
       "      <td>1.01804</td>\n",
       "      <td>0.120089</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.71233</td>\n",
       "      <td>-2.73933</td>\n",
       "      <td>1.88828</td>\n",
       "      <td>2.42166</td>\n",
       "      <td>48.0804</td>\n",
       "      <td>3.79684</td>\n",
       "      <td>0.545665</td>\n",
       "      <td>0.445413</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-2.61996</td>\n",
       "      <td>1.52537</td>\n",
       "      <td>0.250008</td>\n",
       "      <td>33.6786</td>\n",
       "      <td>2.77625</td>\n",
       "      <td>0.401187</td>\n",
       "      <td>0.146428</td>\n",
       "      <td>5.10225</td>\n",
       "      <td>-0.892041</td>\n",
       "      <td>-2.42153</td>\n",
       "      <td>1.33517</td>\n",
       "      <td>1.0454</td>\n",
       "      <td>0.732267</td>\n",
       "      <td>0.062436</td>\n",
       "      <td>2.58444</td>\n",
       "      <td>3.26191e-08</td>\n",
       "      <td>1.63165e-06</td>\n",
       "      <td>0.358912</td>\n",
       "      <td>1</td>\n",
       "      <td>1.13691</td>\n",
       "      <td>0.891457</td>\n",
       "      <td>0.0663596</td>\n",
       "      <td>-0.51466</td>\n",
       "      <td>0.964524</td>\n",
       "      <td>0.928881</td>\n",
       "      <td>1.13773</td>\n",
       "      <td>1.24854</td>\n",
       "      <td>1.6038</td>\n",
       "      <td>1.74257</td>\n",
       "      <td>1.24391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>9532.17</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>187222</td>\n",
       "      <td>19225.9</td>\n",
       "      <td>4687.45</td>\n",
       "      <td>125.781</td>\n",
       "      <td>161.571</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0533333</td>\n",
       "      <td>0.96</td>\n",
       "      <td>None</td>\n",
       "      <td>43.9893</td>\n",
       "      <td>26.2528</td>\n",
       "      <td>1.70507</td>\n",
       "      <td>8.04216</td>\n",
       "      <td>1349.14</td>\n",
       "      <td>3905.82</td>\n",
       "      <td>0.360873</td>\n",
       "      <td>4605.16</td>\n",
       "      <td>-0.00554907</td>\n",
       "      <td>0.00418827</td>\n",
       "      <td>355.415</td>\n",
       "      <td>42.7806</td>\n",
       "      <td>5.58436</td>\n",
       "      <td>1.46738</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>78.4053</td>\n",
       "      <td>-0.102181</td>\n",
       "      <td>-1.00187</td>\n",
       "      <td>2.72974</td>\n",
       "      <td>2.56312</td>\n",
       "      <td>272.219</td>\n",
       "      <td>15.9201</td>\n",
       "      <td>3.26075</td>\n",
       "      <td>1.29614</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-1.05849</td>\n",
       "      <td>-2.84449</td>\n",
       "      <td>2.11243</td>\n",
       "      <td>251.687</td>\n",
       "      <td>12.9543</td>\n",
       "      <td>4.33129</td>\n",
       "      <td>1.17699</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-2.50523</td>\n",
       "      <td>-2.55599</td>\n",
       "      <td>1.15291</td>\n",
       "      <td>0.765919</td>\n",
       "      <td>0.708149</td>\n",
       "      <td>1.71115</td>\n",
       "      <td>1.71115</td>\n",
       "      <td>3.68684e-06</td>\n",
       "      <td>3.60007e-08</td>\n",
       "      <td>0.285309</td>\n",
       "      <td>0</td>\n",
       "      <td>0.933163</td>\n",
       "      <td>0.851287</td>\n",
       "      <td>0.0736975</td>\n",
       "      <td>-65.0192</td>\n",
       "      <td>5.03446</td>\n",
       "      <td>0.833468</td>\n",
       "      <td>1.07791</td>\n",
       "      <td>0.907917</td>\n",
       "      <td>1.81126</td>\n",
       "      <td>1.85507</td>\n",
       "      <td>1.55076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>16107.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>330459</td>\n",
       "      <td>32414</td>\n",
       "      <td>7850.97</td>\n",
       "      <td>242.199</td>\n",
       "      <td>199.739</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.959184</td>\n",
       "      <td>None</td>\n",
       "      <td>43.525</td>\n",
       "      <td>27.3171</td>\n",
       "      <td>1.69604</td>\n",
       "      <td>7.91598</td>\n",
       "      <td>2306.11</td>\n",
       "      <td>6952.9</td>\n",
       "      <td>0.375896</td>\n",
       "      <td>7716.8</td>\n",
       "      <td>-0.00248352</td>\n",
       "      <td>0.00173021</td>\n",
       "      <td>594.471</td>\n",
       "      <td>30.2256</td>\n",
       "      <td>6.83288</td>\n",
       "      <td>4.46088</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.73797</td>\n",
       "      <td>-3.10279</td>\n",
       "      <td>1.15935</td>\n",
       "      <td>2.41916</td>\n",
       "      <td>446.991</td>\n",
       "      <td>17.4645</td>\n",
       "      <td>8.4453</td>\n",
       "      <td>3.26891</td>\n",
       "      <td>6.09643</td>\n",
       "      <td>-2.97378</td>\n",
       "      <td>2.81842</td>\n",
       "      <td>0.148515</td>\n",
       "      <td>725.142</td>\n",
       "      <td>89.8077</td>\n",
       "      <td>21.17</td>\n",
       "      <td>5.91706</td>\n",
       "      <td>10.348</td>\n",
       "      <td>-0.821635</td>\n",
       "      <td>-1.38111</td>\n",
       "      <td>-1.7083</td>\n",
       "      <td>0.751914</td>\n",
       "      <td>1.21981</td>\n",
       "      <td>6.16973</td>\n",
       "      <td>10.4724</td>\n",
       "      <td>1.08571e-07</td>\n",
       "      <td>5.73307e-07</td>\n",
       "      <td>0.366346</td>\n",
       "      <td>1</td>\n",
       "      <td>0.894624</td>\n",
       "      <td>0.932514</td>\n",
       "      <td>0.0767624</td>\n",
       "      <td>-33.8373</td>\n",
       "      <td>10.0274</td>\n",
       "      <td>0.856508</td>\n",
       "      <td>1.09648</td>\n",
       "      <td>0.626641</td>\n",
       "      <td>1.27591</td>\n",
       "      <td>1.81444</td>\n",
       "      <td>1.83038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>11371.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>246116</td>\n",
       "      <td>24883.6</td>\n",
       "      <td>6104.42</td>\n",
       "      <td>125.056</td>\n",
       "      <td>2140.85</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>41.4125</td>\n",
       "      <td>26.5753</td>\n",
       "      <td>1.84015</td>\n",
       "      <td>8.99824</td>\n",
       "      <td>1703.27</td>\n",
       "      <td>4655.79</td>\n",
       "      <td>0.34086</td>\n",
       "      <td>6011.28</td>\n",
       "      <td>-1073.18</td>\n",
       "      <td>1788.57</td>\n",
       "      <td>455.459</td>\n",
       "      <td>20.9953</td>\n",
       "      <td>10.0337</td>\n",
       "      <td>1.60889</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.5142</td>\n",
       "      <td>-2.77564</td>\n",
       "      <td>2.05372</td>\n",
       "      <td>2.50453</td>\n",
       "      <td>340.729</td>\n",
       "      <td>16.3226</td>\n",
       "      <td>3.33033</td>\n",
       "      <td>1.69802</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-0.656241</td>\n",
       "      <td>-2.3605</td>\n",
       "      <td>-2.77865</td>\n",
       "      <td>305.098</td>\n",
       "      <td>19.8614</td>\n",
       "      <td>5.39063</td>\n",
       "      <td>1.38606</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-1.61235</td>\n",
       "      <td>-2.81697</td>\n",
       "      <td>1.54843</td>\n",
       "      <td>0.7481</td>\n",
       "      <td>0.66987</td>\n",
       "      <td>0.566018</td>\n",
       "      <td>0.062436</td>\n",
       "      <td>3.69742e-06</td>\n",
       "      <td>2.43054e-06</td>\n",
       "      <td>0.353978</td>\n",
       "      <td>1</td>\n",
       "      <td>0.940661</td>\n",
       "      <td>0.823765</td>\n",
       "      <td>0.0695845</td>\n",
       "      <td>-3.26791</td>\n",
       "      <td>7.93119</td>\n",
       "      <td>0.878488</td>\n",
       "      <td>1.06571</td>\n",
       "      <td>0.989038</td>\n",
       "      <td>1.88931</td>\n",
       "      <td>1.86978</td>\n",
       "      <td>2.06802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>3593.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>83709.5</td>\n",
       "      <td>7771.78</td>\n",
       "      <td>1871.72</td>\n",
       "      <td>52.7269</td>\n",
       "      <td>584.386</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>42.4062</td>\n",
       "      <td>24.3341</td>\n",
       "      <td>1.7736</td>\n",
       "      <td>8.97859</td>\n",
       "      <td>535.928</td>\n",
       "      <td>1521.75</td>\n",
       "      <td>0.354328</td>\n",
       "      <td>1851.27</td>\n",
       "      <td>-349.29</td>\n",
       "      <td>558.283</td>\n",
       "      <td>143.369</td>\n",
       "      <td>6.89492</td>\n",
       "      <td>3.30082</td>\n",
       "      <td>0.410429</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.55448</td>\n",
       "      <td>-2.68006</td>\n",
       "      <td>2.2525</td>\n",
       "      <td>2.51333</td>\n",
       "      <td>102.287</td>\n",
       "      <td>5.92092</td>\n",
       "      <td>1.07941</td>\n",
       "      <td>0.513629</td>\n",
       "      <td>2.99265</td>\n",
       "      <td>-0.714894</td>\n",
       "      <td>-2.17707</td>\n",
       "      <td>-2.63746</td>\n",
       "      <td>93.9619</td>\n",
       "      <td>7.34776</td>\n",
       "      <td>2.41345</td>\n",
       "      <td>0.386435</td>\n",
       "      <td>1.0447</td>\n",
       "      <td>-0.711324</td>\n",
       "      <td>-1.7896</td>\n",
       "      <td>-2.14095</td>\n",
       "      <td>0.713458</td>\n",
       "      <td>0.655387</td>\n",
       "      <td>1.51586</td>\n",
       "      <td>0.529171</td>\n",
       "      <td>4.53716e-07</td>\n",
       "      <td>4.33312e-06</td>\n",
       "      <td>0.354832</td>\n",
       "      <td>3</td>\n",
       "      <td>0.892218</td>\n",
       "      <td>0.786719</td>\n",
       "      <td>0.0720595</td>\n",
       "      <td>0.20591</td>\n",
       "      <td>3.08097</td>\n",
       "      <td>1.09186</td>\n",
       "      <td>1.09086</td>\n",
       "      <td>1.02475</td>\n",
       "      <td>1.72013</td>\n",
       "      <td>1.83099</td>\n",
       "      <td>1.53806</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 70 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    amplitude flux_percentile_ratio_mid20 flux_percentile_ratio_mid35  \\\n",
       "0     46701.1                        None                        None   \n",
       "1     75027.6                        None                        None   \n",
       "2      185207                        None                        None   \n",
       "3     24872.9                        None                        None   \n",
       "4      553507                        None                        None   \n",
       "5     4964.84                        None                        None   \n",
       "6     28802.6                        None                        None   \n",
       "7      178017                        None                        None   \n",
       "8     10736.3                        None                        None   \n",
       "9     3860.71                           0                           0   \n",
       "10    27991.9                        None                        None   \n",
       "11    7073.26                        None                        None   \n",
       "12     493571                        None                        None   \n",
       "13    12053.2                        None                        None   \n",
       "14    2774.56                 9.69519e-58                 5.58577e-54   \n",
       "15    91621.1                        None                        None   \n",
       "16    29294.6                        None                        None   \n",
       "17    4860.93                        None                        None   \n",
       "18     538084                        None                        None   \n",
       "19     611163                        None                        None   \n",
       "20    4565.24                        None                        None   \n",
       "21    11178.4                        None                        None   \n",
       "22    26730.7                        None                        None   \n",
       "23    5620.49                        None                        None   \n",
       "24    4343.78                        None                        None   \n",
       "25    37369.2                        None                        None   \n",
       "26    79659.6                        None                        None   \n",
       "27     171612                        None                        None   \n",
       "28    29063.5                        None                        None   \n",
       "29    6965.23                        None                        None   \n",
       "..        ...                         ...                         ...   \n",
       "970   1576.09                 1.05885e-80                 2.05939e-74   \n",
       "971   28807.8                        None                        None   \n",
       "972   2605.38                        None                        None   \n",
       "973   4084.16                        None                        None   \n",
       "974   1494.94                 1.43085e-86                 1.28364e-80   \n",
       "975   14601.8                        None                        None   \n",
       "976   21075.9                        None                        None   \n",
       "977   2197.84                        None                        None   \n",
       "978   34195.7                        None                        None   \n",
       "979    208209                        None                        None   \n",
       "980   7426.39                        None                        None   \n",
       "981   2005.18                           0                           0   \n",
       "982   16645.2                        None                        None   \n",
       "983   12159.7                        None                        None   \n",
       "984   39083.5                        None                        None   \n",
       "985   22202.9                        None                        None   \n",
       "986    4856.1                        None                        None   \n",
       "987   41503.1                        None                        None   \n",
       "988   2035.69                        None                        None   \n",
       "989   4134.14                        None                        None   \n",
       "990   3168.46                        None                        None   \n",
       "991   10416.9                        None                        None   \n",
       "992   17546.5                        None                        None   \n",
       "993   2929.13                        None                        None   \n",
       "994   37637.4                        None                        None   \n",
       "995      1175                 1.49917e-64                 4.07143e-58   \n",
       "996   9532.17                        None                        None   \n",
       "997   16107.1                        None                        None   \n",
       "998   11371.4                        None                        None   \n",
       "999    3593.7                        None                        None   \n",
       "\n",
       "    flux_percentile_ratio_mid50 flux_percentile_ratio_mid65  \\\n",
       "0                          None                        None   \n",
       "1                          None                        None   \n",
       "2                          None                        None   \n",
       "3                          None                        None   \n",
       "4                          None                        None   \n",
       "5                          None                        None   \n",
       "6                          None                        None   \n",
       "7                          None                        None   \n",
       "8                          None                        None   \n",
       "9                             0                           0   \n",
       "10                         None                        None   \n",
       "11                         None                        None   \n",
       "12                         None                        None   \n",
       "13                         None                        None   \n",
       "14                  8.72386e-49                 4.80229e-40   \n",
       "15                         None                        None   \n",
       "16                         None                        None   \n",
       "17                         None                        None   \n",
       "18                         None                        None   \n",
       "19                         None                        None   \n",
       "20                         None                        None   \n",
       "21                         None                        None   \n",
       "22                         None                        None   \n",
       "23                         None                        None   \n",
       "24                         None                        None   \n",
       "25                         None                        None   \n",
       "26                         None                        None   \n",
       "27                         None                        None   \n",
       "28                         None                        None   \n",
       "29                         None                        None   \n",
       "..                          ...                         ...   \n",
       "970                 7.40677e-69                 7.86641e-58   \n",
       "971                        None                        None   \n",
       "972                        None                        None   \n",
       "973                        None                        None   \n",
       "974                 1.21559e-71                 2.42249e-62   \n",
       "975                        None                        None   \n",
       "976                        None                        None   \n",
       "977                        None                        None   \n",
       "978                        None                        None   \n",
       "979                        None                        None   \n",
       "980                        None                        None   \n",
       "981                           0                           0   \n",
       "982                        None                        None   \n",
       "983                        None                        None   \n",
       "984                        None                        None   \n",
       "985                        None                        None   \n",
       "986                        None                        None   \n",
       "987                        None                        None   \n",
       "988                        None                        None   \n",
       "989                        None                        None   \n",
       "990                        None                        None   \n",
       "991                        None                        None   \n",
       "992                        None                        None   \n",
       "993                        None                        None   \n",
       "994                        None                        None   \n",
       "995                 4.74201e-54                 1.56847e-46   \n",
       "996                        None                        None   \n",
       "997                        None                        None   \n",
       "998                        None                        None   \n",
       "999                        None                        None   \n",
       "\n",
       "    flux_percentile_ratio_mid80    max_slope      maximum   median  \\\n",
       "0                          None  1.15127e+06      93664.9    11267   \n",
       "1                          None  1.85003e+06       150517  18284.4   \n",
       "2                          None  4.56464e+06       371530  45577.7   \n",
       "3                          None       612681      49883.4  6042.84   \n",
       "4                          None    1.393e+07  1.10968e+06   116945   \n",
       "5                          None       126397      10389.4  1286.81   \n",
       "6                          None       739227      60140.1  7340.14   \n",
       "7                          None  4.38449e+06       357103  44253.8   \n",
       "8                          None       274523      22423.5  2799.14   \n",
       "9                             0      98360.8      8108.35  988.573   \n",
       "10                         None       688701      56125.6  6922.88   \n",
       "11                         None       183098        14827  1826.47   \n",
       "12                         None         None       989915   112507   \n",
       "13                         None       309542      25160.2   3026.1   \n",
       "14                   9.7047e-24      72561.2      5775.96  700.992   \n",
       "15                         None  2.25873e+06       183818  22589.4   \n",
       "16                         None       723062        58771  7226.03   \n",
       "17                         None       124420      10134.1  1218.49   \n",
       "18                         None  1.01048e+07  1.08243e+06   262417   \n",
       "19                         None  1.31135e+07  1.23026e+06   341031   \n",
       "20                         None       117793      9571.35  1166.66   \n",
       "21                         None       286753      23394.1  2873.72   \n",
       "22                         None       660297      53599.3  6675.36   \n",
       "23                         None         None      11776.5  1505.78   \n",
       "24                         None       111107       9056.5  1098.57   \n",
       "25                         None       919777        75019  9353.37   \n",
       "26                         None  1.95816e+06       159804  19947.6   \n",
       "27                         None  4.21971e+06       344186  43047.7   \n",
       "28                         None       714248      58285.8   7192.8   \n",
       "29                         None       178552      14596.6  1811.35   \n",
       "..                          ...          ...          ...      ...   \n",
       "970                 1.94583e-39         None      3436.91  821.419   \n",
       "971                        None       592489      58071.4  14489.4   \n",
       "972                        None      54588.8      5686.15  1395.88   \n",
       "973                        None      95258.4      8891.11  2250.28   \n",
       "974                 2.75369e-42         None      3275.95  814.596   \n",
       "975                        None       293079      29425.7  7262.75   \n",
       "976                        None       428036        42457  10514.6   \n",
       "977                        None      46804.7      4825.59  1191.19   \n",
       "978                        None       695354      68860.2  17008.7   \n",
       "979                        None         None       419174   104515   \n",
       "980                        None         None      15019.5  3683.08   \n",
       "981                           0         None      4400.55  1060.12   \n",
       "982                        None       373483      36269.4  8907.51   \n",
       "983                        None       269804      26565.5  6547.39   \n",
       "984                        None       813549      78627.1  19421.7   \n",
       "985                        None       458099      44622.2  11005.3   \n",
       "986                        None       109610      10621.7  2620.43   \n",
       "987                        None  1.12793e+06      83555.3  17835.2   \n",
       "988                        None      46957.3      4404.61  1077.43   \n",
       "989                        None      91573.8      9048.16  2239.92   \n",
       "990                        None      71341.4      6919.68  1670.71   \n",
       "991                        None       226235      22798.4  5652.18   \n",
       "992                        None       360040      35248.3  8632.74   \n",
       "993                        None      62586.1      6351.24  1533.86   \n",
       "994                        None       770695      75713.1  18719.1   \n",
       "995                 1.26251e-26      25809.1      2579.64  659.355   \n",
       "996                        None       187222      19225.9  4687.45   \n",
       "997                        None       330459        32414  7850.97   \n",
       "998                        None       246116      24883.6  6104.42   \n",
       "999                        None      83709.5      7771.78  1871.72   \n",
       "\n",
       "    median_absolute_deviation  minimum percent_amplitude percent_beyond_1_std  \\\n",
       "0                     241.325   262.67               inf            0.0347222   \n",
       "1                     408.087  461.874               inf            0.0347222   \n",
       "2                     933.051  1115.99              None             0.034965   \n",
       "3                     146.575  137.692               inf             0.034965   \n",
       "4                     2284.03  2666.78              None            0.0208333   \n",
       "5                     39.8663  459.729               inf             0.027972   \n",
       "6                     147.335   2534.8              None            0.0277778   \n",
       "7                     781.332  1068.49              None            0.0344828   \n",
       "8                     71.3914  950.873              None            0.0277778   \n",
       "9                     38.5805  386.922               inf            0.0138889   \n",
       "10                    138.554  141.825               inf            0.0277778   \n",
       "11                    54.8285  680.488               inf             0.020979   \n",
       "12                    1986.26  2772.15              None            0.0206897   \n",
       "13                    88.0322  1053.77              None             0.020979   \n",
       "14                    28.0387  226.846      4.55476e+189            0.0275862   \n",
       "15                    412.393  575.764               inf            0.0277778   \n",
       "16                    133.208  181.724               inf            0.0277778   \n",
       "17                    40.0833  412.254               inf             0.027972   \n",
       "18                    4229.93  6258.25              None               0.0625   \n",
       "19                    6532.81  7938.28              None               0.0625   \n",
       "20                    37.1674  440.862               inf             0.020979   \n",
       "21                     67.054  1037.32              None             0.020979   \n",
       "22                    130.468  137.955               inf            0.0277778   \n",
       "23                    46.6237  535.505               inf             0.020979   \n",
       "24                    36.1545  368.938               inf             0.020979   \n",
       "25                    173.985  280.496               inf            0.0344828   \n",
       "26                    364.176  484.328               inf            0.0344828   \n",
       "27                    760.039  963.278              None            0.0277778   \n",
       "28                    154.103  158.832               inf             0.027972   \n",
       "29                    52.7523   666.12               inf            0.0275862   \n",
       "..                        ...      ...               ...                  ...   \n",
       "970                   32.3427  284.734               inf            0.0533333   \n",
       "971                   406.079  455.893               inf             0.048951   \n",
       "972                   44.5629  475.397               inf             0.047619   \n",
       "973                   67.4592   722.78               inf            0.0469799   \n",
       "974                   37.8363  286.072               inf            0.0472973   \n",
       "975                   200.748  221.986               inf            0.0410959   \n",
       "976                   284.765   305.17               inf             0.048951   \n",
       "977                   48.4672  429.911               inf            0.0492958   \n",
       "978                   444.473  468.805               inf             0.041958   \n",
       "979                   2829.35  2756.85              None             0.041958   \n",
       "980                   90.5837  166.712               inf             0.047619   \n",
       "981                   47.6329  390.185               inf            0.0333333   \n",
       "982                   258.138  2979.01              None             0.047619   \n",
       "983                   164.987  2246.13              None             0.047619   \n",
       "984                   470.824  460.157               inf            0.0536913   \n",
       "985                   255.581  216.411               inf            0.0479452   \n",
       "986                   68.8922  909.534              None            0.0479452   \n",
       "987                   1954.88  549.115               inf            0.0666667   \n",
       "988                   42.6926  333.221               inf             0.047619   \n",
       "989                   61.8319  779.874               inf            0.0410959   \n",
       "990                   47.0362   582.76               inf            0.0486111   \n",
       "991                   129.107   1964.7              None            0.0479452   \n",
       "992                   209.344  155.398               inf            0.0544218   \n",
       "993                    47.443  492.966               inf            0.0482759   \n",
       "994                   400.877  438.404               inf            0.0472973   \n",
       "995                   30.6696  229.639       7.6969e+171            0.0544218   \n",
       "996                   125.781  161.571               inf            0.0533333   \n",
       "997                   242.199  199.739               inf             0.047619   \n",
       "998                   125.056  2140.85              None             0.047619   \n",
       "999                   52.7269  584.386               inf            0.0479452   \n",
       "\n",
       "    percent_close_to_median percent_difference_flux_percentile period_fast  \\\n",
       "0                  0.979167                               None     1.99852   \n",
       "1                  0.979167                               None     1.99852   \n",
       "2                  0.979021                               None     1.99835   \n",
       "3                  0.979021                               None     1.99843   \n",
       "4                  0.979167                               None      1.9986   \n",
       "5                  0.986014                               None     1.99852   \n",
       "6                  0.986111                               None      1.9986   \n",
       "7                   0.97931                               None     1.99843   \n",
       "8                  0.986111                               None     1.99852   \n",
       "9                  0.986111                                inf      1.9986   \n",
       "10                 0.979167                               None     1.99835   \n",
       "11                 0.986014                               None     1.99868   \n",
       "12                  0.97931                               None     1.99843   \n",
       "13                 0.986014                               None      1.9986   \n",
       "14                 0.986207                        1.84317e+61      1.9986   \n",
       "15                 0.979167                               None     1.99835   \n",
       "16                 0.979167                               None     1.99835   \n",
       "17                 0.986014                               None      1.9986   \n",
       "18                 0.958333                               None     24.6775   \n",
       "19                 0.958333                               None     24.6648   \n",
       "20                 0.986014                               None     1.99827   \n",
       "21                 0.986014                               None      1.9986   \n",
       "22                 0.979167                               None     1.99835   \n",
       "23                 0.986014                               None     1.99868   \n",
       "24                 0.986014                               None     1.99868   \n",
       "25                 0.972414                               None     1.99868   \n",
       "26                 0.972414                               None     1.99877   \n",
       "27                 0.979167                               None     1.99843   \n",
       "28                 0.979021                               None     1.99843   \n",
       "29                  0.97931                               None     1.99902   \n",
       "..                      ...                                ...         ...   \n",
       "970                0.966667                                inf     1.02577   \n",
       "971                0.958042                               None     1.94268   \n",
       "972                0.965986                               None     1.99669   \n",
       "973                0.966443                               None     39.6012   \n",
       "974                0.972973                                inf     1.02582   \n",
       "975                0.958904                               None     40.3325   \n",
       "976                0.958042                               None     1.94383   \n",
       "977                0.964789                               None     39.9229   \n",
       "978                0.958042                               None     40.4709   \n",
       "979                0.958042                               None     1.00831   \n",
       "980                0.952381                               None      1.0253   \n",
       "981                0.966667                                inf     1.02507   \n",
       "982                0.965986                               None      41.939   \n",
       "983                0.965986                               None     42.1533   \n",
       "984                0.959732                               None     43.8335   \n",
       "985                0.958904                               None     43.8723   \n",
       "986                0.965753                               None     41.6215   \n",
       "987                    0.96                               None     8.13947   \n",
       "988                0.965986                               None     42.2613   \n",
       "989                0.965753                               None     42.1533   \n",
       "990                0.958333                               None     42.0459   \n",
       "991                0.965753                               None      41.482   \n",
       "992                0.959184                               None     43.9502   \n",
       "993                0.965517                               None     42.0102   \n",
       "994                0.959459                               None     43.6017   \n",
       "995                0.952381                        1.40427e+67      42.479   \n",
       "996                    0.96                               None     43.9893   \n",
       "997                0.959184                               None      43.525   \n",
       "998                0.965986                               None     41.4125   \n",
       "999                0.965753                               None     42.4062   \n",
       "\n",
       "    qso_log_chi2_qsonu qso_log_chi2nuNULL_chi2nu     skew      std stetson_j  \\\n",
       "0              29.9215                    1.4943  9.34437  7576.79   14637.3   \n",
       "1              30.8729                   1.49256  9.31845  12181.3   23767.2   \n",
       "2              32.6872                   1.47698  9.26538  30174.7     58613   \n",
       "3              28.6708                   1.47717  9.29269  4050.33   7986.47   \n",
       "4              34.8818                    1.4719  9.75984  89478.9    162827   \n",
       "5              25.5067                   1.51405  9.33886  842.427   1708.52   \n",
       "6              29.0157                   1.48976  9.53911  4826.84   8925.54   \n",
       "7              32.6025                   1.47872  9.28978  28820.9   56081.4   \n",
       "8              27.0479                   1.49671  9.36736  1810.81   3495.16   \n",
       "9              24.9946                   1.50793  9.48151  652.285   1344.67   \n",
       "10             28.9037                   1.48222  9.26017  4549.66   8828.38   \n",
       "11             26.2342                   1.46948  9.43333  1195.76   2388.74   \n",
       "12             34.6398                   1.46959  9.61747  79453.4    147161   \n",
       "13             27.2825                   1.48351  9.51926  2026.13   3932.19   \n",
       "14             24.4149                   1.40527  9.41506  463.707   1020.38   \n",
       "15             31.2795                   1.47631  9.28176  14880.1   28939.2   \n",
       "16             29.0012                   1.48901  9.24536  4769.73   9213.98   \n",
       "17             25.4835                   1.48243  9.41995   819.63   1649.86   \n",
       "18             34.3433                    1.7191  7.77741  78028.9    213495   \n",
       "19             34.8367                   1.59103  6.01262  92853.2    284343   \n",
       "20             25.3339                   1.50256  9.42676  773.751   1542.02   \n",
       "21             27.1364                   1.48541  9.46303  1885.18   3623.53   \n",
       "22             28.8296                   1.48089  9.16482  4359.74   8640.09   \n",
       "23             25.7612                   1.50399   9.3257  951.962   1891.84   \n",
       "24             25.2473                   1.47852  9.38497  732.686   1482.34   \n",
       "25             29.4776                   1.48729  9.04214  6099.64   12687.1   \n",
       "26             30.9881                   1.49327  9.00423  13019.3   27180.6   \n",
       "27             32.5346                   1.48556  9.23306    27861   54678.4   \n",
       "28             28.9751                   1.49313    9.247  4738.86   9229.52   \n",
       "29             26.1705                   1.50067  9.34814  1169.94    2425.9   \n",
       "..                 ...                       ...      ...      ...       ...   \n",
       "970             22.729                   1.76835  8.80424  237.119   774.883   \n",
       "971            28.5321                   1.69074  7.49928  4205.59   13120.1   \n",
       "972            23.6874                   1.79436  8.61505  393.762   1243.08   \n",
       "973            24.6016                   1.76181   8.5056  609.836   1902.68   \n",
       "974            22.4166                   1.96289  8.76538  224.272   755.405   \n",
       "975            27.1527                   1.68244   7.6126  2110.75   6469.68   \n",
       "976            27.9009                   1.69624  7.53169  3075.87   9423.71   \n",
       "977            23.4574                   1.73357  8.38878  340.111    1128.9   \n",
       "978            28.8642                   1.69957  7.54855  4987.26   15360.5   \n",
       "979             32.479                   1.69625  7.47906  30344.6   92825.5   \n",
       "980            25.9296                   1.59152  7.36286  1091.65    3445.7   \n",
       "981            23.2234                   1.75265   8.9587  301.237   969.104   \n",
       "982            27.3431                    1.8455  8.95348  2481.52    7077.6   \n",
       "983              26.71                   1.83024  8.96315  1816.36   5084.23   \n",
       "984            29.0821                   1.68819  7.86022  5546.28   15754.6   \n",
       "985            27.9613                   1.70267  7.76097   3181.6   9115.18   \n",
       "986             24.891                   1.80913  9.00178  727.445   2041.06   \n",
       "987            29.9319                   1.15367  6.50272  6396.93   30016.5   \n",
       "988            23.2174                   1.74917  8.80292  303.409   950.539   \n",
       "989            24.5642                   1.82841  8.80407  622.363   1827.27   \n",
       "990            24.0849                   1.75849  8.84707  481.084   1388.52   \n",
       "991            26.3937                   1.84404  8.92484  1563.01   4334.22   \n",
       "992            27.4986                   1.69816  7.81168  2508.25   7317.36   \n",
       "993            23.8489                     1.846   8.9818  438.727   1280.07   \n",
       "994            28.9853                   1.70463  7.82367  5362.92   15169.1   \n",
       "995            22.1837                   1.71671  8.09504  179.796   636.009   \n",
       "996            26.2528                   1.70507  8.04216  1349.14   3905.82   \n",
       "997            27.3171                   1.69604  7.91598  2306.11    6952.9   \n",
       "998            26.5753                   1.84015  8.99824  1703.27   4655.79   \n",
       "999            24.3341                    1.7736  8.97859  535.928   1521.75   \n",
       "\n",
       "    stetson_k weighted_average fold2P_slope_10percentile  \\\n",
       "0    0.240897          11685.3                   -113900   \n",
       "1    0.243352            18898                   -183512   \n",
       "2    0.242281          47033.9                   -444684   \n",
       "3     0.24588          6258.61                  -62368.6   \n",
       "4    0.226915           121756              -1.30419e+06   \n",
       "5    0.252758          1339.93                  -10308.1   \n",
       "6    0.230498          7631.56                  -60169.3   \n",
       "7    0.242729          45616.9                   -423938   \n",
       "8    0.240522          2918.67                  -24052.5   \n",
       "9    0.256794          1034.76                  -8055.92   \n",
       "10   0.242017          7153.12                  -64259.8   \n",
       "11   0.248803          1913.37                  -15306.9   \n",
       "12   0.231368           116771                      None   \n",
       "13   0.241779          3165.35                  -24769.1   \n",
       "14    0.27403          735.748                  -6027.86   \n",
       "15   0.242511          23394.4                   -209671   \n",
       "16   0.240889          7481.49                  -69551.7   \n",
       "17   0.250566          1284.25                  -10734.7   \n",
       "18   0.341355           259147                  -4283.04   \n",
       "19   0.382282           338623                  -3634.37   \n",
       "20    0.24799          1231.86                  -9507.67   \n",
       "21   0.239385          3011.46                  -22117.7   \n",
       "22   0.247085          6922.44                  -63057.7   \n",
       "23   0.248041          1569.99                      None   \n",
       "24   0.251958           1152.8                  -8519.24   \n",
       "25   0.259232          9738.19                   -102431   \n",
       "26   0.260168          20791.9                   -218028   \n",
       "27   0.244718          44557.5                   -407689   \n",
       "28   0.242915          7426.05                  -71815.9   \n",
       "29   0.258063          1908.29                  -14910.7   \n",
       "..        ...              ...                       ...   \n",
       "970  0.408595          814.567                      None   \n",
       "971  0.388293          14148.5                  -25011.9   \n",
       "972   0.39409          1384.19                  -3.17715   \n",
       "973   0.38913          2218.29                  -359.686   \n",
       "974   0.42132          810.658                      None   \n",
       "975  0.382081          7131.47                  -1064.84   \n",
       "976  0.381618          10295.6                  -2410.34   \n",
       "977  0.414437           1185.4                  -1578.29   \n",
       "978  0.383763          16677.9                  -5318.67   \n",
       "979  0.381741           102398                      None   \n",
       "980  0.392966          3575.48                      None   \n",
       "981  0.402142          1048.34                      None   \n",
       "982   0.35593          8812.17                  -2149.92   \n",
       "983  0.349179          6460.91                  -855.907   \n",
       "984  0.353779          19007.4               -0.00572444   \n",
       "985  0.356941          10791.1                -0.0033204   \n",
       "986  0.349901          2581.47                  -457.824   \n",
       "987  0.573658          19163.7                   -5826.1   \n",
       "988  0.391036          1067.27                  -54638.1   \n",
       "989  0.366321          2212.93                  -535.202   \n",
       "990  0.360267          1656.98                  -410.811   \n",
       "991   0.34569           5561.7                  -1221.92   \n",
       "992  0.363575          8470.55                -0.0101728   \n",
       "993  0.364142           1518.4                  -216.068   \n",
       "994   0.35209            18283               -0.00580804   \n",
       "995   0.44143          652.036                  -151.432   \n",
       "996  0.360873          4605.16               -0.00554907   \n",
       "997  0.375896           7716.8               -0.00248352   \n",
       "998   0.34086          6011.28                  -1073.18   \n",
       "999  0.354328          1851.27                   -349.29   \n",
       "\n",
       "    fold2P_slope_90percentile freq1_amplitude1 freq1_amplitude2  \\\n",
       "0                      112494          81196.2          48296.8   \n",
       "1                      180348           130296            77415   \n",
       "2                      446400           322218           191245   \n",
       "3                     60070.6            43232          25668.2   \n",
       "4                 1.34583e+06           952416           570538   \n",
       "5                     12193.1          9183.33          5409.84   \n",
       "6                     73379.9          52520.7          31125.2   \n",
       "7                      434488           309971           184151   \n",
       "8                     27815.5          19819.8          11715.1   \n",
       "9                     10179.6          7098.57          4219.15   \n",
       "10                    68228.2          48773.4          28980.1   \n",
       "11                    18154.7          12986.3          7695.97   \n",
       "12                       None           955716           581538   \n",
       "13                      30357            21928          12994.6   \n",
       "14                    7150.56           5003.8          2972.35   \n",
       "15                     220809           159364          94726.3   \n",
       "16                    72823.7            51157            30381   \n",
       "17                    12262.1          8871.93           5249.9   \n",
       "18                    4761.73       1.6119e+06           255129   \n",
       "19                    3275.74      1.96993e+06           258718   \n",
       "20                    11794.2             8493          5038.37   \n",
       "21                    28294.8          20448.2            12115   \n",
       "22                      67508            46716          27726.8   \n",
       "23                       None          11736.4          7076.74   \n",
       "24                    11675.5          7973.72          4722.26   \n",
       "25                     103496            65161          38800.5   \n",
       "26                     220628           139125          82779.6   \n",
       "27                     428323           298555           177559   \n",
       "28                    75720.6          50731.5          30119.8   \n",
       "29                    19768.3          12625.8          7527.77   \n",
       "..                        ...              ...              ...   \n",
       "970                      None          6621.11          2489.19   \n",
       "971                    105446          1138.02          62.3343   \n",
       "972                   4.09602          105.251          8.56797   \n",
       "973                    632.13          165.165          7.32422   \n",
       "974                      None          4079.95          1464.98   \n",
       "975                   888.703          561.227           32.189   \n",
       "976                   2026.89          800.953          38.8091   \n",
       "977                   8503.96          94.5855           4.4287   \n",
       "978                   4506.58           1289.1          47.2066   \n",
       "979                      None           196571           159526   \n",
       "980                      None          7147.35             5762   \n",
       "981                      None          8339.26          3282.57   \n",
       "982                    3603.6          644.011          32.1959   \n",
       "983                   591.668          396.983          22.9487   \n",
       "984                0.00380556          1457.77          78.7253   \n",
       "985                0.00220289          864.124           41.549   \n",
       "986                   759.859          194.719          9.17437   \n",
       "987                   4387.65          1703.63          178.492   \n",
       "988                   65516.1          78.1557          11.5672   \n",
       "989                   907.016          169.188          6.97442   \n",
       "990                   675.982          131.572          5.37145   \n",
       "991                    2212.8          432.553          17.7802   \n",
       "992                0.00728024          665.568          80.8978   \n",
       "993                   154.431          151.258          16.8766   \n",
       "994                0.00397512          1405.55          74.0888   \n",
       "995                   245.404          45.9922          2.03609   \n",
       "996                0.00418827          355.415          42.7806   \n",
       "997                0.00173021          594.471          30.2256   \n",
       "998                   1788.57          455.459          20.9953   \n",
       "999                   558.283          143.369          6.89492   \n",
       "\n",
       "    freq1_amplitude3 freq1_amplitude4 freq1_freq freq1_lambda  \\\n",
       "0            15892.4          6608.05    3.00235   0.00694444   \n",
       "1            25414.2          10585.4    3.00235   0.00694444   \n",
       "2            62677.4            26130    3.00235   0.00699301   \n",
       "3            8419.18          3506.46    3.00235   0.00699301   \n",
       "4             194454          79273.8    3.00235   0.00694444   \n",
       "5            1732.65          710.354    3.00235   0.00699301   \n",
       "6            10177.9          4155.25    3.00235   0.00694444   \n",
       "7            60116.1            25107    3.00235   0.00689655   \n",
       "8            3753.51          1547.47    3.00235   0.00694444   \n",
       "9             1374.1          569.138    3.00235   0.00694444   \n",
       "10           9449.14          3954.87    3.00235   0.00694444   \n",
       "11           2502.04          1025.45    3.00235   0.00699301   \n",
       "12            203582          73560.2    3.00235   0.00344828   \n",
       "13            4234.5          1750.92    3.00235   0.00699301   \n",
       "14           971.496          396.834    3.00235   0.00689655   \n",
       "15           30948.1          12914.4    3.00235   0.00694444   \n",
       "16           9886.68          4145.04    3.00235   0.00694444   \n",
       "17           1693.52          697.023    3.00235   0.00699301   \n",
       "18            136845          87596.7    1.00162   0.00694444   \n",
       "19           67873.1          86074.7    1.00078   0.00694444   \n",
       "20           1618.29          660.135    3.00235   0.00699301   \n",
       "21           3920.22          1605.21    3.00235   0.00699301   \n",
       "22           8944.29           3763.5    3.00235   0.00694444   \n",
       "23           2373.98          825.873    3.00235    0.0034965   \n",
       "24           1536.76          630.987    3.00235   0.00699301   \n",
       "25           12618.2          5239.67    3.00235   0.00689655   \n",
       "26           26788.3          11170.4    3.00235   0.00689655   \n",
       "27           57773.7          24156.1    3.00235   0.00694444   \n",
       "28           9851.61           4096.5    3.00235   0.00699301   \n",
       "29            2478.5          999.952    3.00235   0.00689655   \n",
       "..               ...              ...        ...          ...   \n",
       "970          737.112           521.21    2.00149   0.00333333   \n",
       "971          23.4914          5.44004    2.00284       80.686   \n",
       "972          2.01968         0.469358   0.992095      79.3615   \n",
       "973          3.34633         0.459011    1.97571      78.7206   \n",
       "974          461.859           298.04    2.00217   0.00337838   \n",
       "975          11.9678          2.66687    6.10011      79.6871   \n",
       "976          17.6672          3.88113    6.10011       80.686   \n",
       "977          1.76794         0.151285    2.00284      81.0265   \n",
       "978          10.1553          10.1912    3.14927       80.686   \n",
       "979           112821          64693.8    4.00332    0.0034965   \n",
       "980          4106.23          2340.77    4.00332   0.00340136   \n",
       "981           909.98          700.277    2.00149   0.00333333   \n",
       "982          13.8914          1.83061    1.97422      79.3615   \n",
       "983          5.98195          1.71355   0.971953      126.752   \n",
       "984          16.5585          10.0136   0.988119      78.7206   \n",
       "985          10.0083          5.60822   0.988119      79.6871   \n",
       "986          4.19886         0.672501    1.97422      79.6871   \n",
       "987          22.4041          11.4365    4.23739      78.4053   \n",
       "988          1.13213         0.285339    4.00299      79.3615   \n",
       "989          3.66289         0.438973    1.97422      79.6871   \n",
       "990          2.70032          0.40829    1.97422      80.3494   \n",
       "991          8.93588          1.09674    1.97422      79.6871   \n",
       "992          9.84191          2.66126    4.14848      79.3615   \n",
       "993          4.27923         0.958152   0.971953      50.1132   \n",
       "994          14.7928          10.0248   0.988119      79.0393   \n",
       "995          1.01804         0.120089    1.97422      79.3615   \n",
       "996          5.58436          1.46738    4.14848      78.4053   \n",
       "997          6.83288          4.46088   0.988119      79.3615   \n",
       "998          10.0337          1.60889    1.97422      79.3615   \n",
       "999          3.30082         0.410429    1.97422      79.6871   \n",
       "\n",
       "    freq1_rel_phase2 freq1_rel_phase3 freq1_rel_phase4 freq1_signif  \\\n",
       "0           -1.60403          2.84085        -0.568357      8.81464   \n",
       "1           -1.60464          2.84196         -0.57057      8.80445   \n",
       "2           -1.60412          2.84281        -0.583591        8.764   \n",
       "3           -1.60434           2.8425        -0.578273       8.7785   \n",
       "4           -1.60879          2.82659        -0.474748      8.94857   \n",
       "5           -1.60278          2.85792        -0.672694      8.81982   \n",
       "6           -1.60675          2.84286        -0.613469      8.89818   \n",
       "7           -1.60444          2.84386         -0.58612      8.81104   \n",
       "8           -1.60476          2.85453        -0.678183      8.83726   \n",
       "9           -1.61059           2.8343        -0.632948      8.88639   \n",
       "10          -1.60627          2.84338        -0.600002      8.77614   \n",
