plotCalibration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#librairy\n",
    "#import the droplet file and load them in a dataframe\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "from os import listdir\n",
    "from os.path import isfile, join, isdir\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import curve_fit\n",
    "import scipy.interpolate as si\n",
    "from pandas import DataFrame as pddf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def loadData(path):\n",
    "    drpfiles=[path+'droplets/' + f for f in listdir(path + 'droplets/') if isfile(join(path + 'droplets/',f))]\n",
    "\n",
    "    i=0\n",
    "    df={}\n",
    "    for file in drpfiles:\n",
    "        df[i]=pd.read_csv(file)\n",
    "        i+=1 \n",
    "\n",
    "        #create the template file in hiccup mode\n",
    "    tpfile=pd.read_csv(path+'template.csv', header=4)\n",
    "    tpFileOrd=tpfile.set_index('order')\n",
    "    label=list(set(tpfile['description']))\n",
    "    label2=[l for l in label if l!='Empty' and l!='CAA']\n",
    "    dropMap=[]\n",
    "\n",
    "\n",
    "    for i in range(0,len(tpFileOrd)-1,2):\n",
    "        for j in range(2*(tpFileOrd.droplet_number[i])):\n",
    "            if j%2==0 :\n",
    "                dropMap.append([tpFileOrd.well[i], tpFileOrd.description[i]])\n",
    "            else : \n",
    "                dropMap.append([tpFileOrd.well[i+1], tpFileOrd.description[i+1]])\n",
    "\n",
    "    dropMap=np.array(dropMap)\n",
    "    \n",
    "    return [dropMap, df, label2]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[   23.    323.2  2323.     23.2     0.     56.     33.2    63.     87.2\n",
      "    83. ]\n"
     ]
    },
    {
     "ename": "AssertionError",
     "evalue": "2 columns passed, passed data had 10 columns",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-39-10b65080c4cd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlistPdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;31m#print(data['AHA'])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlistPdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'AHA'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'OH'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'AHA'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[1;32m    303\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mis_named_tuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    304\u001b[0m                         \u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fields\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 305\u001b[0;31m                     \u001b[0marrays\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_to_arrays\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    306\u001b[0m                     \u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ensure_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_to_arrays\u001b[0;34m(data, columns, coerce_float, dtype)\u001b[0m\n\u001b[1;32m   5520\u001b[0m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtuple\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5521\u001b[0m         return _list_to_arrays(data, columns, coerce_float=coerce_float,\n\u001b[0;32m-> 5522\u001b[0;31m                                dtype=dtype)\n\u001b[0m\u001b[1;32m   5523\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5524\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_list_to_arrays\u001b[0;34m(data, columns, coerce_float, dtype)\u001b[0m\n\u001b[1;32m   5577\u001b[0m         \u001b[0mcontent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_object_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5578\u001b[0m     return _convert_object_array(content, columns, dtype=dtype,\n\u001b[0;32m-> 5579\u001b[0;31m                                  coerce_float=coerce_float)\n\u001b[0m\u001b[1;32m   5580\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5581\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_convert_object_array\u001b[0;34m(content, columns, coerce_float, dtype)\u001b[0m\n\u001b[1;32m   5636\u001b[0m             \u001b[0;31m# caller's responsibility to check for this...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5637\u001b[0m             raise AssertionError('%d columns passed, passed data had %s '\n\u001b[0;32m-> 5638\u001b[0;31m                                  'columns' % (len(columns), len(content)))\n\u001b[0m\u001b[1;32m   5639\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5640\u001b[0m     \u001b[0;31m# provide soft conversion of object dtypes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAssertionError\u001b[0m: 2 columns passed, passed data had 10 columns"
     ]
    }
   ],
   "source": [
    "data = pddf()\n",
    "listPdf = np.array([23.,323.2, 2323.,23.2, 0])\n",
    "data['AHA']=listPdf\n",
    "listPdf=np.append(listPdf, [56.,33.2, 63.,87.2, 83])\n",
    "print(listPdf)\n",
    "#print(data['AHA'])\n",
    "data=pd.DataFrame([listPdf, [0]],columns=['AHA', 'OH'])\n",
    "print(np.array(data['AHA']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['0-GFP', '6-GFP', '5-GFP', '0-mC', '3-mC', '6-mC', '2-mC', '1-mC', '3-GFP', '1-GFP', '7-mC', '4-GFP', '4-mC', '2-GFP', '5-mC']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/site-packages/ipykernel/__main__.py:29: RuntimeWarning: divide by zero encountered in true_divide\n"
     ]
    }
   ],
   "source": [
    "#path='/Users/maxime/Documents/experiences/milli/MILLIDROP_manip/2018-02-08_calibration_CAA_WTGFP/analysis/'\n",
    "path='/Users/maxime/Documents/experiences/milli/MILLIDROP_manip/2018-05-29_calibration_WT_mC_GFP/analysis/'\n",
    "[dropMap, df, label]=loadData(path)\n",
    "\n",
    "print(label)\n",
    "\n",
    "choice=['blue','green','red','cyan','magenta','yellow','black','blue','green','red','cyan','magenta','yellow','black']\n",
    "colors=choice[0:len(label)];\n",
    "channel='GFP'\n",
    "#label=['CAA1mM', 'CAA100uM','CAA0M']\n",
    "#label =['CAA1mM', 'CAA100uM', 'CAA0M','CAA400uM', 'CAA700uM', 'CAA0M-eth', 'CAA0M']\n",
    "#label = ['CAA-1', 'CAA-5', 'CAA-10', 'CAA-25', 'CAA-50']\n",
    "\n",
    "pos=-1\n",
    "data=pddf()\n",
    "for i,content in enumerate(dropMap[:,1]):\n",
    "        for j,tmp in enumerate(label):\n",
    "            if content==tmp:\n",
    "                p=df[i]\n",
    "                if channel=='mCherry':\n",
    "                    p=df[j]\n",
    "                    listPdf = np.array(data[tmp])\n",
    "                    listPdf = np.append(listPdf, np.array(np.log(p.fluo_2_area*p.speed/p.size),dtype=np.float64))\n",
    "                    data[tmp] = listPdf\n",
    "\n",
    "                if channel=='GFP':\n",
    "                    p=df[j]\n",
    "                    y=np.array(np.log(p.fluo_3_area*p.speed),dtype=np.float64)\n",
    "                    x=np.array(p.time/3600,dtype=np.float64)\n",
    "                    ystd=np.array(np.divide(p.fluo_3_std+incCarte/2,p.fluo_3_median))\n",
    "                    #plt.scatter(i, y.iloc[pos],c=colors[j], cmap=plt.cm.RdYlGn)\n",
    "                if channel=='PVD':\n",
    "                    p=df[j]\n",
    "                    y=np.array(np.log(p.fluo_1_area*p.speed))\n",
    "                    x=np.array(p.time/3600,dtype=np.float64)\n",
    "                    ystd=np.array(np.divide(p.fluo_1_std+incCarte/2,p.fluo_1_median),dtype=np.float64)\n",
    "                    #plt.scatter(i, y.iloc[pos],c=colors[j], cmap=plt.cm.RdYlGn)\n",
    "                    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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7cm0oVASFcvpjkYjcLiKdgb3Ao0BDrEbjv8aYD4wxUyqpTqWUcr1mzc7D41le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\nQLPSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113203fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2018-02-08\n",
    "Nw=np.mean([6e7, 95e6])*10 #comptage boite bact/ml\n",
    "Npvd=np.mean([4e7, 22e6])*10\n",
    "#voltage\n",
    "washed0=[1.896,1.846,1.869,1.911]\n",
    "washed1=[0.588,0.579,0.548,0.525,0.495]\n",
    "washed2=[0.25,0.217,0.200]\n",
    "washed3=[0.078,0.083,0.063,0.061,0.078]\n",
    "washed4=[0.021,0.034,0.031,0.017,0.021]\n",
    "washed5=[0.01,0.009,0.007,0.009]\n",
    "\n",
    "pvd0=[0.605,0.596,0.627,0.750,0.724]\n",
    "pvd1=[0.198,0.222,0.229,0.232,0.218]\n",
    "pvd2=[0.310,0.259,0.235,0.241,0.205]\n",
    "pvd3=[0.034,0.044,0.041,0.028,0.035]\n",
    "pvd4=[0.01,0.012,0.013,0.0099]\n",
    "pvd5=[0.005,0.006,0.007]\n",
    "\n",
    "pvd=list()\n",
    "pvd.append(np.mean(pvd0))\n",
    "pvd.append(np.mean(pvd1))\n",
    "pvd.append(np.mean(pvd2))\n",
    "pvd.append(np.mean(pvd3))\n",
    "pvd.append(np.mean(pvd4))\n",
    "pvd.append(np.mean(pvd5))\n",
    "\n",
    "pvdstd=list()\n",
    "pvdstd.append(np.std(pvd0))\n",
    "pvdstd.append(np.std(pvd1))\n",
    "pvdstd.append(np.std(pvd2))\n",
    "pvdstd.append(np.std(pvd3))\n",
    "pvdstd.append(np.std(pvd4))\n",
    "pvdstd.append(np.std(pvd5))\n",
    "\n",
    "\n",
    "w=list()\n",
    "w.append(np.mean(washed0))\n",
    "w.append(np.mean(washed1))\n",
    "w.append(np.mean(washed2))\n",
    "w.append(np.mean(washed3))\n",
    "w.append(np.mean(washed4))\n",
    "w.append(np.mean(washed5))\n",
    "\n",
    "wstd=list()\n",
    "wstd.append(np.std(washed0))\n",
    "wstd.append(np.std(washed1))\n",
    "wstd.append(np.std(washed2))\n",
    "wstd.append(np.std(washed3))\n",
    "wstd.append(np.std(washed4))\n",
    "wstd.append(np.std(washed5))\n",
    "\n",
    "#dilutions\n",
    "dw=np.array([(1/3)**0,(1/3)**1,(1/3)**2,(1/3)**3,(1/3)**4,(1/3)**5])\n",
    "dpvd=np.array([(1/3)**0,(1/3)**1,(1/3)**1,(1/3)**3,(1/3)**4,(1/3)**5])\n",
    "\n",
    "plt.errorbar(np.log(w),np.log(dw*Nw),xerr=np.array(wstd)/np.array(w),fmt='o')\n",
    "plt.errorbar(np.log(pvd),np.log(dpvd*Npvd),xerr=np.array(pvdstd)/np.array(pvd),fmt='o',c='g')\n",
    "\n",
    "#plt.ylim([6,10])\n",
    "plt.xlim([-6,2])\n",
    "x=np.arange(-5,1)\n",
    "#plt.plot(x,x*2.5+20)\n",
    "plt.xlabel('log(Voltage)')\n",
    "plt.ylabel('Bacterial concentration log(#/ml)')\n",
    "plt.grid('on')\n",
    "\n",
    "#print(\"{:.2E}\".format(d[0]*Nw*1e-3))\n",
    "#print(\"{:.2E}\".format(d[-1]*Nw*1e-3))\n",
    "\n",
    "\n",
    "\n",
    "def func(x, a, b):\n",
    "    return a*x+b\n",
    "\n",
    "xdata=np.concatenate((np.log(w),np.log(pvd[1:])))\n",
    "ydata=np.concatenate((np.log(dw*Nw),np.log(dpvd[1:]*Npvd)))\n",
    "s=np.concatenate((np.array(wstd)/np.array(w),np.array(pvdstd[1:])/np.array(pvd[1:])))\n",
    "\n",
    "popt, pcov = curve_fit(func, xdata, ydata,sigma=s)\n",
    "plt.plot(xdata, func(xdata, *popt), 'r-', label='fit: a=%5.3f, b=%5.3f' % tuple(popt))\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "fig1 = plt.gcf()\n",
    "fig1.savefig('/Users/maxime/Documents/experiences/milli/MILLIDROP_manip/2018-02-08_calibration_CAA_WTGFP/calibration_log.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y1qhRQ2+99VZdu3at+ny+PCc1Zpeamqrx8fF67rnnZtmRVVX17rvv1mOOOUa/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\nGQGiY1C6agAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113ad9780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.errorbar(w,dw*Nw,xerr=wstd,fmt='o')\n",
    "plt.errorbar(pvd,dpvd*Npvd,xerr=pvdstd,fmt='o',c='g')\n",
    "plt.plot([6e-3,5],np.exp(func(np.log([6e-3,5]),*popt)),c='r',label='y=a*x+b: a=%5.3f, b=%5.3f' % tuple(popt))\n",
    "plt.xlabel('Voltage')\n",
    "plt.ylabel('Bacterial concentration #/ml')\n",
    "plt.grid('on')\n",
    "plt.legend(loc='upper left')\n",
    "plt.yscale('log')\n",
    "plt.xscale('log')\n",
    "plt.title('linear fit on log-log')\n",
    "fig1 = plt.gcf()\n",
    "fig1.savefig('/Users/maxime/Documents/experiences/milli/MILLIDROP_manip/2018-02-08_calibration_CAA_WTGFP/calibration.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4228.552       4234.944        1.938    0.242924   \n",
      "2    2       NaN       4271.672       4265.984        2.763    0.212099   \n",
      "3    3       NaN       4773.296       4779.680        3.674    0.234030   \n",
      "4    4       NaN       4816.432       4810.760        2.798    0.248950   \n",
      "5    5       NaN       5317.248       5323.616        3.914    0.229051   \n",
      "6    6  5359.912       5359.912       5354.240        3.630    0.337163   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.075     0.046143          0.041           0.0      ...         \n",
      "2       0.068     0.044308          0.041         -36.0      ...         \n",
      "3       0.073     0.046425          0.042           4.0      ...         \n",
      "4       0.068     0.040615          0.036         -28.0      ...         \n",
      "5       0.073     0.047610          0.041           1.0      ...         \n",
      "6       0.097     0.045632          0.039           5.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  5.653266         NaN         NaN         4228.216         4234.584   \n",
      "2  6.302521         NaN         NaN         4271.360         4265.648   \n",
      "3  5.667506         NaN         NaN         4772.976         4779.328   \n",
      "4  6.320225         NaN         NaN         4816.120         4810.424   \n",
      "5  5.674653         NaN         NaN         5316.920         5323.264   \n",
      "6       NaN      2754.0    5359.608         5359.608         5353.904   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1537.504        NaN        NaN          0.000       1537.504  \n",
      "1  4231.574   4228.384   4234.764       2694.070       4231.574  \n",
      "2  4268.666   4271.516   4265.816       2731.162       4268.666  \n",
      "3  4776.320   4773.136   4779.504       3238.816       4776.320  \n",
      "4  4813.434   4816.276   4810.592       3275.930       4813.434  \n",
      "5  5320.262   5317.084   5323.440       3782.758       5320.262  \n",
      "6  5359.760   5359.760   5354.072       3822.256       5359.760  \n",
      "\n",
      "[7 rows x 41 columns], 1:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4225.328       4231.600        3.210    0.246804   \n",
      "2    2       NaN       4274.752       4268.984        2.324    0.142068   \n",
      "3    3       NaN       4770.072       4776.344        3.224    0.223195   \n",
      "4    4       NaN       4819.504       4813.760        2.753    0.082337   \n",
      "5    5       NaN       5314.000       5320.264        3.099    0.222866   \n",
      "6    6  5363.008       5363.008       5357.256        3.267    0.054816   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.065     0.039450          0.036         145.0      ...         \n",
      "2       0.058     0.037692          0.036        -173.0      ...         \n",
      "3       0.061     0.039375          0.036         148.0      ...         \n",
      "4       0.041     0.032795          0.031         -97.0      ...         \n",
      "5       0.061     0.038400          0.035         154.0      ...         \n",
      "6       0.046     0.038641          0.039         -96.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  5.769231         NaN         NaN         4225.008         4231.248   \n",
      "2  6.215470         NaN         NaN         4274.440         4268.648   \n",
      "3  5.761844         NaN         NaN         4769.752         4776.000   \n",
      "4  6.241331         NaN         NaN         4819.192         4813.424   \n",
      "5  5.769231         NaN         NaN         5313.680         5319.920   \n",
      "6       NaN      3140.0    5362.696         5362.696         5356.920   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1615.880        NaN        NaN          0.000       1615.880  \n",
      "1  4228.296   4225.168   4231.424       2612.416       4228.296  \n",
      "2  4271.706   4274.596   4268.816       2655.826       4271.706  \n",
      "3  4773.042   4769.912   4776.172       3157.162       4773.042  \n",
      "4  4816.470   4819.348   4813.592       3200.590       4816.470  \n",
      "5  5316.966   5313.840   5320.092       3701.086       5316.966  \n",
      "6  5362.852   5362.852   5357.088       3746.972       5362.852  \n",
      "\n",
      "[7 rows x 41 columns], 2:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4223.104       4229.272        3.087    0.228206   \n",
      "2    2       NaN       4276.936       4271.136        3.035    0.129590   \n",
      "3    3       NaN       4767.864       4774.048        3.008    0.244214   \n",
      "4    4       NaN       4821.656       4815.880        2.634    0.156869   \n",
      "5    5       NaN       5311.808       5317.992        3.034    0.206175   \n",
      "6    6  5365.144       5365.144       5359.368        3.042    0.117175   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.061     0.036610          0.034           6.0      ...         \n",
      "2       0.046     0.035100          0.034         -53.0      ...         \n",
      "3       0.061     0.035659          0.031           8.0      ...         \n",
      "4       0.046     0.031150          0.030         -31.0      ...         \n",
      "5       0.056     0.036146          0.034          11.0      ...         \n",
      "6       0.046     0.035974          0.034         -52.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  5.867014         NaN         NaN         4222.776         4228.912   \n",
      "2  6.181319         NaN         NaN         4276.616         4270.792   \n",
      "3  5.851756         NaN         NaN         4767.536         4773.688   \n",
      "4  6.198347         NaN         NaN         4821.336         4815.528   \n",
      "5  5.851756         NaN         NaN         5311.480         5317.632   \n",
      "6       NaN      3407.0    5364.832         5364.832         5359.016   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1691.904        NaN        NaN          0.000       1691.904  \n",
      "1  4226.016   4222.940   4229.092       2534.112       4226.016  \n",
      "2  4273.870   4276.776   4270.964       2581.966       4273.870  \n",
      "3  4770.784   4767.700   4773.868       3078.880       4770.784  \n",
      "4  4818.600   4821.496   4815.704       3126.696       4818.600  \n",
      "5  5314.728   5311.644   5317.812       3622.824       5314.728  \n",
      "6  5364.988   5364.988   5359.192       3673.084       5364.988  \n",
      "\n",
      "[7 rows x 41 columns], 3:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4221.152       4227.232        2.804    0.138641   \n",
      "2    2       NaN       4278.848       4273.048        2.729    0.155050   \n",
      "3    3       NaN       4765.920       4772.008        2.600    0.177950   \n",
      "4    4       NaN       4823.552       4817.776        2.366    0.153994   \n",
      "5    5       NaN       5309.872       5315.968        2.764    0.180247   \n",
      "6    6  5367.032       5367.032       5361.256        2.817    0.130064   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.048     0.036079          0.035          45.0      ...         \n",
      "2       0.051     0.036500          0.035         -69.0      ...         \n",
      "3       0.051     0.034405          0.034          44.0      ...         \n",
      "4       0.041     0.031222          0.031         -68.0      ...         \n",
      "5       0.051     0.035868          0.034          43.0      ...         \n",
      "6       0.051     0.037028          0.036         -73.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  5.952381         NaN         NaN         4220.848         4226.896   \n",
      "2  6.164384         NaN         NaN         4278.560         4272.720   \n",
      "3  5.944518         NaN         NaN         4765.624         4771.680   \n",
      "4  6.189821         NaN         NaN         4823.264         4817.448   \n",
      "5  5.928854         NaN         NaN         5309.568         5315.640   \n",
      "6       NaN      3646.0    5366.744         5366.744         5360.928   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1691.960        NaN        NaN          0.000       1691.960  \n",
      "1  4224.032   4221.000   4227.064       2532.072       4224.032  \n",
      "2  4275.794   4278.704   4272.884       2583.834       4275.794  \n",
      "3  4768.808   4765.772   4771.844       3076.848       4768.808  \n",
      "4  4820.510   4823.408   4817.612       3128.550       4820.510  \n",
      "5  5312.762   5309.720   5315.804       3620.802       5312.762  \n",
      "6  5366.888   5366.888   5361.092       3674.928       5366.888  \n",
      "\n",
      "[7 rows x 41 columns], 4:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4219.296       4225.296        2.355    0.068631   \n",
      "2    2       NaN       4280.712       4274.880        2.058    0.127624   \n",
      "3    3       NaN       4764.072       4770.072        1.634    0.202719   \n",
      "4    4       NaN       4825.408       4819.600        1.895    0.171663   \n",
      "5    5       NaN       5308.024       5314.032        2.288    0.084737   \n",
      "6    6   5368.88       5368.880       5363.080        2.026    0.131410   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.046     0.030361          0.031          33.0      ...         \n",
      "2       0.048     0.037111          0.036         -99.0      ...         \n",
      "3       0.046     0.028861          0.026          97.0      ...         \n",
      "4       0.051     0.034389          0.031         -98.0      ...         \n",
      "5       0.046     0.029806          0.031           7.0      ...         \n",
      "6       0.051     0.037314          0.036         -98.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.032172         NaN         NaN         4219.008         4224.976   \n",
      "2  6.155951         NaN         NaN         4280.424         4274.576   \n",
      "3  6.024096         NaN         NaN         4763.784         4769.760   \n",
      "4  6.181319         NaN         NaN         4825.120         4819.296   \n",
      "5  6.016043         NaN         NaN         5307.736         5313.720   \n",
      "6       NaN      3878.0      5368.6         5368.600         5362.776   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1692.672        NaN        NaN          0.000       1692.672  \n",
      "1  4222.144   4219.152   4225.136       2529.472       4222.144  \n",
      "2  4277.648   4280.568   4274.728       2584.976       4277.648  \n",
      "3  4766.922   4763.928   4769.916       3074.250       4766.922  \n",
      "4  4822.356   4825.264   4819.448       3129.684       4822.356  \n",
      "5  5310.878   5307.880   5313.876       3618.206       5310.878  \n",
      "6  5368.740   5368.740   5362.928       3676.068       5368.740  \n",
      "\n",
      "[7 rows x 41 columns], 5:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4217.632       4223.560        2.207    0.078355   \n",
      "2    2       NaN       4282.400       4276.568        1.893    0.082063   \n",
      "3    3       NaN       4762.400       4768.328        2.143    0.061673   \n",
      "4    4       NaN       4827.096       4821.288        1.882    0.072181   \n",
      "5    5       NaN       5306.344       5312.280        2.561    0.071822   \n",
      "6    6  5370.568       5370.568       5364.768        1.836    0.071941   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.034     0.029559          0.029          40.0      ...         \n",
      "2       0.036     0.032486          0.031         -86.0      ...         \n",
      "3       0.031     0.028686          0.029          36.0      ...         \n",
      "4       0.031     0.026735          0.026         -73.0      ...         \n",
      "5       0.039     0.033629          0.034          35.0      ...         \n",
