lighter.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip3 install pandas\n",
    "#import sys\n",
    "#sys.path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import pickle\n",
    "import pandas as pd\n",
    "from sklearn.cross_decomposition import CCA\n",
    "import numpy as np\n",
    "import glob\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# First, I load the data…\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "file_paths = glob.glob(\"three_feature_folder/*.p\")\n",
    "nml_data = []\n",
    "\n",
    "for f in file_paths:\n",
    "    nml_data.append(pickle.load(open(f,'rb')))\n",
    "print(nml_data)\n",
    "print(nml_data[0]['dm'].columns)\n",
    "print(nml_data[0]['efel'].columns)\n",
    "print(nml_data[0]['allen'].columns)\n",
    "\n",
    "\n",
    "file_paths = glob.glob(\"allen_three_feature_folder/*.p\")\n",
    "allen_analysis = []\n",
    "\n",
    "for f in file_paths:\n",
    "    allen_analysis.append(pickle.load(open(f,'rb')))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_allen_frame(nml_data):\n",
    "    indexs = [ nml['model_id'] for nml in nml_data ]\n",
    "    rows = [ nml['allen'] for nml in nml_data if len(nml)]\n",
    "    preds3 = [r.iloc[0] for r in rows if len(r)]\n",
    "\n",
    "    #preds = [r for r in rows ]\n",
    "    dfObj0 = pd.DataFrame(columns=preds3[0].keys(), index=indexs)\n",
    "    for i,d in enumerate(preds3):\n",
    "        dfObj0.iloc[i] = preds3[i]#.iloc[0]\n",
    "    return dfObj0\n",
    "#df_allen_features_allen\n",
    "#df_allen_features_allen\n",
    "def l_nml_to_dm(nml_data):\n",
    "    indexs = [ nml['model_id'] for nml in nml_data ]\n",
    "    rows = [ nml['dm'] for nml in nml_data ]\n",
    "    preds = [r for r in rows ]\n",
    "    dfObj0 = pd.DataFrame(columns=preds[0].keys(), index=indexs)\n",
    "    for i,d in enumerate(rows):\n",
    "         dfObj0.iloc[i] = rows[i].iloc[0]\n",
    "    return dfObj0\n",
    "\n",
    "\n",
    "def l_nml_to_efel(nml_data):\n",
    "    indexs = [ nml['model_id'] for nml in nml_data ]\n",
    "    rows = [ nml['efel'] for nml in nml_data ]\n",
    "    preds = [r for r in rows ]\n",
    "\n",
    "    dfObj1 = pd.DataFrame(columns=preds[0].keys(), index=indexs)\n",
    "    for i,d in enumerate(rows):\n",
    "         dfObj1.iloc[i] = rows[i].iloc[0]\n",
    "    return dfObj1\n",
    "\n",
    "def giant_frame(allen_anaylsis,nml_data)\n",
    "    dm_frame_allen = l_nml_to_dm(allen_analysis)\n",
    "    dm_frame_nml = l_nml_to_dm(nml_data)\n",
    "    dm_frame_allen = dm_frame_allen.append(dm_frame_nml)\n",
    "    df_allen_features_nml = get_allen_frame(nml_data)\n",
    "    df_allen_features_allen = get_allen_frame(allen_analysis)\n",
    "    df_allen_features_allen = df_allen_features_allen.append(df_allen_features_nml)\n",
    "    indices_are_nml_id = l_nml_to_efel(nml_data)\n",
    "    indices_are_specimen_id = l_nml_to_efel(allen_analysis)\n",
    "    indices_are_specimen_id = indices_are_specimen_id.append(indices_are_nml_id)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/pandas/core/frame.py:6692: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  sort=sort)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#rows\n",
    "#print(len(indexs),len(rows))\n",
    "#nnans0 = [ r.iloc[0] for r in rows ]\n",
    "#print(nnans0)\n",
    "#nnans1 = [ r.iloc[1] for r in rows ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AP12AHPDepthPercentChangeTest</th>\n",
       "      <th>AP12AmplitudeChangePercentTest</th>\n",
       "      <th>AP12AmplitudeDropTest</th>\n",
       "      <th>AP12HalfWidthChangePercentTest</th>\n",
       "      <th>AP12RateOfChangePeakToTroughPercentChangeTest</th>\n",
       "      <th>AP1AHPDepthTest</th>\n",
       "      <th>AP1AmplitudeTest</th>\n",
       "      <th>AP1DelayMeanStrongStimTest</th>\n",
       "      <th>AP1DelayMeanTest</th>\n",
       "      <th>AP1DelaySDStrongStimTest</th>\n",
       "      <th>...</th>\n",
       "      <th>Burst1ISIMeanTest</th>\n",
       "      <th>Burst1ISISDStrongStimTest</th>\n",
       "      <th>Burst1ISISDTest</th>\n",
       "      <th>ISIBurstMeanChangeTest</th>\n",
       "      <th>ISICVTest</th>\n",
       "      <th>ISIMedianTest</th>\n",
       "      <th>InitialAccommodationMeanTest</th>\n",
       "      <th>InputResistanceTest</th>\n",
       "      <th>SSAccommodationMeanTest</th>\n",
       "      <th>SpikeRateStrongStimTest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NMLCL001142</th>\n",
       "      <td>[-42.505336179384095 dimensionless]</td>\n",
       "      <td>[8.779199091863713 dimensionless]</td>\n",
       "      <td>[-6.1795160011778165 mV]</td>\n",
       "      <td>14.285714285714283 dimensionless</td>\n",
       "      <td>[-23.982144997442408 dimensionless]</td>\n",
       "      <td>[19.313447999953382 mV]</td>\n",
       "      <td>[70.38815200016136 mV]</td>\n",
       "      <td>1.6400000000001 ms</td>\n",
       "      <td>1.759999999999991 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>...</td>\n",
       "      <td>12.850000000000023 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>0.0 ms</td>\n",
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       "      <td>5.47136</td>\n",
       "      <td>23.090000000000146 ms</td>\n",
       "      <td>-29.1667</td>\n",
       "      <td>12.65731817182923 megaohm</td>\n",
       "      <td>-29.1667</td>\n",
       "      <td>303.0 Hz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000472</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000166</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000973</th>\n",
       "      <td>[1.9030627857388804 dimensionless]</td>\n",
       "      <td>[-3.203571089666891 dimensionless]</td>\n",
       "      <td>[2.7399884458729957 mV]</td>\n",
       "      <td>-5.45454545454544 dimensionless</td>\n",
       "      <td>[-2.8778791877292003 dimensionless]</td>\n",
       "      <td>[21.39750583838037 mV]</td>\n",
       "      <td>[85.52919130500399 mV]</td>\n",
       "      <td>2.4500000000000455 ms</td>\n",
       "      <td>6.790000000000077 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>...</td>\n",
       "      <td>22.349999999999966 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>6.27596</td>\n",
       "      <td>45.7015</td>\n",
       "      <td>23.475000000000023 ms</td>\n",
       "      <td>-5.55556</td>\n",
       "      <td>186.74845448521782 megaohm</td>\n",
       "      <td>-11.1111</td>\n",
       "      <td>74.0 Hz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000932</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001010</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000120</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000209</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000771</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000109</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001474</th>\n",
       "      <td>[5.673587863278161 dimensionless]</td>\n",
       "      <td>[-3.7447310069864375 dimensionless]</td>\n",
       "      <td>[3.03978856696412 mV]</td>\n",
       "      <td>-1.4802973661668752e-14 dimensionless</td>\n",
       "      <td>[-4.902245697781809 dimensionless]</td>\n",
       "      <td>[23.457282793826145 mV]</td>\n",
       "      <td>[81.1750847068287 mV]</td>\n",
       "      <td>6.690000000000055 ms</td>\n",
       "      <td>22.529999999999973 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>...</td>\n",
       "      <td>57.139999999999986 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>12.9309</td>\n",
       "      <td>10.3696</td>\n",
       "      <td>71.21000000000004 ms</td>\n",
       "      <td>-28.5714</td>\n",
       "      <td>183.55672867691828 megaohm</td>\n",
       "      <td>-28.5714</td>\n",
       "      <td>73.0 Hz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000601</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001519</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001506</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000953</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000757</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000778</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001080</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000979</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000972</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000315</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000290</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000779</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000744</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001457</th>\n",
       "      <td>[40.65019674633459 dimensionless]</td>\n",
       "      <td>[-4.955722616815093 dimensionless]</td>\n",
       "      <td>[3.423993333644532 mV]</td>\n",
       "      <td>1.0638297872340436 dimensionless</td>\n",
       "      <td>[-13.47186760916333 dimensionless]</td>\n",
       "      <td>[10.501746181535836 mV]</td>\n",
       "      <td>[69.09170666709022 mV]</td>\n",
       "      <td>5.610000000000127 ms</td>\n",
       "      <td>25.269999999999982 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>...</td>\n",
       "      <td>32.424999999999955 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>102.472</td>\n",
       "      <td>6.35125</td>\n",
       "      <td>64.34000000000015 ms</td>\n",
       "      <td>-14.2857</td>\n",
       "      <td>170.5254443854916 megaohm</td>\n",
       "      <td>-14.2857</td>\n",
       "      <td>41.0 Hz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000936</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000302</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000921</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000946</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000745</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>NMLCL000397</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000908</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000824</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000597</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000517</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001481</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000872</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000982</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000769</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001023</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001075</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000717</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001524</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000711</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001006</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000154</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001461</th>\n",
       "      <td>[256.3409150374047 dimensionless]</td>\n",
       "      <td>[-5.8490644913001715 dimensionless]</td>\n",
       "      <td>[4.146570909006485 mV]</td>\n",
       "      <td>-3.571428571428574 dimensionless</td>\n",
       "      <td>[-14.098572041975327 dimensionless]</td>\n",
       "      <td>[4.868245932752664 mV]</td>\n",
       "      <td>[70.8928909088632 mV]</td>\n",
       "      <td>5.940000000000055 ms</td>\n",
       "      <td>21.100000000000136 ms</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>...</td>\n",
       "      <td>32.70999999999992 ms</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0 ms</td>\n",
       "      <td>175.761</td>\n",
       "      <td>10.5846</td>\n",
       "      <td>43.559999999999945 ms</td>\n",
       "      <td>0</td>\n",
       "      <td>67.6757973154564 megaohm</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5 Hz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000740</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000938</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000943</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000823</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000101</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001104</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000551</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000095</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000151</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000645</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000494</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000446</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000607</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>694 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   AP12AHPDepthPercentChangeTest  \\\n",
       "NMLCL001142  [-42.505336179384095 dimensionless]   \n",
       "NMLCL000472                                  NaN   \n",
       "NMLCL000166                                  NaN   \n",
       "NMLCL000973   [1.9030627857388804 dimensionless]   \n",
       "NMLCL000932                                  NaN   \n",
       "NMLCL001010                                  NaN   \n",
       "NMLCL000120                                  NaN   \n",
       "NMLCL000209                                  NaN   \n",
       "NMLCL000771                                  NaN   \n",
       "NMLCL000109                                  NaN   \n",
       "NMLCL001474    [5.673587863278161 dimensionless]   \n",
       "NMLCL000601                                  NaN   \n",
       "NMLCL001519                                  NaN   \n",
       "NMLCL001506                                  NaN   \n",
       "NMLCL000953                                  NaN   \n",
       "NMLCL000757                                  NaN   \n",
       "NMLCL000778                                  NaN   \n",
       "NMLCL001080                                  NaN   \n",
       "NMLCL000979                                  NaN   \n",
       "NMLCL000972                                  NaN   \n",
       "NMLCL000315                                  NaN   \n",
       "NMLCL000290                                  NaN   \n",
       "NMLCL000779                                  NaN   \n",
       "NMLCL000744                                  NaN   \n",
       "NMLCL001457    [40.65019674633459 dimensionless]   \n",
       "NMLCL000936                                  NaN   \n",
       "NMLCL000302                                  NaN   \n",
       "NMLCL000921                                  NaN   \n",
       "NMLCL000946                                  NaN   \n",
       "NMLCL000745                                  NaN   \n",
       "...                                          ...   \n",
       "NMLCL000397                                  NaN   \n",
       "NMLCL000908                                  NaN   \n",
       "NMLCL000824                                  NaN   \n",
       "NMLCL000597                                  NaN   \n",
       "NMLCL000517                                  NaN   \n",
       "NMLCL001481                                  NaN   \n",
       "NMLCL000872                                  NaN   \n",
       "NMLCL000982                                  NaN   \n",
       "NMLCL000769                                  NaN   \n",
       "NMLCL001023                                  NaN   \n",
       "NMLCL001075                                  NaN   \n",
       "NMLCL000717                                  NaN   \n",
       "NMLCL001524                                  NaN   \n",
       "NMLCL000711                                  NaN   \n",
       "NMLCL001006                                  NaN   \n",
       "NMLCL000154                                  NaN   \n",
       "NMLCL001461    [256.3409150374047 dimensionless]   \n",
       "NMLCL000740                                  NaN   \n",
       "NMLCL000938                                  NaN   \n",
       "NMLCL000943                                  NaN   \n",
       "NMLCL000823                                  NaN   \n",
       "NMLCL000101                                  NaN   \n",
       "NMLCL001104                                  NaN   \n",
       "NMLCL000551                                  NaN   \n",
       "NMLCL000095                                  NaN   \n",
       "NMLCL000151                                  NaN   \n",
       "NMLCL000645                                  NaN   \n",
       "NMLCL000494                                  NaN   \n",
       "NMLCL000446                                  NaN   \n",
       "NMLCL000607                                  NaN   \n",
       "\n",
       "                  AP12AmplitudeChangePercentTest     AP12AmplitudeDropTest  \\\n",
       "NMLCL001142    [8.779199091863713 dimensionless]  [-6.1795160011778165 mV]   \n",
       "NMLCL000472                                  NaN                       NaN   \n",
       "NMLCL000166                                  NaN                       NaN   \n",
       "NMLCL000973   [-3.203571089666891 dimensionless]   [2.7399884458729957 mV]   \n",
       "NMLCL000932                                  NaN                       NaN   \n",
       "NMLCL001010                                  NaN                       NaN   \n",
       "NMLCL000120                                  NaN                       NaN   \n",
       "NMLCL000209                                  NaN                       NaN   \n",
       "NMLCL000771                                  NaN                       NaN   \n",
       "NMLCL000109                                  NaN                       NaN   \n",
       "NMLCL001474  [-3.7447310069864375 dimensionless]     [3.03978856696412 mV]   \n",
       "NMLCL000601                                  NaN                       NaN   \n",
       "NMLCL001519                                  NaN                       NaN   \n",
       "NMLCL001506                                  NaN                       NaN   \n",
       "NMLCL000953                                  NaN                       NaN   \n",
       "NMLCL000757                                  NaN                       NaN   \n",
       "NMLCL000778                                  NaN                       NaN   \n",
       "NMLCL001080                                  NaN                       NaN   \n",
       "NMLCL000979                                  NaN                       NaN   \n",
       "NMLCL000972                                  NaN                       NaN   \n",
       "NMLCL000315                                  NaN                       NaN   \n",
       "NMLCL000290                                  NaN                       NaN   \n",
       "NMLCL000779                                  NaN                       NaN   \n",
       "NMLCL000744                                  NaN                       NaN   \n",
       "NMLCL001457   [-4.955722616815093 dimensionless]    [3.423993333644532 mV]   \n",
       "NMLCL000936                                  NaN                       NaN   \n",
       "NMLCL000302                                  NaN                       NaN   \n",
       "NMLCL000921                                  NaN                       NaN   \n",
       "NMLCL000946                                  NaN                       NaN   \n",
       "NMLCL000745                                  NaN                       NaN   \n",
       "...                                          ...                       ...   \n",
       "NMLCL000397                                  NaN                       NaN   \n",
       "NMLCL000908                                  NaN                       NaN   \n",
       "NMLCL000824                                  NaN                       NaN   \n",
       "NMLCL000597                                  NaN                       NaN   \n",
       "NMLCL000517                                  NaN                       NaN   \n",
       "NMLCL001481                                  NaN                       NaN   \n",
       "NMLCL000872                                  NaN                       NaN   \n",
       "NMLCL000982                                  NaN                       NaN   \n",
       "NMLCL000769                                  NaN                       NaN   \n",
       "NMLCL001023                                  NaN                       NaN   \n",
       "NMLCL001075                                  NaN                       NaN   \n",
       "NMLCL000717                                  NaN                       NaN   \n",
       "NMLCL001524                                  NaN                       NaN   \n",
       "NMLCL000711                                  NaN                       NaN   \n",
       "NMLCL001006                                  NaN                       NaN   \n",
       "NMLCL000154                                  NaN                       NaN   \n",
       "NMLCL001461  [-5.8490644913001715 dimensionless]    [4.146570909006485 mV]   \n",
       "NMLCL000740                                  NaN                       NaN   \n",
       "NMLCL000938                                  NaN                       NaN   \n",
       "NMLCL000943                                  NaN                       NaN   \n",
       "NMLCL000823                                  NaN                       NaN   \n",
       "NMLCL000101                                  NaN                       NaN   \n",
       "NMLCL001104                                  NaN                       NaN   \n",
       "NMLCL000551                                  NaN                       NaN   \n",
       "NMLCL000095                                  NaN                       NaN   \n",
       "NMLCL000151                                  NaN                       NaN   \n",
       "NMLCL000645                                  NaN                       NaN   \n",
       "NMLCL000494                                  NaN                       NaN   \n",
       "NMLCL000446                                  NaN                       NaN   \n",
       "NMLCL000607                                  NaN                       NaN   \n",
       "\n",
       "                    AP12HalfWidthChangePercentTest  \\\n",
       "NMLCL001142       14.285714285714283 dimensionless   \n",
       "NMLCL000472                                    NaN   \n",
       "NMLCL000166                                    NaN   \n",
       "NMLCL000973        -5.45454545454544 dimensionless   \n",
       "NMLCL000932                                    NaN   \n",
       "NMLCL001010                                    NaN   \n",
       "NMLCL000120                                    NaN   \n",
       "NMLCL000209                                    NaN   \n",
       "NMLCL000771                                    NaN   \n",
       "NMLCL000109                                    NaN   \n",
       "NMLCL001474  -1.4802973661668752e-14 dimensionless   \n",
       "NMLCL000601                                    NaN   \n",
       "NMLCL001519                                    NaN   \n",
       "NMLCL001506                                    NaN   \n",
       "NMLCL000953                                    NaN   \n",
       "NMLCL000757                                    NaN   \n",
       "NMLCL000778                                    NaN   \n",