       "11          -1.60672          2.84281        -0.641496      8.83912   \n",
       "12          -1.60433          2.86953        -0.474446      13.1583   \n",
       "13          -1.60837          2.84094        -0.619431      8.88731   \n",
       "14           -1.6098          2.84283        -0.630784      8.84931   \n",
       "15          -1.60548          2.84213         -0.58679      8.78304   \n",
       "16          -1.60554           2.8429        -0.597887      8.77212   \n",
       "17          -1.60582          2.84823        -0.635356      8.84492   \n",
       "18          -0.27116        -0.125964          0.34468      4.48265   \n",
       "19          0.896241         0.645845          1.25008      4.21077   \n",
       "20          -1.60519          2.84631        -0.661435       8.8288   \n",
       "21          -1.60798          2.84514        -0.648907       8.8485   \n",
       "22          -1.60608           2.8465        -0.624495      8.73749   \n",
       "23          -1.60093          2.90393        -0.691701      12.9771   \n",
       "24          -1.60612          2.84516          -0.6513      8.82312   \n",
       "25          -1.60355          2.83877        -0.605782      8.68602   \n",
       "26          -1.60238          2.84049        -0.614365      8.67429   \n",
       "27          -1.60654          2.84216        -0.602207      8.76159   \n",
       "28          -1.60586          2.83859        -0.602559       8.7491   \n",
       "29          -1.60654          2.83672        -0.602728      8.79437   \n",
       "..               ...              ...              ...          ...   \n",
       "970          -1.3424         -1.38494         -1.87231      11.0381   \n",
       "971         0.148071          2.92908          2.80119      2.46812   \n",
       "972         -2.58351          2.79681         0.515508      2.49747   \n",
       "973         -1.25772         -2.68617          2.27654       2.5863   \n",
       "974         -1.30303         -1.29882         -1.72427      8.78626   \n",
       "975      -0.00989535          2.80472          2.62941      2.44405   \n",
       "976        0.0422853          2.85515          2.62808      2.52103   \n",
       "977         -1.25904         -2.85407          1.75935      2.60537   \n",
       "978         -2.16119          2.74418          1.62071      2.49385   \n",
       "979         -1.53721         -3.01075          1.82991      8.86415   \n",
       "980         -1.53763         -3.01572           1.8328      8.82231   \n",
       "981         -1.36578         -1.47465         -1.97468      11.0425   \n",
       "982         -1.43472          -2.4333          2.38334      2.50971   \n",
       "983         -2.59766          2.76481         0.594416      2.52902   \n",
       "984         -1.85749         -3.05765          1.09077      2.53085   \n",
       "985         -1.76256         -3.07847          1.25442      2.52999   \n",
       "986         -1.53919          -2.6194          2.07039      2.49987   \n",
       "987         -2.18062          2.95654         0.780882       2.6055   \n",
       "988         0.180037        -0.549503           3.0435      2.48817   \n",
       "989          -1.6618          -2.6878           2.3821      2.52654   \n",
       "990         -1.25367         -2.58073          2.23318      2.52934   \n",
       "991         -1.45559         -2.66777          2.30759      2.60774   \n",
       "992        -0.153419         -1.01126          2.72771      2.48144   \n",
       "993         -1.09468         -1.77398         -2.09671      2.49246   \n",
       "994         -1.92333         -3.03758          1.07908      2.55984   \n",
       "995         -1.71233         -2.73933          1.88828      2.42166   \n",
       "996        -0.102181         -1.00187          2.72974      2.56312   \n",
       "997         -1.73797         -3.10279          1.15935      2.41916   \n",
       "998          -1.5142         -2.77564          2.05372      2.50453   \n",
       "999         -1.55448         -2.68006           2.2525      2.51333   \n",
       "\n",
       "    freq2_amplitude1 freq2_amplitude2 freq2_amplitude3 freq2_amplitude4  \\\n",
       "0            1101.98          107.375          10.2362          9.96372   \n",
       "1            1769.67          170.375          14.9768          16.0549   \n",
       "2            4406.14          467.026          29.4838          40.2937   \n",
       "3            576.876          57.8842          4.92715           5.1501   \n",
       "4            11563.4          1204.31          118.579          107.177   \n",
       "5             113.58          8.79925          1.92265         0.992598   \n",
       "6            617.704          63.4549          8.66854          5.61283   \n",
       "7            4179.07           401.25          41.1807           38.688   \n",
       "8            244.994          21.7761          3.90215          2.25338   \n",
       "9            83.2984          7.19174          1.13818         0.880687   \n",
       "10           651.915          63.6066          6.08726          5.98949   \n",
       "11            161.91          15.4816           2.2906          1.43044   \n",
       "12           11200.9          1442.64          117.023          135.542   \n",
       "13           262.768          21.4954           3.6225          2.49137   \n",
       "14           63.7546          6.20277          1.01339          0.48083   \n",
       "15           2131.82          194.416          21.3156          19.8205   \n",
       "16           684.582          62.1346          7.09634           6.3448   \n",
       "17           106.168          10.0326          1.58544          1.00172   \n",
       "18           20622.7          874.613           114.94          179.619   \n",
       "19           29497.8          3039.54          317.264          313.991   \n",
       "20           98.4637          7.91095          1.61265         0.858287   \n",
       "21           246.336          22.7425          3.94048          2.33679   \n",
       "22           630.704          57.4062          6.79627          5.77708   \n",
       "23           134.366          16.4928          2.27208          1.75655   \n",
       "24           100.027          9.01305          2.03509         0.932193   \n",
       "25           928.276          61.1348          14.8596          9.59146   \n",
       "26           2043.75          121.712          30.9275          21.0599   \n",
       "27           4057.29          389.363          45.8686          36.3837   \n",
       "28           698.243          72.4867          5.14873          6.28973   \n",
       "29           168.668          13.3405          3.37009          1.46998   \n",
       "..               ...              ...              ...              ...   \n",
       "970          64.1818          20.1303          4.49072         0.747104   \n",
       "971          7567.64           1593.9          750.545          304.764   \n",
       "972          79.7665          5.96426          1.24719         0.311214   \n",
       "973          128.622          2.51047          1.35732         0.397061   \n",
       "974          2762.14          494.478          880.664          30.2733   \n",
       "975          4590.55          1058.33          504.812          207.217   \n",
       "976          748.649          24.8605          3.79864          5.02477   \n",
       "977          614.821          120.713          60.3102          24.5113   \n",
       "978          10579.7          2624.25          1202.46          480.733   \n",
       "979          7769.34          2231.62           350.45          80.7039   \n",
       "980           297.38          84.8263          13.2424           3.2487   \n",
       "981          76.5211          3.82183          2.98745         0.695121   \n",
       "982          519.907          32.4866          4.43258          3.60814   \n",
       "983          354.749          21.1196            5.564          1.36984   \n",
       "984          1072.55          38.7494          20.7916          7.54498   \n",
       "985          608.743          24.7702          12.5003          4.18223   \n",
       "986          147.682          8.87903          1.22794           1.0625   \n",
       "987           1657.8          107.971          12.3745          12.4446   \n",
       "988          57.2778           2.4924          1.18632         0.366735   \n",
       "989          125.138          7.37132          1.28425         0.595948   \n",
       "990          91.4463          6.12866          1.42784         0.334789   \n",
       "991          318.666          20.9578           2.5312          2.24415   \n",
       "992          524.678          27.1508          6.04038          2.69754   \n",
       "993          88.6681          3.41543           1.3743         0.489933   \n",
       "994          1015.06          113.052          19.1923          4.32983   \n",
       "995          48.0804          3.79684         0.545665         0.445413   \n",
       "996          272.219          15.9201          3.26075          1.29614   \n",
       "997          446.991          17.4645           8.4453          3.26891   \n",
       "998          340.729          16.3226          3.33033          1.69802   \n",
       "999          102.287          5.92092          1.07941         0.513629   \n",
       "\n",
       "    freq2_freq freq2_rel_phase2 freq2_rel_phase3 freq2_rel_phase4  \\\n",
       "0      6.09924          1.41979         0.995439          1.41247   \n",
       "1      6.09924          1.46667          1.05956          1.38312   \n",
       "2      6.09924          1.47497         0.885241          1.31926   \n",
       "3      6.09924          1.40318         0.822538          1.40436   \n",
       "4      6.09924          1.34724          1.05453          1.39634   \n",
       "5      6.10007          1.13042          0.99027          1.41493   \n",
       "6      6.09924          1.02156          1.19167          1.48173   \n",
       "7      6.09924          1.49001          1.08438           1.4959   \n",
       "8      6.09924          1.14845          1.31273          1.60613   \n",
       "9      6.09924          1.19989          1.46939          1.53807   \n",
       "10     6.09924          1.44219          1.20388          1.37459   \n",
       "11     6.09924          1.02083          1.37273            1.615   \n",
       "12     6.09924          1.44391         0.679171          1.33677   \n",
       "13     6.09924          1.09131          1.63649          1.60451   \n",
       "14     6.09924         0.827001         0.608467          0.77154   \n",
       "15     6.09924           1.3966          1.12732          1.34818   \n",
       "16     6.09924            1.453          1.17541          1.49693   \n",
       "17     6.09924           1.0735          1.32243          1.46307   \n",
       "18     6.10007         -2.85053          1.58337          1.74917   \n",
       "19     7.09961         -2.83817         -3.12634         0.471597   \n",
       "20     6.10007         0.884854          1.93426          1.55396   \n",
       "21     6.09924          1.07307          1.53019          1.62274   \n",
       "22     6.09924          1.45074          1.19016          1.45551   \n",
       "23     6.09924          1.10678          1.60788          1.63194   \n",
       "24     6.10007         0.960112         0.332904         0.681906   \n",
       "25     6.10007          1.33757         0.682983          1.10635   \n",
       "26     6.10007          1.42069         0.725944          1.20971   \n",
       "27     6.09924          1.52152          1.23155          1.58773   \n",
       "28     6.09924          1.50795          0.94229           1.4128   \n",
       "29     6.10007         0.790988          0.96766          1.13167   \n",
       "..         ...              ...              ...              ...   \n",
       "970    22.0157         0.797926          1.89928         -1.46104   \n",
       "971    6.10011        -0.769778        -0.426324        -0.147677   \n",
       "972   0.117016         -1.52414          -2.8206          1.59528   \n",
       "973    2.00284          -1.3436         -2.96437          1.15459   \n",
       "974   0.500966         0.392036         -2.81308          1.70226   \n",
       "975    2.00284         -0.88941        -0.537829        -0.298354   \n",
       "976    2.00284         -2.10208          -2.7499          1.46737   \n",
       "977    2.00284        -0.932861        -0.660544        -0.363566   \n",
       "978    2.00284        -0.962822        -0.608014        -0.453501   \n",
       "979    2.14598          1.31025          2.38541         -2.03358   \n",
       "980    2.14598          1.28428          2.72875         -1.60296   \n",
       "981    20.0505        -0.422348          2.97264         0.159825   \n",
       "982    1.99038         -2.30537          2.10903         0.634825   \n",
       "983    1.11744         -2.54673           2.8232         0.598478   \n",
       "984   0.988119         -2.72884           3.0221         0.293321   \n",
       "985    2.28944         -2.78629           2.9892         0.306089   \n",
       "986    1.99038         -2.29297          2.07526          0.72932   \n",
       "987    3.14622         -1.60429         -2.69878         0.521958   \n",
       "988   0.026269         -2.10759          2.96904         0.888128   \n",
       "989    1.11744        -0.786799         -2.42186         -2.82359   \n",
       "990    1.11744         -2.44141          2.86892         0.614396   \n",
       "991    1.99038         -2.22052          2.09577         0.650608   \n",
       "992    7.09869        -0.796772         -2.85558          2.19035   \n",
       "993    4.14848         -2.10531          2.88802         0.352832   \n",
       "994    7.09869        -0.240957          -1.0012          2.71087   \n",
       "995   0.123262         -2.61996          1.52537         0.250008   \n",
       "996    7.09869         -1.05849         -2.84449          2.11243   \n",
       "997    6.09643         -2.97378          2.81842         0.148515   \n",
       "998    1.11744        -0.656241          -2.3605         -2.77865   \n",
       "999    2.99265        -0.714894         -2.17707         -2.63746   \n",
       "\n",
       "    freq3_amplitude1 freq3_amplitude2 freq3_amplitude3 freq3_amplitude4  \\\n",
       "0            925.723          59.0074          13.6589           9.4115   \n",
       "1            1539.15          93.6702          23.0438          15.0992   \n",
       "2            3755.97           197.03          32.1159          34.5819   \n",
       "3            505.425          32.4492          7.46221           5.2225   \n",
       "4            10335.1          628.067          140.702          100.827   \n",
       "5              98.87          9.48599          1.33706           0.4459   \n",
       "6            468.448          34.9557          6.58235          3.44586   \n",
       "7            3604.68          192.237          52.2868          38.6252   \n",
       "8            216.546          17.9166          3.30599         0.975661   \n",
       "9            64.4369          4.18659         0.802315         0.267179   \n",
       "10           496.859          18.7844          5.23682          3.80116   \n",
       "11           116.282          5.90452          2.82186          0.21441   \n",
       "12           9506.92          593.485          209.157          145.968   \n",
       "13           195.119          22.6556          3.48494         0.789243   \n",
       "14           57.1291          2.85175          1.69024         0.175512   \n",
       "15           1848.85          93.4094          27.0853          19.9371   \n",
       "16           518.071          18.6698          5.76949          4.04816   \n",
       "17            94.218          8.05168          1.43239          0.36537   \n",
       "18           17852.8          923.675          109.668          174.306   \n",
       "19           22553.1          2127.84          158.683          159.153   \n",
       "20           78.3153          4.23104         0.561671         0.310369   \n",
       "21           219.003          18.5975           3.0823          1.03728   \n",
       "22           478.762          24.8103          6.07588           4.1116   \n",
       "23           114.282          19.6405          3.66818         0.582469   \n",
       "24           68.9754          3.47085          1.60312         0.116153   \n",
       "25            847.08          23.2177          21.0779          4.09243   \n",
       "26            1803.9          40.8059          44.8485          8.74333   \n",
       "27           3486.21          172.953          46.0835          37.3637   \n",
       "28           591.611          34.3256           7.3979           5.8572   \n",
       "29           130.116          1.86594          3.39356         0.464663   \n",
       "..               ...              ...              ...              ...   \n",
       "970          50.4551          11.5204          1.37874         0.665559   \n",
       "971          1287.87          105.181          55.9503          3.55962   \n",
       "972          73.1528          4.27882          1.40783         0.280379   \n",
       "973          119.454          11.1929           1.1716         0.383234   \n",
       "974          60.7553          9.18591          3.67989          1.16108   \n",
       "975          524.652          39.5869           10.113          0.57624   \n",
       "976          6458.91          1490.42          712.556          290.304   \n",
       "977          81.9183           5.9791           1.8223         0.588222   \n",
       "978          1211.53          69.5098          22.0627          3.55748   \n",
       "979          6428.24          1379.65          156.461          77.8799   \n",
       "980          209.643          45.3083          8.27699          3.04621   \n",
       "981          68.8675          5.58459          2.65603         0.162842   \n",
       "982          480.324          27.0523          7.24385          1.70781   \n",
       "983          340.932           28.911          4.02563          2.57631   \n",
       "984          1015.87          106.232          16.3243          5.24259   \n",
       "985          955.958          130.626          30.5255          8.23873   \n",
       "986          138.553          8.03554          2.04348         0.474976   \n",
       "987          1265.67          89.1118          14.1506          7.15417   \n",
       "988          93.1818          10.4534          2.45927         0.677879   \n",
       "989          119.798          6.87387          2.99054         0.417111   \n",
       "990          88.6014          7.09042         0.971516         0.707774   \n",
       "991          292.379          16.5349          4.37865         0.983383   \n",
       "992          456.115          24.9438          7.82256          2.20651   \n",
       "993          79.1533          4.77917          1.37001         0.452555   \n",
       "994          989.542          54.0523          11.7023          4.87902   \n",
       "995          33.6786          2.77625         0.401187         0.146428   \n",
       "996          251.687          12.9543          4.33129          1.17699   \n",
       "997          725.142          89.8077            21.17          5.91706   \n",
       "998          305.098          19.8614          5.39063          1.38606   \n",
       "999          93.9619          7.34776          2.41345         0.386435   \n",
       "\n",
       "    freq3_freq freq3_rel_phase2 freq3_rel_phase3 freq3_rel_phase4  \\\n",
       "0      1.10074        -0.414462          2.53654         0.583544   \n",
       "1      1.10074        -0.356492          2.52467         0.569158   \n",
       "2      1.10157        -0.803984          2.61448          0.94446   \n",
       "3      1.10074        -0.359753          2.38411         0.622136   \n",
       "4      1.10074        -0.262933          2.50447         0.579644   \n",
       "5      22.0835         0.758201          -1.4825          2.26037   \n",
       "6      1.10074        -0.388568          2.37907         0.777173   \n",
       "7      1.10074         -0.26743          2.57509         0.534165   \n",
       "8      22.0835         0.931726         -1.30728          2.37193   \n",
       "9      21.0839          1.03391         -1.18155          2.38885   \n",
       "10     1.10074         -0.32725          2.69681         0.827509   \n",
       "11     6.14922          1.83743         -2.35241          2.82594   \n",
       "12     1.10074        -0.194336          2.56309         0.601628   \n",
       "13      1.0999         0.809319         -1.68809         -1.38004   \n",
       "14     1.59384          2.07355         -2.51177         -2.69337   \n",
       "15     1.10074        -0.395166          2.53751          0.55037   \n",
       "16     1.10074        -0.273161          2.68999         0.590261   \n",
       "17     22.0835         0.742675         -1.37684          2.13162   \n",
       "18     24.0992          -2.0809         -1.87309          1.21577   \n",
       "19     2.43595         -2.75865        -0.858201         0.328369   \n",
       "20      30.622         -1.75988          1.87806          2.79097   \n",
       "21     22.0835         0.938327        -0.965547          2.38902   \n",
       "22      1.0999        0.0252378           2.9479         0.806072   \n",
       "23     21.0823         0.857666         -1.60608         -1.70116   \n",
       "24     20.5925          1.85103         -2.22655         -2.05997   \n",
       "25     1.59384         0.615352         -2.43828           3.1166   \n",
       "26     1.59384         0.670663         -2.39264         -3.13125   \n",
       "27     1.10074         -0.41415          2.32638         0.401697   \n",
       "28     1.10074         -0.56859          2.65392          0.65753   \n",
       "29     1.59301          1.64473         -2.31355         -2.93612   \n",
       "..         ...              ...              ...              ...   \n",
       "970    9.20427         0.257632           1.8465         -2.90596   \n",
       "971    9.20698          1.30475         -1.96628         0.828113   \n",
       "972    1.03958         -2.81614          1.96117        -0.482845   \n",
       "973    2.00284         -0.54076         -1.45825          2.91098   \n",
       "974    9.51292          2.71805         -1.09698         -0.84354   \n",
       "975   0.503679        -0.828798         -3.02091          2.38952   \n",
       "976    2.00284        -0.902285        -0.551688        -0.320215   \n",
       "977  0.0356137          -1.1799        -0.618045          2.59578   \n",
       "978    9.51224         0.114205         -1.66317         -1.95947   \n",
       "979    8.20369          1.20606           2.4541         -1.29505   \n",
       "980    8.20369          1.04984          2.21935         -1.30668   \n",
       "981    9.19274         -2.67793         -1.91334         0.699526   \n",
       "982    4.14848         -2.06869          3.05959          1.19795   \n",
       "983  0.0424345          -2.2866          2.50505         0.572582   \n",
       "984    4.00299        -0.415101         -1.40212          2.23954   \n",
       "985   0.988119        -0.818882         -1.47729         -1.66208   \n",
       "986    4.14848         -2.18101          3.08291          1.12914   \n",
       "987    21.1465         -1.71797         -3.05864         0.492842   \n",
       "988   0.026269         -1.14145         -1.63354          -2.3119   \n",
       "989   0.123262        -0.862137          -1.9979         -2.40207   \n",
       "990    2.03888          -2.3284          2.38919           0.6572   \n",
       "991    6.17726         -2.10684          3.11261          1.21782   \n",
       "992   0.123262         -2.53052         -2.65344         0.847463   \n",
       "993    1.44075         -2.07866          3.01238         0.885182   \n",
       "994    7.09869        -0.743418         -2.90906          2.23279   \n",
       "995    5.10225        -0.892041         -2.42153          1.33517   \n",
       "996    7.09869         -2.50523         -2.55599          1.15291   \n",
       "997     10.348        -0.821635         -1.38111          -1.7083   \n",
       "998   0.123262         -1.61235         -2.81697          1.54843   \n",
       "999     1.0447        -0.711324          -1.7896         -2.14095   \n",
       "\n",
       "    freq_amplitude_ratio_21 freq_amplitude_ratio_31 freq_frequency_ratio_21  \\\n",
       "0                 0.0135718               0.0114011                 2.03149   \n",
       "1                 0.0135819               0.0118127                 2.03149   \n",
       "2                 0.0136744               0.0116566                 2.03149   \n",
       "3                 0.0133437                0.011691                 2.03149   \n",
       "4                 0.0121411               0.0108515                 2.03149   \n",
       "5                 0.0123681               0.0107662                 2.03177   \n",
       "6                 0.0117612               0.0089193                 2.03149   \n",
       "7                 0.0134821               0.0116291                 2.03149   \n",
       "8                 0.0123611               0.0109257                 2.03149   \n",
       "9                 0.0117345              0.00907745                 2.03149   \n",
       "10                0.0133662               0.0101871                 2.03149   \n",
       "11                0.0124677              0.00895417                 2.03149   \n",
       "12                0.0117199              0.00994743                 2.03149   \n",
       "13                0.0119832              0.00889818                 2.03149   \n",
       "14                0.0127412               0.0114171                 2.03149   \n",
       "15                 0.013377               0.0116014                 2.03149   \n",
       "16                 0.013382               0.0101271                 2.03149   \n",
       "17                0.0119668               0.0106198                 2.03149   \n",
       "18                 0.012794               0.0110756                 6.09023   \n",
       "19                 0.014974               0.0114487                 7.09405   \n",
       "20                0.0115935              0.00922116                 2.03177   \n",
       "21                0.0120468               0.0107101                 2.03149   \n",
       "22                0.0135008               0.0102484                 2.03149   \n",
       "23                0.0114486               0.0097374                 2.03149   \n",
       "24                0.0125446              0.00865034                 2.03177   \n",
       "25                0.0142459               0.0129998                 2.03177   \n",
       "26                  0.01469                0.012966                 2.03177   \n",
       "27                0.0135897               0.0116769                 2.03149   \n",
       "28                0.0137635               0.0116616                 2.03149   \n",
       "29                 0.013359               0.0103056                 2.03177   \n",
       "..                      ...                     ...                     ...   \n",
       "970              0.00969351              0.00762034                 10.9997   \n",
       "971                 6.64983                 1.13167                 3.04572   \n",
       "972                0.757872                0.695033                0.117949   \n",
       "973                 0.77875                0.723242                 1.01373   \n",
       "974                0.677004               0.0148912                0.250212   \n",
       "975                 8.17948                0.934829                0.328329   \n",
       "976                0.934698                 8.06403                0.328329   \n",
       "977                 6.50016                0.866076                       1   \n",
       "978                 8.20706                0.939826                0.635972   \n",
       "979               0.0395245               0.0327019                 0.53605   \n",
       "980               0.0416071               0.0293316                 0.53605   \n",
       "981              0.00917601              0.00825823                 10.0178   \n",
       "982                0.807296                0.745832                 1.00819   \n",
       "983                0.893614                0.858809                 1.14969   \n",
       "984                0.735747                0.696865                       1   \n",
       "985                0.704462                 1.10627                 2.31697   \n",
       "986                0.758434                0.711552                 1.00819   \n",
       "987                0.973099                0.742928                0.742489   \n",
       "988                0.732867                 1.19226              0.00656234   \n",
       "989                0.739642                0.708078                0.566018   \n",
       "990                0.695031                0.673408                0.566018   \n",
       "991                0.736711                0.675938                 1.00819   \n",
       "992                0.788316                0.685302                 1.71115   \n",
       "993                0.586204                0.523299                 4.26819   \n",
       "994                0.722181                0.704025                 7.18405   \n",
       "995                  1.0454                0.732267                0.062436   \n",
       "996                0.765919                0.708149                 1.71115   \n",
       "997                0.751914                 1.21981                 6.16973   \n",
       "998                  0.7481                 0.66987                0.566018   \n",
       "999                0.713458                0.655387                 1.51586   \n",
       "\n",
       "    freq_frequency_ratio_31 freq_model_max_delta_mags  \\\n",
       "0                  0.366625                   4278.38   \n",
       "1                  0.366625                    6537.5   \n",
       "2                  0.366902                   16259.3   \n",
       "3                  0.366625                   2200.94   \n",
       "4                  0.366625                   51302.3   \n",
       "5                   7.35539                   410.718   \n",
       "6                  0.366625                   2597.66   \n",
       "7                  0.366625                   15724.4   \n",
       "8                   7.35539                   987.655   \n",
       "9                   7.02247                   414.112   \n",
       "10                 0.366625                   2556.21   \n",
       "11                  2.04813                   681.354   \n",
       "12                 0.366625                   57068.9   \n",
       "13                 0.366348                   1089.98   \n",
       "14                 0.530864                   261.923   \n",
       "15                 0.366625                   8219.96   \n",
       "16                 0.366625                   2643.24   \n",
       "17                  7.35539                   413.272   \n",
       "18                  24.0603                   28376.7   \n",
       "19                  2.43404                   19591.3   \n",
       "20                  10.1993                   418.517   \n",
       "21                  7.35539                   1018.45   \n",
       "22                 0.366348                   2378.07   \n",
       "23                  7.02192                   692.758   \n",
       "24                  6.85879                   406.531   \n",
       "25                 0.530864                   3559.94   \n",
       "26                 0.530864                   7449.33   \n",
       "27                 0.366625                   15685.6   \n",
       "28                 0.366625                   2671.72   \n",
       "29                 0.530587                   671.859   \n",
       "..                      ...                       ...   \n",
       "970                 4.59871                   80.0395   \n",
       "971                 4.59695               1.64774e-06   \n",
       "972                 1.04786               8.20282e-07   \n",
       "973                 1.01373               2.74852e-06   \n",
       "974                 4.75131                   51.2136   \n",
       "975               0.0825688               2.83219e-05   \n",
       "976                0.328329                8.6907e-06   \n",
       "977               0.0177815               6.25321e-07   \n",
       "978                 3.02046               1.92283e-05   \n",
       "979                 2.04922                   19648.7   \n",
       "980                 2.04922                   717.224   \n",
       "981                 4.59295                   80.5044   \n",
       "982                 2.10133               8.27361e-06   \n",
       "983                0.043659               2.13727e-06   \n",
       "984                 4.05112               1.56279e-07   \n",
       "985                       1               1.62732e-07   \n",
       "986                 2.10133               6.91514e-07   \n",
       "987                 4.99046               6.29127e-06   \n",
       "988              0.00656234               1.66805e-07   \n",
       "989                0.062436               4.13363e-06   \n",
       "990                 1.03275               5.71551e-06   \n",
       "991                 3.12897               6.49988e-06   \n",
       "992               0.0297126               6.73582e-06   \n",
       "993                 1.48233               6.23978e-07   \n",
       "994                 7.18405               5.84935e-06   \n",
       "995                 2.58444               3.26191e-08   \n",
       "996                 1.71115               3.68684e-06   \n",
       "997                 10.4724               1.08571e-07   \n",
       "998                0.062436               3.69742e-06   \n",
       "999                0.529171               4.53716e-07   \n",
       "\n",
       "    freq_model_min_delta_mags freq_model_phi1_phi2 freq_n_alias  \\\n",
       "0                      182388            0.0550836            1   \n",
       "1                      292593            0.0545201            1   \n",
       "2                      723300            0.0546649            1   \n",
       "3                     97057.2            0.0546861            1   \n",
       "4                 2.15361e+06            0.0550059            1   \n",
       "5                     20545.3            0.0533934            1   \n",
       "6                      117927             0.054442            1   \n",
       "7                      695958            0.0547086            1   \n",
       "8                     44393.3            0.0546706            1   \n",
       "9                     15946.1            0.0564719            1   \n",
       "10                     109549            0.0550984            1   \n",
       "11                    29141.7             0.055159            1   \n",
       "12                 2.1709e+06             0.055972            1   \n",
       "13                    49242.7            0.0543458            1   \n",
       "14                    11255.1             0.055136            1   \n",
       "15                     358012             0.054881            1   \n",
       "16                     114827             0.054969            1   \n",
       "17                    19890.4             0.053879            1   \n",
       "18                3.05261e+06            0.0373708            1   \n",
       "19                0.000300026             0.267561            1   \n",
       "20                    19064.6            0.0546881            1   \n",
       "21                    45881.1            0.0548068            1   \n",
       "22                     104808            0.0550156            1   \n",
       "23                    26475.6            0.0562062            1   \n",
       "24                      17903            0.0546236            1   \n",
       "25                     146555            0.0553411            1   \n",
       "26                     312691            0.0551439            1   \n",
       "27                     670767            0.0552637            1   \n",
       "28                     113943            0.0551801            1   \n",
       "29                    28461.1            0.0547617            1   \n",
       "..                        ...                  ...          ...   \n",
       "970                8.8439e-06             0.170787            1   \n",
       "971                1.0823e-05             0.324008            1   \n",
       "972               1.25246e-06             0.397652            2   \n",
       "973               3.12149e-07             0.348385            3   \n",
       "974                   8142.77            0.0507079            1   \n",
       "975               3.27503e-06             0.323118            1   \n",
       "976               2.27879e-05             0.327244            2   \n",
       "977               2.01475e-06             0.349163            2   \n",
       "978               3.94878e-06             0.368171            1   \n",
       "979                    677662            0.0770501            1   \n",
       "980                   24550.9            0.0766269            1   \n",
       "981               1.58411e-05             0.169428            1   \n",
       "982               1.64197e-05             0.352082            2   \n",
       "983               8.29485e-06             0.387503            1   \n",
       "984                1.8107e-06             0.370709            3   \n",
       "985               7.01481e-06              0.36541            2   \n",
       "986               5.75881e-07             0.354745            2   \n",
       "987               2.29119e-05             0.398816            0   \n",
       "988               1.29681e-06             0.271443            1   \n",
       "989               5.11156e-07             0.356813            1   \n",
       "990                4.6379e-06             0.348941            2   \n",
       "991               5.51115e-06             0.352649            2   \n",
       "992               6.59098e-06             0.285575            0   \n",
       "993               5.05448e-06             0.329915            1   \n",
       "994               4.98952e-05             0.372397            1   \n",
       "995               1.63165e-06             0.358912            1   \n",
       "996               3.60007e-08             0.285309            0   \n",
       "997               5.73307e-07             0.366346            1   \n",
       "998               2.43054e-06             0.353978            1   \n",
       "999               4.33312e-06             0.354832            3   \n",
       "\n",
       "    freq_signif_ratio_21 freq_signif_ratio_31 freq_varrat freq_y_offset  \\\n",
       "0               0.413098             0.357515   0.0364037       46658.1   \n",
       "1               0.409621             0.370046   0.0365585       74897.4   \n",
       "2               0.411178             0.370095   0.0365379        185203   \n",
       "3               0.402753             0.367383   0.0364463       24848.3   \n",
       "4               0.389379             0.361223   0.0366615        546388   \n",
       "5               0.379954              0.33303   0.0334547       5283.95   \n",
       "6               0.370158             0.324201   0.0319727         30193   \n",
       "7               0.402325             0.357824   0.0366262        178226   \n",
       "8               0.381205             0.337811   0.0334198         11402   \n",
       "9               0.365743             0.331371   0.0321947       4079.73   \n",
       "10              0.397792             0.352178    0.036981       28039.4   \n",
       "11              0.392219             0.332371   0.0322327       7464.99   \n",
       "12              0.416508             0.366472   0.0326232        546777   \n",
       "13              0.382858             0.328419   0.0315319       12606.1   \n",
       "14              0.384817             0.360302   0.0349816       2876.36   \n",
       "15              0.398998             0.356126   0.0367053       91604.8   \n",
       "16              0.395918             0.347881   0.0372767       29413.9   \n",
       "17              0.370594             0.328382   0.0331373       5103.13   \n",
       "18              0.676666             0.624851   0.0565568    1.4264e+06   \n",
       "19              0.751988             0.703037   0.0503449   1.98077e+06   \n",
       "20              0.357603             0.334721   0.0328747       4882.44   \n",
       "21              0.377086             0.336322   0.0320765       11757.3   \n",
       "22              0.392149             0.342661   0.0380262       26871.8   \n",
       "23              0.395647             0.351376   0.0306934       6725.14   \n",
       "24              0.388948             0.326904   0.0334913       4582.22   \n",
       "25              0.400195             0.386056   0.0403579       37440.5   \n",
       "26              0.413094             0.383993   0.0407757       79956.7   \n",
       "27              0.401224             0.354825   0.0366348        171641   \n",
       "28              0.412163             0.363407   0.0367297       29154.7   \n",
       "29              0.396989             0.362568   0.0350912       7250.02   \n",
       "..                   ...                  ...         ...           ...   \n",
       "970             0.510848             0.437355   0.0303257       4397.56   \n",
       "971             0.966536              1.11045   0.0750482      -115.556   \n",
       "972             0.969228             0.910906   0.0692573       19.6567   \n",
       "973              0.96578             0.882593   0.0653892        3.3441   \n",
       "974             0.827677             0.658931   0.0405411       2747.69   \n",
       "975              1.01837              1.14541   0.0745453      -48.8623   \n",
       "976             0.954785             0.974755   0.0760175      -79.4726   \n",
       "977              1.00888             0.957263   0.0702817       2.76192   \n",
       "978             0.970931              1.09981   0.0764393      -201.159   \n",
       "979             0.638876              0.59135    0.026372        102766   \n",
       "980             0.690066             0.527758   0.0288473       3737.24   \n",
       "981             0.465105             0.438029   0.0292038       5470.99   \n",
       "982             0.969479             0.852706   0.0689377       3.65585   \n",
       "983             0.894922             0.816019   0.0687964       53.9262   \n",
       "984             0.867605             0.875854   0.0731272      -84.2369   \n",
       "985             0.871862             0.876248   0.0742157       -51.538   \n",
       "986             0.921261             0.834741   0.0687959      -1.78107   \n",
       "987               1.0132             0.941581   0.0934986       109.282   \n",
       "988              0.87191             0.919538   0.0695642      -13.1497   \n",
       "989             0.965475             0.862869    0.068327     -0.274604   \n",
       "990             0.873628             0.866855   0.0723966     -0.178555   \n",
       "991             0.895365             0.839668    0.068213      -3.48954   \n",
       "992             0.950263             0.854527   0.0750009      -119.829   \n",
       "993             0.871831             0.843586    0.071684       63.8306   \n",
       "994             0.866094             0.863549   0.0739556      -94.2662   \n",
       "995              1.13691             0.891457   0.0663596      -0.51466   \n",
       "996             0.933163             0.851287   0.0736975      -65.0192   \n",
       "997             0.894624             0.932514   0.0767624      -33.8373   \n",
       "998             0.940661             0.823765   0.0695845      -3.26791   \n",
       "999             0.892218             0.786719   0.0720595       0.20591   \n",
       "\n",
       "    linear_trend medperc90_2p_p p2p_scatter_2praw p2p_scatter_over_mad  \\\n",
       "0        3.53604        1.25693            1.0265             0.846465   \n",
       "1        5.84063        1.20739           1.02433             0.716764   \n",
       "2        13.8214        1.28453           1.02264             0.909487   \n",
       "3        1.58518        1.28903           1.02326             0.973608   \n",
       "4        29.7427        1.25113           1.01612              0.66207   \n",
       "5      0.0484738        1.25301           1.02465              1.24506   \n",
       "6        0.54078         1.0696           1.01645             0.788902   \n",
       "7        12.1127        1.22244           1.02443             0.825068   \n",
       "8      0.0900752        1.27895           1.01846              1.12255   \n",
       "9        0.28658        1.05896           1.05538              1.10925   \n",
       "10       2.70313        1.16706           1.02573             0.840879   \n",
       "11      0.492125        1.15337           1.00321              1.28697   \n",
       "12       32.6515        1.25673           1.01885                    0   \n",
       "13     0.0585154        1.20394            1.0255              1.29937   \n",
       "14       0.21702        1.24584           0.99794              1.64698   \n",
       "15       7.31916        1.18702           1.02503             0.807398   \n",
       "16       1.78954         1.1784           1.02099             0.755857   \n",
       "17      0.255245        1.27084           1.01107              1.16232   \n",
       "18       286.896       0.970309           1.24455             0.862655   \n",
       "19       271.926       0.986102           1.14379             0.847328   \n",
       "20     -0.147172        1.11851           1.01488              1.20056   \n",
       "21      0.518494        1.33102            1.0275              1.14513   \n",
       "22       2.04924        1.08896           1.02056              1.00184   \n",
       "23      0.480844         1.0685           1.02799                    0   \n",
       "24      0.482165        1.16376           1.00677              1.32164   \n",
       "25       7.93926          1.239           1.05328              0.97147   \n",
       "26       17.6789        1.15793           1.05357             0.946744   \n",
       "27       15.2797        1.18904           1.02908             0.895559   \n",
       "28       3.61344        1.29222           1.02919             0.883089   \n",
       "29       1.33995        1.13783           1.05212              1.17256   \n",
       "..           ...            ...               ...                  ...   \n",
       "970   -0.0664022       0.972512           1.06572                    0   \n",
       "971      21.7157       0.972605           1.13658             0.875929   \n",
       "972       1.5194        1.39242          0.979845              1.27665   \n",
       "973      3.11267        1.59035           1.05625             0.953661   \n",
       "974    0.0641941       0.954122           1.15989                    0   \n",
       "975      11.5722       0.889768            1.0628             0.870053   \n",
       "976      16.6351       0.943721           1.05999             0.810342   \n",
       "977      1.98705       0.954107           1.13713             0.962289   \n",
       "978      22.2398       0.906305           1.03283              0.81215   \n",
       "979      26.6209        1.14579           1.12925                    0   \n",
       "980     0.384484       0.950737           1.13617                    0   \n",
       "981     0.012847        1.20231           1.06521                    0   \n",
       "982      11.5488        1.05458           1.07562             0.684001   \n",
       "983      7.20253       0.798778           1.04777             0.875886   \n",
       "984      27.9798        0.79322           1.08694             0.822894   \n",
       "985       15.747       0.943832           1.08954             0.830183   \n",
       "986      3.40295         1.0662           1.07948             0.899269   \n",
       "987     -8.88656        1.10845           1.06846              1.23839   \n",
       "988      1.27972        1.24038           1.01199              1.12289   \n",
       "989      3.36693        1.03038           1.08546               1.1154   \n",
       "990      2.58773       0.872927           1.08267              1.18885   \n",
       "991      7.30917        1.09677           1.07681             0.832456   \n",
       "992      9.31831       0.821316           1.10796             0.913373   \n",
       "993     0.809752       0.776693           1.04039              1.10677   \n",
       "994      25.5865       0.832182           1.08306              0.87882   \n",
       "995     0.964524       0.928881           1.13773              1.24854   \n",
       "996      5.03446       0.833468           1.07791             0.907917   \n",
       "997      10.0274       0.856508           1.09648             0.626641   \n",
       "998      7.93119       0.878488           1.06571             0.989038   \n",
       "999      3.08097        1.09186           1.09086              1.02475   \n",
       "\n",
       "    p2p_scatter_pfold_over_mad p2p_ssqr_diff_over_var scatter_res_raw  \n",
       "0                      1.50785                 1.2966         2.93216  \n",
       "1                      1.60698                1.29479         2.94081  \n",
       "2                      1.75089                1.29417         3.16626  \n",
       "3                      1.51252                1.29663         2.72919  \n",
       "4                      1.83849                1.36172         3.49085  \n",
       "5                       1.7694                1.25516         2.10949  \n",
       "6                      1.69353                1.29451         2.61667  \n",
       "7                      1.95767                1.29208         3.60272  \n",
       "8                      1.60588                1.27251         2.41097  \n",
       "9                      1.70856                1.26955         1.58885  \n",
       "10                      1.6618                1.28706         2.97895  \n",
       "11                     1.89376                1.30086         2.03006  \n",
       "12                           0               0.666535         3.71855  \n",
       "13                     1.76993                1.30231         2.09593  \n",
       "14                     1.78564                1.35414         1.91048  \n",
       "15                     1.88533                1.29353         3.49238  \n",
       "16                     1.67199                 1.2879         3.21786  \n",
       "17                     1.66086                1.28692         2.22364  \n",
       "18                     2.15055                1.59736         3.92161  \n",
       "19                     1.85772                1.30466         3.59119  \n",
       "20                     1.82017                1.28127         1.76904  \n",
       "21                     1.79925                1.28828         2.96626  \n",
       "22                     1.85206                1.28511         2.97691  \n",
       "23                           0               0.629461         2.29525  \n",
       "24                     1.58685                1.30525         2.44956  \n",
       "25                     2.28342                1.28895         4.37971  \n",
       "26                     2.17401                1.28065         4.40607  \n",
       "27                     1.87727                1.28979         3.70551  \n",
       "28                     1.59078                1.28258         3.07271  \n",
       "29                     1.60045                 1.3056          2.3271  \n",
       "..                         ...                    ...             ...  \n",
       "970                          0                0.91045         1.84678  \n",
       "971                    1.82165                1.81762         2.37416  \n",
       "972                    1.76944                1.88495         1.64435  \n",
       "973                    1.60723                1.82398         1.68927  \n",
       "974                          0                0.87785          1.2401  \n",
       "975                    1.89105                1.82843         2.69727  \n",
       "976                    1.84471                1.82502         2.15932  \n",
       "977                    1.73947                1.83583         1.57727  \n",
       "978                    1.83732                1.81567          2.0443  \n",
       "979                          0               0.906393          1.8147  \n",
       "980                          0               0.905742         2.18171  \n",
       "981                          0                0.91203         1.42866  \n",
       "982                    1.29371                1.84633         1.75185  \n",
       "983                    1.27232                 1.8489         1.71787  \n",
       "984                    1.31616                1.83277         2.10379  \n",
       "985                    1.31436                1.82506         2.46128  \n",
       "986                    1.83918                1.85485         1.91088  \n",
       "987                    1.59855                1.82437         0.99182  \n",
       "988                    1.67231                 1.8314         1.27758  \n",
       "989                    1.44391                1.83389         1.37167  \n",
       "990                    1.62052                1.85526         1.84534  \n",
       "991                    1.57839                 1.8461          2.0569  \n",
       "992                    1.94286                1.83115         1.87009  \n",
       "993                    1.61878                1.84146         1.66031  \n",
       "994                    1.50922                1.82052         2.21112  \n",
       "995                     1.6038                1.74257         1.24391  \n",
       "996                    1.81126                1.85507         1.55076  \n",
       "997                    1.27591                1.81444         1.83038  \n",
       "998                    1.88931                1.86978         2.06802  \n",
       "999                    1.72013                1.83099         1.53806  \n",
       "\n",
       "[1000 rows x 70 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(ac, columns=features_General+features_LS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "@F.pandas_udf(returnType=ArrayType(DoubleType()))\n",
    "def featurize_udf_General_LS_Cadence(mjd, psfflux):\n",
    "    feat_General_LS_Cadence_vec = []\n",
    "    \n",
    "    for row_mjd, row_psfflux in zip(mjd, psfflux):\n",
    "        \n",
    "        feat_General_LS_Cadence = featurize_time_series(np.array(row_mjd), np.array(row_psfflux),\n",
    "                                         features_to_use=features_General+\n",
    "                                                         features_LS+\n",
    "                                                         features_Cadence)\n",
    "        \n",
    "        feat_General_LS_Cadence_vec.append(feat_General_LS_Cadence.values.flatten())\n",
    "\n",
    "    return pd.Series(feat_General_LS_Cadence_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 83 ms, sys: 21.6 ms, total: 105 ms\n",
      "Wall time: 7min 25s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "feature_results_General_LS_Cadence = ztf_sample.select(\n",
    "    featurize_udf_General_LS_Cadence(ztf_sample['mjd'], ztf_sample['psfflux'])).head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ad = [np.array(feature_results_General_LS_Cadence[0][0])]\n",
    "for i in np.arange(1,np.shape(feature_results_General_LS_Cadence)[0]):\n",
    "    ad = np.concatenate((ad, [np.array(feature_results_General_LS_Cadence[i][0])]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>amplitude</th>\n",
       "      <th>flux_percentile_ratio_mid20</th>\n",
       "      <th>flux_percentile_ratio_mid35</th>\n",
       "      <th>flux_percentile_ratio_mid50</th>\n",
       "      <th>flux_percentile_ratio_mid65</th>\n",
       "      <th>flux_percentile_ratio_mid80</th>\n",
       "      <th>max_slope</th>\n",
       "      <th>maximum</th>\n",
       "      <th>median</th>\n",