      "6       0.039     0.033294          0.034         -89.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.105834         NaN         NaN         4217.360         4223.256   \n",
      "2  6.155951         NaN         NaN         4282.120         4276.272   \n",
      "3  6.097561         NaN         NaN         4762.120         4768.024   \n",
      "4  6.172840         NaN         NaN         4826.824         4820.992   \n",
      "5  6.081081         NaN         NaN         5306.064         5311.984   \n",
      "6       NaN      4090.0    5370.296         5370.296         5364.472   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1695.320        NaN        NaN          0.000       1695.320  \n",
      "1  4220.452   4217.496   4223.408       2525.132       4220.452  \n",
      "2  4279.340   4282.260   4276.420       2584.020       4279.340  \n",
      "3  4765.218   4762.260   4768.176       3069.898       4765.218  \n",
      "4  4824.050   4826.960   4821.140       3128.730       4824.050  \n",
      "5  5309.168   5306.204   5312.132       3613.848       5309.168  \n",
      "6  5370.432   5370.432   5364.620       3675.112       5370.432  \n",
      "\n",
      "[7 rows x 41 columns], 6:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4215.984       4221.840        2.667    0.271298   \n",
      "2    2       NaN       4284.096       4278.256        2.667    0.193084   \n",
      "3    3       NaN       4760.744       4766.608        2.432    0.281929   \n",
      "4    4       NaN       4828.784       4822.968        2.147    0.214540   \n",
      "5    5       NaN       5304.688       5310.560        2.891    0.242632   \n",
      "6    6  5372.248       5372.248       5366.448        2.623    0.215221   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.068     0.039500          0.034          19.0      ...         \n",
      "2       0.061     0.039676          0.036         -70.0      ...         \n",
      "3       0.063     0.038242          0.034           2.0      ...         \n",
      "4       0.051     0.033848          0.031         -73.0      ...         \n",
      "5       0.070     0.045000          0.041          -4.0      ...         \n",
      "6       0.058     0.038727          0.036         -59.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.164384         NaN         NaN         4215.712         4221.552   \n",
      "2  6.147541         NaN         NaN         4283.824         4277.968   \n",
      "3  6.164384         NaN         NaN         4760.480         4766.320   \n",
      "4  6.172840         NaN         NaN         4828.520         4822.688   \n",
      "5  6.155951         NaN         NaN         5304.424         5310.272   \n",
      "6       NaN      4301.0    5371.984         5371.984         5366.160   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1698.400        NaN        NaN          0.000       1698.400  \n",
      "1  4218.772   4215.848   4221.696       2520.372       4218.772  \n",
      "2  4281.036   4283.960   4278.112       2582.636       4281.036  \n",
      "3  4763.538   4760.612   4766.464       3065.138       4763.538  \n",
      "4  4825.740   4828.652   4822.828       3127.340       4825.740  \n",
      "5  5307.486   5304.556   5310.416       3609.086       5307.486  \n",
      "6  5372.116   5372.116   5366.304       3673.716       5372.116  \n",
      "\n",
      "[7 rows x 41 columns], 7:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4214.528       4220.336        2.532    0.068966   \n",
      "2    2       NaN       4285.624       4279.784        2.271    0.065836   \n",
      "3    3       NaN       4759.296       4765.112        2.410    0.080679   \n",
      "4    4       NaN       4830.304       4824.488        2.196    0.087577   \n",
      "5    5       NaN       5303.248       5309.064        2.565    0.060869   \n",
      "6    6   5373.76       5373.760       5367.952        2.406    0.056931   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.036     0.032971          0.034          42.0      ...         \n",
      "2       0.036     0.033222          0.034         -67.0      ...         \n",
      "3       0.034     0.031229          0.031          26.0      ...         \n",
      "4       0.034     0.029114          0.029         -57.0      ...         \n",
      "5       0.036     0.032971          0.034          47.0      ...         \n",
      "6       0.039     0.034457          0.034         -63.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.215470         NaN         NaN         4214.248         4220.040   \n",
      "2  6.147541         NaN         NaN         4285.336         4279.480   \n",
      "3  6.215470         NaN         NaN         4759.016         4764.808   \n",
      "4  6.164384         NaN         NaN         4830.024         4824.184   \n",
      "5  6.215470         NaN         NaN         5302.968         5308.760   \n",
      "6       NaN      4488.0     5373.48         5373.480         5367.648   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1714.040        NaN        NaN          0.000       1714.040  \n",
      "1  4217.288   4214.388   4220.188       2503.248       4217.288  \n",
      "2  4282.556   4285.480   4279.632       2568.516       4282.556  \n",
      "3  4762.058   4759.156   4764.960       3048.018       4762.058  \n",
      "4  4827.250   4830.164   4824.336       3113.210       4827.250  \n",
      "5  5306.010   5303.108   5308.912       3591.970       5306.010  \n",
      "6  5373.620   5373.620   5367.800       3659.580       5373.620  \n",
      "\n",
      "[7 rows x 41 columns], 8:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4213.152       4218.912        2.382    0.072180   \n",
      "2    2       NaN       4287.048       4281.216        2.598    0.081696   \n",
      "3    3       NaN       4757.920       4763.688        2.356    0.073885   \n",
      "4    4       NaN       4831.728       4825.912        2.204    0.077197   \n",
      "5    5       NaN       5301.864       5307.640        2.896    0.055174   \n",
      "6    6  5375.184       5375.184       5369.384        2.642    0.065616   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.039     0.032882          0.034          48.0      ...         \n",
      "2       0.041     0.033629          0.034         -17.0      ...         \n",
      "3       0.036     0.030571          0.031          25.0      ...         \n",
      "4       0.034     0.028429          0.029         -17.0      ...         \n",
      "5       0.043     0.038706          0.039          10.0      ...         \n",
      "6       0.041     0.034735          0.035         -34.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.276151         NaN         NaN         4212.880         4218.616   \n",
      "2  6.155951         NaN         NaN         4286.768         4280.920   \n",
      "3  6.258693         NaN         NaN         4757.640         4763.392   \n",
      "4  6.181319         NaN         NaN         4831.448         4825.624   \n",
      "5  6.258693         NaN         NaN         5301.592         5307.344   \n",
      "6       NaN      4667.0    5374.912         5374.912         5369.088   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1756.792        NaN        NaN          0.000       1756.792  \n",
      "1  4215.890   4213.016   4218.764       2459.098       4215.890  \n",
      "2  4283.988   4286.908   4281.068       2527.196       4283.988  \n",
      "3  4760.660   4757.780   4763.540       3003.868       4760.660  \n",
      "4  4828.678   4831.588   4825.768       3071.886       4828.678  \n",
      "5  5304.610   5301.728   5307.492       3547.818       5304.610  \n",
      "6  5375.048   5375.048   5369.236       3618.256       5375.048  \n",
      "\n",
      "[7 rows x 41 columns], 9:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4211.776       4217.496        2.661    0.060198   \n",
      "2    2       NaN       4288.480       4282.680        2.777    0.055024   \n",
      "3    3       NaN       4756.544       4762.264        2.614    0.053719   \n",
      "4    4       NaN       4833.160       4827.376        2.470    0.073033   \n",
      "5    5       NaN       5300.488       5306.216        2.891    0.060928   \n",
      "6    6  5376.624       5376.624       5370.848        2.881    0.060286   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.039     0.034800          0.036          36.0      ...         \n",
      "2       0.041     0.036629          0.036         -41.0      ...         \n",
      "3       0.036     0.034114          0.034          42.0      ...         \n",
      "4       0.036     0.032600          0.034         -40.0      ...         \n",
      "5       0.043     0.038800          0.039          49.0      ...         \n",
      "6       0.041     0.037486          0.036         -51.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.320225         NaN         NaN         4211.496         4217.192   \n",
      "2  6.172840         NaN         NaN         4288.200         4282.368   \n",
      "3  6.320225         NaN         NaN         4756.264         4761.960   \n",
      "4  6.189821         NaN         NaN         4832.880         4827.064   \n",
      "5  6.311360         NaN         NaN         5300.208         5305.912   \n",
      "6       NaN      4846.0    5376.344         5376.344         5370.536   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1785.704        NaN        NaN          0.000       1785.704  \n",
      "1  4214.490   4211.636   4217.344       2428.786       4214.490  \n",
      "2  4285.432   4288.340   4282.524       2499.728       4285.432  \n",
      "3  4759.258   4756.404   4762.112       2973.554       4759.258  \n",
      "4  4830.120   4833.020   4827.220       3044.416       4830.120  \n",
      "5  5303.206   5300.348   5306.064       3517.502       5303.206  \n",
      "6  5376.484   5376.484   5370.692       3590.780       5376.484  \n",
      "\n",
      "[7 rows x 41 columns], 10:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4190.288       4196.136        5.750    0.267250   \n",
      "2    2       NaN       4308.824       4303.720        4.876    0.328282   \n",
      "3    3       NaN       4735.016       4740.864        4.427    0.246854   \n",
      "4    4       NaN       4853.552       4848.448        4.910    0.351014   \n",
      "5    5       NaN       5278.936       5284.760        4.894    0.276556   \n",
      "6    6  5397.096       5397.096       5391.992        5.313    0.354465   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.202     0.157407          0.175           1.0      ...         \n",
      "2       0.195     0.143120          0.161          -1.0      ...         \n",
      "3       0.215     0.170269          0.190           0.0      ...         \n",
      "4       0.212     0.150000          0.173          -1.0      ...         \n",
      "5       0.232     0.181259          0.202           0.0      ...         \n",
      "6       0.222     0.161200          0.193          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.164384         NaN         NaN         4190.072         4195.912   \n",
      "2  7.009346         NaN         NaN         4308.624         4303.488   \n",
      "3  6.181319         NaN         NaN         4734.808         4740.632   \n",
      "4  7.009346         NaN         NaN         4853.352         4848.216   \n",
      "5  6.189821         NaN         NaN         5278.720         5284.536   \n",
      "6       NaN      7415.0    5396.896         5396.896         5391.760   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1785.760        NaN        NaN          0.000       1785.760  \n",
      "1  4193.102   4190.180   4196.024       2407.342       4193.102  \n",
      "2  4306.164   4308.724   4303.604       2520.404       4306.164  \n",
      "3  4737.830   4734.912   4740.748       2952.070       4737.830  \n",
      "4  4850.892   4853.452   4848.332       3065.132       4850.892  \n",
      "5  5281.738   5278.828   5284.648       3495.978       5281.738  \n",
      "6  5396.996   5396.996   5391.876       3611.236       5396.996  \n",
      "\n",
      "[7 rows x 41 columns], 11:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4186.752       4192.624        1.614    0.186437   \n",
      "2    2       NaN       4311.984       4306.824        1.871    0.065605   \n",
      "3    3       NaN       4731.632       4737.504        1.564    0.181294   \n",
      "4    4       NaN       4856.568       4851.424        1.270    0.090385   \n",
      "5    5       NaN       5275.704       5281.560        1.893    0.171861   \n",
      "6    6  5399.984       5399.984       5394.832        1.601    0.081113   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.043     0.029433         0.0275         -96.0      ...         \n",
      "2       0.041     0.035714         0.0360        -176.0      ...         \n",
      "3       0.041     0.027333         0.0260         -92.0      ...         \n",
      "4       0.039     0.029815         0.0310        -175.0      ...         \n",
      "5       0.043     0.030933         0.0290         -88.0      ...         \n",
      "6       0.041     0.034071         0.0340        -165.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.147541         NaN         NaN         4186.512         4192.368   \n",
      "2  6.955178         NaN         NaN         4311.760         4306.584   \n",
      "3  6.147541         NaN         NaN         4731.392         4737.248   \n",
      "4  6.965944         NaN         NaN         4856.352         4851.184   \n",
      "5  6.164384         NaN         NaN         5275.464         5281.304   \n",
      "6       NaN      7773.0     5399.76         5399.760         5394.600   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1815.384        NaN        NaN          0.000       1815.384  \n",
      "1  4189.564   4186.632   4192.496       2374.180       4189.564  \n",
      "2  4309.288   4311.872   4306.704       2493.904       4309.288  \n",
      "3  4734.444   4731.512   4737.376       2919.060       4734.444  \n",
      "4  4853.882   4856.460   4851.304       3038.498       4853.882  \n",
      "5  5278.508   5275.584   5281.432       3463.124       5278.508  \n",
      "6  5399.872   5399.872   5394.716       3584.488       5399.872  \n",
      "\n",
      "[7 rows x 41 columns], 12:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4184.816       4190.688        4.449    0.258476   \n",
      "2    2       NaN       4313.320       4308.176        3.149    0.294590   \n",
      "3    3       NaN       4729.696       4735.568        4.770    0.269843   \n",
      "4    4       NaN       4857.872       4852.744        4.378    0.250633   \n",
      "5    5       NaN       5273.768       5279.624        5.270    0.267871   \n",
      "6    6  5401.264       5401.264       5396.136        4.889    0.234474   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.197     0.156682         0.1695          -1.0      ...         \n",
      "2       0.195     0.149952         0.1710           0.0      ...         \n",
      "3       0.217     0.171455         0.1915          -1.0      ...         \n",
      "4       0.207     0.166200         0.1830          -1.0      ...         \n",
      "5       0.237     0.187091         0.2085          -1.0      ...         \n",
      "6       0.241     0.190100         0.2070          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.139154         NaN         NaN         4184.640         4190.504   \n",
      "2  6.976744         NaN         NaN         4313.152         4307.992   \n",
      "3  6.139154         NaN         NaN         4729.520         4735.384   \n",
      "4  6.998445         NaN         NaN         4857.712         4852.568   \n",
      "5  6.155951         NaN         NaN         5273.592         5279.440   \n",
      "6       NaN      7941.0    5401.104         5401.104         5395.960   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1847.680        NaN        NaN          0.000       1847.680  \n",
      "1  4187.662   4184.728   4190.596       2339.982       4187.662  \n",
      "2  4310.660   4313.236   4308.084       2462.980       4310.660  \n",
      "3  4732.542   4729.608   4735.476       2884.862       4732.542  \n",
      "4  4855.224   4857.792   4852.656       3007.544       4855.224  \n",
      "5  5276.606   5273.680   5279.532       3428.926       5276.606  \n",
      "6  5401.184   5401.184   5396.048       3553.504       5401.184  \n",
      "\n",
      "[7 rows x 41 columns], 13:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4183.416       4189.280        1.869    0.189862   \n",
      "2    2       NaN       4314.992       4309.800        1.895    0.077648   \n",
      "3    3       NaN       4728.312       4734.176        1.605    0.208115   \n",
      "4    4       NaN       4859.560       4854.376        1.571    0.135660   \n",
      "5    5       NaN       5272.408       5278.256        2.017    0.188680   \n",
      "6    6   5402.96       5402.960       5397.776        1.823    0.065280   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.043     0.029548          0.026         -59.0      ...         \n",
      "2       0.041     0.031179          0.031         -74.0      ...         \n",
      "3       0.041     0.025933          0.024         -61.0      ...         \n",
      "4       0.036     0.026893          0.026          31.0      ...         \n",
      "5       0.046     0.031742          0.029         -54.0      ...         \n",
      "6       0.041     0.030500          0.031         -65.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.155951         NaN         NaN         4183.168         4189.016   \n",
      "2  6.901840         NaN         NaN         4314.768         4309.552   \n",
      "3  6.155951         NaN         NaN         4728.072         4733.920   \n",
      "4  6.912442         NaN         NaN         4859.336         4854.128   \n",
      "5  6.164384         NaN         NaN         5272.160         5278.000   \n",
      "6       NaN      8145.0    5402.736         5402.736         5397.528   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1848.384        NaN        NaN          0.000       1848.384  \n",
      "1  4186.220   4183.292   4189.148       2337.836       4186.220  \n",
      "2  4312.278   4314.880   4309.676       2463.894       4312.278  \n",
      "3  4731.120   4728.192   4734.048       2882.736       4731.120  \n",
      "4  4856.850   4859.448   4854.252       3008.466       4856.850  \n",
      "5  5275.206   5272.284   5278.128       3426.822       5275.206  \n",
      "6  5402.848   5402.848   5397.652       3554.464       5402.848  \n",
      "\n",
      "[7 rows x 41 columns], 14:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4181.840       4187.688        4.564    0.250975   \n",
      "2    2       NaN       4316.304       4311.088        4.486    0.263293   \n",
      "3    3       NaN       4726.744       4732.592        4.888    0.276129   \n",
      "4    4       NaN       4860.872       4855.656        4.562    0.327427   \n",
      "5    5       NaN       5270.840       5276.680        5.557    0.283628   \n",
      "6    6  5404.264       5404.264       5399.056        5.227    0.328432   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.200     0.161500          0.180          -1.0      ...         \n",
      "2       0.207     0.164619          0.180          -1.0      ...         \n",
      "3       0.222     0.170826          0.193          -1.0      ...         \n",
      "4       0.222     0.165864          0.190          -1.0      ...         \n",
      "5       0.246     0.193174          0.212          -1.0      ...         \n",
      "6       0.251     0.188318          0.216          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.164384         NaN         NaN         4181.664         4187.504   \n",
      "2  6.891271         NaN         NaN         4316.136         4310.912   \n",
      "3  6.155951         NaN         NaN         4726.560         4732.408   \n",
      "4  6.901840         NaN         NaN         4860.696         4855.480   \n",
      "5  6.164384         NaN         NaN         5270.656         5276.496   \n",
      "6       NaN      8314.0    5404.088         5404.088         5398.872   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1848.568        NaN        NaN          0.000       1848.568  \n",
      "1  4184.674   4181.752   4187.596       2336.106       4184.674  \n",
      "2  4313.610   4316.220   4311.000       2465.042       4313.610  \n",
      "3  4729.576   4726.652   4732.500       2881.008       4729.576  \n",
      "4  4858.176   4860.784   4855.568       3009.608       4858.176  \n",
      "5  5273.668   5270.748   5276.588       3425.100       5273.668  \n",
      "6  5404.176   5404.176   5398.964       3555.608       5404.176  \n",
      "\n",
      "[7 rows x 41 columns], 15:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4180.464       4186.288        1.590    0.164454   \n",
      "2    2       NaN       4317.680       4312.440        1.598    0.144808   \n",
      "3    3       NaN       4725.368       4731.200        1.492    0.178309   \n",
      "4    4       NaN       4862.232       4857.000        1.350    0.138027   \n",
      "5    5       NaN       5269.472       5275.296        1.696    0.168296   \n",
      "6    6  5405.624       5405.624       5400.392        1.590    0.105546   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.039     0.028704          0.029         -53.0      ...         \n",
      "2       0.039     0.030680          0.029          41.0      ...         \n",
      "3       0.039     0.026889          0.026         -53.0      ...         \n",
      "4       0.034     0.026040          0.026          40.0      ...         \n",
      "5       0.041     0.031885          0.029         -45.0      ...         \n",
      "6       0.036     0.030200          0.031          32.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.206897         NaN         NaN         4180.248         4186.048   \n",
      "2  6.849315         NaN         NaN         4317.480         4312.224   \n",
      "3  6.189821         NaN         NaN         4725.152         4730.968   \n",
      "4  6.859756         NaN         NaN         4862.032         4856.784   \n",
      "5  6.206897         NaN         NaN         5269.264         5275.064   \n",
      "6       NaN      8481.0    5405.424         5405.424         5400.176   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1848.776        NaN        NaN          0.000       1848.776  \n",
      "1  4183.262   4180.356   4186.168       2334.486       4183.262  \n",
      "2  4314.956   4317.580   4312.332       2466.180       4314.956  \n",
      "3  4728.172   4725.260   4731.084       2879.396       4728.172  \n",
      "4  4859.512   4862.132   4856.892       3010.736       4859.512  \n",
      "5  5272.274   5269.368   5275.180       3423.498       5272.274  \n",
      "6  5405.524   5405.524   5400.284       3556.748       5405.524  \n",
      "\n",
      "[7 rows x 41 columns], 16:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4178.832       4184.624        4.557    0.268282   \n",
      "2    2       NaN       4318.984       4313.720        4.478    0.287921   \n",
      "3    3       NaN       4723.744       4729.536        4.835    0.278720   \n",
      "4    4       NaN       4863.536       4858.280        4.470    0.303768   \n",
      "5    5       NaN       5267.848       5273.640        5.351    0.267859   \n",
      "6    6  5406.928       5406.928       5401.672        5.137    0.292334   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.205     0.160682         0.1755          -1.0      ...         \n",
      "2       0.212     0.165095         0.1850          -1.0      ...         \n",