       "NMLCL001080                                    NaN   \n",
       "NMLCL000979                                    NaN   \n",
       "NMLCL000972                                    NaN   \n",
       "NMLCL000315                                    NaN   \n",
       "NMLCL000290                                    NaN   \n",
       "NMLCL000779                                    NaN   \n",
       "NMLCL000744                                    NaN   \n",
       "NMLCL001457       1.0638297872340436 dimensionless   \n",
       "NMLCL000936                                    NaN   \n",
       "NMLCL000302                                    NaN   \n",
       "NMLCL000921                                    NaN   \n",
       "NMLCL000946                                    NaN   \n",
       "NMLCL000745                                    NaN   \n",
       "...                                            ...   \n",
       "NMLCL000397                                    NaN   \n",
       "NMLCL000908                                    NaN   \n",
       "NMLCL000824                                    NaN   \n",
       "NMLCL000597                                    NaN   \n",
       "NMLCL000517                                    NaN   \n",
       "NMLCL001481                                    NaN   \n",
       "NMLCL000872                                    NaN   \n",
       "NMLCL000982                                    NaN   \n",
       "NMLCL000769                                    NaN   \n",
       "NMLCL001023                                    NaN   \n",
       "NMLCL001075                                    NaN   \n",
       "NMLCL000717                                    NaN   \n",
       "NMLCL001524                                    NaN   \n",
       "NMLCL000711                                    NaN   \n",
       "NMLCL001006                                    NaN   \n",
       "NMLCL000154                                    NaN   \n",
       "NMLCL001461       -3.571428571428574 dimensionless   \n",
       "NMLCL000740                                    NaN   \n",
       "NMLCL000938                                    NaN   \n",
       "NMLCL000943                                    NaN   \n",
       "NMLCL000823                                    NaN   \n",
       "NMLCL000101                                    NaN   \n",
       "NMLCL001104                                    NaN   \n",
       "NMLCL000551                                    NaN   \n",
       "NMLCL000095                                    NaN   \n",
       "NMLCL000151                                    NaN   \n",
       "NMLCL000645                                    NaN   \n",
       "NMLCL000494                                    NaN   \n",
       "NMLCL000446                                    NaN   \n",
       "NMLCL000607                                    NaN   \n",
       "\n",
       "            AP12RateOfChangePeakToTroughPercentChangeTest  \\\n",
       "NMLCL001142           [-23.982144997442408 dimensionless]   \n",
       "NMLCL000472                                           NaN   \n",
       "NMLCL000166                                           NaN   \n",
       "NMLCL000973           [-2.8778791877292003 dimensionless]   \n",
       "NMLCL000932                                           NaN   \n",
       "NMLCL001010                                           NaN   \n",
       "NMLCL000120                                           NaN   \n",
       "NMLCL000209                                           NaN   \n",
       "NMLCL000771                                           NaN   \n",
       "NMLCL000109                                           NaN   \n",
       "NMLCL001474            [-4.902245697781809 dimensionless]   \n",
       "NMLCL000601                                           NaN   \n",
       "NMLCL001519                                           NaN   \n",
       "NMLCL001506                                           NaN   \n",
       "NMLCL000953                                           NaN   \n",
       "NMLCL000757                                           NaN   \n",
       "NMLCL000778                                           NaN   \n",
       "NMLCL001080                                           NaN   \n",
       "NMLCL000979                                           NaN   \n",
       "NMLCL000972                                           NaN   \n",
       "NMLCL000315                                           NaN   \n",
       "NMLCL000290                                           NaN   \n",
       "NMLCL000779                                           NaN   \n",
       "NMLCL000744                                           NaN   \n",
       "NMLCL001457            [-13.47186760916333 dimensionless]   \n",
       "NMLCL000936                                           NaN   \n",
       "NMLCL000302                                           NaN   \n",
       "NMLCL000921                                           NaN   \n",
       "NMLCL000946                                           NaN   \n",
       "NMLCL000745                                           NaN   \n",
       "...                                                   ...   \n",
       "NMLCL000397                                           NaN   \n",
       "NMLCL000908                                           NaN   \n",
       "NMLCL000824                                           NaN   \n",
       "NMLCL000597                                           NaN   \n",
       "NMLCL000517                                           NaN   \n",
       "NMLCL001481                                           NaN   \n",
       "NMLCL000872                                           NaN   \n",
       "NMLCL000982                                           NaN   \n",
       "NMLCL000769                                           NaN   \n",
       "NMLCL001023                                           NaN   \n",
       "NMLCL001075                                           NaN   \n",
       "NMLCL000717                                           NaN   \n",
       "NMLCL001524                                           NaN   \n",
       "NMLCL000711                                           NaN   \n",
       "NMLCL001006                                           NaN   \n",
       "NMLCL000154                                           NaN   \n",
       "NMLCL001461           [-14.098572041975327 dimensionless]   \n",
       "NMLCL000740                                           NaN   \n",
       "NMLCL000938                                           NaN   \n",
       "NMLCL000943                                           NaN   \n",
       "NMLCL000823                                           NaN   \n",
       "NMLCL000101                                           NaN   \n",
       "NMLCL001104                                           NaN   \n",
       "NMLCL000551                                           NaN   \n",
       "NMLCL000095                                           NaN   \n",
       "NMLCL000151                                           NaN   \n",
       "NMLCL000645                                           NaN   \n",
       "NMLCL000494                                           NaN   \n",
       "NMLCL000446                                           NaN   \n",
       "NMLCL000607                                           NaN   \n",
       "\n",
       "                     AP1AHPDepthTest        AP1AmplitudeTest  \\\n",
       "NMLCL001142  [19.313447999953382 mV]  [70.38815200016136 mV]   \n",
       "NMLCL000472                      NaN                     NaN   \n",
       "NMLCL000166                      NaN                     NaN   \n",
       "NMLCL000973   [21.39750583838037 mV]  [85.52919130500399 mV]   \n",
       "NMLCL000932                      NaN                     NaN   \n",
       "NMLCL001010                      NaN                     NaN   \n",
       "NMLCL000120                      NaN                     NaN   \n",
       "NMLCL000209                      NaN                     NaN   \n",
       "NMLCL000771                      NaN                     NaN   \n",
       "NMLCL000109                      NaN                     NaN   \n",
       "NMLCL001474  [23.457282793826145 mV]   [81.1750847068287 mV]   \n",
       "NMLCL000601                      NaN                     NaN   \n",
       "NMLCL001519                      NaN                     NaN   \n",
       "NMLCL001506                      NaN                     NaN   \n",
       "NMLCL000953                      NaN                     NaN   \n",
       "NMLCL000757                      NaN                     NaN   \n",
       "NMLCL000778                      NaN                     NaN   \n",
       "NMLCL001080                      NaN                     NaN   \n",
       "NMLCL000979                      NaN                     NaN   \n",
       "NMLCL000972                      NaN                     NaN   \n",
       "NMLCL000315                      NaN                     NaN   \n",
       "NMLCL000290                      NaN                     NaN   \n",
       "NMLCL000779                      NaN                     NaN   \n",
       "NMLCL000744                      NaN                     NaN   \n",
       "NMLCL001457  [10.501746181535836 mV]  [69.09170666709022 mV]   \n",
       "NMLCL000936                      NaN                     NaN   \n",
       "NMLCL000302                      NaN                     NaN   \n",
       "NMLCL000921                      NaN                     NaN   \n",
       "NMLCL000946                      NaN                     NaN   \n",
       "NMLCL000745                      NaN                     NaN   \n",
       "...                              ...                     ...   \n",
       "NMLCL000397                      NaN                     NaN   \n",
       "NMLCL000908                      NaN                     NaN   \n",
       "NMLCL000824                      NaN                     NaN   \n",
       "NMLCL000597                      NaN                     NaN   \n",
       "NMLCL000517                      NaN                     NaN   \n",
       "NMLCL001481                      NaN                     NaN   \n",
       "NMLCL000872                      NaN                     NaN   \n",
       "NMLCL000982                      NaN                     NaN   \n",
       "NMLCL000769                      NaN                     NaN   \n",
       "NMLCL001023                      NaN                     NaN   \n",
       "NMLCL001075                      NaN                     NaN   \n",
       "NMLCL000717                      NaN                     NaN   \n",
       "NMLCL001524                      NaN                     NaN   \n",
       "NMLCL000711                      NaN                     NaN   \n",
       "NMLCL001006                      NaN                     NaN   \n",
       "NMLCL000154                      NaN                     NaN   \n",
       "NMLCL001461   [4.868245932752664 mV]   [70.8928909088632 mV]   \n",
       "NMLCL000740                      NaN                     NaN   \n",
       "NMLCL000938                      NaN                     NaN   \n",
       "NMLCL000943                      NaN                     NaN   \n",
       "NMLCL000823                      NaN                     NaN   \n",
       "NMLCL000101                      NaN                     NaN   \n",
       "NMLCL001104                      NaN                     NaN   \n",
       "NMLCL000551                      NaN                     NaN   \n",
       "NMLCL000095                      NaN                     NaN   \n",
       "NMLCL000151                      NaN                     NaN   \n",
       "NMLCL000645                      NaN                     NaN   \n",
       "NMLCL000494                      NaN                     NaN   \n",
       "NMLCL000446                      NaN                     NaN   \n",
       "NMLCL000607                      NaN                     NaN   \n",
       "\n",
       "            AP1DelayMeanStrongStimTest       AP1DelayMeanTest  \\\n",
       "NMLCL001142         1.6400000000001 ms   1.759999999999991 ms   \n",
       "NMLCL000472                        NaN                    NaN   \n",
       "NMLCL000166                        NaN                    NaN   \n",
       "NMLCL000973      2.4500000000000455 ms   6.790000000000077 ms   \n",
       "NMLCL000932                        NaN                    NaN   \n",
       "NMLCL001010                        NaN                    NaN   \n",
       "NMLCL000120                        NaN                    NaN   \n",
       "NMLCL000209                        NaN                    NaN   \n",
       "NMLCL000771                        NaN                    NaN   \n",
       "NMLCL000109                        NaN                    NaN   \n",
       "NMLCL001474       6.690000000000055 ms  22.529999999999973 ms   \n",
       "NMLCL000601                        NaN                    NaN   \n",
       "NMLCL001519                        NaN                    NaN   \n",
       "NMLCL001506                        NaN                    NaN   \n",
       "NMLCL000953                        NaN                    NaN   \n",
       "NMLCL000757                        NaN                    NaN   \n",
       "NMLCL000778                        NaN                    NaN   \n",
       "NMLCL001080                        NaN                    NaN   \n",
       "NMLCL000979                        NaN                    NaN   \n",
       "NMLCL000972                        NaN                    NaN   \n",
       "NMLCL000315                        NaN                    NaN   \n",
       "NMLCL000290                        NaN                    NaN   \n",
       "NMLCL000779                        NaN                    NaN   \n",
       "NMLCL000744                        NaN                    NaN   \n",
       "NMLCL001457       5.610000000000127 ms  25.269999999999982 ms   \n",
       "NMLCL000936                        NaN                    NaN   \n",
       "NMLCL000302                        NaN                    NaN   \n",
       "NMLCL000921                        NaN                    NaN   \n",
       "NMLCL000946                        NaN                    NaN   \n",
       "NMLCL000745                        NaN                    NaN   \n",
       "...                                ...                    ...   \n",
       "NMLCL000397                        NaN                    NaN   \n",
       "NMLCL000908                        NaN                    NaN   \n",
       "NMLCL000824                        NaN                    NaN   \n",
       "NMLCL000597                        NaN                    NaN   \n",
       "NMLCL000517                        NaN                    NaN   \n",
       "NMLCL001481                        NaN                    NaN   \n",
       "NMLCL000872                        NaN                    NaN   \n",
       "NMLCL000982                        NaN                    NaN   \n",
       "NMLCL000769                        NaN                    NaN   \n",
       "NMLCL001023                        NaN                    NaN   \n",
       "NMLCL001075                        NaN                    NaN   \n",
       "NMLCL000717                        NaN                    NaN   \n",
       "NMLCL001524                        NaN                    NaN   \n",
       "NMLCL000711                        NaN                    NaN   \n",
       "NMLCL001006                        NaN                    NaN   \n",
       "NMLCL000154                        NaN                    NaN   \n",
       "NMLCL001461       5.940000000000055 ms  21.100000000000136 ms   \n",
       "NMLCL000740                        NaN                    NaN   \n",
       "NMLCL000938                        NaN                    NaN   \n",
       "NMLCL000943                        NaN                    NaN   \n",
       "NMLCL000823                        NaN                    NaN   \n",
       "NMLCL000101                        NaN                    NaN   \n",
       "NMLCL001104                        NaN                    NaN   \n",
       "NMLCL000551                        NaN                    NaN   \n",
       "NMLCL000095                        NaN                    NaN   \n",
       "NMLCL000151                        NaN                    NaN   \n",
       "NMLCL000645                        NaN                    NaN   \n",
       "NMLCL000494                        NaN                    NaN   \n",
       "NMLCL000446                        NaN                    NaN   \n",
       "NMLCL000607                        NaN                    NaN   \n",
       "\n",
       "            AP1DelaySDStrongStimTest  ...      Burst1ISIMeanTest  \\\n",
       "NMLCL001142                   0.0 ms  ...  12.850000000000023 ms   \n",
       "NMLCL000472                      NaN  ...                    NaN   \n",
       "NMLCL000166                      NaN  ...                    NaN   \n",
       "NMLCL000973                   0.0 ms  ...  22.349999999999966 ms   \n",
       "NMLCL000932                      NaN  ...                    NaN   \n",
       "NMLCL001010                      NaN  ...                    NaN   \n",
       "NMLCL000120                      NaN  ...                    NaN   \n",
       "NMLCL000209                      NaN  ...                    NaN   \n",
       "NMLCL000771                      NaN  ...                    NaN   \n",
       "NMLCL000109                      NaN  ...                    NaN   \n",
       "NMLCL001474                   0.0 ms  ...  57.139999999999986 ms   \n",
       "NMLCL000601                      NaN  ...                    NaN   \n",
       "NMLCL001519                      NaN  ...                    NaN   \n",
       "NMLCL001506                      NaN  ...                    NaN   \n",
       "NMLCL000953                      NaN  ...                    NaN   \n",
       "NMLCL000757                      NaN  ...                    NaN   \n",
       "NMLCL000778                      NaN  ...                    NaN   \n",
       "NMLCL001080                      NaN  ...                    NaN   \n",
       "NMLCL000979                      NaN  ...                    NaN   \n",
       "NMLCL000972                      NaN  ...                    NaN   \n",
       "NMLCL000315                      NaN  ...                    NaN   \n",
       "NMLCL000290                      NaN  ...                    NaN   \n",
       "NMLCL000779                      NaN  ...                    NaN   \n",
       "NMLCL000744                      NaN  ...                    NaN   \n",
       "NMLCL001457                   0.0 ms  ...  32.424999999999955 ms   \n",
       "NMLCL000936                      NaN  ...                    NaN   \n",
       "NMLCL000302                      NaN  ...                    NaN   \n",
       "NMLCL000921                      NaN  ...                    NaN   \n",
       "NMLCL000946                      NaN  ...                    NaN   \n",
       "NMLCL000745                      NaN  ...                    NaN   \n",
       "...                              ...  ...                    ...   \n",
       "NMLCL000397                      NaN  ...                    NaN   \n",
       "NMLCL000908                      NaN  ...                    NaN   \n",
       "NMLCL000824                      NaN  ...                    NaN   \n",
       "NMLCL000597                      NaN  ...                    NaN   \n",
       "NMLCL000517                      NaN  ...                    NaN   \n",
       "NMLCL001481                      NaN  ...                    NaN   \n",
       "NMLCL000872                      NaN  ...                    NaN   \n",
       "NMLCL000982                      NaN  ...                    NaN   \n",
       "NMLCL000769                      NaN  ...                    NaN   \n",
       "NMLCL001023                      NaN  ...                    NaN   \n",
       "NMLCL001075                      NaN  ...                    NaN   \n",
       "NMLCL000717                      NaN  ...                    NaN   \n",
       "NMLCL001524                      NaN  ...                    NaN   \n",
       "NMLCL000711                      NaN  ...                    NaN   \n",
       "NMLCL001006                      NaN  ...                    NaN   \n",
       "NMLCL000154                      NaN  ...                    NaN   \n",
       "NMLCL001461                   0.0 ms  ...   32.70999999999992 ms   \n",
       "NMLCL000740                      NaN  ...                    NaN   \n",
       "NMLCL000938                      NaN  ...                    NaN   \n",
       "NMLCL000943                      NaN  ...                    NaN   \n",
       "NMLCL000823                      NaN  ...                    NaN   \n",
       "NMLCL000101                      NaN  ...                    NaN   \n",
       "NMLCL001104                      NaN  ...                    NaN   \n",
       "NMLCL000551                      NaN  ...                    NaN   \n",
       "NMLCL000095                      NaN  ...                    NaN   \n",
       "NMLCL000151                      NaN  ...                    NaN   \n",
       "NMLCL000645                      NaN  ...                    NaN   \n",
       "NMLCL000494                      NaN  ...                    NaN   \n",
       "NMLCL000446                      NaN  ...                    NaN   \n",
       "NMLCL000607                      NaN  ...                    NaN   \n",
       "\n",
       "            Burst1ISISDStrongStimTest Burst1ISISDTest ISIBurstMeanChangeTest  \\\n",
       "NMLCL001142                    0.0 ms          0.0 ms               -73.7721   \n",
       "NMLCL000472                       NaN             NaN                    NaN   \n",
       "NMLCL000166                       NaN             NaN                    NaN   \n",
       "NMLCL000973                    0.0 ms          0.0 ms                6.27596   \n",
       "NMLCL000932                       NaN             NaN                    NaN   \n",
       "NMLCL001010                       NaN             NaN                    NaN   \n",
       "NMLCL000120                       NaN             NaN                    NaN   \n",
       "NMLCL000209                       NaN             NaN                    NaN   \n",
       "NMLCL000771                       NaN             NaN                    NaN   \n",
       "NMLCL000109                       NaN             NaN                    NaN   \n",
       "NMLCL001474                    0.0 ms          0.0 ms                12.9309   \n",
       "NMLCL000601                       NaN             NaN                    NaN   \n",
       "NMLCL001519                       NaN             NaN                    NaN   \n",
       "NMLCL001506                       NaN             NaN                    NaN   \n",
       "NMLCL000953                       NaN             NaN                    NaN   \n",
       "NMLCL000757                       NaN             NaN                    NaN   \n",
       "NMLCL000778                       NaN             NaN                    NaN   \n",