       "      <th>median_absolute_deviation</th>\n",
       "      <th>minimum</th>\n",
       "      <th>percent_amplitude</th>\n",
       "      <th>percent_beyond_1_std</th>\n",
       "      <th>percent_close_to_median</th>\n",
       "      <th>percent_difference_flux_percentile</th>\n",
       "      <th>period_fast</th>\n",
       "      <th>qso_log_chi2_qsonu</th>\n",
       "      <th>qso_log_chi2nuNULL_chi2nu</th>\n",
       "      <th>skew</th>\n",
       "      <th>std</th>\n",
       "      <th>stetson_j</th>\n",
       "      <th>stetson_k</th>\n",
       "      <th>weighted_average</th>\n",
       "      <th>fold2P_slope_10percentile</th>\n",
       "      <th>fold2P_slope_90percentile</th>\n",
       "      <th>freq1_amplitude1</th>\n",
       "      <th>freq1_amplitude2</th>\n",
       "      <th>freq1_amplitude3</th>\n",
       "      <th>freq1_amplitude4</th>\n",
       "      <th>freq1_freq</th>\n",
       "      <th>freq1_lambda</th>\n",
       "      <th>freq1_rel_phase2</th>\n",
       "      <th>freq1_rel_phase3</th>\n",
       "      <th>freq1_rel_phase4</th>\n",
       "      <th>freq1_signif</th>\n",
       "      <th>freq2_amplitude1</th>\n",
       "      <th>freq2_amplitude2</th>\n",
       "      <th>freq2_amplitude3</th>\n",
       "      <th>freq2_amplitude4</th>\n",
       "      <th>freq2_freq</th>\n",
       "      <th>freq2_rel_phase2</th>\n",
       "      <th>freq2_rel_phase3</th>\n",
       "      <th>freq2_rel_phase4</th>\n",
       "      <th>freq3_amplitude1</th>\n",
       "      <th>freq3_amplitude2</th>\n",
       "      <th>freq3_amplitude3</th>\n",
       "      <th>freq3_amplitude4</th>\n",
       "      <th>freq3_freq</th>\n",
       "      <th>freq3_rel_phase2</th>\n",
       "      <th>freq3_rel_phase3</th>\n",
       "      <th>freq3_rel_phase4</th>\n",
       "      <th>freq_amplitude_ratio_21</th>\n",
       "      <th>freq_amplitude_ratio_31</th>\n",
       "      <th>freq_frequency_ratio_21</th>\n",
       "      <th>freq_frequency_ratio_31</th>\n",
       "      <th>freq_model_max_delta_mags</th>\n",
       "      <th>freq_model_min_delta_mags</th>\n",
       "      <th>freq_model_phi1_phi2</th>\n",
       "      <th>freq_n_alias</th>\n",
       "      <th>freq_signif_ratio_21</th>\n",
       "      <th>freq_signif_ratio_31</th>\n",
       "      <th>freq_varrat</th>\n",
       "      <th>freq_y_offset</th>\n",
       "      <th>linear_trend</th>\n",
       "      <th>medperc90_2p_p</th>\n",
       "      <th>p2p_scatter_2praw</th>\n",
       "      <th>p2p_scatter_over_mad</th>\n",
       "      <th>p2p_scatter_pfold_over_mad</th>\n",
       "      <th>p2p_ssqr_diff_over_var</th>\n",
       "      <th>scatter_res_raw</th>\n",
       "      <th>all_times_nhist_numpeaks</th>\n",
       "      <th>all_times_nhist_peak1_bin</th>\n",
       "      <th>all_times_nhist_peak2_bin</th>\n",
       "      <th>all_times_nhist_peak3_bin</th>\n",
       "      <th>all_times_nhist_peak4_bin</th>\n",
       "      <th>all_times_nhist_peak_1_to_2</th>\n",
       "      <th>all_times_nhist_peak_1_to_3</th>\n",
       "      <th>all_times_nhist_peak_1_to_4</th>\n",
       "      <th>all_times_nhist_peak_2_to_3</th>\n",
       "      <th>all_times_nhist_peak_2_to_4</th>\n",
       "      <th>all_times_nhist_peak_3_to_4</th>\n",
       "      <th>all_times_nhist_peak_val</th>\n",
       "      <th>avg_double_to_single_step</th>\n",
       "      <th>avg_err</th>\n",
       "      <th>avgt</th>\n",
       "      <th>cad_probs_1</th>\n",
       "      <th>cad_probs_10</th>\n",
       "      <th>cad_probs_20</th>\n",
       "      <th>cad_probs_30</th>\n",
       "      <th>cad_probs_40</th>\n",
       "      <th>cad_probs_50</th>\n",
       "      <th>cad_probs_100</th>\n",
       "      <th>cad_probs_500</th>\n",
       "      <th>cad_probs_1000</th>\n",
       "      <th>cad_probs_5000</th>\n",
       "      <th>cad_probs_10000</th>\n",
       "      <th>cad_probs_50000</th>\n",
       "      <th>cad_probs_100000</th>\n",
       "      <th>cad_probs_500000</th>\n",
       "      <th>cad_probs_1000000</th>\n",
       "      <th>cad_probs_5000000</th>\n",
       "      <th>cad_probs_10000000</th>\n",
       "      <th>cads_avg</th>\n",
       "      <th>cads_med</th>\n",
       "      <th>cads_std</th>\n",
       "      <th>mean</th>\n",
       "      <th>med_double_to_single_step</th>\n",
       "      <th>med_err</th>\n",
       "      <th>n_epochs</th>\n",
       "      <th>std_double_to_single_step</th>\n",
       "      <th>std_err</th>\n",
       "      <th>total_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>46701.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.15127e+06</td>\n",
       "      <td>93664.9</td>\n",
       "      <td>11267</td>\n",
       "      <td>241.325</td>\n",
       "      <td>262.67</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0347222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>29.9215</td>\n",
       "      <td>1.4943</td>\n",
       "      <td>9.34437</td>\n",
       "      <td>7576.79</td>\n",
       "      <td>14637.3</td>\n",
       "      <td>0.240897</td>\n",
       "      <td>11685.3</td>\n",
       "      <td>-113900</td>\n",
       "      <td>112494</td>\n",
       "      <td>81196.2</td>\n",
       "      <td>48296.8</td>\n",
       "      <td>15892.4</td>\n",
       "      <td>6608.05</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60403</td>\n",
       "      <td>2.84085</td>\n",
       "      <td>-0.568357</td>\n",
       "      <td>8.81464</td>\n",
       "      <td>1101.98</td>\n",
       "      <td>107.375</td>\n",
       "      <td>10.2362</td>\n",
       "      <td>9.96372</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.41979</td>\n",
       "      <td>0.995439</td>\n",
       "      <td>1.41247</td>\n",
       "      <td>925.723</td>\n",
       "      <td>59.0074</td>\n",
       "      <td>13.6589</td>\n",
       "      <td>9.4115</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.414462</td>\n",
       "      <td>2.53654</td>\n",
       "      <td>0.583544</td>\n",
       "      <td>0.0135718</td>\n",
       "      <td>0.0114011</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>4278.38</td>\n",
       "      <td>182388</td>\n",
       "      <td>0.0550836</td>\n",
       "      <td>1</td>\n",
       "      <td>0.413098</td>\n",
       "      <td>0.357515</td>\n",
       "      <td>0.0364037</td>\n",
       "      <td>46658.1</td>\n",
       "      <td>3.53604</td>\n",
       "      <td>1.25693</td>\n",
       "      <td>1.0265</td>\n",
       "      <td>0.846465</td>\n",
       "      <td>1.50785</td>\n",
       "      <td>1.2966</td>\n",
       "      <td>2.93216</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>11685.3</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>75027.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.85003e+06</td>\n",
       "      <td>150517</td>\n",
       "      <td>18284.4</td>\n",
       "      <td>408.087</td>\n",
       "      <td>461.874</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0347222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>30.8729</td>\n",
       "      <td>1.49256</td>\n",
       "      <td>9.31845</td>\n",
       "      <td>12181.3</td>\n",
       "      <td>23767.2</td>\n",
       "      <td>0.243352</td>\n",
       "      <td>18898</td>\n",
       "      <td>-183512</td>\n",
       "      <td>180348</td>\n",
       "      <td>130296</td>\n",
       "      <td>77415</td>\n",
       "      <td>25414.2</td>\n",
       "      <td>10585.4</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60464</td>\n",
       "      <td>2.84196</td>\n",
       "      <td>-0.57057</td>\n",
       "      <td>8.80445</td>\n",
       "      <td>1769.67</td>\n",
       "      <td>170.375</td>\n",
       "      <td>14.9768</td>\n",
       "      <td>16.0549</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.46667</td>\n",
       "      <td>1.05956</td>\n",
       "      <td>1.38312</td>\n",
       "      <td>1539.15</td>\n",
       "      <td>93.6702</td>\n",
       "      <td>23.0438</td>\n",
       "      <td>15.0992</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.356492</td>\n",
       "      <td>2.52467</td>\n",
       "      <td>0.569158</td>\n",
       "      <td>0.0135819</td>\n",
       "      <td>0.0118127</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>6537.5</td>\n",
       "      <td>292593</td>\n",
       "      <td>0.0545201</td>\n",
       "      <td>1</td>\n",
       "      <td>0.409621</td>\n",
       "      <td>0.370046</td>\n",
       "      <td>0.0365585</td>\n",
       "      <td>74897.4</td>\n",
       "      <td>5.84063</td>\n",
       "      <td>1.20739</td>\n",
       "      <td>1.02433</td>\n",
       "      <td>0.716764</td>\n",
       "      <td>1.60698</td>\n",
       "      <td>1.29479</td>\n",
       "      <td>2.94081</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>18898</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>185207</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.56464e+06</td>\n",
       "      <td>371530</td>\n",
       "      <td>45577.7</td>\n",
       "      <td>933.051</td>\n",
       "      <td>1115.99</td>\n",
       "      <td>None</td>\n",
       "      <td>0.034965</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>32.6872</td>\n",
       "      <td>1.47698</td>\n",
       "      <td>9.26538</td>\n",
       "      <td>30174.7</td>\n",
       "      <td>58613</td>\n",
       "      <td>0.242281</td>\n",
       "      <td>47033.9</td>\n",
       "      <td>-444684</td>\n",
       "      <td>446400</td>\n",
       "      <td>322218</td>\n",
       "      <td>191245</td>\n",
       "      <td>62677.4</td>\n",
       "      <td>26130</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60412</td>\n",
       "      <td>2.84281</td>\n",
       "      <td>-0.583591</td>\n",
       "      <td>8.764</td>\n",
       "      <td>4406.14</td>\n",
       "      <td>467.026</td>\n",
       "      <td>29.4838</td>\n",
       "      <td>40.2937</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.47497</td>\n",
       "      <td>0.885241</td>\n",
       "      <td>1.31926</td>\n",
       "      <td>3755.97</td>\n",
       "      <td>197.03</td>\n",
       "      <td>32.1159</td>\n",
       "      <td>34.5819</td>\n",
       "      <td>1.10157</td>\n",
       "      <td>-0.803984</td>\n",
       "      <td>2.61448</td>\n",
       "      <td>0.94446</td>\n",
       "      <td>0.0136744</td>\n",
       "      <td>0.0116566</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366902</td>\n",
       "      <td>16259.3</td>\n",
       "      <td>723300</td>\n",
       "      <td>0.0546649</td>\n",
       "      <td>1</td>\n",
       "      <td>0.411178</td>\n",
       "      <td>0.370095</td>\n",
       "      <td>0.0365379</td>\n",
       "      <td>185203</td>\n",
       "      <td>13.8214</td>\n",
       "      <td>1.28453</td>\n",
       "      <td>1.02264</td>\n",
       "      <td>0.909487</td>\n",
       "      <td>1.75089</td>\n",
       "      <td>1.29417</td>\n",
       "      <td>3.16626</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.28571</td>\n",
       "      <td>1.46281</td>\n",
       "      <td>2.1498</td>\n",
       "      <td>1.13774</td>\n",
       "      <td>1.67206</td>\n",
       "      <td>1.46964</td>\n",
       "      <td>0.027865</td>\n",
       "      <td>-3.273</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.239437</td>\n",
       "      <td>0.408451</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.0338541</td>\n",
       "      <td>1.84379</td>\n",
       "      <td>47033.9</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>304.008</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24872.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>612681</td>\n",
       "      <td>49883.4</td>\n",
       "      <td>6042.84</td>\n",
       "      <td>146.575</td>\n",
       "      <td>137.692</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.034965</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>28.6708</td>\n",
       "      <td>1.47717</td>\n",
       "      <td>9.29269</td>\n",
       "      <td>4050.33</td>\n",
       "      <td>7986.47</td>\n",
       "      <td>0.24588</td>\n",
       "      <td>6258.61</td>\n",
       "      <td>-62368.6</td>\n",
       "      <td>60070.6</td>\n",
       "      <td>43232</td>\n",
       "      <td>25668.2</td>\n",
       "      <td>8419.18</td>\n",
       "      <td>3506.46</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60434</td>\n",
       "      <td>2.8425</td>\n",
       "      <td>-0.578273</td>\n",
       "      <td>8.7785</td>\n",
       "      <td>576.876</td>\n",
       "      <td>57.8842</td>\n",
       "      <td>4.92715</td>\n",
       "      <td>5.1501</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.40318</td>\n",
       "      <td>0.822538</td>\n",
       "      <td>1.40436</td>\n",
       "      <td>505.425</td>\n",
       "      <td>32.4492</td>\n",
       "      <td>7.46221</td>\n",
       "      <td>5.2225</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.359753</td>\n",
       "      <td>2.38411</td>\n",
       "      <td>0.622136</td>\n",
       "      <td>0.0133437</td>\n",
       "      <td>0.011691</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2200.94</td>\n",
       "      <td>97057.2</td>\n",
       "      <td>0.0546861</td>\n",
       "      <td>1</td>\n",
       "      <td>0.402753</td>\n",
       "      <td>0.367383</td>\n",
       "      <td>0.0364463</td>\n",
       "      <td>24848.3</td>\n",
       "      <td>1.58518</td>\n",
       "      <td>1.28903</td>\n",
       "      <td>1.02326</td>\n",
       "      <td>0.973608</td>\n",
       "      <td>1.51252</td>\n",
       "      <td>1.29663</td>\n",
       "      <td>2.72919</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>1.02467</td>\n",
       "      <td>1.29808</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.26683</td>\n",
       "      <td>1.46389</td>\n",
       "      <td>1.15556</td>\n",
       "      <td>0.0278139</td>\n",
       "      <td>-4.39146</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.239437</td>\n",
       "      <td>0.408451</td>\n",
       "      <td>0.507042</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.84384</td>\n",
       "      <td>6258.61</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>304.514</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>553507</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.393e+07</td>\n",
       "      <td>1.10968e+06</td>\n",
       "      <td>116945</td>\n",
       "      <td>2284.03</td>\n",
       "      <td>2666.78</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0208333</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>34.8818</td>\n",
       "      <td>1.4719</td>\n",
       "      <td>9.75984</td>\n",
       "      <td>89478.9</td>\n",
       "      <td>162827</td>\n",
       "      <td>0.226915</td>\n",
       "      <td>121756</td>\n",
       "      <td>-1.30419e+06</td>\n",
       "      <td>1.34583e+06</td>\n",
       "      <td>952416</td>\n",
       "      <td>570538</td>\n",
       "      <td>194454</td>\n",
       "      <td>79273.8</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60879</td>\n",
       "      <td>2.82659</td>\n",
       "      <td>-0.474748</td>\n",
       "      <td>8.94857</td>\n",
       "      <td>11563.4</td>\n",
       "      <td>1204.31</td>\n",
       "      <td>118.579</td>\n",
       "      <td>107.177</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.34724</td>\n",
       "      <td>1.05453</td>\n",
       "      <td>1.39634</td>\n",
       "      <td>10335.1</td>\n",
       "      <td>628.067</td>\n",
       "      <td>140.702</td>\n",
       "      <td>100.827</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.262933</td>\n",
       "      <td>2.50447</td>\n",
       "      <td>0.579644</td>\n",
       "      <td>0.0121411</td>\n",
       "      <td>0.0108515</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>51302.3</td>\n",
       "      <td>2.15361e+06</td>\n",
       "      <td>0.0550059</td>\n",
       "      <td>1</td>\n",
       "      <td>0.389379</td>\n",
       "      <td>0.361223</td>\n",
       "      <td>0.0366615</td>\n",
       "      <td>546388</td>\n",
       "      <td>29.7427</td>\n",
       "      <td>1.25113</td>\n",
       "      <td>1.01612</td>\n",
       "      <td>0.66207</td>\n",
       "      <td>1.83849</td>\n",
       "      <td>1.36172</td>\n",
       "      <td>3.49085</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>121756</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4964.84</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>126397</td>\n",
       "      <td>10389.4</td>\n",
       "      <td>1286.81</td>\n",
       "      <td>39.8663</td>\n",
       "      <td>459.729</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>25.5067</td>\n",
       "      <td>1.51405</td>\n",
       "      <td>9.33886</td>\n",
       "      <td>842.427</td>\n",
       "      <td>1708.52</td>\n",
       "      <td>0.252758</td>\n",
       "      <td>1339.93</td>\n",
       "      <td>-10308.1</td>\n",
       "      <td>12193.1</td>\n",
       "      <td>9183.33</td>\n",
       "      <td>5409.84</td>\n",
       "      <td>1732.65</td>\n",
       "      <td>710.354</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60278</td>\n",
       "      <td>2.85792</td>\n",
       "      <td>-0.672694</td>\n",
       "      <td>8.81982</td>\n",
       "      <td>113.58</td>\n",
       "      <td>8.79925</td>\n",
       "      <td>1.92265</td>\n",
       "      <td>0.992598</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>1.13042</td>\n",
       "      <td>0.99027</td>\n",
       "      <td>1.41493</td>\n",
       "      <td>98.87</td>\n",
       "      <td>9.48599</td>\n",
       "      <td>1.33706</td>\n",
       "      <td>0.4459</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.758201</td>\n",
       "      <td>-1.4825</td>\n",
       "      <td>2.26037</td>\n",
       "      <td>0.0123681</td>\n",
       "      <td>0.0107662</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>410.718</td>\n",
       "      <td>20545.3</td>\n",
       "      <td>0.0533934</td>\n",
       "      <td>1</td>\n",
       "      <td>0.379954</td>\n",
       "      <td>0.33303</td>\n",
       "      <td>0.0334547</td>\n",
       "      <td>5283.95</td>\n",
       "      <td>0.0484738</td>\n",
       "      <td>1.25301</td>\n",
       "      <td>1.02465</td>\n",
       "      <td>1.24506</td>\n",
       "      <td>1.7694</td>\n",
       "      <td>1.25516</td>\n",
       "      <td>2.10949</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27952</td>\n",
       "      <td>1.43127</td>\n",
       "      <td>2.09055</td>\n",
       "      <td>1.1186</td>\n",
       "      <td>1.63386</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275556</td>\n",
       "      <td>-9.35932</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.246479</td>\n",
       "      <td>0.408451</td>\n",
       "      <td>0.514085</td>\n",
       "      <td>0.542254</td>\n",
       "      <td>0.647887</td>\n",
       "      <td>0.647887</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>1339.93</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>307.174</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>28802.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>739227</td>\n",
       "      <td>60140.1</td>\n",
       "      <td>7340.14</td>\n",
       "      <td>147.335</td>\n",
       "      <td>2534.8</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>29.0157</td>\n",
       "      <td>1.48976</td>\n",
       "      <td>9.53911</td>\n",
       "      <td>4826.84</td>\n",
       "      <td>8925.54</td>\n",
       "      <td>0.230498</td>\n",
       "      <td>7631.56</td>\n",
       "      <td>-60169.3</td>\n",
       "      <td>73379.9</td>\n",
       "      <td>52520.7</td>\n",
       "      <td>31125.2</td>\n",
       "      <td>10177.9</td>\n",
       "      <td>4155.25</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60675</td>\n",
       "      <td>2.84286</td>\n",
       "      <td>-0.613469</td>\n",
       "      <td>8.89818</td>\n",
       "      <td>617.704</td>\n",
       "      <td>63.4549</td>\n",
       "      <td>8.66854</td>\n",
       "      <td>5.61283</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.02156</td>\n",
       "      <td>1.19167</td>\n",
       "      <td>1.48173</td>\n",
       "      <td>468.448</td>\n",
       "      <td>34.9557</td>\n",
       "      <td>6.58235</td>\n",
       "      <td>3.44586</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.388568</td>\n",
       "      <td>2.37907</td>\n",
       "      <td>0.777173</td>\n",
       "      <td>0.0117612</td>\n",
       "      <td>0.0089193</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2597.66</td>\n",
       "      <td>117927</td>\n",
       "      <td>0.054442</td>\n",
       "      <td>1</td>\n",
       "      <td>0.370158</td>\n",
       "      <td>0.324201</td>\n",
       "      <td>0.0319727</td>\n",
       "      <td>30193</td>\n",
       "      <td>0.54078</td>\n",
       "      <td>1.0696</td>\n",
       "      <td>1.01645</td>\n",
       "      <td>0.788902</td>\n",
       "      <td>1.69353</td>\n",
       "      <td>1.29451</td>\n",
       "      <td>2.61667</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27316</td>\n",
       "      <td>1.44474</td>\n",
       "      <td>2.11024</td>\n",
       "      <td>1.13477</td>\n",
       "      <td>1.65748</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275773</td>\n",
       "      <td>-5.04922</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.405594</td>\n",
       "      <td>0.51049</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>1.83825</td>\n",
       "      <td>7631.56</td>\n",
       "      <td>-1.00388</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>303.295</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>178017</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.38449e+06</td>\n",
       "      <td>357103</td>\n",
       "      <td>44253.8</td>\n",
       "      <td>781.332</td>\n",
       "      <td>1068.49</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>32.6025</td>\n",
       "      <td>1.47872</td>\n",
       "      <td>9.28978</td>\n",
       "      <td>28820.9</td>\n",
       "      <td>56081.4</td>\n",
       "      <td>0.242729</td>\n",
       "      <td>45616.9</td>\n",
       "      <td>-423938</td>\n",
       "      <td>434488</td>\n",
       "      <td>309971</td>\n",
       "      <td>184151</td>\n",
       "      <td>60116.1</td>\n",
       "      <td>25107</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60444</td>\n",
       "      <td>2.84386</td>\n",
       "      <td>-0.58612</td>\n",
       "      <td>8.81104</td>\n",
       "      <td>4179.07</td>\n",
       "      <td>401.25</td>\n",
       "      <td>41.1807</td>\n",
       "      <td>38.688</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.49001</td>\n",
       "      <td>1.08438</td>\n",
       "      <td>1.4959</td>\n",
       "      <td>3604.68</td>\n",
       "      <td>192.237</td>\n",
       "      <td>52.2868</td>\n",
       "      <td>38.6252</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.26743</td>\n",
       "      <td>2.57509</td>\n",
       "      <td>0.534165</td>\n",
       "      <td>0.0134821</td>\n",
       "      <td>0.0116291</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>15724.4</td>\n",
       "      <td>695958</td>\n",
       "      <td>0.0547086</td>\n",
       "      <td>1</td>\n",
       "      <td>0.402325</td>\n",
       "      <td>0.357824</td>\n",
       "      <td>0.0366262</td>\n",
       "      <td>178226</td>\n",
       "      <td>12.1127</td>\n",
       "      <td>1.22244</td>\n",
       "      <td>1.02443</td>\n",
       "      <td>0.825068</td>\n",
       "      <td>1.95767</td>\n",
       "      <td>1.29208</td>\n",
       "      <td>3.60272</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.26526</td>\n",
       "      <td>1.43351</td>\n",
       "      <td>2.08108</td>\n",
       "      <td>1.13298</td>\n",
       "      <td>1.64479</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0275461</td>\n",
       "      <td>-5.05982</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104167</td>\n",
       "      <td>0.243056</td>\n",
       "      <td>0.409722</td>\n",
       "      <td>0.513889</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666978</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.83253</td>\n",
       "      <td>45616.9</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>145</td>\n",
       "      <td>302.225</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10736.3</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>274523</td>\n",
       "      <td>22423.5</td>\n",
       "      <td>2799.14</td>\n",
       "      <td>71.3914</td>\n",
       "      <td>950.873</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99852</td>\n",
       "      <td>27.0479</td>\n",
       "      <td>1.49671</td>\n",
       "      <td>9.36736</td>\n",
       "      <td>1810.81</td>\n",
       "      <td>3495.16</td>\n",
       "      <td>0.240522</td>\n",
       "      <td>2918.67</td>\n",
       "      <td>-24052.5</td>\n",
       "      <td>27815.5</td>\n",
       "      <td>19819.8</td>\n",
       "      <td>11715.1</td>\n",
       "      <td>3753.51</td>\n",
       "      <td>1547.47</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60476</td>\n",
       "      <td>2.85453</td>\n",
       "      <td>-0.678183</td>\n",
       "      <td>8.83726</td>\n",
       "      <td>244.994</td>\n",
       "      <td>21.7761</td>\n",
       "      <td>3.90215</td>\n",
       "      <td>2.25338</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.14845</td>\n",
       "      <td>1.31273</td>\n",
       "      <td>1.60613</td>\n",
       "      <td>216.546</td>\n",
       "      <td>17.9166</td>\n",
       "      <td>3.30599</td>\n",
       "      <td>0.975661</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.931726</td>\n",
       "      <td>-1.30728</td>\n",
       "      <td>2.37193</td>\n",
       "      <td>0.0123611</td>\n",
       "      <td>0.0109257</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>987.655</td>\n",
       "      <td>44393.3</td>\n",
       "      <td>0.0546706</td>\n",
       "      <td>1</td>\n",
       "      <td>0.381205</td>\n",
       "      <td>0.337811</td>\n",
       "      <td>0.0334198</td>\n",
       "      <td>11402</td>\n",
       "      <td>0.0900752</td>\n",
       "      <td>1.27895</td>\n",
       "      <td>1.01846</td>\n",
       "      <td>1.12255</td>\n",
       "      <td>1.60588</td>\n",
       "      <td>1.27251</td>\n",
       "      <td>2.41097</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27316</td>\n",
       "      <td>1.44474</td>\n",
       "      <td>2.11024</td>\n",
       "      <td>1.13477</td>\n",
       "      <td>1.65748</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275773</td>\n",
       "      <td>-5.04922</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.405594</td>\n",
       "      <td>0.51049</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>1.83825</td>\n",
       "      <td>2918.67</td>\n",
       "      <td>-1.00388</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>303.295</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3860.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98360.8</td>\n",
       "      <td>8108.35</td>\n",
       "      <td>988.573</td>\n",
       "      <td>38.5805</td>\n",
       "      <td>386.922</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0138889</td>\n",
       "      <td>0.986111</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>24.9946</td>\n",
       "      <td>1.50793</td>\n",
       "      <td>9.48151</td>\n",
       "      <td>652.285</td>\n",
       "      <td>1344.67</td>\n",
       "      <td>0.256794</td>\n",
       "      <td>1034.76</td>\n",
       "      <td>-8055.92</td>\n",
       "      <td>10179.6</td>\n",
       "      <td>7098.57</td>\n",
       "      <td>4219.15</td>\n",
       "      <td>1374.1</td>\n",
       "      <td>569.138</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.61059</td>\n",
       "      <td>2.8343</td>\n",
       "      <td>-0.632948</td>\n",
       "      <td>8.88639</td>\n",
       "      <td>83.2984</td>\n",
       "      <td>7.19174</td>\n",
       "      <td>1.13818</td>\n",
       "      <td>0.880687</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.19989</td>\n",
       "      <td>1.46939</td>\n",
       "      <td>1.53807</td>\n",
       "      <td>64.4369</td>\n",
       "      <td>4.18659</td>\n",
       "      <td>0.802315</td>\n",
       "      <td>0.267179</td>\n",
       "      <td>21.0839</td>\n",
       "      <td>1.03391</td>\n",
       "      <td>-1.18155</td>\n",
       "      <td>2.38885</td>\n",
       "      <td>0.0117345</td>\n",
       "      <td>0.00907745</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.02247</td>\n",
       "      <td>414.112</td>\n",
       "      <td>15946.1</td>\n",
       "      <td>0.0564719</td>\n",
       "      <td>1</td>\n",
       "      <td>0.365743</td>\n",
       "      <td>0.331371</td>\n",
       "      <td>0.0321947</td>\n",
       "      <td>4079.73</td>\n",
       "      <td>0.28658</td>\n",
       "      <td>1.05896</td>\n",
       "      <td>1.05538</td>\n",
       "      <td>1.10925</td>\n",
       "      <td>1.70856</td>\n",
       "      <td>1.26955</td>\n",
       "      <td>1.58885</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27316</td>\n",
       "      <td>1.44474</td>\n",
       "      <td>2.11024</td>\n",
       "      <td>1.13477</td>\n",
       "      <td>1.65748</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275773</td>\n",
       "      <td>-5.04922</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.405594</td>\n",
       "      <td>0.51049</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>1.83825</td>\n",
       "      <td>1034.76</td>\n",
       "      <td>-1.00388</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>303.295</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>27991.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>688701</td>\n",
       "      <td>56125.6</td>\n",
       "      <td>6922.88</td>\n",
       "      <td>138.554</td>\n",
       "      <td>141.825</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>28.9037</td>\n",
       "      <td>1.48222</td>\n",
       "      <td>9.26017</td>\n",
       "      <td>4549.66</td>\n",
       "      <td>8828.38</td>\n",
       "      <td>0.242017</td>\n",
       "      <td>7153.12</td>\n",
       "      <td>-64259.8</td>\n",
       "      <td>68228.2</td>\n",
       "      <td>48773.4</td>\n",
       "      <td>28980.1</td>\n",
       "      <td>9449.14</td>\n",
       "      <td>3954.87</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60627</td>\n",
       "      <td>2.84338</td>\n",
       "      <td>-0.600002</td>\n",
       "      <td>8.77614</td>\n",
       "      <td>651.915</td>\n",
       "      <td>63.6066</td>\n",
       "      <td>6.08726</td>\n",
       "      <td>5.98949</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.44219</td>\n",
       "      <td>1.20388</td>\n",
       "      <td>1.37459</td>\n",
       "      <td>496.859</td>\n",
       "      <td>18.7844</td>\n",
       "      <td>5.23682</td>\n",
       "      <td>3.80116</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.32725</td>\n",
       "      <td>2.69681</td>\n",
       "      <td>0.827509</td>\n",
       "      <td>0.0133662</td>\n",
       "      <td>0.0101871</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2556.21</td>\n",
       "      <td>109549</td>\n",
       "      <td>0.0550984</td>\n",
       "      <td>1</td>\n",
       "      <td>0.397792</td>\n",
       "      <td>0.352178</td>\n",
       "      <td>0.036981</td>\n",
       "      <td>28039.4</td>\n",
       "      <td>2.70313</td>\n",
       "      <td>1.16706</td>\n",
       "      <td>1.02573</td>\n",
       "      <td>0.840879</td>\n",
       "      <td>1.6618</td>\n",
       "      <td>1.28706</td>\n",
       "      <td>2.97895</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.29257</td>\n",
       "      <td>1.45283</td>\n",
       "      <td>2.13043</td>\n",
       "      <td>1.12399</td>\n",
       "      <td>1.64822</td>\n",
       "      <td>1.4664</td>\n",
       "      <td>0.0278294</td>\n",
       "      <td>-3.13775</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.405594</td>\n",
       "      <td>0.51049</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>1.83815</td>\n",
       "      <td>7153.12</td>\n",
       "      <td>-1.00388</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>302.422</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7073.26</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>183098</td>\n",
       "      <td>14827</td>\n",
       "      <td>1826.47</td>\n",
       "      <td>54.8285</td>\n",
       "      <td>680.488</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>26.2342</td>\n",
       "      <td>1.46948</td>\n",
       "      <td>9.43333</td>\n",
       "      <td>1195.76</td>\n",
       "      <td>2388.74</td>\n",
       "      <td>0.248803</td>\n",
       "      <td>1913.37</td>\n",
       "      <td>-15306.9</td>\n",
       "      <td>18154.7</td>\n",
       "      <td>12986.3</td>\n",
       "      <td>7695.97</td>\n",
       "      <td>2502.04</td>\n",
       "      <td>1025.45</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60672</td>\n",
       "      <td>2.84281</td>\n",
       "      <td>-0.641496</td>\n",
       "      <td>8.83912</td>\n",
       "      <td>161.91</td>\n",
       "      <td>15.4816</td>\n",
       "      <td>2.2906</td>\n",
       "      <td>1.43044</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.02083</td>\n",
       "      <td>1.37273</td>\n",
       "      <td>1.615</td>\n",
       "      <td>116.282</td>\n",
       "      <td>5.90452</td>\n",
       "      <td>2.82186</td>\n",
       "      <td>0.21441</td>\n",
       "      <td>6.14922</td>\n",
       "      <td>1.83743</td>\n",
       "      <td>-2.35241</td>\n",
       "      <td>2.82594</td>\n",
       "      <td>0.0124677</td>\n",
       "      <td>0.00895417</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>2.04813</td>\n",
       "      <td>681.354</td>\n",
       "      <td>29141.7</td>\n",
       "      <td>0.055159</td>\n",
       "      <td>1</td>\n",
       "      <td>0.392219</td>\n",
       "      <td>0.332371</td>\n",
       "      <td>0.0322327</td>\n",
       "      <td>7464.99</td>\n",
       "      <td>0.492125</td>\n",
       "      <td>1.15337</td>\n",
       "      <td>1.00321</td>\n",
       "      <td>1.28697</td>\n",
       "      <td>1.89376</td>\n",
       "      <td>1.30086</td>\n",
       "      <td>2.03006</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27404</td>\n",
       "      <td>1.46006</td>\n",
       "      <td>2.1371</td>\n",
       "      <td>1.14601</td>\n",
       "      <td>1.67742</td>\n",
       "      <td>1.46371</td>\n",
       "      <td>0.0276605</td>\n",
       "      <td>-4.71363</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.239437</td>\n",
       "      <td>0.401408</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.0338541</td>\n",
       "      <td>1.84385</td>\n",
       "      <td>1913.37</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>304.349</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>493571</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>989915</td>\n",
       "      <td>112507</td>\n",
       "      <td>1986.26</td>\n",
       "      <td>2772.15</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0206897</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>34.6398</td>\n",
       "      <td>1.46959</td>\n",
       "      <td>9.61747</td>\n",
       "      <td>79453.4</td>\n",
       "      <td>147161</td>\n",
       "      <td>0.231368</td>\n",
       "      <td>116771</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>955716</td>\n",
       "      <td>581538</td>\n",
       "      <td>203582</td>\n",
       "      <td>73560.2</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00344828</td>\n",
       "      <td>-1.60433</td>\n",
       "      <td>2.86953</td>\n",
       "      <td>-0.474446</td>\n",
       "      <td>13.1583</td>\n",
       "      <td>11200.9</td>\n",
       "      <td>1442.64</td>\n",
       "      <td>117.023</td>\n",
       "      <td>135.542</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.44391</td>\n",
       "      <td>0.679171</td>\n",
       "      <td>1.33677</td>\n",
       "      <td>9506.92</td>\n",
       "      <td>593.485</td>\n",
       "      <td>209.157</td>\n",
       "      <td>145.968</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.194336</td>\n",
       "      <td>2.56309</td>\n",
       "      <td>0.601628</td>\n",
       "      <td>0.0117199</td>\n",
       "      <td>0.00994743</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>57068.9</td>\n",
       "      <td>2.1709e+06</td>\n",
       "      <td>0.055972</td>\n",
       "      <td>1</td>\n",
       "      <td>0.416508</td>\n",
       "      <td>0.366472</td>\n",
       "      <td>0.0326232</td>\n",
       "      <td>546777</td>\n",
       "      <td>32.6515</td>\n",
       "      <td>1.25673</td>\n",
       "      <td>1.01885</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.666535</td>\n",
       "      <td>3.71855</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.26526</td>\n",
       "      <td>1.43351</td>\n",
       "      <td>2.08108</td>\n",
       "      <td>1.13298</td>\n",
       "      <td>1.64479</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0298997</td>\n",
       "      <td>-13.5299</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0.50173</td>\n",
       "      <td>0.50173</td>\n",
       "      <td>0.553633</td>\n",
       "      <td>0.622837</td>\n",
       "      <td>0.705882</td>\n",
       "      <td>0.757785</td>\n",
       "      <td>0.771626</td>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.986159</td>\n",
       "      <td>0.989619</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.332335</td>\n",
       "      <td>0</td>\n",
       "      <td>1.33584</td>\n",
       "      <td>116771</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>290</td>\n",
       "      <td>48.6183</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12053.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>309542</td>\n",
       "      <td>25160.2</td>\n",
       "      <td>3026.1</td>\n",
       "      <td>88.0322</td>\n",
       "      <td>1053.77</td>\n",
       "      <td>None</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>27.2825</td>\n",
       "      <td>1.48351</td>\n",
       "      <td>9.51926</td>\n",
       "      <td>2026.13</td>\n",
       "      <td>3932.19</td>\n",
       "      <td>0.241779</td>\n",
       "      <td>3165.35</td>\n",
       "      <td>-24769.1</td>\n",
       "      <td>30357</td>\n",
       "      <td>21928</td>\n",
       "      <td>12994.6</td>\n",
       "      <td>4234.5</td>\n",
       "      <td>1750.92</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60837</td>\n",
       "      <td>2.84094</td>\n",
       "      <td>-0.619431</td>\n",
       "      <td>8.88731</td>\n",
       "      <td>262.768</td>\n",
       "      <td>21.4954</td>\n",
       "      <td>3.6225</td>\n",
       "      <td>2.49137</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.09131</td>\n",
       "      <td>1.63649</td>\n",
       "      <td>1.60451</td>\n",
       "      <td>195.119</td>\n",
       "      <td>22.6556</td>\n",
       "      <td>3.48494</td>\n",
       "      <td>0.789243</td>\n",
       "      <td>1.0999</td>\n",
       "      <td>0.809319</td>\n",
       "      <td>-1.68809</td>\n",
       "      <td>-1.38004</td>\n",
       "      <td>0.0119832</td>\n",
       "      <td>0.00889818</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366348</td>\n",
       "      <td>1089.98</td>\n",
       "      <td>49242.7</td>\n",
       "      <td>0.0543458</td>\n",
       "      <td>1</td>\n",
       "      <td>0.382858</td>\n",
       "      <td>0.328419</td>\n",
       "      <td>0.0315319</td>\n",
       "      <td>12606.1</td>\n",
       "      <td>0.0585154</td>\n",
       "      <td>1.20394</td>\n",
       "      <td>1.0255</td>\n",
       "      <td>1.29937</td>\n",
       "      <td>1.76993</td>\n",
       "      <td>1.30231</td>\n",
       "      <td>2.09593</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.30097</td>\n",
       "      <td>1.46448</td>\n",
       "      <td>2.16129</td>\n",
       "      <td>1.12568</td>\n",
       "      <td>1.66129</td>\n",
       "      <td>1.47581</td>\n",
       "      <td>0.0276067</td>\n",
       "      <td>-3.11335</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.246479</td>\n",
       "      <td>0.401408</td>\n",
       "      <td>0.507042</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>1.84393</td>\n",
       "      <td>3165.35</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>303.501</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2774.56</td>\n",
       "      <td>9.69519e-58</td>\n",
       "      <td>5.58577e-54</td>\n",
       "      <td>8.72386e-49</td>\n",
       "      <td>4.80229e-40</td>\n",
       "      <td>9.7047e-24</td>\n",
       "      <td>72561.2</td>\n",
       "      <td>5775.96</td>\n",
       "      <td>700.992</td>\n",
       "      <td>28.0387</td>\n",
       "      <td>226.846</td>\n",
       "      <td>4.55476e+189</td>\n",
       "      <td>0.0275862</td>\n",
       "      <td>0.986207</td>\n",
       "      <td>1.84317e+61</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>24.4149</td>\n",
       "      <td>1.40527</td>\n",
       "      <td>9.41506</td>\n",
       "      <td>463.707</td>\n",
       "      <td>1020.38</td>\n",
       "      <td>0.27403</td>\n",
       "      <td>735.748</td>\n",
       "      <td>-6027.86</td>\n",
       "      <td>7150.56</td>\n",
       "      <td>5003.8</td>\n",
       "      <td>2972.35</td>\n",
       "      <td>971.496</td>\n",
       "      <td>396.834</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.6098</td>\n",
       "      <td>2.84283</td>\n",
       "      <td>-0.630784</td>\n",
       "      <td>8.84931</td>\n",
       "      <td>63.7546</td>\n",
       "      <td>6.20277</td>\n",
       "      <td>1.01339</td>\n",
       "      <td>0.48083</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>0.827001</td>\n",
       "      <td>0.608467</td>\n",
       "      <td>0.77154</td>\n",
       "      <td>57.1291</td>\n",
       "      <td>2.85175</td>\n",
       "      <td>1.69024</td>\n",
       "      <td>0.175512</td>\n",
       "      <td>1.59384</td>\n",
       "      <td>2.07355</td>\n",
       "      <td>-2.51177</td>\n",
       "      <td>-2.69337</td>\n",
       "      <td>0.0127412</td>\n",
       "      <td>0.0114171</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>261.923</td>\n",
       "      <td>11255.1</td>\n",
       "      <td>0.055136</td>\n",
       "      <td>1</td>\n",
       "      <td>0.384817</td>\n",
       "      <td>0.360302</td>\n",
       "      <td>0.0349816</td>\n",
       "      <td>2876.36</td>\n",
       "      <td>0.21702</td>\n",
       "      <td>1.24584</td>\n",
       "      <td>0.99794</td>\n",
       "      <td>1.64698</td>\n",
       "      <td>1.78564</td>\n",
       "      <td>1.35414</td>\n",
       "      <td>1.91048</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.26698</td>\n",
       "      <td>1.45822</td>\n",
       "      <td>2.12992</td>\n",
       "      <td>1.15094</td>\n",
       "      <td>1.6811</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275931</td>\n",
       "      <td>-6.88155</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104167</td>\n",
       "      <td>0.243056</td>\n",
       "      <td>0.402778</td>\n",
       "      <td>0.513889</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666978</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.83259</td>\n",
       "      <td>735.748</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>145</td>\n",
       "      <td>301.237</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>91621.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2.25873e+06</td>\n",
       "      <td>183818</td>\n",
       "      <td>22589.4</td>\n",
       "      <td>412.393</td>\n",
       "      <td>575.764</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>31.2795</td>\n",
       "      <td>1.47631</td>\n",
       "      <td>9.28176</td>\n",
       "      <td>14880.1</td>\n",
       "      <td>28939.2</td>\n",
       "      <td>0.242511</td>\n",
       "      <td>23394.4</td>\n",
       "      <td>-209671</td>\n",
       "      <td>220809</td>\n",
       "      <td>159364</td>\n",
       "      <td>94726.3</td>\n",
       "      <td>30948.1</td>\n",
       "      <td>12914.4</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60548</td>\n",
       "      <td>2.84213</td>\n",
       "      <td>-0.58679</td>\n",
       "      <td>8.78304</td>\n",
       "      <td>2131.82</td>\n",
       "      <td>194.416</td>\n",
       "      <td>21.3156</td>\n",
       "      <td>19.8205</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.3966</td>\n",
       "      <td>1.12732</td>\n",
       "      <td>1.34818</td>\n",
       "      <td>1848.85</td>\n",
       "      <td>93.4094</td>\n",
       "      <td>27.0853</td>\n",
       "      <td>19.9371</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.395166</td>\n",
       "      <td>2.53751</td>\n",
       "      <td>0.55037</td>\n",
       "      <td>0.013377</td>\n",
       "      <td>0.0116014</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>8219.96</td>\n",
       "      <td>358012</td>\n",
       "      <td>0.054881</td>\n",
       "      <td>1</td>\n",
       "      <td>0.398998</td>\n",
       "      <td>0.356126</td>\n",
       "      <td>0.0367053</td>\n",
       "      <td>91604.8</td>\n",
       "      <td>7.31916</td>\n",
       "      <td>1.18702</td>\n",
       "      <td>1.02503</td>\n",
       "      <td>0.807398</td>\n",
       "      <td>1.88533</td>\n",
       "      <td>1.29353</td>\n",
       "      <td>3.49238</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.29257</td>\n",
       "      <td>1.45283</td>\n",
       "      <td>2.13043</td>\n",
       "      <td>1.12399</td>\n",
       "      <td>1.64822</td>\n",
       "      <td>1.4664</td>\n",
       "      <td>0.0278294</td>\n",
       "      <td>-3.13775</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.405594</td>\n",
       "      <td>0.51049</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>1.83815</td>\n",
       "      <td>23394.4</td>\n",
       "      <td>-1.00388</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>302.422</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>29294.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>723062</td>\n",
       "      <td>58771</td>\n",
       "      <td>7226.03</td>\n",
       "      <td>133.208</td>\n",
       "      <td>181.724</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>29.0012</td>\n",
       "      <td>1.48901</td>\n",
       "      <td>9.24536</td>\n",
       "      <td>4769.73</td>\n",
       "      <td>9213.98</td>\n",
       "      <td>0.240889</td>\n",
       "      <td>7481.49</td>\n",
       "      <td>-69551.7</td>\n",
       "      <td>72823.7</td>\n",
       "      <td>51157</td>\n",
       "      <td>30381</td>\n",
       "      <td>9886.68</td>\n",
       "      <td>4145.04</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60554</td>\n",
       "      <td>2.8429</td>\n",
       "      <td>-0.597887</td>\n",
       "      <td>8.77212</td>\n",
       "      <td>684.582</td>\n",
       "      <td>62.1346</td>\n",
       "      <td>7.09634</td>\n",
       "      <td>6.3448</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.453</td>\n",
       "      <td>1.17541</td>\n",
       "      <td>1.49693</td>\n",
       "      <td>518.071</td>\n",
       "      <td>18.6698</td>\n",
       "      <td>5.76949</td>\n",
       "      <td>4.04816</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.273161</td>\n",
       "      <td>2.68999</td>\n",
       "      <td>0.590261</td>\n",
       "      <td>0.013382</td>\n",
       "      <td>0.0101271</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2643.24</td>\n",
       "      <td>114827</td>\n",
       "      <td>0.054969</td>\n",
       "      <td>1</td>\n",
       "      <td>0.395918</td>\n",
       "      <td>0.347881</td>\n",
       "      <td>0.0372767</td>\n",
       "      <td>29413.9</td>\n",
       "      <td>1.78954</td>\n",
       "      <td>1.1784</td>\n",
       "      <td>1.02099</td>\n",
       "      <td>0.755857</td>\n",
       "      <td>1.67199</td>\n",
       "      <td>1.2879</td>\n",
       "      <td>3.21786</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>7481.49</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4860.93</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>124420</td>\n",
       "      <td>10134.1</td>\n",
       "      <td>1218.49</td>\n",
       "      <td>40.0833</td>\n",
       "      <td>412.254</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>25.4835</td>\n",
       "      <td>1.48243</td>\n",
       "      <td>9.41995</td>\n",
       "      <td>819.63</td>\n",
       "      <td>1649.86</td>\n",
       "      <td>0.250566</td>\n",
       "      <td>1284.25</td>\n",
       "      <td>-10734.7</td>\n",
       "      <td>12262.1</td>\n",
       "      <td>8871.93</td>\n",
       "      <td>5249.9</td>\n",
       "      <td>1693.52</td>\n",
       "      <td>697.023</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60582</td>\n",
       "      <td>2.84823</td>\n",
       "      <td>-0.635356</td>\n",
       "      <td>8.84492</td>\n",
       "      <td>106.168</td>\n",
       "      <td>10.0326</td>\n",
       "      <td>1.58544</td>\n",
       "      <td>1.00172</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.0735</td>\n",
       "      <td>1.32243</td>\n",
       "      <td>1.46307</td>\n",
       "      <td>94.218</td>\n",
       "      <td>8.05168</td>\n",
       "      <td>1.43239</td>\n",
       "      <td>0.36537</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.742675</td>\n",
       "      <td>-1.37684</td>\n",
       "      <td>2.13162</td>\n",
       "      <td>0.0119668</td>\n",
       "      <td>0.0106198</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>413.272</td>\n",
       "      <td>19890.4</td>\n",
       "      <td>0.053879</td>\n",
       "      <td>1</td>\n",
       "      <td>0.370594</td>\n",
       "      <td>0.328382</td>\n",
       "      <td>0.0331373</td>\n",
       "      <td>5103.13</td>\n",
       "      <td>0.255245</td>\n",
       "      <td>1.27084</td>\n",
       "      <td>1.01107</td>\n",
       "      <td>1.16232</td>\n",
       "      <td>1.66086</td>\n",
       "      <td>1.28692</td>\n",
       "      <td>2.22364</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27952</td>\n",
       "      <td>1.43127</td>\n",
       "      <td>2.09055</td>\n",
       "      <td>1.1186</td>\n",
       "      <td>1.63386</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275556</td>\n",
       "      <td>-9.35932</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.246479</td>\n",
       "      <td>0.408451</td>\n",
       "      <td>0.514085</td>\n",
       "      <td>0.542254</td>\n",
       "      <td>0.647887</td>\n",
       "      <td>0.647887</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.8474</td>\n",
       "      <td>1284.25</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>307.174</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>538084</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.01048e+07</td>\n",
       "      <td>1.08243e+06</td>\n",
       "      <td>262417</td>\n",
       "      <td>4229.93</td>\n",
       "      <td>6258.25</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>24.6775</td>\n",
       "      <td>34.3433</td>\n",
       "      <td>1.7191</td>\n",
       "      <td>7.77741</td>\n",
       "      <td>78028.9</td>\n",
       "      <td>213495</td>\n",
       "      <td>0.341355</td>\n",
       "      <td>259147</td>\n",
       "      <td>-4283.04</td>\n",
       "      <td>4761.73</td>\n",
       "      <td>1.6119e+06</td>\n",
       "      <td>255129</td>\n",
       "      <td>136845</td>\n",
       "      <td>87596.7</td>\n",
       "      <td>1.00162</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-0.27116</td>\n",
       "      <td>-0.125964</td>\n",
       "      <td>0.34468</td>\n",
       "      <td>4.48265</td>\n",
       "      <td>20622.7</td>\n",
       "      <td>874.613</td>\n",
       "      <td>114.94</td>\n",
       "      <td>179.619</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>-2.85053</td>\n",
       "      <td>1.58337</td>\n",
       "      <td>1.74917</td>\n",
       "      <td>17852.8</td>\n",
       "      <td>923.675</td>\n",
       "      <td>109.668</td>\n",
       "      <td>174.306</td>\n",
       "      <td>24.0992</td>\n",
       "      <td>-2.0809</td>\n",
       "      <td>-1.87309</td>\n",
       "      <td>1.21577</td>\n",
       "      <td>0.012794</td>\n",
       "      <td>0.0110756</td>\n",
       "      <td>6.09023</td>\n",
       "      <td>24.0603</td>\n",
       "      <td>28376.7</td>\n",
       "      <td>3.05261e+06</td>\n",
       "      <td>0.0373708</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676666</td>\n",
       "      <td>0.624851</td>\n",
       "      <td>0.0565568</td>\n",
       "      <td>1.4264e+06</td>\n",
       "      <td>286.896</td>\n",
       "      <td>0.970309</td>\n",
       "      <td>1.24455</td>\n",
       "      <td>0.862655</td>\n",
       "      <td>2.15055</td>\n",
       "      <td>1.59736</td>\n",
       "      <td>3.92161</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.26603</td>\n",
       "      <td>1.44837</td>\n",
       "      <td>2.10672</td>\n",
       "      <td>1.14402</td>\n",
       "      <td>1.66403</td>\n",
       "      <td>1.45455</td>\n",
       "      <td>0.0276808</td>\n",
       "      <td>-4.72716</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.237762</td>\n",
       "      <td>0.405594</td>\n",
       "      <td>0.503497</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.643357</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>1.83807</td>\n",
       "      <td>259147</td>\n",
       "      <td>-1.00388</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>303.268</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>611163</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.31135e+07</td>\n",
       "      <td>1.23026e+06</td>\n",
       "      <td>341031</td>\n",
       "      <td>6532.81</td>\n",
       "      <td>7938.28</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>24.6648</td>\n",
       "      <td>34.8367</td>\n",
       "      <td>1.59103</td>\n",
       "      <td>6.01262</td>\n",
       "      <td>92853.2</td>\n",
       "      <td>284343</td>\n",
       "      <td>0.382282</td>\n",
       "      <td>338623</td>\n",
       "      <td>-3634.37</td>\n",
       "      <td>3275.74</td>\n",
       "      <td>1.96993e+06</td>\n",
       "      <td>258718</td>\n",
       "      <td>67873.1</td>\n",
       "      <td>86074.7</td>\n",
       "      <td>1.00078</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>0.896241</td>\n",
       "      <td>0.645845</td>\n",
       "      <td>1.25008</td>\n",
       "      <td>4.21077</td>\n",
       "      <td>29497.8</td>\n",
       "      <td>3039.54</td>\n",
       "      <td>317.264</td>\n",
       "      <td>313.991</td>\n",
       "      <td>7.09961</td>\n",
       "      <td>-2.83817</td>\n",
       "      <td>-3.12634</td>\n",
       "      <td>0.471597</td>\n",
       "      <td>22553.1</td>\n",
       "      <td>2127.84</td>\n",
       "      <td>158.683</td>\n",
       "      <td>159.153</td>\n",
       "      <td>2.43595</td>\n",
       "      <td>-2.75865</td>\n",
       "      <td>-0.858201</td>\n",
       "      <td>0.328369</td>\n",
       "      <td>0.014974</td>\n",
       "      <td>0.0114487</td>\n",
       "      <td>7.09405</td>\n",
       "      <td>2.43404</td>\n",
       "      <td>19591.3</td>\n",
       "      <td>0.000300026</td>\n",
       "      <td>0.267561</td>\n",
       "      <td>1</td>\n",
       "      <td>0.751988</td>\n",
       "      <td>0.703037</td>\n",
       "      <td>0.0503449</td>\n",
       "      <td>1.98077e+06</td>\n",
       "      <td>271.926</td>\n",
       "      <td>0.986102</td>\n",
       "      <td>1.14379</td>\n",
       "      <td>0.847328</td>\n",
       "      <td>1.85772</td>\n",
       "      <td>1.30466</td>\n",
       "      <td>3.59119</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>338623</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4565.24</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>117793</td>\n",
       "      <td>9571.35</td>\n",
       "      <td>1166.66</td>\n",
       "      <td>37.1674</td>\n",