      "3       0.222     0.173909         0.1965          -1.0      ...         \n",
      "4       0.222     0.172048         0.1900          -1.0      ...         \n",
      "5       0.241     0.191000         0.2205          -1.0      ...         \n",
      "6       0.246     0.195333         0.2290          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.224066         NaN         NaN         4178.656         4184.440   \n",
      "2  6.828528         NaN         NaN         4318.816         4313.544   \n",
      "3  6.224066         NaN         NaN         4723.568         4729.352   \n",
      "4  6.838906         NaN         NaN         4863.368         4858.104   \n",
      "5  6.224066         NaN         NaN         5267.672         5273.456   \n",
      "6       NaN      8648.0     5406.76         5406.760         5401.496   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1848.832        NaN        NaN          0.000       1848.832  \n",
      "1  4181.638   4178.744   4184.532       2332.806       4181.638  \n",
      "2  4316.266   4318.900   4313.632       2467.434       4316.266  \n",
      "3  4726.550   4723.656   4729.444       2877.718       4726.550  \n",
      "4  4860.822   4863.452   4858.192       3011.990       4860.822  \n",
      "5  5270.654   5267.760   5273.548       3421.822       5270.654  \n",
      "6  5406.844   5406.844   5401.584       3558.012       5406.844  \n",
      "\n",
      "[7 rows x 41 columns], 17:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4177.472       4183.240        1.520    0.225034   \n",
      "2    2       NaN       4320.456       4315.176        1.631    0.127643   \n",
      "3    3       NaN       4722.392       4728.168        1.344    0.221836   \n",
      "4    4       NaN       4865.000       4859.720        1.417    0.077933   \n",
      "5    5       NaN       5266.512       5272.280        1.683    0.171374   \n",
      "6    6  5408.376       5408.376       5403.104        1.493    0.095496   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.043     0.029192         0.0275         -41.0      ...         \n",
      "2       0.041     0.031640         0.0310          39.0      ...         \n",
      "3       0.036     0.025731         0.0240         -41.0      ...         \n",
      "4       0.036     0.026040         0.0260         -42.0      ...         \n",
      "5       0.041     0.032538         0.0310         -38.0      ...         \n",
      "6       0.036     0.030125         0.0300          34.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.258693         NaN         NaN         4177.264         4183.016   \n",
      "2  6.797583         NaN         NaN         4320.256         4314.960   \n",
      "3  6.258693         NaN         NaN         4722.184         4727.936   \n",
      "4  6.807867         NaN         NaN         4864.800         4859.512   \n",
      "5  6.267409         NaN         NaN         5266.304         5272.048   \n",
      "6       NaN      8826.0    5408.184         5408.184         5402.888   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1848.928        NaN        NaN          0.000       1848.928  \n",
      "1  4180.248   4177.368   4183.128       2331.320       4180.248  \n",
      "2  4317.712   4320.356   4315.068       2468.784       4317.712  \n",
      "3  4725.170   4722.288   4728.052       2876.242       4725.170  \n",
      "4  4862.258   4864.900   4859.616       3013.330       4862.258  \n",
      "5  5269.286   5266.408   5272.164       3420.358       5269.286  \n",
      "6  5408.280   5408.280   5402.996       3559.352       5408.280  \n",
      "\n",
      "[7 rows x 41 columns], 18:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    0       NaN            NaN            NaN          NaN         NaN   \n",
      "1    1       NaN       4175.824       4181.568        4.655    0.272246   \n",
      "2    2       NaN       4321.752       4316.456        4.573    0.289145   \n",
      "3    3       NaN       4720.744       4726.488        4.838    0.288823   \n",
      "4    4       NaN       4866.296       4861.008        4.605    0.309673   \n",
      "5    5       NaN       5264.864       5270.600        5.433    0.296357   \n",
      "6    6  5409.672       5409.672       5404.384        5.158    0.307560   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0         NaN          NaN            NaN           NaN      ...         \n",
      "1       0.217     0.167273         0.1850          -1.0      ...         \n",
      "2       0.222     0.169762         0.1880          -1.0      ...         \n",
      "3       0.232     0.178318         0.1985          -1.0      ...         \n",
      "4       0.227     0.175952         0.2000          -1.0      ...         \n",
      "5       0.261     0.197182         0.2230          -1.0      ...         \n",
      "6       0.256     0.195429         0.2170          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0       NaN         NaN         NaN              NaN              NaN   \n",
      "1  6.267409         NaN         NaN         4175.648         4181.392   \n",
      "2  6.797583         NaN         NaN         4321.584         4316.288   \n",
      "3  6.276151         NaN         NaN         4720.568         4726.304   \n",
      "4  6.797583         NaN         NaN         4866.128         4860.832   \n",
      "5  6.276151         NaN         NaN         5264.688         5270.424   \n",
      "6       NaN      8991.0    5409.504         5409.504         5404.216   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  1869.528        NaN        NaN          0.000       1869.528  \n",
      "1  4178.608   4175.736   4181.480       2309.080       4178.608  \n",
      "2  4319.020   4321.668   4316.372       2449.492       4319.020  \n",
      "3  4723.526   4720.656   4726.396       2853.998       4723.526  \n",
      "4  4863.566   4866.212   4860.920       2994.038       4863.566  \n",
      "5  5267.644   5264.776   5270.512       3398.116       5267.644  \n",
      "6  5409.588   5409.588   5404.300       3540.060       5409.588  \n",
      "\n",
      "[7 rows x 41 columns], 19:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4174.448       4180.192        1.532    0.186374   \n",
      "1    2       NaN       4323.304       4317.976        1.673    0.068177   \n",
      "2    3       NaN       4719.384       4725.120        1.447    0.190988   \n",
      "3    4       NaN       4867.824       4862.512        1.303    0.094127   \n",
      "4    5       NaN       5263.512       5269.248        1.720    0.169743   \n",
      "5    6  5411.192       5411.192       5405.880        1.479    0.132795   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030200          0.029         -25.0      ...         \n",
      "1       0.039     0.030520          0.031         -62.0      ...         \n",
      "2       0.039     0.027846          0.026         -13.0      ...         \n",
      "3       0.031     0.025625          0.026         -60.0      ...         \n",
      "4       0.046     0.032115          0.031         -12.0      ...         \n",
      "5       0.036     0.029042          0.029          21.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.293706         NaN         NaN         4174.248         4179.968   \n",
      "1  6.736527         NaN         NaN         4323.104         4317.760   \n",
      "2  6.284916         NaN         NaN         4719.176         4724.904   \n",
      "3  6.746627         NaN         NaN         4867.632         4862.296   \n",
      "4  6.284916         NaN         NaN         5263.304         5269.032   \n",
      "5       NaN      9178.0      5411.0         5411.000         5405.672   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4177.214   4174.348   4180.080            NaN       4177.214  \n",
      "1  4320.536   4323.204   4317.868            NaN       4320.536  \n",
      "2  4722.146   4719.280   4725.012            NaN       4722.146  \n",
      "3  4865.066   4867.728   4862.404            NaN       4865.066  \n",
      "4  5266.274   5263.408   5269.140            NaN       5266.274  \n",
      "5  5411.096   5411.096   5405.776            NaN       5411.096  \n",
      "\n",
      "[6 rows x 41 columns], 20:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4172.968       4178.696        2.283    0.165843   \n",
      "1    2       NaN       4324.624       4319.272        2.307    0.144708   \n",
      "2    3       NaN       4717.904       4723.640        1.422    0.187074   \n",
      "3    4       NaN       4869.152       4863.808        2.152    0.152575   \n",
      "4    5       NaN       5262.040       5267.776        2.505    0.198444   \n",
      "5    6  5412.512       5412.512       5407.176        2.362    0.122757   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.073     0.057000          0.058          -1.0      ...         \n",
      "1       0.065     0.056458          0.061          -1.0      ...         \n",
      "2       0.075     0.056880          0.061           0.0      ...         \n",
      "3       0.063     0.054360          0.058          -1.0      ...         \n",
      "4       0.078     0.060692          0.065          -1.0      ...         \n",
      "5       0.068     0.060458          0.063          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.293706         NaN         NaN         4172.768         4178.488   \n",
      "1  6.716418         NaN         NaN         4324.432         4319.072   \n",
      "2  6.293706         NaN         NaN         4717.704         4723.424   \n",
      "3  6.736527         NaN         NaN         4868.952         4863.608   \n",
      "4  6.284916         NaN         NaN         5261.832         5267.560   \n",
      "5       NaN      9343.0     5412.32         5412.320         5406.976   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4175.730   4172.868   4178.592            NaN       4175.730  \n",
      "1  4321.850   4324.528   4319.172            NaN       4321.850  \n",
      "2  4720.668   4717.804   4723.532            NaN       4720.668  \n",
      "3  4866.380   4869.052   4863.708            NaN       4866.380  \n",
      "4  5264.802   5261.936   5267.668            NaN       5264.802  \n",
      "5  5412.416   5412.416   5407.076            NaN       5412.416  \n",
      "\n",
      "[6 rows x 41 columns], 21:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4171.536       4177.256        1.645    0.198127   \n",
      "1    2       NaN       4326.112       4320.728        1.804    0.120359   \n",
      "2    3       NaN       4716.480       4722.200        1.514    0.182713   \n",
      "3    4       NaN       4870.624       4865.248        1.453    0.145660   \n",
      "4    5       NaN       5260.616       5266.344        1.835    0.165977   \n",
      "5    6  5413.976       5413.976       5408.608        1.756    0.101297   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030481          0.026         -10.0      ...         \n",
      "1       0.039     0.031333          0.031           5.0      ...         \n",
      "2       0.036     0.027481          0.026          -2.0      ...         \n",
      "3       0.034     0.025630          0.024           7.0      ...         \n",
      "4       0.046     0.033000          0.031           1.0      ...         \n",
      "5       0.036     0.030556          0.031          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.320225         NaN         NaN         4171.320         4177.016   \n",
      "1  6.666667         NaN         NaN         4325.896         4320.496   \n",
      "2  6.311360         NaN         NaN         4716.264         4721.968   \n",
      "3  6.676558         NaN         NaN         4870.408         4865.016   \n",
      "4  6.302521         NaN         NaN         5260.400         5266.112   \n",
      "5       NaN      9523.0     5413.76         5413.760         5408.384   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4174.282   4171.428   4177.136            NaN       4174.282  \n",
      "1  4323.308   4326.004   4320.612            NaN       4323.308  \n",
      "2  4719.228   4716.372   4722.084            NaN       4719.228  \n",
      "3  4867.824   4870.516   4865.132            NaN       4867.824  \n",
      "4  5263.368   5260.508   5266.228            NaN       5263.368  \n",
      "5  5413.868   5413.868   5408.496            NaN       5413.868  \n",
      "\n",
      "[6 rows x 41 columns], 22:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4170.112       4175.800        1.937    0.183079   \n",
      "1    2       NaN       4327.432       4322.032        2.063    0.185943   \n",
      "2    3       NaN       4715.056       4720.744        1.913    0.196257   \n",
      "3    4       NaN       4871.936       4866.544        1.785    0.187266   \n",
      "4    5       NaN       5259.192       5264.888        2.053    0.150423   \n",
      "5    6  5415.288       5415.288       5409.904        2.073    0.178891   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.068     0.052826         0.0530          -1.0      ...         \n",
      "1       0.068     0.054652         0.0580          -2.0      ...         \n",
      "2       0.070     0.053348         0.0560          -1.0      ...         \n",
      "3       0.063     0.051636         0.0545          -1.0      ...         \n",
      "4       0.068     0.057130         0.0580          -1.0      ...         \n",
      "5       0.073     0.059364         0.0620          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.338028         NaN         NaN         4169.928         4175.608   \n",
      "1  6.666667         NaN         NaN         4327.248         4321.848   \n",
      "2  6.338028         NaN         NaN         4714.872         4720.552   \n",
      "3  6.666667         NaN         NaN         4871.760         4866.360   \n",
      "4  6.329114         NaN         NaN         5259.008         5264.696   \n",
      "5       NaN      9692.0    5415.112         5415.112         5409.712   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4172.862   4170.020   4175.704            NaN       4172.862  \n",
      "1  4324.640   4327.340   4321.940            NaN       4324.640  \n",
      "2  4717.806   4714.964   4720.648            NaN       4717.806  \n",
      "3  4869.150   4871.848   4866.452            NaN       4869.150  \n",
      "4  5261.946   5259.100   5264.792            NaN       5261.946  \n",
      "5  5415.200   5415.200   5409.808            NaN       5415.200  \n",
      "\n",
      "[6 rows x 41 columns], 23:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4168.720       4174.376        1.562    0.139216   \n",
      "1    2       NaN       4328.832       4323.440        1.732    0.092223   \n",
      "2    3       NaN       4713.664       4719.328        1.516    0.157345   \n",
      "3    4       NaN       4873.336       4867.944        1.399    0.111018   \n",
      "4    5       NaN       5257.800       5263.472        1.587    0.172736   \n",
      "5    6   5416.68       5416.680       5411.296        1.605    0.124233   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030077          0.029           4.0      ...         \n",
      "1       0.036     0.031423          0.031         -12.0      ...         \n",
      "2       0.039     0.027630          0.026           6.0      ...         \n",
      "3       0.036     0.026577          0.026          -5.0      ...         \n",
      "4       0.041     0.030154          0.029           4.0      ...         \n",
      "5       0.041     0.031240          0.031          -5.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.392045         NaN         NaN         4168.512         4174.144   \n",
      "1  6.666667         NaN         NaN         4328.624         4323.224   \n",
      "2  6.373938         NaN         NaN         4713.448         4719.096   \n",
      "3  6.666667         NaN         NaN         4873.128         4867.728   \n",
      "4  6.364922         NaN         NaN         5257.592         5263.248   \n",
      "5       NaN      9863.0     5416.48         5416.480         5411.072   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4171.438   4168.616   4174.260            NaN       4171.438  \n",
      "1  4326.030   4328.728   4323.332            NaN       4326.030  \n",
      "2  4716.384   4713.556   4719.212            NaN       4716.384  \n",
      "3  4870.534   4873.232   4867.836            NaN       4870.534  \n",
      "4  5260.528   5257.696   5263.360            NaN       5260.528  \n",
      "5  5416.580   5416.580   5411.184            NaN       5416.580  \n",
      "\n",
      "[6 rows x 41 columns], 24:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4167.312       4172.928        1.109    0.155934   \n",
      "1    2       NaN       4330.112       4324.736        1.917    0.148015   \n",
      "2    3       NaN       4712.248       4717.880        1.756    0.173509   \n",
      "3    4       NaN       4874.616       4869.240        1.701    0.172930   \n",
      "4    5       NaN       5256.392       5262.024        1.923    0.173879   \n",
      "5    6  5417.968       5417.968       5412.584        2.009    0.175228   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.061     0.050409          0.051           0.0      ...         \n",
      "1       0.063     0.053333          0.056          -1.0      ...         \n",
      "2       0.061     0.050091          0.052          -1.0      ...         \n",
      "3       0.061     0.050000          0.053          -1.0      ...         \n",
      "4       0.065     0.053682          0.057          -1.0      ...         \n",
      "5       0.068     0.055955          0.061          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.419401         NaN         NaN         4167.136         4172.744   \n",
      "1  6.676558         NaN         NaN         4329.944         4324.552   \n",
      "2  6.401138         NaN         NaN         4712.072         4717.696   \n",
      "3  6.676558         NaN         NaN         4874.448         4869.056   \n",
      "4  6.401138         NaN         NaN         5256.216         5261.840   \n",
      "5       NaN     10027.0    5417.792         5417.792         5412.400   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4170.030   4167.224   4172.836            NaN       4170.030  \n",
      "1  4327.336   4330.028   4324.644            NaN       4327.336  \n",
      "2  4714.974   4712.160   4717.788            NaN       4714.974  \n",
      "3  4871.840   4874.532   4869.148            NaN       4871.840  \n",
      "4  5259.118   5256.304   5261.932            NaN       5259.118  \n",
      "5  5417.880   5417.880   5412.492            NaN       5417.880  \n",
      "\n",
      "[6 rows x 41 columns], 25:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4165.952       4171.544        1.577    0.172402   \n",
      "1    2       NaN       4331.488       4326.128        1.589    0.112656   \n",
      "2    3       NaN       4710.896       4716.504        1.474    0.179443   \n",
      "3    4       NaN       4875.992       4870.632        1.303    0.115734   \n",
      "4    5       NaN       5255.032       5260.648        1.575    0.165701   \n",
      "5    6  5419.336       5419.336       5413.976        1.552    0.106841   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.031280          0.031          12.0      ...         \n",
      "1       0.039     0.031583          0.031         -29.0      ...         \n",
      "2       0.041     0.028423          0.026          14.0      ...         \n",
      "3       0.036     0.026375          0.026         -34.0      ...         \n",
      "4       0.041     0.031480          0.029          16.0      ...         \n",
      "5       0.036     0.030125          0.030         -33.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.446991         NaN         NaN         4165.752         4171.336   \n",
      "1  6.696429         NaN         NaN         4331.296         4325.920   \n",
      "2  6.437768         NaN         NaN         4710.688         4716.280   \n",
      "3  6.686478         NaN         NaN         4875.800         4870.416   \n",
      "4  6.428571         NaN         NaN         5254.832         5260.432   \n",
      "5       NaN     10196.0    5419.144         5419.144         5413.760   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4168.646   4165.852   4171.440            NaN       4168.646  \n",
      "1  4328.708   4331.392   4326.024            NaN       4328.708  \n",
      "2  4713.592   4710.792   4716.392            NaN       4713.592  \n",
      "3  4873.210   4875.896   4870.524            NaN       4873.210  \n",
      "4  5257.736   5254.932   5260.540            NaN       5257.736  \n",
      "5  5419.240   5419.240   5413.868            NaN       5419.240  \n",
      "\n",
      "[6 rows x 41 columns], 26:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4164.584       4170.168        1.806    0.169798   \n",
      "1    2       NaN       4332.744       4327.392        1.844    0.159317   \n",
      "2    3       NaN       4709.512       4715.112        1.701    0.155126   \n",
      "3    4       NaN       4877.240       4871.896        1.666    0.186742   \n",
      "4    5       NaN       5253.656       5259.256        1.912    0.173291   \n",
      "5    6  5420.584       5420.584       5415.232        1.886    0.173508   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.058     0.049318          0.053          -1.0      ...         \n",
      "1       0.063     0.052571          0.056          -1.0      ...         \n",
      "2       0.058     0.049952          0.053          -1.0      ...         \n",
      "3       0.061     0.049143          0.051          -1.0      ...         \n",
      "4       0.063     0.053045          0.058          -2.0      ...         \n",
      "5       0.065     0.054238          0.058          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.456241         NaN         NaN         4164.408         4169.984   \n",
      "1  6.716418         NaN         NaN         4332.576         4327.216   \n",
      "2  6.446991         NaN         NaN         4709.344         4714.928   \n",
      "3  6.726457         NaN         NaN         4877.072         4871.720   \n",
      "4  6.437768         NaN         NaN         5253.480         5259.072   \n",
      "5       NaN     10355.0    5420.416         5420.416         5415.056   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4167.286   4164.496   4170.076            NaN       4167.286  \n",
      "1  4329.982   4332.660   4327.304            NaN       4329.982  \n",
      "2  4712.224   4709.428   4715.020            NaN       4712.224  \n",
      "3  4874.482   4877.156   4871.808            NaN       4874.482  \n",
      "4  5256.366   5253.568   5259.164            NaN       5256.366  \n",
      "5  5420.500   5420.500   5415.144            NaN       5420.500  \n",
      "\n",
      "[6 rows x 41 columns], 27:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4163.248       4168.824        1.264    0.177078   \n",
      "1    2       NaN       4334.056       4328.712        1.378    0.113478   \n",
      "2    3       NaN       4708.184       4713.768        1.227    0.181035   \n",
      "3    4       NaN       4878.552       4873.216        1.132    0.127029   \n",
      "4    5       NaN       5252.328       5257.920        1.280    0.162058   \n",
      "5    6  5421.896       5421.896       5416.560        1.294    0.131238   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.031700         0.0300          16.0      ...         \n",
      "1       0.041     0.032650         0.0310         -20.0      ...         \n",