       "NMLCL001080                       NaN             NaN                    NaN   \n",
       "NMLCL000979                       NaN             NaN                    NaN   \n",
       "NMLCL000972                       NaN             NaN                    NaN   \n",
       "NMLCL000315                       NaN             NaN                    NaN   \n",
       "NMLCL000290                       NaN             NaN                    NaN   \n",
       "NMLCL000779                       NaN             NaN                    NaN   \n",
       "NMLCL000744                       NaN             NaN                    NaN   \n",
       "NMLCL001457                    0.0 ms          0.0 ms                102.472   \n",
       "NMLCL000936                       NaN             NaN                    NaN   \n",
       "NMLCL000302                       NaN             NaN                    NaN   \n",
       "NMLCL000921                       NaN             NaN                    NaN   \n",
       "NMLCL000946                       NaN             NaN                    NaN   \n",
       "NMLCL000745                       NaN             NaN                    NaN   \n",
       "...                               ...             ...                    ...   \n",
       "NMLCL000397                       NaN             NaN                    NaN   \n",
       "NMLCL000908                       NaN             NaN                    NaN   \n",
       "NMLCL000824                       NaN             NaN                    NaN   \n",
       "NMLCL000597                       NaN             NaN                    NaN   \n",
       "NMLCL000517                       NaN             NaN                    NaN   \n",
       "NMLCL001481                       NaN             NaN                    NaN   \n",
       "NMLCL000872                       NaN             NaN                    NaN   \n",
       "NMLCL000982                       NaN             NaN                    NaN   \n",
       "NMLCL000769                       NaN             NaN                    NaN   \n",
       "NMLCL001023                       NaN             NaN                    NaN   \n",
       "NMLCL001075                       NaN             NaN                    NaN   \n",
       "NMLCL000717                       NaN             NaN                    NaN   \n",
       "NMLCL001524                       NaN             NaN                    NaN   \n",
       "NMLCL000711                       NaN             NaN                    NaN   \n",
       "NMLCL001006                       NaN             NaN                    NaN   \n",
       "NMLCL000154                       NaN             NaN                    NaN   \n",
       "NMLCL001461                       NaN          0.0 ms                175.761   \n",
       "NMLCL000740                       NaN             NaN                    NaN   \n",
       "NMLCL000938                       NaN             NaN                    NaN   \n",
       "NMLCL000943                       NaN             NaN                    NaN   \n",
       "NMLCL000823                       NaN             NaN                    NaN   \n",
       "NMLCL000101                       NaN             NaN                    NaN   \n",
       "NMLCL001104                       NaN             NaN                    NaN   \n",
       "NMLCL000551                       NaN             NaN                    NaN   \n",
       "NMLCL000095                       NaN             NaN                    NaN   \n",
       "NMLCL000151                       NaN             NaN                    NaN   \n",
       "NMLCL000645                       NaN             NaN                    NaN   \n",
       "NMLCL000494                       NaN             NaN                    NaN   \n",
       "NMLCL000446                       NaN             NaN                    NaN   \n",
       "NMLCL000607                       NaN             NaN                    NaN   \n",
       "\n",
       "            ISICVTest          ISIMedianTest InitialAccommodationMeanTest  \\\n",
       "NMLCL001142   5.47136  23.090000000000146 ms                     -29.1667   \n",
       "NMLCL000472       NaN                    NaN                          NaN   \n",
       "NMLCL000166       NaN                    NaN                          NaN   \n",
       "NMLCL000973   45.7015  23.475000000000023 ms                     -5.55556   \n",
       "NMLCL000932       NaN                    NaN                          NaN   \n",
       "NMLCL001010       NaN                    NaN                          NaN   \n",
       "NMLCL000120       NaN                    NaN                          NaN   \n",
       "NMLCL000209       NaN                    NaN                          NaN   \n",
       "NMLCL000771       NaN                    NaN                          NaN   \n",
       "NMLCL000109       NaN                    NaN                          NaN   \n",
       "NMLCL001474   10.3696   71.21000000000004 ms                     -28.5714   \n",
       "NMLCL000601       NaN                    NaN                          NaN   \n",
       "NMLCL001519       NaN                    NaN                          NaN   \n",
       "NMLCL001506       NaN                    NaN                          NaN   \n",
       "NMLCL000953       NaN                    NaN                          NaN   \n",
       "NMLCL000757       NaN                    NaN                          NaN   \n",
       "NMLCL000778       NaN                    NaN                          NaN   \n",
       "NMLCL001080       NaN                    NaN                          NaN   \n",
       "NMLCL000979       NaN                    NaN                          NaN   \n",
       "NMLCL000972       NaN                    NaN                          NaN   \n",
       "NMLCL000315       NaN                    NaN                          NaN   \n",
       "NMLCL000290       NaN                    NaN                          NaN   \n",
       "NMLCL000779       NaN                    NaN                          NaN   \n",
       "NMLCL000744       NaN                    NaN                          NaN   \n",
       "NMLCL001457   6.35125   64.34000000000015 ms                     -14.2857   \n",
       "NMLCL000936       NaN                    NaN                          NaN   \n",
       "NMLCL000302       NaN                    NaN                          NaN   \n",
       "NMLCL000921       NaN                    NaN                          NaN   \n",
       "NMLCL000946       NaN                    NaN                          NaN   \n",
       "NMLCL000745       NaN                    NaN                          NaN   \n",
       "...               ...                    ...                          ...   \n",
       "NMLCL000397       NaN                    NaN                          NaN   \n",
       "NMLCL000908       NaN                    NaN                          NaN   \n",
       "NMLCL000824       NaN                    NaN                          NaN   \n",
       "NMLCL000597       NaN                    NaN                          NaN   \n",
       "NMLCL000517       NaN                    NaN                          NaN   \n",
       "NMLCL001481       NaN                    NaN                          NaN   \n",
       "NMLCL000872       NaN                    NaN                          NaN   \n",
       "NMLCL000982       NaN                    NaN                          NaN   \n",
       "NMLCL000769       NaN                    NaN                          NaN   \n",
       "NMLCL001023       NaN                    NaN                          NaN   \n",
       "NMLCL001075       NaN                    NaN                          NaN   \n",
       "NMLCL000717       NaN                    NaN                          NaN   \n",
       "NMLCL001524       NaN                    NaN                          NaN   \n",
       "NMLCL000711       NaN                    NaN                          NaN   \n",
       "NMLCL001006       NaN                    NaN                          NaN   \n",
       "NMLCL000154       NaN                    NaN                          NaN   \n",
       "NMLCL001461   10.5846  43.559999999999945 ms                            0   \n",
       "NMLCL000740       NaN                    NaN                          NaN   \n",
       "NMLCL000938       NaN                    NaN                          NaN   \n",
       "NMLCL000943       NaN                    NaN                          NaN   \n",
       "NMLCL000823       NaN                    NaN                          NaN   \n",
       "NMLCL000101       NaN                    NaN                          NaN   \n",
       "NMLCL001104       NaN                    NaN                          NaN   \n",
       "NMLCL000551       NaN                    NaN                          NaN   \n",
       "NMLCL000095       NaN                    NaN                          NaN   \n",
       "NMLCL000151       NaN                    NaN                          NaN   \n",
       "NMLCL000645       NaN                    NaN                          NaN   \n",
       "NMLCL000494       NaN                    NaN                          NaN   \n",
       "NMLCL000446       NaN                    NaN                          NaN   \n",
       "NMLCL000607       NaN                    NaN                          NaN   \n",
       "\n",
       "                    InputResistanceTest SSAccommodationMeanTest  \\\n",
       "NMLCL001142   12.65731817182923 megaohm                -29.1667   \n",
       "NMLCL000472                         NaN                     NaN   \n",
       "NMLCL000166                         NaN                     NaN   \n",
       "NMLCL000973  186.74845448521782 megaohm                -11.1111   \n",
       "NMLCL000932                         NaN                     NaN   \n",
       "NMLCL001010                         NaN                     NaN   \n",
       "NMLCL000120                         NaN                     NaN   \n",
       "NMLCL000209                         NaN                     NaN   \n",
       "NMLCL000771                         NaN                     NaN   \n",
       "NMLCL000109                         NaN                     NaN   \n",
       "NMLCL001474  183.55672867691828 megaohm                -28.5714   \n",
       "NMLCL000601                         NaN                     NaN   \n",
       "NMLCL001519                         NaN                     NaN   \n",
       "NMLCL001506                         NaN                     NaN   \n",
       "NMLCL000953                         NaN                     NaN   \n",
       "NMLCL000757                         NaN                     NaN   \n",
       "NMLCL000778                         NaN                     NaN   \n",
       "NMLCL001080                         NaN                     NaN   \n",
       "NMLCL000979                         NaN                     NaN   \n",
       "NMLCL000972                         NaN                     NaN   \n",
       "NMLCL000315                         NaN                     NaN   \n",
       "NMLCL000290                         NaN                     NaN   \n",
       "NMLCL000779                         NaN                     NaN   \n",
       "NMLCL000744                         NaN                     NaN   \n",
       "NMLCL001457   170.5254443854916 megaohm                -14.2857   \n",
       "NMLCL000936                         NaN                     NaN   \n",
       "NMLCL000302                         NaN                     NaN   \n",
       "NMLCL000921                         NaN                     NaN   \n",
       "NMLCL000946                         NaN                     NaN   \n",
       "NMLCL000745                         NaN                     NaN   \n",
       "...                                 ...                     ...   \n",
       "NMLCL000397                         NaN                     NaN   \n",
       "NMLCL000908                         NaN                     NaN   \n",
       "NMLCL000824                         NaN                     NaN   \n",
       "NMLCL000597                         NaN                     NaN   \n",
       "NMLCL000517                         NaN                     NaN   \n",
       "NMLCL001481                         NaN                     NaN   \n",
       "NMLCL000872                         NaN                     NaN   \n",
       "NMLCL000982                         NaN                     NaN   \n",
       "NMLCL000769                         NaN                     NaN   \n",
       "NMLCL001023                         NaN                     NaN   \n",
       "NMLCL001075                         NaN                     NaN   \n",
       "NMLCL000717                         NaN                     NaN   \n",
       "NMLCL001524                         NaN                     NaN   \n",
       "NMLCL000711                         NaN                     NaN   \n",
       "NMLCL001006                         NaN                     NaN   \n",
       "NMLCL000154                         NaN                     NaN   \n",
       "NMLCL001461    67.6757973154564 megaohm                       0   \n",
       "NMLCL000740                         NaN                     NaN   \n",
       "NMLCL000938                         NaN                     NaN   \n",
       "NMLCL000943                         NaN                     NaN   \n",
       "NMLCL000823                         NaN                     NaN   \n",
       "NMLCL000101                         NaN                     NaN   \n",
       "NMLCL001104                         NaN                     NaN   \n",
       "NMLCL000551                         NaN                     NaN   \n",
       "NMLCL000095                         NaN                     NaN   \n",
       "NMLCL000151                         NaN                     NaN   \n",
       "NMLCL000645                         NaN                     NaN   \n",
       "NMLCL000494                         NaN                     NaN   \n",
       "NMLCL000446                         NaN                     NaN   \n",
       "NMLCL000607                         NaN                     NaN   \n",
       "\n",
       "            SpikeRateStrongStimTest  \n",
       "NMLCL001142                303.0 Hz  \n",
       "NMLCL000472                     NaN  \n",
       "NMLCL000166                     NaN  \n",
       "NMLCL000973                 74.0 Hz  \n",
       "NMLCL000932                     NaN  \n",
       "NMLCL001010                     NaN  \n",
       "NMLCL000120                     NaN  \n",
       "NMLCL000209                     NaN  \n",
       "NMLCL000771                     NaN  \n",
       "NMLCL000109                     NaN  \n",
       "NMLCL001474                 73.0 Hz  \n",
       "NMLCL000601                     NaN  \n",
       "NMLCL001519                     NaN  \n",
       "NMLCL001506                     NaN  \n",
       "NMLCL000953                     NaN  \n",
       "NMLCL000757                     NaN  \n",
       "NMLCL000778                     NaN  \n",
       "NMLCL001080                     NaN  \n",
       "NMLCL000979                     NaN  \n",
       "NMLCL000972                     NaN  \n",
       "NMLCL000315                     NaN  \n",
       "NMLCL000290                     NaN  \n",
       "NMLCL000779                     NaN  \n",
       "NMLCL000744                     NaN  \n",
       "NMLCL001457                 41.0 Hz  \n",
       "NMLCL000936                     NaN  \n",
       "NMLCL000302                     NaN  \n",
       "NMLCL000921                     NaN  \n",
       "NMLCL000946                     NaN  \n",
       "NMLCL000745                     NaN  \n",
       "...                             ...  \n",
       "NMLCL000397                     NaN  \n",
       "NMLCL000908                     NaN  \n",
       "NMLCL000824                     NaN  \n",
       "NMLCL000597                     NaN  \n",
       "NMLCL000517                     NaN  \n",
       "NMLCL001481                     NaN  \n",
       "NMLCL000872                     NaN  \n",
       "NMLCL000982                     NaN  \n",
       "NMLCL000769                     NaN  \n",
       "NMLCL001023                     NaN  \n",
       "NMLCL001075                     NaN  \n",
       "NMLCL000717                     NaN  \n",
       "NMLCL001524                     NaN  \n",
       "NMLCL000711                     NaN  \n",
       "NMLCL001006                     NaN  \n",
       "NMLCL000154                     NaN  \n",
       "NMLCL001461                  0.5 Hz  \n",
       "NMLCL000740                     NaN  \n",
       "NMLCL000938                     NaN  \n",
       "NMLCL000943                     NaN  \n",
       "NMLCL000823                     NaN  \n",
       "NMLCL000101                     NaN  \n",
       "NMLCL001104                     NaN  \n",
       "NMLCL000551                     NaN  \n",
       "NMLCL000095                     NaN  \n",
       "NMLCL000151                     NaN  \n",
       "NMLCL000645                     NaN  \n",
       "NMLCL000494                     NaN  \n",
       "NMLCL000446                     NaN  \n",
       "NMLCL000607                     NaN  \n",
       "\n",
       "[694 rows x 38 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dfObj0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
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       "      <th>adapt</th>\n",
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       "      <td>17.8866</td>\n",
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       "    <tr>\n",
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       "      <td>98095.9</td>\n",
       "      <td>1.96192</td>\n",
       "      <td>1.25</td>\n",
       "      <td>...</td>\n",
       "      <td>99435.9</td>\n",
       "      <td>1.98872</td>\n",
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       "      <td>282.262</td>\n",
       "      <td>3.11638</td>\n",
       "      <td>98058.9</td>\n",
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       "      <td>0.0827206</td>\n",
       "      <td>0.000883529</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488688374</th>\n",
       "      <td>0.0208695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.69261</td>\n",
       "      <td>0</td>\n",
       "      <td>-66.8549</td>\n",
       "      <td>373672</td>\n",
       "      <td>1.86836</td>\n",
       "      <td>15.5389</td>\n",
       "      <td>...</td>\n",
       "      <td>387502</td>\n",
       "      <td>1.93751</td>\n",
       "      <td>-49.8463</td>\n",
       "      <td>238.767</td>\n",
       "      <td>3.57176</td>\n",
       "      <td>373535</td>\n",
       "      <td>1.86767</td>\n",
       "      <td>0.353885</td>\n",
       "      <td>0.00106878</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479091820</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.199601</td>\n",
       "      <td>0</td>\n",
       "      <td>-41.6377</td>\n",
       "      <td>207708</td>\n",
       "      <td>1.03854</td>\n",
       "      <td>0.171875</td>\n",
       "      <td>...</td>\n",
       "      <td>413815</td>\n",
       "      <td>2.06907</td>\n",
       "      <td>-61.9531</td>\n",
       "      <td>153.062</td>\n",
       "      <td>3.64304</td>\n",
       "      <td>207524</td>\n",
       "      <td>1.03762</td>\n",
       "      <td>-11.7031</td>\n",
       "      <td>0.0014825</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583822407</th>\n",
       "      <td>0.0917456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.399202</td>\n",
       "      <td>0</td>\n",
       "      <td>-103.401</td>\n",
       "      <td>51929.2</td>\n",
       "      <td>1.03859</td>\n",
       "      <td>-2.80469</td>\n",
       "      <td>...</td>\n",
       "      <td>77615</td>\n",
       "      <td>1.5523</td>\n",
       "      <td>-53.8672</td>\n",
       "      <td>267.255</td>\n",
       "      <td>2.51477</td>\n",
       "      <td>51906</td>\n",
       "      <td>1.03812</td>\n",
       "      <td>-15.6328</td>\n",
       "      <td>0.000625</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581058351</th>\n",
       "      <td>0.00130146</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.4551</td>\n",
       "      <td>0</td>\n",
       "      <td>-150.141</td>\n",
       "      <td>98981.6</td>\n",
       "      <td>1.97963</td>\n",
       "      <td>-9.65403</td>\n",
       "      <td>...</td>\n",
       "      <td>99043.3</td>\n",
       "      <td>1.98087</td>\n",
       "      <td>-58.6047</td>\n",
       "      <td>209.373</td>\n",
       "      <td>1.39403</td>\n",
       "      <td>98962.4</td>\n",
       "      <td>1.97925</td>\n",
       "      <td>-11.2474</td>\n",
       "      <td>0.000566756</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565871768</th>\n",
       "      <td>0.549617</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.499003</td>\n",
       "      <td>0</td>\n",
       "      <td>-238.028</td>\n",
       "      <td>64240</td>\n",
       "      <td>1.2848</td>\n",
       "      <td>-0.8625</td>\n",
       "      <td>...</td>\n",
       "      <td>112745</td>\n",
       "      <td>2.25489</td>\n",
       "      <td>-61.6</td>\n",
       "      <td>356.35</td>\n",
       "      <td>1.48965</td>\n",
       "      <td>64223</td>\n",
       "      <td>1.28446</td>\n",
       "      <td>0.99375</td>\n",
       "      <td>0.000448</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488679042</th>\n",
       "      <td>-0.000585139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.49301</td>\n",
       "      <td>0</td>\n",
       "      <td>-141.78</td>\n",
       "      <td>411659</td>\n",
       "      <td>2.05829</td>\n",
       "      <td>7.34107</td>\n",
       "      <td>...</td>\n",
       "      <td>415472</td>\n",
       "      <td>2.07736</td>\n",
       "      <td>-52.5277</td>\n",
       "      <td>365.38</td>\n",
       "      <td>2.5774</td>\n",
       "      <td>411560</td>\n",
       "      <td>2.0578</td>\n",
       "      <td>-3.80446</td>\n",
       "      <td>0.000609429</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585080288</th>\n",
       "      <td>0.00809179</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.88823</td>\n",
       "      <td>0</td>\n",
       "      <td>-80.2455</td>\n",
       "      <td>374273</td>\n",
       "      <td>1.87137</td>\n",
       "      <td>5.60752</td>\n",
       "      <td>...</td>\n",
       "      <td>377521</td>\n",
       "      <td>1.8876</td>\n",
       "      <td>-42.4126</td>\n",
       "      <td>161.199</td>\n",
       "      <td>1.96191</td>\n",
       "      <td>374139</td>\n",
       "      <td>1.87069</td>\n",
       "      <td>-0.286547</td>\n",
       "      <td>0.000905254</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469801138</th>\n",
       "      <td>0.00097233</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.4644</td>\n",
       "      <td>0</td>\n",
       "      <td>-286.963</td>\n",
       "      <td>395065</td>\n",
       "      <td>1.97533</td>\n",