       "      <td>440.862</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99827</td>\n",
       "      <td>25.3339</td>\n",
       "      <td>1.50256</td>\n",
       "      <td>9.42676</td>\n",
       "      <td>773.751</td>\n",
       "      <td>1542.02</td>\n",
       "      <td>0.24799</td>\n",
       "      <td>1231.86</td>\n",
       "      <td>-9507.67</td>\n",
       "      <td>11794.2</td>\n",
       "      <td>8493</td>\n",
       "      <td>5038.37</td>\n",
       "      <td>1618.29</td>\n",
       "      <td>660.135</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60519</td>\n",
       "      <td>2.84631</td>\n",
       "      <td>-0.661435</td>\n",
       "      <td>8.8288</td>\n",
       "      <td>98.4637</td>\n",
       "      <td>7.91095</td>\n",
       "      <td>1.61265</td>\n",
       "      <td>0.858287</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>0.884854</td>\n",
       "      <td>1.93426</td>\n",
       "      <td>1.55396</td>\n",
       "      <td>78.3153</td>\n",
       "      <td>4.23104</td>\n",
       "      <td>0.561671</td>\n",
       "      <td>0.310369</td>\n",
       "      <td>30.622</td>\n",
       "      <td>-1.75988</td>\n",
       "      <td>1.87806</td>\n",
       "      <td>2.79097</td>\n",
       "      <td>0.0115935</td>\n",
       "      <td>0.00922116</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>10.1993</td>\n",
       "      <td>418.517</td>\n",
       "      <td>19064.6</td>\n",
       "      <td>0.0546881</td>\n",
       "      <td>1</td>\n",
       "      <td>0.357603</td>\n",
       "      <td>0.334721</td>\n",
       "      <td>0.0328747</td>\n",
       "      <td>4882.44</td>\n",
       "      <td>-0.147172</td>\n",
       "      <td>1.11851</td>\n",
       "      <td>1.01488</td>\n",
       "      <td>1.20056</td>\n",
       "      <td>1.82017</td>\n",
       "      <td>1.28127</td>\n",
       "      <td>1.76904</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27316</td>\n",
       "      <td>1.44865</td>\n",
       "      <td>2.16129</td>\n",
       "      <td>1.13784</td>\n",
       "      <td>1.69758</td>\n",
       "      <td>1.49194</td>\n",
       "      <td>0.0279646</td>\n",
       "      <td>-5.00236</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.239437</td>\n",
       "      <td>0.401408</td>\n",
       "      <td>0.507042</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>1.84444</td>\n",
       "      <td>1231.86</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>304.378</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11178.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>286753</td>\n",
       "      <td>23394.1</td>\n",
       "      <td>2873.72</td>\n",
       "      <td>67.054</td>\n",
       "      <td>1037.32</td>\n",
       "      <td>None</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.9986</td>\n",
       "      <td>27.1364</td>\n",
       "      <td>1.48541</td>\n",
       "      <td>9.46303</td>\n",
       "      <td>1885.18</td>\n",
       "      <td>3623.53</td>\n",
       "      <td>0.239385</td>\n",
       "      <td>3011.46</td>\n",
       "      <td>-22117.7</td>\n",
       "      <td>28294.8</td>\n",
       "      <td>20448.2</td>\n",
       "      <td>12115</td>\n",
       "      <td>3920.22</td>\n",
       "      <td>1605.21</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60798</td>\n",
       "      <td>2.84514</td>\n",
       "      <td>-0.648907</td>\n",
       "      <td>8.8485</td>\n",
       "      <td>246.336</td>\n",
       "      <td>22.7425</td>\n",
       "      <td>3.94048</td>\n",
       "      <td>2.33679</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.07307</td>\n",
       "      <td>1.53019</td>\n",
       "      <td>1.62274</td>\n",
       "      <td>219.003</td>\n",
       "      <td>18.5975</td>\n",
       "      <td>3.0823</td>\n",
       "      <td>1.03728</td>\n",
       "      <td>22.0835</td>\n",
       "      <td>0.938327</td>\n",
       "      <td>-0.965547</td>\n",
       "      <td>2.38902</td>\n",
       "      <td>0.0120468</td>\n",
       "      <td>0.0107101</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.35539</td>\n",
       "      <td>1018.45</td>\n",
       "      <td>45881.1</td>\n",
       "      <td>0.0548068</td>\n",
       "      <td>1</td>\n",
       "      <td>0.377086</td>\n",
       "      <td>0.336322</td>\n",
       "      <td>0.0320765</td>\n",
       "      <td>11757.3</td>\n",
       "      <td>0.518494</td>\n",
       "      <td>1.33102</td>\n",
       "      <td>1.0275</td>\n",
       "      <td>1.14513</td>\n",
       "      <td>1.79925</td>\n",
       "      <td>1.28828</td>\n",
       "      <td>2.96626</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.30097</td>\n",
       "      <td>1.46448</td>\n",
       "      <td>2.16129</td>\n",
       "      <td>1.12568</td>\n",
       "      <td>1.66129</td>\n",
       "      <td>1.47581</td>\n",
       "      <td>0.0276067</td>\n",
       "      <td>-3.11335</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.246479</td>\n",
       "      <td>0.401408</td>\n",
       "      <td>0.507042</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>1.84393</td>\n",
       "      <td>3011.46</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>303.501</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>26730.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>660297</td>\n",
       "      <td>53599.3</td>\n",
       "      <td>6675.36</td>\n",
       "      <td>130.468</td>\n",
       "      <td>137.955</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99835</td>\n",
       "      <td>28.8296</td>\n",
       "      <td>1.48089</td>\n",
       "      <td>9.16482</td>\n",
       "      <td>4359.74</td>\n",
       "      <td>8640.09</td>\n",
       "      <td>0.247085</td>\n",
       "      <td>6922.44</td>\n",
       "      <td>-63057.7</td>\n",
       "      <td>67508</td>\n",
       "      <td>46716</td>\n",
       "      <td>27726.8</td>\n",
       "      <td>8944.29</td>\n",
       "      <td>3763.5</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60608</td>\n",
       "      <td>2.8465</td>\n",
       "      <td>-0.624495</td>\n",
       "      <td>8.73749</td>\n",
       "      <td>630.704</td>\n",
       "      <td>57.4062</td>\n",
       "      <td>6.79627</td>\n",
       "      <td>5.77708</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.45074</td>\n",
       "      <td>1.19016</td>\n",
       "      <td>1.45551</td>\n",
       "      <td>478.762</td>\n",
       "      <td>24.8103</td>\n",
       "      <td>6.07588</td>\n",
       "      <td>4.1116</td>\n",
       "      <td>1.0999</td>\n",
       "      <td>0.0252378</td>\n",
       "      <td>2.9479</td>\n",
       "      <td>0.806072</td>\n",
       "      <td>0.0135008</td>\n",
       "      <td>0.0102484</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366348</td>\n",
       "      <td>2378.07</td>\n",
       "      <td>104808</td>\n",
       "      <td>0.0550156</td>\n",
       "      <td>1</td>\n",
       "      <td>0.392149</td>\n",
       "      <td>0.342661</td>\n",
       "      <td>0.0380262</td>\n",
       "      <td>26871.8</td>\n",
       "      <td>2.04924</td>\n",
       "      <td>1.08896</td>\n",
       "      <td>1.02056</td>\n",
       "      <td>1.00184</td>\n",
       "      <td>1.85206</td>\n",
       "      <td>1.28511</td>\n",
       "      <td>2.97691</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>6922.44</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5620.49</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11776.5</td>\n",
       "      <td>1505.78</td>\n",
       "      <td>46.6237</td>\n",
       "      <td>535.505</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>25.7612</td>\n",
       "      <td>1.50399</td>\n",
       "      <td>9.3257</td>\n",
       "      <td>951.962</td>\n",
       "      <td>1891.84</td>\n",
       "      <td>0.248041</td>\n",
       "      <td>1569.99</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11736.4</td>\n",
       "      <td>7076.74</td>\n",
       "      <td>2373.98</td>\n",
       "      <td>825.873</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.0034965</td>\n",
       "      <td>-1.60093</td>\n",
       "      <td>2.90393</td>\n",
       "      <td>-0.691701</td>\n",
       "      <td>12.9771</td>\n",
       "      <td>134.366</td>\n",
       "      <td>16.4928</td>\n",
       "      <td>2.27208</td>\n",
       "      <td>1.75655</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.10678</td>\n",
       "      <td>1.60788</td>\n",
       "      <td>1.63194</td>\n",
       "      <td>114.282</td>\n",
       "      <td>19.6405</td>\n",
       "      <td>3.66818</td>\n",
       "      <td>0.582469</td>\n",
       "      <td>21.0823</td>\n",
       "      <td>0.857666</td>\n",
       "      <td>-1.60608</td>\n",
       "      <td>-1.70116</td>\n",
       "      <td>0.0114486</td>\n",
       "      <td>0.0097374</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>7.02192</td>\n",
       "      <td>692.758</td>\n",
       "      <td>26475.6</td>\n",
       "      <td>0.0562062</td>\n",
       "      <td>1</td>\n",
       "      <td>0.395647</td>\n",
       "      <td>0.351376</td>\n",
       "      <td>0.0306934</td>\n",
       "      <td>6725.14</td>\n",
       "      <td>0.480844</td>\n",
       "      <td>1.0685</td>\n",
       "      <td>1.02799</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.629461</td>\n",
       "      <td>2.29525</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>1.01507</td>\n",
       "      <td>1.2988</td>\n",
       "      <td>1.45283</td>\n",
       "      <td>1.27952</td>\n",
       "      <td>1.43127</td>\n",
       "      <td>1.1186</td>\n",
       "      <td>0.030181</td>\n",
       "      <td>-13.5786</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0.501754</td>\n",
       "      <td>0.501754</td>\n",
       "      <td>0.554386</td>\n",
       "      <td>0.624561</td>\n",
       "      <td>0.705263</td>\n",
       "      <td>0.757895</td>\n",
       "      <td>0.77193</td>\n",
       "      <td>0.824561</td>\n",
       "      <td>0.824561</td>\n",
       "      <td>0.985965</td>\n",
       "      <td>0.989474</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.336999</td>\n",
       "      <td>0</td>\n",
       "      <td>1.34715</td>\n",
       "      <td>1569.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>286</td>\n",
       "      <td>48.9028</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4343.78</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>111107</td>\n",
       "      <td>9056.5</td>\n",
       "      <td>1098.57</td>\n",
       "      <td>36.1545</td>\n",
       "      <td>368.938</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.020979</td>\n",
       "      <td>0.986014</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>25.2473</td>\n",
       "      <td>1.47852</td>\n",
       "      <td>9.38497</td>\n",
       "      <td>732.686</td>\n",
       "      <td>1482.34</td>\n",
       "      <td>0.251958</td>\n",
       "      <td>1152.8</td>\n",
       "      <td>-8519.24</td>\n",
       "      <td>11675.5</td>\n",
       "      <td>7973.72</td>\n",
       "      <td>4722.26</td>\n",
       "      <td>1536.76</td>\n",
       "      <td>630.987</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60612</td>\n",
       "      <td>2.84516</td>\n",
       "      <td>-0.6513</td>\n",
       "      <td>8.82312</td>\n",
       "      <td>100.027</td>\n",
       "      <td>9.01305</td>\n",
       "      <td>2.03509</td>\n",
       "      <td>0.932193</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>0.960112</td>\n",
       "      <td>0.332904</td>\n",
       "      <td>0.681906</td>\n",
       "      <td>68.9754</td>\n",
       "      <td>3.47085</td>\n",
       "      <td>1.60312</td>\n",
       "      <td>0.116153</td>\n",
       "      <td>20.5925</td>\n",
       "      <td>1.85103</td>\n",
       "      <td>-2.22655</td>\n",
       "      <td>-2.05997</td>\n",
       "      <td>0.0125446</td>\n",
       "      <td>0.00865034</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>6.85879</td>\n",
       "      <td>406.531</td>\n",
       "      <td>17903</td>\n",
       "      <td>0.0546236</td>\n",
       "      <td>1</td>\n",
       "      <td>0.388948</td>\n",
       "      <td>0.326904</td>\n",
       "      <td>0.0334913</td>\n",
       "      <td>4582.22</td>\n",
       "      <td>0.482165</td>\n",
       "      <td>1.16376</td>\n",
       "      <td>1.00677</td>\n",
       "      <td>1.32164</td>\n",
       "      <td>1.58685</td>\n",
       "      <td>1.30525</td>\n",
       "      <td>2.44956</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.29056</td>\n",
       "      <td>1.45628</td>\n",
       "      <td>2.14919</td>\n",
       "      <td>1.12842</td>\n",
       "      <td>1.66532</td>\n",
       "      <td>1.47581</td>\n",
       "      <td>0.0275071</td>\n",
       "      <td>-5.45976</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.239437</td>\n",
       "      <td>0.401408</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.535211</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.640845</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.0344097</td>\n",
       "      <td>1.84385</td>\n",
       "      <td>1152.8</td>\n",
       "      <td>-1.00342</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>302.948</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>37369.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>919777</td>\n",
       "      <td>75019</td>\n",
       "      <td>9353.37</td>\n",
       "      <td>173.985</td>\n",
       "      <td>280.496</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99868</td>\n",
       "      <td>29.4776</td>\n",
       "      <td>1.48729</td>\n",
       "      <td>9.04214</td>\n",
       "      <td>6099.64</td>\n",
       "      <td>12687.1</td>\n",
       "      <td>0.259232</td>\n",
       "      <td>9738.19</td>\n",
       "      <td>-102431</td>\n",
       "      <td>103496</td>\n",
       "      <td>65161</td>\n",
       "      <td>38800.5</td>\n",
       "      <td>12618.2</td>\n",
       "      <td>5239.67</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60355</td>\n",
       "      <td>2.83877</td>\n",
       "      <td>-0.605782</td>\n",
       "      <td>8.68602</td>\n",
       "      <td>928.276</td>\n",
       "      <td>61.1348</td>\n",
       "      <td>14.8596</td>\n",
       "      <td>9.59146</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>1.33757</td>\n",
       "      <td>0.682983</td>\n",
       "      <td>1.10635</td>\n",
       "      <td>847.08</td>\n",
       "      <td>23.2177</td>\n",
       "      <td>21.0779</td>\n",
       "      <td>4.09243</td>\n",
       "      <td>1.59384</td>\n",
       "      <td>0.615352</td>\n",
       "      <td>-2.43828</td>\n",
       "      <td>3.1166</td>\n",
       "      <td>0.0142459</td>\n",
       "      <td>0.0129998</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>3559.94</td>\n",
       "      <td>146555</td>\n",
       "      <td>0.0553411</td>\n",
       "      <td>1</td>\n",
       "      <td>0.400195</td>\n",
       "      <td>0.386056</td>\n",
       "      <td>0.0403579</td>\n",
       "      <td>37440.5</td>\n",
       "      <td>7.93926</td>\n",
       "      <td>1.239</td>\n",
       "      <td>1.05328</td>\n",
       "      <td>0.97147</td>\n",
       "      <td>2.28342</td>\n",
       "      <td>1.28895</td>\n",
       "      <td>4.37971</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.2623</td>\n",
       "      <td>1.46467</td>\n",
       "      <td>2.13043</td>\n",
       "      <td>1.16033</td>\n",
       "      <td>1.68775</td>\n",
       "      <td>1.45455</td>\n",
       "      <td>0.0278941</td>\n",
       "      <td>-6.56176</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104167</td>\n",
       "      <td>0.236111</td>\n",
       "      <td>0.402778</td>\n",
       "      <td>0.506944</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666978</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.83242</td>\n",
       "      <td>9738.19</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>145</td>\n",
       "      <td>301.211</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>79659.6</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.95816e+06</td>\n",
       "      <td>159804</td>\n",
       "      <td>19947.6</td>\n",
       "      <td>364.176</td>\n",
       "      <td>484.328</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0344828</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99877</td>\n",
       "      <td>30.9881</td>\n",
       "      <td>1.49327</td>\n",
       "      <td>9.00423</td>\n",
       "      <td>13019.3</td>\n",
       "      <td>27180.6</td>\n",
       "      <td>0.260168</td>\n",
       "      <td>20791.9</td>\n",
       "      <td>-218028</td>\n",
       "      <td>220628</td>\n",
       "      <td>139125</td>\n",
       "      <td>82779.6</td>\n",
       "      <td>26788.3</td>\n",
       "      <td>11170.4</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60238</td>\n",
       "      <td>2.84049</td>\n",
       "      <td>-0.614365</td>\n",
       "      <td>8.67429</td>\n",
       "      <td>2043.75</td>\n",
       "      <td>121.712</td>\n",
       "      <td>30.9275</td>\n",
       "      <td>21.0599</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>1.42069</td>\n",
       "      <td>0.725944</td>\n",
       "      <td>1.20971</td>\n",
       "      <td>1803.9</td>\n",
       "      <td>40.8059</td>\n",
       "      <td>44.8485</td>\n",
       "      <td>8.74333</td>\n",
       "      <td>1.59384</td>\n",
       "      <td>0.670663</td>\n",
       "      <td>-2.39264</td>\n",
       "      <td>-3.13125</td>\n",
       "      <td>0.01469</td>\n",
       "      <td>0.012966</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>0.530864</td>\n",
       "      <td>7449.33</td>\n",
       "      <td>312691</td>\n",
       "      <td>0.0551439</td>\n",
       "      <td>1</td>\n",
       "      <td>0.413094</td>\n",
       "      <td>0.383993</td>\n",
       "      <td>0.0407757</td>\n",
       "      <td>79956.7</td>\n",
       "      <td>17.6789</td>\n",
       "      <td>1.15793</td>\n",
       "      <td>1.05357</td>\n",
       "      <td>0.946744</td>\n",
       "      <td>2.17401</td>\n",
       "      <td>1.28065</td>\n",
       "      <td>4.40607</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.2623</td>\n",
       "      <td>1.46467</td>\n",
       "      <td>2.13043</td>\n",
       "      <td>1.16033</td>\n",
       "      <td>1.68775</td>\n",
       "      <td>1.45455</td>\n",
       "      <td>0.0278941</td>\n",
       "      <td>-6.56176</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104167</td>\n",
       "      <td>0.236111</td>\n",
       "      <td>0.402778</td>\n",
       "      <td>0.506944</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666978</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.83242</td>\n",
       "      <td>20791.9</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>145</td>\n",
       "      <td>301.211</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>171612</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4.21971e+06</td>\n",
       "      <td>344186</td>\n",
       "      <td>43047.7</td>\n",
       "      <td>760.039</td>\n",
       "      <td>963.278</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0277778</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>32.5346</td>\n",
       "      <td>1.48556</td>\n",
       "      <td>9.23306</td>\n",
       "      <td>27861</td>\n",
       "      <td>54678.4</td>\n",
       "      <td>0.244718</td>\n",
       "      <td>44557.5</td>\n",
       "      <td>-407689</td>\n",
       "      <td>428323</td>\n",
       "      <td>298555</td>\n",
       "      <td>177559</td>\n",
       "      <td>57773.7</td>\n",
       "      <td>24156.1</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00694444</td>\n",
       "      <td>-1.60654</td>\n",
       "      <td>2.84216</td>\n",
       "      <td>-0.602207</td>\n",
       "      <td>8.76159</td>\n",
       "      <td>4057.29</td>\n",
       "      <td>389.363</td>\n",
       "      <td>45.8686</td>\n",
       "      <td>36.3837</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.52152</td>\n",
       "      <td>1.23155</td>\n",
       "      <td>1.58773</td>\n",
       "      <td>3486.21</td>\n",
       "      <td>172.953</td>\n",
       "      <td>46.0835</td>\n",
       "      <td>37.3637</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.41415</td>\n",
       "      <td>2.32638</td>\n",
       "      <td>0.401697</td>\n",
       "      <td>0.0135897</td>\n",
       "      <td>0.0116769</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>15685.6</td>\n",
       "      <td>670767</td>\n",
       "      <td>0.0552637</td>\n",
       "      <td>1</td>\n",
       "      <td>0.401224</td>\n",
       "      <td>0.354825</td>\n",
       "      <td>0.0366348</td>\n",
       "      <td>171641</td>\n",
       "      <td>15.2797</td>\n",
       "      <td>1.18904</td>\n",
       "      <td>1.02908</td>\n",
       "      <td>0.895559</td>\n",
       "      <td>1.87727</td>\n",
       "      <td>1.28979</td>\n",
       "      <td>3.70551</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27143</td>\n",
       "      <td>1.42021</td>\n",
       "      <td>2.06178</td>\n",
       "      <td>1.11702</td>\n",
       "      <td>1.62162</td>\n",
       "      <td>1.45174</td>\n",
       "      <td>0.0273252</td>\n",
       "      <td>-9.33943</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104895</td>\n",
       "      <td>0.244755</td>\n",
       "      <td>0.412587</td>\n",
       "      <td>0.517483</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.65035</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671642</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>1.84161</td>\n",
       "      <td>44557.5</td>\n",
       "      <td>-1.00852</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>306.083</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29063.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>714248</td>\n",
       "      <td>58285.8</td>\n",
       "      <td>7192.8</td>\n",
       "      <td>154.103</td>\n",
       "      <td>158.832</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.027972</td>\n",
       "      <td>0.979021</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99843</td>\n",
       "      <td>28.9751</td>\n",
       "      <td>1.49313</td>\n",
       "      <td>9.247</td>\n",
       "      <td>4738.86</td>\n",
       "      <td>9229.52</td>\n",
       "      <td>0.242915</td>\n",
       "      <td>7426.05</td>\n",
       "      <td>-71815.9</td>\n",
       "      <td>75720.6</td>\n",
       "      <td>50731.5</td>\n",
       "      <td>30119.8</td>\n",
       "      <td>9851.61</td>\n",
       "      <td>4096.5</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00699301</td>\n",
       "      <td>-1.60586</td>\n",
       "      <td>2.83859</td>\n",
       "      <td>-0.602559</td>\n",
       "      <td>8.7491</td>\n",
       "      <td>698.243</td>\n",
       "      <td>72.4867</td>\n",
       "      <td>5.14873</td>\n",
       "      <td>6.28973</td>\n",
       "      <td>6.09924</td>\n",
       "      <td>1.50795</td>\n",
       "      <td>0.94229</td>\n",
       "      <td>1.4128</td>\n",
       "      <td>591.611</td>\n",
       "      <td>34.3256</td>\n",
       "      <td>7.3979</td>\n",
       "      <td>5.8572</td>\n",
       "      <td>1.10074</td>\n",
       "      <td>-0.56859</td>\n",
       "      <td>2.65392</td>\n",
       "      <td>0.65753</td>\n",
       "      <td>0.0137635</td>\n",
       "      <td>0.0116616</td>\n",
       "      <td>2.03149</td>\n",
       "      <td>0.366625</td>\n",
       "      <td>2671.72</td>\n",
       "      <td>113943</td>\n",
       "      <td>0.0551801</td>\n",
       "      <td>1</td>\n",
       "      <td>0.412163</td>\n",
       "      <td>0.363407</td>\n",
       "      <td>0.0367297</td>\n",
       "      <td>29154.7</td>\n",
       "      <td>3.61344</td>\n",
       "      <td>1.29222</td>\n",
       "      <td>1.02919</td>\n",
       "      <td>0.883089</td>\n",
       "      <td>1.59078</td>\n",
       "      <td>1.28258</td>\n",
       "      <td>3.07271</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.28883</td>\n",
       "      <td>1.43127</td>\n",
       "      <td>2.09881</td>\n",
       "      <td>1.11051</td>\n",
       "      <td>1.62846</td>\n",
       "      <td>1.4664</td>\n",
       "      <td>0.0275071</td>\n",
       "      <td>-8.00762</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.239437</td>\n",
       "      <td>0.408451</td>\n",
       "      <td>0.507042</td>\n",
       "      <td>0.542254</td>\n",
       "      <td>0.647887</td>\n",
       "      <td>0.647887</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.676372</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>1.84722</td>\n",
       "      <td>7426.05</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>306.752</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6965.23</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>178552</td>\n",
       "      <td>14596.6</td>\n",
       "      <td>1811.35</td>\n",
       "      <td>52.7523</td>\n",
       "      <td>666.12</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0275862</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99902</td>\n",
       "      <td>26.1705</td>\n",
       "      <td>1.50067</td>\n",
       "      <td>9.34814</td>\n",
       "      <td>1169.94</td>\n",
       "      <td>2425.9</td>\n",
       "      <td>0.258063</td>\n",
       "      <td>1908.29</td>\n",
       "      <td>-14910.7</td>\n",
       "      <td>19768.3</td>\n",
       "      <td>12625.8</td>\n",
       "      <td>7527.77</td>\n",
       "      <td>2478.5</td>\n",
       "      <td>999.952</td>\n",
       "      <td>3.00235</td>\n",
       "      <td>0.00689655</td>\n",
       "      <td>-1.60654</td>\n",
       "      <td>2.83672</td>\n",
       "      <td>-0.602728</td>\n",
       "      <td>8.79437</td>\n",
       "      <td>168.668</td>\n",
       "      <td>13.3405</td>\n",
       "      <td>3.37009</td>\n",
       "      <td>1.46998</td>\n",
       "      <td>6.10007</td>\n",
       "      <td>0.790988</td>\n",
       "      <td>0.96766</td>\n",
       "      <td>1.13167</td>\n",
       "      <td>130.116</td>\n",
       "      <td>1.86594</td>\n",
       "      <td>3.39356</td>\n",
       "      <td>0.464663</td>\n",
       "      <td>1.59301</td>\n",
       "      <td>1.64473</td>\n",
       "      <td>-2.31355</td>\n",
       "      <td>-2.93612</td>\n",
       "      <td>0.013359</td>\n",
       "      <td>0.0103056</td>\n",
       "      <td>2.03177</td>\n",
       "      <td>0.530587</td>\n",
       "      <td>671.859</td>\n",
       "      <td>28461.1</td>\n",
       "      <td>0.0547617</td>\n",
       "      <td>1</td>\n",
       "      <td>0.396989</td>\n",
       "      <td>0.362568</td>\n",
       "      <td>0.0350912</td>\n",
       "      <td>7250.02</td>\n",
       "      <td>1.33995</td>\n",
       "      <td>1.13783</td>\n",
       "      <td>1.05212</td>\n",
       "      <td>1.17256</td>\n",
       "      <td>1.60045</td>\n",
       "      <td>1.3056</td>\n",
       "      <td>2.3271</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.26698</td>\n",
       "      <td>1.45822</td>\n",
       "      <td>2.12992</td>\n",
       "      <td>1.15094</td>\n",
       "      <td>1.6811</td>\n",
       "      <td>1.46063</td>\n",
       "      <td>0.0275931</td>\n",
       "      <td>-6.88155</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104167</td>\n",
       "      <td>0.243056</td>\n",
       "      <td>0.402778</td>\n",
       "      <td>0.513889</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666978</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>1.83259</td>\n",
       "      <td>1908.29</td>\n",
       "      <td>-1.0062</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>145</td>\n",
       "      <td>301.237</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>96.0448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>1576.09</td>\n",
       "      <td>1.05885e-80</td>\n",
       "      <td>2.05939e-74</td>\n",
       "      <td>7.40677e-69</td>\n",
       "      <td>7.86641e-58</td>\n",
       "      <td>1.94583e-39</td>\n",
       "      <td>None</td>\n",
       "      <td>3436.91</td>\n",
       "      <td>821.419</td>\n",
       "      <td>32.3427</td>\n",
       "      <td>284.734</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0533333</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02577</td>\n",
       "      <td>22.729</td>\n",
       "      <td>1.76835</td>\n",
       "      <td>8.80424</td>\n",
       "      <td>237.119</td>\n",
       "      <td>774.883</td>\n",
       "      <td>0.408595</td>\n",
       "      <td>814.567</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>6621.11</td>\n",
       "      <td>2489.19</td>\n",
       "      <td>737.112</td>\n",
       "      <td>521.21</td>\n",
       "      <td>2.00149</td>\n",
       "      <td>0.00333333</td>\n",
       "      <td>-1.3424</td>\n",
       "      <td>-1.38494</td>\n",
       "      <td>-1.87231</td>\n",
       "      <td>11.0381</td>\n",
       "      <td>64.1818</td>\n",
       "      <td>20.1303</td>\n",
       "      <td>4.49072</td>\n",
       "      <td>0.747104</td>\n",
       "      <td>22.0157</td>\n",
       "      <td>0.797926</td>\n",
       "      <td>1.89928</td>\n",
       "      <td>-1.46104</td>\n",
       "      <td>50.4551</td>\n",
       "      <td>11.5204</td>\n",
       "      <td>1.37874</td>\n",
       "      <td>0.665559</td>\n",
       "      <td>9.20427</td>\n",
       "      <td>0.257632</td>\n",
       "      <td>1.8465</td>\n",
       "      <td>-2.90596</td>\n",
       "      <td>0.00969351</td>\n",
       "      <td>0.00762034</td>\n",
       "      <td>10.9997</td>\n",
       "      <td>4.59871</td>\n",
       "      <td>80.0395</td>\n",
       "      <td>8.8439e-06</td>\n",
       "      <td>0.170787</td>\n",
       "      <td>1</td>\n",
       "      <td>0.510848</td>\n",
       "      <td>0.437355</td>\n",
       "      <td>0.0303257</td>\n",
       "      <td>4397.56</td>\n",
       "      <td>-0.0664022</td>\n",
       "      <td>0.972512</td>\n",
       "      <td>1.06572</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.91045</td>\n",
       "      <td>1.84678</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.04717</td>\n",
       "      <td>1.19723</td>\n",
       "      <td>1.44693</td>\n",
       "      <td>1.1433</td>\n",
       "      <td>1.38175</td>\n",
       "      <td>1.20857</td>\n",
       "      <td>0.0327922</td>\n",
       "      <td>-19.228</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0.501672</td>\n",
       "      <td>0.501672</td>\n",
       "      <td>0.558528</td>\n",
       "      <td>0.632107</td>\n",
       "      <td>0.70903</td>\n",
       "      <td>0.762542</td>\n",
       "      <td>0.77592</td>\n",
       "      <td>0.816054</td>\n",
       "      <td>0.816054</td>\n",
       "      <td>0.979933</td>\n",
       "      <td>0.989967</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.394422</td>\n",
       "      <td>0</td>\n",
       "      <td>1.61786</td>\n",
       "      <td>814.567</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>300</td>\n",
       "      <td>115.031</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>28807.8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>592489</td>\n",
       "      <td>58071.4</td>\n",
       "      <td>14489.4</td>\n",
       "      <td>406.079</td>\n",
       "      <td>455.893</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.94268</td>\n",
       "      <td>28.5321</td>\n",
       "      <td>1.69074</td>\n",
       "      <td>7.49928</td>\n",
       "      <td>4205.59</td>\n",
       "      <td>13120.1</td>\n",
       "      <td>0.388293</td>\n",
       "      <td>14148.5</td>\n",
       "      <td>-25011.9</td>\n",
       "      <td>105446</td>\n",
       "      <td>1138.02</td>\n",
       "      <td>62.3343</td>\n",
       "      <td>23.4914</td>\n",
       "      <td>5.44004</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>80.686</td>\n",
       "      <td>0.148071</td>\n",
       "      <td>2.92908</td>\n",
       "      <td>2.80119</td>\n",
       "      <td>2.46812</td>\n",
       "      <td>7567.64</td>\n",
       "      <td>1593.9</td>\n",
       "      <td>750.545</td>\n",
       "      <td>304.764</td>\n",
       "      <td>6.10011</td>\n",
       "      <td>-0.769778</td>\n",
       "      <td>-0.426324</td>\n",
       "      <td>-0.147677</td>\n",
       "      <td>1287.87</td>\n",
       "      <td>105.181</td>\n",
       "      <td>55.9503</td>\n",
       "      <td>3.55962</td>\n",
       "      <td>9.20698</td>\n",
       "      <td>1.30475</td>\n",
       "      <td>-1.96628</td>\n",
       "      <td>0.828113</td>\n",
       "      <td>6.64983</td>\n",
       "      <td>1.13167</td>\n",
       "      <td>3.04572</td>\n",
       "      <td>4.59695</td>\n",
       "      <td>1.64774e-06</td>\n",
       "      <td>1.0823e-05</td>\n",
       "      <td>0.324008</td>\n",
       "      <td>1</td>\n",
       "      <td>0.966536</td>\n",
       "      <td>1.11045</td>\n",
       "      <td>0.0750482</td>\n",
       "      <td>-115.556</td>\n",
       "      <td>21.7157</td>\n",
       "      <td>0.972605</td>\n",
       "      <td>1.13658</td>\n",
       "      <td>0.875929</td>\n",
       "      <td>1.82165</td>\n",
       "      <td>1.81762</td>\n",
       "      <td>2.37416</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.06376</td>\n",
       "      <td>1.15152</td>\n",
       "      <td>1.31792</td>\n",
       "      <td>1.08249</td>\n",
       "      <td>1.23892</td>\n",
       "      <td>1.14451</td>\n",
       "      <td>0.0299631</td>\n",
       "      <td>8.0777</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58278.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.260563</td>\n",
       "      <td>0.422535</td>\n",
       "      <td>0.514085</td>\n",
       "      <td>0.542254</td>\n",
       "      <td>0.619718</td>\n",
       "      <td>0.619718</td>\n",
       "      <td>0.957746</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.830509</td>\n",
       "      <td>0.0332523</td>\n",
       "      <td>2.27269</td>\n",
       "      <td>14148.5</td>\n",
       "      <td>-1.00511</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>258.53</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>2605.38</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>54588.8</td>\n",
       "      <td>5686.15</td>\n",
       "      <td>1395.88</td>\n",
       "      <td>44.5629</td>\n",
       "      <td>475.397</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>1.99669</td>\n",
       "      <td>23.6874</td>\n",
       "      <td>1.79436</td>\n",
       "      <td>8.61505</td>\n",
       "      <td>393.762</td>\n",
       "      <td>1243.08</td>\n",
       "      <td>0.39409</td>\n",
       "      <td>1384.19</td>\n",
       "      <td>-3.17715</td>\n",
       "      <td>4.09602</td>\n",
       "      <td>105.251</td>\n",
       "      <td>8.56797</td>\n",
       "      <td>2.01968</td>\n",
       "      <td>0.469358</td>\n",
       "      <td>0.992095</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-2.58351</td>\n",
       "      <td>2.79681</td>\n",
       "      <td>0.515508</td>\n",
       "      <td>2.49747</td>\n",
       "      <td>79.7665</td>\n",
       "      <td>5.96426</td>\n",
       "      <td>1.24719</td>\n",
       "      <td>0.311214</td>\n",
       "      <td>0.117016</td>\n",
       "      <td>-1.52414</td>\n",
       "      <td>-2.8206</td>\n",
       "      <td>1.59528</td>\n",
       "      <td>73.1528</td>\n",
       "      <td>4.27882</td>\n",
       "      <td>1.40783</td>\n",
       "      <td>0.280379</td>\n",
       "      <td>1.03958</td>\n",
       "      <td>-2.81614</td>\n",
       "      <td>1.96117</td>\n",
       "      <td>-0.482845</td>\n",
       "      <td>0.757872</td>\n",
       "      <td>0.695033</td>\n",
       "      <td>0.117949</td>\n",
       "      <td>1.04786</td>\n",
       "      <td>8.20282e-07</td>\n",
       "      <td>1.25246e-06</td>\n",
       "      <td>0.397652</td>\n",
       "      <td>2</td>\n",
       "      <td>0.969228</td>\n",
       "      <td>0.910906</td>\n",
       "      <td>0.0692573</td>\n",
       "      <td>19.6567</td>\n",
       "      <td>1.5194</td>\n",
       "      <td>1.39242</td>\n",
       "      <td>0.979845</td>\n",
       "      <td>1.27665</td>\n",
       "      <td>1.76944</td>\n",
       "      <td>1.88495</td>\n",
       "      <td>1.64435</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.05248</td>\n",
       "      <td>1.1853</td>\n",
       "      <td>1.40797</td>\n",
       "      <td>1.1262</td>\n",
       "      <td>1.33776</td>\n",
       "      <td>1.18786</td>\n",
       "      <td>0.0300871</td>\n",
       "      <td>-6.87175</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10274</td>\n",
       "      <td>0.253425</td>\n",
       "      <td>0.410959</td>\n",
       "      <td>0.520548</td>\n",
       "      <td>0.547945</td>\n",
       "      <td>0.623288</td>\n",
       "      <td>0.623288</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>0.979452</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.807755</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>2.2424</td>\n",
       "      <td>1384.19</td>\n",
       "      <td>-0.499615</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>297.49</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>4084.16</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>95258.4</td>\n",
       "      <td>8891.11</td>\n",
       "      <td>2250.28</td>\n",
       "      <td>67.4592</td>\n",
       "      <td>722.78</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0469799</td>\n",
       "      <td>0.966443</td>\n",
       "      <td>None</td>\n",
       "      <td>39.6012</td>\n",
       "      <td>24.6016</td>\n",
       "      <td>1.76181</td>\n",
       "      <td>8.5056</td>\n",
       "      <td>609.836</td>\n",
       "      <td>1902.68</td>\n",
       "      <td>0.38913</td>\n",
       "      <td>2218.29</td>\n",
       "      <td>-359.686</td>\n",
       "      <td>632.13</td>\n",
       "      <td>165.165</td>\n",
       "      <td>7.32422</td>\n",
       "      <td>3.34633</td>\n",
       "      <td>0.459011</td>\n",
       "      <td>1.97571</td>\n",
       "      <td>78.7206</td>\n",
       "      <td>-1.25772</td>\n",
       "      <td>-2.68617</td>\n",
       "      <td>2.27654</td>\n",
       "      <td>2.5863</td>\n",
       "      <td>128.622</td>\n",
       "      <td>2.51047</td>\n",
       "      <td>1.35732</td>\n",
       "      <td>0.397061</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-1.3436</td>\n",
       "      <td>-2.96437</td>\n",
       "      <td>1.15459</td>\n",
       "      <td>119.454</td>\n",
       "      <td>11.1929</td>\n",
       "      <td>1.1716</td>\n",
       "      <td>0.383234</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.54076</td>\n",
       "      <td>-1.45825</td>\n",
       "      <td>2.91098</td>\n",
       "      <td>0.77875</td>\n",
       "      <td>0.723242</td>\n",
       "      <td>1.01373</td>\n",
       "      <td>1.01373</td>\n",
       "      <td>2.74852e-06</td>\n",
       "      <td>3.12149e-07</td>\n",
       "      <td>0.348385</td>\n",
       "      <td>3</td>\n",
       "      <td>0.96578</td>\n",
       "      <td>0.882593</td>\n",
       "      <td>0.0653892</td>\n",
       "      <td>3.3441</td>\n",
       "      <td>3.11267</td>\n",
       "      <td>1.59035</td>\n",
       "      <td>1.05625</td>\n",
       "      <td>0.953661</td>\n",
       "      <td>1.60723</td>\n",
       "      <td>1.82398</td>\n",
       "      <td>1.68927</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.05191</td>\n",
       "      <td>1.20125</td>\n",
       "      <td>1.44465</td>\n",
       "      <td>1.14197</td>\n",
       "      <td>1.37336</td>\n",
       "      <td>1.20263</td>\n",
       "      <td>0.0300869</td>\n",
       "      <td>-6.86741</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.108108</td>\n",
       "      <td>0.256757</td>\n",
       "      <td>0.412162</td>\n",
       "      <td>0.52027</td>\n",
       "      <td>0.547297</td>\n",
       "      <td>0.628378</td>\n",
       "      <td>0.628378</td>\n",
       "      <td>0.959459</td>\n",
       "      <td>0.97973</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.796839</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>2.22878</td>\n",
       "      <td>2218.29</td>\n",
       "      <td>-0.499615</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>149</td>\n",
       "      <td>295.441</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>1494.94</td>\n",
       "      <td>1.43085e-86</td>\n",
       "      <td>1.28364e-80</td>\n",
       "      <td>1.21559e-71</td>\n",
       "      <td>2.42249e-62</td>\n",
       "      <td>2.75369e-42</td>\n",
       "      <td>None</td>\n",
       "      <td>3275.95</td>\n",
       "      <td>814.596</td>\n",
       "      <td>37.8363</td>\n",
       "      <td>286.072</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0472973</td>\n",
       "      <td>0.972973</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02582</td>\n",
       "      <td>22.4166</td>\n",
       "      <td>1.96289</td>\n",
       "      <td>8.76538</td>\n",
       "      <td>224.272</td>\n",
       "      <td>755.405</td>\n",
       "      <td>0.42132</td>\n",
       "      <td>810.658</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>4079.95</td>\n",
       "      <td>1464.98</td>\n",
       "      <td>461.859</td>\n",
       "      <td>298.04</td>\n",
       "      <td>2.00217</td>\n",
       "      <td>0.00337838</td>\n",
       "      <td>-1.30303</td>\n",
       "      <td>-1.29882</td>\n",
       "      <td>-1.72427</td>\n",
       "      <td>8.78626</td>\n",
       "      <td>2762.14</td>\n",
       "      <td>494.478</td>\n",
       "      <td>880.664</td>\n",
       "      <td>30.2733</td>\n",
       "      <td>0.500966</td>\n",
       "      <td>0.392036</td>\n",
       "      <td>-2.81308</td>\n",
       "      <td>1.70226</td>\n",
       "      <td>60.7553</td>\n",
       "      <td>9.18591</td>\n",
       "      <td>3.67989</td>\n",
       "      <td>1.16108</td>\n",
       "      <td>9.51292</td>\n",
       "      <td>2.71805</td>\n",
       "      <td>-1.09698</td>\n",
       "      <td>-0.84354</td>\n",
       "      <td>0.677004</td>\n",
       "      <td>0.0148912</td>\n",
       "      <td>0.250212</td>\n",
       "      <td>4.75131</td>\n",
       "      <td>51.2136</td>\n",
       "      <td>8142.77</td>\n",
       "      <td>0.0507079</td>\n",
       "      <td>1</td>\n",
       "      <td>0.827677</td>\n",
       "      <td>0.658931</td>\n",
       "      <td>0.0405411</td>\n",
       "      <td>2747.69</td>\n",
       "      <td>0.0641941</td>\n",
       "      <td>0.954122</td>\n",
       "      <td>1.15989</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.87785</td>\n",
       "      <td>1.2401</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.03138</td>\n",
       "      <td>1.17209</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1.13643</td>\n",
       "      <td>1.39619</td>\n",
       "      <td>1.22857</td>\n",
       "      <td>0.0330668</td>\n",
       "      <td>-17.4278</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58280.1</td>\n",
       "      <td>0.501695</td>\n",
       "      <td>0.501695</td>\n",
       "      <td>0.559322</td>\n",
       "      <td>0.630508</td>\n",
       "      <td>0.708475</td>\n",
       "      <td>0.762712</td>\n",
       "      <td>0.772881</td>\n",
       "      <td>0.813559</td>\n",
       "      <td>0.813559</td>\n",
       "      <td>0.979661</td>\n",
       "      <td>0.989831</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.39977</td>\n",
       "      <td>0</td>\n",
       "      <td>1.62853</td>\n",
       "      <td>810.658</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>296</td>\n",
       "      <td>110.158</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>14601.8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>293079</td>\n",
       "      <td>29425.7</td>\n",
       "      <td>7262.75</td>\n",
       "      <td>200.748</td>\n",
       "      <td>221.986</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0410959</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>None</td>\n",
       "      <td>40.3325</td>\n",
       "      <td>27.1527</td>\n",
       "      <td>1.68244</td>\n",
       "      <td>7.6126</td>\n",
       "      <td>2110.75</td>\n",
       "      <td>6469.68</td>\n",
       "      <td>0.382081</td>\n",
       "      <td>7131.47</td>\n",
       "      <td>-1064.84</td>\n",
       "      <td>888.703</td>\n",
       "      <td>561.227</td>\n",
       "      <td>32.189</td>\n",
       "      <td>11.9678</td>\n",
       "      <td>2.66687</td>\n",
       "      <td>6.10011</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-0.00989535</td>\n",
       "      <td>2.80472</td>\n",
       "      <td>2.62941</td>\n",
       "      <td>2.44405</td>\n",
       "      <td>4590.55</td>\n",
       "      <td>1058.33</td>\n",
       "      <td>504.812</td>\n",
       "      <td>207.217</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.88941</td>\n",
       "      <td>-0.537829</td>\n",
       "      <td>-0.298354</td>\n",
       "      <td>524.652</td>\n",
       "      <td>39.5869</td>\n",
       "      <td>10.113</td>\n",
       "      <td>0.57624</td>\n",
       "      <td>0.503679</td>\n",
       "      <td>-0.828798</td>\n",
       "      <td>-3.02091</td>\n",
       "      <td>2.38952</td>\n",
       "      <td>8.17948</td>\n",
       "      <td>0.934829</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>0.0825688</td>\n",
       "      <td>2.83219e-05</td>\n",
       "      <td>3.27503e-06</td>\n",
       "      <td>0.323118</td>\n",
       "      <td>1</td>\n",
       "      <td>1.01837</td>\n",
       "      <td>1.14541</td>\n",
       "      <td>0.0745453</td>\n",
       "      <td>-48.8623</td>\n",
       "      <td>11.5722</td>\n",
       "      <td>0.889768</td>\n",
       "      <td>1.0628</td>\n",
       "      <td>0.870053</td>\n",
       "      <td>1.89105</td>\n",
       "      <td>1.82843</td>\n",
       "      <td>2.69727</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.05433</td>\n",
       "      <td>1.16181</td>\n",
       "      <td>1.34962</td>\n",
       "      <td>1.10194</td>\n",
       "      <td>1.28008</td>\n",
       "      <td>1.16165</td>\n",
       "      <td>0.0300217</td>\n",
       "      <td>8.06812</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.255172</td>\n",
       "      <td>0.413793</td>\n",
       "      <td>0.510345</td>\n",
       "      <td>0.544828</td>\n",
       "      <td>0.62069</td>\n",
       "      <td>0.62069</td>\n",
       "      <td>0.958621</td>\n",
       "      <td>0.97931</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.813326</td>\n",
       "      <td>0.0336921</td>\n",
       "      <td>2.24905</td>\n",
       "      <td>7131.47</td>\n",
       "      <td>0.00372367</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>146</td>\n",
       "      <td>254.936</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>21075.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>428036</td>\n",
       "      <td>42457</td>\n",
       "      <td>10514.6</td>\n",
       "      <td>284.765</td>\n",
       "      <td>305.17</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.048951</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.94383</td>\n",
       "      <td>27.9009</td>\n",
       "      <td>1.69624</td>\n",
       "      <td>7.53169</td>\n",
       "      <td>3075.87</td>\n",
       "      <td>9423.71</td>\n",
       "      <td>0.381618</td>\n",
       "      <td>10295.6</td>\n",
       "      <td>-2410.34</td>\n",
       "      <td>2026.89</td>\n",
       "      <td>800.953</td>\n",
       "      <td>38.8091</td>\n",
       "      <td>17.6672</td>\n",
       "      <td>3.88113</td>\n",
       "      <td>6.10011</td>\n",
       "      <td>80.686</td>\n",
       "      <td>0.0422853</td>\n",
       "      <td>2.85515</td>\n",
       "      <td>2.62808</td>\n",
       "      <td>2.52103</td>\n",
       "      <td>748.649</td>\n",
       "      <td>24.8605</td>\n",
       "      <td>3.79864</td>\n",
       "      <td>5.02477</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-2.10208</td>\n",
       "      <td>-2.7499</td>\n",
       "      <td>1.46737</td>\n",
       "      <td>6458.91</td>\n",
       "      <td>1490.42</td>\n",
       "      <td>712.556</td>\n",
       "      <td>290.304</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.902285</td>\n",
       "      <td>-0.551688</td>\n",
       "      <td>-0.320215</td>\n",
       "      <td>0.934698</td>\n",
       "      <td>8.06403</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>8.6907e-06</td>\n",
       "      <td>2.27879e-05</td>\n",
       "      <td>0.327244</td>\n",
       "      <td>2</td>\n",
       "      <td>0.954785</td>\n",
       "      <td>0.974755</td>\n",
       "      <td>0.0760175</td>\n",
       "      <td>-79.4726</td>\n",
       "      <td>16.6351</td>\n",
       "      <td>0.943721</td>\n",
       "      <td>1.05999</td>\n",
       "      <td>0.810342</td>\n",
       "      <td>1.84471</td>\n",
       "      <td>1.82502</td>\n",
       "      <td>2.15932</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.06376</td>\n",
       "      <td>1.15152</td>\n",
       "      <td>1.31792</td>\n",
       "      <td>1.08249</td>\n",
       "      <td>1.23892</td>\n",
       "      <td>1.14451</td>\n",
       "      <td>0.0299631</td>\n",
       "      <td>8.0777</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58278.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.260563</td>\n",
       "      <td>0.422535</td>\n",
       "      <td>0.514085</td>\n",
       "      <td>0.542254</td>\n",
       "      <td>0.619718</td>\n",
       "      <td>0.619718</td>\n",
       "      <td>0.957746</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.830509</td>\n",
       "      <td>0.0332523</td>\n",
       "      <td>2.27269</td>\n",
       "      <td>10295.6</td>\n",
       "      <td>-1.00511</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>258.53</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>2197.84</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>46804.7</td>\n",
       "      <td>4825.59</td>\n",
       "      <td>1191.19</td>\n",
       "      <td>48.4672</td>\n",
       "      <td>429.911</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0492958</td>\n",
       "      <td>0.964789</td>\n",
       "      <td>None</td>\n",
       "      <td>39.9229</td>\n",
       "      <td>23.4574</td>\n",
       "      <td>1.73357</td>\n",
       "      <td>8.38878</td>\n",
       "      <td>340.111</td>\n",
       "      <td>1128.9</td>\n",
       "      <td>0.414437</td>\n",
       "      <td>1185.4</td>\n",
       "      <td>-1578.29</td>\n",
       "      <td>8503.96</td>\n",
       "      <td>94.5855</td>\n",
       "      <td>4.4287</td>\n",
       "      <td>1.76794</td>\n",
       "      <td>0.151285</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>81.0265</td>\n",
       "      <td>-1.25904</td>\n",
       "      <td>-2.85407</td>\n",
       "      <td>1.75935</td>\n",
       "      <td>2.60537</td>\n",
       "      <td>614.821</td>\n",
       "      <td>120.713</td>\n",
       "      <td>60.3102</td>\n",
       "      <td>24.5113</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.932861</td>\n",
       "      <td>-0.660544</td>\n",
       "      <td>-0.363566</td>\n",
       "      <td>81.9183</td>\n",
       "      <td>5.9791</td>\n",
       "      <td>1.8223</td>\n",
       "      <td>0.588222</td>\n",
       "      <td>0.0356137</td>\n",
       "      <td>-1.1799</td>\n",
       "      <td>-0.618045</td>\n",
       "      <td>2.59578</td>\n",
       "      <td>6.50016</td>\n",
       "      <td>0.866076</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0177815</td>\n",
       "      <td>6.25321e-07</td>\n",
       "      <td>2.01475e-06</td>\n",
       "      <td>0.349163</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00888</td>\n",
       "      <td>0.957263</td>\n",
       "      <td>0.0702817</td>\n",
       "      <td>2.76192</td>\n",
       "      <td>1.98705</td>\n",
       "      <td>0.954107</td>\n",
       "      <td>1.13713</td>\n",
       "      <td>0.962289</td>\n",
       "      <td>1.73947</td>\n",
       "      <td>1.83583</td>\n",
       "      <td>1.57727</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.06563</td>\n",
       "      <td>1.16184</td>\n",
       "      <td>1.33464</td>\n",
       "      <td>1.09029</td>\n",
       "      <td>1.25245</td>\n",
       "      <td>1.14873</td>\n",
       "      <td>0.0299225</td>\n",
       "      <td>8.18296</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58278.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.106383</td>\n",
       "      <td>0.262411</td>\n",
       "      <td>0.41844</td>\n",
       "      <td>0.510638</td>\n",
       "      <td>0.539007</td>\n",
       "      <td>0.617021</td>\n",
       "      <td>0.617021</td>\n",
       "      <td>0.957447</td>\n",
       "      <td>0.978723</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.836399</td>\n",
       "      <td>0.0336921</td>\n",
       "      <td>2.2798</td>\n",
       "      <td>1185.4</td>\n",
       "      <td>-1.00295</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>142</td>\n",
       "      <td>259.456</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>34195.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>695354</td>\n",
       "      <td>68860.2</td>\n",
       "      <td>17008.7</td>\n",
       "      <td>444.473</td>\n",
       "      <td>468.805</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.041958</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>40.4709</td>\n",
       "      <td>28.8642</td>\n",
       "      <td>1.69957</td>\n",
       "      <td>7.54855</td>\n",
       "      <td>4987.26</td>\n",
       "      <td>15360.5</td>\n",
       "      <td>0.383763</td>\n",
       "      <td>16677.9</td>\n",
       "      <td>-5318.67</td>\n",
       "      <td>4506.58</td>\n",
       "      <td>1289.1</td>\n",
       "      <td>47.2066</td>\n",
       "      <td>10.1553</td>\n",
       "      <td>10.1912</td>\n",
       "      <td>3.14927</td>\n",
       "      <td>80.686</td>\n",
       "      <td>-2.16119</td>\n",
       "      <td>2.74418</td>\n",
       "      <td>1.62071</td>\n",
       "      <td>2.49385</td>\n",
       "      <td>10579.7</td>\n",
       "      <td>2624.25</td>\n",
       "      <td>1202.46</td>\n",
       "      <td>480.733</td>\n",
       "      <td>2.00284</td>\n",
       "      <td>-0.962822</td>\n",
       "      <td>-0.608014</td>\n",
       "      <td>-0.453501</td>\n",
       "      <td>1211.53</td>\n",
       "      <td>69.5098</td>\n",
       "      <td>22.0627</td>\n",
       "      <td>3.55748</td>\n",
       "      <td>9.51224</td>\n",
       "      <td>0.114205</td>\n",
       "      <td>-1.66317</td>\n",
       "      <td>-1.95947</td>\n",
       "      <td>8.20706</td>\n",
       "      <td>0.939826</td>\n",
       "      <td>0.635972</td>\n",
       "      <td>3.02046</td>\n",
       "      <td>1.92283e-05</td>\n",
       "      <td>3.94878e-06</td>\n",
       "      <td>0.368171</td>\n",
       "      <td>1</td>\n",
       "      <td>0.970931</td>\n",
       "      <td>1.09981</td>\n",
       "      <td>0.0764393</td>\n",
       "      <td>-201.159</td>\n",
       "      <td>22.2398</td>\n",
       "      <td>0.906305</td>\n",
       "      <td>1.03283</td>\n",
       "      <td>0.81215</td>\n",
       "      <td>1.83732</td>\n",
       "      <td>1.81567</td>\n",
       "      <td>2.0443</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.06376</td>\n",
       "      <td>1.15152</td>\n",
       "      <td>1.31792</td>\n",
       "      <td>1.08249</td>\n",
       "      <td>1.23892</td>\n",
       "      <td>1.14451</td>\n",
       "      <td>0.0299631</td>\n",
       "      <td>8.0777</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58278.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.105634</td>\n",
       "      <td>0.260563</td>\n",
       "      <td>0.422535</td>\n",
       "      <td>0.514085</td>\n",
       "      <td>0.542254</td>\n",
       "      <td>0.619718</td>\n",
       "      <td>0.619718</td>\n",
       "      <td>0.957746</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.830509</td>\n",
       "      <td>0.0332523</td>\n",
       "      <td>2.27269</td>\n",
       "      <td>16677.9</td>\n",
       "      <td>-1.00511</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>143</td>\n",