      "2       0.039     0.028810         0.0290          19.0      ...         \n",
      "3       0.034     0.027550         0.0275         -25.0      ...         \n",
      "4       0.041     0.030714         0.0290          23.0      ...         \n",
      "5       0.039     0.031350         0.0310         -28.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.474820         NaN         NaN         4163.088         4168.648   \n",
      "1  6.716418         NaN         NaN         4333.896         4328.536   \n",
      "2  6.456241         NaN         NaN         4708.016         4713.592   \n",
      "3  6.726457         NaN         NaN         4878.392         4873.040   \n",
      "4  6.446991         NaN         NaN         5252.160         5257.744   \n",
      "5       NaN     10520.0    5421.736         5421.736         5416.384   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4165.952   4163.168   4168.736            NaN       4165.952  \n",
      "1  4331.300   4333.976   4328.624            NaN       4331.300  \n",
      "2  4710.890   4708.100   4713.680            NaN       4710.890  \n",
      "3  4875.800   4878.472   4873.128            NaN       4875.800  \n",
      "4  5255.038   5252.244   5257.832            NaN       5255.038  \n",
      "5  5421.816   5421.816   5416.472            NaN       5421.816  \n",
      "\n",
      "[6 rows x 41 columns], 28:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4161.992       4167.552        1.795    0.167680   \n",
      "1    2       NaN       4335.264       4329.920        1.934    0.162830   \n",
      "2    3       NaN       4706.928       4712.504        1.783    0.179652   \n",
      "3    4       NaN       4879.760       4874.432        1.638    0.173055   \n",
      "4    5       NaN       5251.056       5256.640        1.862    0.175563   \n",
      "5    6  5423.104       5423.104       5417.768        1.966    0.178500   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.061     0.050143         0.0530          -1.0      ...         \n",
      "1       0.065     0.054524         0.0560          -2.0      ...         \n",
      "2       0.061     0.050591         0.0545          -2.0      ...         \n",
      "3       0.065     0.050900         0.0545          -1.0      ...         \n",
      "4       0.065     0.055000         0.0610          -2.0      ...         \n",
      "5       0.070     0.056762         0.0610          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.484150         NaN         NaN         4161.824         4167.376   \n",
      "1  6.736527         NaN         NaN         4335.096         4329.752   \n",
      "2  6.465517         NaN         NaN         4706.752         4712.320   \n",
      "3  6.736527         NaN         NaN         4879.600         4874.256   \n",
      "4  6.456241         NaN         NaN         5250.888         5256.464   \n",
      "5       NaN     10670.0    5422.936         5422.936         5417.592   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4164.686   4161.908   4167.464            NaN       4164.686  \n",
      "1  4332.508   4335.180   4329.836            NaN       4332.508  \n",
      "2  4709.626   4706.840   4712.412            NaN       4709.626  \n",
      "3  4877.012   4879.680   4874.344            NaN       4877.012  \n",
      "4  5253.762   5250.972   5256.552            NaN       5253.762  \n",
      "5  5423.020   5423.020   5417.680            NaN       5423.020  \n",
      "\n",
      "[6 rows x 41 columns], 29:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4160.744       4166.296        1.491    0.193384   \n",
      "1    2       NaN       4336.528       4331.192        1.540    0.089175   \n",
      "2    3       NaN       4705.680       4711.240        1.417    0.210170   \n",
      "3    4       NaN       4881.024       4875.688        1.267    0.118050   \n",
      "4    5       NaN       5249.808       5255.384        1.516    0.191858   \n",
      "5    6   5424.36       5424.360       5419.032        1.395    0.148130   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.031250          0.029           8.0      ...         \n",
      "1       0.039     0.032304          0.031         -14.0      ...         \n",
      "2       0.043     0.029458          0.029          11.0      ...         \n",
      "3       0.034     0.026783          0.026         -20.0      ...         \n",
      "4       0.043     0.031333          0.031          25.0      ...         \n",
      "5       0.041     0.030636          0.029         -28.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.512301         NaN         NaN         4160.552         4166.080   \n",
      "1  6.726457         NaN         NaN         4336.344         4330.992   \n",
      "2  6.502890         NaN         NaN         4705.488         4711.024   \n",
      "3  6.736527         NaN         NaN         4880.840         4875.496   \n",
      "4  6.474820         NaN         NaN         5249.616         5255.176   \n",
      "5       NaN     10826.0    5424.184         5424.184         5418.832   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4163.418   4160.648   4166.188            NaN       4163.418  \n",
      "1  4333.764   4336.436   4331.092            NaN       4333.764  \n",
      "2  4708.358   4705.584   4711.132            NaN       4708.358  \n",
      "3  4878.262   4880.932   4875.592            NaN       4878.262  \n",
      "4  5252.496   5249.712   5255.280            NaN       5252.496  \n",
      "5  5424.272   5424.272   5418.932            NaN       5424.272  \n",
      "\n",
      "[6 rows x 41 columns], 30:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4159.328       4164.848        1.550    0.091780   \n",
      "1    2       NaN       4337.760       4332.416        1.711    0.081474   \n",
      "2    3       NaN       4704.272       4709.816        1.445    0.113264   \n",
      "3    4       NaN       4882.248       4876.912        0.766    0.104275   \n",
      "4    5       NaN       5248.416       5253.976        1.490    0.079952   \n",
      "5    6  5425.584       5425.584       5420.256        1.532    0.068609   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.031440         0.0310          -2.0      ...         \n",
      "1       0.041     0.035417         0.0360          -1.0      ...         \n",
      "2       0.036     0.029640         0.0310          -2.0      ...         \n",
      "3       0.039     0.031917         0.0325           0.0      ...         \n",
      "4       0.039     0.031125         0.0310          -1.0      ...         \n",
      "5       0.039     0.035043         0.0360          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.521739         NaN         NaN         4159.128         4164.648   \n",
      "1  6.726457         NaN         NaN         4337.568         4332.216   \n",
      "2  6.502890         NaN         NaN         4704.072         4709.608   \n",
      "3  6.736527         NaN         NaN         4882.056         4876.712   \n",
      "4  6.493506         NaN         NaN         5248.224         5253.768   \n",
      "5       NaN     10978.0      5425.4         5425.400         5420.048   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4161.988   4159.228   4164.748            NaN       4161.988  \n",
      "1  4334.990   4337.664   4332.316            NaN       4334.990  \n",
      "2  4706.942   4704.172   4709.712            NaN       4706.942  \n",
      "3  4879.482   4882.152   4876.812            NaN       4879.482  \n",
      "4  5251.096   5248.320   5253.872            NaN       5251.096  \n",
      "5  5425.492   5425.492   5420.152            NaN       5425.492  \n",
      "\n",
      "[6 rows x 41 columns], 31:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4158.040       4163.544        1.706    0.183864   \n",
      "1    2       NaN       4339.216       4333.864        1.840    0.109465   \n",
      "2    3       NaN       4702.992       4708.512        1.561    0.199759   \n",
      "3    4       NaN       4883.680       4878.336        1.581    0.149425   \n",
      "4    5       NaN       5247.144       5252.680        1.677    0.173602   \n",
      "5    6    5427.0       5427.000       5421.656        1.790    0.113310   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.029929          0.029          35.0      ...         \n",
      "1       0.039     0.030750          0.031         -45.0      ...         \n",
      "2       0.041     0.028107          0.026          44.0      ...         \n",
      "3       0.039     0.027036          0.026         -43.0      ...         \n",
      "4       0.043     0.029929          0.029          40.0      ...         \n",
      "5       0.036     0.030429          0.031         -48.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.559767         NaN         NaN         4157.816         4163.304   \n",
      "1  6.706408         NaN         NaN         4338.992         4333.624   \n",
      "2  6.540698         NaN         NaN         4702.768         4708.272   \n",
      "3  6.716418         NaN         NaN         4883.456         4878.096   \n",
      "4  6.531205         NaN         NaN         5246.920         5252.432   \n",
      "5       NaN     11150.0    5426.776         5426.776         5421.416   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4160.676   4157.928   4163.424            NaN       4160.676  \n",
      "1  4336.424   4339.104   4333.744            NaN       4336.424  \n",
      "2  4705.636   4702.880   4708.392            NaN       4705.636  \n",
      "3  4880.892   4883.568   4878.216            NaN       4880.892  \n",
      "4  5249.794   5247.032   5252.556            NaN       5249.794  \n",
      "5  5426.888   5426.888   5421.536            NaN       5426.888  \n",
      "\n",
      "[6 rows x 41 columns], 32:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4156.752       4162.232        1.557    0.075188   \n",
      "1    2       NaN       4340.400       4335.048        1.625    0.077339   \n",
      "2    3       NaN       4701.704       4707.200        1.491    0.111880   \n",
      "3    4       NaN       4884.864       4879.520        1.455    0.096831   \n",
      "4    5       NaN       5245.856       5251.360        1.558    0.084268   \n",
      "5    6  5428.176       5428.176       5422.840        1.630    0.096008   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.031760          0.031          -2.0      ...         \n",
      "1       0.039     0.034375          0.036          -3.0      ...         \n",
      "2       0.034     0.029885          0.031           1.0      ...         \n",
      "3       0.034     0.029920          0.031           1.0      ...         \n",
      "4       0.036     0.032320          0.031          -1.0      ...         \n",
      "5       0.039     0.033200          0.034          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.578947         NaN         NaN         4156.552         4162.024   \n",
      "1  6.706408         NaN         NaN         4340.208         4334.840   \n",
      "2  6.550218         NaN         NaN         4701.496         4706.992   \n",
      "3  6.726457         NaN         NaN         4884.664         4879.312   \n",
      "4  6.550218         NaN         NaN         5245.656         5251.152   \n",
      "5       NaN     11300.0    5427.976         5427.976         5422.632   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4159.390   4156.652   4162.128            NaN       4159.390  \n",
      "1  4337.624   4340.304   4334.944            NaN       4337.624  \n",
      "2  4704.348   4701.600   4707.096            NaN       4704.348  \n",
      "3  4882.090   4884.764   4879.416            NaN       4882.090  \n",
      "4  5248.506   5245.756   5251.256            NaN       5248.506  \n",
      "5  5428.076   5428.076   5422.736            NaN       5428.076  \n",
      "\n",
      "[6 rows x 41 columns], 33:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4155.488       4160.952        1.433    0.179573   \n",
      "1    2       NaN       4341.720       4336.376        1.503    0.101256   \n",
      "2    3       NaN       4700.440       4705.928        1.460    0.158997   \n",
      "3    4       NaN       4886.176       4880.832        1.193    0.130273   \n",
      "4    5       NaN       5244.600       5250.088        1.601    0.134962   \n",
      "5    6   5429.48       5429.480       5424.144        1.362    0.112036   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028741          0.026          56.0      ...         \n",
      "1       0.036     0.029815          0.029         -60.0      ...         \n",
      "2       0.036     0.027815          0.026          53.0      ...         \n",
      "3       0.034     0.025192          0.024         -61.0      ...         \n",
      "4       0.039     0.030704          0.029          54.0      ...         \n",
      "5       0.036     0.029154          0.029         -61.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.598240         NaN         NaN         4155.272         4160.728   \n",
      "1  6.716418         NaN         NaN         4341.504         4336.144   \n",
      "2  6.578947         NaN         NaN         4700.224         4705.696   \n",
      "3  6.716418         NaN         NaN         4885.968         4880.608   \n",
      "4  6.578947         NaN         NaN         5244.384         5249.856   \n",
      "5       NaN     11462.0    5429.272         5429.272         5423.920   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4158.110   4155.380   4160.840            NaN       4158.110  \n",
      "1  4338.936   4341.612   4336.260            NaN       4338.936  \n",
      "2  4703.072   4700.332   4705.812            NaN       4703.072  \n",
      "3  4883.396   4886.072   4880.720            NaN       4883.396  \n",
      "4  5247.232   5244.492   5249.972            NaN       5247.232  \n",
      "5  5429.376   5429.376   5424.032            NaN       5429.376  \n",
      "\n",
      "[6 rows x 41 columns], 34:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4154.240       4159.696        1.570    0.086510   \n",
      "1    2       NaN       4342.888       4337.544        1.624    0.066531   \n",
      "2    3       NaN       4699.184       4704.656        1.402    0.092640   \n",
      "3    4       NaN       4887.336       4882.000        1.381    0.107272   \n",
      "4    5       NaN       5243.344       5248.824        0.875    0.069985   \n",
      "5    6   5430.64       5430.640       5425.312        1.537    0.080320   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.032320         0.0340           1.0      ...         \n",
      "1       0.039     0.034417         0.0340          -1.0      ...         \n",
      "2       0.036     0.030208         0.0310          -3.0      ...         \n",
      "3       0.034     0.029292         0.0290          -1.0      ...         \n",
      "4       0.041     0.035000         0.0360           0.0      ...         \n",
      "5       0.036     0.032542         0.0325          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.607930         NaN         NaN         4154.040         4159.488   \n",
      "1  6.716418         NaN         NaN         4342.696         4337.336   \n",
      "2  6.598240         NaN         NaN         4698.992         4704.448   \n",
      "3  6.736527         NaN         NaN         4887.144         4881.800   \n",
      "4  6.578947         NaN         NaN         5243.144         5248.616   \n",
      "5       NaN     11609.0    5430.448         5430.448         5425.104   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4156.866   4154.140   4159.592            NaN       4156.866  \n",
      "1  4340.116   4342.792   4337.440            NaN       4340.116  \n",
      "2  4701.820   4699.088   4704.552            NaN       4701.820  \n",
      "3  4884.570   4887.240   4881.900            NaN       4884.570  \n",
      "4  5245.982   5243.244   5248.720            NaN       5245.982  \n",
      "5  5430.544   5430.544   5425.208            NaN       5430.544  \n",
      "\n",
      "[6 rows x 41 columns], 35:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4153.040       4158.496        1.311    0.170326   \n",
      "1    2       NaN       4344.128       4338.800        1.222    0.096547   \n",
      "2    3       NaN       4697.992       4703.456        1.212    0.150609   \n",
      "3    4       NaN       4888.584       4883.256        1.108    0.124665   \n",
      "4    5       NaN       5242.144       5247.624        1.338    0.146087   \n",
      "5    6   5431.88       5431.880       5426.560        1.572    0.073314   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028643          0.026          59.0      ...         \n",
      "1       0.034     0.028148          0.029         -64.0      ...         \n",
      "2       0.036     0.026345          0.026          61.0      ...         \n",
      "3       0.031     0.023429          0.024          55.0      ...         \n",
      "4       0.041     0.030714          0.029          62.0      ...         \n",
      "5       0.031     0.027111          0.026          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.627393         NaN         NaN         4152.816         4158.248   \n",
      "1  6.736527         NaN         NaN         4343.912         4338.568   \n",
      "2  6.598240         NaN         NaN         4697.760         4703.216   \n",
      "3  6.746627         NaN         NaN         4888.360         4883.024   \n",
      "4  6.588580         NaN         NaN         5241.920         5247.384   \n",
      "5       NaN     11761.0    5431.664         5431.664         5426.328   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4155.650   4152.928   4158.372            NaN       4155.650  \n",
      "1  4341.352   4344.020   4338.684            NaN       4341.352  \n",
      "2  4700.606   4697.876   4703.336            NaN       4700.606  \n",
      "3  4885.806   4888.472   4883.140            NaN       4885.806  \n",
      "4  5244.768   5242.032   5247.504            NaN       5244.768  \n",
      "5  5431.772   5431.772   5426.444            NaN       5431.772  \n",
      "\n",
      "[6 rows x 41 columns], 36:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4151.776       4157.232        1.430    0.090925   \n",
      "1    2       NaN       4345.264       4339.944        1.461    0.105359   \n",
      "2    3       NaN       4696.728       4702.192        0.724    0.098832   \n",
      "3    4       NaN       4889.712       4884.400        1.262    0.069926   \n",
      "4    5       NaN       5240.888       5246.360        0.772    0.091227   \n",
      "5    6  5433.008       5433.008       5427.696        1.401    0.086463   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.032565         0.0310          -1.0      ...         \n",
      "1       0.041     0.034091         0.0340          -1.0      ...         \n",
      "2       0.034     0.030167         0.0310           0.0      ...         \n",
      "3       0.034     0.029682         0.0310          -3.0      ...         \n",
      "4       0.039     0.033565         0.0340           0.0      ...         \n",
      "5       0.039     0.033136         0.0325          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.607930         NaN         NaN         4151.592         4157.040   \n",
      "1  6.746627         NaN         NaN         4345.088         4339.752   \n",
      "2  6.588580         NaN         NaN         4696.536         4702.000   \n",
      "3  6.756757         NaN         NaN         4889.536         4884.208   \n",
      "4  6.588580         NaN         NaN         5240.704         5246.168   \n",
      "5       NaN     11907.0    5432.832         5432.832         5427.512   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4154.410   4151.684   4157.136            NaN       4154.410  \n",
      "1  4342.512   4345.176   4339.848            NaN       4342.512  \n",
      "2  4699.364   4696.632   4702.096            NaN       4699.364  \n",
      "3  4886.964   4889.624   4884.304            NaN       4886.964  \n",
      "4  5243.530   5240.796   5246.264            NaN       5243.530  \n",
      "5  5432.920   5432.920   5427.604            NaN       5432.920  \n",
      "\n",
      "[6 rows x 41 columns], 37:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4150.616       4156.072        1.298    0.150715   \n",
      "1    2       NaN       4346.472       4341.160        1.224    0.112129   \n",
      "2    3       NaN       4695.560       4701.040        1.134    0.163947   \n",
      "3    4       NaN       4890.912       4885.608        1.048    0.107373   \n",
      "4    5       NaN       5239.728       5245.208        1.241    0.179122   \n",
      "5    6  5434.208       5434.208       5428.904        1.119    0.109416   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028667          0.029          57.0      ...         \n",
      "1       0.036     0.028080          0.029         -59.0      ...         \n",
      "2       0.039     0.027500          0.026          59.0      ...         \n",
      "3       0.031     0.024440          0.024         -61.0      ...         \n",
      "4       0.043     0.030385          0.029          60.0      ...         \n",
      "5       0.036     0.027880          0.026         -63.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.607930         NaN         NaN         4150.400         4155.848   \n",
      "1  6.756757         NaN         NaN         4346.272         4340.944   \n",
      "2  6.588580         NaN         NaN         4695.352         4700.816   \n",
      "3  6.766917         NaN         NaN         4890.712         4885.392   \n",
      "4  6.588580         NaN         NaN         5239.520         5244.984   \n",
      "5       NaN     12054.0    5434.008         5434.008         5428.688   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4153.234   4150.508   4155.960            NaN       4153.234  \n",
      "1  4343.712   4346.372   4341.052            NaN       4343.712  \n",
      "2  4698.192   4695.456   4700.928            NaN       4698.192  \n",
      "3  4888.156   4890.812   4885.500            NaN       4888.156  \n",
      "4  5242.360   5239.624   5245.096            NaN       5242.360  \n",
      "5  5434.108   5434.108   5428.796            NaN       5434.108  \n",
      "\n",
      "[6 rows x 41 columns], 38:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4149.328       4154.800        1.143    0.081068   \n",
      "1    2       NaN       4347.584       4342.280        1.220    0.115510   \n",
      "2    3       NaN       4694.280       4699.768        1.094    0.102066   \n",
      "3    4       NaN       4892.024       4886.728        1.104    0.106252   \n",
      "4    5       NaN       5238.456       5243.936        0.631    0.105481   \n",
      "5    6  5435.312       5435.312       5430.016        1.168    0.089230   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.031000         0.0310          -1.0      ...         \n",
      "1       0.041     0.032737         0.0310          -1.0      ...         \n",
      "2       0.036     0.029316         0.0290          -1.0      ...         \n",
      "3       0.036     0.029263         0.0310          -1.0      ...         \n",
      "4       0.041     0.033211         0.0340           0.0      ...         \n",
      "5       0.036     0.032111         0.0325          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.588580         NaN         NaN         4149.176         4154.640   \n",
      "1  6.777108         NaN         NaN         4347.432         4342.120   \n",
      "2  6.569343         NaN         NaN         4694.128         4699.608   \n",