       "      <td>-6.6831</td>\n",
       "      <td>...</td>\n",
       "      <td>395223</td>\n",
       "      <td>1.97611</td>\n",
       "      <td>-59.3174</td>\n",
       "      <td>386.735</td>\n",
       "      <td>1.34899</td>\n",
       "      <td>395018</td>\n",
       "      <td>1.97509</td>\n",
       "      <td>-6.66659</td>\n",
       "      <td>0.000317852</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513593674</th>\n",
       "      <td>0.141442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.09781</td>\n",
       "      <td>0</td>\n",
       "      <td>-94.3636</td>\n",
       "      <td>66116.7</td>\n",
       "      <td>1.32233</td>\n",
       "      <td>7.05398</td>\n",
       "      <td>...</td>\n",
       "      <td>81171.5</td>\n",
       "      <td>1.62343</td>\n",
       "      <td>-54.6619</td>\n",
       "      <td>348.141</td>\n",
       "      <td>3.68683</td>\n",
       "      <td>66083.6</td>\n",
       "      <td>1.32167</td>\n",
       "      <td>-5.89489</td>\n",
       "      <td>0.000836364</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572410577</th>\n",
       "      <td>0.0833112</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.09781</td>\n",
       "      <td>0</td>\n",
       "      <td>-117.956</td>\n",
       "      <td>83885.5</td>\n",
       "      <td>1.67771</td>\n",
       "      <td>-10.1648</td>\n",
       "      <td>...</td>\n",
       "      <td>86169.9</td>\n",
       "      <td>1.7234</td>\n",
       "      <td>-61.4205</td>\n",
       "      <td>176.69</td>\n",
       "      <td>1.48236</td>\n",
       "      <td>83857.3</td>\n",
       "      <td>1.67715</td>\n",
       "      <td>-6.46875</td>\n",
       "      <td>0.000783636</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475549334</th>\n",
       "      <td>0.000313782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.489</td>\n",
       "      <td>0</td>\n",
       "      <td>-216.385</td>\n",
       "      <td>396710</td>\n",
       "      <td>1.98355</td>\n",
       "      <td>-20.8912</td>\n",
       "      <td>...</td>\n",
       "      <td>397018</td>\n",
       "      <td>1.98509</td>\n",
       "      <td>-62.7556</td>\n",
       "      <td>306.391</td>\n",
       "      <td>1.41668</td>\n",
       "      <td>396670</td>\n",
       "      <td>1.98335</td>\n",
       "      <td>-24.5269</td>\n",
       "      <td>0.000291196</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480087928</th>\n",
       "      <td>0.0767222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.499002</td>\n",
       "      <td>0</td>\n",
       "      <td>-77.1762</td>\n",
       "      <td>234645</td>\n",
       "      <td>1.17322</td>\n",
       "      <td>7.8125</td>\n",
       "      <td>...</td>\n",
       "      <td>313973</td>\n",
       "      <td>1.56987</td>\n",
       "      <td>-54.1875</td>\n",
       "      <td>266.359</td>\n",
       "      <td>3.45619</td>\n",
       "      <td>234497</td>\n",
       "      <td>1.17248</td>\n",
       "      <td>-10.7</td>\n",
       "      <td>0.000956</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001142</th>\n",
       "      <td>-0.000207387</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>186.462</td>\n",
       "      <td>0</td>\n",
       "      <td>-139.719</td>\n",
       "      <td>199083</td>\n",
       "      <td>1.99083</td>\n",
       "      <td>1.49613</td>\n",
       "      <td>...</td>\n",
       "      <td>199183</td>\n",
       "      <td>1.99183</td>\n",
       "      <td>-57.7714</td>\n",
       "      <td>272.759</td>\n",
       "      <td>1.95145</td>\n",
       "      <td>199056</td>\n",
       "      <td>1.99056</td>\n",
       "      <td>-3.46252</td>\n",
       "      <td>0.000506139</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000472</th>\n",
       "      <td>0.0233638</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.00002</td>\n",
       "      <td>0</td>\n",
       "      <td>-109.655</td>\n",
       "      <td>186294</td>\n",
       "      <td>1.86294</td>\n",
       "      <td>15.5946</td>\n",
       "      <td>...</td>\n",
       "      <td>187168</td>\n",
       "      <td>1.87168</td>\n",
       "      <td>-75.4244</td>\n",
       "      <td>358.087</td>\n",
       "      <td>3.26473</td>\n",
       "      <td>186269</td>\n",
       "      <td>1.86269</td>\n",
       "      <td>-1.57863</td>\n",
       "      <td>0.00088</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000166</th>\n",
       "      <td>0.0357671</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.46156</td>\n",
       "      <td>0</td>\n",
       "      <td>-98.6755</td>\n",
       "      <td>184767</td>\n",
       "      <td>1.84767</td>\n",
       "      <td>-2.10163</td>\n",
       "      <td>...</td>\n",
       "      <td>185715</td>\n",
       "      <td>1.85715</td>\n",
       "      <td>-73.0869</td>\n",
       "      <td>230.068</td>\n",
       "      <td>2.32455</td>\n",
       "      <td>184737</td>\n",
       "      <td>1.84737</td>\n",
       "      <td>-7.06475</td>\n",
       "      <td>0.000790476</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000973</th>\n",
       "      <td>0.000606911</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.5386</td>\n",
       "      <td>0</td>\n",
       "      <td>-131.954</td>\n",
       "      <td>198950</td>\n",
       "      <td>1.9895</td>\n",
       "      <td>17.9369</td>\n",
       "      <td>...</td>\n",
       "      <td>199188</td>\n",
       "      <td>1.99188</td>\n",
       "      <td>-75.3824</td>\n",
       "      <td>558.113</td>\n",
       "      <td>4.22955</td>\n",
       "      <td>198929</td>\n",
       "      <td>1.98929</td>\n",
       "      <td>-7.60765</td>\n",
       "      <td>0.000751757</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000932</th>\n",
       "      <td>0.000575259</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.9231</td>\n",
       "      <td>0</td>\n",
       "      <td>-46.4205</td>\n",
       "      <td>198702</td>\n",
       "      <td>1.98702</td>\n",
       "      <td>-3.11905</td>\n",
       "      <td>...</td>\n",
       "      <td>199658</td>\n",
       "      <td>1.99658</td>\n",
       "      <td>-69.5555</td>\n",
       "      <td>128.333</td>\n",
       "      <td>2.76447</td>\n",
       "      <td>198668</td>\n",
       "      <td>1.98668</td>\n",
       "      <td>-11.2407</td>\n",
       "      <td>0.00136018</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001010</th>\n",
       "      <td>0.000593091</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.077</td>\n",
       "      <td>0</td>\n",
       "      <td>-105.719</td>\n",
       "      <td>199184</td>\n",
       "      <td>1.99184</td>\n",
       "      <td>8.96974</td>\n",
       "      <td>...</td>\n",
       "      <td>199545</td>\n",
       "      <td>1.99545</td>\n",
       "      <td>-73.0165</td>\n",
       "      <td>272.985</td>\n",
       "      <td>2.58207</td>\n",
       "      <td>199161</td>\n",
       "      <td>1.99161</td>\n",
       "      <td>-4.65931</td>\n",
       "      <td>0.000874649</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000120</th>\n",
       "      <td>0.0416054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.46156</td>\n",
       "      <td>0</td>\n",
       "      <td>-203.786</td>\n",
       "      <td>185419</td>\n",
       "      <td>1.85419</td>\n",
       "      <td>-23.3145</td>\n",
       "      <td>...</td>\n",
       "      <td>185540</td>\n",
       "      <td>1.8554</td>\n",
       "      <td>-82.011</td>\n",
       "      <td>517.476</td>\n",
       "      <td>2.54011</td>\n",
       "      <td>185372</td>\n",
       "      <td>1.85372</td>\n",
       "      <td>-0.381941</td>\n",
       "      <td>0.000574762</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000209</th>\n",
       "      <td>0.0266713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.2308</td>\n",
       "      <td>0</td>\n",
       "      <td>-157.714</td>\n",
       "      <td>187437</td>\n",
       "      <td>1.87437</td>\n",
       "      <td>12.5229</td>\n",
       "      <td>...</td>\n",
       "      <td>187910</td>\n",
       "      <td>1.8791</td>\n",
       "      <td>-77.673</td>\n",
       "      <td>407.185</td>\n",
       "      <td>2.58275</td>\n",
       "      <td>187420</td>\n",
       "      <td>1.8742</td>\n",
       "      <td>-1.79866</td>\n",
       "      <td>0.000621333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000397</th>\n",
       "      <td>0.0131039</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.2308</td>\n",
       "      <td>0</td>\n",
       "      <td>-114.835</td>\n",
       "      <td>190782</td>\n",
       "      <td>1.90782</td>\n",
       "      <td>16.7336</td>\n",
       "      <td>...</td>\n",
       "      <td>191812</td>\n",
       "      <td>1.91812</td>\n",
       "      <td>-65.0534</td>\n",
       "      <td>398.408</td>\n",
       "      <td>3.46909</td>\n",
       "      <td>190761</td>\n",
       "      <td>1.90761</td>\n",
       "      <td>0.452715</td>\n",
       "      <td>0.000742667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000908</th>\n",
       "      <td>0.0128798</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.53849</td>\n",
       "      <td>0</td>\n",
       "      <td>-87.3824</td>\n",
       "      <td>190729</td>\n",
       "      <td>1.90729</td>\n",
       "      <td>8.1302</td>\n",
       "      <td>...</td>\n",
       "      <td>191836</td>\n",
       "      <td>1.91836</td>\n",
       "      <td>-64.22</td>\n",
       "      <td>302.852</td>\n",
       "      <td>3.46563</td>\n",
       "      <td>190699</td>\n",
       "      <td>1.90699</td>\n",
       "      <td>-2.59363</td>\n",
       "      <td>0.000848387</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000824</th>\n",
       "      <td>-0.13214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.92308</td>\n",
       "      <td>0</td>\n",
       "      <td>-88.054</td>\n",
       "      <td>100930</td>\n",
       "      <td>1.0093</td>\n",
       "      <td>7.16468</td>\n",
       "      <td>...</td>\n",
       "      <td>169401</td>\n",
       "      <td>1.69401</td>\n",
       "      <td>-70.3846</td>\n",
       "      <td>354.314</td>\n",
       "      <td>3.8547</td>\n",
       "      <td>100898</td>\n",
       "      <td>1.00898</td>\n",
       "      <td>-6.28913</td>\n",
       "      <td>0.000703333</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000597</th>\n",
       "      <td>0.000264628</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.6924</td>\n",
       "      <td>0</td>\n",
       "      <td>-67.86</td>\n",
       "      <td>200805</td>\n",
       "      <td>2.00805</td>\n",
       "      <td>1.75635</td>\n",
       "      <td>...</td>\n",
       "      <td>201371</td>\n",
       "      <td>2.01371</td>\n",
       "      <td>-66.4276</td>\n",
       "      <td>187.22</td>\n",
       "      <td>2.75905</td>\n",
       "      <td>200778</td>\n",
       "      <td>2.00778</td>\n",
       "      <td>-8.07828</td>\n",
       "      <td>0.0010151</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000517</th>\n",
       "      <td>0.000774128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.3078</td>\n",
       "      <td>0</td>\n",
       "      <td>-125.23</td>\n",
       "      <td>198473</td>\n",
       "      <td>1.98473</td>\n",
       "      <td>10.5863</td>\n",
       "      <td>...</td>\n",
       "      <td>198711</td>\n",
       "      <td>1.98711</td>\n",
       "      <td>-75.5573</td>\n",
       "      <td>303.785</td>\n",
       "      <td>2.42565</td>\n",
       "      <td>198451</td>\n",
       "      <td>1.98451</td>\n",
       "      <td>-1.30192</td>\n",
       "      <td>0.000824395</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001481</th>\n",
       "      <td>0.00178077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.7693</td>\n",
       "      <td>0</td>\n",
       "      <td>-93.4782</td>\n",
       "      <td>196372</td>\n",
       "      <td>1.96372</td>\n",
       "      <td>6.06634</td>\n",
       "      <td>...</td>\n",
       "      <td>196760</td>\n",
       "      <td>1.9676</td>\n",
       "      <td>-78.5975</td>\n",
       "      <td>232.162</td>\n",
       "      <td>2.48303</td>\n",
       "      <td>196347</td>\n",
       "      <td>1.96347</td>\n",
       "      <td>-7.60053</td>\n",
       "      <td>0.0010023</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000872</th>\n",
       "      <td>0.000259492</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.7694</td>\n",
       "      <td>0</td>\n",
       "      <td>-79.7915</td>\n",
       "      <td>201480</td>\n",
       "      <td>2.0148</td>\n",
       "      <td>-2.39579</td>\n",
       "      <td>...</td>\n",
       "      <td>201770</td>\n",
       "      <td>2.0177</td>\n",
       "      <td>-67.0691</td>\n",
       "      <td>189.574</td>\n",
       "      <td>2.37638</td>\n",
       "      <td>201449</td>\n",
       "      <td>2.01449</td>\n",
       "      <td>-9.96027</td>\n",
       "      <td>0.000865636</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000982</th>\n",
       "      <td>0.000425018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.6155</td>\n",
       "      <td>0</td>\n",
       "      <td>-84.6429</td>\n",
       "      <td>200339</td>\n",
       "      <td>2.00339</td>\n",
       "      <td>4.36592</td>\n",
       "      <td>...</td>\n",
       "      <td>200694</td>\n",
       "      <td>2.00694</td>\n",
       "      <td>-70.3915</td>\n",
       "      <td>218.308</td>\n",
       "      <td>2.57923</td>\n",
       "      <td>200313</td>\n",
       "      <td>2.00313</td>\n",
       "      <td>-5.66886</td>\n",
       "      <td>0.000936807</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000769</th>\n",
       "      <td>0.0055402</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.6924</td>\n",
       "      <td>0</td>\n",
       "      <td>-59.0688</td>\n",
       "      <td>194402</td>\n",
       "      <td>1.94402</td>\n",
       "      <td>1.60557</td>\n",
       "      <td>...</td>\n",
       "      <td>194843</td>\n",
       "      <td>1.94843</td>\n",
       "      <td>-60.1458</td>\n",
       "      <td>162.559</td>\n",
       "      <td>2.71507</td>\n",
       "      <td>194367</td>\n",
       "      <td>1.94367</td>\n",
       "      <td>-10.7037</td>\n",
       "      <td>0.00100822</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001023</th>\n",
       "      <td>0.013457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>-58.0429</td>\n",
       "      <td>183186</td>\n",
       "      <td>1.83186</td>\n",
       "      <td>-3.32861</td>\n",
       "      <td>...</td>\n",
       "      <td>183915</td>\n",
       "      <td>1.83915</td>\n",
       "      <td>-66.033</td>\n",
       "      <td>174.446</td>\n",
       "      <td>2.99349</td>\n",
       "      <td>183148</td>\n",
       "      <td>1.83148</td>\n",
       "      <td>-13.5054</td>\n",
       "      <td>0.00106635</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001075</th>\n",
       "      <td>0.00777648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.077</td>\n",
       "      <td>0</td>\n",
       "      <td>-76.2124</td>\n",
       "      <td>194825</td>\n",
       "      <td>1.94825</td>\n",
       "      <td>1.97898</td>\n",
       "      <td>...</td>\n",
       "      <td>195197</td>\n",
       "      <td>1.95197</td>\n",
       "      <td>-61.9179</td>\n",
       "      <td>197.702</td>\n",
       "      <td>2.5647</td>\n",
       "      <td>194795</td>\n",
       "      <td>1.94795</td>\n",
       "      <td>-6.80299</td>\n",
       "      <td>0.000872267</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000717</th>\n",
       "      <td>0.000734898</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.5386</td>\n",
       "      <td>0</td>\n",
       "      <td>-116.529</td>\n",
       "      <td>199111</td>\n",
       "      <td>1.99111</td>\n",
       "      <td>9.17735</td>\n",
       "      <td>...</td>\n",
       "      <td>199384</td>\n",
       "      <td>1.99384</td>\n",
       "      <td>-74.0455</td>\n",
       "      <td>284.426</td>\n",
       "      <td>2.44077</td>\n",
       "      <td>199089</td>\n",
       "      <td>1.99089</td>\n",
       "      <td>-2.84419</td>\n",
       "      <td>0.000831557</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001524</th>\n",
       "      <td>0.0364955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.76925</td>\n",
       "      <td>0</td>\n",
       "      <td>-97.3173</td>\n",
       "      <td>185698</td>\n",
       "      <td>1.85698</td>\n",
       "      <td>-1.56453</td>\n",
       "      <td>...</td>\n",
       "      <td>186535</td>\n",
       "      <td>1.86535</td>\n",
       "      <td>-71.3802</td>\n",
       "      <td>233.416</td>\n",
       "      <td>2.39215</td>\n",
       "      <td>185669</td>\n",
       "      <td>1.85669</td>\n",
       "      <td>-7.71828</td>\n",
       "      <td>0.000774091</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000711</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.307693</td>\n",
       "      <td>0</td>\n",
       "      <td>-88.0493</td>\n",
       "      <td>100653</td>\n",
       "      <td>1.00653</td>\n",
       "      <td>5.4476</td>\n",
       "      <td>...</td>\n",
       "      <td>324998</td>\n",
       "      <td>3.24998</td>\n",
       "      <td>-81.927</td>\n",
       "      <td>555.947</td>\n",
       "      <td>6.31404</td>\n",
       "      <td>100626</td>\n",
       "      <td>1.00626</td>\n",
       "      <td>-18.3644</td>\n",
       "      <td>0.00055</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001006</th>\n",
       "      <td>0.00337996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0001</td>\n",
       "      <td>0</td>\n",
       "      <td>-65.1568</td>\n",
       "      <td>196022</td>\n",
       "      <td>1.96022</td>\n",
       "      <td>-2.1311</td>\n",
       "      <td>...</td>\n",
       "      <td>196387</td>\n",
       "      <td>1.96387</td>\n",
       "      <td>-58.4476</td>\n",
       "      <td>157.183</td>\n",
       "      <td>2.37654</td>\n",
       "      <td>195988</td>\n",
       "      <td>1.95988</td>\n",
       "      <td>-9.46798</td>\n",
       "      <td>0.000916325</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000154</th>\n",
       "      <td>0.000802999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.9232</td>\n",
       "      <td>0</td>\n",
       "      <td>-121.166</td>\n",
       "      <td>197980</td>\n",
       "      <td>1.9798</td>\n",
       "      <td>11.405</td>\n",
       "      <td>...</td>\n",
       "      <td>198288</td>\n",
       "      <td>1.98288</td>\n",
       "      <td>-75.1291</td>\n",
       "      <td>321.58</td>\n",
       "      <td>2.65413</td>\n",
       "      <td>197960</td>\n",
       "      <td>1.9796</td>\n",
       "      <td>-1.717</td>\n",
       "      <td>0.000832877</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001461</th>\n",
       "      <td>0.000755452</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.8463</td>\n",
       "      <td>0</td>\n",
       "      <td>-96.9573</td>\n",
       "      <td>198395</td>\n",
       "      <td>1.98395</td>\n",
       "      <td>7.01161</td>\n",
       "      <td>...</td>\n",
       "      <td>198706</td>\n",
       "      <td>1.98706</td>\n",
       "      <td>-74.466</td>\n",
       "      <td>252.758</td>\n",
       "      <td>2.60689</td>\n",
       "      <td>198371</td>\n",
       "      <td>1.98371</td>\n",
       "      <td>-4.35335</td>\n",
       "      <td>0.00091396</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000740</th>\n",
       "      <td>0.000323522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.9231</td>\n",
       "      <td>0</td>\n",
       "      <td>-73.41</td>\n",
       "      <td>200050</td>\n",
       "      <td>2.0005</td>\n",
       "      <td>-0.895821</td>\n",
       "      <td>...</td>\n",
       "      <td>200616</td>\n",
       "      <td>2.00616</td>\n",
       "      <td>-66.3215</td>\n",
       "      <td>171.998</td>\n",
       "      <td>2.34317</td>\n",
       "      <td>200023</td>\n",
       "      <td>2.00023</td>\n",
       "      <td>-8.97588</td>\n",
       "      <td>0.000939559</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000938</th>\n",
       "      <td>0.051933</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.92309</td>\n",
       "      <td>0</td>\n",
       "      <td>-113.709</td>\n",
       "      <td>181133</td>\n",
       "      <td>1.81133</td>\n",
       "      <td>6.22945</td>\n",
       "      <td>...</td>\n",
       "      <td>182900</td>\n",
       "      <td>1.829</td>\n",
       "      <td>-74.5796</td>\n",
       "      <td>298.893</td>\n",
       "      <td>2.63058</td>\n",
       "      <td>181110</td>\n",
       "      <td>1.8111</td>\n",
       "      <td>-3.76666</td>\n",
       "      <td>0.000764375</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000943</th>\n",
       "      <td>0.000706813</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.7694</td>\n",
       "      <td>0</td>\n",
       "      <td>-149.152</td>\n",
       "      <td>199060</td>\n",
       "      <td>1.9906</td>\n",
       "      <td>13.5291</td>\n",
       "      <td>...</td>\n",
       "      <td>199270</td>\n",
       "      <td>1.9927</td>\n",
       "      <td>-75.1759</td>\n",
       "      <td>365.052</td>\n",
       "      <td>2.44753</td>\n",
       "      <td>199042</td>\n",
       "      <td>1.99042</td>\n",
       "      <td>-1.23284</td>\n",
       "      <td>0.000729818</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000823</th>\n",
       "      <td>0.0179858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.30772</td>\n",
       "      <td>0</td>\n",
       "      <td>-119.625</td>\n",
       "      <td>189513</td>\n",
       "      <td>1.89513</td>\n",
       "      <td>16.7825</td>\n",
       "      <td>...</td>\n",
       "      <td>190296</td>\n",
       "      <td>1.90296</td>\n",
       "      <td>-73.1463</td>\n",
       "      <td>388.985</td>\n",
       "      <td>3.25121</td>\n",
       "      <td>189491</td>\n",
       "      <td>1.89491</td>\n",
       "      <td>-0.475597</td>\n",
       "      <td>0.000810741</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000101</th>\n",
       "      <td>0.0449809</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.84617</td>\n",
       "      <td>0</td>\n",
       "      <td>-107.978</td>\n",
       "      <td>188012</td>\n",
       "      <td>1.88012</td>\n",
       "      <td>5.39499</td>\n",
       "      <td>...</td>\n",
       "      <td>188822</td>\n",
       "      <td>1.88822</td>\n",
       "      <td>-72.9618</td>\n",
       "      <td>265.203</td>\n",
       "      <td>2.45282</td>\n",
       "      <td>187990</td>\n",
       "      <td>1.8799</td>\n",
       "      <td>-6.32827</td>\n",
       "      <td>0.000794211</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001104</th>\n",
       "      <td>0.0482127</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.53848</td>\n",
       "      <td>0</td>\n",
       "      <td>-97.9362</td>\n",
       "      <td>185563</td>\n",
       "      <td>1.85563</td>\n",