       "      <td>258.53</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>208209</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>419174</td>\n",
       "      <td>104515</td>\n",
       "      <td>2829.35</td>\n",
       "      <td>2756.85</td>\n",
       "      <td>None</td>\n",
       "      <td>0.041958</td>\n",
       "      <td>0.958042</td>\n",
       "      <td>None</td>\n",
       "      <td>1.00831</td>\n",
       "      <td>32.479</td>\n",
       "      <td>1.69625</td>\n",
       "      <td>7.47906</td>\n",
       "      <td>30344.6</td>\n",
       "      <td>92825.5</td>\n",
       "      <td>0.381741</td>\n",
       "      <td>102398</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>196571</td>\n",
       "      <td>159526</td>\n",
       "      <td>112821</td>\n",
       "      <td>64693.8</td>\n",
       "      <td>4.00332</td>\n",
       "      <td>0.0034965</td>\n",
       "      <td>-1.53721</td>\n",
       "      <td>-3.01075</td>\n",
       "      <td>1.82991</td>\n",
       "      <td>8.86415</td>\n",
       "      <td>7769.34</td>\n",
       "      <td>2231.62</td>\n",
       "      <td>350.45</td>\n",
       "      <td>80.7039</td>\n",
       "      <td>2.14598</td>\n",
       "      <td>1.31025</td>\n",
       "      <td>2.38541</td>\n",
       "      <td>-2.03358</td>\n",
       "      <td>6428.24</td>\n",
       "      <td>1379.65</td>\n",
       "      <td>156.461</td>\n",
       "      <td>77.8799</td>\n",
       "      <td>8.20369</td>\n",
       "      <td>1.20606</td>\n",
       "      <td>2.4541</td>\n",
       "      <td>-1.29505</td>\n",
       "      <td>0.0395245</td>\n",
       "      <td>0.0327019</td>\n",
       "      <td>0.53605</td>\n",
       "      <td>2.04922</td>\n",
       "      <td>19648.7</td>\n",
       "      <td>677662</td>\n",
       "      <td>0.0770501</td>\n",
       "      <td>1</td>\n",
       "      <td>0.638876</td>\n",
       "      <td>0.59135</td>\n",
       "      <td>0.026372</td>\n",
       "      <td>102766</td>\n",
       "      <td>26.6209</td>\n",
       "      <td>1.14579</td>\n",
       "      <td>1.12925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.906393</td>\n",
       "      <td>1.8147</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.06376</td>\n",
       "      <td>1.15152</td>\n",
       "      <td>1.31792</td>\n",
       "      <td>1.08249</td>\n",
       "      <td>1.23892</td>\n",
       "      <td>1.14451</td>\n",
       "      <td>0.0327053</td>\n",
       "      <td>-19.8312</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58278.6</td>\n",
       "      <td>0.501754</td>\n",
       "      <td>0.501754</td>\n",
       "      <td>0.554386</td>\n",
       "      <td>0.631579</td>\n",
       "      <td>0.712281</td>\n",
       "      <td>0.757895</td>\n",
       "      <td>0.77193</td>\n",
       "      <td>0.810526</td>\n",
       "      <td>0.810526</td>\n",
       "      <td>0.978947</td>\n",
       "      <td>0.989474</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.413797</td>\n",
       "      <td>0</td>\n",
       "      <td>1.65708</td>\n",
       "      <td>102398</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>286</td>\n",
       "      <td>117.66</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>7426.39</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>15019.5</td>\n",
       "      <td>3683.08</td>\n",
       "      <td>90.5837</td>\n",
       "      <td>166.712</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0253</td>\n",
       "      <td>25.9296</td>\n",
       "      <td>1.59152</td>\n",
       "      <td>7.36286</td>\n",
       "      <td>1091.65</td>\n",
       "      <td>3445.7</td>\n",
       "      <td>0.392966</td>\n",
       "      <td>3575.48</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>7147.35</td>\n",
       "      <td>5762</td>\n",
       "      <td>4106.23</td>\n",
       "      <td>2340.77</td>\n",
       "      <td>4.00332</td>\n",
       "      <td>0.00340136</td>\n",
       "      <td>-1.53763</td>\n",
       "      <td>-3.01572</td>\n",
       "      <td>1.8328</td>\n",
       "      <td>8.82231</td>\n",
       "      <td>297.38</td>\n",
       "      <td>84.8263</td>\n",
       "      <td>13.2424</td>\n",
       "      <td>3.2487</td>\n",
       "      <td>2.14598</td>\n",
       "      <td>1.28428</td>\n",
       "      <td>2.72875</td>\n",
       "      <td>-1.60296</td>\n",
       "      <td>209.643</td>\n",
       "      <td>45.3083</td>\n",
       "      <td>8.27699</td>\n",
       "      <td>3.04621</td>\n",
       "      <td>8.20369</td>\n",
       "      <td>1.04984</td>\n",
       "      <td>2.21935</td>\n",
       "      <td>-1.30668</td>\n",
       "      <td>0.0416071</td>\n",
       "      <td>0.0293316</td>\n",
       "      <td>0.53605</td>\n",
       "      <td>2.04922</td>\n",
       "      <td>717.224</td>\n",
       "      <td>24550.9</td>\n",
       "      <td>0.0766269</td>\n",
       "      <td>1</td>\n",
       "      <td>0.690066</td>\n",
       "      <td>0.527758</td>\n",
       "      <td>0.0288473</td>\n",
       "      <td>3737.24</td>\n",
       "      <td>0.384484</td>\n",
       "      <td>0.950737</td>\n",
       "      <td>1.13617</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.905742</td>\n",
       "      <td>2.18171</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.05331</td>\n",
       "      <td>1.16587</td>\n",
       "      <td>1.37406</td>\n",
       "      <td>1.10686</td>\n",
       "      <td>1.30451</td>\n",
       "      <td>1.17857</td>\n",
       "      <td>0.0327545</td>\n",
       "      <td>-19.2478</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.1</td>\n",
       "      <td>0.501706</td>\n",
       "      <td>0.501706</td>\n",
       "      <td>0.552901</td>\n",
       "      <td>0.627986</td>\n",
       "      <td>0.706485</td>\n",
       "      <td>0.761092</td>\n",
       "      <td>0.774744</td>\n",
       "      <td>0.812287</td>\n",
       "      <td>0.812287</td>\n",
       "      <td>0.979522</td>\n",
       "      <td>0.989761</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.402499</td>\n",
       "      <td>0</td>\n",
       "      <td>1.63357</td>\n",
       "      <td>3575.48</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>294</td>\n",
       "      <td>115.978</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2005.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>4400.55</td>\n",
       "      <td>1060.12</td>\n",
       "      <td>47.6329</td>\n",
       "      <td>390.185</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0333333</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.02507</td>\n",
       "      <td>23.2234</td>\n",
       "      <td>1.75265</td>\n",
       "      <td>8.9587</td>\n",
       "      <td>301.237</td>\n",
       "      <td>969.104</td>\n",
       "      <td>0.402142</td>\n",
       "      <td>1048.34</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>8339.26</td>\n",
       "      <td>3282.57</td>\n",
       "      <td>909.98</td>\n",
       "      <td>700.277</td>\n",
       "      <td>2.00149</td>\n",
       "      <td>0.00333333</td>\n",
       "      <td>-1.36578</td>\n",
       "      <td>-1.47465</td>\n",
       "      <td>-1.97468</td>\n",
       "      <td>11.0425</td>\n",
       "      <td>76.5211</td>\n",
       "      <td>3.82183</td>\n",
       "      <td>2.98745</td>\n",
       "      <td>0.695121</td>\n",
       "      <td>20.0505</td>\n",
       "      <td>-0.422348</td>\n",
       "      <td>2.97264</td>\n",
       "      <td>0.159825</td>\n",
       "      <td>68.8675</td>\n",
       "      <td>5.58459</td>\n",
       "      <td>2.65603</td>\n",
       "      <td>0.162842</td>\n",
       "      <td>9.19274</td>\n",
       "      <td>-2.67793</td>\n",
       "      <td>-1.91334</td>\n",
       "      <td>0.699526</td>\n",
       "      <td>0.00917601</td>\n",
       "      <td>0.00825823</td>\n",
       "      <td>10.0178</td>\n",
       "      <td>4.59295</td>\n",
       "      <td>80.5044</td>\n",
       "      <td>1.58411e-05</td>\n",
       "      <td>0.169428</td>\n",
       "      <td>1</td>\n",
       "      <td>0.465105</td>\n",
       "      <td>0.438029</td>\n",
       "      <td>0.0292038</td>\n",
       "      <td>5470.99</td>\n",
       "      <td>0.012847</td>\n",
       "      <td>1.20231</td>\n",
       "      <td>1.06521</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.91203</td>\n",
       "      <td>1.42866</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1.04717</td>\n",
       "      <td>1.19723</td>\n",
       "      <td>1.44693</td>\n",
       "      <td>1.1433</td>\n",
       "      <td>1.38175</td>\n",
       "      <td>1.20857</td>\n",
       "      <td>0.0327922</td>\n",
       "      <td>-19.228</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58279.7</td>\n",
       "      <td>0.501672</td>\n",
       "      <td>0.501672</td>\n",
       "      <td>0.558528</td>\n",
       "      <td>0.632107</td>\n",
       "      <td>0.70903</td>\n",
       "      <td>0.762542</td>\n",
       "      <td>0.77592</td>\n",
       "      <td>0.816054</td>\n",
       "      <td>0.816054</td>\n",
       "      <td>0.979933</td>\n",
       "      <td>0.989967</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.394422</td>\n",
       "      <td>0</td>\n",
       "      <td>1.61786</td>\n",
       "      <td>1048.34</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>300</td>\n",
       "      <td>115.031</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>117.932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>16645.2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>373483</td>\n",
       "      <td>36269.4</td>\n",
       "      <td>8907.51</td>\n",
       "      <td>258.138</td>\n",
       "      <td>2979.01</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>41.939</td>\n",
       "      <td>27.3431</td>\n",
       "      <td>1.8455</td>\n",
       "      <td>8.95348</td>\n",
       "      <td>2481.52</td>\n",
       "      <td>7077.6</td>\n",
       "      <td>0.35593</td>\n",
       "      <td>8812.17</td>\n",
       "      <td>-2149.92</td>\n",
       "      <td>3603.6</td>\n",
       "      <td>644.011</td>\n",
       "      <td>32.1959</td>\n",
       "      <td>13.8914</td>\n",
       "      <td>1.83061</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.43472</td>\n",
       "      <td>-2.4333</td>\n",
       "      <td>2.38334</td>\n",
       "      <td>2.50971</td>\n",
       "      <td>519.907</td>\n",
       "      <td>32.4866</td>\n",
       "      <td>4.43258</td>\n",
       "      <td>3.60814</td>\n",
       "      <td>1.99038</td>\n",
       "      <td>-2.30537</td>\n",
       "      <td>2.10903</td>\n",
       "      <td>0.634825</td>\n",
       "      <td>480.324</td>\n",
       "      <td>27.0523</td>\n",
       "      <td>7.24385</td>\n",
       "      <td>1.70781</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>-2.06869</td>\n",
       "      <td>3.05959</td>\n",
       "      <td>1.19795</td>\n",
       "      <td>0.807296</td>\n",
       "      <td>0.745832</td>\n",
       "      <td>1.00819</td>\n",
       "      <td>2.10133</td>\n",
       "      <td>8.27361e-06</td>\n",
       "      <td>1.64197e-05</td>\n",
       "      <td>0.352082</td>\n",
       "      <td>2</td>\n",
       "      <td>0.969479</td>\n",
       "      <td>0.852706</td>\n",
       "      <td>0.0689377</td>\n",
       "      <td>3.65585</td>\n",
       "      <td>11.5488</td>\n",
       "      <td>1.05458</td>\n",
       "      <td>1.07562</td>\n",
       "      <td>0.684001</td>\n",
       "      <td>1.29371</td>\n",
       "      <td>1.84633</td>\n",
       "      <td>1.75185</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0094</td>\n",
       "      <td>1.21493</td>\n",
       "      <td>1.29398</td>\n",
       "      <td>1.20362</td>\n",
       "      <td>1.28193</td>\n",
       "      <td>1.06506</td>\n",
       "      <td>0.0273016</td>\n",
       "      <td>-6.36746</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.116438</td>\n",
       "      <td>0.260274</td>\n",
       "      <td>0.410959</td>\n",
       "      <td>0.520548</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.0321296</td>\n",
       "      <td>2.16508</td>\n",
       "      <td>8812.17</td>\n",
       "      <td>-1.00449</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>298.852</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>12159.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>269804</td>\n",
       "      <td>26565.5</td>\n",
       "      <td>6547.39</td>\n",
       "      <td>164.987</td>\n",
       "      <td>2246.13</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>42.1533</td>\n",
       "      <td>26.71</td>\n",
       "      <td>1.83024</td>\n",
       "      <td>8.96315</td>\n",
       "      <td>1816.36</td>\n",
       "      <td>5084.23</td>\n",
       "      <td>0.349179</td>\n",
       "      <td>6460.91</td>\n",
       "      <td>-855.907</td>\n",
       "      <td>591.668</td>\n",
       "      <td>396.983</td>\n",
       "      <td>22.9487</td>\n",
       "      <td>5.98195</td>\n",
       "      <td>1.71355</td>\n",
       "      <td>0.971953</td>\n",
       "      <td>126.752</td>\n",
       "      <td>-2.59766</td>\n",
       "      <td>2.76481</td>\n",
       "      <td>0.594416</td>\n",
       "      <td>2.52902</td>\n",
       "      <td>354.749</td>\n",
       "      <td>21.1196</td>\n",
       "      <td>5.564</td>\n",
       "      <td>1.36984</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-2.54673</td>\n",
       "      <td>2.8232</td>\n",
       "      <td>0.598478</td>\n",
       "      <td>340.932</td>\n",
       "      <td>28.911</td>\n",
       "      <td>4.02563</td>\n",
       "      <td>2.57631</td>\n",
       "      <td>0.0424345</td>\n",
       "      <td>-2.2866</td>\n",
       "      <td>2.50505</td>\n",
       "      <td>0.572582</td>\n",
       "      <td>0.893614</td>\n",
       "      <td>0.858809</td>\n",
       "      <td>1.14969</td>\n",
       "      <td>0.043659</td>\n",
       "      <td>2.13727e-06</td>\n",
       "      <td>8.29485e-06</td>\n",
       "      <td>0.387503</td>\n",
       "      <td>1</td>\n",
       "      <td>0.894922</td>\n",
       "      <td>0.816019</td>\n",
       "      <td>0.0687964</td>\n",
       "      <td>53.9262</td>\n",
       "      <td>7.20253</td>\n",
       "      <td>0.798778</td>\n",
       "      <td>1.04777</td>\n",
       "      <td>0.875886</td>\n",
       "      <td>1.27232</td>\n",
       "      <td>1.8489</td>\n",
       "      <td>1.71787</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>1.01498</td>\n",
       "      <td>1.22902</td>\n",
       "      <td>1.98535</td>\n",
       "      <td>1.21088</td>\n",
       "      <td>1.95604</td>\n",
       "      <td>1.61538</td>\n",
       "      <td>0.0275413</td>\n",
       "      <td>-8.79264</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.109589</td>\n",
       "      <td>0.246575</td>\n",
       "      <td>0.39726</td>\n",
       "      <td>0.506849</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.0338078</td>\n",
       "      <td>2.16489</td>\n",
       "      <td>6460.91</td>\n",
       "      <td>-1.00449</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>296.166</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>39083.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>813549</td>\n",
       "      <td>78627.1</td>\n",
       "      <td>19421.7</td>\n",
       "      <td>470.824</td>\n",
       "      <td>460.157</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0536913</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>None</td>\n",
       "      <td>43.8335</td>\n",
       "      <td>29.0821</td>\n",
       "      <td>1.68819</td>\n",
       "      <td>7.86022</td>\n",
       "      <td>5546.28</td>\n",
       "      <td>15754.6</td>\n",
       "      <td>0.353779</td>\n",
       "      <td>19007.4</td>\n",
       "      <td>-0.00572444</td>\n",
       "      <td>0.00380556</td>\n",
       "      <td>1457.77</td>\n",
       "      <td>78.7253</td>\n",
       "      <td>16.5585</td>\n",
       "      <td>10.0136</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>78.7206</td>\n",
       "      <td>-1.85749</td>\n",
       "      <td>-3.05765</td>\n",
       "      <td>1.09077</td>\n",
       "      <td>2.53085</td>\n",
       "      <td>1072.55</td>\n",
       "      <td>38.7494</td>\n",
       "      <td>20.7916</td>\n",
       "      <td>7.54498</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>-2.72884</td>\n",
       "      <td>3.0221</td>\n",
       "      <td>0.293321</td>\n",
       "      <td>1015.87</td>\n",
       "      <td>106.232</td>\n",
       "      <td>16.3243</td>\n",
       "      <td>5.24259</td>\n",
       "      <td>4.00299</td>\n",
       "      <td>-0.415101</td>\n",
       "      <td>-1.40212</td>\n",
       "      <td>2.23954</td>\n",
       "      <td>0.735747</td>\n",
       "      <td>0.696865</td>\n",
       "      <td>1</td>\n",
       "      <td>4.05112</td>\n",
       "      <td>1.56279e-07</td>\n",
       "      <td>1.8107e-06</td>\n",
       "      <td>0.370709</td>\n",
       "      <td>3</td>\n",
       "      <td>0.867605</td>\n",
       "      <td>0.875854</td>\n",
       "      <td>0.0731272</td>\n",
       "      <td>-84.2369</td>\n",
       "      <td>27.9798</td>\n",
       "      <td>0.79322</td>\n",
       "      <td>1.08694</td>\n",
       "      <td>0.822894</td>\n",
       "      <td>1.31616</td>\n",
       "      <td>1.83277</td>\n",
       "      <td>2.10379</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>1.02174</td>\n",
       "      <td>1.24503</td>\n",
       "      <td>1.96516</td>\n",
       "      <td>1.21854</td>\n",
       "      <td>1.92334</td>\n",
       "      <td>1.5784</td>\n",
       "      <td>0.027261</td>\n",
       "      <td>-3.90022</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.108108</td>\n",
       "      <td>0.243243</td>\n",
       "      <td>0.412162</td>\n",
       "      <td>0.513514</td>\n",
       "      <td>0.547297</td>\n",
       "      <td>0.635135</td>\n",
       "      <td>0.635135</td>\n",
       "      <td>0.972973</td>\n",
       "      <td>0.993243</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.668756</td>\n",
       "      <td>0.0321296</td>\n",
       "      <td>2.15143</td>\n",
       "      <td>19007.4</td>\n",
       "      <td>-0.500133</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>149</td>\n",
       "      <td>296.567</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>22202.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>458099</td>\n",
       "      <td>44622.2</td>\n",
       "      <td>11005.3</td>\n",
       "      <td>255.581</td>\n",
       "      <td>216.411</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>None</td>\n",
       "      <td>43.8723</td>\n",
       "      <td>27.9613</td>\n",
       "      <td>1.70267</td>\n",
       "      <td>7.76097</td>\n",
       "      <td>3181.6</td>\n",
       "      <td>9115.18</td>\n",
       "      <td>0.356941</td>\n",
       "      <td>10791.1</td>\n",
       "      <td>-0.0033204</td>\n",
       "      <td>0.00220289</td>\n",
       "      <td>864.124</td>\n",
       "      <td>41.549</td>\n",
       "      <td>10.0083</td>\n",
       "      <td>5.60822</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.76256</td>\n",
       "      <td>-3.07847</td>\n",
       "      <td>1.25442</td>\n",
       "      <td>2.52999</td>\n",
       "      <td>608.743</td>\n",
       "      <td>24.7702</td>\n",
       "      <td>12.5003</td>\n",
       "      <td>4.18223</td>\n",
       "      <td>2.28944</td>\n",
       "      <td>-2.78629</td>\n",
       "      <td>2.9892</td>\n",
       "      <td>0.306089</td>\n",
       "      <td>955.958</td>\n",
       "      <td>130.626</td>\n",
       "      <td>30.5255</td>\n",
       "      <td>8.23873</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>-0.818882</td>\n",
       "      <td>-1.47729</td>\n",
       "      <td>-1.66208</td>\n",
       "      <td>0.704462</td>\n",
       "      <td>1.10627</td>\n",
       "      <td>2.31697</td>\n",
       "      <td>1</td>\n",
       "      <td>1.62732e-07</td>\n",
       "      <td>7.01481e-06</td>\n",
       "      <td>0.36541</td>\n",
       "      <td>2</td>\n",
       "      <td>0.871862</td>\n",
       "      <td>0.876248</td>\n",
       "      <td>0.0742157</td>\n",
       "      <td>-51.538</td>\n",
       "      <td>15.747</td>\n",
       "      <td>0.943832</td>\n",
       "      <td>1.08954</td>\n",
       "      <td>0.830183</td>\n",
       "      <td>1.31436</td>\n",
       "      <td>1.82506</td>\n",
       "      <td>2.46128</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>1.01515</td>\n",
       "      <td>1.22654</td>\n",
       "      <td>1.31051</td>\n",
       "      <td>1.20824</td>\n",
       "      <td>1.29095</td>\n",
       "      <td>1.06846</td>\n",
       "      <td>0.0271588</td>\n",
       "      <td>-4.34214</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.110345</td>\n",
       "      <td>0.248276</td>\n",
       "      <td>0.413793</td>\n",
       "      <td>0.517241</td>\n",
       "      <td>0.537931</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>0.993103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.682593</td>\n",
       "      <td>0.0316435</td>\n",
       "      <td>2.17175</td>\n",
       "      <td>10791.1</td>\n",
       "      <td>-1.00171</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>146</td>\n",
       "      <td>299.336</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>4856.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>109610</td>\n",
       "      <td>10621.7</td>\n",
       "      <td>2620.43</td>\n",
       "      <td>68.8922</td>\n",
       "      <td>909.534</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>41.6215</td>\n",
       "      <td>24.891</td>\n",
       "      <td>1.80913</td>\n",
       "      <td>9.00178</td>\n",
       "      <td>727.445</td>\n",
       "      <td>2041.06</td>\n",
       "      <td>0.349901</td>\n",
       "      <td>2581.47</td>\n",
       "      <td>-457.824</td>\n",
       "      <td>759.859</td>\n",
       "      <td>194.719</td>\n",
       "      <td>9.17437</td>\n",
       "      <td>4.19886</td>\n",
       "      <td>0.672501</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.53919</td>\n",
       "      <td>-2.6194</td>\n",
       "      <td>2.07039</td>\n",
       "      <td>2.49987</td>\n",
       "      <td>147.682</td>\n",
       "      <td>8.87903</td>\n",
       "      <td>1.22794</td>\n",
       "      <td>1.0625</td>\n",
       "      <td>1.99038</td>\n",
       "      <td>-2.29297</td>\n",
       "      <td>2.07526</td>\n",
       "      <td>0.72932</td>\n",
       "      <td>138.553</td>\n",
       "      <td>8.03554</td>\n",
       "      <td>2.04348</td>\n",
       "      <td>0.474976</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>-2.18101</td>\n",
       "      <td>3.08291</td>\n",
       "      <td>1.12914</td>\n",
       "      <td>0.758434</td>\n",
       "      <td>0.711552</td>\n",
       "      <td>1.00819</td>\n",
       "      <td>2.10133</td>\n",
       "      <td>6.91514e-07</td>\n",
       "      <td>5.75881e-07</td>\n",
       "      <td>0.354745</td>\n",
       "      <td>2</td>\n",
       "      <td>0.921261</td>\n",
       "      <td>0.834741</td>\n",
       "      <td>0.0687959</td>\n",
       "      <td>-1.78107</td>\n",
       "      <td>3.40295</td>\n",
       "      <td>1.0662</td>\n",
       "      <td>1.07948</td>\n",
       "      <td>0.899269</td>\n",
       "      <td>1.83918</td>\n",
       "      <td>1.85485</td>\n",
       "      <td>1.91088</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>1.00758</td>\n",
       "      <td>1.21739</td>\n",
       "      <td>1.29756</td>\n",
       "      <td>1.20824</td>\n",
       "      <td>1.2878</td>\n",
       "      <td>1.06585</td>\n",
       "      <td>0.0275367</td>\n",
       "      <td>-4.74725</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.241379</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.517241</td>\n",
       "      <td>0.537931</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>0.993103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.682593</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>2.17174</td>\n",
       "      <td>2581.47</td>\n",
       "      <td>-1.00171</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>146</td>\n",
       "      <td>299.259</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>41503.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.12793e+06</td>\n",
       "      <td>83555.3</td>\n",
       "      <td>17835.2</td>\n",
       "      <td>1954.88</td>\n",
       "      <td>549.115</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0666667</td>\n",
       "      <td>0.96</td>\n",
       "      <td>None</td>\n",
       "      <td>8.13947</td>\n",
       "      <td>29.9319</td>\n",
       "      <td>1.15367</td>\n",
       "      <td>6.50272</td>\n",
       "      <td>6396.93</td>\n",
       "      <td>30016.5</td>\n",
       "      <td>0.573658</td>\n",
       "      <td>19163.7</td>\n",
       "      <td>-5826.1</td>\n",
       "      <td>4387.65</td>\n",
       "      <td>1703.63</td>\n",
       "      <td>178.492</td>\n",
       "      <td>22.4041</td>\n",
       "      <td>11.4365</td>\n",
       "      <td>4.23739</td>\n",
       "      <td>78.4053</td>\n",
       "      <td>-2.18062</td>\n",
       "      <td>2.95654</td>\n",
       "      <td>0.780882</td>\n",
       "      <td>2.6055</td>\n",
       "      <td>1657.8</td>\n",
       "      <td>107.971</td>\n",
       "      <td>12.3745</td>\n",
       "      <td>12.4446</td>\n",
       "      <td>3.14622</td>\n",
       "      <td>-1.60429</td>\n",
       "      <td>-2.69878</td>\n",
       "      <td>0.521958</td>\n",
       "      <td>1265.67</td>\n",
       "      <td>89.1118</td>\n",
       "      <td>14.1506</td>\n",
       "      <td>7.15417</td>\n",
       "      <td>21.1465</td>\n",
       "      <td>-1.71797</td>\n",
       "      <td>-3.05864</td>\n",
       "      <td>0.492842</td>\n",
       "      <td>0.973099</td>\n",
       "      <td>0.742928</td>\n",
       "      <td>0.742489</td>\n",
       "      <td>4.99046</td>\n",
       "      <td>6.29127e-06</td>\n",
       "      <td>2.29119e-05</td>\n",
       "      <td>0.398816</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0132</td>\n",
       "      <td>0.941581</td>\n",
       "      <td>0.0934986</td>\n",
       "      <td>109.282</td>\n",
       "      <td>-8.88656</td>\n",
       "      <td>1.10845</td>\n",
       "      <td>1.06846</td>\n",
       "      <td>1.23839</td>\n",
       "      <td>1.59855</td>\n",
       "      <td>1.82437</td>\n",
       "      <td>0.99182</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>1.00901</td>\n",
       "      <td>1.22271</td>\n",
       "      <td>2.84264</td>\n",
       "      <td>1.21179</td>\n",
       "      <td>2.81726</td>\n",
       "      <td>2.32487</td>\n",
       "      <td>0.0272093</td>\n",
       "      <td>-5.14153</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.114094</td>\n",
       "      <td>0.261745</td>\n",
       "      <td>0.416107</td>\n",
       "      <td>0.52349</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.637584</td>\n",
       "      <td>0.637584</td>\n",
       "      <td>0.973154</td>\n",
       "      <td>0.993289</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.664268</td>\n",
       "      <td>0.0316435</td>\n",
       "      <td>2.1449</td>\n",
       "      <td>19163.7</td>\n",
       "      <td>-1.00171</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>150</td>\n",
       "      <td>296.101</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>2035.69</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>46957.3</td>\n",
       "      <td>4404.61</td>\n",
       "      <td>1077.43</td>\n",
       "      <td>42.6926</td>\n",
       "      <td>333.221</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>42.2613</td>\n",
       "      <td>23.2174</td>\n",
       "      <td>1.74917</td>\n",
       "      <td>8.80292</td>\n",
       "      <td>303.409</td>\n",
       "      <td>950.539</td>\n",
       "      <td>0.391036</td>\n",
       "      <td>1067.27</td>\n",
       "      <td>-54638.1</td>\n",
       "      <td>65516.1</td>\n",
       "      <td>78.1557</td>\n",
       "      <td>11.5672</td>\n",
       "      <td>1.13213</td>\n",
       "      <td>0.285339</td>\n",
       "      <td>4.00299</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>0.180037</td>\n",
       "      <td>-0.549503</td>\n",
       "      <td>3.0435</td>\n",
       "      <td>2.48817</td>\n",
       "      <td>57.2778</td>\n",
       "      <td>2.4924</td>\n",
       "      <td>1.18632</td>\n",
       "      <td>0.366735</td>\n",
       "      <td>0.026269</td>\n",
       "      <td>-2.10759</td>\n",
       "      <td>2.96904</td>\n",
       "      <td>0.888128</td>\n",
       "      <td>93.1818</td>\n",
       "      <td>10.4534</td>\n",
       "      <td>2.45927</td>\n",
       "      <td>0.677879</td>\n",
       "      <td>0.026269</td>\n",
       "      <td>-1.14145</td>\n",
       "      <td>-1.63354</td>\n",
       "      <td>-2.3119</td>\n",
       "      <td>0.732867</td>\n",
       "      <td>1.19226</td>\n",
       "      <td>0.00656234</td>\n",
       "      <td>0.00656234</td>\n",
       "      <td>1.66805e-07</td>\n",
       "      <td>1.29681e-06</td>\n",
       "      <td>0.271443</td>\n",
       "      <td>1</td>\n",
       "      <td>0.87191</td>\n",
       "      <td>0.919538</td>\n",
       "      <td>0.0695642</td>\n",
       "      <td>-13.1497</td>\n",
       "      <td>1.27972</td>\n",
       "      <td>1.24038</td>\n",
       "      <td>1.01199</td>\n",
       "      <td>1.12289</td>\n",
       "      <td>1.67231</td>\n",
       "      <td>1.8314</td>\n",
       "      <td>1.27758</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>1.03711</td>\n",
       "      <td>1.26471</td>\n",
       "      <td>3.07143</td>\n",
       "      <td>1.21946</td>\n",
       "      <td>2.96154</td>\n",
       "      <td>2.42857</td>\n",
       "      <td>0.0272597</td>\n",
       "      <td>-8.51327</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58282.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.109589</td>\n",
       "      <td>0.253425</td>\n",
       "      <td>0.40411</td>\n",
       "      <td>0.513699</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>2.16499</td>\n",
       "      <td>1067.27</td>\n",
       "      <td>-0.500133</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>296.908</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>4134.14</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>91573.8</td>\n",
       "      <td>9048.16</td>\n",
       "      <td>2239.92</td>\n",
       "      <td>61.8319</td>\n",
       "      <td>779.874</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0410959</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>42.1533</td>\n",
       "      <td>24.5642</td>\n",
       "      <td>1.82841</td>\n",
       "      <td>8.80407</td>\n",
       "      <td>622.363</td>\n",
       "      <td>1827.27</td>\n",
       "      <td>0.366321</td>\n",
       "      <td>2212.93</td>\n",
       "      <td>-535.202</td>\n",
       "      <td>907.016</td>\n",
       "      <td>169.188</td>\n",
       "      <td>6.97442</td>\n",
       "      <td>3.66289</td>\n",
       "      <td>0.438973</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.6618</td>\n",
       "      <td>-2.6878</td>\n",
       "      <td>2.3821</td>\n",
       "      <td>2.52654</td>\n",
       "      <td>125.138</td>\n",
       "      <td>7.37132</td>\n",
       "      <td>1.28425</td>\n",
       "      <td>0.595948</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-0.786799</td>\n",
       "      <td>-2.42186</td>\n",
       "      <td>-2.82359</td>\n",
       "      <td>119.798</td>\n",
       "      <td>6.87387</td>\n",
       "      <td>2.99054</td>\n",
       "      <td>0.417111</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-0.862137</td>\n",
       "      <td>-1.9979</td>\n",
       "      <td>-2.40207</td>\n",
       "      <td>0.739642</td>\n",
       "      <td>0.708078</td>\n",
       "      <td>0.566018</td>\n",
       "      <td>0.062436</td>\n",
       "      <td>4.13363e-06</td>\n",
       "      <td>5.11156e-07</td>\n",
       "      <td>0.356813</td>\n",
       "      <td>1</td>\n",
       "      <td>0.965475</td>\n",
       "      <td>0.862869</td>\n",
       "      <td>0.068327</td>\n",
       "      <td>-0.274604</td>\n",
       "      <td>3.36693</td>\n",
       "      <td>1.03038</td>\n",
       "      <td>1.08546</td>\n",
       "      <td>1.1154</td>\n",
       "      <td>1.44391</td>\n",
       "      <td>1.83389</td>\n",
       "      <td>1.37167</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>1.01883</td>\n",
       "      <td>1.23516</td>\n",
       "      <td>1.31951</td>\n",
       "      <td>1.21233</td>\n",
       "      <td>1.29512</td>\n",
       "      <td>1.06829</td>\n",
       "      <td>0.0273941</td>\n",
       "      <td>-3.25974</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.110345</td>\n",
       "      <td>0.248276</td>\n",
       "      <td>0.406897</td>\n",
       "      <td>0.510345</td>\n",
       "      <td>0.537931</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>0.993103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.682593</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>2.17174</td>\n",
       "      <td>2212.93</td>\n",
       "      <td>0.00144801</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>146</td>\n",
       "      <td>299.544</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>3168.46</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>71341.4</td>\n",
       "      <td>6919.68</td>\n",
       "      <td>1670.71</td>\n",
       "      <td>47.0362</td>\n",
       "      <td>582.76</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0486111</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>None</td>\n",
       "      <td>42.0459</td>\n",
       "      <td>24.0849</td>\n",
       "      <td>1.75849</td>\n",
       "      <td>8.84707</td>\n",
       "      <td>481.084</td>\n",
       "      <td>1388.52</td>\n",
       "      <td>0.360267</td>\n",
       "      <td>1656.98</td>\n",
       "      <td>-410.811</td>\n",
       "      <td>675.982</td>\n",
       "      <td>131.572</td>\n",
       "      <td>5.37145</td>\n",
       "      <td>2.70032</td>\n",
       "      <td>0.40829</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>80.3494</td>\n",
       "      <td>-1.25367</td>\n",
       "      <td>-2.58073</td>\n",
       "      <td>2.23318</td>\n",
       "      <td>2.52934</td>\n",
       "      <td>91.4463</td>\n",
       "      <td>6.12866</td>\n",
       "      <td>1.42784</td>\n",
       "      <td>0.334789</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-2.44141</td>\n",
       "      <td>2.86892</td>\n",
       "      <td>0.614396</td>\n",
       "      <td>88.6014</td>\n",
       "      <td>7.09042</td>\n",
       "      <td>0.971516</td>\n",
       "      <td>0.707774</td>\n",
       "      <td>2.03888</td>\n",
       "      <td>-2.3284</td>\n",
       "      <td>2.38919</td>\n",
       "      <td>0.6572</td>\n",
       "      <td>0.695031</td>\n",
       "      <td>0.673408</td>\n",
       "      <td>0.566018</td>\n",
       "      <td>1.03275</td>\n",
       "      <td>5.71551e-06</td>\n",
       "      <td>4.6379e-06</td>\n",
       "      <td>0.348941</td>\n",
       "      <td>2</td>\n",
       "      <td>0.873628</td>\n",
       "      <td>0.866855</td>\n",
       "      <td>0.0723966</td>\n",
       "      <td>-0.178555</td>\n",
       "      <td>2.58773</td>\n",
       "      <td>0.872927</td>\n",
       "      <td>1.08267</td>\n",
       "      <td>1.18885</td>\n",
       "      <td>1.62052</td>\n",
       "      <td>1.85526</td>\n",
       "      <td>1.84534</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>1.03876</td>\n",
       "      <td>1.25822</td>\n",
       "      <td>3.06286</td>\n",
       "      <td>1.21127</td>\n",
       "      <td>2.94857</td>\n",
       "      <td>2.43429</td>\n",
       "      <td>0.0272882</td>\n",
       "      <td>-6.81326</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0979021</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.503497</td>\n",
       "      <td>0.531469</td>\n",
       "      <td>0.622378</td>\n",
       "      <td>0.622378</td>\n",
       "      <td>0.972028</td>\n",
       "      <td>0.993007</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.69214</td>\n",
       "      <td>0.0336921</td>\n",
       "      <td>2.18532</td>\n",
       "      <td>1656.98</td>\n",
       "      <td>0.00144801</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>144</td>\n",
       "      <td>299.226</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>10416.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>226235</td>\n",
       "      <td>22798.4</td>\n",
       "      <td>5652.18</td>\n",
       "      <td>129.107</td>\n",
       "      <td>1964.7</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>41.482</td>\n",
       "      <td>26.3937</td>\n",
       "      <td>1.84404</td>\n",
       "      <td>8.92484</td>\n",
       "      <td>1563.01</td>\n",
       "      <td>4334.22</td>\n",
       "      <td>0.34569</td>\n",
       "      <td>5561.7</td>\n",
       "      <td>-1221.92</td>\n",
       "      <td>2212.8</td>\n",
       "      <td>432.553</td>\n",
       "      <td>17.7802</td>\n",
       "      <td>8.93588</td>\n",
       "      <td>1.09674</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.45559</td>\n",
       "      <td>-2.66777</td>\n",
       "      <td>2.30759</td>\n",
       "      <td>2.60774</td>\n",
       "      <td>318.666</td>\n",
       "      <td>20.9578</td>\n",
       "      <td>2.5312</td>\n",
       "      <td>2.24415</td>\n",
       "      <td>1.99038</td>\n",
       "      <td>-2.22052</td>\n",
       "      <td>2.09577</td>\n",
       "      <td>0.650608</td>\n",
       "      <td>292.379</td>\n",
       "      <td>16.5349</td>\n",
       "      <td>4.37865</td>\n",
       "      <td>0.983383</td>\n",
       "      <td>6.17726</td>\n",
       "      <td>-2.10684</td>\n",
       "      <td>3.11261</td>\n",
       "      <td>1.21782</td>\n",
       "      <td>0.736711</td>\n",
       "      <td>0.675938</td>\n",
       "      <td>1.00819</td>\n",
       "      <td>3.12897</td>\n",
       "      <td>6.49988e-06</td>\n",
       "      <td>5.51115e-06</td>\n",
       "      <td>0.352649</td>\n",
       "      <td>2</td>\n",
       "      <td>0.895365</td>\n",
       "      <td>0.839668</td>\n",
       "      <td>0.068213</td>\n",
       "      <td>-3.48954</td>\n",
       "      <td>7.30917</td>\n",
       "      <td>1.09677</td>\n",
       "      <td>1.07681</td>\n",
       "      <td>0.832456</td>\n",
       "      <td>1.57839</td>\n",
       "      <td>1.8461</td>\n",
       "      <td>2.0569</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>1.01143</td>\n",
       "      <td>1.21789</td>\n",
       "      <td>1.29512</td>\n",
       "      <td>1.20413</td>\n",
       "      <td>1.28049</td>\n",
       "      <td>1.06341</td>\n",
       "      <td>0.0273491</td>\n",
       "      <td>-9.5473</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.248276</td>\n",
       "      <td>0.393103</td>\n",
       "      <td>0.517241</td>\n",
       "      <td>0.537931</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>0.993103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.682593</td>\n",
       "      <td>0.0328125</td>\n",
       "      <td>2.17174</td>\n",
       "      <td>5561.7</td>\n",
       "      <td>-1.00726</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>146</td>\n",
       "      <td>297.515</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>17546.5</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>360040</td>\n",
       "      <td>35248.3</td>\n",
       "      <td>8632.74</td>\n",
       "      <td>209.344</td>\n",
       "      <td>155.398</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0544218</td>\n",
       "      <td>0.959184</td>\n",
       "      <td>None</td>\n",
       "      <td>43.9502</td>\n",
       "      <td>27.4986</td>\n",
       "      <td>1.69816</td>\n",
       "      <td>7.81168</td>\n",
       "      <td>2508.25</td>\n",
       "      <td>7317.36</td>\n",
       "      <td>0.363575</td>\n",
       "      <td>8470.55</td>\n",
       "      <td>-0.0101728</td>\n",
       "      <td>0.00728024</td>\n",
       "      <td>665.568</td>\n",
       "      <td>80.8978</td>\n",
       "      <td>9.84191</td>\n",
       "      <td>2.66126</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-0.153419</td>\n",
       "      <td>-1.01126</td>\n",
       "      <td>2.72771</td>\n",
       "      <td>2.48144</td>\n",
       "      <td>524.678</td>\n",
       "      <td>27.1508</td>\n",
       "      <td>6.04038</td>\n",
       "      <td>2.69754</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-0.796772</td>\n",
       "      <td>-2.85558</td>\n",
       "      <td>2.19035</td>\n",
       "      <td>456.115</td>\n",
       "      <td>24.9438</td>\n",
       "      <td>7.82256</td>\n",
       "      <td>2.20651</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-2.53052</td>\n",
       "      <td>-2.65344</td>\n",
       "      <td>0.847463</td>\n",
       "      <td>0.788316</td>\n",
       "      <td>0.685302</td>\n",
       "      <td>1.71115</td>\n",
       "      <td>0.0297126</td>\n",
       "      <td>6.73582e-06</td>\n",
       "      <td>6.59098e-06</td>\n",
       "      <td>0.285575</td>\n",
       "      <td>0</td>\n",
       "      <td>0.950263</td>\n",
       "      <td>0.854527</td>\n",
       "      <td>0.0750009</td>\n",
       "      <td>-119.829</td>\n",
       "      <td>9.31831</td>\n",
       "      <td>0.821316</td>\n",
       "      <td>1.10796</td>\n",
       "      <td>0.913373</td>\n",
       "      <td>1.94286</td>\n",
       "      <td>1.83115</td>\n",
       "      <td>1.87009</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>1.03605</td>\n",
       "      <td>1.2381</td>\n",
       "      <td>2.98361</td>\n",
       "      <td>1.19501</td>\n",
       "      <td>2.87978</td>\n",
       "      <td>2.40984</td>\n",
       "      <td>0.027398</td>\n",
       "      <td>-3.08715</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.116438</td>\n",
       "      <td>0.253425</td>\n",
       "      <td>0.40411</td>\n",
       "      <td>0.506849</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>2.16481</td>\n",
       "      <td>8470.55</td>\n",
       "      <td>-0.500133</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>297.549</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>2929.13</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>62586.1</td>\n",
       "      <td>6351.24</td>\n",
       "      <td>1533.86</td>\n",
       "      <td>47.443</td>\n",
       "      <td>492.966</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0482759</td>\n",
       "      <td>0.965517</td>\n",
       "      <td>None</td>\n",
       "      <td>42.0102</td>\n",
       "      <td>23.8489</td>\n",
       "      <td>1.846</td>\n",
       "      <td>8.9818</td>\n",
       "      <td>438.727</td>\n",
       "      <td>1280.07</td>\n",
       "      <td>0.364142</td>\n",
       "      <td>1518.4</td>\n",
       "      <td>-216.068</td>\n",
       "      <td>154.431</td>\n",
       "      <td>151.258</td>\n",
       "      <td>16.8766</td>\n",
       "      <td>4.27923</td>\n",
       "      <td>0.958152</td>\n",
       "      <td>0.971953</td>\n",
       "      <td>50.1132</td>\n",
       "      <td>-1.09468</td>\n",
       "      <td>-1.77398</td>\n",
       "      <td>-2.09671</td>\n",
       "      <td>2.49246</td>\n",
       "      <td>88.6681</td>\n",
       "      <td>3.41543</td>\n",
       "      <td>1.3743</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>-2.10531</td>\n",
       "      <td>2.88802</td>\n",
       "      <td>0.352832</td>\n",
       "      <td>79.1533</td>\n",
       "      <td>4.77917</td>\n",
       "      <td>1.37001</td>\n",
       "      <td>0.452555</td>\n",
       "      <td>1.44075</td>\n",
       "      <td>-2.07866</td>\n",
       "      <td>3.01238</td>\n",
       "      <td>0.885182</td>\n",
       "      <td>0.586204</td>\n",
       "      <td>0.523299</td>\n",
       "      <td>4.26819</td>\n",
       "      <td>1.48233</td>\n",
       "      <td>6.23978e-07</td>\n",
       "      <td>5.05448e-06</td>\n",
       "      <td>0.329915</td>\n",
       "      <td>1</td>\n",
       "      <td>0.871831</td>\n",
       "      <td>0.843586</td>\n",
       "      <td>0.071684</td>\n",
       "      <td>63.8306</td>\n",
       "      <td>0.809752</td>\n",
       "      <td>0.776693</td>\n",
       "      <td>1.04039</td>\n",
       "      <td>1.10677</td>\n",
       "      <td>1.61878</td>\n",
       "      <td>1.84146</td>\n",
       "      <td>1.66031</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>1.00381</td>\n",
       "      <td>1.22274</td>\n",
       "      <td>2.94413</td>\n",
       "      <td>1.2181</td>\n",
       "      <td>2.93296</td>\n",
       "      <td>2.40782</td>\n",
       "      <td>0.0272962</td>\n",
       "      <td>-7.73242</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.395833</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.534722</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>0.993056</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.687333</td>\n",
       "      <td>0.0342939</td>\n",
       "      <td>2.17849</td>\n",
       "      <td>1518.4</td>\n",
       "      <td>-0.500133</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>145</td>\n",
       "      <td>298.218</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>37637.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>770695</td>\n",
       "      <td>75713.1</td>\n",
       "      <td>18719.1</td>\n",
       "      <td>400.877</td>\n",
       "      <td>438.404</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0472973</td>\n",
       "      <td>0.959459</td>\n",
       "      <td>None</td>\n",
       "      <td>43.6017</td>\n",
       "      <td>28.9853</td>\n",
       "      <td>1.70463</td>\n",
       "      <td>7.82367</td>\n",
       "      <td>5362.92</td>\n",
       "      <td>15169.1</td>\n",
       "      <td>0.35209</td>\n",
       "      <td>18283</td>\n",
       "      <td>-0.00580804</td>\n",
       "      <td>0.00397512</td>\n",
       "      <td>1405.55</td>\n",
       "      <td>74.0888</td>\n",
       "      <td>14.7928</td>\n",
       "      <td>10.0248</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>79.0393</td>\n",
       "      <td>-1.92333</td>\n",
       "      <td>-3.03758</td>\n",
       "      <td>1.07908</td>\n",
       "      <td>2.55984</td>\n",
       "      <td>1015.06</td>\n",
       "      <td>113.052</td>\n",
       "      <td>19.1923</td>\n",
       "      <td>4.32983</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-0.240957</td>\n",
       "      <td>-1.0012</td>\n",
       "      <td>2.71087</td>\n",
       "      <td>989.542</td>\n",
       "      <td>54.0523</td>\n",
       "      <td>11.7023</td>\n",
       "      <td>4.87902</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-0.743418</td>\n",
       "      <td>-2.90906</td>\n",
       "      <td>2.23279</td>\n",
       "      <td>0.722181</td>\n",
       "      <td>0.704025</td>\n",
       "      <td>7.18405</td>\n",
       "      <td>7.18405</td>\n",
       "      <td>5.84935e-06</td>\n",
       "      <td>4.98952e-05</td>\n",
       "      <td>0.372397</td>\n",
       "      <td>1</td>\n",
       "      <td>0.866094</td>\n",
       "      <td>0.863549</td>\n",
       "      <td>0.0739556</td>\n",
       "      <td>-94.2662</td>\n",
       "      <td>25.5865</td>\n",
       "      <td>0.832182</td>\n",
       "      <td>1.08306</td>\n",
       "      <td>0.87882</td>\n",
       "      <td>1.50922</td>\n",
       "      <td>1.82052</td>\n",
       "      <td>2.21112</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0221</td>\n",
       "      <td>1.24161</td>\n",
       "      <td>1.95423</td>\n",
       "      <td>1.21477</td>\n",
       "      <td>1.91197</td>\n",
       "      <td>1.57394</td>\n",
       "      <td>0.0273529</td>\n",
       "      <td>-5.03517</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.102041</td>\n",
       "      <td>0.231293</td>\n",
       "      <td>0.401361</td>\n",
       "      <td>0.517007</td>\n",
       "      <td>0.544218</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.632653</td>\n",
       "      <td>0.972789</td>\n",
       "      <td>0.993197</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.673306</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>2.15807</td>\n",
       "      <td>18283</td>\n",
       "      <td>-1.00171</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>148</td>\n",
       "      <td>297.276</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>1175</td>\n",
       "      <td>1.49917e-64</td>\n",
       "      <td>4.07143e-58</td>\n",
       "      <td>4.74201e-54</td>\n",
       "      <td>1.56847e-46</td>\n",
       "      <td>1.26251e-26</td>\n",
       "      <td>25809.1</td>\n",
       "      <td>2579.64</td>\n",
       "      <td>659.355</td>\n",
       "      <td>30.6696</td>\n",
       "      <td>229.639</td>\n",
       "      <td>7.6969e+171</td>\n",
       "      <td>0.0544218</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>1.40427e+67</td>\n",
       "      <td>42.479</td>\n",
       "      <td>22.1837</td>\n",
       "      <td>1.71671</td>\n",
       "      <td>8.09504</td>\n",
       "      <td>179.796</td>\n",
       "      <td>636.009</td>\n",
       "      <td>0.44143</td>\n",
       "      <td>652.036</td>\n",
       "      <td>-151.432</td>\n",
       "      <td>245.404</td>\n",
       "      <td>45.9922</td>\n",
       "      <td>2.03609</td>\n",
       "      <td>1.01804</td>\n",
       "      <td>0.120089</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.71233</td>\n",
       "      <td>-2.73933</td>\n",
       "      <td>1.88828</td>\n",
       "      <td>2.42166</td>\n",
       "      <td>48.0804</td>\n",
       "      <td>3.79684</td>\n",
       "      <td>0.545665</td>\n",
       "      <td>0.445413</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-2.61996</td>\n",
       "      <td>1.52537</td>\n",
       "      <td>0.250008</td>\n",
       "      <td>33.6786</td>\n",
       "      <td>2.77625</td>\n",
       "      <td>0.401187</td>\n",
       "      <td>0.146428</td>\n",
       "      <td>5.10225</td>\n",
       "      <td>-0.892041</td>\n",
       "      <td>-2.42153</td>\n",
       "      <td>1.33517</td>\n",
       "      <td>1.0454</td>\n",
       "      <td>0.732267</td>\n",
       "      <td>0.062436</td>\n",
       "      <td>2.58444</td>\n",
       "      <td>3.26191e-08</td>\n",
       "      <td>1.63165e-06</td>\n",
       "      <td>0.358912</td>\n",
       "      <td>1</td>\n",
       "      <td>1.13691</td>\n",
       "      <td>0.891457</td>\n",
       "      <td>0.0663596</td>\n",
       "      <td>-0.51466</td>\n",
       "      <td>0.964524</td>\n",
       "      <td>0.928881</td>\n",
       "      <td>1.13773</td>\n",
       "      <td>1.24854</td>\n",
       "      <td>1.6038</td>\n",
       "      <td>1.74257</td>\n",
       "      <td>1.24391</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>1.00185</td>\n",
       "      <td>1.22573</td>\n",
       "      <td>2.00369</td>\n",
       "      <td>1.22348</td>\n",
       "      <td>2</td>\n",
       "      <td>1.63469</td>\n",
       "      <td>0.0279583</td>\n",
       "      <td>-3.30079</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10274</td>\n",
       "      <td>0.246575</td>\n",
       "      <td>0.40411</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.0344097</td>\n",
       "      <td>2.16489</td>\n",
       "      <td>652.036</td>\n",
       "      <td>-0.500133</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>298.163</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>9532.17</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>187222</td>\n",
       "      <td>19225.9</td>\n",
       "      <td>4687.45</td>\n",
       "      <td>125.781</td>\n",
       "      <td>161.571</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0533333</td>\n",
       "      <td>0.96</td>\n",
       "      <td>None</td>\n",
       "      <td>43.9893</td>\n",
       "      <td>26.2528</td>\n",
       "      <td>1.70507</td>\n",
       "      <td>8.04216</td>\n",
       "      <td>1349.14</td>\n",
       "      <td>3905.82</td>\n",
       "      <td>0.360873</td>\n",
       "      <td>4605.16</td>\n",
       "      <td>-0.00554907</td>\n",
       "      <td>0.00418827</td>\n",
       "      <td>355.415</td>\n",
       "      <td>42.7806</td>\n",
       "      <td>5.58436</td>\n",
       "      <td>1.46738</td>\n",
       "      <td>4.14848</td>\n",
       "      <td>78.4053</td>\n",
       "      <td>-0.102181</td>\n",
       "      <td>-1.00187</td>\n",
       "      <td>2.72974</td>\n",
       "      <td>2.56312</td>\n",
       "      <td>272.219</td>\n",
       "      <td>15.9201</td>\n",
       "      <td>3.26075</td>\n",
       "      <td>1.29614</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-1.05849</td>\n",
       "      <td>-2.84449</td>\n",
       "      <td>2.11243</td>\n",
       "      <td>251.687</td>\n",
       "      <td>12.9543</td>\n",
       "      <td>4.33129</td>\n",
       "      <td>1.17699</td>\n",
       "      <td>7.09869</td>\n",
       "      <td>-2.50523</td>\n",
       "      <td>-2.55599</td>\n",
       "      <td>1.15291</td>\n",
       "      <td>0.765919</td>\n",
       "      <td>0.708149</td>\n",
       "      <td>1.71115</td>\n",
       "      <td>1.71115</td>\n",
       "      <td>3.68684e-06</td>\n",
       "      <td>3.60007e-08</td>\n",
       "      <td>0.285309</td>\n",
       "      <td>0</td>\n",
       "      <td>0.933163</td>\n",
       "      <td>0.851287</td>\n",
       "      <td>0.0736975</td>\n",
       "      <td>-65.0192</td>\n",
       "      <td>5.03446</td>\n",
       "      <td>0.833468</td>\n",
       "      <td>1.07791</td>\n",
       "      <td>0.907917</td>\n",
       "      <td>1.81126</td>\n",
       "      <td>1.85507</td>\n",
       "      <td>1.55076</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>1.01075</td>\n",
       "      <td>1.23144</td>\n",
       "      <td>1.91837</td>\n",
       "      <td>1.21834</td>\n",
       "      <td>1.89796</td>\n",
       "      <td>1.55782</td>\n",
       "      <td>0.0275246</td>\n",
       "      <td>-4.22721</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.107383</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.416107</td>\n",
       "      <td>0.52349</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.637584</td>\n",
       "      <td>0.637584</td>\n",
       "      <td>0.973154</td>\n",
       "      <td>0.993289</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.664268</td>\n",
       "      <td>0.0316435</td>\n",
       "      <td>2.14494</td>\n",
       "      <td>4605.16</td>\n",
       "      <td>-1.00171</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>150</td>\n",
       "      <td>295.584</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>16107.1</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>330459</td>\n",
       "      <td>32414</td>\n",
       "      <td>7850.97</td>\n",
       "      <td>242.199</td>\n",
       "      <td>199.739</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.959184</td>\n",
       "      <td>None</td>\n",
       "      <td>43.525</td>\n",
       "      <td>27.3171</td>\n",
       "      <td>1.69604</td>\n",
       "      <td>7.91598</td>\n",
       "      <td>2306.11</td>\n",
       "      <td>6952.9</td>\n",
       "      <td>0.375896</td>\n",
       "      <td>7716.8</td>\n",
       "      <td>-0.00248352</td>\n",
       "      <td>0.00173021</td>\n",
       "      <td>594.471</td>\n",
       "      <td>30.2256</td>\n",
       "      <td>6.83288</td>\n",
       "      <td>4.46088</td>\n",
       "      <td>0.988119</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.73797</td>\n",
       "      <td>-3.10279</td>\n",
       "      <td>1.15935</td>\n",
       "      <td>2.41916</td>\n",
       "      <td>446.991</td>\n",
       "      <td>17.4645</td>\n",
       "      <td>8.4453</td>\n",
       "      <td>3.26891</td>\n",
       "      <td>6.09643</td>\n",
       "      <td>-2.97378</td>\n",
       "      <td>2.81842</td>\n",
       "      <td>0.148515</td>\n",
       "      <td>725.142</td>\n",
       "      <td>89.8077</td>\n",
       "      <td>21.17</td>\n",
       "      <td>5.91706</td>\n",
       "      <td>10.348</td>\n",
       "      <td>-0.821635</td>\n",
       "      <td>-1.38111</td>\n",
       "      <td>-1.7083</td>\n",
       "      <td>0.751914</td>\n",
       "      <td>1.21981</td>\n",
       "      <td>6.16973</td>\n",
       "      <td>10.4724</td>\n",
       "      <td>1.08571e-07</td>\n",