      "3  6.787330         NaN         NaN         4891.872         4886.568   \n",
      "4  6.578947         NaN         NaN         5238.304         5243.776   \n",
      "5       NaN     12199.0    5435.168         5435.168         5429.864   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4151.986   4149.252   4154.720            NaN       4151.986  \n",
      "1  4344.854   4347.508   4342.200            NaN       4344.854  \n",
      "2  4696.946   4694.204   4699.688            NaN       4696.946  \n",
      "3  4889.298   4891.948   4886.648            NaN       4889.298  \n",
      "4  5241.118   5238.380   5243.856            NaN       5241.118  \n",
      "5  5435.240   5435.240   5429.940            NaN       5435.240  \n",
      "\n",
      "[6 rows x 41 columns], 39:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4148.200       4153.688        1.553    0.242387   \n",
      "1    2       NaN       4348.784       4343.496        1.311    0.093837   \n",
      "2    3       NaN       4693.160       4698.656        1.606    0.192788   \n",
      "3    4       NaN       4893.216       4887.928        1.004    0.123508   \n",
      "4    5       NaN       5237.344       5242.832        1.732    0.174393   \n",
      "5    6  5436.504       5436.504       5431.216        1.101    0.112669   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.030077         0.0275          39.0      ...         \n",
      "1       0.036     0.029360         0.0290         -57.0      ...         \n",
      "2       0.043     0.031038         0.0290          42.0      ...         \n",
      "3       0.031     0.024720         0.0240         -61.0      ...         \n",
      "4       0.041     0.032731         0.0310          44.0      ...         \n",
      "5       0.036     0.027760         0.0260         -62.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.578947         NaN         NaN         4147.992         4153.464   \n",
      "1  6.787330         NaN         NaN         4348.584         4343.280   \n",
      "2  6.569343         NaN         NaN         4692.952         4698.432   \n",
      "3  6.787330         NaN         NaN         4893.016         4887.712   \n",
      "4  6.578947         NaN         NaN         5237.136         5242.608   \n",
      "5       NaN     12341.0    5436.304         5436.304         5431.000   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4150.836   4148.096   4153.576            NaN       4150.836  \n",
      "1  4346.036   4348.684   4343.388            NaN       4346.036  \n",
      "2  4695.800   4693.056   4698.544            NaN       4695.800  \n",
      "3  4890.468   4893.116   4887.820            NaN       4890.468  \n",
      "4  5239.980   5237.240   5242.720            NaN       5239.980  \n",
      "5  5436.404   5436.404   5431.108            NaN       5436.404  \n",
      "\n",
      "[6 rows x 41 columns], 40:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4146.912       4152.416        1.492    0.095570   \n",
      "1    2       NaN       4349.928       4344.640        1.520    0.069824   \n",
      "2    3       NaN       4691.872       4697.384        1.560    0.070613   \n",
      "3    4       NaN       4894.360       4889.080        1.274    0.067902   \n",
      "4    5       NaN       5236.064       5241.560        1.498    0.077048   \n",
      "5    6  5437.648       5437.648       5432.360        1.437    0.082073   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.034     0.029960          0.031          -1.0      ...         \n",
      "1       0.036     0.031667          0.031          -1.0      ...         \n",
      "2       0.036     0.031560          0.031          -1.0      ...         \n",
      "3       0.031     0.028348          0.029          -1.0      ...         \n",
      "4       0.036     0.030120          0.031          -2.0      ...         \n",
      "5       0.036     0.031652          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.550218         NaN         NaN         4146.712         4152.208   \n",
      "1  6.807867         NaN         NaN         4349.736         4344.448   \n",
      "2  6.531205         NaN         NaN         4691.672         4697.184   \n",
      "3  6.797583         NaN         NaN         4894.176         4888.880   \n",
      "4  6.550218         NaN         NaN         5235.864         5241.360   \n",
      "5       NaN     12486.0    5437.464         5437.464         5432.168   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4149.562   4146.812   4152.312            NaN       4149.562  \n",
      "1  4347.188   4349.832   4344.544            NaN       4347.188  \n",
      "2  4694.528   4691.772   4697.284            NaN       4694.528  \n",
      "3  4891.624   4894.268   4888.980            NaN       4891.624  \n",
      "4  5238.712   5235.964   5241.460            NaN       5238.712  \n",
      "5  5437.556   5437.556   5432.264            NaN       5437.556  \n",
      "\n",
      "[6 rows x 41 columns], 41:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4145.696       4151.224        1.356    0.187687   \n",
      "1    2       NaN       4351.176       4345.896        1.356    0.116478   \n",
      "2    3       NaN       4690.664       4696.200        1.313    0.162075   \n",
      "3    4       NaN       4895.600       4890.320        1.214    0.136249   \n",
      "4    5       NaN       5234.864       5240.384        1.156    0.166493   \n",
      "5    6   5438.88       5438.880       5433.600        1.223    0.097284   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.029407          0.029          57.0      ...         \n",
      "1       0.036     0.029923          0.029         -59.0      ...         \n",
      "2       0.039     0.029259          0.029          60.0      ...         \n",
      "3       0.034     0.025154          0.025         -57.0      ...         \n",
      "4       0.036     0.026741          0.026          62.0      ...         \n",
      "5       0.036     0.028923          0.029         -62.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.531205         NaN         NaN         4145.480         4150.992   \n",
      "1  6.787330         NaN         NaN         4350.968         4345.664   \n",
      "2  6.521739         NaN         NaN         4690.448         4695.968   \n",
      "3  6.797583         NaN         NaN         4895.392         4890.096   \n",
      "4  6.540698         NaN         NaN         5234.648         5240.152   \n",
      "5       NaN     12637.0    5438.672         5438.672         5433.376   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4148.348   4145.588   4151.108            NaN       4148.348  \n",
      "1  4348.426   4351.072   4345.780            NaN       4348.426  \n",
      "2  4693.320   4690.556   4696.084            NaN       4693.320  \n",
      "3  4892.852   4895.496   4890.208            NaN       4892.852  \n",
      "4  5237.512   5234.756   5240.268            NaN       5237.512  \n",
      "5  5438.776   5438.776   5433.488            NaN       5438.776  \n",
      "\n",
      "[6 rows x 41 columns], 42:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4144.432       4149.976        1.477    0.085890   \n",
      "1    2       NaN       4352.304       4347.032        1.448    0.090925   \n",
      "2    3       NaN       4689.384       4694.936        1.470    0.108104   \n",
      "3    4       NaN       4896.728       4891.456        1.246    0.092953   \n",
      "4    5       NaN       5233.584       5239.120        1.478    0.092535   \n",
      "5    6  5440.008       5440.008       5434.728        0.729    0.092305   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030708          0.031          -3.0      ...         \n",
      "1       0.039     0.032565          0.031          -2.0      ...         \n",
      "2       0.041     0.030083          0.031          -3.0      ...         \n",
      "3       0.031     0.027609          0.026           1.0      ...         \n",
      "4       0.039     0.030958          0.031          -3.0      ...         \n",
      "5       0.036     0.031696          0.031           0.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.502890         NaN         NaN         4144.240         4149.776   \n",
      "1  6.807867         NaN         NaN         4352.120         4346.832   \n",
      "2  6.493506         NaN         NaN         4689.192         4694.736   \n",
      "3  6.807867         NaN         NaN         4896.544         4891.256   \n",
      "4  6.512301         NaN         NaN         5233.392         5238.920   \n",
      "5       NaN     12781.0    5439.824         5439.824         5434.536   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4147.106   4144.336   4149.876            NaN       4147.106  \n",
      "1  4349.572   4352.212   4346.932            NaN       4349.572  \n",
      "2  4692.062   4689.288   4694.836            NaN       4692.062  \n",
      "3  4893.996   4896.636   4891.356            NaN       4893.996  \n",
      "4  5236.254   5233.488   5239.020            NaN       5236.254  \n",
      "5  5439.916   5439.916   5434.632            NaN       5439.916  \n",
      "\n",
      "[6 rows x 41 columns], 43:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4143.248       4148.816        1.608    0.073551   \n",
      "1    2       NaN       4353.480       4348.216        1.206    0.071262   \n",
      "2    3       NaN       4688.216       4693.784        1.714    0.083216   \n",
      "3    4       NaN       4897.920       4892.648        1.343    0.100917   \n",
      "4    5       NaN       5232.416       5237.976        1.571    0.080523   \n",
      "5    6  5441.208       5441.208       5435.928        1.532    0.086792   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.025786          0.026          11.0      ...         \n",
      "1       0.031     0.026769          0.026         -57.0      ...         \n",
      "2       0.039     0.028607          0.029          -3.0      ...         \n",
      "3       0.029     0.023731          0.024          -4.0      ...         \n",
      "4       0.036     0.025786          0.026          35.0      ...         \n",
      "5       0.031     0.026111          0.026          -7.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.484150         NaN         NaN         4143.024         4148.576   \n",
      "1  6.818182         NaN         NaN         4353.272         4347.992   \n",
      "2  6.484150         NaN         NaN         4687.992         4693.544   \n",
      "3  6.807867         NaN         NaN         4897.712         4892.424   \n",
      "4  6.493506         NaN         NaN         5232.192         5237.736   \n",
      "5       NaN     12927.0    5440.992         5440.992         5435.704   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4145.916   4143.136   4148.696            NaN       4145.916  \n",
      "1  4350.740   4353.376   4348.104            NaN       4350.740  \n",
      "2  4690.884   4688.104   4693.664            NaN       4690.884  \n",
      "3  4895.176   4897.816   4892.536            NaN       4895.176  \n",
      "4  5235.080   5232.304   5237.856            NaN       5235.080  \n",
      "5  5441.100   5441.100   5435.816            NaN       5441.100  \n",
      "\n",
      "[6 rows x 41 columns], 44:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4141.848       4147.448        1.452    0.091280   \n",
      "1    2       NaN       4354.576       4349.320        0.732    0.095237   \n",
      "2    3       NaN       4686.832       4692.424        0.819    0.073402   \n",
      "3    4       NaN       4899.024       4893.752        1.304    0.112771   \n",
      "4    5       NaN       5231.048       5236.624        1.533    0.092080   \n",
      "5    6  5442.312       5442.312       5437.032        1.410    0.087033   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030875          0.031          -1.0      ...         \n",
      "1       0.036     0.031826          0.031           0.0      ...         \n",
      "2       0.041     0.032760          0.034           0.0      ...         \n",
      "3       0.036     0.029261          0.029          -3.0      ...         \n",
      "4       0.041     0.032417          0.031           1.0      ...         \n",
      "5       0.036     0.030957          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.446991         NaN         NaN         4141.656         4147.240   \n",
      "1  6.838906         NaN         NaN         4354.392         4349.128   \n",
      "2  6.446991         NaN         NaN         4686.632         4692.216   \n",
      "3  6.818182         NaN         NaN         4898.840         4893.560   \n",
      "4  6.465517         NaN         NaN         5230.856         5236.424   \n",
      "5       NaN     13069.0    5442.128         5442.128         5436.840   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4144.548   4141.752   4147.344            NaN       4144.548  \n",
      "1  4351.854   4354.484   4349.224            NaN       4351.854  \n",
      "2  4689.526   4686.732   4692.320            NaN       4689.526  \n",
      "3  4896.294   4898.932   4893.656            NaN       4896.294  \n",
      "4  5233.738   5230.952   5236.524            NaN       5233.738  \n",
      "5  5442.220   5442.220   5436.936            NaN       5442.220  \n",
      "\n",
      "[6 rows x 41 columns], 45:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4140.672       4146.288        1.511    0.066205   \n",
      "1    2       NaN       4355.872       4350.616        1.437    0.084129   \n",
      "2    3       NaN       4685.664       4691.272        1.570    0.085600   \n",
      "3    4       NaN       4900.296       4895.032        1.280    0.089720   \n",
      "4    5       NaN       5229.888       5235.488        1.279    0.160750   \n",
      "5    6  5443.576       5443.576       5438.296        1.317    0.133243   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.026000          0.026           5.0      ...         \n",
      "1       0.031     0.026231          0.026         -54.0      ...         \n",
      "2       0.031     0.026630          0.026           8.0      ...         \n",
      "3       0.029     0.023320          0.024         -24.0      ...         \n",
      "4       0.041     0.027923          0.026         -57.0      ...         \n",
      "5       0.034     0.026038          0.026          45.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.419401         NaN         NaN         4140.456         4146.064   \n",
      "1  6.828528         NaN         NaN         4355.664         4350.392   \n",
      "2  6.428571         NaN         NaN         4685.448         4691.048   \n",
      "3  6.807867         NaN         NaN         4900.096         4894.808   \n",
      "4  6.446991         NaN         NaN         5229.680         5235.264   \n",
      "5       NaN     13224.0    5443.368         5443.368         5438.072   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4143.370   4140.564   4146.176            NaN       4143.370  \n",
      "1  4353.136   4355.768   4350.504            NaN       4353.136  \n",
      "2  4688.358   4685.556   4691.160            NaN       4688.358  \n",
      "3  4897.558   4900.196   4894.920            NaN       4897.558  \n",
      "4  5232.580   5229.784   5235.376            NaN       5232.580  \n",
      "5  5443.472   5443.472   5438.184            NaN       5443.472  \n",
      "\n",
      "[6 rows x 41 columns], 46:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4139.432       4145.072        1.426    0.097444   \n",
      "1    2       NaN       4356.968       4351.712        1.431    0.125895   \n",
      "2    3       NaN       4684.432       4690.056        0.701    0.080886   \n",
      "3    4       NaN       4901.392       4896.128        1.465    0.083629   \n",
      "4    5       NaN       5228.664       5234.280        0.791    0.082852   \n",
      "5    6  5444.664       5444.664       5439.392        1.350    0.096396   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.030208          0.031          -1.0      ...         \n",
      "1       0.039     0.031652          0.031          -3.0      ...         \n",
      "2       0.039     0.029208          0.029           0.0      ...         \n",
      "3       0.036     0.031913          0.031          -3.0      ...         \n",
      "4       0.046     0.032958          0.034           0.0      ...         \n",
      "5       0.036     0.031364          0.031          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.392045         NaN         NaN         4139.240         4144.872   \n",
      "1  6.838906         NaN         NaN         4356.784         4351.520   \n",
      "2  6.401138         NaN         NaN         4684.240         4689.864   \n",
      "3  6.828528         NaN         NaN         4901.208         4895.936   \n",
      "4  6.419401         NaN         NaN         5228.472         5234.080   \n",
      "5       NaN     13364.0    5444.488         5444.488         5439.200   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4142.154   4139.336   4144.972            NaN       4142.154  \n",
      "1  4354.246   4356.876   4351.616            NaN       4354.246  \n",
      "2  4687.148   4684.336   4689.960            NaN       4687.148  \n",
      "3  4898.666   4901.300   4896.032            NaN       4898.666  \n",
      "4  5231.374   5228.568   5234.180            NaN       5231.374  \n",
      "5  5444.576   5444.576   5439.296            NaN       5444.576  \n",
      "\n",
      "[6 rows x 41 columns], 47:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4138.272       4143.936        1.386    0.088819   \n",
      "1    2       NaN       4358.080       4352.824        1.423    0.052795   \n",
      "2    3       NaN       4683.280       4688.928        1.346    0.082096   \n",
      "3    4       NaN       4902.504       4897.240        1.237    0.081206   \n",
      "4    5       NaN       5227.520       5233.152        1.608    0.074499   \n",
      "5    6  5445.776       5445.776       5440.504        1.389    0.076358   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.029     0.024423          0.024           8.0      ...         \n",
      "1       0.031     0.025960          0.026         -16.0      ...         \n",
      "2       0.031     0.024308          0.024           6.0      ...         \n",
      "3       0.029     0.023708          0.024          -2.0      ...         \n",
      "4       0.031     0.028731          0.029           2.0      ...         \n",
      "5       0.036     0.026458          0.026          -6.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.364922         NaN         NaN         4138.064         4143.720   \n",
      "1  6.838906         NaN         NaN         4357.880         4352.616   \n",
      "2  6.382979         NaN         NaN         4683.072         4688.712   \n",
      "3  6.818182         NaN         NaN         4902.312         4897.032   \n",
      "4  6.401138         NaN         NaN         5227.312         5232.936   \n",
      "5       NaN     13501.0    5445.584         5445.584         5440.296   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4140.998   4138.168   4143.828            NaN       4140.998  \n",
      "1  4355.350   4357.980   4352.720            NaN       4355.350  \n",
      "2  4685.998   4683.176   4688.820            NaN       4685.998  \n",
      "3  4899.772   4902.408   4897.136            NaN       4899.772  \n",
      "4  5230.230   5227.416   5233.044            NaN       5230.230  \n",
      "5  5445.680   5445.680   5440.400            NaN       5445.680  \n",
      "\n",
      "[6 rows x 41 columns], 48:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4137.040       4142.720        1.305    0.094964   \n",
      "1    2       NaN       4359.168       4353.912        1.323    0.098926   \n",
      "2    3       NaN       4682.048       4687.712        1.253    0.088876   \n",
      "3    4       NaN       4903.592       4898.328        1.183    0.082970   \n",
      "4    5       NaN       5226.296       5231.944        1.441    0.068037   \n",
      "5    6  5446.872       5446.872       5441.592        1.303    0.078383   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.034     0.029773         0.0300          -1.0      ...         \n",
      "1       0.036     0.031857         0.0310          -1.0      ...         \n",
      "2       0.036     0.028773         0.0290          -1.0      ...         \n",
      "3       0.034     0.027952         0.0260          -1.0      ...         \n",
      "4       0.036     0.032682         0.0325          -1.0      ...         \n",
      "5       0.036     0.031286         0.0310          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.346968         NaN         NaN         4136.864         4142.536   \n",
      "1  6.838906         NaN         NaN         4359.000         4353.736   \n",
      "2  6.364922         NaN         NaN         4681.872         4687.528   \n",
      "3  6.828528         NaN         NaN         4903.424         4898.152   \n",
      "4  6.382979         NaN         NaN         5226.120         5231.760   \n",
      "5       NaN     13641.0    5446.704         5446.704         5441.416   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4139.790   4136.952   4142.628            NaN       4139.790  \n",
      "1  4356.454   4359.084   4353.824            NaN       4356.454  \n",
      "2  4684.790   4681.960   4687.620            NaN       4684.790  \n",
      "3  4900.874   4903.508   4898.240            NaN       4900.874  \n",
      "4  5229.030   5226.208   5231.852            NaN       5229.030  \n",
      "5  5446.788   5446.788   5441.504            NaN       5446.788  \n",
      "\n",
      "[6 rows x 41 columns], 49:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4135.904       4141.592        1.767    0.206443   \n",
      "1    2       NaN       4360.288       4355.032        1.505    0.108315   \n",
      "2    3       NaN       4680.920       4686.592        1.622    0.192557   \n",
      "3    4       NaN       4904.712       4899.448        1.377    0.154757   \n",
      "4    5       NaN       5225.176       5230.832        1.853    0.184122   \n",
      "5    6  5447.984       5447.984       5442.712        1.448    0.144444   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.029897         0.0290          22.0      ...         \n",
      "1       0.036     0.028296         0.0290         -45.0      ...         \n",
      "2       0.043     0.028893         0.0260          27.0      ...         \n",
      "3       0.036     0.026519         0.0260         -45.0      ...         \n",
      "4       0.046     0.031643         0.0310          31.0      ...         \n",
      "5       0.039     0.028846         0.0275         -45.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.338028         NaN         NaN         4135.672         4141.352   \n",
      "1  6.838906         NaN         NaN         4360.072         4354.808   \n",
      "2  6.355932         NaN         NaN         4680.696         4686.360   \n",
      "3  6.828528         NaN         NaN         4904.496         4899.224   \n",
      "4  6.382979         NaN         NaN         5224.952         5230.592   \n",
      "5       NaN     13775.0    5447.776         5447.776         5442.488   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4138.630   4135.788   4141.472            NaN       4138.630  \n",
      "1  4357.550   4360.180   4354.920            NaN       4357.550  \n",
      "2  4683.642   4680.808   4686.476            NaN       4683.642  \n",
      "3  4901.970   4904.604   4899.336            NaN       4901.970  \n",