       "      <td>3.45802</td>\n",
       "      <td>...</td>\n",
       "      <td>186673</td>\n",
       "      <td>1.86673</td>\n",
       "      <td>-75.1285</td>\n",
       "      <td>232.631</td>\n",
       "      <td>2.36875</td>\n",
       "      <td>185538</td>\n",
       "      <td>1.85538</td>\n",
       "      <td>-7.66573</td>\n",
       "      <td>0.000872778</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000551</th>\n",
       "      <td>0.0729625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.30771</td>\n",
       "      <td>0</td>\n",
       "      <td>-88.6801</td>\n",
       "      <td>180237</td>\n",
       "      <td>1.80237</td>\n",
       "      <td>15.9804</td>\n",
       "      <td>...</td>\n",
       "      <td>183434</td>\n",
       "      <td>1.83434</td>\n",
       "      <td>-64.515</td>\n",
       "      <td>393.243</td>\n",
       "      <td>4.43239</td>\n",
       "      <td>180207</td>\n",
       "      <td>1.80207</td>\n",
       "      <td>-2.65623</td>\n",
       "      <td>0.000791429</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000095</th>\n",
       "      <td>0.0202932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.2308</td>\n",
       "      <td>0</td>\n",
       "      <td>-60.099</td>\n",
       "      <td>185688</td>\n",
       "      <td>1.85688</td>\n",
       "      <td>5.31082</td>\n",
       "      <td>...</td>\n",
       "      <td>188388</td>\n",
       "      <td>1.88388</td>\n",
       "      <td>-60.1828</td>\n",
       "      <td>208.254</td>\n",
       "      <td>3.46614</td>\n",
       "      <td>185659</td>\n",
       "      <td>1.85659</td>\n",
       "      <td>-8.37362</td>\n",
       "      <td>0.00101733</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000151</th>\n",
       "      <td>0.000264485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.1541</td>\n",
       "      <td>0</td>\n",
       "      <td>-111.035</td>\n",
       "      <td>199039</td>\n",
       "      <td>1.99039</td>\n",
       "      <td>5.00188</td>\n",
       "      <td>...</td>\n",
       "      <td>199261</td>\n",
       "      <td>1.99261</td>\n",
       "      <td>-68.8411</td>\n",
       "      <td>248.47</td>\n",
       "      <td>2.23747</td>\n",
       "      <td>199017</td>\n",
       "      <td>1.99017</td>\n",
       "      <td>-4.51791</td>\n",
       "      <td>0.000757842</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000645</th>\n",
       "      <td>0.0224371</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.07694</td>\n",
       "      <td>0</td>\n",
       "      <td>-119.712</td>\n",
       "      <td>183603</td>\n",
       "      <td>1.83603</td>\n",
       "      <td>18.2517</td>\n",
       "      <td>...</td>\n",
       "      <td>183937</td>\n",
       "      <td>1.83937</td>\n",
       "      <td>-76.2181</td>\n",
       "      <td>420.923</td>\n",
       "      <td>3.51575</td>\n",
       "      <td>183579</td>\n",
       "      <td>1.83579</td>\n",
       "      <td>-7.14417</td>\n",
       "      <td>0.000822609</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000494</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000446</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000607</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>716 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   adapt adp_index adp_t adp_v  avg_rate clipped downstroke  \\\n",
       "525011903      0.0225494       NaN   NaN   NaN   2.19561       0   -91.4749   \n",
       "528706755      0.0463845       NaN   NaN   NaN   1.69661       0    -83.584   \n",
       "476135066       0.102858       NaN   NaN   NaN  0.598802       0   -95.0737   \n",
       "481127932       0.000819       NaN   NaN   NaN   30.0399       0   -266.301   \n",
       "470098860       0.044099       NaN   NaN   NaN   1.59681       0   -100.298   \n",
       "327970859       0.148148       NaN   NaN   NaN  0.569801       0   -177.316   \n",
       "580537822   -0.000176837       NaN   NaN   NaN   5.68863       0    -111.52   \n",
       "502614426      0.0577678       NaN   NaN   NaN   2.29541       0   -39.4887   \n",
       "504615116      0.0175236       NaN   NaN   NaN   3.49302       0   -81.6459   \n",
       "530097064      0.0369755       NaN   NaN   NaN   1.69661       0   -90.6428   \n",
       "488688374      0.0208695       NaN   NaN   NaN   3.69261       0   -66.8549   \n",
       "479091820            NaN       NaN   NaN   NaN  0.199601       0   -41.6377   \n",
       "583822407      0.0917456       NaN   NaN   NaN  0.399202       0   -103.401   \n",
       "581058351     0.00130146       NaN   NaN   NaN   22.4551       0   -150.141   \n",
       "565871768       0.549617       NaN   NaN   NaN  0.499003       0   -238.028   \n",
       "488679042   -0.000585139       NaN   NaN   NaN   3.49301       0    -141.78   \n",
       "585080288     0.00809179       NaN   NaN   NaN   5.88823       0   -80.2455   \n",
       "469801138     0.00097233       NaN   NaN   NaN   37.4644       0   -286.963   \n",
       "513593674       0.141442       NaN   NaN   NaN   1.09781       0   -94.3636   \n",
       "572410577      0.0833112       NaN   NaN   NaN   1.09781       0   -117.956   \n",
       "475549334    0.000313782       NaN   NaN   NaN    55.489       0   -216.385   \n",
       "480087928      0.0767222       NaN   NaN   NaN  0.499002       0   -77.1762   \n",
       "NMLCL001142 -0.000207387       NaN   NaN   NaN   186.462       0   -139.719   \n",
       "NMLCL000472    0.0233638       NaN   NaN   NaN   8.00002       0   -109.655   \n",
       "NMLCL000166    0.0357671       NaN   NaN   NaN   6.46156       0   -98.6755   \n",
       "NMLCL000973  0.000606911       NaN   NaN   NaN   45.5386       0   -131.954   \n",
       "NMLCL000932  0.000575259       NaN   NaN   NaN   16.9231       0   -46.4205   \n",
       "NMLCL001010  0.000593091       NaN   NaN   NaN    35.077       0   -105.719   \n",
       "NMLCL000120    0.0416054       NaN   NaN   NaN   6.46156       0   -203.786   \n",
       "NMLCL000209    0.0266713       NaN   NaN   NaN    9.2308       0   -157.714   \n",
       "...                  ...       ...   ...   ...       ...     ...        ...   \n",
       "NMLCL000397    0.0131039       NaN   NaN   NaN    9.2308       0   -114.835   \n",
       "NMLCL000908    0.0128798       NaN   NaN   NaN   9.53849       0   -87.3824   \n",
       "NMLCL000824     -0.13214       NaN   NaN   NaN   0.92308       0    -88.054   \n",
       "NMLCL000597  0.000264628       NaN   NaN   NaN   15.6924       0     -67.86   \n",
       "NMLCL000517  0.000774128       NaN   NaN   NaN   48.3078       0    -125.23   \n",
       "NMLCL001481   0.00178077       NaN   NaN   NaN   22.7693       0   -93.4782   \n",
       "NMLCL000872  0.000259492       NaN   NaN   NaN   50.7694       0   -79.7915   \n",
       "NMLCL000982  0.000425018       NaN   NaN   NaN   36.6155       0   -84.6429   \n",
       "NMLCL000769    0.0055402       NaN   NaN   NaN   27.6924       0   -59.0688   \n",
       "NMLCL001023     0.013457       NaN   NaN   NaN        16       0   -58.0429   \n",
       "NMLCL001075   0.00777648       NaN   NaN   NaN    23.077       0   -76.2124   \n",
       "NMLCL000717  0.000734898       NaN   NaN   NaN   37.5386       0   -116.529   \n",
       "NMLCL001524    0.0364955       NaN   NaN   NaN   6.76925       0   -97.3173   \n",
       "NMLCL000711          NaN       NaN   NaN   NaN  0.307693       0   -88.0493   \n",
       "NMLCL001006   0.00337996       NaN   NaN   NaN   36.0001       0   -65.1568   \n",
       "NMLCL000154  0.000802999       NaN   NaN   NaN   44.9232       0   -121.166   \n",
       "NMLCL001461  0.000755452       NaN   NaN   NaN   45.8463       0   -96.9573   \n",
       "NMLCL000740  0.000323522       NaN   NaN   NaN   20.9231       0     -73.41   \n",
       "NMLCL000938     0.051933       NaN   NaN   NaN   4.92309       0   -113.709   \n",
       "NMLCL000943  0.000706813       NaN   NaN   NaN   50.7694       0   -149.152   \n",
       "NMLCL000823    0.0179858       NaN   NaN   NaN   8.30772       0   -119.625   \n",
       "NMLCL000101    0.0449809       NaN   NaN   NaN   5.84617       0   -107.978   \n",
       "NMLCL001104    0.0482127       NaN   NaN   NaN   5.53848       0   -97.9362   \n",
       "NMLCL000551    0.0729625       NaN   NaN   NaN   4.30771       0   -88.6801   \n",
       "NMLCL000095    0.0202932       NaN   NaN   NaN    9.2308       0    -60.099   \n",
       "NMLCL000151  0.000264485       NaN   NaN   NaN   74.1541       0   -111.035   \n",
       "NMLCL000645    0.0224371       NaN   NaN   NaN   7.07694       0   -119.712   \n",
       "NMLCL000494          NaN       NaN   NaN   NaN       NaN     NaN        NaN   \n",
       "NMLCL000446          NaN       NaN   NaN   NaN       NaN     NaN        NaN   \n",
       "NMLCL000607          NaN       NaN   NaN   NaN       NaN     NaN        NaN   \n",
       "\n",
       "            downstroke_index downstroke_t downstroke_v  ... trough_index  \\\n",
       "525011903            96711.3      1.93423      16.6719  ...        97764   \n",
       "528706755              99253      1.98506      15.4504  ...       120758   \n",
       "476135066             225768      1.12884      12.4427  ...       288917   \n",
       "481127932             396056      1.98028     -9.33347  ...       396207   \n",
       "470098860             303115      1.51557      4.89648  ...       316838   \n",
       "327970859             206384      1.03192     -7.29688  ...       309390   \n",
       "580537822             103132      2.06264      13.3783  ...       103277   \n",
       "502614426              72795       1.4559     -4.95109  ...      74740.7   \n",
       "504615116            93831.3      1.87663      17.8866  ...      96771.8   \n",
       "530097064            98095.9      1.96192         1.25  ...      99435.9   \n",
       "488688374             373672      1.86836      15.5389  ...       387502   \n",
       "479091820             207708      1.03854     0.171875  ...       413815   \n",
       "583822407            51929.2      1.03859     -2.80469  ...        77615   \n",
       "581058351            98981.6      1.97963     -9.65403  ...      99043.3   \n",
       "565871768              64240       1.2848      -0.8625  ...       112745   \n",
       "488679042             411659      2.05829      7.34107  ...       415472   \n",
       "585080288             374273      1.87137      5.60752  ...       377521   \n",
       "469801138             395065      1.97533      -6.6831  ...       395223   \n",
       "513593674            66116.7      1.32233      7.05398  ...      81171.5   \n",
       "572410577            83885.5      1.67771     -10.1648  ...      86169.9   \n",
       "475549334             396710      1.98355     -20.8912  ...       397018   \n",
       "480087928             234645      1.17322       7.8125  ...       313973   \n",
       "NMLCL001142           199083      1.99083      1.49613  ...       199183   \n",
       "NMLCL000472           186294      1.86294      15.5946  ...       187168   \n",
       "NMLCL000166           184767      1.84767     -2.10163  ...       185715   \n",
       "NMLCL000973           198950       1.9895      17.9369  ...       199188   \n",
       "NMLCL000932           198702      1.98702     -3.11905  ...       199658   \n",
       "NMLCL001010           199184      1.99184      8.96974  ...       199545   \n",
       "NMLCL000120           185419      1.85419     -23.3145  ...       185540   \n",
       "NMLCL000209           187437      1.87437      12.5229  ...       187910   \n",
       "...                      ...          ...          ...  ...          ...   \n",
       "NMLCL000397           190782      1.90782      16.7336  ...       191812   \n",
       "NMLCL000908           190729      1.90729       8.1302  ...       191836   \n",
       "NMLCL000824           100930       1.0093      7.16468  ...       169401   \n",
       "NMLCL000597           200805      2.00805      1.75635  ...       201371   \n",
       "NMLCL000517           198473      1.98473      10.5863  ...       198711   \n",
       "NMLCL001481           196372      1.96372      6.06634  ...       196760   \n",
       "NMLCL000872           201480       2.0148     -2.39579  ...       201770   \n",
       "NMLCL000982           200339      2.00339      4.36592  ...       200694   \n",
       "NMLCL000769           194402      1.94402      1.60557  ...       194843   \n",
       "NMLCL001023           183186      1.83186     -3.32861  ...       183915   \n",
       "NMLCL001075           194825      1.94825      1.97898  ...       195197   \n",
       "NMLCL000717           199111      1.99111      9.17735  ...       199384   \n",
       "NMLCL001524           185698      1.85698     -1.56453  ...       186535   \n",
       "NMLCL000711           100653      1.00653       5.4476  ...       324998   \n",
       "NMLCL001006           196022      1.96022      -2.1311  ...       196387   \n",
       "NMLCL000154           197980       1.9798       11.405  ...       198288   \n",
       "NMLCL001461           198395      1.98395      7.01161  ...       198706   \n",
       "NMLCL000740           200050       2.0005    -0.895821  ...       200616   \n",
       "NMLCL000938           181133      1.81133      6.22945  ...       182900   \n",
       "NMLCL000943           199060       1.9906      13.5291  ...       199270   \n",
       "NMLCL000823           189513      1.89513      16.7825  ...       190296   \n",
       "NMLCL000101           188012      1.88012      5.39499  ...       188822   \n",
       "NMLCL001104           185563      1.85563      3.45802  ...       186673   \n",
       "NMLCL000551           180237      1.80237      15.9804  ...       183434   \n",
       "NMLCL000095           185688      1.85688      5.31082  ...       188388   \n",
       "NMLCL000151           199039      1.99039      5.00188  ...       199261   \n",
       "NMLCL000645           183603      1.83603      18.2517  ...       183937   \n",
       "NMLCL000494              NaN          NaN          NaN  ...          NaN   \n",
       "NMLCL000446              NaN          NaN          NaN  ...          NaN   \n",
       "NMLCL000607              NaN          NaN          NaN  ...          NaN   \n",
       "\n",
       "            trough_t trough_v upstroke upstroke_downstroke_ratio  \\\n",
       "525011903    1.95528 -51.3878   233.99                   2.55741   \n",
       "528706755    2.41517 -46.9173  268.856                   3.23851   \n",
       "476135066    1.44459      -56  327.088                   3.43941   \n",
       "481127932    1.98103 -58.8291  347.678                   1.30582   \n",
       "470098860    1.58419 -62.3125  321.613                   3.20284   \n",
       "327970859    1.54695 -60.7109  336.453                   1.84905   \n",
       "580537822    2.06554 -54.3651  329.811                   2.96818   \n",
       "502614426    1.49481 -57.3886  141.358                   3.52329   \n",
       "504615116    1.93544  -48.675  282.167                   3.45118   \n",
       "530097064    1.98872 -54.0735  282.262                   3.11638   \n",
       "488688374    1.93751 -49.8463  238.767                   3.57176   \n",
       "479091820    2.06907 -61.9531  153.062                   3.64304   \n",
       "583822407     1.5523 -53.8672  267.255                   2.51477   \n",
       "581058351    1.98087 -58.6047  209.373                   1.39403   \n",
       "565871768    2.25489    -61.6   356.35                   1.48965   \n",
       "488679042    2.07736 -52.5277   365.38                    2.5774   \n",
       "585080288     1.8876 -42.4126  161.199                   1.96191   \n",
       "469801138    1.97611 -59.3174  386.735                   1.34899   \n",
       "513593674    1.62343 -54.6619  348.141                   3.68683   \n",
       "572410577     1.7234 -61.4205   176.69                   1.48236   \n",
       "475549334    1.98509 -62.7556  306.391                   1.41668   \n",
       "480087928    1.56987 -54.1875  266.359                   3.45619   \n",
       "NMLCL001142  1.99183 -57.7714  272.759                   1.95145   \n",
       "NMLCL000472  1.87168 -75.4244  358.087                   3.26473   \n",
       "NMLCL000166  1.85715 -73.0869  230.068                   2.32455   \n",
       "NMLCL000973  1.99188 -75.3824  558.113                   4.22955   \n",
       "NMLCL000932  1.99658 -69.5555  128.333                   2.76447   \n",
       "NMLCL001010  1.99545 -73.0165  272.985                   2.58207   \n",
       "NMLCL000120   1.8554  -82.011  517.476                   2.54011   \n",
       "NMLCL000209   1.8791  -77.673  407.185                   2.58275   \n",
       "...              ...      ...      ...                       ...   \n",
       "NMLCL000397  1.91812 -65.0534  398.408                   3.46909   \n",
       "NMLCL000908  1.91836   -64.22  302.852                   3.46563   \n",
       "NMLCL000824  1.69401 -70.3846  354.314                    3.8547   \n",
       "NMLCL000597  2.01371 -66.4276   187.22                   2.75905   \n",
       "NMLCL000517  1.98711 -75.5573  303.785                   2.42565   \n",
       "NMLCL001481   1.9676 -78.5975  232.162                   2.48303   \n",
       "NMLCL000872   2.0177 -67.0691  189.574                   2.37638   \n",
       "NMLCL000982  2.00694 -70.3915  218.308                   2.57923   \n",
       "NMLCL000769  1.94843 -60.1458  162.559                   2.71507   \n",
       "NMLCL001023  1.83915  -66.033  174.446                   2.99349   \n",
       "NMLCL001075  1.95197 -61.9179  197.702                    2.5647   \n",
       "NMLCL000717  1.99384 -74.0455  284.426                   2.44077   \n",
       "NMLCL001524  1.86535 -71.3802  233.416                   2.39215   \n",
       "NMLCL000711  3.24998  -81.927  555.947                   6.31404   \n",
       "NMLCL001006  1.96387 -58.4476  157.183                   2.37654   \n",
       "NMLCL000154  1.98288 -75.1291   321.58                   2.65413   \n",
       "NMLCL001461  1.98706  -74.466  252.758                   2.60689   \n",
       "NMLCL000740  2.00616 -66.3215  171.998                   2.34317   \n",
       "NMLCL000938    1.829 -74.5796  298.893                   2.63058   \n",
       "NMLCL000943   1.9927 -75.1759  365.052                   2.44753   \n",
       "NMLCL000823  1.90296 -73.1463  388.985                   3.25121   \n",
       "NMLCL000101  1.88822 -72.9618  265.203                   2.45282   \n",
       "NMLCL001104  1.86673 -75.1285  232.631                   2.36875   \n",
       "NMLCL000551  1.83434  -64.515  393.243                   4.43239   \n",
       "NMLCL000095  1.88388 -60.1828  208.254                   3.46614   \n",
       "NMLCL000151  1.99261 -68.8411   248.47                   2.23747   \n",
       "NMLCL000645  1.83937 -76.2181  420.923                   3.51575   \n",
       "NMLCL000494      NaN      NaN      NaN                       NaN   \n",
       "NMLCL000446      NaN      NaN      NaN                       NaN   \n",
       "NMLCL000607      NaN      NaN      NaN                       NaN   \n",
       "\n",
       "            upstroke_index upstroke_t upstroke_v        width protocol  \n",
       "525011903          96682.8    1.93366    4.60227  0.000895455        3  \n",
       "528706755          99216.6    1.98433    2.36765      0.00096        3  \n",
       "476135066           225675    1.12838   -5.79688  0.000741667        3  \n",
       "481127932           396007    1.98004   -8.17328  0.000329086        3  \n",
       "470098860           303001      1.515   -13.3008  0.000785312        3  \n",
       "327970859           206317    1.03158     -12.25   0.00045125        3  \n",
       "580537822           103108    2.06215    1.71875  0.000748421        3  \n",
       "502614426            72755     1.4551   -18.6997   0.00150348        3  \n",
       "504615116            93804    1.87608    3.60268  0.000829714        3  \n",
       "530097064          98058.9    1.96118  0.0827206  0.000883529        3  \n",
       "488688374           373535    1.86767   0.353885   0.00106878        3  \n",
       "479091820           207524    1.03762   -11.7031    0.0014825        3  \n",
       "583822407            51906    1.03812   -15.6328     0.000625        3  \n",
       "581058351          98962.4    1.97925   -11.2474  0.000566756        3  \n",
       "565871768            64223    1.28446    0.99375     0.000448        3  \n",
       "488679042           411560     2.0578   -3.80446  0.000609429        3  \n",
       "585080288           374139    1.87069  -0.286547  0.000905254        3  \n",
       "469801138           395018    1.97509   -6.66659  0.000317852        3  \n",
       "513593674          66083.6    1.32167   -5.89489  0.000836364        3  \n",
       "572410577          83857.3    1.67715   -6.46875  0.000783636        3  \n",
       "475549334           396670    1.98335   -24.5269  0.000291196        3  \n",
       "480087928           234497    1.17248      -10.7     0.000956        3  \n",
       "NMLCL001142         199056    1.99056   -3.46252  0.000506139        3  \n",
       "NMLCL000472         186269    1.86269   -1.57863      0.00088        3  \n",
       "NMLCL000166         184737    1.84737   -7.06475  0.000790476        3  \n",
       "NMLCL000973         198929    1.98929   -7.60765  0.000751757        3  \n",
       "NMLCL000932         198668    1.98668   -11.2407   0.00136018        3  \n",
       "NMLCL001010         199161    1.99161   -4.65931  0.000874649        3  \n",
       "NMLCL000120         185372    1.85372  -0.381941  0.000574762        3  \n",
       "NMLCL000209         187420     1.8742   -1.79866  0.000621333        3  \n",
       "...                    ...        ...        ...          ...      ...  \n",
       "NMLCL000397         190761    1.90761   0.452715  0.000742667        3  \n",
       "NMLCL000908         190699    1.90699   -2.59363  0.000848387        3  \n",
       "NMLCL000824         100898    1.00898   -6.28913  0.000703333        3  \n",
       "NMLCL000597         200778    2.00778   -8.07828    0.0010151        3  \n",
       "NMLCL000517         198451    1.98451   -1.30192  0.000824395        3  \n",
       "NMLCL001481         196347    1.96347   -7.60053    0.0010023        3  \n",
       "NMLCL000872         201449    2.01449   -9.96027  0.000865636        3  \n",
       "NMLCL000982         200313    2.00313   -5.66886  0.000936807        3  \n",
       "NMLCL000769         194367    1.94367   -10.7037   0.00100822        3  \n",
       "NMLCL001023         183148    1.83148   -13.5054   0.00106635        3  \n",
       "NMLCL001075         194795    1.94795   -6.80299  0.000872267        3  \n",
       "NMLCL000717         199089    1.99089   -2.84419  0.000831557        3  \n",
       "NMLCL001524         185669    1.85669   -7.71828  0.000774091        3  \n",
       "NMLCL000711         100626    1.00626   -18.3644      0.00055        3  \n",
       "NMLCL001006         195988    1.95988   -9.46798  0.000916325        3  \n",
       "NMLCL000154         197960     1.9796     -1.717  0.000832877        3  \n",
       "NMLCL001461         198371    1.98371   -4.35335   0.00091396        3  \n",