       "      <td>5.73307e-07</td>\n",
       "      <td>0.366346</td>\n",
       "      <td>1</td>\n",
       "      <td>0.894624</td>\n",
       "      <td>0.932514</td>\n",
       "      <td>0.0767624</td>\n",
       "      <td>-33.8373</td>\n",
       "      <td>10.0274</td>\n",
       "      <td>0.856508</td>\n",
       "      <td>1.09648</td>\n",
       "      <td>0.626641</td>\n",
       "      <td>1.27591</td>\n",
       "      <td>1.81444</td>\n",
       "      <td>1.83038</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0339</td>\n",
       "      <td>1.2449</td>\n",
       "      <td>1.96774</td>\n",
       "      <td>1.20408</td>\n",
       "      <td>1.90323</td>\n",
       "      <td>1.58065</td>\n",
       "      <td>0.0277264</td>\n",
       "      <td>-2.15379</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.109589</td>\n",
       "      <td>0.246575</td>\n",
       "      <td>0.40411</td>\n",
       "      <td>0.506849</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.033368</td>\n",
       "      <td>2.16486</td>\n",
       "      <td>7716.8</td>\n",
       "      <td>-0.500133</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>297.017</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>11371.4</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>246116</td>\n",
       "      <td>24883.6</td>\n",
       "      <td>6104.42</td>\n",
       "      <td>125.056</td>\n",
       "      <td>2140.85</td>\n",
       "      <td>None</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.965986</td>\n",
       "      <td>None</td>\n",
       "      <td>41.4125</td>\n",
       "      <td>26.5753</td>\n",
       "      <td>1.84015</td>\n",
       "      <td>8.99824</td>\n",
       "      <td>1703.27</td>\n",
       "      <td>4655.79</td>\n",
       "      <td>0.34086</td>\n",
       "      <td>6011.28</td>\n",
       "      <td>-1073.18</td>\n",
       "      <td>1788.57</td>\n",
       "      <td>455.459</td>\n",
       "      <td>20.9953</td>\n",
       "      <td>10.0337</td>\n",
       "      <td>1.60889</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.3615</td>\n",
       "      <td>-1.5142</td>\n",
       "      <td>-2.77564</td>\n",
       "      <td>2.05372</td>\n",
       "      <td>2.50453</td>\n",
       "      <td>340.729</td>\n",
       "      <td>16.3226</td>\n",
       "      <td>3.33033</td>\n",
       "      <td>1.69802</td>\n",
       "      <td>1.11744</td>\n",
       "      <td>-0.656241</td>\n",
       "      <td>-2.3605</td>\n",
       "      <td>-2.77865</td>\n",
       "      <td>305.098</td>\n",
       "      <td>19.8614</td>\n",
       "      <td>5.39063</td>\n",
       "      <td>1.38606</td>\n",
       "      <td>0.123262</td>\n",
       "      <td>-1.61235</td>\n",
       "      <td>-2.81697</td>\n",
       "      <td>1.54843</td>\n",
       "      <td>0.7481</td>\n",
       "      <td>0.66987</td>\n",
       "      <td>0.566018</td>\n",
       "      <td>0.062436</td>\n",
       "      <td>3.69742e-06</td>\n",
       "      <td>2.43054e-06</td>\n",
       "      <td>0.353978</td>\n",
       "      <td>1</td>\n",
       "      <td>0.940661</td>\n",
       "      <td>0.823765</td>\n",
       "      <td>0.0695845</td>\n",
       "      <td>-3.26791</td>\n",
       "      <td>7.93119</td>\n",
       "      <td>0.878488</td>\n",
       "      <td>1.06571</td>\n",
       "      <td>0.989038</td>\n",
       "      <td>1.88931</td>\n",
       "      <td>1.86978</td>\n",
       "      <td>2.06802</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>1.02421</td>\n",
       "      <td>1.24717</td>\n",
       "      <td>2.98913</td>\n",
       "      <td>1.21769</td>\n",
       "      <td>2.91848</td>\n",
       "      <td>2.39674</td>\n",
       "      <td>0.0272128</td>\n",
       "      <td>-9.73469</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.10274</td>\n",
       "      <td>0.253425</td>\n",
       "      <td>0.40411</td>\n",
       "      <td>0.513699</td>\n",
       "      <td>0.541096</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.630137</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>0.993151</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.677918</td>\n",
       "      <td>0.0327141</td>\n",
       "      <td>2.16497</td>\n",
       "      <td>6011.28</td>\n",
       "      <td>-1.00449</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>147</td>\n",
       "      <td>296.704</td>\n",
       "      <td>2.71051e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>3593.7</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>83709.5</td>\n",
       "      <td>7771.78</td>\n",
       "      <td>1871.72</td>\n",
       "      <td>52.7269</td>\n",
       "      <td>584.386</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.0479452</td>\n",
       "      <td>0.965753</td>\n",
       "      <td>None</td>\n",
       "      <td>42.4062</td>\n",
       "      <td>24.3341</td>\n",
       "      <td>1.7736</td>\n",
       "      <td>8.97859</td>\n",
       "      <td>535.928</td>\n",
       "      <td>1521.75</td>\n",
       "      <td>0.354328</td>\n",
       "      <td>1851.27</td>\n",
       "      <td>-349.29</td>\n",
       "      <td>558.283</td>\n",
       "      <td>143.369</td>\n",
       "      <td>6.89492</td>\n",
       "      <td>3.30082</td>\n",
       "      <td>0.410429</td>\n",
       "      <td>1.97422</td>\n",
       "      <td>79.6871</td>\n",
       "      <td>-1.55448</td>\n",
       "      <td>-2.68006</td>\n",
       "      <td>2.2525</td>\n",
       "      <td>2.51333</td>\n",
       "      <td>102.287</td>\n",
       "      <td>5.92092</td>\n",
       "      <td>1.07941</td>\n",
       "      <td>0.513629</td>\n",
       "      <td>2.99265</td>\n",
       "      <td>-0.714894</td>\n",
       "      <td>-2.17707</td>\n",
       "      <td>-2.63746</td>\n",
       "      <td>93.9619</td>\n",
       "      <td>7.34776</td>\n",
       "      <td>2.41345</td>\n",
       "      <td>0.386435</td>\n",
       "      <td>1.0447</td>\n",
       "      <td>-0.711324</td>\n",
       "      <td>-1.7896</td>\n",
       "      <td>-2.14095</td>\n",
       "      <td>0.713458</td>\n",
       "      <td>0.655387</td>\n",
       "      <td>1.51586</td>\n",
       "      <td>0.529171</td>\n",
       "      <td>4.53716e-07</td>\n",
       "      <td>4.33312e-06</td>\n",
       "      <td>0.354832</td>\n",
       "      <td>3</td>\n",
       "      <td>0.892218</td>\n",
       "      <td>0.786719</td>\n",
       "      <td>0.0720595</td>\n",
       "      <td>0.20591</td>\n",
       "      <td>3.08097</td>\n",
       "      <td>1.09186</td>\n",
       "      <td>1.09086</td>\n",
       "      <td>1.02475</td>\n",
       "      <td>1.72013</td>\n",
       "      <td>1.83099</td>\n",
       "      <td>1.53806</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>1.22706</td>\n",
       "      <td>1.98885</td>\n",
       "      <td>3.05714</td>\n",
       "      <td>1.62082</td>\n",
       "      <td>2.49143</td>\n",
       "      <td>1.53714</td>\n",
       "      <td>0.0272989</td>\n",
       "      <td>-5.11711</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>58281.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.110345</td>\n",
       "      <td>0.248276</td>\n",
       "      <td>0.406897</td>\n",
       "      <td>0.510345</td>\n",
       "      <td>0.537931</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.627586</td>\n",
       "      <td>0.972414</td>\n",
       "      <td>0.993103</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.682593</td>\n",
       "      <td>0.0326157</td>\n",
       "      <td>2.1719</td>\n",
       "      <td>1851.27</td>\n",
       "      <td>0.00144801</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>146</td>\n",
       "      <td>299.694</td>\n",
       "      <td>1.35525e-20</td>\n",
       "      <td>98.976</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 112 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    amplitude flux_percentile_ratio_mid20 flux_percentile_ratio_mid35  \\\n",
       "0     46701.1                        None                        None   \n",
       "1     75027.6                        None                        None   \n",
       "2      185207                        None                        None   \n",
       "3     24872.9                        None                        None   \n",
       "4      553507                        None                        None   \n",
       "5     4964.84                        None                        None   \n",
       "6     28802.6                        None                        None   \n",
       "7      178017                        None                        None   \n",
       "8     10736.3                        None                        None   \n",
       "9     3860.71                           0                           0   \n",
       "10    27991.9                        None                        None   \n",
       "11    7073.26                        None                        None   \n",
       "12     493571                        None                        None   \n",
       "13    12053.2                        None                        None   \n",
       "14    2774.56                 9.69519e-58                 5.58577e-54   \n",
       "15    91621.1                        None                        None   \n",
       "16    29294.6                        None                        None   \n",
       "17    4860.93                        None                        None   \n",
       "18     538084                        None                        None   \n",
       "19     611163                        None                        None   \n",
       "20    4565.24                        None                        None   \n",
       "21    11178.4                        None                        None   \n",
       "22    26730.7                        None                        None   \n",
       "23    5620.49                        None                        None   \n",
       "24    4343.78                        None                        None   \n",
       "25    37369.2                        None                        None   \n",
       "26    79659.6                        None                        None   \n",
       "27     171612                        None                        None   \n",
       "28    29063.5                        None                        None   \n",
       "29    6965.23                        None                        None   \n",
       "..        ...                         ...                         ...   \n",
       "970   1576.09                 1.05885e-80                 2.05939e-74   \n",
       "971   28807.8                        None                        None   \n",
       "972   2605.38                        None                        None   \n",
       "973   4084.16                        None                        None   \n",
       "974   1494.94                 1.43085e-86                 1.28364e-80   \n",
       "975   14601.8                        None                        None   \n",
       "976   21075.9                        None                        None   \n",
       "977   2197.84                        None                        None   \n",
       "978   34195.7                        None                        None   \n",
       "979    208209                        None                        None   \n",
       "980   7426.39                        None                        None   \n",
       "981   2005.18                           0                           0   \n",
       "982   16645.2                        None                        None   \n",
       "983   12159.7                        None                        None   \n",
       "984   39083.5                        None                        None   \n",
       "985   22202.9                        None                        None   \n",
       "986    4856.1                        None                        None   \n",
       "987   41503.1                        None                        None   \n",
       "988   2035.69                        None                        None   \n",
       "989   4134.14                        None                        None   \n",
       "990   3168.46                        None                        None   \n",
       "991   10416.9                        None                        None   \n",
       "992   17546.5                        None                        None   \n",
       "993   2929.13                        None                        None   \n",
       "994   37637.4                        None                        None   \n",
       "995      1175                 1.49917e-64                 4.07143e-58   \n",
       "996   9532.17                        None                        None   \n",
       "997   16107.1                        None                        None   \n",
       "998   11371.4                        None                        None   \n",
       "999    3593.7                        None                        None   \n",
       "\n",
       "    flux_percentile_ratio_mid50 flux_percentile_ratio_mid65  \\\n",
       "0                          None                        None   \n",
       "1                          None                        None   \n",
       "2                          None                        None   \n",
       "3                          None                        None   \n",
       "4                          None                        None   \n",
       "5                          None                        None   \n",
       "6                          None                        None   \n",
       "7                          None                        None   \n",
       "8                          None                        None   \n",
       "9                             0                           0   \n",
       "10                         None                        None   \n",
       "11                         None                        None   \n",
       "12                         None                        None   \n",
       "13                         None                        None   \n",
       "14                  8.72386e-49                 4.80229e-40   \n",
       "15                         None                        None   \n",
       "16                         None                        None   \n",
       "17                         None                        None   \n",
       "18                         None                        None   \n",
       "19                         None                        None   \n",
       "20                         None                        None   \n",
       "21                         None                        None   \n",
       "22                         None                        None   \n",
       "23                         None                        None   \n",
       "24                         None                        None   \n",
       "25                         None                        None   \n",
       "26                         None                        None   \n",
       "27                         None                        None   \n",
       "28                         None                        None   \n",
       "29                         None                        None   \n",
       "..                          ...                         ...   \n",
       "970                 7.40677e-69                 7.86641e-58   \n",
       "971                        None                        None   \n",
       "972                        None                        None   \n",
       "973                        None                        None   \n",
       "974                 1.21559e-71                 2.42249e-62   \n",
       "975                        None                        None   \n",
       "976                        None                        None   \n",
       "977                        None                        None   \n",
       "978                        None                        None   \n",
       "979                        None                        None   \n",
       "980                        None                        None   \n",
       "981                           0                           0   \n",
       "982                        None                        None   \n",
       "983                        None                        None   \n",
       "984                        None                        None   \n",
       "985                        None                        None   \n",
       "986                        None                        None   \n",
       "987                        None                        None   \n",
       "988                        None                        None   \n",
       "989                        None                        None   \n",
       "990                        None                        None   \n",
       "991                        None                        None   \n",
       "992                        None                        None   \n",
       "993                        None                        None   \n",
       "994                        None                        None   \n",
       "995                 4.74201e-54                 1.56847e-46   \n",
       "996                        None                        None   \n",
       "997                        None                        None   \n",
       "998                        None                        None   \n",
       "999                        None                        None   \n",
       "\n",
       "    flux_percentile_ratio_mid80    max_slope      maximum   median  \\\n",
       "0                          None  1.15127e+06      93664.9    11267   \n",
       "1                          None  1.85003e+06       150517  18284.4   \n",
       "2                          None  4.56464e+06       371530  45577.7   \n",
       "3                          None       612681      49883.4  6042.84   \n",
       "4                          None    1.393e+07  1.10968e+06   116945   \n",
       "5                          None       126397      10389.4  1286.81   \n",
       "6                          None       739227      60140.1  7340.14   \n",
       "7                          None  4.38449e+06       357103  44253.8   \n",
       "8                          None       274523      22423.5  2799.14   \n",
       "9                             0      98360.8      8108.35  988.573   \n",
       "10                         None       688701      56125.6  6922.88   \n",
       "11                         None       183098        14827  1826.47   \n",
       "12                         None         None       989915   112507   \n",
       "13                         None       309542      25160.2   3026.1   \n",
       "14                   9.7047e-24      72561.2      5775.96  700.992   \n",
       "15                         None  2.25873e+06       183818  22589.4   \n",
       "16                         None       723062        58771  7226.03   \n",
       "17                         None       124420      10134.1  1218.49   \n",
       "18                         None  1.01048e+07  1.08243e+06   262417   \n",
       "19                         None  1.31135e+07  1.23026e+06   341031   \n",
       "20                         None       117793      9571.35  1166.66   \n",
       "21                         None       286753      23394.1  2873.72   \n",
       "22                         None       660297      53599.3  6675.36   \n",
       "23                         None         None      11776.5  1505.78   \n",
       "24                         None       111107       9056.5  1098.57   \n",
       "25                         None       919777        75019  9353.37   \n",
       "26                         None  1.95816e+06       159804  19947.6   \n",
       "27                         None  4.21971e+06       344186  43047.7   \n",
       "28                         None       714248      58285.8   7192.8   \n",
       "29                         None       178552      14596.6  1811.35   \n",
       "..                          ...          ...          ...      ...   \n",
       "970                 1.94583e-39         None      3436.91  821.419   \n",
       "971                        None       592489      58071.4  14489.4   \n",
       "972                        None      54588.8      5686.15  1395.88   \n",
       "973                        None      95258.4      8891.11  2250.28   \n",
       "974                 2.75369e-42         None      3275.95  814.596   \n",
       "975                        None       293079      29425.7  7262.75   \n",
       "976                        None       428036        42457  10514.6   \n",
       "977                        None      46804.7      4825.59  1191.19   \n",
       "978                        None       695354      68860.2  17008.7   \n",
       "979                        None         None       419174   104515   \n",
       "980                        None         None      15019.5  3683.08   \n",
       "981                           0         None      4400.55  1060.12   \n",
       "982                        None       373483      36269.4  8907.51   \n",
       "983                        None       269804      26565.5  6547.39   \n",
       "984                        None       813549      78627.1  19421.7   \n",
       "985                        None       458099      44622.2  11005.3   \n",
       "986                        None       109610      10621.7  2620.43   \n",
       "987                        None  1.12793e+06      83555.3  17835.2   \n",
       "988                        None      46957.3      4404.61  1077.43   \n",
       "989                        None      91573.8      9048.16  2239.92   \n",
       "990                        None      71341.4      6919.68  1670.71   \n",
       "991                        None       226235      22798.4  5652.18   \n",
       "992                        None       360040      35248.3  8632.74   \n",
       "993                        None      62586.1      6351.24  1533.86   \n",
       "994                        None       770695      75713.1  18719.1   \n",
       "995                 1.26251e-26      25809.1      2579.64  659.355   \n",
       "996                        None       187222      19225.9  4687.45   \n",
       "997                        None       330459        32414  7850.97   \n",
       "998                        None       246116      24883.6  6104.42   \n",
       "999                        None      83709.5      7771.78  1871.72   \n",
       "\n",
       "    median_absolute_deviation  minimum percent_amplitude percent_beyond_1_std  \\\n",
       "0                     241.325   262.67               inf            0.0347222   \n",
       "1                     408.087  461.874               inf            0.0347222   \n",
       "2                     933.051  1115.99              None             0.034965   \n",
       "3                     146.575  137.692               inf             0.034965   \n",
       "4                     2284.03  2666.78              None            0.0208333   \n",
       "5                     39.8663  459.729               inf             0.027972   \n",
       "6                     147.335   2534.8              None            0.0277778   \n",
       "7                     781.332  1068.49              None            0.0344828   \n",
       "8                     71.3914  950.873              None            0.0277778   \n",
       "9                     38.5805  386.922               inf            0.0138889   \n",
       "10                    138.554  141.825               inf            0.0277778   \n",
       "11                    54.8285  680.488               inf             0.020979   \n",
       "12                    1986.26  2772.15              None            0.0206897   \n",
       "13                    88.0322  1053.77              None             0.020979   \n",
       "14                    28.0387  226.846      4.55476e+189            0.0275862   \n",
       "15                    412.393  575.764               inf            0.0277778   \n",
       "16                    133.208  181.724               inf            0.0277778   \n",
       "17                    40.0833  412.254               inf             0.027972   \n",
       "18                    4229.93  6258.25              None               0.0625   \n",
       "19                    6532.81  7938.28              None               0.0625   \n",
       "20                    37.1674  440.862               inf             0.020979   \n",
       "21                     67.054  1037.32              None             0.020979   \n",
       "22                    130.468  137.955               inf            0.0277778   \n",
       "23                    46.6237  535.505               inf             0.020979   \n",
       "24                    36.1545  368.938               inf             0.020979   \n",
       "25                    173.985  280.496               inf            0.0344828   \n",
       "26                    364.176  484.328               inf            0.0344828   \n",
       "27                    760.039  963.278              None            0.0277778   \n",
       "28                    154.103  158.832               inf             0.027972   \n",
       "29                    52.7523   666.12               inf            0.0275862   \n",
       "..                        ...      ...               ...                  ...   \n",
       "970                   32.3427  284.734               inf            0.0533333   \n",
       "971                   406.079  455.893               inf             0.048951   \n",
       "972                   44.5629  475.397               inf             0.047619   \n",
       "973                   67.4592   722.78               inf            0.0469799   \n",
       "974                   37.8363  286.072               inf            0.0472973   \n",
       "975                   200.748  221.986               inf            0.0410959   \n",
       "976                   284.765   305.17               inf             0.048951   \n",
       "977                   48.4672  429.911               inf            0.0492958   \n",
       "978                   444.473  468.805               inf             0.041958   \n",
       "979                   2829.35  2756.85              None             0.041958   \n",
       "980                   90.5837  166.712               inf             0.047619   \n",
       "981                   47.6329  390.185               inf            0.0333333   \n",
       "982                   258.138  2979.01              None             0.047619   \n",
       "983                   164.987  2246.13              None             0.047619   \n",
       "984                   470.824  460.157               inf            0.0536913   \n",
       "985                   255.581  216.411               inf            0.0479452   \n",
       "986                   68.8922  909.534              None            0.0479452   \n",
       "987                   1954.88  549.115               inf            0.0666667   \n",
       "988                   42.6926  333.221               inf             0.047619   \n",
       "989                   61.8319  779.874               inf            0.0410959   \n",
       "990                   47.0362   582.76               inf            0.0486111   \n",
       "991                   129.107   1964.7              None            0.0479452   \n",
       "992                   209.344  155.398               inf            0.0544218   \n",
       "993                    47.443  492.966               inf            0.0482759   \n",
       "994                   400.877  438.404               inf            0.0472973   \n",
       "995                   30.6696  229.639       7.6969e+171            0.0544218   \n",
       "996                   125.781  161.571               inf            0.0533333   \n",
       "997                   242.199  199.739               inf             0.047619   \n",
       "998                   125.056  2140.85              None             0.047619   \n",
       "999                   52.7269  584.386               inf            0.0479452   \n",
       "\n",
       "    percent_close_to_median percent_difference_flux_percentile period_fast  \\\n",
       "0                  0.979167                               None     1.99852   \n",
       "1                  0.979167                               None     1.99852   \n",
       "2                  0.979021                               None     1.99835   \n",
       "3                  0.979021                               None     1.99843   \n",
       "4                  0.979167                               None      1.9986   \n",
       "5                  0.986014                               None     1.99852   \n",
       "6                  0.986111                               None      1.9986   \n",
       "7                   0.97931                               None     1.99843   \n",
       "8                  0.986111                               None     1.99852   \n",
       "9                  0.986111                                inf      1.9986   \n",
       "10                 0.979167                               None     1.99835   \n",
       "11                 0.986014                               None     1.99868   \n",
       "12                  0.97931                               None     1.99843   \n",
       "13                 0.986014                               None      1.9986   \n",
       "14                 0.986207                        1.84317e+61      1.9986   \n",
       "15                 0.979167                               None     1.99835   \n",
       "16                 0.979167                               None     1.99835   \n",
       "17                 0.986014                               None      1.9986   \n",
       "18                 0.958333                               None     24.6775   \n",
       "19                 0.958333                               None     24.6648   \n",
       "20                 0.986014                               None     1.99827   \n",
       "21                 0.986014                               None      1.9986   \n",
       "22                 0.979167                               None     1.99835   \n",
       "23                 0.986014                               None     1.99868   \n",
       "24                 0.986014                               None     1.99868   \n",
       "25                 0.972414                               None     1.99868   \n",
       "26                 0.972414                               None     1.99877   \n",
       "27                 0.979167                               None     1.99843   \n",
       "28                 0.979021                               None     1.99843   \n",
       "29                  0.97931                               None     1.99902   \n",
       "..                      ...                                ...         ...   \n",
       "970                0.966667                                inf     1.02577   \n",
       "971                0.958042                               None     1.94268   \n",
       "972                0.965986                               None     1.99669   \n",
       "973                0.966443                               None     39.6012   \n",
       "974                0.972973                                inf     1.02582   \n",
       "975                0.958904                               None     40.3325   \n",
       "976                0.958042                               None     1.94383   \n",
       "977                0.964789                               None     39.9229   \n",
       "978                0.958042                               None     40.4709   \n",
       "979                0.958042                               None     1.00831   \n",
       "980                0.952381                               None      1.0253   \n",
       "981                0.966667                                inf     1.02507   \n",
       "982                0.965986                               None      41.939   \n",
       "983                0.965986                               None     42.1533   \n",
       "984                0.959732                               None     43.8335   \n",
       "985                0.958904                               None     43.8723   \n",
       "986                0.965753                               None     41.6215   \n",
       "987                    0.96                               None     8.13947   \n",
       "988                0.965986                               None     42.2613   \n",
       "989                0.965753                               None     42.1533   \n",
       "990                0.958333                               None     42.0459   \n",
       "991                0.965753                               None      41.482   \n",
       "992                0.959184                               None     43.9502   \n",
       "993                0.965517                               None     42.0102   \n",
       "994                0.959459                               None     43.6017   \n",
       "995                0.952381                        1.40427e+67      42.479   \n",
       "996                    0.96                               None     43.9893   \n",
       "997                0.959184                               None      43.525   \n",
       "998                0.965986                               None     41.4125   \n",
       "999                0.965753                               None     42.4062   \n",
       "\n",
       "    qso_log_chi2_qsonu qso_log_chi2nuNULL_chi2nu     skew      std stetson_j  \\\n",
       "0              29.9215                    1.4943  9.34437  7576.79   14637.3   \n",
       "1              30.8729                   1.49256  9.31845  12181.3   23767.2   \n",
       "2              32.6872                   1.47698  9.26538  30174.7     58613   \n",
       "3              28.6708                   1.47717  9.29269  4050.33   7986.47   \n",
       "4              34.8818                    1.4719  9.75984  89478.9    162827   \n",
       "5              25.5067                   1.51405  9.33886  842.427   1708.52   \n",
       "6              29.0157                   1.48976  9.53911  4826.84   8925.54   \n",
       "7              32.6025                   1.47872  9.28978  28820.9   56081.4   \n",
       "8              27.0479                   1.49671  9.36736  1810.81   3495.16   \n",
       "9              24.9946                   1.50793  9.48151  652.285   1344.67   \n",
       "10             28.9037                   1.48222  9.26017  4549.66   8828.38   \n",
       "11             26.2342                   1.46948  9.43333  1195.76   2388.74   \n",
       "12             34.6398                   1.46959  9.61747  79453.4    147161   \n",
       "13             27.2825                   1.48351  9.51926  2026.13   3932.19   \n",
       "14             24.4149                   1.40527  9.41506  463.707   1020.38   \n",
       "15             31.2795                   1.47631  9.28176  14880.1   28939.2   \n",
       "16             29.0012                   1.48901  9.24536  4769.73   9213.98   \n",
       "17             25.4835                   1.48243  9.41995   819.63   1649.86   \n",
       "18             34.3433                    1.7191  7.77741  78028.9    213495   \n",
       "19             34.8367                   1.59103  6.01262  92853.2    284343   \n",
       "20             25.3339                   1.50256  9.42676  773.751   1542.02   \n",
       "21             27.1364                   1.48541  9.46303  1885.18   3623.53   \n",
       "22             28.8296                   1.48089  9.16482  4359.74   8640.09   \n",
       "23             25.7612                   1.50399   9.3257  951.962   1891.84   \n",
       "24             25.2473                   1.47852  9.38497  732.686   1482.34   \n",
       "25             29.4776                   1.48729  9.04214  6099.64   12687.1   \n",
       "26             30.9881                   1.49327  9.00423  13019.3   27180.6   \n",
       "27             32.5346                   1.48556  9.23306    27861   54678.4   \n",
       "28             28.9751                   1.49313    9.247  4738.86   9229.52   \n",
       "29             26.1705                   1.50067  9.34814  1169.94    2425.9   \n",
       "..                 ...                       ...      ...      ...       ...   \n",
       "970             22.729                   1.76835  8.80424  237.119   774.883   \n",
       "971            28.5321                   1.69074  7.49928  4205.59   13120.1   \n",
       "972            23.6874                   1.79436  8.61505  393.762   1243.08   \n",
       "973            24.6016                   1.76181   8.5056  609.836   1902.68   \n",
       "974            22.4166                   1.96289  8.76538  224.272   755.405   \n",
       "975            27.1527                   1.68244   7.6126  2110.75   6469.68   \n",
       "976            27.9009                   1.69624  7.53169  3075.87   9423.71   \n",
       "977            23.4574                   1.73357  8.38878  340.111    1128.9   \n",
       "978            28.8642                   1.69957  7.54855  4987.26   15360.5   \n",
       "979             32.479                   1.69625  7.47906  30344.6   92825.5   \n",
       "980            25.9296                   1.59152  7.36286  1091.65    3445.7   \n",
       "981            23.2234                   1.75265   8.9587  301.237   969.104   \n",
       "982            27.3431                    1.8455  8.95348  2481.52    7077.6   \n",
       "983              26.71                   1.83024  8.96315  1816.36   5084.23   \n",
       "984            29.0821                   1.68819  7.86022  5546.28   15754.6   \n",
       "985            27.9613                   1.70267  7.76097   3181.6   9115.18   \n",
       "986             24.891                   1.80913  9.00178  727.445   2041.06   \n",
       "987            29.9319                   1.15367  6.50272  6396.93   30016.5   \n",
       "988            23.2174                   1.74917  8.80292  303.409   950.539   \n",
       "989            24.5642                   1.82841  8.80407  622.363   1827.27   \n",
       "990            24.0849                   1.75849  8.84707  481.084   1388.52   \n",
       "991            26.3937                   1.84404  8.92484  1563.01   4334.22   \n",
       "992            27.4986                   1.69816  7.81168  2508.25   7317.36   \n",
       "993            23.8489                     1.846   8.9818  438.727   1280.07   \n",
       "994            28.9853                   1.70463  7.82367  5362.92   15169.1   \n",
       "995            22.1837                   1.71671  8.09504  179.796   636.009   \n",
       "996            26.2528                   1.70507  8.04216  1349.14   3905.82   \n",
       "997            27.3171                   1.69604  7.91598  2306.11    6952.9   \n",
       "998            26.5753                   1.84015  8.99824  1703.27   4655.79   \n",
       "999            24.3341                    1.7736  8.97859  535.928   1521.75   \n",
       "\n",
       "    stetson_k weighted_average fold2P_slope_10percentile  \\\n",
       "0    0.240897          11685.3                   -113900   \n",
       "1    0.243352            18898                   -183512   \n",
       "2    0.242281          47033.9                   -444684   \n",
       "3     0.24588          6258.61                  -62368.6   \n",
       "4    0.226915           121756              -1.30419e+06   \n",
       "5    0.252758          1339.93                  -10308.1   \n",
       "6    0.230498          7631.56                  -60169.3   \n",
       "7    0.242729          45616.9                   -423938   \n",
       "8    0.240522          2918.67                  -24052.5   \n",
       "9    0.256794          1034.76                  -8055.92   \n",
       "10   0.242017          7153.12                  -64259.8   \n",
       "11   0.248803          1913.37                  -15306.9   \n",
       "12   0.231368           116771                      None   \n",
       "13   0.241779          3165.35                  -24769.1   \n",
       "14    0.27403          735.748                  -6027.86   \n",
       "15   0.242511          23394.4                   -209671   \n",
       "16   0.240889          7481.49                  -69551.7   \n",
       "17   0.250566          1284.25                  -10734.7   \n",
       "18   0.341355           259147                  -4283.04   \n",
       "19   0.382282           338623                  -3634.37   \n",
       "20    0.24799          1231.86                  -9507.67   \n",
       "21   0.239385          3011.46                  -22117.7   \n",
       "22   0.247085          6922.44                  -63057.7   \n",
       "23   0.248041          1569.99                      None   \n",
       "24   0.251958           1152.8                  -8519.24   \n",
       "25   0.259232          9738.19                   -102431   \n",
       "26   0.260168          20791.9                   -218028   \n",
       "27   0.244718          44557.5                   -407689   \n",
       "28   0.242915          7426.05                  -71815.9   \n",
       "29   0.258063          1908.29                  -14910.7   \n",
       "..        ...              ...                       ...   \n",
       "970  0.408595          814.567                      None   \n",
       "971  0.388293          14148.5                  -25011.9   \n",
       "972   0.39409          1384.19                  -3.17715   \n",
       "973   0.38913          2218.29                  -359.686   \n",
       "974   0.42132          810.658                      None   \n",
       "975  0.382081          7131.47                  -1064.84   \n",
       "976  0.381618          10295.6                  -2410.34   \n",
       "977  0.414437           1185.4                  -1578.29   \n",
       "978  0.383763          16677.9                  -5318.67   \n",
       "979  0.381741           102398                      None   \n",
       "980  0.392966          3575.48                      None   \n",
       "981  0.402142          1048.34                      None   \n",
       "982   0.35593          8812.17                  -2149.92   \n",
       "983  0.349179          6460.91                  -855.907   \n",
       "984  0.353779          19007.4               -0.00572444   \n",
       "985  0.356941          10791.1                -0.0033204   \n",
       "986  0.349901          2581.47                  -457.824   \n",
       "987  0.573658          19163.7                   -5826.1   \n",
       "988  0.391036          1067.27                  -54638.1   \n",
       "989  0.366321          2212.93                  -535.202   \n",
       "990  0.360267          1656.98                  -410.811   \n",
       "991   0.34569           5561.7                  -1221.92   \n",
       "992  0.363575          8470.55                -0.0101728   \n",
       "993  0.364142           1518.4                  -216.068   \n",
       "994   0.35209            18283               -0.00580804   \n",
       "995   0.44143          652.036                  -151.432   \n",
       "996  0.360873          4605.16               -0.00554907   \n",
       "997  0.375896           7716.8               -0.00248352   \n",
       "998   0.34086          6011.28                  -1073.18   \n",
       "999  0.354328          1851.27                   -349.29   \n",
       "\n",
       "    fold2P_slope_90percentile freq1_amplitude1 freq1_amplitude2  \\\n",
       "0                      112494          81196.2          48296.8   \n",
       "1                      180348           130296            77415   \n",
       "2                      446400           322218           191245   \n",
       "3                     60070.6            43232          25668.2   \n",
       "4                 1.34583e+06           952416           570538   \n",
       "5                     12193.1          9183.33          5409.84   \n",
       "6                     73379.9          52520.7          31125.2   \n",
       "7                      434488           309971           184151   \n",
       "8                     27815.5          19819.8          11715.1   \n",
       "9                     10179.6          7098.57          4219.15   \n",
       "10                    68228.2          48773.4          28980.1   \n",
       "11                    18154.7          12986.3          7695.97   \n",
       "12                       None           955716           581538   \n",
       "13                      30357            21928          12994.6   \n",
       "14                    7150.56           5003.8          2972.35   \n",
       "15                     220809           159364          94726.3   \n",
       "16                    72823.7            51157            30381   \n",
       "17                    12262.1          8871.93           5249.9   \n",
       "18                    4761.73       1.6119e+06           255129   \n",
       "19                    3275.74      1.96993e+06           258718   \n",
       "20                    11794.2             8493          5038.37   \n",
       "21                    28294.8          20448.2            12115   \n",
       "22                      67508            46716          27726.8   \n",
       "23                       None          11736.4          7076.74   \n",
       "24                    11675.5          7973.72          4722.26   \n",
       "25                     103496            65161          38800.5   \n",
       "26                     220628           139125          82779.6   \n",
       "27                     428323           298555           177559   \n",
       "28                    75720.6          50731.5          30119.8   \n",
       "29                    19768.3          12625.8          7527.77   \n",
       "..                        ...              ...              ...   \n",
       "970                      None          6621.11          2489.19   \n",
       "971                    105446          1138.02          62.3343   \n",
       "972                   4.09602          105.251          8.56797   \n",
       "973                    632.13          165.165          7.32422   \n",
       "974                      None          4079.95          1464.98   \n",
       "975                   888.703          561.227           32.189   \n",
       "976                   2026.89          800.953          38.8091   \n",
       "977                   8503.96          94.5855           4.4287   \n",
       "978                   4506.58           1289.1          47.2066   \n",
       "979                      None           196571           159526   \n",
       "980                      None          7147.35             5762   \n",
       "981                      None          8339.26          3282.57   \n",
       "982                    3603.6          644.011          32.1959   \n",
       "983                   591.668          396.983          22.9487   \n",
       "984                0.00380556          1457.77          78.7253   \n",
       "985                0.00220289          864.124           41.549   \n",
       "986                   759.859          194.719          9.17437   \n",
       "987                   4387.65          1703.63          178.492   \n",
       "988                   65516.1          78.1557          11.5672   \n",
       "989                   907.016          169.188          6.97442   \n",
       "990                   675.982          131.572          5.37145   \n",
       "991                    2212.8          432.553          17.7802   \n",
       "992                0.00728024          665.568          80.8978   \n",
       "993                   154.431          151.258          16.8766   \n",
       "994                0.00397512          1405.55          74.0888   \n",
       "995                   245.404          45.9922          2.03609   \n",
       "996                0.00418827          355.415          42.7806   \n",
       "997                0.00173021          594.471          30.2256   \n",
       "998                   1788.57          455.459          20.9953   \n",
       "999                   558.283          143.369          6.89492   \n",
       "\n",
       "    freq1_amplitude3 freq1_amplitude4 freq1_freq freq1_lambda  \\\n",
       "0            15892.4          6608.05    3.00235   0.00694444   \n",
       "1            25414.2          10585.4    3.00235   0.00694444   \n",
       "2            62677.4            26130    3.00235   0.00699301   \n",
       "3            8419.18          3506.46    3.00235   0.00699301   \n",
       "4             194454          79273.8    3.00235   0.00694444   \n",
       "5            1732.65          710.354    3.00235   0.00699301   \n",
       "6            10177.9          4155.25    3.00235   0.00694444   \n",
       "7            60116.1            25107    3.00235   0.00689655   \n",
       "8            3753.51          1547.47    3.00235   0.00694444   \n",
       "9             1374.1          569.138    3.00235   0.00694444   \n",
       "10           9449.14          3954.87    3.00235   0.00694444   \n",
       "11           2502.04          1025.45    3.00235   0.00699301   \n",
       "12            203582          73560.2    3.00235   0.00344828   \n",
       "13            4234.5          1750.92    3.00235   0.00699301   \n",
       "14           971.496          396.834    3.00235   0.00689655   \n",
       "15           30948.1          12914.4    3.00235   0.00694444   \n",
       "16           9886.68          4145.04    3.00235   0.00694444   \n",
       "17           1693.52          697.023    3.00235   0.00699301   \n",
       "18            136845          87596.7    1.00162   0.00694444   \n",
       "19           67873.1          86074.7    1.00078   0.00694444   \n",
       "20           1618.29          660.135    3.00235   0.00699301   \n",
       "21           3920.22          1605.21    3.00235   0.00699301   \n",
       "22           8944.29           3763.5    3.00235   0.00694444   \n",
       "23           2373.98          825.873    3.00235    0.0034965   \n",
       "24           1536.76          630.987    3.00235   0.00699301   \n",
       "25           12618.2          5239.67    3.00235   0.00689655   \n",
       "26           26788.3          11170.4    3.00235   0.00689655   \n",
       "27           57773.7          24156.1    3.00235   0.00694444   \n",
       "28           9851.61           4096.5    3.00235   0.00699301   \n",
       "29            2478.5          999.952    3.00235   0.00689655   \n",
       "..               ...              ...        ...          ...   \n",
       "970          737.112           521.21    2.00149   0.00333333   \n",
       "971          23.4914          5.44004    2.00284       80.686   \n",
       "972          2.01968         0.469358   0.992095      79.3615   \n",
       "973          3.34633         0.459011    1.97571      78.7206   \n",
       "974          461.859           298.04    2.00217   0.00337838   \n",
       "975          11.9678          2.66687    6.10011      79.6871   \n",
       "976          17.6672          3.88113    6.10011       80.686   \n",
       "977          1.76794         0.151285    2.00284      81.0265   \n",
       "978          10.1553          10.1912    3.14927       80.686   \n",
       "979           112821          64693.8    4.00332    0.0034965   \n",
       "980          4106.23          2340.77    4.00332   0.00340136   \n",
       "981           909.98          700.277    2.00149   0.00333333   \n",
       "982          13.8914          1.83061    1.97422      79.3615   \n",
       "983          5.98195          1.71355   0.971953      126.752   \n",
       "984          16.5585          10.0136   0.988119      78.7206   \n",
       "985          10.0083          5.60822   0.988119      79.6871   \n",
       "986          4.19886         0.672501    1.97422      79.6871   \n",
       "987          22.4041          11.4365    4.23739      78.4053   \n",
       "988          1.13213         0.285339    4.00299      79.3615   \n",
       "989          3.66289         0.438973    1.97422      79.6871   \n",
       "990          2.70032          0.40829    1.97422      80.3494   \n",
       "991          8.93588          1.09674    1.97422      79.6871   \n",
       "992          9.84191          2.66126    4.14848      79.3615   \n",
       "993          4.27923         0.958152   0.971953      50.1132   \n",
       "994          14.7928          10.0248   0.988119      79.0393   \n",
       "995          1.01804         0.120089    1.97422      79.3615   \n",
       "996          5.58436          1.46738    4.14848      78.4053   \n",
       "997          6.83288          4.46088   0.988119      79.3615   \n",
       "998          10.0337          1.60889    1.97422      79.3615   \n",
       "999          3.30082         0.410429    1.97422      79.6871   \n",
       "\n",
       "    freq1_rel_phase2 freq1_rel_phase3 freq1_rel_phase4 freq1_signif  \\\n",
       "0           -1.60403          2.84085        -0.568357      8.81464   \n",
       "1           -1.60464          2.84196         -0.57057      8.80445   \n",
       "2           -1.60412          2.84281        -0.583591        8.764   \n",
       "3           -1.60434           2.8425        -0.578273       8.7785   \n",
       "4           -1.60879          2.82659        -0.474748      8.94857   \n",
       "5           -1.60278          2.85792        -0.672694      8.81982   \n",
       "6           -1.60675          2.84286        -0.613469      8.89818   \n",
       "7           -1.60444          2.84386         -0.58612      8.81104   \n",
       "8           -1.60476          2.85453        -0.678183      8.83726   \n",
       "9           -1.61059           2.8343        -0.632948      8.88639   \n",
       "10          -1.60627          2.84338        -0.600002      8.77614   \n",
       "11          -1.60672          2.84281        -0.641496      8.83912   \n",
       "12          -1.60433          2.86953        -0.474446      13.1583   \n",
       "13          -1.60837          2.84094        -0.619431      8.88731   \n",
       "14           -1.6098          2.84283        -0.630784      8.84931   \n",
       "15          -1.60548          2.84213         -0.58679      8.78304   \n",
       "16          -1.60554           2.8429        -0.597887      8.77212   \n",
       "17          -1.60582          2.84823        -0.635356      8.84492   \n",
       "18          -0.27116        -0.125964          0.34468      4.48265   \n",
       "19          0.896241         0.645845          1.25008      4.21077   \n",
       "20          -1.60519          2.84631        -0.661435       8.8288   \n",
       "21          -1.60798          2.84514        -0.648907       8.8485   \n",
       "22          -1.60608           2.8465        -0.624495      8.73749   \n",
       "23          -1.60093          2.90393        -0.691701      12.9771   \n",
       "24          -1.60612          2.84516          -0.6513      8.82312   \n",
       "25          -1.60355          2.83877        -0.605782      8.68602   \n",
       "26          -1.60238          2.84049        -0.614365      8.67429   \n",
       "27          -1.60654          2.84216        -0.602207      8.76159   \n",
       "28          -1.60586          2.83859        -0.602559       8.7491   \n",
       "29          -1.60654          2.83672        -0.602728      8.79437   \n",
       "..               ...              ...              ...          ...   \n",
       "970          -1.3424         -1.38494         -1.87231      11.0381   \n",
       "971         0.148071          2.92908          2.80119      2.46812   \n",
       "972         -2.58351          2.79681         0.515508      2.49747   \n",
       "973         -1.25772         -2.68617          2.27654       2.5863   \n",
       "974         -1.30303         -1.29882         -1.72427      8.78626   \n",
       "975      -0.00989535          2.80472          2.62941      2.44405   \n",
       "976        0.0422853          2.85515          2.62808      2.52103   \n",
       "977         -1.25904         -2.85407          1.75935      2.60537   \n",
       "978         -2.16119          2.74418          1.62071      2.49385   \n",
       "979         -1.53721         -3.01075          1.82991      8.86415   \n",