      "4  5227.888   5225.064   5230.712            NaN       5227.888  \n",
      "5  5447.880   5447.880   5442.600            NaN       5447.880  \n",
      "\n",
      "[6 rows x 41 columns], 50:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4134.584       4140.280        1.537    0.096734   \n",
      "1    2       NaN       4361.448       4356.192        1.530    0.079838   \n",
      "2    3       NaN       4679.600       4685.280        1.475    0.089522   \n",
      "3    4       NaN       4905.872       4900.608        1.349    0.083100   \n",
      "4    5       NaN       5223.848       5229.520        1.616    0.087718   \n",
      "5    6  5449.144       5449.144       5443.872        1.518    0.083785   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030115          0.030          -1.0      ...         \n",
      "1       0.036     0.031917          0.031          -2.0      ...         \n",
      "2       0.034     0.028692          0.029          -2.0      ...         \n",
      "3       0.034     0.028417          0.029          -2.0      ...         \n",
      "4       0.041     0.032680          0.034          -2.0      ...         \n",
      "5       0.034     0.030360          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.329114         NaN         NaN         4134.376         4140.064   \n",
      "1  6.838906         NaN         NaN         4361.256         4355.992   \n",
      "2  6.346968         NaN         NaN         4679.392         4685.064   \n",
      "3  6.818182         NaN         NaN         4905.680         4900.400   \n",
      "4  6.364922         NaN         NaN         5223.648         5229.304   \n",
      "5       NaN     13921.0    5448.944         5448.944         5443.664   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4137.326   4134.480   4140.172            NaN       4137.326  \n",
      "1  4358.722   4361.352   4356.092            NaN       4358.722  \n",
      "2  4682.334   4679.496   4685.172            NaN       4682.334  \n",
      "3  4903.140   4905.776   4900.504            NaN       4903.140  \n",
      "4  5226.580   5223.748   5229.412            NaN       5226.580  \n",
      "5  5449.044   5449.044   5443.768            NaN       5449.044  \n",
      "\n",
      "[6 rows x 41 columns], 51:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4133.280       4138.984        1.617    0.180201   \n",
      "1    2       NaN       4362.696       4357.440        1.682    0.117133   \n",
      "2    3       NaN       4678.304       4683.992        1.569    0.219223   \n",
      "3    4       NaN       4907.128       4901.864        1.482    0.122456   \n",
      "4    5       NaN       5222.560       5228.248        1.840    0.160023   \n",
      "5    6    5450.4       5450.400       5445.128        1.580    0.125973   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.029179          0.029          45.0      ...         \n",
      "1       0.039     0.030407          0.031         -46.0      ...         \n",
      "2       0.043     0.028500          0.026          46.0      ...         \n",
      "3       0.034     0.026259          0.026         -47.0      ...         \n",
      "4       0.046     0.032786          0.031          48.0      ...         \n",
      "5       0.036     0.028444          0.029         -50.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.329114         NaN         NaN         4133.056         4138.744   \n",
      "1  6.828528         NaN         NaN         4362.480         4357.208   \n",
      "2  6.346968         NaN         NaN         4678.080         4683.752   \n",
      "3  6.818182         NaN         NaN         4906.912         4901.632   \n",
      "4  6.355932         NaN         NaN         5222.336         5228.000   \n",
      "5       NaN     14076.0    5450.184         5450.184         5444.896   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4136.016   4133.168   4138.864            NaN       4136.016  \n",
      "1  4359.956   4362.588   4357.324            NaN       4359.956  \n",
      "2  4681.032   4678.192   4683.872            NaN       4681.032  \n",
      "3  4904.384   4907.020   4901.748            NaN       4904.384  \n",
      "4  5225.286   5222.448   5228.124            NaN       5225.286  \n",
      "5  5450.292   5450.292   5445.012            NaN       5450.292  \n",
      "\n",
      "[6 rows x 41 columns], 52:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4131.960       4137.656        1.518    0.082171   \n",
      "1    2       NaN       4363.880       4358.608        1.547    0.059945   \n",
      "2    3       NaN       4676.976       4682.664        0.735    0.092777   \n",
      "3    4       NaN       4908.304       4903.032        1.386    0.076523   \n",
      "4    5       NaN       5221.224       5226.912        1.616    0.079531   \n",
      "5    6  5451.576       5451.576       5446.296        1.518    0.087726   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030400          0.031           1.0      ...         \n",
      "1       0.036     0.032750          0.034          -2.0      ...         \n",
      "2       0.036     0.029400          0.029           0.0      ...         \n",
      "3       0.034     0.029458          0.029          -1.0      ...         \n",
      "4       0.039     0.032400          0.031          -2.0      ...         \n",
      "5       0.036     0.031333          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.338028         NaN         NaN         4131.760         4137.440   \n",
      "1  6.818182         NaN         NaN         4363.688         4358.408   \n",
      "2  6.338028         NaN         NaN         4676.776         4682.456   \n",
      "3  6.818182         NaN         NaN         4908.112         4902.832   \n",
      "4  6.338028         NaN         NaN         5221.024         5226.704   \n",
      "5       NaN     14226.0    5451.384         5451.384         5446.096   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4134.704   4131.860   4137.548            NaN       4134.704  \n",
      "1  4361.146   4363.784   4358.508            NaN       4361.146  \n",
      "2  4679.718   4676.876   4682.560            NaN       4679.718  \n",
      "3  4905.570   4908.208   4902.932            NaN       4905.570  \n",
      "4  5223.966   5221.124   5226.808            NaN       5223.966  \n",
      "5  5451.480   5451.480   5446.196            NaN       5451.480  \n",
      "\n",
      "[6 rows x 41 columns], 53:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4130.712       4136.400        1.710    0.158442   \n",
      "1    2       NaN       4365.120       4359.832        1.548    0.091354   \n",
      "2    3       NaN       4675.728       4681.416        1.489    0.196500   \n",
      "3    4       NaN       4909.552       4904.264        1.288    0.118190   \n",
      "4    5       NaN       5219.984       5225.672        1.743    0.134787   \n",
      "5    6  5452.824       5452.824       5447.536        1.294    0.129688   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.029800          0.029          50.0      ...         \n",
      "1       0.034     0.028821          0.029         -53.0      ...         \n",
      "2       0.039     0.027667          0.026          55.0      ...         \n",
      "3       0.034     0.026071          0.026         -58.0      ...         \n",
      "4       0.043     0.031867          0.031          55.0      ...         \n",
      "5       0.036     0.027714          0.026         -62.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.346968         NaN         NaN         4130.472         4136.144   \n",
      "1  6.797583         NaN         NaN         4364.896         4359.600   \n",
      "2  6.346968         NaN         NaN         4675.488         4681.160   \n",
      "3  6.787330         NaN         NaN         4909.328         4904.024   \n",
      "4  6.346968         NaN         NaN         5219.744         5225.416   \n",
      "5       NaN     14378.0      5452.6         5452.600         5447.296   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4133.432   4130.592   4136.272            NaN       4133.432  \n",
      "1  4362.362   4365.008   4359.716            NaN       4362.362  \n",
      "2  4678.448   4675.608   4681.288            NaN       4678.448  \n",
      "3  4906.792   4909.440   4904.144            NaN       4906.792  \n",
      "4  5222.704   5219.864   5225.544            NaN       5222.704  \n",
      "5  5452.712   5452.712   5447.416            NaN       5452.712  \n",
      "\n",
      "[6 rows x 41 columns], 54:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4129.304       4134.984        1.519    0.094426   \n",
      "1    2       NaN       4366.232       4360.928        1.513    0.090924   \n",
      "2    3       NaN       4674.352       4680.032        1.409    0.077632   \n",
      "3    4       NaN       4910.664       4905.360        1.325    0.106167   \n",
      "4    5       NaN       5218.624       5224.312        1.704    0.088281   \n",
      "5    6  5453.936       5453.936       5448.632        1.443    0.077375   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030400          0.031          -3.0      ...         \n",
      "1       0.036     0.031417          0.031          -2.0      ...         \n",
      "2       0.034     0.027680          0.029          -2.0      ...         \n",
      "3       0.034     0.027458          0.026          -1.0      ...         \n",
      "4       0.039     0.034160          0.036           3.0      ...         \n",
      "5       0.034     0.029958          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.346968         NaN         NaN         4129.104         4134.776   \n",
      "1  6.777108         NaN         NaN         4366.040         4360.728   \n",
      "2  6.346968         NaN         NaN         4674.152         4679.824   \n",
      "3  6.777108         NaN         NaN         4910.472         4905.160   \n",
      "4  6.346968         NaN         NaN         5218.424         5224.096   \n",
      "5       NaN     14521.0    5453.744         5453.744         5448.424   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4132.042   4129.204   4134.880            NaN       4132.042  \n",
      "1  4363.482   4366.136   4360.828            NaN       4363.482  \n",
      "2  4677.090   4674.252   4679.928            NaN       4677.090  \n",
      "3  4907.914   4910.568   4905.260            NaN       4907.914  \n",
      "4  5221.364   5218.524   5224.204            NaN       5221.364  \n",
      "5  5453.840   5453.840   5448.528            NaN       5453.840  \n",
      "\n",
      "[6 rows x 41 columns], 55:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4128.104       4133.768        1.761    0.179705   \n",
      "1    2       NaN       4367.592       4362.256        1.455    0.128708   \n",
      "2    3       NaN       4673.160       4678.824        1.522    0.178337   \n",
      "3    4       NaN       4912.000       4906.656        1.241    0.119167   \n",
      "4    5       NaN       5217.448       5223.112        1.868    0.147329   \n",
      "5    6  5455.232       5455.232       5449.904        1.290    0.108327   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.029167         0.0275          44.0      ...         \n",
      "1       0.039     0.029533         0.0290         -67.0      ...         \n",
      "2       0.041     0.027167         0.0260          49.0      ...         \n",
      "3       0.031     0.025600         0.0260         -67.0      ...         \n",
      "4       0.043     0.032645         0.0310          49.0      ...         \n",
      "5       0.036     0.028207         0.0290         -66.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.373938         NaN         NaN         4127.864         4133.512   \n",
      "1  6.736527         NaN         NaN         4367.352         4362.008   \n",
      "2  6.373938         NaN         NaN         4672.920         4678.568   \n",
      "3  6.726457         NaN         NaN         4911.760         4906.408   \n",
      "4  6.364922         NaN         NaN         5217.200         5222.856   \n",
      "5       NaN     14678.0      5455.0         5455.000         5449.656   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4130.812   4127.984   4133.640            NaN       4130.812  \n",
      "1  4364.802   4367.472   4362.132            NaN       4364.802  \n",
      "2  4675.868   4673.040   4678.696            NaN       4675.868  \n",
      "3  4909.206   4911.880   4906.532            NaN       4909.206  \n",
      "4  5220.154   5217.324   5222.984            NaN       5220.154  \n",
      "5  5455.116   5455.116   5449.780            NaN       5455.116  \n",
      "\n",
      "[6 rows x 41 columns], 56:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4126.864       4132.496        1.415    0.083298   \n",
      "1    2       NaN       4368.720       4363.360        1.499    0.087651   \n",
      "2    3       NaN       4671.904       4677.544        0.675    0.090770   \n",
      "3    4       NaN       4913.120       4907.752        1.353    0.104426   \n",
      "4    5       NaN       5216.192       5221.832        0.798    0.084733   \n",
      "5    6  5456.352       5456.352       5451.000        1.400    0.092078   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.029875          0.031          -2.0      ...         \n",
      "1       0.036     0.031125          0.031           1.0      ...         \n",
      "2       0.036     0.029348          0.029           0.0      ...         \n",
      "3       0.034     0.028458          0.029          -4.0      ...         \n",
      "4       0.041     0.033250          0.034           0.0      ...         \n",
      "5       0.036     0.030652          0.031          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.401138         NaN         NaN         4126.672         4132.296   \n",
      "1  6.716418         NaN         NaN         4368.528         4363.168   \n",
      "2  6.401138         NaN         NaN         4671.720         4677.344   \n",
      "3  6.706408         NaN         NaN         4912.928         4907.560   \n",
      "4  6.401138         NaN         NaN         5216.000         5221.624   \n",
      "5       NaN     14824.0    5456.168         5456.168         5450.808   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4129.582   4126.768   4132.396            NaN       4129.582  \n",
      "1  4365.944   4368.624   4363.264            NaN       4365.944  \n",
      "2  4674.628   4671.812   4677.444            NaN       4674.628  \n",
      "3  4910.340   4913.024   4907.656            NaN       4910.340  \n",
      "4  5218.912   5216.096   5221.728            NaN       5218.912  \n",
      "5  5456.260   5456.260   5450.904            NaN       5456.260  \n",
      "\n",
      "[6 rows x 41 columns], 57:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4125.664       4131.272        1.766    0.179604   \n",
      "1    2       NaN       4369.960       4364.576        1.744    0.117347   \n",
      "2    3       NaN       4670.712       4676.328        1.616    0.182385   \n",
      "3    4       NaN       4914.360       4908.984        1.628    0.140279   \n",
      "4    5       NaN       5214.992       5220.608        1.978    0.160044   \n",
      "5    6    5457.6       5457.600       5452.224        1.668    0.146378   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030552          0.029          17.0      ...         \n",
      "1       0.036     0.029750          0.029         -24.0      ...         \n",
      "2       0.041     0.027759          0.026          17.0      ...         \n",
      "3       0.036     0.027893          0.026         -21.0      ...         \n",
      "4       0.046     0.033310          0.031          17.0      ...         \n",
      "5       0.039     0.028357          0.026         -25.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.437768         NaN         NaN         4125.432         4131.024   \n",
      "1  6.676558         NaN         NaN         4369.736         4364.344   \n",
      "2  6.428571         NaN         NaN         4670.480         4676.080   \n",
      "3  6.676558         NaN         NaN         4914.136         4908.744   \n",
      "4  6.428571         NaN         NaN         5214.760         5220.360   \n",
      "5       NaN     14975.0    5457.376         5457.376         5451.984   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4128.348   4125.548   4131.148            NaN       4128.348  \n",
      "1  4367.154   4369.848   4364.460            NaN       4367.154  \n",
      "2  4673.400   4670.596   4676.204            NaN       4673.400  \n",
      "3  4911.556   4914.248   4908.864            NaN       4911.556  \n",
      "4  5217.680   5214.876   5220.484            NaN       5217.680  \n",
      "5  5457.488   5457.488   5452.104            NaN       5457.488  \n",
      "\n",
      "[6 rows x 41 columns], 58:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4124.392       4129.968        1.493    0.082333   \n",
      "1    2       NaN       4371.128       4365.720        1.485    0.084585   \n",
      "2    3       NaN       4669.432       4675.016        1.407    0.099964   \n",
      "3    4       NaN       4915.528       4910.128        1.363    0.096196   \n",
      "4    5       NaN       5213.712       5219.296        1.627    0.102754   \n",
      "5    6   5458.76       5458.760       5453.360        1.410    0.076122   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.033565          0.034           3.0      ...         \n",
      "1       0.039     0.033391          0.034          -5.0      ...         \n",
      "2       0.039     0.031478          0.031           7.0      ...         \n",
      "3       0.034     0.029130          0.029          -6.0      ...         \n",
      "4       0.041     0.033739          0.034          11.0      ...         \n",
      "5       0.036     0.030727          0.031          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.474820         NaN         NaN         4124.208         4129.768   \n",
      "1  6.656805         NaN         NaN         4370.944         4365.536   \n",
      "2  6.465517         NaN         NaN         4669.248         4674.816   \n",
      "3  6.656805         NaN         NaN         4915.344         4909.936   \n",
      "4  6.465517         NaN         NaN         5213.528         5219.096   \n",
      "5       NaN     15126.0    5458.584         5458.584         5453.176   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4127.084   4124.300   4129.868            NaN       4127.084  \n",
      "1  4368.332   4371.036   4365.628            NaN       4368.332  \n",
      "2  4672.128   4669.340   4674.916            NaN       4672.128  \n",
      "3  4912.734   4915.436   4910.032            NaN       4912.734  \n",
      "4  5216.408   5213.620   5219.196            NaN       5216.408  \n",
      "5  5458.672   5458.672   5453.268            NaN       5458.672  \n",
      "\n",
      "[6 rows x 41 columns], 59:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4123.208       4128.752        1.723    0.209016   \n",
      "1    2       NaN       4372.392       4366.960        1.687    0.113596   \n",
      "2    3       NaN       4668.248       4673.808        1.635    0.188680   \n",
      "3    4       NaN       4916.792       4911.368        1.525    0.133299   \n",
      "4    5       NaN       5212.528       5218.088        1.861    0.170970   \n",
      "5    6  5460.032       5460.032       5454.608        1.675    0.125198   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.029207          0.026          -3.0      ...         \n",
      "1       0.036     0.028643          0.029           5.0      ...         \n",
      "2       0.039     0.027862          0.026          -4.0      ...         \n",
      "3       0.034     0.026679          0.026           1.0      ...         \n",
      "4       0.046     0.032250          0.031          -1.0      ...         \n",
      "5       0.039     0.028036          0.026         -14.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.521739         NaN         NaN         4122.976         4128.496   \n",
      "1  6.617647         NaN         NaN         4372.168         4366.728   \n",
      "2  6.502890         NaN         NaN         4668.016         4673.552   \n",
      "3  6.627393         NaN         NaN         4916.568         4911.136   \n",
      "4  6.512301         NaN         NaN         5212.304         5217.832   \n",
      "5       NaN     15279.0    5459.808         5459.808         5454.376   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4125.858   4123.092   4128.624            NaN       4125.858  \n",
      "1  4369.562   4372.280   4366.844            NaN       4369.562  \n",
      "2  4670.906   4668.132   4673.680            NaN       4670.906  \n",
      "3  4913.966   4916.680   4911.252            NaN       4913.966  \n",
      "4  5215.188   5212.416   5217.960            NaN       5215.188  \n",
      "5  5459.920   5459.920   5454.492            NaN       5459.920  \n",
      "\n",
      "[6 rows x 41 columns], 60:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4121.824       4127.328        1.804    0.139899   \n",
      "1    2       NaN       4373.608       4368.160        1.827    0.076456   \n",
      "2    3       NaN       4666.880       4672.400        1.695    0.160284   \n",
      "3    4       NaN       4918.016       4912.568        1.668    0.085310   \n",
      "4    5       NaN       5211.176       5216.696        0.988    0.139595   \n",
      "5    6  5461.248       5461.248       5455.800        1.745    0.067748   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.033500         0.0325          -3.0      ...         \n",
      "1       0.036     0.032741         0.0340          -2.0      ...         \n",
      "2       0.041     0.031964         0.0310          -1.0      ...         \n",
      "3       0.034     0.029964         0.0310           1.0      ...         \n",
      "4       0.046     0.036593         0.0360           0.0      ...         \n",
      "5       0.036     0.032222         0.0310          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.550218         NaN         NaN         4121.600         4127.096   \n",
      "1  6.598240         NaN         NaN         4373.392         4367.936   \n",
      "2  6.531205         NaN         NaN         4666.656         4672.168   \n",
      "3  6.598240         NaN         NaN         4917.792         4912.336   \n",
      "4  6.540698         NaN         NaN         5210.960         5216.464   \n",
      "5       NaN     15432.0    5461.032         5461.032         5455.576   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4124.462   4121.712   4127.212            NaN       4124.462  \n",
      "1  4370.774   4373.500   4368.048            NaN       4370.774  \n",
      "2  4669.526   4666.768   4672.284            NaN       4669.526  \n",
      "3  4915.178   4917.904   4912.452            NaN       4915.178  \n",
      "4  5213.824   5211.068   5216.580            NaN       5213.824  \n",
      "5  5461.140   5461.140   5455.688            NaN       5461.140  \n",
      "\n",
      "[6 rows x 41 columns], 61:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4120.432       4125.904        1.617    0.207035   \n",
      "1    2       NaN       4375.184       4369.712        1.663    0.119478   \n",
      "2    3       NaN       4665.496       4670.984        0.683    0.229915   \n",
      "3    4       NaN       4919.560       4914.096        1.467    0.114968   \n",
      "4    5       NaN       5209.800       5215.288        1.905    0.175631   \n",