       "NMLCL000740         200023    2.00023   -8.97588  0.000939559        3  \n",
       "NMLCL000938         181110     1.8111   -3.76666  0.000764375        3  \n",
       "NMLCL000943         199042    1.99042   -1.23284  0.000729818        3  \n",
       "NMLCL000823         189491    1.89491  -0.475597  0.000810741        3  \n",
       "NMLCL000101         187990     1.8799   -6.32827  0.000794211        3  \n",
       "NMLCL001104         185538    1.85538   -7.66573  0.000872778        3  \n",
       "NMLCL000551         180207    1.80207   -2.65623  0.000791429        3  \n",
       "NMLCL000095         185659    1.85659   -8.37362   0.00101733        3  \n",
       "NMLCL000151         199017    1.99017   -4.51791  0.000757842        3  \n",
       "NMLCL000645         183579    1.83579   -7.14417  0.000822609        3  \n",
       "NMLCL000494            NaN        NaN        NaN          NaN      NaN  \n",
       "NMLCL000446            NaN        NaN        NaN          NaN      NaN  \n",
       "NMLCL000607            NaN        NaN        NaN          NaN      NaN  \n",
       "\n",
       "[716 rows x 37 columns]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adapt</th>\n",
       "      <th>adp_index</th>\n",
       "      <th>adp_t</th>\n",
       "      <th>adp_v</th>\n",
       "      <th>avg_rate</th>\n",
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       "      <th>trough_t</th>\n",
       "      <th>trough_v</th>\n",
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       "      <th>upstroke_downstroke_ratio</th>\n",
       "      <th>upstroke_index</th>\n",
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       "      <th>upstroke_v</th>\n",
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       "      <th>protocol</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NMLCL001142</th>\n",
       "      <td>0.00151531</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>-64.5365</td>\n",
       "      <td>350.424</td>\n",
       "      <td>1.89983</td>\n",
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       "      <td>1.9222</td>\n",
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       "      <td>0.000450645</td>\n",
       "      <td>1.5</td>\n",
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       "    <tr>\n",
       "      <th>NMLCL000472</th>\n",
       "      <td>0.0343745</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.30771</td>\n",
       "      <td>0</td>\n",
       "      <td>-108.268</td>\n",
       "      <td>183340</td>\n",
       "      <td>1.8334</td>\n",
       "      <td>14.3139</td>\n",
       "      <td>...</td>\n",
       "      <td>183783</td>\n",
       "      <td>1.83783</td>\n",
       "      <td>-75.7687</td>\n",
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       "      <td>183315</td>\n",
       "      <td>1.83315</td>\n",
       "      <td>-0.468782</td>\n",
       "      <td>0.000883571</td>\n",
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       "    <tr>\n",
       "      <th>NMLCL000166</th>\n",
       "      <td>0.0658915</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.69232</td>\n",
       "      <td>0</td>\n",
       "      <td>-103.845</td>\n",
       "      <td>189692</td>\n",
       "      <td>1.89692</td>\n",
       "      <td>2.91547</td>\n",
       "      <td>...</td>\n",
       "      <td>190639</td>\n",
       "      <td>1.90639</td>\n",
       "      <td>-73.7188</td>\n",
       "      <td>230.738</td>\n",
       "      <td>2.21912</td>\n",
       "      <td>189669</td>\n",
       "      <td>1.89669</td>\n",
       "      <td>-5.54493</td>\n",
       "      <td>0.0008</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000973</th>\n",
       "      <td>0.00063765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.1539</td>\n",
       "      <td>0</td>\n",
       "      <td>-133.723</td>\n",
       "      <td>198134</td>\n",
       "      <td>1.98134</td>\n",
       "      <td>16.0306</td>\n",
       "      <td>...</td>\n",
       "      <td>198480</td>\n",
       "      <td>1.9848</td>\n",
       "      <td>-76.1865</td>\n",
       "      <td>520.839</td>\n",
       "      <td>3.8949</td>\n",
       "      <td>198113</td>\n",
       "      <td>1.98113</td>\n",
       "      <td>-7.25897</td>\n",
       "      <td>0.000753647</td>\n",
       "      <td>1.5</td>\n",
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       "    <tr>\n",
       "      <th>NMLCL000932</th>\n",
       "      <td>0.00167385</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.9231</td>\n",
       "      <td>0</td>\n",
       "      <td>-54.1435</td>\n",
       "      <td>199262</td>\n",
       "      <td>1.99262</td>\n",
       "      <td>-0.034803</td>\n",
       "      <td>...</td>\n",
       "      <td>200087</td>\n",
       "      <td>2.00087</td>\n",
       "      <td>-72.6787</td>\n",
       "      <td>158.155</td>\n",
       "      <td>2.92104</td>\n",
       "      <td>199230</td>\n",
       "      <td>1.9923</td>\n",
       "      <td>-9.36607</td>\n",
       "      <td>0.00127897</td>\n",
       "      <td>1.5</td>\n",
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       "    <tr>\n",
       "      <th>NMLCL001010</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.7693</td>\n",
       "      <td>0</td>\n",
       "      <td>-97.412</td>\n",
       "      <td>199218</td>\n",
       "      <td>1.99218</td>\n",
       "      <td>6.98025</td>\n",
       "      <td>...</td>\n",
       "      <td>199611</td>\n",
       "      <td>1.99611</td>\n",
       "      <td>-73.6154</td>\n",
       "      <td>242.724</td>\n",
       "      <td>2.49174</td>\n",
       "      <td>199194</td>\n",
       "      <td>1.99194</td>\n",
       "      <td>-5.86674</td>\n",
       "      <td>0.000914918</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000120</th>\n",
       "      <td>0.0851549</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.38463</td>\n",
       "      <td>0</td>\n",
       "      <td>-202.863</td>\n",
       "      <td>181751</td>\n",
       "      <td>1.81751</td>\n",
       "      <td>-17.332</td>\n",
       "      <td>...</td>\n",
       "      <td>181890</td>\n",
       "      <td>1.8189</td>\n",
       "      <td>-82.5962</td>\n",
       "      <td>519.813</td>\n",
       "      <td>2.56505</td>\n",
       "      <td>181709</td>\n",
       "      <td>1.81709</td>\n",
       "      <td>0.337168</td>\n",
       "      <td>0.000575455</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000209</th>\n",
       "      <td>0.051931</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.92309</td>\n",
       "      <td>0</td>\n",
       "      <td>-161.522</td>\n",
       "      <td>185609</td>\n",
       "      <td>1.85609</td>\n",
       "      <td>12.9222</td>\n",
       "      <td>...</td>\n",
       "      <td>186772</td>\n",
       "      <td>1.86772</td>\n",
       "      <td>-78.7537</td>\n",
       "      <td>418.514</td>\n",
       "      <td>2.59225</td>\n",
       "      <td>185592</td>\n",
       "      <td>1.85592</td>\n",
       "      <td>-0.788848</td>\n",
       "      <td>0.00062375</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000771</th>\n",
       "      <td>0.00486795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.5385</td>\n",
       "      <td>0</td>\n",
       "      <td>-138.375</td>\n",
       "      <td>192760</td>\n",
       "      <td>1.9276</td>\n",
       "      <td>10.9683</td>\n",
       "      <td>...</td>\n",
       "      <td>193026</td>\n",
       "      <td>1.93026</td>\n",
       "      <td>-82.8806</td>\n",
       "      <td>310.362</td>\n",
       "      <td>2.24295</td>\n",
       "      <td>192738</td>\n",
       "      <td>1.92738</td>\n",
       "      <td>-0.989598</td>\n",
       "      <td>0.000835227</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000109</th>\n",
       "      <td>0.0740223</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.38463</td>\n",
       "      <td>0</td>\n",
       "      <td>-107.24</td>\n",
       "      <td>183338</td>\n",
       "      <td>1.83338</td>\n",
       "      <td>0.559747</td>\n",
       "      <td>...</td>\n",
       "      <td>185769</td>\n",
       "      <td>1.85769</td>\n",
       "      <td>-73.1442</td>\n",
       "      <td>256.004</td>\n",
       "      <td>2.38837</td>\n",
       "      <td>183312</td>\n",
       "      <td>1.83312</td>\n",
       "      <td>-6.97154</td>\n",
       "      <td>0.00075</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001474</th>\n",
       "      <td>0.00794789</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.61541</td>\n",
       "      <td>0</td>\n",
       "      <td>-79.1842</td>\n",
       "      <td>192886</td>\n",
       "      <td>1.92886</td>\n",
       "      <td>4.43261</td>\n",
       "      <td>...</td>\n",
       "      <td>193813</td>\n",
       "      <td>1.93813</td>\n",
       "      <td>-78.8868</td>\n",
       "      <td>307.46</td>\n",
       "      <td>3.88371</td>\n",
       "      <td>192844</td>\n",
       "      <td>1.92844</td>\n",
       "      <td>-3.07162</td>\n",
       "      <td>0.0011125</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000601</th>\n",
       "      <td>0.0178235</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.30771</td>\n",
       "      <td>0</td>\n",
       "      <td>-120.386</td>\n",
       "      <td>199399</td>\n",
       "      <td>1.99399</td>\n",
       "      <td>18.4569</td>\n",
       "      <td>...</td>\n",
       "      <td>201478</td>\n",
       "      <td>2.01479</td>\n",
       "      <td>-67.4468</td>\n",
       "      <td>430.955</td>\n",
       "      <td>3.5798</td>\n",
       "      <td>199379</td>\n",
       "      <td>1.99379</td>\n",
       "      <td>0.332658</td>\n",
       "      <td>0.000742143</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001519</th>\n",
       "      <td>0.0162953</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.07694</td>\n",
       "      <td>0</td>\n",
       "      <td>-70.5141</td>\n",
       "      <td>197984</td>\n",
       "      <td>1.97984</td>\n",
       "      <td>13.0522</td>\n",
       "      <td>...</td>\n",
       "      <td>200119</td>\n",
       "      <td>2.00119</td>\n",
       "      <td>-64.0128</td>\n",
       "      <td>354.385</td>\n",
       "      <td>5.02616</td>\n",
       "      <td>197949</td>\n",
       "      <td>1.97949</td>\n",
       "      <td>-4.36118</td>\n",
       "      <td>0.000955217</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001506</th>\n",
       "      <td>0.0224118</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.1539</td>\n",
       "      <td>0</td>\n",
       "      <td>-71.045</td>\n",
       "      <td>181324</td>\n",
       "      <td>1.81324</td>\n",
       "      <td>-0.15765</td>\n",
       "      <td>...</td>\n",
       "      <td>182960</td>\n",
       "      <td>1.8296</td>\n",
       "      <td>-61.4903</td>\n",
       "      <td>229.703</td>\n",
       "      <td>3.2292</td>\n",
       "      <td>181292</td>\n",
       "      <td>1.81292</td>\n",
       "      <td>-11.7675</td>\n",
       "      <td>0.000823333</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000953</th>\n",
       "      <td>0.000432339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.9232</td>\n",
       "      <td>0</td>\n",
       "      <td>-92.0555</td>\n",
       "      <td>198938</td>\n",
       "      <td>1.98938</td>\n",
       "      <td>6.24041</td>\n",
       "      <td>...</td>\n",
       "      <td>199414</td>\n",
       "      <td>1.99414</td>\n",
       "      <td>-72.2434</td>\n",
       "      <td>245.154</td>\n",
       "      <td>2.66341</td>\n",
       "      <td>198914</td>\n",
       "      <td>1.98914</td>\n",
       "      <td>-4.39549</td>\n",
       "      <td>0.000921809</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000757</th>\n",
       "      <td>0.00276047</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.4616</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.094</td>\n",
       "      <td>195586</td>\n",
       "      <td>1.95586</td>\n",
       "      <td>10.2879</td>\n",
       "      <td>...</td>\n",
       "      <td>196031</td>\n",
       "      <td>1.96031</td>\n",
       "      <td>-77.1483</td>\n",
       "      <td>284.848</td>\n",
       "      <td>2.41227</td>\n",
       "      <td>195564</td>\n",
       "      <td>1.95564</td>\n",
       "      <td>-3.75254</td>\n",
       "      <td>0.000874706</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000778</th>\n",
       "      <td>0.00869116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.07694</td>\n",
       "      <td>0</td>\n",
       "      <td>-140.537</td>\n",
       "      <td>191639</td>\n",
       "      <td>1.91639</td>\n",
       "      <td>20.1206</td>\n",
       "      <td>...</td>\n",
       "      <td>192008</td>\n",
       "      <td>1.92008</td>\n",
       "      <td>-83.1251</td>\n",
       "      <td>628.864</td>\n",
       "      <td>4.47472</td>\n",
       "      <td>191617</td>\n",
       "      <td>1.91617</td>\n",
       "      <td>-7.19021</td>\n",
       "      <td>0.000782174</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001080</th>\n",
       "      <td>-0.000324837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.1539</td>\n",
       "      <td>0</td>\n",
       "      <td>-98.2482</td>\n",
       "      <td>201950</td>\n",
       "      <td>2.0195</td>\n",
       "      <td>4.86906</td>\n",
       "      <td>...</td>\n",
       "      <td>202285</td>\n",
       "      <td>2.02285</td>\n",
       "      <td>-69.2381</td>\n",
       "      <td>225.575</td>\n",
       "      <td>2.29605</td>\n",
       "      <td>201926</td>\n",
       "      <td>2.01926</td>\n",
       "      <td>-7.51868</td>\n",
       "      <td>0.000836944</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000979</th>\n",
       "      <td>0.00165267</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.4616</td>\n",
       "      <td>0</td>\n",
       "      <td>-54.0973</td>\n",
       "      <td>198044</td>\n",
       "      <td>1.98044</td>\n",
       "      <td>-0.930987</td>\n",
       "      <td>...</td>\n",
       "      <td>198525</td>\n",
       "      <td>1.98525</td>\n",
       "      <td>-70.6299</td>\n",
       "      <td>152.985</td>\n",
       "      <td>2.81343</td>\n",
       "      <td>198012</td>\n",
       "      <td>1.98012</td>\n",
       "      <td>-10.0713</td>\n",
       "      <td>0.0012502</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000972</th>\n",
       "      <td>0.00139065</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.9232</td>\n",
       "      <td>0</td>\n",
       "      <td>-140.13</td>\n",
       "      <td>196910</td>\n",
       "      <td>1.9691</td>\n",
       "      <td>11.2862</td>\n",
       "      <td>...</td>\n",
       "      <td>197184</td>\n",
       "      <td>1.97184</td>\n",
       "      <td>-77.9154</td>\n",
       "      <td>320.555</td>\n",
       "      <td>2.28751</td>\n",
       "      <td>196890</td>\n",
       "      <td>1.9689</td>\n",
       "      <td>-3.62868</td>\n",
       "      <td>0.000783457</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000315</th>\n",
       "      <td>0.023262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.15387</td>\n",
       "      <td>0</td>\n",
       "      <td>-79.3867</td>\n",
       "      <td>193226</td>\n",
       "      <td>1.93226</td>\n",
       "      <td>-1.6379</td>\n",
       "      <td>...</td>\n",
       "      <td>194041</td>\n",
       "      <td>1.94041</td>\n",
       "      <td>-71.6112</td>\n",
       "      <td>182.077</td>\n",
       "      <td>2.29561</td>\n",
       "      <td>193198</td>\n",
       "      <td>1.93198</td>\n",
       "      <td>-8.20798</td>\n",
       "      <td>0.0009315</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000290</th>\n",
       "      <td>0.0511277</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.6154</td>\n",
       "      <td>0</td>\n",
       "      <td>-136.186</td>\n",
       "      <td>190099</td>\n",
       "      <td>1.90099</td>\n",
       "      <td>12.5529</td>\n",
       "      <td>...</td>\n",
       "      <td>190396</td>\n",
       "      <td>1.90396</td>\n",
       "      <td>-81.8701</td>\n",
       "      <td>470.135</td>\n",
       "      <td>3.45197</td>\n",
       "      <td>190077</td>\n",
       "      <td>1.90077</td>\n",
       "      <td>-11.4709</td>\n",
       "      <td>0.000741333</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000779</th>\n",
       "      <td>0.00314942</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.84618</td>\n",
       "      <td>0</td>\n",
       "      <td>-84.9943</td>\n",
       "      <td>195664</td>\n",
       "      <td>1.95664</td>\n",
       "      <td>3.53023</td>\n",
       "      <td>...</td>\n",
       "      <td>196175</td>\n",
       "      <td>1.96175</td>\n",
       "      <td>-77.1469</td>\n",
       "      <td>198.527</td>\n",
       "      <td>2.33577</td>\n",
       "      <td>195637</td>\n",
       "      <td>1.95637</td>\n",
       "      <td>-7.34928</td>\n",
       "      <td>0.00104906</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000744</th>\n",
       "      <td>0.0142382</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.8462</td>\n",
       "      <td>0</td>\n",
       "      <td>-93.7498</td>\n",
       "      <td>191647</td>\n",
       "      <td>1.91647</td>\n",
       "      <td>7.17878</td>\n",
       "      <td>...</td>\n",
       "      <td>192308</td>\n",
       "      <td>1.92308</td>\n",
       "      <td>-63.9925</td>\n",
       "      <td>262.865</td>\n",
       "      <td>2.79725</td>\n",
       "      <td>191621</td>\n",
       "      <td>1.91621</td>\n",
       "      <td>-6.51824</td>\n",
       "      <td>0.000796667</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001457</th>\n",
       "      <td>0.0178656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.53849</td>\n",
       "      <td>0</td>\n",
       "      <td>-47.3059</td>\n",
       "      <td>199129</td>\n",
       "      <td>1.99129</td>\n",
       "      <td>9.07859</td>\n",
       "      <td>...</td>\n",
       "      <td>200554</td>\n",
       "      <td>2.00554</td>\n",
       "      <td>-61.7781</td>\n",
       "      <td>240.961</td>\n",
       "      <td>5.09487</td>\n",
       "      <td>199089</td>\n",
       "      <td>1.99089</td>\n",
       "      <td>-8.66463</td>\n",
       "      <td>0.00120903</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000936</th>\n",
       "      <td>0.00193989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.30772</td>\n",
       "      <td>0</td>\n",
       "      <td>-54.294</td>\n",
       "      <td>197632</td>\n",
       "      <td>1.97632</td>\n",
       "      <td>-0.152689</td>\n",
       "      <td>...</td>\n",
       "      <td>198469</td>\n",
       "      <td>1.98469</td>\n",
       "      <td>-72.8422</td>\n",
       "      <td>156.741</td>\n",
       "      <td>2.88684</td>\n",
       "      <td>197600</td>\n",
       "      <td>1.976</td>\n",
       "      <td>-9.54029</td>\n",
       "      <td>0.00128296</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000302</th>\n",
       "      <td>0.0277607</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.76925</td>\n",
       "      <td>0</td>\n",
       "      <td>-135.769</td>\n",
       "      <td>191280</td>\n",
       "      <td>1.9128</td>\n",
       "      <td>6.3322</td>\n",
       "      <td>...</td>\n",
       "      <td>191473</td>\n",
       "      <td>1.91473</td>\n",
       "      <td>-75.2102</td>\n",
       "      <td>273.029</td>\n",
       "      <td>2.01061</td>\n",
       "      <td>191260</td>\n",
       "      <td>1.9126</td>\n",
       "      <td>-4.69655</td>\n",
       "      <td>0.000735909</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000921</th>\n",
       "      <td>0.00239728</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.84618</td>\n",
       "      <td>0</td>\n",
       "      <td>-113.058</td>\n",
       "      <td>198956</td>\n",
       "      <td>1.98956</td>\n",
       "      <td>7.35062</td>\n",
       "      <td>...</td>\n",
       "      <td>199278</td>\n",
       "      <td>1.99278</td>\n",
       "      <td>-77.1166</td>\n",
       "      <td>258.626</td>\n",
       "      <td>2.28776</td>\n",
       "      <td>198933</td>\n",
       "      <td>1.98933</td>\n",
       "      <td>-2.92721</td>\n",
       "      <td>0.000880313</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000946</th>\n",
       "      <td>0.000644706</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.6155</td>\n",
       "      <td>0</td>\n",
       "      <td>-110.96</td>\n",
       "      <td>199277</td>\n",
       "      <td>1.99277</td>\n",
       "      <td>7.60135</td>\n",
       "      <td>...</td>\n",
       "      <td>199575</td>\n",
       "      <td>1.99575</td>\n",
       "      <td>-74.049</td>\n",
       "      <td>264.339</td>\n",
       "      <td>2.38235</td>\n",
       "      <td>199255</td>\n",
       "      <td>1.99255</td>\n",
       "      <td>-3.56756</td>\n",
       "      <td>0.000860323</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000745</th>\n",
       "      <td>0.0115269</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.7693</td>\n",
       "      <td>0</td>\n",
       "      <td>-90.8806</td>\n",
       "      <td>190519</td>\n",
       "      <td>1.90519</td>\n",
       "      <td>10.9026</td>\n",
       "      <td>...</td>\n",
       "      <td>191173</td>\n",
       "      <td>1.91173</td>\n",
       "      <td>-65.0544</td>\n",
       "      <td>309.489</td>\n",
       "      <td>3.40235</td>\n",
       "      <td>190495</td>\n",
       "      <td>1.90495</td>\n",
       "      <td>-2.18851</td>\n",
       "      <td>0.000836875</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000397</th>\n",
       "      <td>0.0172608</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.30771</td>\n",
       "      <td>0</td>\n",
       "      <td>-115.331</td>\n",
       "      <td>199558</td>\n",
       "      <td>1.99558</td>\n",
       "      <td>17.3724</td>\n",
       "      <td>...</td>\n",
       "      <td>201706</td>\n",
       "      <td>2.01706</td>\n",
       "      <td>-65.6116</td>\n",
       "      <td>410.511</td>\n",
       "      <td>3.55944</td>\n",
       "      <td>199537</td>\n",
       "      <td>1.99537</td>\n",
       "      <td>1.01597</td>\n",
       "      <td>0.000741429</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000908</th>\n",
       "      <td>0.0177225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.30771</td>\n",
       "      <td>0</td>\n",
       "      <td>-88.0938</td>\n",
       "      <td>197956</td>\n",
       "      <td>1.97956</td>\n",
       "      <td>8.77215</td>\n",
       "      <td>...</td>\n",
       "      <td>200520</td>\n",
       "      <td>2.0052</td>\n",
       "      <td>-64.7535</td>\n",
       "      <td>308.663</td>\n",
       "      <td>3.50389</td>\n",
       "      <td>197927</td>\n",
       "      <td>1.97927</td>\n",
       "      <td>-2.64802</td>\n",
       "      <td>0.000847143</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000824</th>\n",