       "980         -1.53763         -3.01572           1.8328      8.82231   \n",
       "981         -1.36578         -1.47465         -1.97468      11.0425   \n",
       "982         -1.43472          -2.4333          2.38334      2.50971   \n",
       "983         -2.59766          2.76481         0.594416      2.52902   \n",
       "984         -1.85749         -3.05765          1.09077      2.53085   \n",
       "985         -1.76256         -3.07847          1.25442      2.52999   \n",
       "986         -1.53919          -2.6194          2.07039      2.49987   \n",
       "987         -2.18062          2.95654         0.780882       2.6055   \n",
       "988         0.180037        -0.549503           3.0435      2.48817   \n",
       "989          -1.6618          -2.6878           2.3821      2.52654   \n",
       "990         -1.25367         -2.58073          2.23318      2.52934   \n",
       "991         -1.45559         -2.66777          2.30759      2.60774   \n",
       "992        -0.153419         -1.01126          2.72771      2.48144   \n",
       "993         -1.09468         -1.77398         -2.09671      2.49246   \n",
       "994         -1.92333         -3.03758          1.07908      2.55984   \n",
       "995         -1.71233         -2.73933          1.88828      2.42166   \n",
       "996        -0.102181         -1.00187          2.72974      2.56312   \n",
       "997         -1.73797         -3.10279          1.15935      2.41916   \n",
       "998          -1.5142         -2.77564          2.05372      2.50453   \n",
       "999         -1.55448         -2.68006           2.2525      2.51333   \n",
       "\n",
       "    freq2_amplitude1 freq2_amplitude2 freq2_amplitude3 freq2_amplitude4  \\\n",
       "0            1101.98          107.375          10.2362          9.96372   \n",
       "1            1769.67          170.375          14.9768          16.0549   \n",
       "2            4406.14          467.026          29.4838          40.2937   \n",
       "3            576.876          57.8842          4.92715           5.1501   \n",
       "4            11563.4          1204.31          118.579          107.177   \n",
       "5             113.58          8.79925          1.92265         0.992598   \n",
       "6            617.704          63.4549          8.66854          5.61283   \n",
       "7            4179.07           401.25          41.1807           38.688   \n",
       "8            244.994          21.7761          3.90215          2.25338   \n",
       "9            83.2984          7.19174          1.13818         0.880687   \n",
       "10           651.915          63.6066          6.08726          5.98949   \n",
       "11            161.91          15.4816           2.2906          1.43044   \n",
       "12           11200.9          1442.64          117.023          135.542   \n",
       "13           262.768          21.4954           3.6225          2.49137   \n",
       "14           63.7546          6.20277          1.01339          0.48083   \n",
       "15           2131.82          194.416          21.3156          19.8205   \n",
       "16           684.582          62.1346          7.09634           6.3448   \n",
       "17           106.168          10.0326          1.58544          1.00172   \n",
       "18           20622.7          874.613           114.94          179.619   \n",
       "19           29497.8          3039.54          317.264          313.991   \n",
       "20           98.4637          7.91095          1.61265         0.858287   \n",
       "21           246.336          22.7425          3.94048          2.33679   \n",
       "22           630.704          57.4062          6.79627          5.77708   \n",
       "23           134.366          16.4928          2.27208          1.75655   \n",
       "24           100.027          9.01305          2.03509         0.932193   \n",
       "25           928.276          61.1348          14.8596          9.59146   \n",
       "26           2043.75          121.712          30.9275          21.0599   \n",
       "27           4057.29          389.363          45.8686          36.3837   \n",
       "28           698.243          72.4867          5.14873          6.28973   \n",
       "29           168.668          13.3405          3.37009          1.46998   \n",
       "..               ...              ...              ...              ...   \n",
       "970          64.1818          20.1303          4.49072         0.747104   \n",
       "971          7567.64           1593.9          750.545          304.764   \n",
       "972          79.7665          5.96426          1.24719         0.311214   \n",
       "973          128.622          2.51047          1.35732         0.397061   \n",
       "974          2762.14          494.478          880.664          30.2733   \n",
       "975          4590.55          1058.33          504.812          207.217   \n",
       "976          748.649          24.8605          3.79864          5.02477   \n",
       "977          614.821          120.713          60.3102          24.5113   \n",
       "978          10579.7          2624.25          1202.46          480.733   \n",
       "979          7769.34          2231.62           350.45          80.7039   \n",
       "980           297.38          84.8263          13.2424           3.2487   \n",
       "981          76.5211          3.82183          2.98745         0.695121   \n",
       "982          519.907          32.4866          4.43258          3.60814   \n",
       "983          354.749          21.1196            5.564          1.36984   \n",
       "984          1072.55          38.7494          20.7916          7.54498   \n",
       "985          608.743          24.7702          12.5003          4.18223   \n",
       "986          147.682          8.87903          1.22794           1.0625   \n",
       "987           1657.8          107.971          12.3745          12.4446   \n",
       "988          57.2778           2.4924          1.18632         0.366735   \n",
       "989          125.138          7.37132          1.28425         0.595948   \n",
       "990          91.4463          6.12866          1.42784         0.334789   \n",
       "991          318.666          20.9578           2.5312          2.24415   \n",
       "992          524.678          27.1508          6.04038          2.69754   \n",
       "993          88.6681          3.41543           1.3743         0.489933   \n",
       "994          1015.06          113.052          19.1923          4.32983   \n",
       "995          48.0804          3.79684         0.545665         0.445413   \n",
       "996          272.219          15.9201          3.26075          1.29614   \n",
       "997          446.991          17.4645           8.4453          3.26891   \n",
       "998          340.729          16.3226          3.33033          1.69802   \n",
       "999          102.287          5.92092          1.07941         0.513629   \n",
       "\n",
       "    freq2_freq freq2_rel_phase2 freq2_rel_phase3 freq2_rel_phase4  \\\n",
       "0      6.09924          1.41979         0.995439          1.41247   \n",
       "1      6.09924          1.46667          1.05956          1.38312   \n",
       "2      6.09924          1.47497         0.885241          1.31926   \n",
       "3      6.09924          1.40318         0.822538          1.40436   \n",
       "4      6.09924          1.34724          1.05453          1.39634   \n",
       "5      6.10007          1.13042          0.99027          1.41493   \n",
       "6      6.09924          1.02156          1.19167          1.48173   \n",
       "7      6.09924          1.49001          1.08438           1.4959   \n",
       "8      6.09924          1.14845          1.31273          1.60613   \n",
       "9      6.09924          1.19989          1.46939          1.53807   \n",
       "10     6.09924          1.44219          1.20388          1.37459   \n",
       "11     6.09924          1.02083          1.37273            1.615   \n",
       "12     6.09924          1.44391         0.679171          1.33677   \n",
       "13     6.09924          1.09131          1.63649          1.60451   \n",
       "14     6.09924         0.827001         0.608467          0.77154   \n",
       "15     6.09924           1.3966          1.12732          1.34818   \n",
       "16     6.09924            1.453          1.17541          1.49693   \n",
       "17     6.09924           1.0735          1.32243          1.46307   \n",
       "18     6.10007         -2.85053          1.58337          1.74917   \n",
       "19     7.09961         -2.83817         -3.12634         0.471597   \n",
       "20     6.10007         0.884854          1.93426          1.55396   \n",
       "21     6.09924          1.07307          1.53019          1.62274   \n",
       "22     6.09924          1.45074          1.19016          1.45551   \n",
       "23     6.09924          1.10678          1.60788          1.63194   \n",
       "24     6.10007         0.960112         0.332904         0.681906   \n",
       "25     6.10007          1.33757         0.682983          1.10635   \n",
       "26     6.10007          1.42069         0.725944          1.20971   \n",
       "27     6.09924          1.52152          1.23155          1.58773   \n",
       "28     6.09924          1.50795          0.94229           1.4128   \n",
       "29     6.10007         0.790988          0.96766          1.13167   \n",
       "..         ...              ...              ...              ...   \n",
       "970    22.0157         0.797926          1.89928         -1.46104   \n",
       "971    6.10011        -0.769778        -0.426324        -0.147677   \n",
       "972   0.117016         -1.52414          -2.8206          1.59528   \n",
       "973    2.00284          -1.3436         -2.96437          1.15459   \n",
       "974   0.500966         0.392036         -2.81308          1.70226   \n",
       "975    2.00284         -0.88941        -0.537829        -0.298354   \n",
       "976    2.00284         -2.10208          -2.7499          1.46737   \n",
       "977    2.00284        -0.932861        -0.660544        -0.363566   \n",
       "978    2.00284        -0.962822        -0.608014        -0.453501   \n",
       "979    2.14598          1.31025          2.38541         -2.03358   \n",
       "980    2.14598          1.28428          2.72875         -1.60296   \n",
       "981    20.0505        -0.422348          2.97264         0.159825   \n",
       "982    1.99038         -2.30537          2.10903         0.634825   \n",
       "983    1.11744         -2.54673           2.8232         0.598478   \n",
       "984   0.988119         -2.72884           3.0221         0.293321   \n",
       "985    2.28944         -2.78629           2.9892         0.306089   \n",
       "986    1.99038         -2.29297          2.07526          0.72932   \n",
       "987    3.14622         -1.60429         -2.69878         0.521958   \n",
       "988   0.026269         -2.10759          2.96904         0.888128   \n",
       "989    1.11744        -0.786799         -2.42186         -2.82359   \n",
       "990    1.11744         -2.44141          2.86892         0.614396   \n",
       "991    1.99038         -2.22052          2.09577         0.650608   \n",
       "992    7.09869        -0.796772         -2.85558          2.19035   \n",
       "993    4.14848         -2.10531          2.88802         0.352832   \n",
       "994    7.09869        -0.240957          -1.0012          2.71087   \n",
       "995   0.123262         -2.61996          1.52537         0.250008   \n",
       "996    7.09869         -1.05849         -2.84449          2.11243   \n",
       "997    6.09643         -2.97378          2.81842         0.148515   \n",
       "998    1.11744        -0.656241          -2.3605         -2.77865   \n",
       "999    2.99265        -0.714894         -2.17707         -2.63746   \n",
       "\n",
       "    freq3_amplitude1 freq3_amplitude2 freq3_amplitude3 freq3_amplitude4  \\\n",
       "0            925.723          59.0074          13.6589           9.4115   \n",
       "1            1539.15          93.6702          23.0438          15.0992   \n",
       "2            3755.97           197.03          32.1159          34.5819   \n",
       "3            505.425          32.4492          7.46221           5.2225   \n",
       "4            10335.1          628.067          140.702          100.827   \n",
       "5              98.87          9.48599          1.33706           0.4459   \n",
       "6            468.448          34.9557          6.58235          3.44586   \n",
       "7            3604.68          192.237          52.2868          38.6252   \n",
       "8            216.546          17.9166          3.30599         0.975661   \n",
       "9            64.4369          4.18659         0.802315         0.267179   \n",
       "10           496.859          18.7844          5.23682          3.80116   \n",
       "11           116.282          5.90452          2.82186          0.21441   \n",
       "12           9506.92          593.485          209.157          145.968   \n",
       "13           195.119          22.6556          3.48494         0.789243   \n",
       "14           57.1291          2.85175          1.69024         0.175512   \n",
       "15           1848.85          93.4094          27.0853          19.9371   \n",
       "16           518.071          18.6698          5.76949          4.04816   \n",
       "17            94.218          8.05168          1.43239          0.36537   \n",
       "18           17852.8          923.675          109.668          174.306   \n",
       "19           22553.1          2127.84          158.683          159.153   \n",
       "20           78.3153          4.23104         0.561671         0.310369   \n",
       "21           219.003          18.5975           3.0823          1.03728   \n",
       "22           478.762          24.8103          6.07588           4.1116   \n",
       "23           114.282          19.6405          3.66818         0.582469   \n",
       "24           68.9754          3.47085          1.60312         0.116153   \n",
       "25            847.08          23.2177          21.0779          4.09243   \n",
       "26            1803.9          40.8059          44.8485          8.74333   \n",
       "27           3486.21          172.953          46.0835          37.3637   \n",
       "28           591.611          34.3256           7.3979           5.8572   \n",
       "29           130.116          1.86594          3.39356         0.464663   \n",
       "..               ...              ...              ...              ...   \n",
       "970          50.4551          11.5204          1.37874         0.665559   \n",
       "971          1287.87          105.181          55.9503          3.55962   \n",
       "972          73.1528          4.27882          1.40783         0.280379   \n",
       "973          119.454          11.1929           1.1716         0.383234   \n",
       "974          60.7553          9.18591          3.67989          1.16108   \n",
       "975          524.652          39.5869           10.113          0.57624   \n",
       "976          6458.91          1490.42          712.556          290.304   \n",
       "977          81.9183           5.9791           1.8223         0.588222   \n",
       "978          1211.53          69.5098          22.0627          3.55748   \n",
       "979          6428.24          1379.65          156.461          77.8799   \n",
       "980          209.643          45.3083          8.27699          3.04621   \n",
       "981          68.8675          5.58459          2.65603         0.162842   \n",
       "982          480.324          27.0523          7.24385          1.70781   \n",
       "983          340.932           28.911          4.02563          2.57631   \n",
       "984          1015.87          106.232          16.3243          5.24259   \n",
       "985          955.958          130.626          30.5255          8.23873   \n",
       "986          138.553          8.03554          2.04348         0.474976   \n",
       "987          1265.67          89.1118          14.1506          7.15417   \n",
       "988          93.1818          10.4534          2.45927         0.677879   \n",
       "989          119.798          6.87387          2.99054         0.417111   \n",
       "990          88.6014          7.09042         0.971516         0.707774   \n",
       "991          292.379          16.5349          4.37865         0.983383   \n",
       "992          456.115          24.9438          7.82256          2.20651   \n",
       "993          79.1533          4.77917          1.37001         0.452555   \n",
       "994          989.542          54.0523          11.7023          4.87902   \n",
       "995          33.6786          2.77625         0.401187         0.146428   \n",
       "996          251.687          12.9543          4.33129          1.17699   \n",
       "997          725.142          89.8077            21.17          5.91706   \n",
       "998          305.098          19.8614          5.39063          1.38606   \n",
       "999          93.9619          7.34776          2.41345         0.386435   \n",
       "\n",
       "    freq3_freq freq3_rel_phase2 freq3_rel_phase3 freq3_rel_phase4  \\\n",
       "0      1.10074        -0.414462          2.53654         0.583544   \n",
       "1      1.10074        -0.356492          2.52467         0.569158   \n",
       "2      1.10157        -0.803984          2.61448          0.94446   \n",
       "3      1.10074        -0.359753          2.38411         0.622136   \n",
       "4      1.10074        -0.262933          2.50447         0.579644   \n",
       "5      22.0835         0.758201          -1.4825          2.26037   \n",
       "6      1.10074        -0.388568          2.37907         0.777173   \n",
       "7      1.10074         -0.26743          2.57509         0.534165   \n",
       "8      22.0835         0.931726         -1.30728          2.37193   \n",
       "9      21.0839          1.03391         -1.18155          2.38885   \n",
       "10     1.10074         -0.32725          2.69681         0.827509   \n",
       "11     6.14922          1.83743         -2.35241          2.82594   \n",
       "12     1.10074        -0.194336          2.56309         0.601628   \n",
       "13      1.0999         0.809319         -1.68809         -1.38004   \n",
       "14     1.59384          2.07355         -2.51177         -2.69337   \n",
       "15     1.10074        -0.395166          2.53751          0.55037   \n",
       "16     1.10074        -0.273161          2.68999         0.590261   \n",
       "17     22.0835         0.742675         -1.37684          2.13162   \n",
       "18     24.0992          -2.0809         -1.87309          1.21577   \n",
       "19     2.43595         -2.75865        -0.858201         0.328369   \n",
       "20      30.622         -1.75988          1.87806          2.79097   \n",
       "21     22.0835         0.938327        -0.965547          2.38902   \n",
       "22      1.0999        0.0252378           2.9479         0.806072   \n",
       "23     21.0823         0.857666         -1.60608         -1.70116   \n",
       "24     20.5925          1.85103         -2.22655         -2.05997   \n",
       "25     1.59384         0.615352         -2.43828           3.1166   \n",
       "26     1.59384         0.670663         -2.39264         -3.13125   \n",
       "27     1.10074         -0.41415          2.32638         0.401697   \n",
       "28     1.10074         -0.56859          2.65392          0.65753   \n",
       "29     1.59301          1.64473         -2.31355         -2.93612   \n",
       "..         ...              ...              ...              ...   \n",
       "970    9.20427         0.257632           1.8465         -2.90596   \n",
       "971    9.20698          1.30475         -1.96628         0.828113   \n",
       "972    1.03958         -2.81614          1.96117        -0.482845   \n",
       "973    2.00284         -0.54076         -1.45825          2.91098   \n",
       "974    9.51292          2.71805         -1.09698         -0.84354   \n",
       "975   0.503679        -0.828798         -3.02091          2.38952   \n",
       "976    2.00284        -0.902285        -0.551688        -0.320215   \n",
       "977  0.0356137          -1.1799        -0.618045          2.59578   \n",
       "978    9.51224         0.114205         -1.66317         -1.95947   \n",
       "979    8.20369          1.20606           2.4541         -1.29505   \n",
       "980    8.20369          1.04984          2.21935         -1.30668   \n",
       "981    9.19274         -2.67793         -1.91334         0.699526   \n",
       "982    4.14848         -2.06869          3.05959          1.19795   \n",
       "983  0.0424345          -2.2866          2.50505         0.572582   \n",
       "984    4.00299        -0.415101         -1.40212          2.23954   \n",
       "985   0.988119        -0.818882         -1.47729         -1.66208   \n",
       "986    4.14848         -2.18101          3.08291          1.12914   \n",
       "987    21.1465         -1.71797         -3.05864         0.492842   \n",
       "988   0.026269         -1.14145         -1.63354          -2.3119   \n",
       "989   0.123262        -0.862137          -1.9979         -2.40207   \n",
       "990    2.03888          -2.3284          2.38919           0.6572   \n",
       "991    6.17726         -2.10684          3.11261          1.21782   \n",
       "992   0.123262         -2.53052         -2.65344         0.847463   \n",
       "993    1.44075         -2.07866          3.01238         0.885182   \n",
       "994    7.09869        -0.743418         -2.90906          2.23279   \n",
       "995    5.10225        -0.892041         -2.42153          1.33517   \n",
       "996    7.09869         -2.50523         -2.55599          1.15291   \n",
       "997     10.348        -0.821635         -1.38111          -1.7083   \n",
       "998   0.123262         -1.61235         -2.81697          1.54843   \n",
       "999     1.0447        -0.711324          -1.7896         -2.14095   \n",
       "\n",
       "    freq_amplitude_ratio_21 freq_amplitude_ratio_31 freq_frequency_ratio_21  \\\n",
       "0                 0.0135718               0.0114011                 2.03149   \n",
       "1                 0.0135819               0.0118127                 2.03149   \n",
       "2                 0.0136744               0.0116566                 2.03149   \n",
       "3                 0.0133437                0.011691                 2.03149   \n",
       "4                 0.0121411               0.0108515                 2.03149   \n",
       "5                 0.0123681               0.0107662                 2.03177   \n",
       "6                 0.0117612               0.0089193                 2.03149   \n",
       "7                 0.0134821               0.0116291                 2.03149   \n",
       "8                 0.0123611               0.0109257                 2.03149   \n",
       "9                 0.0117345              0.00907745                 2.03149   \n",
       "10                0.0133662               0.0101871                 2.03149   \n",
       "11                0.0124677              0.00895417                 2.03149   \n",
       "12                0.0117199              0.00994743                 2.03149   \n",
       "13                0.0119832              0.00889818                 2.03149   \n",
       "14                0.0127412               0.0114171                 2.03149   \n",
       "15                 0.013377               0.0116014                 2.03149   \n",
       "16                 0.013382               0.0101271                 2.03149   \n",
       "17                0.0119668               0.0106198                 2.03149   \n",
       "18                 0.012794               0.0110756                 6.09023   \n",
       "19                 0.014974               0.0114487                 7.09405   \n",
       "20                0.0115935              0.00922116                 2.03177   \n",
       "21                0.0120468               0.0107101                 2.03149   \n",
       "22                0.0135008               0.0102484                 2.03149   \n",
       "23                0.0114486               0.0097374                 2.03149   \n",
       "24                0.0125446              0.00865034                 2.03177   \n",
       "25                0.0142459               0.0129998                 2.03177   \n",
       "26                  0.01469                0.012966                 2.03177   \n",
       "27                0.0135897               0.0116769                 2.03149   \n",
       "28                0.0137635               0.0116616                 2.03149   \n",
       "29                 0.013359               0.0103056                 2.03177   \n",
       "..                      ...                     ...                     ...   \n",
       "970              0.00969351              0.00762034                 10.9997   \n",
       "971                 6.64983                 1.13167                 3.04572   \n",
       "972                0.757872                0.695033                0.117949   \n",
       "973                 0.77875                0.723242                 1.01373   \n",
       "974                0.677004               0.0148912                0.250212   \n",
       "975                 8.17948                0.934829                0.328329   \n",
       "976                0.934698                 8.06403                0.328329   \n",
       "977                 6.50016                0.866076                       1   \n",
       "978                 8.20706                0.939826                0.635972   \n",
       "979               0.0395245               0.0327019                 0.53605   \n",
       "980               0.0416071               0.0293316                 0.53605   \n",
       "981              0.00917601              0.00825823                 10.0178   \n",
       "982                0.807296                0.745832                 1.00819   \n",
       "983                0.893614                0.858809                 1.14969   \n",
       "984                0.735747                0.696865                       1   \n",
       "985                0.704462                 1.10627                 2.31697   \n",
       "986                0.758434                0.711552                 1.00819   \n",
       "987                0.973099                0.742928                0.742489   \n",
       "988                0.732867                 1.19226              0.00656234   \n",
       "989                0.739642                0.708078                0.566018   \n",
       "990                0.695031                0.673408                0.566018   \n",
       "991                0.736711                0.675938                 1.00819   \n",
       "992                0.788316                0.685302                 1.71115   \n",
       "993                0.586204                0.523299                 4.26819   \n",
       "994                0.722181                0.704025                 7.18405   \n",
       "995                  1.0454                0.732267                0.062436   \n",
       "996                0.765919                0.708149                 1.71115   \n",
       "997                0.751914                 1.21981                 6.16973   \n",
       "998                  0.7481                 0.66987                0.566018   \n",
       "999                0.713458                0.655387                 1.51586   \n",
       "\n",
       "    freq_frequency_ratio_31 freq_model_max_delta_mags  \\\n",
       "0                  0.366625                   4278.38   \n",
       "1                  0.366625                    6537.5   \n",
       "2                  0.366902                   16259.3   \n",
       "3                  0.366625                   2200.94   \n",
       "4                  0.366625                   51302.3   \n",
       "5                   7.35539                   410.718   \n",
       "6                  0.366625                   2597.66   \n",
       "7                  0.366625                   15724.4   \n",
       "8                   7.35539                   987.655   \n",
       "9                   7.02247                   414.112   \n",
       "10                 0.366625                   2556.21   \n",
       "11                  2.04813                   681.354   \n",
       "12                 0.366625                   57068.9   \n",
       "13                 0.366348                   1089.98   \n",
       "14                 0.530864                   261.923   \n",
       "15                 0.366625                   8219.96   \n",
       "16                 0.366625                   2643.24   \n",
       "17                  7.35539                   413.272   \n",
       "18                  24.0603                   28376.7   \n",
       "19                  2.43404                   19591.3   \n",
       "20                  10.1993                   418.517   \n",
       "21                  7.35539                   1018.45   \n",
       "22                 0.366348                   2378.07   \n",
       "23                  7.02192                   692.758   \n",
       "24                  6.85879                   406.531   \n",
       "25                 0.530864                   3559.94   \n",
       "26                 0.530864                   7449.33   \n",
       "27                 0.366625                   15685.6   \n",
       "28                 0.366625                   2671.72   \n",
       "29                 0.530587                   671.859   \n",
       "..                      ...                       ...   \n",
       "970                 4.59871                   80.0395   \n",
       "971                 4.59695               1.64774e-06   \n",
       "972                 1.04786               8.20282e-07   \n",
       "973                 1.01373               2.74852e-06   \n",
       "974                 4.75131                   51.2136   \n",
       "975               0.0825688               2.83219e-05   \n",
       "976                0.328329                8.6907e-06   \n",
       "977               0.0177815               6.25321e-07   \n",
       "978                 3.02046               1.92283e-05   \n",
       "979                 2.04922                   19648.7   \n",
       "980                 2.04922                   717.224   \n",
       "981                 4.59295                   80.5044   \n",
       "982                 2.10133               8.27361e-06   \n",
       "983                0.043659               2.13727e-06   \n",
       "984                 4.05112               1.56279e-07   \n",
       "985                       1               1.62732e-07   \n",
       "986                 2.10133               6.91514e-07   \n",
       "987                 4.99046               6.29127e-06   \n",
       "988              0.00656234               1.66805e-07   \n",
       "989                0.062436               4.13363e-06   \n",
       "990                 1.03275               5.71551e-06   \n",
       "991                 3.12897               6.49988e-06   \n",
       "992               0.0297126               6.73582e-06   \n",
       "993                 1.48233               6.23978e-07   \n",
       "994                 7.18405               5.84935e-06   \n",
       "995                 2.58444               3.26191e-08   \n",
       "996                 1.71115               3.68684e-06   \n",
       "997                 10.4724               1.08571e-07   \n",
       "998                0.062436               3.69742e-06   \n",
       "999                0.529171               4.53716e-07   \n",
       "\n",
       "    freq_model_min_delta_mags freq_model_phi1_phi2 freq_n_alias  \\\n",
       "0                      182388            0.0550836            1   \n",
       "1                      292593            0.0545201            1   \n",
       "2                      723300            0.0546649            1   \n",
       "3                     97057.2            0.0546861            1   \n",
       "4                 2.15361e+06            0.0550059            1   \n",
       "5                     20545.3            0.0533934            1   \n",
       "6                      117927             0.054442            1   \n",
       "7                      695958            0.0547086            1   \n",
       "8                     44393.3            0.0546706            1   \n",
       "9                     15946.1            0.0564719            1   \n",
       "10                     109549            0.0550984            1   \n",
       "11                    29141.7             0.055159            1   \n",
       "12                 2.1709e+06             0.055972            1   \n",
       "13                    49242.7            0.0543458            1   \n",
       "14                    11255.1             0.055136            1   \n",
       "15                     358012             0.054881            1   \n",
       "16                     114827             0.054969            1   \n",
       "17                    19890.4             0.053879            1   \n",
       "18                3.05261e+06            0.0373708            1   \n",
       "19                0.000300026             0.267561            1   \n",
       "20                    19064.6            0.0546881            1   \n",
       "21                    45881.1            0.0548068            1   \n",
       "22                     104808            0.0550156            1   \n",
       "23                    26475.6            0.0562062            1   \n",
       "24                      17903            0.0546236            1   \n",
       "25                     146555            0.0553411            1   \n",
       "26                     312691            0.0551439            1   \n",
       "27                     670767            0.0552637            1   \n",
       "28                     113943            0.0551801            1   \n",
       "29                    28461.1            0.0547617            1   \n",
       "..                        ...                  ...          ...   \n",
       "970                8.8439e-06             0.170787            1   \n",
       "971                1.0823e-05             0.324008            1   \n",
       "972               1.25246e-06             0.397652            2   \n",
       "973               3.12149e-07             0.348385            3   \n",
       "974                   8142.77            0.0507079            1   \n",
       "975               3.27503e-06             0.323118            1   \n",
       "976               2.27879e-05             0.327244            2   \n",
       "977               2.01475e-06             0.349163            2   \n",
       "978               3.94878e-06             0.368171            1   \n",
       "979                    677662            0.0770501            1   \n",
       "980                   24550.9            0.0766269            1   \n",
       "981               1.58411e-05             0.169428            1   \n",
       "982               1.64197e-05             0.352082            2   \n",
       "983               8.29485e-06             0.387503            1   \n",
       "984                1.8107e-06             0.370709            3   \n",
       "985               7.01481e-06              0.36541            2   \n",
       "986               5.75881e-07             0.354745            2   \n",
       "987               2.29119e-05             0.398816            0   \n",
       "988               1.29681e-06             0.271443            1   \n",
       "989               5.11156e-07             0.356813            1   \n",
       "990                4.6379e-06             0.348941            2   \n",
       "991               5.51115e-06             0.352649            2   \n",
       "992               6.59098e-06             0.285575            0   \n",
       "993               5.05448e-06             0.329915            1   \n",
       "994               4.98952e-05             0.372397            1   \n",
       "995               1.63165e-06             0.358912            1   \n",
       "996               3.60007e-08             0.285309            0   \n",
       "997               5.73307e-07             0.366346            1   \n",
       "998               2.43054e-06             0.353978            1   \n",
       "999               4.33312e-06             0.354832            3   \n",
       "\n",
       "    freq_signif_ratio_21 freq_signif_ratio_31 freq_varrat freq_y_offset  \\\n",
       "0               0.413098             0.357515   0.0364037       46658.1   \n",
       "1               0.409621             0.370046   0.0365585       74897.4   \n",
       "2               0.411178             0.370095   0.0365379        185203   \n",
       "3               0.402753             0.367383   0.0364463       24848.3   \n",
       "4               0.389379             0.361223   0.0366615        546388   \n",
       "5               0.379954              0.33303   0.0334547       5283.95   \n",
       "6               0.370158             0.324201   0.0319727         30193   \n",
       "7               0.402325             0.357824   0.0366262        178226   \n",
       "8               0.381205             0.337811   0.0334198         11402   \n",
       "9               0.365743             0.331371   0.0321947       4079.73   \n",
       "10              0.397792             0.352178    0.036981       28039.4   \n",
       "11              0.392219             0.332371   0.0322327       7464.99   \n",
       "12              0.416508             0.366472   0.0326232        546777   \n",
       "13              0.382858             0.328419   0.0315319       12606.1   \n",
       "14              0.384817             0.360302   0.0349816       2876.36   \n",
       "15              0.398998             0.356126   0.0367053       91604.8   \n",
       "16              0.395918             0.347881   0.0372767       29413.9   \n",
       "17              0.370594             0.328382   0.0331373       5103.13   \n",
       "18              0.676666             0.624851   0.0565568    1.4264e+06   \n",
       "19              0.751988             0.703037   0.0503449   1.98077e+06   \n",
       "20              0.357603             0.334721   0.0328747       4882.44   \n",
       "21              0.377086             0.336322   0.0320765       11757.3   \n",
       "22              0.392149             0.342661   0.0380262       26871.8   \n",
       "23              0.395647             0.351376   0.0306934       6725.14   \n",
       "24              0.388948             0.326904   0.0334913       4582.22   \n",
       "25              0.400195             0.386056   0.0403579       37440.5   \n",
       "26              0.413094             0.383993   0.0407757       79956.7   \n",
       "27              0.401224             0.354825   0.0366348        171641   \n",
       "28              0.412163             0.363407   0.0367297       29154.7   \n",
       "29              0.396989             0.362568   0.0350912       7250.02   \n",
       "..                   ...                  ...         ...           ...   \n",
       "970             0.510848             0.437355   0.0303257       4397.56   \n",
       "971             0.966536              1.11045   0.0750482      -115.556   \n",
       "972             0.969228             0.910906   0.0692573       19.6567   \n",
       "973              0.96578             0.882593   0.0653892        3.3441   \n",
       "974             0.827677             0.658931   0.0405411       2747.69   \n",
       "975              1.01837              1.14541   0.0745453      -48.8623   \n",
       "976             0.954785             0.974755   0.0760175      -79.4726   \n",
       "977              1.00888             0.957263   0.0702817       2.76192   \n",
       "978             0.970931              1.09981   0.0764393      -201.159   \n",
       "979             0.638876              0.59135    0.026372        102766   \n",
       "980             0.690066             0.527758   0.0288473       3737.24   \n",
       "981             0.465105             0.438029   0.0292038       5470.99   \n",
       "982             0.969479             0.852706   0.0689377       3.65585   \n",
       "983             0.894922             0.816019   0.0687964       53.9262   \n",
       "984             0.867605             0.875854   0.0731272      -84.2369   \n",
       "985             0.871862             0.876248   0.0742157       -51.538   \n",
       "986             0.921261             0.834741   0.0687959      -1.78107   \n",
       "987               1.0132             0.941581   0.0934986       109.282   \n",
       "988              0.87191             0.919538   0.0695642      -13.1497   \n",
       "989             0.965475             0.862869    0.068327     -0.274604   \n",
       "990             0.873628             0.866855   0.0723966     -0.178555   \n",
       "991             0.895365             0.839668    0.068213      -3.48954   \n",
       "992             0.950263             0.854527   0.0750009      -119.829   \n",
       "993             0.871831             0.843586    0.071684       63.8306   \n",
       "994             0.866094             0.863549   0.0739556      -94.2662   \n",
       "995              1.13691             0.891457   0.0663596      -0.51466   \n",
       "996             0.933163             0.851287   0.0736975      -65.0192   \n",
       "997             0.894624             0.932514   0.0767624      -33.8373   \n",
       "998             0.940661             0.823765   0.0695845      -3.26791   \n",
       "999             0.892218             0.786719   0.0720595       0.20591   \n",
       "\n",
       "    linear_trend medperc90_2p_p p2p_scatter_2praw p2p_scatter_over_mad  \\\n",
       "0        3.53604        1.25693            1.0265             0.846465   \n",
       "1        5.84063        1.20739           1.02433             0.716764   \n",
       "2        13.8214        1.28453           1.02264             0.909487   \n",
       "3        1.58518        1.28903           1.02326             0.973608   \n",
       "4        29.7427        1.25113           1.01612              0.66207   \n",
       "5      0.0484738        1.25301           1.02465              1.24506   \n",
       "6        0.54078         1.0696           1.01645             0.788902   \n",
       "7        12.1127        1.22244           1.02443             0.825068   \n",
       "8      0.0900752        1.27895           1.01846              1.12255   \n",
       "9        0.28658        1.05896           1.05538              1.10925   \n",
       "10       2.70313        1.16706           1.02573             0.840879   \n",
       "11      0.492125        1.15337           1.00321              1.28697   \n",
       "12       32.6515        1.25673           1.01885                    0   \n",
       "13     0.0585154        1.20394            1.0255              1.29937   \n",
       "14       0.21702        1.24584           0.99794              1.64698   \n",
       "15       7.31916        1.18702           1.02503             0.807398   \n",
       "16       1.78954         1.1784           1.02099             0.755857   \n",
       "17      0.255245        1.27084           1.01107              1.16232   \n",
       "18       286.896       0.970309           1.24455             0.862655   \n",
       "19       271.926       0.986102           1.14379             0.847328   \n",
       "20     -0.147172        1.11851           1.01488              1.20056   \n",
       "21      0.518494        1.33102            1.0275              1.14513   \n",
       "22       2.04924        1.08896           1.02056              1.00184   \n",
       "23      0.480844         1.0685           1.02799                    0   \n",
       "24      0.482165        1.16376           1.00677              1.32164   \n",
       "25       7.93926          1.239           1.05328              0.97147   \n",
       "26       17.6789        1.15793           1.05357             0.946744   \n",
       "27       15.2797        1.18904           1.02908             0.895559   \n",
       "28       3.61344        1.29222           1.02919             0.883089   \n",
       "29       1.33995        1.13783           1.05212              1.17256   \n",
       "..           ...            ...               ...                  ...   \n",
       "970   -0.0664022       0.972512           1.06572                    0   \n",
       "971      21.7157       0.972605           1.13658             0.875929   \n",
       "972       1.5194        1.39242          0.979845              1.27665   \n",
       "973      3.11267        1.59035           1.05625             0.953661   \n",
       "974    0.0641941       0.954122           1.15989                    0   \n",
       "975      11.5722       0.889768            1.0628             0.870053   \n",
       "976      16.6351       0.943721           1.05999             0.810342   \n",
       "977      1.98705       0.954107           1.13713             0.962289   \n",
       "978      22.2398       0.906305           1.03283              0.81215   \n",
       "979      26.6209        1.14579           1.12925                    0   \n",
       "980     0.384484       0.950737           1.13617                    0   \n",
       "981     0.012847        1.20231           1.06521                    0   \n",
       "982      11.5488        1.05458           1.07562             0.684001   \n",
       "983      7.20253       0.798778           1.04777             0.875886   \n",
       "984      27.9798        0.79322           1.08694             0.822894   \n",
       "985       15.747       0.943832           1.08954             0.830183   \n",
       "986      3.40295         1.0662           1.07948             0.899269   \n",
       "987     -8.88656        1.10845           1.06846              1.23839   \n",
       "988      1.27972        1.24038           1.01199              1.12289   \n",
       "989      3.36693        1.03038           1.08546               1.1154   \n",
       "990      2.58773       0.872927           1.08267              1.18885   \n",
       "991      7.30917        1.09677           1.07681             0.832456   \n",
       "992      9.31831       0.821316           1.10796             0.913373   \n",
       "993     0.809752       0.776693           1.04039              1.10677   \n",
       "994      25.5865       0.832182           1.08306              0.87882   \n",
       "995     0.964524       0.928881           1.13773              1.24854   \n",
       "996      5.03446       0.833468           1.07791             0.907917   \n",
       "997      10.0274       0.856508           1.09648             0.626641   \n",
       "998      7.93119       0.878488           1.06571             0.989038   \n",
       "999      3.08097        1.09186           1.09086              1.02475   \n",
       "\n",
       "    p2p_scatter_pfold_over_mad p2p_ssqr_diff_over_var scatter_res_raw  \\\n",
       "0                      1.50785                 1.2966         2.93216   \n",
       "1                      1.60698                1.29479         2.94081   \n",
       "2                      1.75089                1.29417         3.16626   \n",
       "3                      1.51252                1.29663         2.72919   \n",
       "4                      1.83849                1.36172         3.49085   \n",
       "5                       1.7694                1.25516         2.10949   \n",
       "6                      1.69353                1.29451         2.61667   \n",
       "7                      1.95767                1.29208         3.60272   \n",
       "8                      1.60588                1.27251         2.41097   \n",
       "9                      1.70856                1.26955         1.58885   \n",
       "10                      1.6618                1.28706         2.97895   \n",
       "11                     1.89376                1.30086         2.03006   \n",
       "12                           0               0.666535         3.71855   \n",
       "13                     1.76993                1.30231         2.09593   \n",
       "14                     1.78564                1.35414         1.91048   \n",
       "15                     1.88533                1.29353         3.49238   \n",
       "16                     1.67199                 1.2879         3.21786   \n",
       "17                     1.66086                1.28692         2.22364   \n",
       "18                     2.15055                1.59736         3.92161   \n",
       "19                     1.85772                1.30466         3.59119   \n",
       "20                     1.82017                1.28127         1.76904   \n",
       "21                     1.79925                1.28828         2.96626   \n",
       "22                     1.85206                1.28511         2.97691   \n",
       "23                           0               0.629461         2.29525   \n",
       "24                     1.58685                1.30525         2.44956   \n",
       "25                     2.28342                1.28895         4.37971   \n",
       "26                     2.17401                1.28065         4.40607   \n",
       "27                     1.87727                1.28979         3.70551   \n",
       "28                     1.59078                1.28258         3.07271   \n",
       "29                     1.60045                 1.3056          2.3271   \n",
       "..                         ...                    ...             ...   \n",
       "970                          0                0.91045         1.84678   \n",
       "971                    1.82165                1.81762         2.37416   \n",
       "972                    1.76944                1.88495         1.64435   \n",
       "973                    1.60723                1.82398         1.68927   \n",
       "974                          0                0.87785          1.2401   \n",
       "975                    1.89105                1.82843         2.69727   \n",
       "976                    1.84471                1.82502         2.15932   \n",
       "977                    1.73947                1.83583         1.57727   \n",
       "978                    1.83732                1.81567          2.0443   \n",
       "979                          0               0.906393          1.8147   \n",
       "980                          0               0.905742         2.18171   \n",
       "981                          0                0.91203         1.42866   \n",
       "982                    1.29371                1.84633         1.75185   \n",
       "983                    1.27232                 1.8489         1.71787   \n",
       "984                    1.31616                1.83277         2.10379   \n",
       "985                    1.31436                1.82506         2.46128   \n",
       "986                    1.83918                1.85485         1.91088   \n",
       "987                    1.59855                1.82437         0.99182   \n",
       "988                    1.67231                 1.8314         1.27758   \n",
       "989                    1.44391                1.83389         1.37167   \n",
       "990                    1.62052                1.85526         1.84534   \n",
       "991                    1.57839                 1.8461          2.0569   \n",
       "992                    1.94286                1.83115         1.87009   \n",
       "993                    1.61878                1.84146         1.66031   \n",
       "994                    1.50922                1.82052         2.21112   \n",
       "995                     1.6038                1.74257         1.24391   \n",
       "996                    1.81126                1.85507         1.55076   \n",
       "997                    1.27591                1.81444         1.83038   \n",
       "998                    1.88931                1.86978         2.06802   \n",
       "999                    1.72013                1.83099         1.53806   \n",
       "\n",
       "    all_times_nhist_numpeaks all_times_nhist_peak1_bin  \\\n",
       "0                         12                         6   \n",
       "1                         12                         6   \n",
       "2                         10                         5   \n",
       "3                         12                         3   \n",
       "4                         12                         6   \n",
       "5                         12                         6   \n",
       "6                         11                         6   \n",
       "7                         10                         6   \n",
       "8                         11                         6   \n",
       "9                         11                         6   \n",
       "10                        11                         6   \n",
       "11                        11                         6   \n",
       "12                        10                         6   \n",
       "13                        11                         6   \n",
       "14                         9                         6   \n",
       "15                        11                         6   \n",
       "16                        12                         6   \n",
       "17                        12                         6   \n",
       "18                        10                         6   \n",
       "19                        12                         6   \n",
       "20                        12                         6   \n",
       "21                        11                         6   \n",
       "22                        12                         6   \n",
       "23                        13                         2   \n",
       "24                        10                         6   \n",
       "25                         9                         5   \n",
       "26                         9                         5   \n",
       "27                        12                         6   \n",
       "28                        12                         6   \n",
       "29                         9                         6   \n",
       "..                       ...                       ...   \n",
       "970                       19                         5   \n",
       "971                       20                         5   \n",
       "972                       19                         5   \n",
       "973                       19                         5   \n",
       "974                       19                         5   \n",
       "975                       19                         5   \n",
       "976                       20                         5   \n",
       "977                       20                         5   \n",
       "978                       20                         5   \n",
       "979                       20                         5   \n",
       "980                       19                         5   \n",
       "981                       19                         5   \n",
       "982                       13                         3   \n",
       "983                       13                         5   \n",
       "984                       13                         3   \n",
       "985                       13                         3   \n",
       "986                       13                         3   \n",
       "987                       12                         3   \n",
       "988                       12                         3   \n",
       "989                       13                         3   \n",
       "990                       12                         3   \n",
       "991                       13                         3   \n",
       "992                       12                         5   \n",
       "993                       12                         5   \n",
       "994                       13                         3   \n",
       "995                       13                         3   \n",
       "996                       13                         3   \n",
       "997                       13                         5   \n",
       "998                       12                         3   \n",
       "999                       13                         5   \n",
       "\n",
       "    all_times_nhist_peak2_bin all_times_nhist_peak3_bin  \\\n",