      "5    6  5462.776       5462.776       5457.312        1.628    0.107736   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.028857         0.0260          -2.0      ...         \n",
      "1       0.036     0.027586         0.0260           1.0      ...         \n",
      "2       0.036     0.024393         0.0225           0.0      ...         \n",
      "3       0.031     0.025607         0.0260          -1.0      ...         \n",
      "4       0.046     0.033107         0.0310           3.0      ...         \n",
      "5       0.034     0.028214         0.0290          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.598240         NaN         NaN         4120.208         4125.664   \n",
      "1  6.559767         NaN         NaN         4374.952         4369.464   \n",
      "2  6.588580         NaN         NaN         4665.272         4670.736   \n",
      "3  6.550218         NaN         NaN         4919.336         4913.840   \n",
      "4  6.578947         NaN         NaN         5209.576         5215.048   \n",
      "5       NaN     15622.0    5462.552         5462.552         5457.056   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4123.052   4120.320   4125.784            NaN       4123.052  \n",
      "1  4372.328   4375.068   4369.588            NaN       4372.328  \n",
      "2  4668.122   4665.384   4670.860            NaN       4668.122  \n",
      "3  4916.708   4919.448   4913.968            NaN       4916.708  \n",
      "4  5212.428   5209.688   5215.168            NaN       5212.428  \n",
      "5  5462.664   5462.664   5457.184            NaN       5462.664  \n",
      "\n",
      "[6 rows x 41 columns], 62:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4119.088       4124.528        1.551    0.164727   \n",
      "1    2       NaN       4376.496       4371.008        1.560    0.137159   \n",
      "2    3       NaN       4664.152       4669.600        1.288    0.205528   \n",
      "3    4       NaN       4920.872       4915.384        1.501    0.119259   \n",
      "4    5       NaN       5208.456       5213.904        1.757    0.165763   \n",
      "5    6   5464.08       5464.080       5458.600        1.553    0.107561   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.032960          0.034          -1.0      ...         \n",
      "1       0.041     0.033542          0.034          -4.0      ...         \n",
      "2       0.041     0.028440          0.026           1.0      ...         \n",
      "3       0.041     0.031560          0.031          -2.0      ...         \n",
      "4       0.048     0.036440          0.036          -1.0      ...         \n",
      "5       0.041     0.033875          0.034          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.627393         NaN         NaN         4118.888         4124.320   \n",
      "1  6.540698         NaN         NaN         4376.304         4370.800   \n",
      "2  6.617647         NaN         NaN         4663.952         4669.392   \n",
      "3  6.550218         NaN         NaN         4920.672         4915.176   \n",
      "4  6.617647         NaN         NaN         5208.256         5213.696   \n",
      "5       NaN     15789.0    5463.888         5463.888         5458.392   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4121.706   4118.988   4124.424            NaN       4121.706  \n",
      "1  4373.652   4376.400   4370.904            NaN       4373.652  \n",
      "2  4666.774   4664.052   4669.496            NaN       4666.774  \n",
      "3  4918.026   4920.772   4915.280            NaN       4918.026  \n",
      "4  5211.078   5208.356   5213.800            NaN       5211.078  \n",
      "5  5463.984   5463.984   5458.496            NaN       5463.984  \n",
      "\n",
      "[6 rows x 41 columns], 63:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4117.800       4123.208        1.575    0.202118   \n",
      "1    2       NaN       4377.864       4372.368        1.647    0.121248   \n",
      "2    3       NaN       4662.864       4668.280        1.281    0.212482   \n",
      "3    4       NaN       4922.240       4916.744        0.704    0.118060   \n",
      "4    5       NaN       5207.176       5212.592        1.829    0.170447   \n",
      "5    6  5465.448       5465.448       5459.960        1.560    0.149991   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028481          0.026          -5.0      ...         \n",
      "1       0.036     0.028963          0.029          -7.0      ...         \n",
      "2       0.036     0.024111          0.021          -5.0      ...         \n",
      "3       0.031     0.026074          0.026           0.0      ...         \n",
      "4       0.046     0.033296          0.031          -1.0      ...         \n",
      "5       0.036     0.027963          0.026          -8.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.676558         NaN         NaN         4117.584         4122.976   \n",
      "1  6.531205         NaN         NaN         4377.648         4372.136   \n",
      "2  6.666667         NaN         NaN         4662.648         4668.048   \n",
      "3  6.531205         NaN         NaN         4922.024         4916.512   \n",
      "4  6.666667         NaN         NaN         5206.960         5212.360   \n",
      "5       NaN     15957.0    5465.232         5465.232         5459.728   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4120.392   4117.692   4123.092            NaN       4120.392  \n",
      "1  4375.004   4377.756   4372.252            NaN       4375.004  \n",
      "2  4665.460   4662.756   4668.164            NaN       4665.460  \n",
      "3  4919.380   4922.132   4916.628            NaN       4919.380  \n",
      "4  5209.772   5207.068   5212.476            NaN       5209.772  \n",
      "5  5465.340   5465.340   5459.844            NaN       5465.340  \n",
      "\n",
      "[6 rows x 41 columns], 64:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4116.424       4121.808        0.844    0.145903   \n",
      "1    2       NaN       4379.232       4373.728        1.624    0.072876   \n",
      "2    3       NaN       4661.488       4666.880        0.704    0.142994   \n",
      "3    4       NaN       4923.600       4918.104        1.485    0.084764   \n",
      "4    5       NaN       5205.800       5211.184        1.747    0.099693   \n",
      "5    6  5466.808       5466.808       5461.312        1.576    0.063433   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046      0.03376          0.034           0.0      ...         \n",
      "1       0.039      0.03336          0.034          -4.0      ...         \n",
      "2       0.039      0.02816          0.026           0.0      ...         \n",
      "3       0.036      0.03040          0.029          -6.0      ...         \n",
      "4       0.043      0.03628          0.036           2.0      ...         \n",
      "5       0.036      0.03224          0.031          -4.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.706408         NaN         NaN         4116.224         4121.592   \n",
      "1  6.531205         NaN         NaN         4379.032         4373.520   \n",
      "2  6.696429         NaN         NaN         4661.288         4666.664   \n",
      "3  6.531205         NaN         NaN         4923.400         4917.888   \n",
      "4  6.696429         NaN         NaN         5205.600         5210.976   \n",
      "5       NaN     16129.0    5466.608         5466.608         5461.104   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4119.012   4116.324   4121.700            NaN       4119.012  \n",
      "1  4376.378   4379.132   4373.624            NaN       4376.378  \n",
      "2  4664.080   4661.388   4666.772            NaN       4664.080  \n",
      "3  4920.748   4923.500   4917.996            NaN       4920.748  \n",
      "4  5208.390   5205.700   5211.080            NaN       5208.390  \n",
      "5  5466.708   5466.708   5461.208            NaN       5466.708  \n",
      "\n",
      "[6 rows x 41 columns], 65:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4115.128       4120.496        0.801    0.182563   \n",
      "1    2       NaN       4380.608       4375.104        1.628    0.145602   \n",
      "2    3       NaN       4660.200       4665.568        1.414    0.182814   \n",
      "3    4       NaN       4924.984       4919.472        1.514    0.150409   \n",
      "4    5       NaN       5204.512       5209.880        1.805    0.158951   \n",
      "5    6  5468.192       5468.192       5462.680        1.651    0.111999   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.029667         0.0260           0.0      ...         \n",
      "1       0.039     0.029074         0.0290         -12.0      ...         \n",
      "2       0.039     0.026000         0.0240           3.0      ...         \n",
      "3       0.036     0.026179         0.0260         -12.0      ...         \n",
      "4       0.043     0.032630         0.0310           1.0      ...         \n",
      "5       0.034     0.028357         0.0275         -10.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.736527         NaN         NaN         4114.912         4120.256   \n",
      "1  6.512301         NaN         NaN         4380.392         4374.864   \n",
      "2  6.726457         NaN         NaN         4659.984         4665.336   \n",
      "3  6.521739         NaN         NaN         4924.760         4919.240   \n",
      "4  6.726457         NaN         NaN         5204.296         5209.648   \n",
      "5       NaN     16299.0    5467.968         5467.968         5462.448   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4117.698   4115.020   4120.376            NaN       4117.698  \n",
      "1  4377.742   4380.500   4374.984            NaN       4377.742  \n",
      "2  4662.772   4660.092   4665.452            NaN       4662.772  \n",
      "3  4922.114   4924.872   4919.356            NaN       4922.114  \n",
      "4  5207.084   5204.404   5209.764            NaN       5207.084  \n",
      "5  5468.080   5468.080   5462.564            NaN       5468.080  \n",
      "\n",
      "[6 rows x 41 columns], 66:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4113.776       4119.120        1.583    0.114672   \n",
      "1    2       NaN       4381.976       4376.448        1.620    0.084070   \n",
      "2    3       NaN       4658.840       4664.192        1.378    0.078497   \n",
      "3    4       NaN       4926.344       4920.816        1.462    0.085015   \n",
      "4    5       NaN       5203.152       5208.504        1.673    0.062385   \n",
      "5    6  5469.544       5469.544       5464.024        1.518    0.094173   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.033000          0.031           3.0      ...         \n",
      "1       0.036     0.032080          0.031          -2.0      ...         \n",
      "2       0.036     0.030083          0.030           4.0      ...         \n",
      "3       0.034     0.028720          0.029          -2.0      ...         \n",
      "4       0.039     0.034833          0.034           6.0      ...         \n",
      "5       0.036     0.030625          0.031          -4.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.736527         NaN         NaN         4113.576         4118.920   \n",
      "1  6.512301         NaN         NaN         4381.776         4376.248   \n",
      "2  6.746627         NaN         NaN         4658.648         4663.984   \n",
      "3  6.512301         NaN         NaN         4926.144         4920.616   \n",
      "4  6.746627         NaN         NaN         5202.960         5208.296   \n",
      "5       NaN     16472.0    5469.352         5469.352         5463.816   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4116.348   4113.676   4119.020            NaN       4116.348  \n",
      "1  4379.112   4381.876   4376.348            NaN       4379.112  \n",
      "2  4661.416   4658.744   4664.088            NaN       4661.416  \n",
      "3  4923.480   4926.244   4920.716            NaN       4923.480  \n",
      "4  5205.728   5203.056   5208.400            NaN       5205.728  \n",
      "5  5469.448   5469.448   5463.920            NaN       5469.448  \n",
      "\n",
      "[6 rows x 41 columns], 67:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4112.528       4117.864        1.500    0.194023   \n",
      "1    2       NaN       4383.328       4377.784        1.574    0.134512   \n",
      "2    3       NaN       4657.600       4662.936        0.671    0.218141   \n",
      "3    4       NaN       4927.696       4922.152        1.421    0.119454   \n",
      "4    5       NaN       5201.920       5207.248        1.523    0.208696   \n",
      "5    6  5470.896       5470.896       5465.352        1.547    0.115408   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.028962          0.026          -2.0      ...         \n",
      "1       0.036     0.029538          0.029          -6.0      ...         \n",
      "2       0.039     0.025808          0.024           0.0      ...         \n",
      "3       0.034     0.026846          0.026         -11.0      ...         \n",
      "4       0.043     0.029423          0.026           1.0      ...         \n",
      "5       0.036     0.028769          0.029         -13.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.766917         NaN         NaN         4112.320         4117.640   \n",
      "1  6.474820         NaN         NaN         4383.120         4377.560   \n",
      "2  6.766917         NaN         NaN         4657.392         4662.712   \n",
      "3  6.474820         NaN         NaN         4927.488         4921.928   \n",
      "4  6.766917         NaN         NaN         5201.712         5207.032   \n",
      "5       NaN     16639.0    5470.688         5470.688         5465.136   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4115.088   4112.424   4117.752            NaN       4115.088  \n",
      "1  4380.448   4383.224   4377.672            NaN       4380.448  \n",
      "2  4660.160   4657.496   4662.824            NaN       4660.160  \n",
      "3  4924.816   4927.592   4922.040            NaN       4924.816  \n",
      "4  5204.478   5201.816   5207.140            NaN       5204.478  \n",
      "5  5470.792   5470.792   5465.244            NaN       5470.792  \n",
      "\n",
      "[6 rows x 41 columns], 68:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4111.184       4116.496        1.442    0.150996   \n",
      "1    2       NaN       4384.672       4379.096        1.526    0.077878   \n",
      "2    3       NaN       4656.264       4661.576        1.273    0.183718   \n",
      "3    4       NaN       4929.040       4923.464        1.359    0.090746   \n",
      "4    5       NaN       5200.584       5205.896        1.354    0.097575   \n",
      "5    6  5472.232       5472.232       5466.664        1.419    0.071788   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.033478          0.031          -2.0      ...         \n",
      "1       0.036     0.032783          0.031          -2.0      ...         \n",
      "2       0.041     0.029870          0.029           3.0      ...         \n",
      "3       0.034     0.028739          0.029          -4.0      ...         \n",
      "4       0.039     0.032318          0.031           4.0      ...         \n",
      "5       0.034     0.030391          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.787330         NaN         NaN         4111.000         4116.304   \n",
      "1  6.446991         NaN         NaN         4384.488         4378.904   \n",
      "2  6.787330         NaN         NaN         4656.080         4661.384   \n",
      "3  6.446991         NaN         NaN         4928.856         4923.272   \n",
      "4  6.787330         NaN         NaN         5200.408         5205.712   \n",
      "5       NaN     16809.0    5472.048         5472.048         5466.472   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4113.746   4111.092   4116.400            NaN       4113.746  \n",
      "1  4381.790   4384.580   4379.000            NaN       4381.790  \n",
      "2  4658.826   4656.172   4661.480            NaN       4658.826  \n",
      "3  4926.158   4928.948   4923.368            NaN       4926.158  \n",
      "4  5203.150   5200.496   5205.804            NaN       5203.150  \n",
      "5  5472.140   5472.140   5466.568            NaN       5472.140  \n",
      "\n",
      "[6 rows x 41 columns], 69:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4109.968       4115.256        1.604    0.204543   \n",
      "1    2       NaN       4386.064       4380.472        1.744    0.149287   \n",
      "2    3       NaN       4655.056       4660.344        1.412    0.200644   \n",
      "3    4       NaN       4930.416       4924.824        1.584    0.131950   \n",
      "4    5       NaN       5199.384       5204.672        1.568    0.183575   \n",
      "5    6    5473.6       5473.600       5468.016        1.650    0.138958   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030556          0.029           3.0      ...         \n",
      "1       0.039     0.030036          0.029         -12.0      ...         \n",
      "2       0.036     0.026296          0.024           4.0      ...         \n",
      "3       0.034     0.027179          0.026         -20.0      ...         \n",
      "4       0.041     0.028393          0.026           5.0      ...         \n",
      "5       0.039     0.029185          0.029         -15.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.828528         NaN         NaN         4109.752         4115.024   \n",
      "1  6.419401         NaN         NaN         4385.840         4380.232   \n",
      "2  6.828528         NaN         NaN         4654.840         4660.112   \n",
      "3  6.419401         NaN         NaN         4930.192         4924.584   \n",
      "4  6.818182         NaN         NaN         5199.160         5204.440   \n",
      "5       NaN     16976.0    5473.384         5473.384         5467.784   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4112.500   4109.860   4115.140            NaN       4112.500  \n",
      "1  4383.152   4385.952   4380.352            NaN       4383.152  \n",
      "2  4657.588   4654.948   4660.228            NaN       4657.588  \n",
      "3  4927.504   4930.304   4924.704            NaN       4927.504  \n",
      "4  5201.914   5199.272   5204.556            NaN       5201.914  \n",
      "5  5473.492   5473.492   5467.900            NaN       5473.492  \n",
      "\n",
      "[6 rows x 41 columns], 70:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4108.640       4113.896        0.718    0.084627   \n",
      "1    2       NaN       4387.416       4381.800        1.533    0.087334   \n",
      "2    3       NaN       4653.712       4658.976        1.203    0.116164   \n",
      "3    4       NaN       4931.752       4926.144        1.379    0.094325   \n",
      "4    5       NaN       5198.040       5203.304        0.643    0.109860   \n",
      "5    6  5474.936       5474.936       5469.336        0.742    0.079183   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.029917          0.031           0.0      ...         \n",
      "1       0.036     0.031958          0.031          -4.0      ...         \n",
      "2       0.034     0.027217          0.026          -1.0      ...         \n",
      "3       0.034     0.028750          0.029          -1.0      ...         \n",
      "4       0.036     0.027957          0.026           0.0      ...         \n",
      "5       0.039     0.030917          0.031           0.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.859756         NaN         NaN         4108.448         4113.696   \n",
      "1  6.401138         NaN         NaN         4387.224         4381.600   \n",
      "2  6.859756         NaN         NaN         4653.528         4658.776   \n",
      "3  6.410256         NaN         NaN         4931.560         4925.944   \n",
      "4  6.859756         NaN         NaN         5197.856         5203.104   \n",
      "5       NaN     17146.0    5474.744         5474.744         5469.136   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4111.170   4108.544   4113.796            NaN       4111.170  \n",
      "1  4384.510   4387.320   4381.700            NaN       4384.510  \n",
      "2  4656.248   4653.620   4658.876            NaN       4656.248  \n",
      "3  4928.850   4931.656   4926.044            NaN       4928.850  \n",
      "4  5200.576   5197.948   5203.204            NaN       5200.576  \n",
      "5  5474.840   5474.840   5469.236            NaN       5474.840  \n",
      "\n",
      "[6 rows x 41 columns], 71:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4107.416       4112.656        1.728    0.226309   \n",
      "1    2       NaN       4388.824       4383.200        1.777    0.133723   \n",
      "2    3       NaN       4652.504       4657.736        1.561    0.224044   \n",
      "3    4       NaN       4933.168       4927.552        1.583    0.156343   \n",
      "4    5       NaN       5196.832       5202.072        1.693    0.197038   \n",
      "5    6  5476.352       5476.352       5470.736        1.691    0.131791   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.029759          0.026          30.0      ...         \n",
      "1       0.039     0.029345          0.029         -53.0      ...         \n",
      "2       0.041     0.026500          0.024          33.0      ...         \n",
      "3       0.034     0.026586          0.026         -48.0      ...         \n",
      "4       0.039     0.027967          0.026          34.0      ...         \n",
      "5       0.036     0.028207          0.026         -49.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4107.184         4112.400   \n",
      "1  6.382979         NaN         NaN         4388.592         4382.952   \n",
      "2  6.891271         NaN         NaN         4652.264         4657.488   \n",
      "3  6.392045         NaN         NaN         4932.936         4927.304   \n",
      "4  6.891271         NaN         NaN         5196.592         5201.816   \n",
      "5       NaN     17318.0     5476.12         5476.120         5470.488   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4109.914   4107.300   4112.528            NaN       4109.914  \n",
      "1  4385.892   4388.708   4383.076            NaN       4385.892  \n",
      "2  4654.998   4652.384   4657.612            NaN       4654.998  \n",
      "3  4930.240   4933.052   4927.428            NaN       4930.240  \n",
      "4  5199.328   5196.712   5201.944            NaN       5199.328  \n",
      "5  5476.236   5476.236   5470.612            NaN       5476.236  \n",
      "\n",
      "[6 rows x 41 columns], 72:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4106.040       4111.264        1.443    0.100141   \n",
      "1    2       NaN       4390.120       4384.488        0.767    0.077430   \n",
      "2    3       NaN       4651.144       4656.368        0.645    0.123555   \n",
      "3    4       NaN       4934.464       4928.832        0.698    0.092537   \n",
      "4    5       NaN       5195.480       5200.712        0.660    0.099862   \n",
      "5    6  5477.648       5477.648       5472.016        1.522    0.049083   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030708         0.0310           2.0      ...         \n",
      "1       0.036     0.031958         0.0310           0.0      ...         \n",
      "2       0.031     0.026875         0.0275           0.0      ...         \n",
      "3       0.034     0.029083         0.0290           0.0      ...         \n",
      "4       0.034     0.028696         0.0290           0.0      ...         \n",
      "5       0.034     0.030120         0.0310          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4105.848         4111.064   \n",