       "      <td>-0.294309</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.92308</td>\n",
       "      <td>0</td>\n",
       "      <td>-54.1152</td>\n",
       "      <td>168027</td>\n",
       "      <td>1.68027</td>\n",
       "      <td>-12.877</td>\n",
       "      <td>...</td>\n",
       "      <td>170357</td>\n",
       "      <td>1.70357</td>\n",
       "      <td>-62.5554</td>\n",
       "      <td>149.976</td>\n",
       "      <td>2.37086</td>\n",
       "      <td>102281</td>\n",
       "      <td>1.02281</td>\n",
       "      <td>-17.5627</td>\n",
       "      <td>0.0942333</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000597</th>\n",
       "      <td>0.00139061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.46156</td>\n",
       "      <td>0</td>\n",
       "      <td>-64.3747</td>\n",
       "      <td>197818</td>\n",
       "      <td>1.97818</td>\n",
       "      <td>1.00665</td>\n",
       "      <td>...</td>\n",
       "      <td>199794</td>\n",
       "      <td>1.99794</td>\n",
       "      <td>-66.8507</td>\n",
       "      <td>177.894</td>\n",
       "      <td>2.76352</td>\n",
       "      <td>197790</td>\n",
       "      <td>1.9779</td>\n",
       "      <td>-7.77957</td>\n",
       "      <td>0.00104714</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000517</th>\n",
       "      <td>0.000885237</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.3847</td>\n",
       "      <td>0</td>\n",
       "      <td>-115.881</td>\n",
       "      <td>198034</td>\n",
       "      <td>1.98034</td>\n",
       "      <td>8.15898</td>\n",
       "      <td>...</td>\n",
       "      <td>198355</td>\n",
       "      <td>1.98355</td>\n",
       "      <td>-76.6017</td>\n",
       "      <td>266.313</td>\n",
       "      <td>2.29799</td>\n",
       "      <td>198012</td>\n",
       "      <td>1.98012</td>\n",
       "      <td>-2.64106</td>\n",
       "      <td>0.000870787</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001481</th>\n",
       "      <td>0.00353815</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.9231</td>\n",
       "      <td>0</td>\n",
       "      <td>-87.3057</td>\n",
       "      <td>195454</td>\n",
       "      <td>1.95454</td>\n",
       "      <td>4.7378</td>\n",
       "      <td>...</td>\n",
       "      <td>195897</td>\n",
       "      <td>1.95897</td>\n",
       "      <td>-79.4158</td>\n",
       "      <td>214.956</td>\n",
       "      <td>2.4622</td>\n",
       "      <td>195427</td>\n",
       "      <td>1.95427</td>\n",
       "      <td>-8.14821</td>\n",
       "      <td>0.00104405</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000872</th>\n",
       "      <td>-0.000180518</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.5386</td>\n",
       "      <td>0</td>\n",
       "      <td>-53.5038</td>\n",
       "      <td>203322</td>\n",
       "      <td>2.03322</td>\n",
       "      <td>-6.691</td>\n",
       "      <td>...</td>\n",
       "      <td>203783</td>\n",
       "      <td>2.03783</td>\n",
       "      <td>-66.1004</td>\n",
       "      <td>121.968</td>\n",
       "      <td>2.27258</td>\n",
       "      <td>203288</td>\n",
       "      <td>2.03288</td>\n",
       "      <td>-12.1981</td>\n",
       "      <td>0.00120375</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000982</th>\n",
       "      <td>-0.000640145</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.7693</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.2239</td>\n",
       "      <td>201949</td>\n",
       "      <td>2.01949</td>\n",
       "      <td>2.06758</td>\n",
       "      <td>...</td>\n",
       "      <td>202395</td>\n",
       "      <td>2.02395</td>\n",
       "      <td>-70.9046</td>\n",
       "      <td>191.151</td>\n",
       "      <td>2.54261</td>\n",
       "      <td>201922</td>\n",
       "      <td>2.01922</td>\n",
       "      <td>-7.05064</td>\n",
       "      <td>0.000998361</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000769</th>\n",
       "      <td>0.0133904</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.5385</td>\n",
       "      <td>0</td>\n",
       "      <td>-83.3386</td>\n",
       "      <td>190325</td>\n",
       "      <td>1.90325</td>\n",
       "      <td>9.99093</td>\n",
       "      <td>...</td>\n",
       "      <td>190981</td>\n",
       "      <td>1.90981</td>\n",
       "      <td>-66.5488</td>\n",
       "      <td>274.304</td>\n",
       "      <td>3.28878</td>\n",
       "      <td>190298</td>\n",
       "      <td>1.90298</td>\n",
       "      <td>-2.87665</td>\n",
       "      <td>0.000898182</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001023</th>\n",
       "      <td>0.0321084</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.69233</td>\n",
       "      <td>0</td>\n",
       "      <td>-60.5179</td>\n",
       "      <td>177157</td>\n",
       "      <td>1.77157</td>\n",
       "      <td>-0.766032</td>\n",
       "      <td>...</td>\n",
       "      <td>178372</td>\n",
       "      <td>1.78372</td>\n",
       "      <td>-67.8191</td>\n",
       "      <td>181.57</td>\n",
       "      <td>2.99625</td>\n",
       "      <td>177123</td>\n",
       "      <td>1.77123</td>\n",
       "      <td>-12.5787</td>\n",
       "      <td>0.001064</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001075</th>\n",
       "      <td>0.0167863</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>-111.64</td>\n",
       "      <td>191680</td>\n",
       "      <td>1.9168</td>\n",
       "      <td>13.7031</td>\n",
       "      <td>...</td>\n",
       "      <td>192202</td>\n",
       "      <td>1.92202</td>\n",
       "      <td>-68.8008</td>\n",
       "      <td>339.891</td>\n",
       "      <td>3.04215</td>\n",
       "      <td>191657</td>\n",
       "      <td>1.91657</td>\n",
       "      <td>-1.75202</td>\n",
       "      <td>0.000786154</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000717</th>\n",
       "      <td>0.000301179</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.3078</td>\n",
       "      <td>0</td>\n",
       "      <td>-108.254</td>\n",
       "      <td>199954</td>\n",
       "      <td>1.99954</td>\n",
       "      <td>7.30432</td>\n",
       "      <td>...</td>\n",
       "      <td>200280</td>\n",
       "      <td>2.0028</td>\n",
       "      <td>-74.5634</td>\n",
       "      <td>258.475</td>\n",
       "      <td>2.38775</td>\n",
       "      <td>199932</td>\n",
       "      <td>1.99932</td>\n",
       "      <td>-3.96958</td>\n",
       "      <td>0.00086697</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001524</th>\n",
       "      <td>0.0667485</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.69232</td>\n",
       "      <td>0</td>\n",
       "      <td>-97.8883</td>\n",
       "      <td>181564</td>\n",
       "      <td>1.81563</td>\n",
       "      <td>-0.457107</td>\n",
       "      <td>...</td>\n",
       "      <td>184082</td>\n",
       "      <td>1.84082</td>\n",
       "      <td>-72.0743</td>\n",
       "      <td>233.48</td>\n",
       "      <td>2.38413</td>\n",
       "      <td>181536</td>\n",
       "      <td>1.81536</td>\n",
       "      <td>-8.23866</td>\n",
       "      <td>0.000775833</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000711</th>\n",
       "      <td>0.00930514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.1539</td>\n",
       "      <td>0</td>\n",
       "      <td>-87.5252</td>\n",
       "      <td>199942</td>\n",
       "      <td>1.99942</td>\n",
       "      <td>3.4797</td>\n",
       "      <td>...</td>\n",
       "      <td>201962</td>\n",
       "      <td>2.01962</td>\n",
       "      <td>-68.6248</td>\n",
       "      <td>520.28</td>\n",
       "      <td>5.94448</td>\n",
       "      <td>199915</td>\n",
       "      <td>1.99915</td>\n",
       "      <td>-18.1386</td>\n",
       "      <td>0.000657609</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001006</th>\n",
       "      <td>0.014659</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.1539</td>\n",
       "      <td>0</td>\n",
       "      <td>-81.9722</td>\n",
       "      <td>193786</td>\n",
       "      <td>1.93786</td>\n",
       "      <td>3.47996</td>\n",
       "      <td>...</td>\n",
       "      <td>194357</td>\n",
       "      <td>1.94357</td>\n",
       "      <td>-64.1208</td>\n",
       "      <td>207.259</td>\n",
       "      <td>2.51453</td>\n",
       "      <td>193756</td>\n",
       "      <td>1.93755</td>\n",
       "      <td>-8.23915</td>\n",
       "      <td>0.00086913</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000154</th>\n",
       "      <td>0.00117563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.1539</td>\n",
       "      <td>0</td>\n",
       "      <td>-113.924</td>\n",
       "      <td>197218</td>\n",
       "      <td>1.97218</td>\n",
       "      <td>9.38052</td>\n",
       "      <td>...</td>\n",
       "      <td>197590</td>\n",
       "      <td>1.9759</td>\n",
       "      <td>-76.5366</td>\n",
       "      <td>290.591</td>\n",
       "      <td>2.55079</td>\n",
       "      <td>197198</td>\n",
       "      <td>1.97198</td>\n",
       "      <td>-2.90624</td>\n",
       "      <td>0.000879647</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001461</th>\n",
       "      <td>0.00115632</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.4616</td>\n",
       "      <td>0</td>\n",
       "      <td>-88.6242</td>\n",
       "      <td>197482</td>\n",
       "      <td>1.97482</td>\n",
       "      <td>4.86119</td>\n",
       "      <td>...</td>\n",
       "      <td>197866</td>\n",
       "      <td>1.97866</td>\n",
       "      <td>-75.8653</td>\n",
       "      <td>220.553</td>\n",
       "      <td>2.48849</td>\n",
       "      <td>197457</td>\n",
       "      <td>1.97457</td>\n",
       "      <td>-6.32015</td>\n",
       "      <td>0.000994419</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000740</th>\n",
       "      <td>0.00141738</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.84618</td>\n",
       "      <td>0</td>\n",
       "      <td>-48.4731</td>\n",
       "      <td>198459</td>\n",
       "      <td>1.98459</td>\n",
       "      <td>-4.88802</td>\n",
       "      <td>...</td>\n",
       "      <td>200026</td>\n",
       "      <td>2.00026</td>\n",
       "      <td>-66.1368</td>\n",
       "      <td>119.771</td>\n",
       "      <td>2.47462</td>\n",
       "      <td>198429</td>\n",
       "      <td>1.98429</td>\n",
       "      <td>-12.2233</td>\n",
       "      <td>0.00125594</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000938</th>\n",
       "      <td>0.0978659</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.76924</td>\n",
       "      <td>0</td>\n",
       "      <td>-116.015</td>\n",
       "      <td>184517</td>\n",
       "      <td>1.84517</td>\n",
       "      <td>7.984</td>\n",
       "      <td>...</td>\n",
       "      <td>187308</td>\n",
       "      <td>1.87308</td>\n",
       "      <td>-75.0846</td>\n",
       "      <td>296.566</td>\n",
       "      <td>2.55638</td>\n",
       "      <td>184496</td>\n",
       "      <td>1.84496</td>\n",
       "      <td>-4.60308</td>\n",
       "      <td>0.000768889</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000943</th>\n",
       "      <td>0.000791762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.9232</td>\n",
       "      <td>0</td>\n",
       "      <td>-146.503</td>\n",
       "      <td>198088</td>\n",
       "      <td>1.98088</td>\n",
       "      <td>12.1729</td>\n",
       "      <td>...</td>\n",
       "      <td>198393</td>\n",
       "      <td>1.98393</td>\n",
       "      <td>-76.5098</td>\n",
       "      <td>343.693</td>\n",
       "      <td>2.34599</td>\n",
       "      <td>198069</td>\n",
       "      <td>1.98069</td>\n",
       "      <td>-2.51442</td>\n",
       "      <td>0.000756064</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000823</th>\n",
       "      <td>0.0250804</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.69232</td>\n",
       "      <td>0</td>\n",
       "      <td>-115.716</td>\n",
       "      <td>191359</td>\n",
       "      <td>1.91359</td>\n",
       "      <td>15.0467</td>\n",
       "      <td>...</td>\n",
       "      <td>191680</td>\n",
       "      <td>1.9168</td>\n",
       "      <td>-72.8743</td>\n",
       "      <td>363.314</td>\n",
       "      <td>3.13783</td>\n",
       "      <td>191337</td>\n",
       "      <td>1.91337</td>\n",
       "      <td>-0.622354</td>\n",
       "      <td>0.000821667</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000101</th>\n",
       "      <td>0.0878916</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.07693</td>\n",
       "      <td>0</td>\n",
       "      <td>-108.617</td>\n",
       "      <td>179848</td>\n",
       "      <td>1.79848</td>\n",
       "      <td>5.72489</td>\n",
       "      <td>...</td>\n",
       "      <td>183495</td>\n",
       "      <td>1.83495</td>\n",
       "      <td>-73.8208</td>\n",
       "      <td>265.516</td>\n",
       "      <td>2.444</td>\n",
       "      <td>179827</td>\n",
       "      <td>1.79827</td>\n",
       "      <td>-6.23717</td>\n",
       "      <td>0.000795</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL001104</th>\n",
       "      <td>0.0937525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.07693</td>\n",
       "      <td>0</td>\n",
       "      <td>-97.8324</td>\n",
       "      <td>182765</td>\n",
       "      <td>1.82765</td>\n",
       "      <td>3.68959</td>\n",
       "      <td>...</td>\n",
       "      <td>185646</td>\n",
       "      <td>1.85646</td>\n",
       "      <td>-76.0507</td>\n",
       "      <td>234.635</td>\n",
       "      <td>2.39802</td>\n",
       "      <td>182742</td>\n",
       "      <td>1.82742</td>\n",
       "      <td>-5.99511</td>\n",
       "      <td>0.000889</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000551</th>\n",
       "      <td>0.0995467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.76924</td>\n",
       "      <td>0</td>\n",
       "      <td>-89.7765</td>\n",
       "      <td>187128</td>\n",
       "      <td>1.87128</td>\n",
       "      <td>17.1399</td>\n",
       "      <td>...</td>\n",
       "      <td>190509</td>\n",
       "      <td>1.90509</td>\n",
       "      <td>-65.8129</td>\n",
       "      <td>408.725</td>\n",
       "      <td>4.55324</td>\n",
       "      <td>187098</td>\n",
       "      <td>1.87098</td>\n",
       "      <td>-1.2695</td>\n",
       "      <td>0.000794444</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000095</th>\n",
       "      <td>0.0293918</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.92309</td>\n",
       "      <td>0</td>\n",
       "      <td>-59.4236</td>\n",
       "      <td>191718</td>\n",
       "      <td>1.91718</td>\n",
       "      <td>4.73837</td>\n",
       "      <td>...</td>\n",
       "      <td>196323</td>\n",
       "      <td>1.96323</td>\n",
       "      <td>-61.2239</td>\n",
       "      <td>212.644</td>\n",
       "      <td>3.57903</td>\n",
       "      <td>191688</td>\n",
       "      <td>1.91688</td>\n",
       "      <td>-7.445</td>\n",
       "      <td>0.0010275</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000151</th>\n",
       "      <td>0.00610134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.077</td>\n",
       "      <td>0</td>\n",
       "      <td>-78.1745</td>\n",
       "      <td>194836</td>\n",
       "      <td>1.94836</td>\n",
       "      <td>-3.38435</td>\n",
       "      <td>...</td>\n",
       "      <td>195194</td>\n",
       "      <td>1.95194</td>\n",
       "      <td>-68.0231</td>\n",
       "      <td>152.891</td>\n",
       "      <td>1.94766</td>\n",
       "      <td>194808</td>\n",
       "      <td>1.94808</td>\n",
       "      <td>-11.3004</td>\n",
       "      <td>0.000890133</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000645</th>\n",
       "      <td>0.0298525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.00001</td>\n",
       "      <td>0</td>\n",
       "      <td>-119.143</td>\n",
       "      <td>193493</td>\n",
       "      <td>1.93493</td>\n",
       "      <td>18.1466</td>\n",
       "      <td>...</td>\n",
       "      <td>193839</td>\n",
       "      <td>1.93839</td>\n",
       "      <td>-76.5743</td>\n",
       "      <td>415.237</td>\n",
       "      <td>3.48526</td>\n",
       "      <td>193468</td>\n",
       "      <td>1.93468</td>\n",
       "      <td>-7.69192</td>\n",
       "      <td>0.000825385</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000494</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000446</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NMLCL000607</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>694 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   adapt adp_index adp_t adp_v avg_rate clipped downstroke  \\\n",
       "NMLCL001142   0.00151531       NaN   NaN   NaN  28.6155       0   -184.459   \n",
       "NMLCL000472    0.0343745       NaN   NaN   NaN  4.30771       0   -108.268   \n",
       "NMLCL000166    0.0658915       NaN   NaN   NaN  3.69232       0   -103.845   \n",
       "NMLCL000973   0.00063765       NaN   NaN   NaN  26.1539       0   -133.723   \n",
       "NMLCL000932   0.00167385       NaN   NaN   NaN   8.9231       0   -54.1435   \n",
       "NMLCL001010  0.000104645       NaN   NaN   NaN  18.7693       0    -97.412   \n",
       "NMLCL000120    0.0851549       NaN   NaN   NaN  3.38463       0   -202.863   \n",
       "NMLCL000209     0.051931       NaN   NaN   NaN  4.92309       0   -161.522   \n",
       "NMLCL000771   0.00486795       NaN   NaN   NaN  13.5385       0   -138.375   \n",
       "NMLCL000109    0.0740223       NaN   NaN   NaN  3.38463       0    -107.24   \n",
       "NMLCL001474   0.00794789       NaN   NaN   NaN  8.61541       0   -79.1842   \n",
       "NMLCL000601    0.0178235       NaN   NaN   NaN  4.30771       0   -120.386   \n",
       "NMLCL001519    0.0162953       NaN   NaN   NaN  7.07694       0   -70.5141   \n",
       "NMLCL001506    0.0224118       NaN   NaN   NaN  10.1539       0    -71.045   \n",
       "NMLCL000953  0.000432339       NaN   NaN   NaN  28.9232       0   -92.0555   \n",
       "NMLCL000757   0.00276047       NaN   NaN   NaN  10.4616       0   -118.094   \n",
       "NMLCL000778   0.00869116       NaN   NaN   NaN  7.07694       0   -140.537   \n",
       "NMLCL001080 -0.000324837       NaN   NaN   NaN  22.1539       0   -98.2482   \n",
       "NMLCL000979   0.00165267       NaN   NaN   NaN  30.4616       0   -54.0973   \n",
       "NMLCL000972   0.00139065       NaN   NaN   NaN  24.9232       0    -140.13   \n",
       "NMLCL000315     0.023262       NaN   NaN   NaN  6.15387       0   -79.3867   \n",
       "NMLCL000290    0.0511277       NaN   NaN   NaN   4.6154       0   -136.186   \n",
       "NMLCL000779   0.00314942       NaN   NaN   NaN  9.84618       0   -84.9943   \n",
       "NMLCL000744    0.0142382       NaN   NaN   NaN  13.8462       0   -93.7498   \n",
       "NMLCL001457    0.0178656       NaN   NaN   NaN  9.53849       0   -47.3059   \n",
       "NMLCL000936   0.00193989       NaN   NaN   NaN  8.30772       0    -54.294   \n",
       "NMLCL000302    0.0277607       NaN   NaN   NaN  6.76925       0   -135.769   \n",
       "NMLCL000921   0.00239728       NaN   NaN   NaN  9.84618       0   -113.058   \n",
       "NMLCL000946  0.000644706       NaN   NaN   NaN  28.6155       0    -110.96   \n",
       "NMLCL000745    0.0115269       NaN   NaN   NaN  14.7693       0   -90.8806   \n",
       "...                  ...       ...   ...   ...      ...     ...        ...   \n",
       "NMLCL000397    0.0172608       NaN   NaN   NaN  4.30771       0   -115.331   \n",
       "NMLCL000908    0.0177225       NaN   NaN   NaN  4.30771       0   -88.0938   \n",
       "NMLCL000824    -0.294309       NaN   NaN   NaN  0.92308       0   -54.1152   \n",
       "NMLCL000597   0.00139061       NaN   NaN   NaN  6.46156       0   -64.3747   \n",
       "NMLCL000517  0.000885237       NaN   NaN   NaN  27.3847       0   -115.881   \n",
       "NMLCL001481   0.00353815       NaN   NaN   NaN  12.9231       0   -87.3057   \n",
       "NMLCL000872 -0.000180518       NaN   NaN   NaN  29.5386       0   -53.5038   \n",
       "NMLCL000982 -0.000640145       NaN   NaN   NaN  18.7693       0   -75.2239   \n",
       "NMLCL000769    0.0133904       NaN   NaN   NaN  13.5385       0   -83.3386   \n",
       "NMLCL001023    0.0321084       NaN   NaN   NaN  7.69233       0   -60.5179   \n",
       "NMLCL001075    0.0167863       NaN   NaN   NaN       12       0    -111.64   \n",
       "NMLCL000717  0.000301179       NaN   NaN   NaN  20.3078       0   -108.254   \n",
       "NMLCL001524    0.0667485       NaN   NaN   NaN  3.69232       0   -97.8883   \n",
       "NMLCL000711   0.00930514       NaN   NaN   NaN  14.1539       0   -87.5252   \n",
       "NMLCL001006     0.014659       NaN   NaN   NaN  14.1539       0   -81.9722   \n",
       "NMLCL000154   0.00117563       NaN   NaN   NaN  26.1539       0   -113.924   \n",
       "NMLCL001461   0.00115632       NaN   NaN   NaN  26.4616       0   -88.6242   \n",
       "NMLCL000740   0.00141738       NaN   NaN   NaN  9.84618       0   -48.4731   \n",
       "NMLCL000938    0.0978659       NaN   NaN   NaN  2.76924       0   -116.015   \n",
       "NMLCL000943  0.000791762       NaN   NaN   NaN  28.9232       0   -146.503   \n",
       "NMLCL000823    0.0250804       NaN   NaN   NaN  3.69232       0   -115.716   \n",
       "NMLCL000101    0.0878916       NaN   NaN   NaN  3.07693       0   -108.617   \n",
       "NMLCL001104    0.0937525       NaN   NaN   NaN  3.07693       0   -97.8324   \n",
       "NMLCL000551    0.0995467       NaN   NaN   NaN  2.76924       0   -89.7765   \n",
       "NMLCL000095    0.0293918       NaN   NaN   NaN  4.92309       0   -59.4236   \n",
       "NMLCL000151   0.00610134       NaN   NaN   NaN   23.077       0   -78.1745   \n",
       "NMLCL000645    0.0298525       NaN   NaN   NaN  4.00001       0   -119.143   \n",
       "NMLCL000494          NaN       NaN   NaN   NaN      NaN     NaN        NaN   \n",
       "NMLCL000446          NaN       NaN   NaN   NaN      NaN     NaN        NaN   \n",
       "NMLCL000607          NaN       NaN   NaN   NaN      NaN     NaN        NaN   \n",
       "\n",
       "            downstroke_index downstroke_t downstroke_v  ... trough_index  \\\n",
       "NMLCL001142           192244      1.92244        5.234  ...       192379   \n",
       "NMLCL000472           183340       1.8334      14.3139  ...       183783   \n",
       "NMLCL000166           189692      1.89692      2.91547  ...       190639   \n",
       "NMLCL000973           198134      1.98134      16.0306  ...       198480   \n",
       "NMLCL000932           199262      1.99262    -0.034803  ...       200087   \n",
       "NMLCL001010           199218      1.99218      6.98025  ...       199611   \n",
       "NMLCL000120           181751      1.81751      -17.332  ...       181890   \n",
       "NMLCL000209           185609      1.85609      12.9222  ...       186772   \n",
       "NMLCL000771           192760       1.9276      10.9683  ...       193026   \n",
       "NMLCL000109           183338      1.83338     0.559747  ...       185769   \n",