       "0                          10                        14   \n",
       "1                          10                        14   \n",
       "2                          10                        14   \n",
       "3                           6                        10   \n",
       "4                          10                        14   \n",
       "5                          10                        14   \n",
       "6                          10                        14   \n",
       "7                          10                        14   \n",
       "8                          10                        14   \n",
       "9                          10                        14   \n",
       "10                         10                        14   \n",
       "11                         10                        14   \n",
       "12                         10                        14   \n",
       "13                         10                        14   \n",
       "14                         10                        14   \n",
       "15                         10                        14   \n",
       "16                         10                        14   \n",
       "17                         10                        14   \n",
       "18                         10                        14   \n",
       "19                         10                        14   \n",
       "20                         10                        14   \n",
       "21                         10                        14   \n",
       "22                         10                        14   \n",
       "23                          6                        10   \n",
       "24                         10                        14   \n",
       "25                         10                        14   \n",
       "26                         10                        14   \n",
       "27                         10                        14   \n",
       "28                         10                        14   \n",
       "29                         10                        14   \n",
       "..                        ...                       ...   \n",
       "970                         2                         8   \n",
       "971                         2                         8   \n",
       "972                         2                         8   \n",
       "973                         2                         8   \n",
       "974                         2                         8   \n",
       "975                         2                         8   \n",
       "976                         2                         8   \n",
       "977                         2                         8   \n",
       "978                         2                         8   \n",
       "979                         2                         8   \n",
       "980                         2                         8   \n",
       "981                         2                         8   \n",
       "982                         5                        10   \n",
       "983                         3                        10   \n",
       "984                         5                        10   \n",
       "985                         5                        10   \n",
       "986                         5                        10   \n",
       "987                         5                        10   \n",
       "988                         5                        10   \n",
       "989                         5                        10   \n",
       "990                         5                        10   \n",
       "991                         5                        10   \n",
       "992                         3                        10   \n",
       "993                         3                        10   \n",
       "994                         5                        10   \n",
       "995                         5                        10   \n",
       "996                         5                        10   \n",
       "997                         3                        10   \n",
       "998                         5                        10   \n",
       "999                        10                        18   \n",
       "\n",
       "    all_times_nhist_peak4_bin all_times_nhist_peak_1_to_2  \\\n",
       "0                          19                     1.27143   \n",
       "1                          19                     1.27143   \n",
       "2                          19                     1.28571   \n",
       "3                          14                     1.02467   \n",
       "4                          19                     1.27143   \n",
       "5                          19                     1.27952   \n",
       "6                          19                     1.27316   \n",
       "7                          19                     1.26526   \n",
       "8                          19                     1.27316   \n",
       "9                          19                     1.27316   \n",
       "10                         19                     1.29257   \n",
       "11                         19                     1.27404   \n",
       "12                         19                     1.26526   \n",
       "13                         19                     1.30097   \n",
       "14                         19                     1.26698   \n",
       "15                         19                     1.29257   \n",
       "16                         19                     1.27143   \n",
       "17                         19                     1.27952   \n",
       "18                         19                     1.26603   \n",
       "19                         19                     1.27143   \n",
       "20                         19                     1.27316   \n",
       "21                         19                     1.30097   \n",
       "22                         19                     1.27143   \n",
       "23                         14                     1.01507   \n",
       "24                         19                     1.29056   \n",
       "25                         19                      1.2623   \n",
       "26                         19                      1.2623   \n",
       "27                         19                     1.27143   \n",
       "28                         19                     1.28883   \n",
       "29                         19                     1.26698   \n",
       "..                        ...                         ...   \n",
       "970                        11                     1.04717   \n",
       "971                        11                     1.06376   \n",
       "972                        11                     1.05248   \n",
       "973                        11                     1.05191   \n",
       "974                        11                     1.03138   \n",
       "975                        11                     1.05433   \n",
       "976                        11                     1.06376   \n",
       "977                        11                     1.06563   \n",
       "978                        11                     1.06376   \n",
       "979                        11                     1.06376   \n",
       "980                        11                     1.05331   \n",
       "981                        11                     1.04717   \n",
       "982                        12                      1.0094   \n",
       "983                        18                     1.01498   \n",
       "984                        18                     1.02174   \n",
       "985                        12                     1.01515   \n",
       "986                        12                     1.00758   \n",
       "987                        23                     1.00901   \n",
       "988                        23                     1.03711   \n",
       "989                        12                     1.01883   \n",
       "990                        23                     1.03876   \n",
       "991                        12                     1.01143   \n",
       "992                        23                     1.03605   \n",
       "993                        23                     1.00381   \n",
       "994                        18                      1.0221   \n",
       "995                        18                     1.00185   \n",
       "996                        18                     1.01075   \n",
       "997                        18                      1.0339   \n",
       "998                        23                     1.02421   \n",
       "999                        23                     1.22706   \n",
       "\n",
       "    all_times_nhist_peak_1_to_3 all_times_nhist_peak_1_to_4  \\\n",
       "0                       1.42021                     2.06178   \n",
       "1                       1.42021                     2.06178   \n",
       "2                       1.46281                      2.1498   \n",
       "3                       1.29808                         1.5   \n",
       "4                       1.42021                     2.06178   \n",
       "5                       1.43127                     2.09055   \n",
       "6                       1.44474                     2.11024   \n",
       "7                       1.43351                     2.08108   \n",
       "8                       1.44474                     2.11024   \n",
       "9                       1.44474                     2.11024   \n",
       "10                      1.45283                     2.13043   \n",
       "11                      1.46006                      2.1371   \n",
       "12                      1.43351                     2.08108   \n",
       "13                      1.46448                     2.16129   \n",
       "14                      1.45822                     2.12992   \n",
       "15                      1.45283                     2.13043   \n",
       "16                      1.42021                     2.06178   \n",
       "17                      1.43127                     2.09055   \n",
       "18                      1.44837                     2.10672   \n",
       "19                      1.42021                     2.06178   \n",
       "20                      1.44865                     2.16129   \n",
       "21                      1.46448                     2.16129   \n",
       "22                      1.42021                     2.06178   \n",
       "23                       1.2988                     1.45283   \n",
       "24                      1.45628                     2.14919   \n",
       "25                      1.46467                     2.13043   \n",
       "26                      1.46467                     2.13043   \n",
       "27                      1.42021                     2.06178   \n",
       "28                      1.43127                     2.09881   \n",
       "29                      1.45822                     2.12992   \n",
       "..                          ...                         ...   \n",
       "970                     1.19723                     1.44693   \n",
       "971                     1.15152                     1.31792   \n",
       "972                      1.1853                     1.40797   \n",
       "973                     1.20125                     1.44465   \n",
       "974                     1.17209                        1.44   \n",
       "975                     1.16181                     1.34962   \n",
       "976                     1.15152                     1.31792   \n",
       "977                     1.16184                     1.33464   \n",
       "978                     1.15152                     1.31792   \n",
       "979                     1.15152                     1.31792   \n",
       "980                     1.16587                     1.37406   \n",
       "981                     1.19723                     1.44693   \n",
       "982                     1.21493                     1.29398   \n",
       "983                     1.22902                     1.98535   \n",
       "984                     1.24503                     1.96516   \n",
       "985                     1.22654                     1.31051   \n",
       "986                     1.21739                     1.29756   \n",
       "987                     1.22271                     2.84264   \n",
       "988                     1.26471                     3.07143   \n",
       "989                     1.23516                     1.31951   \n",
       "990                     1.25822                     3.06286   \n",
       "991                     1.21789                     1.29512   \n",
       "992                      1.2381                     2.98361   \n",
       "993                     1.22274                     2.94413   \n",
       "994                     1.24161                     1.95423   \n",
       "995                     1.22573                     2.00369   \n",
       "996                     1.23144                     1.91837   \n",
       "997                      1.2449                     1.96774   \n",
       "998                     1.24717                     2.98913   \n",
       "999                     1.98885                     3.05714   \n",
       "\n",
       "    all_times_nhist_peak_2_to_3 all_times_nhist_peak_2_to_4  \\\n",
       "0                       1.11702                     1.62162   \n",
       "1                       1.11702                     1.62162   \n",
       "2                       1.13774                     1.67206   \n",
       "3                       1.26683                     1.46389   \n",
       "4                       1.11702                     1.62162   \n",
       "5                        1.1186                     1.63386   \n",
       "6                       1.13477                     1.65748   \n",
       "7                       1.13298                     1.64479   \n",
       "8                       1.13477                     1.65748   \n",
       "9                       1.13477                     1.65748   \n",
       "10                      1.12399                     1.64822   \n",
       "11                      1.14601                     1.67742   \n",
       "12                      1.13298                     1.64479   \n",
       "13                      1.12568                     1.66129   \n",
       "14                      1.15094                      1.6811   \n",
       "15                      1.12399                     1.64822   \n",
       "16                      1.11702                     1.62162   \n",
       "17                       1.1186                     1.63386   \n",
       "18                      1.14402                     1.66403   \n",
       "19                      1.11702                     1.62162   \n",
       "20                      1.13784                     1.69758   \n",
       "21                      1.12568                     1.66129   \n",
       "22                      1.11702                     1.62162   \n",
       "23                      1.27952                     1.43127   \n",
       "24                      1.12842                     1.66532   \n",
       "25                      1.16033                     1.68775   \n",
       "26                      1.16033                     1.68775   \n",
       "27                      1.11702                     1.62162   \n",
       "28                      1.11051                     1.62846   \n",
       "29                      1.15094                      1.6811   \n",
       "..                          ...                         ...   \n",
       "970                      1.1433                     1.38175   \n",
       "971                     1.08249                     1.23892   \n",
       "972                      1.1262                     1.33776   \n",
       "973                     1.14197                     1.37336   \n",
       "974                     1.13643                     1.39619   \n",
       "975                     1.10194                     1.28008   \n",
       "976                     1.08249                     1.23892   \n",
       "977                     1.09029                     1.25245   \n",
       "978                     1.08249                     1.23892   \n",
       "979                     1.08249                     1.23892   \n",
       "980                     1.10686                     1.30451   \n",
       "981                      1.1433                     1.38175   \n",
       "982                     1.20362                     1.28193   \n",
       "983                     1.21088                     1.95604   \n",
       "984                     1.21854                     1.92334   \n",
       "985                     1.20824                     1.29095   \n",
       "986                     1.20824                      1.2878   \n",
       "987                     1.21179                     2.81726   \n",
       "988                     1.21946                     2.96154   \n",
       "989                     1.21233                     1.29512   \n",
       "990                     1.21127                     2.94857   \n",
       "991                     1.20413                     1.28049   \n",
       "992                     1.19501                     2.87978   \n",
       "993                      1.2181                     2.93296   \n",
       "994                     1.21477                     1.91197   \n",
       "995                     1.22348                           2   \n",
       "996                     1.21834                     1.89796   \n",
       "997                     1.20408                     1.90323   \n",
       "998                     1.21769                     2.91848   \n",
       "999                     1.62082                     2.49143   \n",
       "\n",
       "    all_times_nhist_peak_3_to_4 all_times_nhist_peak_val  \\\n",
       "0                       1.45174                0.0273252   \n",
       "1                       1.45174                0.0273252   \n",
       "2                       1.46964                 0.027865   \n",
       "3                       1.15556                0.0278139   \n",
       "4                       1.45174                0.0273252   \n",
       "5                       1.46063                0.0275556   \n",
       "6                       1.46063                0.0275773   \n",
       "7                       1.45174                0.0275461   \n",
       "8                       1.46063                0.0275773   \n",
       "9                       1.46063                0.0275773   \n",
       "10                       1.4664                0.0278294   \n",
       "11                      1.46371                0.0276605   \n",
       "12                      1.45174                0.0298997   \n",
       "13                      1.47581                0.0276067   \n",
       "14                      1.46063                0.0275931   \n",
       "15                       1.4664                0.0278294   \n",
       "16                      1.45174                0.0273252   \n",
       "17                      1.46063                0.0275556   \n",
       "18                      1.45455                0.0276808   \n",
       "19                      1.45174                0.0273252   \n",
       "20                      1.49194                0.0279646   \n",
       "21                      1.47581                0.0276067   \n",
       "22                      1.45174                0.0273252   \n",
       "23                       1.1186                 0.030181   \n",
       "24                      1.47581                0.0275071   \n",
       "25                      1.45455                0.0278941   \n",
       "26                      1.45455                0.0278941   \n",
       "27                      1.45174                0.0273252   \n",
       "28                       1.4664                0.0275071   \n",
       "29                      1.46063                0.0275931   \n",
       "..                          ...                      ...   \n",
       "970                     1.20857                0.0327922   \n",
       "971                     1.14451                0.0299631   \n",
       "972                     1.18786                0.0300871   \n",
       "973                     1.20263                0.0300869   \n",
       "974                     1.22857                0.0330668   \n",
       "975                     1.16165                0.0300217   \n",
       "976                     1.14451                0.0299631   \n",
       "977                     1.14873                0.0299225   \n",
       "978                     1.14451                0.0299631   \n",
       "979                     1.14451                0.0327053   \n",
       "980                     1.17857                0.0327545   \n",
       "981                     1.20857                0.0327922   \n",
       "982                     1.06506                0.0273016   \n",
       "983                     1.61538                0.0275413   \n",
       "984                      1.5784                 0.027261   \n",
       "985                     1.06846                0.0271588   \n",
       "986                     1.06585                0.0275367   \n",
       "987                     2.32487                0.0272093   \n",
       "988                     2.42857                0.0272597   \n",
       "989                     1.06829                0.0273941   \n",
       "990                     2.43429                0.0272882   \n",
       "991                     1.06341                0.0273491   \n",
       "992                     2.40984                 0.027398   \n",
       "993                     2.40782                0.0272962   \n",
       "994                     1.57394                0.0273529   \n",
       "995                     1.63469                0.0279583   \n",
       "996                     1.55782                0.0275246   \n",
       "997                     1.58065                0.0277264   \n",
       "998                     2.39674                0.0272128   \n",
       "999                     1.53714                0.0272989   \n",
       "\n",
       "    avg_double_to_single_step avg_err     avgt cad_probs_1 cad_probs_10  \\\n",
       "0                    -9.33943  0.0001  58279.3           0            0   \n",
       "1                    -9.33943  0.0001  58279.3           0            0   \n",
       "2                      -3.273  0.0001  58279.7           0            0   \n",
       "3                    -4.39146  0.0001  58279.7           0            0   \n",
       "4                    -9.33943  0.0001  58279.3           0            0   \n",
       "5                    -9.35932  0.0001  58279.4           0            0   \n",
       "6                    -5.04922  0.0001  58279.6           0            0   \n",
       "7                    -5.05982  0.0001  58279.4           0            0   \n",
       "8                    -5.04922  0.0001  58279.6           0            0   \n",
       "9                    -5.04922  0.0001  58279.6           0            0   \n",
       "10                   -3.13775  0.0001  58279.5           0            0   \n",
       "11                   -4.71363  0.0001  58279.7           0            0   \n",
       "12                   -13.5299  0.0001  58279.4     0.50173      0.50173   \n",
       "13                   -3.11335  0.0001  58279.7           0            0   \n",
       "14                   -6.88155  0.0001  58279.7           0            0   \n",
       "15                   -3.13775  0.0001  58279.5           0            0   \n",
       "16                   -9.33943  0.0001  58279.3           0            0   \n",
       "17                   -9.35932  0.0001  58279.4           0            0   \n",
       "18                   -4.72716  0.0001  58279.6           0            0   \n",
       "19                   -9.33943  0.0001  58279.3           0            0   \n",
       "20                   -5.00236  0.0001  58279.9           0            0   \n",
       "21                   -3.11335  0.0001  58279.7           0            0   \n",
       "22                   -9.33943  0.0001  58279.3           0            0   \n",
       "23                   -13.5786  0.0001  58279.4    0.501754     0.501754   \n",
       "24                   -5.45976  0.0001  58279.7           0            0   \n",
       "25                   -6.56176  0.0001  58279.7           0            0   \n",
       "26                   -6.56176  0.0001  58279.7           0            0   \n",
       "27                   -9.33943  0.0001  58279.3           0            0   \n",
       "28                   -8.00762  0.0001  58279.4           0            0   \n",
       "29                   -6.88155  0.0001  58279.7           0            0   \n",
       "..                        ...     ...      ...         ...          ...   \n",
       "970                   -19.228  0.0001  58279.7    0.501672     0.501672   \n",
       "971                    8.0777  0.0001  58278.6           0            0   \n",
       "972                  -6.87175  0.0001  58279.4           0            0   \n",
       "973                  -6.86741  0.0001  58279.5           0            0   \n",
       "974                  -17.4278  0.0001  58280.1    0.501695     0.501695   \n",
       "975                   8.06812  0.0001    58279           0            0   \n",
       "976                    8.0777  0.0001  58278.6           0            0   \n",
       "977                   8.18296  0.0001  58278.7           0            0   \n",
       "978                    8.0777  0.0001  58278.6           0            0   \n",
       "979                  -19.8312  0.0001  58278.6    0.501754     0.501754   \n",
       "980                  -19.2478  0.0001  58279.1    0.501706     0.501706   \n",
       "981                   -19.228  0.0001  58279.7    0.501672     0.501672   \n",
       "982                  -6.36746  0.0001  58281.4           0            0   \n",
       "983                  -8.79264  0.0001  58281.8           0            0   \n",
       "984                  -3.90022  0.0001  58281.6           0            0   \n",
       "985                  -4.34214  0.0001  58281.2           0            0   \n",
       "986                  -4.74725  0.0001  58281.2           0            0   \n",
       "987                  -5.14153  0.0001  58281.5           0            0   \n",
       "988                  -8.51327  0.0001  58282.1           0            0   \n",
       "989                  -3.25974  0.0001  58281.5           0            0   \n",
       "990                  -6.81326  0.0001  58281.7           0            0   \n",
       "991                   -9.5473  0.0001  58281.4           0            0   \n",
       "992                  -3.08715  0.0001  58281.6           0            0   \n",
       "993                  -7.73242  0.0001  58281.9           0            0   \n",
       "994                  -5.03517  0.0001  58281.4           0            0   \n",
       "995                  -3.30079  0.0001  58281.8           0            0   \n",
       "996                  -4.22721  0.0001  58281.4           0            0   \n",
       "997                  -2.15379  0.0001  58281.5           0            0   \n",
       "998                  -9.73469  0.0001  58281.8           0            0   \n",
       "999                  -5.11711  0.0001  58281.8           0            0   \n",
       "\n",
       "    cad_probs_20 cad_probs_30 cad_probs_40 cad_probs_50 cad_probs_100  \\\n",
       "0       0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "1       0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "2       0.105634     0.239437     0.408451          0.5      0.535211   \n",
       "3       0.105634     0.239437     0.408451     0.507042      0.535211   \n",
       "4       0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "5       0.105634     0.246479     0.408451     0.514085      0.542254   \n",
       "6       0.104895     0.244755     0.405594      0.51049      0.538462   \n",
       "7       0.104167     0.243056     0.409722     0.513889      0.541667   \n",
       "8       0.104895     0.244755     0.405594      0.51049      0.538462   \n",
       "9       0.104895     0.244755     0.405594      0.51049      0.538462   \n",
       "10      0.104895     0.244755     0.405594      0.51049      0.538462   \n",
       "11      0.105634     0.239437     0.401408          0.5      0.535211   \n",
       "12      0.553633     0.622837     0.705882     0.757785      0.771626   \n",
       "13      0.105634     0.246479     0.401408     0.507042      0.535211   \n",
       "14      0.104167     0.243056     0.402778     0.513889      0.541667   \n",
       "15      0.104895     0.244755     0.405594      0.51049      0.538462   \n",
       "16      0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "17      0.105634     0.246479     0.408451     0.514085      0.542254   \n",
       "18      0.104895     0.237762     0.405594     0.503497      0.538462   \n",
       "19      0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "20      0.105634     0.239437     0.401408     0.507042      0.535211   \n",
       "21      0.105634     0.246479     0.401408     0.507042      0.535211   \n",
       "22      0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "23      0.554386     0.624561     0.705263     0.757895       0.77193   \n",
       "24      0.105634     0.239437     0.401408          0.5      0.535211   \n",
       "25      0.104167     0.236111     0.402778     0.506944      0.541667   \n",
       "26      0.104167     0.236111     0.402778     0.506944      0.541667   \n",
       "27      0.104895     0.244755     0.412587     0.517483      0.545455   \n",
       "28      0.105634     0.239437     0.408451     0.507042      0.542254   \n",
       "29      0.104167     0.243056     0.402778     0.513889      0.541667   \n",
       "..           ...          ...          ...          ...           ...   \n",
       "970     0.558528     0.632107      0.70903     0.762542       0.77592   \n",
       "971     0.105634     0.260563     0.422535     0.514085      0.542254   \n",
       "972      0.10274     0.253425     0.410959     0.520548      0.547945   \n",
       "973     0.108108     0.256757     0.412162      0.52027      0.547297   \n",
       "974     0.559322     0.630508     0.708475     0.762712      0.772881   \n",
       "975     0.103448     0.255172     0.413793     0.510345      0.544828   \n",
       "976     0.105634     0.260563     0.422535     0.514085      0.542254   \n",
       "977     0.106383     0.262411      0.41844     0.510638      0.539007   \n",
       "978     0.105634     0.260563     0.422535     0.514085      0.542254   \n",
       "979     0.554386     0.631579     0.712281     0.757895       0.77193   \n",
       "980     0.552901     0.627986     0.706485     0.761092      0.774744   \n",
       "981     0.558528     0.632107      0.70903     0.762542       0.77592   \n",
       "982     0.116438     0.260274     0.410959     0.520548      0.541096   \n",
       "983     0.109589     0.246575      0.39726     0.506849      0.541096   \n",
       "984     0.108108     0.243243     0.412162     0.513514      0.547297   \n",
       "985     0.110345     0.248276     0.413793     0.517241      0.537931   \n",
       "986     0.103448     0.241379          0.4     0.517241      0.537931   \n",
       "987     0.114094     0.261745     0.416107      0.52349      0.550336   \n",
       "988     0.109589     0.253425      0.40411     0.513699      0.541096   \n",
       "989     0.110345     0.248276     0.406897     0.510345      0.537931   \n",
       "990    0.0979021     0.230769     0.384615     0.503497      0.531469   \n",
       "991     0.103448     0.248276     0.393103     0.517241      0.537931   \n",
       "992     0.116438     0.253425      0.40411     0.506849      0.541096   \n",
       "993     0.111111         0.25     0.395833          0.5      0.534722   \n",
       "994     0.102041     0.231293     0.401361     0.517007      0.544218   \n",
       "995      0.10274     0.246575      0.40411          0.5      0.541096   \n",
       "996     0.107383     0.255034     0.416107      0.52349      0.550336   \n",
       "997     0.109589     0.246575      0.40411     0.506849      0.541096   \n",
       "998      0.10274     0.253425      0.40411     0.513699      0.541096   \n",
       "999     0.110345     0.248276     0.406897     0.510345      0.537931   \n",
       "\n",
       "    cad_probs_500 cad_probs_1000 cad_probs_5000 cad_probs_10000  \\\n",
       "0         0.65035        0.65035       0.972028        0.979021   \n",
       "1         0.65035        0.65035       0.972028        0.979021   \n",
       "2        0.640845       0.640845       0.971831        0.978873   \n",
       "3        0.640845       0.640845       0.971831        0.978873   \n",
       "4         0.65035        0.65035       0.972028        0.979021   \n",
       "5        0.647887       0.647887       0.971831        0.978873   \n",
       "6        0.643357       0.643357       0.972028        0.979021   \n",
       "7        0.645833       0.645833       0.972222        0.979167   \n",
       "8        0.643357       0.643357       0.972028        0.979021   \n",
       "9        0.643357       0.643357       0.972028        0.979021   \n",
       "10       0.643357       0.643357       0.972028        0.979021   \n",
       "11       0.640845       0.640845       0.971831        0.978873   \n",
       "12       0.823529       0.823529       0.986159        0.989619   \n",
       "13       0.640845       0.640845       0.971831        0.978873   \n",
       "14       0.645833       0.645833       0.972222        0.979167   \n",
       "15       0.643357       0.643357       0.972028        0.979021   \n",
       "16        0.65035        0.65035       0.972028        0.979021   \n",
       "17       0.647887       0.647887       0.971831        0.978873   \n",
       "18       0.643357       0.643357       0.972028        0.979021   \n",
       "19        0.65035        0.65035       0.972028        0.979021   \n",
       "20       0.640845       0.640845       0.971831        0.978873   \n",
       "21       0.640845       0.640845       0.971831        0.978873   \n",
       "22        0.65035        0.65035       0.972028        0.979021   \n",
       "23       0.824561       0.824561       0.985965        0.989474   \n",
       "24       0.640845       0.640845       0.971831        0.978873   \n",
       "25       0.645833       0.645833       0.972222        0.979167   \n",
       "26       0.645833       0.645833       0.972222        0.979167   \n",
       "27        0.65035        0.65035       0.972028        0.979021   \n",
       "28       0.647887       0.647887       0.971831        0.978873   \n",
       "29       0.645833       0.645833       0.972222        0.979167   \n",
       "..            ...            ...            ...             ...   \n",
       "970      0.816054       0.816054       0.979933        0.989967   \n",
       "971      0.619718       0.619718       0.957746        0.978873   \n",
       "972      0.623288       0.623288       0.958904        0.979452   \n",
       "973      0.628378       0.628378       0.959459         0.97973   \n",
       "974      0.813559       0.813559       0.979661        0.989831   \n",
       "975       0.62069        0.62069       0.958621         0.97931   \n",
       "976      0.619718       0.619718       0.957746        0.978873   \n",
       "977      0.617021       0.617021       0.957447        0.978723   \n",
       "978      0.619718       0.619718       0.957746        0.978873   \n",
       "979      0.810526       0.810526       0.978947        0.989474   \n",
       "980      0.812287       0.812287       0.979522        0.989761   \n",
       "981      0.816054       0.816054       0.979933        0.989967   \n",
       "982      0.630137       0.630137       0.972603        0.993151   \n",
       "983      0.630137       0.630137       0.972603        0.993151   \n",
       "984      0.635135       0.635135       0.972973        0.993243   \n",
       "985      0.627586       0.627586       0.972414        0.993103   \n",
       "986      0.627586       0.627586       0.972414        0.993103   \n",
       "987      0.637584       0.637584       0.973154        0.993289   \n",
       "988      0.630137       0.630137       0.972603        0.993151   \n",
       "989      0.627586       0.627586       0.972414        0.993103   \n",
       "990      0.622378       0.622378       0.972028        0.993007   \n",
       "991      0.627586       0.627586       0.972414        0.993103   \n",
       "992      0.630137       0.630137       0.972603        0.993151   \n",
       "993         0.625          0.625       0.972222        0.993056   \n",
       "994      0.632653       0.632653       0.972789        0.993197   \n",
       "995      0.630137       0.630137       0.972603        0.993151   \n",
       "996      0.637584       0.637584       0.973154        0.993289   \n",
       "997      0.630137       0.630137       0.972603        0.993151   \n",
       "998      0.630137       0.630137       0.972603        0.993151   \n",
       "999      0.627586       0.627586       0.972414        0.993103   \n",
       "\n",
       "    cad_probs_50000 cad_probs_100000 cad_probs_500000 cad_probs_1000000  \\\n",
       "0                 1                1                1                 1   \n",
       "1                 1                1                1                 1   \n",
       "2                 1                1                1                 1   \n",
       "3                 1                1                1                 1   \n",
       "4                 1                1                1                 1   \n",
       "5                 1                1                1                 1   \n",
       "6                 1                1                1                 1   \n",
       "7                 1                1                1                 1   \n",
       "8                 1                1                1                 1   \n",
       "9                 1                1                1                 1   \n",
       "10                1                1                1                 1   \n",
       "11                1                1                1                 1   \n",
       "12                1                1                1                 1   \n",
       "13                1                1                1                 1   \n",
       "14                1                1                1                 1   \n",
       "15                1                1                1                 1   \n",
       "16                1                1                1                 1   \n",
       "17                1                1                1                 1   \n",
       "18                1                1                1                 1   \n",
       "19                1                1                1                 1   \n",
       "20                1                1                1                 1   \n",
       "21                1                1                1                 1   \n",
       "22                1                1                1                 1   \n",
       "23                1                1                1                 1   \n",
       "24                1                1                1                 1   \n",
       "25                1                1                1                 1   \n",
       "26                1                1                1                 1   \n",
       "27                1                1                1                 1   \n",
       "28                1                1                1                 1   \n",
       "29                1                1                1                 1   \n",
       "..              ...              ...              ...               ...   \n",
       "970               1                1                1                 1   \n",
       "971               1                1                1                 1   \n",
       "972               1                1                1                 1   \n",
       "973               1                1                1                 1   \n",
       "974               1                1                1                 1   \n",
       "975               1                1                1                 1   \n",
       "976               1                1                1                 1   \n",
       "977               1                1                1                 1   \n",
       "978               1                1                1                 1   \n",
       "979               1                1                1                 1   \n",
       "980               1                1                1                 1   \n",
       "981               1                1                1                 1   \n",
       "982               1                1                1                 1   \n",
       "983               1                1                1                 1   \n",
       "984               1                1                1                 1   \n",
       "985               1                1                1                 1   \n",
       "986               1                1                1                 1   \n",
       "987               1                1                1                 1   \n",
       "988               1                1                1                 1   \n",
       "989               1                1                1                 1   \n",
       "990               1                1                1                 1   \n",
       "991               1                1                1                 1   \n",
       "992               1                1                1                 1   \n",
       "993               1                1                1                 1   \n",
       "994               1                1                1                 1   \n",
       "995               1                1                1                 1   \n",
       "996               1                1                1                 1   \n",
       "997               1                1                1                 1   \n",
       "998               1                1                1                 1   \n",
       "999               1                1                1                 1   \n",
       "\n",
       "    cad_probs_5000000 cad_probs_10000000  cads_avg   cads_med cads_std  \\\n",
       "0                   1                  1  0.671642  0.0326157  1.84161   \n",
       "1                   1                  1  0.671642  0.0326157  1.84161   \n",
       "2                   1                  1  0.676372  0.0338541  1.84379   \n",
       "3                   1                  1  0.676372  0.0327141  1.84384   \n",
       "4                   1                  1  0.671642  0.0326157  1.84161   \n",
       "5                   1                  1  0.676372  0.0327141   1.8474   \n",
       "6                   1                  1  0.671642  0.0328125  1.83825   \n",
       "7                   1                  1  0.666978  0.0327141  1.83253   \n",
       "8                   1                  1  0.671642  0.0328125  1.83825   \n",
       "9                   1                  1  0.671642  0.0328125  1.83825   \n",
       "10                  1                  1  0.671642  0.0328125  1.83815   \n",
       "11                  1                  1  0.676372  0.0338541  1.84385   \n",
       "12                  1                  1  0.332335          0  1.33584   \n",
       "13                  1                  1  0.676372   0.033368  1.84393   \n",
       "14                  1                  1  0.666978  0.0327141  1.83259   \n",
       "15                  1                  1  0.671642  0.0328125  1.83815   \n",
       "16                  1                  1  0.671642  0.0326157  1.84161   \n",
       "17                  1                  1  0.676372  0.0327141   1.8474   \n",
       "18                  1                  1  0.671642  0.0328125  1.83807   \n",
       "19                  1                  1  0.671642  0.0326157  1.84161   \n",
       "20                  1                  1  0.676372   0.033368  1.84444   \n",
       "21                  1                  1  0.676372   0.033368  1.84393   \n",
       "22                  1                  1  0.671642  0.0326157  1.84161   \n",
       "23                  1                  1  0.336999          0  1.34715   \n",
       "24                  1                  1  0.676372  0.0344097  1.84385   \n",
       "25                  1                  1  0.666978  0.0327141  1.83242   \n",
       "26                  1                  1  0.666978  0.0327141  1.83242   \n",
       "27                  1                  1  0.671642  0.0326157  1.84161   \n",
       "28                  1                  1  0.676372   0.033368  1.84722   \n",
       "29                  1                  1  0.666978  0.0327141  1.83259   \n",
       "..                ...                ...       ...        ...      ...   \n",
       "970                 1                  1  0.394422          0  1.61786   \n",
       "971                 1                  1  0.830509  0.0332523  2.27269   \n",
       "972                 1                  1  0.807755  0.0327141   2.2424   \n",
       "973                 1                  1  0.796839  0.0327141  2.22878   \n",
       "974                 1                  1   0.39977          0  1.62853   \n",
       "975                 1                  1  0.813326  0.0336921  2.24905   \n",
       "976                 1                  1  0.830509  0.0332523  2.27269   \n",
       "977                 1                  1  0.836399  0.0336921   2.2798   \n",
       "978                 1                  1  0.830509  0.0332523  2.27269   \n",
       "979                 1                  1  0.413797          0  1.65708   \n",
       "980                 1                  1  0.402499          0  1.63357   \n",
       "981                 1                  1  0.394422          0  1.61786   \n",
       "982                 1                  1  0.677918  0.0321296  2.16508   \n",
       "983                 1                  1  0.677918  0.0338078  2.16489   \n",
       "984                 1                  1  0.668756  0.0321296  2.15143   \n",
       "985                 1                  1  0.682593  0.0316435  2.17175   \n",
       "986                 1                  1  0.682593  0.0326157  2.17174   \n",
       "987                 1                  1  0.664268  0.0316435   2.1449   \n",
       "988                 1                  1  0.677918  0.0327141  2.16499   \n",
       "989                 1                  1  0.682593  0.0326157  2.17174   \n",
       "990                 1                  1   0.69214  0.0336921  2.18532   \n",
       "991                 1                  1  0.682593  0.0328125  2.17174   \n",
       "992                 1                  1  0.677918   0.033368  2.16481   \n",
       "993                 1                  1  0.687333  0.0342939  2.17849   \n",
       "994                 1                  1  0.673306  0.0326157  2.15807   \n",
       "995                 1                  1  0.677918  0.0344097  2.16489   \n",
       "996                 1                  1  0.664268  0.0316435  2.14494   \n",
       "997                 1                  1  0.677918   0.033368  2.16486   \n",
       "998                 1                  1  0.677918  0.0327141  2.16497   \n",
       "999                 1                  1  0.682593  0.0326157   2.1719   \n",
       "\n",
       "        mean med_double_to_single_step med_err n_epochs  \\\n",
       "0    11685.3                  -1.00852  0.0001      144   \n",
       "1      18898                  -1.00852  0.0001      144   \n",
       "2    47033.9                  -1.00342  0.0001      143   \n",
       "3    6258.61                  -1.00342  0.0001      143   \n",
       "4     121756                  -1.00852  0.0001      144   \n",
       "5    1339.93                   -1.0062  0.0001      143   \n",
       "6    7631.56                  -1.00388  0.0001      144   \n",
       "7    45616.9                   -1.0062  0.0001      145   \n",
       "8    2918.67                  -1.00388  0.0001      144   \n",
       "9    1034.76                  -1.00388  0.0001      144   \n",
       "10   7153.12                  -1.00388  0.0001      144   \n",
       "11   1913.37                  -1.00342  0.0001      143   \n",
       "12    116771                         0  0.0001      290   \n",
       "13   3165.35                  -1.00342  0.0001      143   \n",
       "14   735.748                   -1.0062  0.0001      145   \n",
       "15   23394.4                  -1.00388  0.0001      144   \n",
       "16   7481.49                  -1.00852  0.0001      144   \n",
       "17   1284.25                   -1.0062  0.0001      143   \n",
       "18    259147                  -1.00388  0.0001      144   \n",
       "19    338623                  -1.00852  0.0001      144   \n",
       "20   1231.86                  -1.00342  0.0001      143   \n",
       "21   3011.46                  -1.00342  0.0001      143   \n",
       "22   6922.44                  -1.00852  0.0001      144   \n",
       "23   1569.99                         0  0.0001      286   \n",
       "24    1152.8                  -1.00342  0.0001      143   \n",
       "25   9738.19                   -1.0062  0.0001      145   \n",
       "26   20791.9                   -1.0062  0.0001      145   \n",
       "27   44557.5                  -1.00852  0.0001      144   \n",
       "28   7426.05                   -1.0062  0.0001      143   \n",
       "29   1908.29                   -1.0062  0.0001      145   \n",
       "..       ...                       ...     ...      ...   \n",
       "970  814.567                         0  0.0001      300   \n",
       "971  14148.5                  -1.00511  0.0001      143   \n",
       "972  1384.19                 -0.499615  0.0001      147   \n",
       "973  2218.29                 -0.499615  0.0001      149   \n",
       "974  810.658                         0  0.0001      296   \n",
       "975  7131.47                0.00372367  0.0001      146   \n",
       "976  10295.6                  -1.00511  0.0001      143   \n",
       "977   1185.4                  -1.00295  0.0001      142   \n",
       "978  16677.9                  -1.00511  0.0001      143   \n",
       "979   102398                         0  0.0001      286   \n",
       "980  3575.48                         0  0.0001      294   \n",
       "981  1048.34                         0  0.0001      300   \n",
       "982  8812.17                  -1.00449  0.0001      147   \n",
       "983  6460.91                  -1.00449  0.0001      147   \n",
       "984  19007.4                 -0.500133  0.0001      149   \n",
       "985  10791.1                  -1.00171  0.0001      146   \n",
       "986  2581.47                  -1.00171  0.0001      146   \n",
       "987  19163.7                  -1.00171  0.0001      150   \n",
       "988  1067.27                 -0.500133  0.0001      147   \n",
       "989  2212.93                0.00144801  0.0001      146   \n",
       "990  1656.98                0.00144801  0.0001      144   \n",
       "991   5561.7                  -1.00726  0.0001      146   \n",
       "992  8470.55                 -0.500133  0.0001      147   \n",
       "993   1518.4                 -0.500133  0.0001      145   \n",
       "994    18283                  -1.00171  0.0001      148   \n",
       "995  652.036                 -0.500133  0.0001      147   \n",
       "996  4605.16                  -1.00171  0.0001      150   \n",
       "997   7716.8                 -0.500133  0.0001      147   \n",
       "998  6011.28                  -1.00449  0.0001      147   \n",
       "999  1851.27                0.00144801  0.0001      146   \n",
       "\n",
       "    std_double_to_single_step      std_err total_time  \n",
       "0                     306.083  1.35525e-20    96.0448  \n",
       "1                     306.083  1.35525e-20    96.0448  \n",
       "2                     304.008  2.71051e-20    96.0448  \n",
       "3                     304.514  2.71051e-20    96.0448  \n",
       "4                     306.083  1.35525e-20    96.0448  \n",
       "5                     307.174  2.71051e-20    96.0448  \n",
       "6                     303.295  1.35525e-20    96.0448  \n",
       "7                     302.225  1.35525e-20    96.0448  \n",
       "8                     303.295  1.35525e-20    96.0448  \n",
       "9                     303.295  1.35525e-20    96.0448  \n",
       "10                    302.422  1.35525e-20    96.0448  \n",
       "11                    304.349  2.71051e-20    96.0448  \n",
       "12                    48.6183  1.35525e-20    96.0448  \n",
       "13                    303.501  2.71051e-20    96.0448  \n",
       "14                    301.237  1.35525e-20    96.0448  \n",
       "15                    302.422  1.35525e-20    96.0448  \n",
       "16                    306.083  1.35525e-20    96.0448  \n",
       "17                    307.174  2.71051e-20    96.0448  \n",
       "18                    303.268  1.35525e-20    96.0448  \n",
       "19                    306.083  1.35525e-20    96.0448  \n",
       "20                    304.378  2.71051e-20    96.0448  \n",
       "21                    303.501  2.71051e-20    96.0448  \n",
       "22                    306.083  1.35525e-20    96.0448  \n",
       "23                    48.9028  2.71051e-20    96.0448  \n",
       "24                    302.948  2.71051e-20    96.0448  \n",
       "25                    301.211  1.35525e-20    96.0448  \n",
       "26                    301.211  1.35525e-20    96.0448  \n",
       "27                    306.083  1.35525e-20    96.0448  \n",
       "28                    306.752  2.71051e-20    96.0448  \n",
       "29                    301.237  1.35525e-20    96.0448  \n",
       "..                        ...          ...        ...  \n",
       "970                   115.031  1.35525e-20    117.932  \n",
       "971                    258.53  2.71051e-20    117.932  \n",
       "972                    297.49  2.71051e-20    117.932  \n",
       "973                   295.441  1.35525e-20    117.932  \n",
       "974                   110.158  2.71051e-20    117.932  \n",
       "975                   254.936  1.35525e-20    117.932  \n",
       "976                    258.53  2.71051e-20    117.932  \n",
       "977                   259.456  2.71051e-20    117.932  \n",
       "978                    258.53  2.71051e-20    117.932  \n",
       "979                    117.66  2.71051e-20    117.932  \n",
       "980                   115.978  2.71051e-20    117.932  \n",
       "981                   115.031  1.35525e-20    117.932  \n",
       "982                   298.852  2.71051e-20     98.976  \n",
       "983                   296.166  2.71051e-20     98.976  \n",
       "984                   296.567  1.35525e-20     98.976  \n",
       "985                   299.336  1.35525e-20     98.976  \n",
       "986                   299.259  1.35525e-20     98.976  \n",
       "987                   296.101  2.71051e-20     98.976  \n",
       "988                   296.908  2.71051e-20     98.976  \n",
       "989                   299.544  1.35525e-20     98.976  \n",
       "990                   299.226  1.35525e-20     98.976  \n",
       "991                   297.515  1.35525e-20     98.976  \n",
       "992                   297.549  2.71051e-20     98.976  \n",
       "993                   298.218  1.35525e-20     98.976  \n",
       "994                   297.276  2.71051e-20     98.976  \n",
       "995                   298.163  2.71051e-20     98.976  \n",
       "996                   295.584  2.71051e-20     98.976  \n",
       "997                   297.017  2.71051e-20     98.976  \n",
       "998                   296.704  2.71051e-20     98.976  \n",
       "999                   299.694  1.35525e-20     98.976  \n",
       "\n",
       "[1000 rows x 112 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(ad, columns=features_General+features_LS+features_Cadence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  }
 ],
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