       "NMLCL001474           192886      1.92886      4.43261  ...       193813   \n",
       "NMLCL000601           199399      1.99399      18.4569  ...       201478   \n",
       "NMLCL001519           197984      1.97984      13.0522  ...       200119   \n",
       "NMLCL001506           181324      1.81324     -0.15765  ...       182960   \n",
       "NMLCL000953           198938      1.98938      6.24041  ...       199414   \n",
       "NMLCL000757           195586      1.95586      10.2879  ...       196031   \n",
       "NMLCL000778           191639      1.91639      20.1206  ...       192008   \n",
       "NMLCL001080           201950       2.0195      4.86906  ...       202285   \n",
       "NMLCL000979           198044      1.98044    -0.930987  ...       198525   \n",
       "NMLCL000972           196910       1.9691      11.2862  ...       197184   \n",
       "NMLCL000315           193226      1.93226      -1.6379  ...       194041   \n",
       "NMLCL000290           190099      1.90099      12.5529  ...       190396   \n",
       "NMLCL000779           195664      1.95664      3.53023  ...       196175   \n",
       "NMLCL000744           191647      1.91647      7.17878  ...       192308   \n",
       "NMLCL001457           199129      1.99129      9.07859  ...       200554   \n",
       "NMLCL000936           197632      1.97632    -0.152689  ...       198469   \n",
       "NMLCL000302           191280       1.9128       6.3322  ...       191473   \n",
       "NMLCL000921           198956      1.98956      7.35062  ...       199278   \n",
       "NMLCL000946           199277      1.99277      7.60135  ...       199575   \n",
       "NMLCL000745           190519      1.90519      10.9026  ...       191173   \n",
       "...                      ...          ...          ...  ...          ...   \n",
       "NMLCL000397           199558      1.99558      17.3724  ...       201706   \n",
       "NMLCL000908           197956      1.97956      8.77215  ...       200520   \n",
       "NMLCL000824           168027      1.68027      -12.877  ...       170357   \n",
       "NMLCL000597           197818      1.97818      1.00665  ...       199794   \n",
       "NMLCL000517           198034      1.98034      8.15898  ...       198355   \n",
       "NMLCL001481           195454      1.95454       4.7378  ...       195897   \n",
       "NMLCL000872           203322      2.03322       -6.691  ...       203783   \n",
       "NMLCL000982           201949      2.01949      2.06758  ...       202395   \n",
       "NMLCL000769           190325      1.90325      9.99093  ...       190981   \n",
       "NMLCL001023           177157      1.77157    -0.766032  ...       178372   \n",
       "NMLCL001075           191680       1.9168      13.7031  ...       192202   \n",
       "NMLCL000717           199954      1.99954      7.30432  ...       200280   \n",
       "NMLCL001524           181564      1.81563    -0.457107  ...       184082   \n",
       "NMLCL000711           199942      1.99942       3.4797  ...       201962   \n",
       "NMLCL001006           193786      1.93786      3.47996  ...       194357   \n",
       "NMLCL000154           197218      1.97218      9.38052  ...       197590   \n",
       "NMLCL001461           197482      1.97482      4.86119  ...       197866   \n",
       "NMLCL000740           198459      1.98459     -4.88802  ...       200026   \n",
       "NMLCL000938           184517      1.84517        7.984  ...       187308   \n",
       "NMLCL000943           198088      1.98088      12.1729  ...       198393   \n",
       "NMLCL000823           191359      1.91359      15.0467  ...       191680   \n",
       "NMLCL000101           179848      1.79848      5.72489  ...       183495   \n",
       "NMLCL001104           182765      1.82765      3.68959  ...       185646   \n",
       "NMLCL000551           187128      1.87128      17.1399  ...       190509   \n",
       "NMLCL000095           191718      1.91718      4.73837  ...       196323   \n",
       "NMLCL000151           194836      1.94836     -3.38435  ...       195194   \n",
       "NMLCL000645           193493      1.93493      18.1466  ...       193839   \n",
       "NMLCL000494              NaN          NaN          NaN  ...          NaN   \n",
       "NMLCL000446              NaN          NaN          NaN  ...          NaN   \n",
       "NMLCL000607              NaN          NaN          NaN  ...          NaN   \n",
       "\n",
       "            trough_t trough_v upstroke upstroke_downstroke_ratio  \\\n",
       "NMLCL001142  1.92379 -64.5365  350.424                   1.89983   \n",
       "NMLCL000472  1.83783 -75.7687  357.962                   3.30663   \n",
       "NMLCL000166  1.90639 -73.7188  230.738                   2.21912   \n",
       "NMLCL000973   1.9848 -76.1865  520.839                    3.8949   \n",
       "NMLCL000932  2.00087 -72.6787  158.155                   2.92104   \n",
       "NMLCL001010  1.99611 -73.6154  242.724                   2.49174   \n",
       "NMLCL000120   1.8189 -82.5962  519.813                   2.56505   \n",
       "NMLCL000209  1.86772 -78.7537  418.514                   2.59225   \n",
       "NMLCL000771  1.93026 -82.8806  310.362                   2.24295   \n",
       "NMLCL000109  1.85769 -73.1442  256.004                   2.38837   \n",
       "NMLCL001474  1.93813 -78.8868   307.46                   3.88371   \n",
       "NMLCL000601  2.01479 -67.4468  430.955                    3.5798   \n",
       "NMLCL001519  2.00119 -64.0128  354.385                   5.02616   \n",
       "NMLCL001506   1.8296 -61.4903  229.703                    3.2292   \n",
       "NMLCL000953  1.99414 -72.2434  245.154                   2.66341   \n",
       "NMLCL000757  1.96031 -77.1483  284.848                   2.41227   \n",
       "NMLCL000778  1.92008 -83.1251  628.864                   4.47472   \n",
       "NMLCL001080  2.02285 -69.2381  225.575                   2.29605   \n",
       "NMLCL000979  1.98525 -70.6299  152.985                   2.81343   \n",
       "NMLCL000972  1.97184 -77.9154  320.555                   2.28751   \n",
       "NMLCL000315  1.94041 -71.6112  182.077                   2.29561   \n",
       "NMLCL000290  1.90396 -81.8701  470.135                   3.45197   \n",
       "NMLCL000779  1.96175 -77.1469  198.527                   2.33577   \n",
       "NMLCL000744  1.92308 -63.9925  262.865                   2.79725   \n",
       "NMLCL001457  2.00554 -61.7781  240.961                   5.09487   \n",
       "NMLCL000936  1.98469 -72.8422  156.741                   2.88684   \n",
       "NMLCL000302  1.91473 -75.2102  273.029                   2.01061   \n",
       "NMLCL000921  1.99278 -77.1166  258.626                   2.28776   \n",
       "NMLCL000946  1.99575  -74.049  264.339                   2.38235   \n",
       "NMLCL000745  1.91173 -65.0544  309.489                   3.40235   \n",
       "...              ...      ...      ...                       ...   \n",
       "NMLCL000397  2.01706 -65.6116  410.511                   3.55944   \n",
       "NMLCL000908   2.0052 -64.7535  308.663                   3.50389   \n",
       "NMLCL000824  1.70357 -62.5554  149.976                   2.37086   \n",
       "NMLCL000597  1.99794 -66.8507  177.894                   2.76352   \n",
       "NMLCL000517  1.98355 -76.6017  266.313                   2.29799   \n",
       "NMLCL001481  1.95897 -79.4158  214.956                    2.4622   \n",
       "NMLCL000872  2.03783 -66.1004  121.968                   2.27258   \n",
       "NMLCL000982  2.02395 -70.9046  191.151                   2.54261   \n",
       "NMLCL000769  1.90981 -66.5488  274.304                   3.28878   \n",
       "NMLCL001023  1.78372 -67.8191   181.57                   2.99625   \n",
       "NMLCL001075  1.92202 -68.8008  339.891                   3.04215   \n",
       "NMLCL000717   2.0028 -74.5634  258.475                   2.38775   \n",
       "NMLCL001524  1.84082 -72.0743   233.48                   2.38413   \n",
       "NMLCL000711  2.01962 -68.6248   520.28                   5.94448   \n",
       "NMLCL001006  1.94357 -64.1208  207.259                   2.51453   \n",
       "NMLCL000154   1.9759 -76.5366  290.591                   2.55079   \n",
       "NMLCL001461  1.97866 -75.8653  220.553                   2.48849   \n",
       "NMLCL000740  2.00026 -66.1368  119.771                   2.47462   \n",
       "NMLCL000938  1.87308 -75.0846  296.566                   2.55638   \n",
       "NMLCL000943  1.98393 -76.5098  343.693                   2.34599   \n",
       "NMLCL000823   1.9168 -72.8743  363.314                   3.13783   \n",
       "NMLCL000101  1.83495 -73.8208  265.516                     2.444   \n",
       "NMLCL001104  1.85646 -76.0507  234.635                   2.39802   \n",
       "NMLCL000551  1.90509 -65.8129  408.725                   4.55324   \n",
       "NMLCL000095  1.96323 -61.2239  212.644                   3.57903   \n",
       "NMLCL000151  1.95194 -68.0231  152.891                   1.94766   \n",
       "NMLCL000645  1.93839 -76.5743  415.237                   3.48526   \n",
       "NMLCL000494      NaN      NaN      NaN                       NaN   \n",
       "NMLCL000446      NaN      NaN      NaN                       NaN   \n",
       "NMLCL000607      NaN      NaN      NaN                       NaN   \n",
       "\n",
       "            upstroke_index upstroke_t upstroke_v        width protocol  \n",
       "NMLCL001142         192220     1.9222    -1.3707  0.000450645      1.5  \n",
       "NMLCL000472         183315    1.83315  -0.468782  0.000883571      1.5  \n",
       "NMLCL000166         189669    1.89669   -5.54493       0.0008      1.5  \n",
       "NMLCL000973         198113    1.98113   -7.25897  0.000753647      1.5  \n",
       "NMLCL000932         199230     1.9923   -9.36607   0.00127897      1.5  \n",
       "NMLCL001010         199194    1.99194   -5.86674  0.000914918      1.5  \n",
       "NMLCL000120         181709    1.81709   0.337168  0.000575455      1.5  \n",
       "NMLCL000209         185592    1.85592  -0.788848   0.00062375      1.5  \n",
       "NMLCL000771         192738    1.92738  -0.989598  0.000835227      1.5  \n",
       "NMLCL000109         183312    1.83312   -6.97154      0.00075      1.5  \n",
       "NMLCL001474         192844    1.92844   -3.07162    0.0011125      1.5  \n",
       "NMLCL000601         199379    1.99379   0.332658  0.000742143      1.5  \n",
       "NMLCL001519         197949    1.97949   -4.36118  0.000955217      1.5  \n",
       "NMLCL001506         181292    1.81292   -11.7675  0.000823333      1.5  \n",
       "NMLCL000953         198914    1.98914   -4.39549  0.000921809      1.5  \n",
       "NMLCL000757         195564    1.95564   -3.75254  0.000874706      1.5  \n",
       "NMLCL000778         191617    1.91617   -7.19021  0.000782174      1.5  \n",
       "NMLCL001080         201926    2.01926   -7.51868  0.000836944      1.5  \n",
       "NMLCL000979         198012    1.98012   -10.0713    0.0012502      1.5  \n",
       "NMLCL000972         196890     1.9689   -3.62868  0.000783457      1.5  \n",
       "NMLCL000315         193198    1.93198   -8.20798    0.0009315      1.5  \n",
       "NMLCL000290         190077    1.90077   -11.4709  0.000741333      1.5  \n",
       "NMLCL000779         195637    1.95637   -7.34928   0.00104906      1.5  \n",
       "NMLCL000744         191621    1.91621   -6.51824  0.000796667      1.5  \n",
       "NMLCL001457         199089    1.99089   -8.66463   0.00120903      1.5  \n",
       "NMLCL000936         197600      1.976   -9.54029   0.00128296      1.5  \n",
       "NMLCL000302         191260     1.9126   -4.69655  0.000735909      1.5  \n",
       "NMLCL000921         198933    1.98933   -2.92721  0.000880313      1.5  \n",
       "NMLCL000946         199255    1.99255   -3.56756  0.000860323      1.5  \n",
       "NMLCL000745         190495    1.90495   -2.18851  0.000836875      1.5  \n",
       "...                    ...        ...        ...          ...      ...  \n",
       "NMLCL000397         199537    1.99537    1.01597  0.000741429      1.5  \n",
       "NMLCL000908         197927    1.97927   -2.64802  0.000847143      1.5  \n",
       "NMLCL000824         102281    1.02281   -17.5627    0.0942333      1.5  \n",
       "NMLCL000597         197790     1.9779   -7.77957   0.00104714      1.5  \n",
       "NMLCL000517         198012    1.98012   -2.64106  0.000870787      1.5  \n",
       "NMLCL001481         195427    1.95427   -8.14821   0.00104405      1.5  \n",
       "NMLCL000872         203288    2.03288   -12.1981   0.00120375      1.5  \n",
       "NMLCL000982         201922    2.01922   -7.05064  0.000998361      1.5  \n",
       "NMLCL000769         190298    1.90298   -2.87665  0.000898182      1.5  \n",
       "NMLCL001023         177123    1.77123   -12.5787     0.001064      1.5  \n",
       "NMLCL001075         191657    1.91657   -1.75202  0.000786154      1.5  \n",
       "NMLCL000717         199932    1.99932   -3.96958   0.00086697      1.5  \n",
       "NMLCL001524         181536    1.81536   -8.23866  0.000775833      1.5  \n",
       "NMLCL000711         199915    1.99915   -18.1386  0.000657609      1.5  \n",
       "NMLCL001006         193756    1.93755   -8.23915   0.00086913      1.5  \n",
       "NMLCL000154         197198    1.97198   -2.90624  0.000879647      1.5  \n",
       "NMLCL001461         197457    1.97457   -6.32015  0.000994419      1.5  \n",
       "NMLCL000740         198429    1.98429   -12.2233   0.00125594      1.5  \n",
       "NMLCL000938         184496    1.84496   -4.60308  0.000768889      1.5  \n",
       "NMLCL000943         198069    1.98069   -2.51442  0.000756064      1.5  \n",
       "NMLCL000823         191337    1.91337  -0.622354  0.000821667      1.5  \n",
       "NMLCL000101         179827    1.79827   -6.23717     0.000795      1.5  \n",
       "NMLCL001104         182742    1.82742   -5.99511     0.000889      1.5  \n",
       "NMLCL000551         187098    1.87098    -1.2695  0.000794444      1.5  \n",
       "NMLCL000095         191688    1.91688     -7.445    0.0010275      1.5  \n",
       "NMLCL000151         194808    1.94808   -11.3004  0.000890133      1.5  \n",
       "NMLCL000645         193468    1.93468   -7.69192  0.000825385      1.5  \n",
       "NMLCL000494            NaN        NaN        NaN          NaN      NaN  \n",
       "NMLCL000446            NaN        NaN        NaN          NaN      NaN  \n",
       "NMLCL000607            NaN        NaN        NaN          NaN      NaN  \n",
       "\n",
       "[694 rows x 37 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "def get_allen(nml_data):\n",
    "    indexs = [ nml['model_id'] for nml in nml_data ]\n",
    "    rows = [ nml['allen'] for nml in nml_data if len(nml)]\n",
    "    preds3 = [r.iloc[1] for r in rows if len(r)]\n",
    "\n",
    "    #preds = [r for r in rows ]\n",
    "    dfObj0 = pd.DataFrame(columns=preds3[0].keys(), index=indexs)\n",
    "    for i,d in enumerate(preds3):\n",
    "        dfObj0.iloc[i] = preds3[i]#.iloc[0]\n",
    "    return dfObj0\n",
    "allen_on_nml = get_allen(nml_data)\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexs = [ nml['model_id'] for nml in nml_data ]\n",
    "\n",
    "rows = [ nml['dm'] for nml in nml_data ]\n",
    "preds = [r for r in rows ]\n",
    "\n",
    "dfObj0 = pd.DataFrame(columns=preds[0].keys(), index=indexs)\n",
    "for i,d in enumerate(dfObj0):\n",
    "     dfObj0.iloc[i] = rows[i].iloc[0]\n",
    "\n",
    "dfObj0\n",
    "#preds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Allen specific data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "file_paths = glob.glob(\"allen_three_feature_folder/*.p\")\n",
    "allen_analysis = []\n",
    "\n",
    "for f in file_paths:\n",
    "    allen_analysis.append(pickle.load(open(f,'rb')))\n",
    "#print(allen_analysis)\n",
    "\n",
    "allen_analysis[-1]\n",
    "print(allen_analysis[0]['dm'].columns)\n",
    "print(allen_analysis[0]['efel'].columns)\n",
    "print(allen_analysis[0]['allen'].columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(contents[0]['model_id'])\n",
    "print([c['model_id'] for c in contents if 'model_id' in c.keys()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now I try to align and merge the data frames\n",
    "\n",
    "This is much like merging and aligning the excell spreadsheets.\n",
    "\n",
    "I try to find features that should be the same across feature space like Coefficient of variation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for m in models: print(m.name)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "standard = contents[0]['efel'].iloc[0]\n",
    "standard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "strong = contents[0]['efel'].iloc[1]\n",
    "strong"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#.iloc[0]\n",
    "#contents[0]['allen'][0]['width']#.iloc[1]\n",
    "#contents[0]['allen']['protocol']\n",
    "contents[-4]['allen']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "full_allens = [c['allen'] for c in contents if 'median_isi' in c['allen'].transpose()]\n",
    "ALLEN_CV15 = [ fa[0]['isi_cv'] for fa in full_allens ]\n",
    "\n",
    "contents[-1]['allen'].keys()#['isi_cv']\n",
    "#[0]['isi_cv']#.iloc[0]\n",
    "#ALLEN_CV30 = contents[0]['allen']['isi_cv'][1]#.iloc[1]\n",
    "#full_allens\n",
    "\n",
    "for c in contents: \n",
    "    cont_ = c['allen'].transpose()\n",
    "    #try:\n",
    "    #    print('yes')\n",
    "        #print(cont_['mean_isi'])\n",
    "    #except:\n",
    "    #    pass\n",
    "    #if 'mea_isi' in cont_:\n",
    "    #    print(c)\n",
    "        \n",
    "        \n",
    "\n",
    "#cont_['mean_isi']\n",
    "    #if 'median_isi' in c['allen']: \n",
    "#ALLEN_CV15\n",
    "#full_allens[0][0].keys()#['median_isi']\n",
    "type(ALLEN_CV15[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CV_DM = contents[0]['dm']['ISICVTest'].iloc[0]\n",
    "accom_DM = contents[0]['dm']['InitialAccommodationMeanTest'].iloc[0]\n",
    "inrh = contents[0]['dm']['InputResistanceTest'].iloc[0]\n",
    "delay = contents[0]['dm']['AP1DelayMeanTest'].iloc[0]\n",
    "\n",
    "# Allen\n",
    "\n",
    "\n",
    "ahp = contents[0]['efel']['AHP_depth']\n",
    "spwidth = contents[0]['efel']['spike_half_width']\n",
    "\n",
    "\n",
    "adaptation_index_EFEL = contents[0]['efel']['adaptation_index']\n",
    "daptation_index2_EFEL = contents[0]['efel']['adaptation_index2']\n",
    "sag_amplitude_EFEL = contents[0]['efel']['sag_amplitude']\n",
    "irregularity_index_EFEL = contents[0]['efel']['irregularity_index']\n",
    "time_to_first_spike_EFEL = contents[0]['efel']['time_to_first_spike']\n",
    "\n",
    "EFEL_ISI_CV_15 = contents[0]['efel']['ISI_CV'].iloc[0]\n",
    "EFEL_ISI_CV_30 = contents[0]['efel']['ISI_CV'].iloc[1]\n",
    "\n",
    "#aligned_f = pd.DataFrame(columns=['protocol','EFEL','DM','ALLEN'])\n",
    "aligned_frame = []\n",
    "#aligned_f = pd.DataFrame()\n",
    "temp = {'protocol':1.5,'EFEL':float(EFEL_ISI_CV_15[0]),'DM':CV_DM,'ALLEN':ALLEN_CV15[0]}\n",
    "#aligned_f.append(temp,ignore_index=True)#'cv1.5')\n",
    "\n",
    "aligned_frame.append(temp)\n",
    "\n",
    "temp = {'protocol':3.0,'ALLEN':ALLEN_CV30.iloc[-1],'DM':CV_DM,'EFEL':float(EFEL_ISI_CV_30[0])}\n",
    "aligned_frame.append(temp)\n",
    "\n",
    "#aligned_f.append(temp,ignore_index=True)#index='cv3.0')\n",
    "#print(aligned_f)\n",
    "\n",
    "#import pdb\n",
    "#pdb.set_trace()\n",
    "temp = {'protocol':3.0,'EFEL':adaptation_index_EFEL.iloc[-1],'DM':accom_DM,'ALLEN':contents[0]['allen']['adapt'].iloc[-1]}\n",
    "#aligned_f = aligned_frame.append(temp)\n",
    "\n",
    "temp = {'protocol':1.5,'EFEL':adaptation_index_EFEL.iloc[0],'DM':accom_DM,'ALLEN':contents[0]['allen']['adapt'].iloc[0]}\n",
    "aligned_frame.append(temp)\n",
    "\n",
    "\n",
    "temp = {'protocol':3.0,'EFEL':time_to_first_spike_EFEL.iloc[-1],'DM':delay,'ALLEN':contents[0]['allen']['latency'].iloc[-1]}\n",
    "aligned_frame.append(temp)\n",
    "temp = {'protocol':1.5,'EFEL':time_to_first_spike_EFEL.iloc[0],'DM':delay,'ALLEN':contents[0]['allen']['latency'].iloc[0]}\n",
    "aligned_frame.append(temp)\n",
    "\n",
    "af = pd.DataFrame(aligned_frame)\n",
    "af.rename(index={1:'CV3'}, inplace=True)\n",
    "af.rename(index={0:'CV15'}, inplace=True)\n",
    "af.rename(index={3:'adaption15'}, inplace=True)\n",
    "af.rename(index={2:'adaption3'}, inplace=True)\n",
    "af.rename(index={2:'delay3'}, inplace=True)\n",
    "af.rename(index={2:'delay15'}, inplace=True)\n",
    "\n",
    "#print(af['ALLEN'].corr(af['DM']))\n",
    "\n",
    "#print(af.corr())\n",
    "print(af)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_three_vectors(three_vectors,title=None):\n",
    "    plot_vector = [i for i,_ in enumerate(three_vectors[0])]\n",
    "    for tv in three_vectors:\n",
    "        tv = (tv - np.mean(tv))/np.std(tv)\n",
    "        plt.plot(plot_vector,tv)\n",
    "        plt.title(title)\n",
    "    plt.show()\n",
    "    return\n",
    "\n",
    "efel_CV = [ float(cont['efel']['ISI_CV'].iloc[0]) for cont in contents ]\n",
    "dm_CV = [ float(cont['dm']['ISICVTest'].iloc[0]) for cont in contents ]\n",
    "allen_CV = [ float(cont['allen']['isi_cv'].iloc[0]) for cont in contents ]\n",
    "\n",
    "scaled_allen_CV = (allen_CV - np.mean(allen_CV))/np.std(allen_CV)\n",
    "scaled_dm_CV = (dm_CV - np.mean(dm_CV))/np.std(dm_CV)\n",
    "#sklearn.preprocessing.scale(, axis=0, with_mean=True, with_std=True, copy=True)\n",
    "scaled_efel_CV = (efel_CV - np.mean(efel_CV))/np.std(efel_CV)\n",
    "three_vectors = [scaled_allen_CV, scaled_dm_CV,scaled_efel_CV]\n",
    "plot_three_vectors(three_vectors,title='CV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "#sklearn.preprocessing.scale(efel_CV, axis=0, with_mean=True, with_std=True, copy=True)\n",
    "\n",
    "plt.show()\n",
    "X = list(zip(efel_CV, dm_CV))\n",
    "Y = list(zip(dm_CV,allen_CV))\n",
    "cca.fit(X,Y)\n",
    "\n",
    "cca.coef_.shape                   # (5,5)\n",
    "\n",
    "U_c, V_c = cca.transform(X, Y)\n",
    "\n",
    "U_c.shape                         # (100,1)\n",
    "V_c.shape                         # (100,1)\n",
    "##\n",
    "# wrong because needs different trace\n",
    "##\n",
    "inrh = contents[0]['efel']['ohmic_input_resistance']\n",
    "##\n",
    "# DM\n",
    "CV_DM = contents[0]['dm']['ISICVTest'].iloc[0]\n",
    "accom_DM = contents[0]['dm']['InitialAccommodationMeanTest'].iloc[0]\n",
    "inrh = contents[0]['dm']['InputResistanceTest'].iloc[0]\n",
    "delay = contents[0]['dm']['AP1DelayMeanTest'].iloc[0]\n",
    "\n",
    "# Allen\n",
    "ALLEN_CV15 = contents[0]['allen']['isi_cv'][0]#.iloc[0]\n",
    "ALLEN_CV30 = contents[0]['allen']['isi_cv'][1]#.iloc[1]\n",
    "\n",
    "\n",
    "'''\n",
    "\n",
    "cca = CCA(n_components=1)\n",
    "cca.fit(U, V)\n",
    "\n",
    "cca.coef_.shape                   # (5,5)\n",
    "\n",
    "U_c, V_c = cca.transform(U, V)\n",
    "U_c.shape                         # (100,1)\n",
    "V_c.shape                         # (100,1)\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ALLEN_CV30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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