      "1  6.373938         NaN         NaN         4389.928         4384.280   \n",
      "2  6.901840         NaN         NaN         4650.952         4656.168   \n",
      "3  6.373938         NaN         NaN         4934.272         4928.624   \n",
      "4  6.901840         NaN         NaN         5195.296         5200.512   \n",
      "5       NaN     17484.0    5477.448         5477.448         5471.816   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4108.554   4105.944   4111.164            NaN       4108.554  \n",
      "1  4387.204   4390.024   4384.384            NaN       4387.204  \n",
      "2  4653.658   4651.048   4656.268            NaN       4653.658  \n",
      "3  4931.548   4934.368   4928.728            NaN       4931.548  \n",
      "4  5198.000   5195.388   5200.612            NaN       5198.000  \n",
      "5  5477.548   5477.548   5471.916            NaN       5477.548  \n",
      "\n",
      "[6 rows x 41 columns], 73:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4104.920       4110.128        1.273    0.194252   \n",
      "1    2       NaN       4391.536       4385.888        1.406    0.123197   \n",
      "2    3       NaN       4650.024       4655.240        1.158    0.174208   \n",
      "3    4       NaN       4935.856       4930.208        1.244    0.107758   \n",
      "4    5       NaN       5194.368       5199.584        1.213    0.200624   \n",
      "5    6  5479.016       5479.016       5473.376        1.335    0.088339   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.027621          0.026          57.0      ...         \n",
      "1       0.036     0.027871          0.029         -72.0      ...         \n",
      "2       0.034     0.023967          0.024          56.0      ...         \n",
      "3       0.034     0.025581          0.026         -72.0      ...         \n",
      "4       0.041     0.025966          0.024          55.0      ...         \n",
      "5       0.034     0.026774          0.026         -70.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4104.688         4109.880   \n",
      "1  6.346968         NaN         NaN         4391.288         4385.616   \n",
      "2  6.912442         NaN         NaN         4649.784         4654.992   \n",
      "3  6.355932         NaN         NaN         4935.608         4929.944   \n",
      "4  6.923077         NaN         NaN         5194.136         5199.336   \n",
      "5       NaN     17649.0    5478.768         5478.768         5473.112   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4107.404   4104.804   4110.004            NaN       4107.404  \n",
      "1  4388.582   4391.412   4385.752            NaN       4388.582  \n",
      "2  4652.510   4649.904   4655.116            NaN       4652.510  \n",
      "3  4932.904   4935.732   4930.076            NaN       4932.904  \n",
      "4  5196.856   5194.252   5199.460            NaN       5196.856  \n",
      "5  5478.892   5478.892   5473.244            NaN       5478.892  \n",
      "\n",
      "[6 rows x 41 columns], 74:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4103.728       4108.920        0.820    0.095745   \n",
      "1    2       NaN       4392.792       4387.128        1.780    0.088538   \n",
      "2    3       NaN       4648.824       4654.024        1.477    0.108976   \n",
      "3    4       NaN       4937.104       4931.448        1.564    0.105634   \n",
      "4    5       NaN       5193.168       5198.368        1.521    0.092164   \n",
      "5    6  5480.256       5480.256       5474.608        1.732    0.090298   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030370         0.0310           0.0      ...         \n",
      "1       0.039     0.032571         0.0325          -2.0      ...         \n",
      "2       0.034     0.027815         0.0290          -1.0      ...         \n",
      "3       0.034     0.028214         0.0290          -2.0      ...         \n",
      "4       0.034     0.028296         0.0290          -1.0      ...         \n",
      "5       0.039     0.031143         0.0310          -4.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.944444         NaN         NaN         4103.512         4108.696   \n",
      "1  6.346968         NaN         NaN         4392.568         4386.896   \n",
      "2  6.933744         NaN         NaN         4648.608         4653.800   \n",
      "3  6.346968         NaN         NaN         4936.880         4931.208   \n",
      "4  6.933744         NaN         NaN         5192.952         5198.144   \n",
      "5       NaN     17807.0    5480.032         5480.032         5474.376   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4106.214   4103.620   4108.808            NaN       4106.214  \n",
      "1  4389.846   4392.680   4387.012            NaN       4389.846  \n",
      "2  4651.314   4648.716   4653.912            NaN       4651.314  \n",
      "3  4934.160   4936.992   4931.328            NaN       4934.160  \n",
      "4  5195.658   5193.060   5198.256            NaN       5195.658  \n",
      "5  5480.144   5480.144   5474.492            NaN       5480.144  \n",
      "\n",
      "[6 rows x 41 columns], 75:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4102.616       4107.792        1.264    0.166773   \n",
      "1    2       NaN       4394.048       4388.384        1.638    0.068772   \n",
      "2    3       NaN       4647.712       4652.904        1.062    0.188137   \n",
      "3    4       NaN       4938.368       4932.704        1.535    0.090773   \n",
      "4    5       NaN       5192.064       5197.256        1.159    0.195014   \n",
      "5    6  5481.528       5481.528       5475.864        1.678    0.090121   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.027000          0.026          54.0      ...         \n",
      "1       0.031     0.026034          0.026          -4.0      ...         \n",
      "2       0.034     0.023586          0.021          56.0      ...         \n",
      "3       0.031     0.023367          0.024         -12.0      ...         \n",
      "4       0.036     0.025207          0.024          55.0      ...         \n",
      "5       0.031     0.025933          0.026          -6.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.955178         NaN         NaN         4102.384         4107.560   \n",
      "1  6.329114         NaN         NaN         4393.816         4388.128   \n",
      "2  6.944444         NaN         NaN         4647.480         4652.664   \n",
      "3  6.338028         NaN         NaN         4938.128         4932.448   \n",
      "4  6.944444         NaN         NaN         5191.832         5197.016   \n",
      "5       NaN     17964.0    5481.288         5481.288         5475.608   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4105.088   4102.500   4107.676            NaN       4105.088  \n",
      "1  4391.094   4393.932   4388.256            NaN       4391.094  \n",
      "2  4650.190   4647.596   4652.784            NaN       4650.190  \n",
      "3  4935.412   4938.248   4932.576            NaN       4935.412  \n",
      "4  5194.542   5191.948   5197.136            NaN       5194.542  \n",
      "5  5481.408   5481.408   5475.736            NaN       5481.408  \n",
      "\n",
      "[6 rows x 41 columns], 76:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4101.448       4106.624        1.293    0.087944   \n",
      "1    2       NaN       4395.240       4389.568        1.369    0.093049   \n",
      "2    3       NaN       4646.544       4651.720        1.104    0.125315   \n",
      "3    4       NaN       4939.552       4933.880        1.276    0.093235   \n",
      "4    5       NaN       5190.896       5196.072        1.236    0.097503   \n",
      "5    6  5482.704       5482.704       5477.040        1.374    0.068546   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.029727         0.0300          -3.0      ...         \n",
      "1       0.036     0.032182         0.0325          -1.0      ...         \n",
      "2       0.031     0.025545         0.0260          -3.0      ...         \n",
      "3       0.034     0.028435         0.0290          -2.0      ...         \n",
      "4       0.031     0.027826         0.0290          -2.0      ...         \n",
      "5       0.034     0.030087         0.0310          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.976744         NaN         NaN         4101.272         4106.432   \n",
      "1  6.329114         NaN         NaN         4395.064         4389.376   \n",
      "2  6.965944         NaN         NaN         4646.368         4651.536   \n",
      "3  6.338028         NaN         NaN         4939.368         4933.688   \n",
      "4  6.955178         NaN         NaN         5190.712         5195.888   \n",
      "5       NaN     18118.0     5482.52         5482.520         5476.848   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4103.944   4101.360   4106.528            NaN       4103.944  \n",
      "1  4392.312   4395.152   4389.472            NaN       4392.312  \n",
      "2  4649.042   4646.456   4651.628            NaN       4649.042  \n",
      "3  4936.622   4939.460   4933.784            NaN       4936.622  \n",
      "4  5193.392   5190.804   5195.980            NaN       5193.392  \n",
      "5  5482.612   5482.612   5476.944            NaN       5482.612  \n",
      "\n",
      "[6 rows x 41 columns], 77:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4100.336       4105.504        1.449    0.189286   \n",
      "1    2       NaN       4396.528       4390.840        1.351    0.108786   \n",
      "2    3       NaN       4645.440       4650.608        1.151    0.221996   \n",
      "3    4       NaN       4940.840       4935.160        1.136    0.115233   \n",
      "4    5       NaN       5189.792       5194.968        1.261    0.200708   \n",
      "5    6  5483.992       5483.992       5478.312        1.226    0.136926   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028481          0.026          46.0      ...         \n",
      "1       0.031     0.027724          0.029         -62.0      ...         \n",
      "2       0.036     0.023704          0.021          49.0      ...         \n",
      "3       0.031     0.024897          0.024         -66.0      ...         \n",
      "4       0.039     0.026481          0.026          50.0      ...         \n",
      "5       0.034     0.026759          0.026         -66.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.987578         NaN         NaN         4100.120         4105.272   \n",
      "1  6.320225         NaN         NaN         4396.296         4390.600   \n",
      "2  6.987578         NaN         NaN         4645.224         4650.376   \n",
      "3  6.329114         NaN         NaN         4940.608         4934.920   \n",
      "4  6.976744         NaN         NaN         5189.576         5194.736   \n",
      "5       NaN     18273.0     5483.76         5483.760         5478.072   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4102.808   4100.228   4105.388            NaN       4102.808  \n",
      "1  4393.566   4396.412   4390.720            NaN       4393.566  \n",
      "2  4647.912   4645.332   4650.492            NaN       4647.912  \n",
      "3  4937.882   4940.724   4935.040            NaN       4937.882  \n",
      "4  5192.268   5189.684   5194.852            NaN       5192.268  \n",
      "5  5483.876   5483.876   5478.192            NaN       5483.876  \n",
      "\n",
      "[6 rows x 41 columns], 78:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4099.184       4104.344        0.654    0.096318   \n",
      "1    2       NaN       4397.720       4392.032        1.360    0.072853   \n",
      "2    3       NaN       4644.280       4649.440        1.033    0.095814   \n",
      "3    4       NaN       4942.032       4936.344        1.263    0.091515   \n",
      "4    5       NaN       5188.632       5193.792        1.238    0.113178   \n",
      "5    6  5485.184       5485.184       5479.496        1.380    0.093070   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.029727          0.031           0.0      ...         \n",
      "1       0.036     0.031227          0.031          -2.0      ...         \n",
      "2       0.031     0.025048          0.026          -3.0      ...         \n",
      "3       0.034     0.028636          0.029          -4.0      ...         \n",
      "4       0.034     0.028636          0.029          -1.0      ...         \n",
      "5       0.036     0.030217          0.031          -4.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.987578         NaN         NaN         4099.008         4104.160   \n",
      "1  6.311360         NaN         NaN         4397.544         4391.840   \n",
      "2  6.998445         NaN         NaN         4644.112         4649.256   \n",
      "3  6.311360         NaN         NaN         4941.856         4936.152   \n",
      "4  6.987578         NaN         NaN         5188.456         5193.608   \n",
      "5       NaN     18428.0      5485.0         5485.000         5479.304   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4101.674   4099.096   4104.252            NaN       4101.674  \n",
      "1  4394.784   4397.632   4391.936            NaN       4394.784  \n",
      "2  4646.772   4644.196   4649.348            NaN       4646.772  \n",
      "3  4939.096   4941.944   4936.248            NaN       4939.096  \n",
      "4  5191.122   5188.544   5193.700            NaN       5191.122  \n",
      "5  5485.092   5485.092   5479.400            NaN       5485.092  \n",
      "\n",
      "[6 rows x 41 columns], 79:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4098.088       4103.240        1.614    0.190700   \n",
      "1    2       NaN       4399.008       4393.304        1.685    0.125439   \n",
      "2    3       NaN       4643.192       4648.344        1.326    0.227714   \n",
      "3    4       NaN       4943.312       4937.616        1.476    0.165069   \n",
      "4    5       NaN       5187.544       5192.704        1.558    0.206902   \n",
      "5    6  5486.456       5486.456       5480.760        1.460    0.119876   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.029778          0.029          32.0      ...         \n",
      "1       0.036     0.028464          0.029         -49.0      ...         \n",
      "2       0.039     0.024926          0.024          37.0      ...         \n",
      "3       0.034     0.026143          0.025         -51.0      ...         \n",
      "4       0.041     0.028370          0.026          34.0      ...         \n",
      "5       0.034     0.028481          0.029         -55.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.009346         NaN         NaN         4097.872         4103.008   \n",
      "1  6.302521         NaN         NaN         4398.784         4393.072   \n",
      "2  7.009346         NaN         NaN         4642.976         4648.112   \n",
      "3  6.302521         NaN         NaN         4943.088         4937.376   \n",
      "4  6.998445         NaN         NaN         5187.328         5192.472   \n",
      "5       NaN     18583.0     5486.24         5486.240         5480.528   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4100.552   4097.980   4103.124            NaN       4100.552  \n",
      "1  4396.042   4398.896   4393.188            NaN       4396.042  \n",
      "2  4645.656   4643.084   4648.228            NaN       4645.656  \n",
      "3  4940.348   4943.200   4937.496            NaN       4940.348  \n",
      "4  5190.012   5187.436   5192.588            NaN       5190.012  \n",
      "5  5486.348   5486.348   5480.644            NaN       5486.348  \n",
      "\n",
      "[6 rows x 41 columns], 80:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4096.872       4102.016        0.685    0.096990   \n",
      "1    2       NaN       4400.232       4394.520        1.539    0.074209   \n",
      "2    3       NaN       4642.000       4647.144        1.170    0.097874   \n",
      "3    4       NaN       4944.536       4938.824        1.463    0.088755   \n",
      "4    5       NaN       5186.360       5191.504        1.366    0.078435   \n",
      "5    6   5487.68       5487.680       5481.976        1.481    0.083790   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.029783          0.029           0.0      ...         \n",
      "1       0.036     0.030520          0.031          -3.0      ...         \n",
      "2       0.031     0.024500          0.024          -1.0      ...         \n",
      "3       0.034     0.029360          0.029          -1.0      ...         \n",
      "4       0.036     0.028667          0.029           2.0      ...         \n",
      "5       0.036     0.030875          0.031          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.020281         NaN         NaN         4096.688         4101.816   \n",
      "1  6.293706         NaN         NaN         4400.032         4394.312   \n",
      "2  7.009346         NaN         NaN         4641.808         4646.944   \n",
      "3  6.293706         NaN         NaN         4944.336         4938.616   \n",
      "4  7.009346         NaN         NaN         5186.168         5191.304   \n",
      "5       NaN     18739.0    5487.488         5487.488         5481.768   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4099.348   4096.780   4101.916            NaN       4099.348  \n",
      "1  4397.274   4400.132   4394.416            NaN       4397.274  \n",
      "2  4644.474   4641.904   4647.044            NaN       4644.474  \n",
      "3  4941.578   4944.436   4938.720            NaN       4941.578  \n",
      "4  5188.834   5186.264   5191.404            NaN       5188.834  \n",
      "5  5487.584   5487.584   5481.872            NaN       5487.584  \n",
      "\n",
      "[6 rows x 41 columns], 81:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4095.736       4100.872        1.833    0.191213   \n",
      "1    2       NaN       4401.632       4395.928        1.973    0.130015   \n",
      "2    3       NaN       4640.864       4646.000        1.525    0.218105   \n",
      "3    4       NaN       4945.928       4940.216        1.876    0.122787   \n",
      "4    5       NaN       5185.232       5190.368        1.799    0.185618   \n",
      "5    6  5489.064       5489.064       5483.352        1.882    0.155517   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.028387          0.026          18.0      ...         \n",
      "1       0.039     0.028848          0.029         -47.0      ...         \n",
      "2       0.039     0.024452          0.021          21.0      ...         \n",
      "3       0.034     0.026441          0.026         -49.0      ...         \n",
      "4       0.043     0.028323          0.026          24.0      ...         \n",
      "5       0.036     0.027515          0.026         -48.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.020281         NaN         NaN         4095.488         4100.616   \n",
      "1  6.284916         NaN         NaN         4401.368         4395.640   \n",
      "2  7.020281         NaN         NaN         4640.616         4645.744   \n",
      "3  6.284916         NaN         NaN         4945.656         4939.928   \n",
      "4  7.020281         NaN         NaN         5184.984         5190.112   \n",
      "5       NaN     18903.0      5488.8         5488.800         5483.072   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4098.178   4095.612   4100.744            NaN       4098.178  \n",
      "1  4398.642   4401.500   4395.784            NaN       4398.642  \n",
      "2  4643.306   4640.740   4645.872            NaN       4643.306  \n",
      "3  4942.932   4945.792   4940.072            NaN       4942.932  \n",
      "4  5187.674   5185.108   5190.240            NaN       5187.674  \n",
      "5  5488.932   5488.932   5483.212            NaN       5488.932  \n",
      "\n",
      "[6 rows x 41 columns], 82:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4094.504       4099.632        1.378    0.104607   \n",
      "1    2       NaN       4402.896       4397.192        1.522    0.065346   \n",
      "2    3       NaN       4639.632       4644.760        1.137    0.118050   \n",
      "3    4       NaN       4947.184       4941.480        1.369    0.091282   \n",
      "4    5       NaN       5183.992       5189.120        1.362    0.081662   \n",
      "5    6   5490.32       5490.320       5484.608        1.432    0.062931   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030087          0.031          -1.0      ...         \n",
      "1       0.034     0.031542          0.031          -2.0      ...         \n",
      "2       0.034     0.024167          0.024          -2.0      ...         \n",
      "3       0.034     0.028458          0.029          -2.0      ...         \n",
      "4       0.036     0.028500          0.029          -2.0      ...         \n",
      "5       0.034     0.029125          0.029          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.042254         NaN         NaN         4094.320         4099.432   \n",
      "1  6.293706         NaN         NaN         4402.704         4396.984   \n",
      "2  7.031250         NaN         NaN         4639.440         4644.560   \n",
      "3  6.293706         NaN         NaN         4946.992         4941.272   \n",
      "4  7.031250         NaN         NaN         5183.800         5188.920   \n",
      "5       NaN     19069.0    5490.128         5490.128         5484.400   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4096.972   4094.412   4099.532            NaN       4096.972  \n",
      "1  4399.944   4402.800   4397.088            NaN       4399.944  \n",
      "2  4642.098   4639.536   4644.660            NaN       4642.098  \n",
      "3  4944.232   4947.088   4941.376            NaN       4944.232  \n",
      "4  5186.458   5183.896   5189.020            NaN       5186.458  \n",
      "5  5490.224   5490.224   5484.504            NaN       5490.224  \n",
      "\n",
      "[6 rows x 41 columns], 83:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4093.376       4098.504        1.844    0.208134   \n",
      "1    2       NaN       4404.224       4398.544        1.975    0.145278   \n",
      "2    3       NaN       4638.504       4643.632        1.527    0.208115   \n",
      "3    4       NaN       4948.520       4942.824        1.810    0.134887   \n",
      "4    5       NaN       5182.872       5188.000        1.801    0.185744   \n",
      "5    6  5491.656       5491.656       5485.960        1.930    0.130534   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.029677          0.026           5.0      ...         \n",
      "1       0.039     0.029030          0.029         -45.0      ...         \n",
      "2       0.036     0.024742          0.024           5.0      ...         \n",
      "3       0.034     0.026091          0.026         -43.0      ...         \n",
      "4       0.041     0.028871          0.029           7.0      ...         \n",
      "5       0.039     0.028545          0.029         -47.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.042254         NaN         NaN         4093.128         4098.240   \n",
      "1  6.320225         NaN         NaN         4403.960         4398.264   \n",
      "2  7.042254         NaN         NaN         4638.256         4643.368   \n",
      "3  6.302521         NaN         NaN         4948.256         4942.544   \n",
      "4  7.042254         NaN         NaN         5182.624         5187.736   \n",
      "5       NaN     19227.0    5491.392         5491.392         5485.680   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4095.812   4093.252   4098.372            NaN       4095.812  \n",
      "1  4401.248   4404.092   4398.404            NaN       4401.248  \n",
      "2  4640.940   4638.380   4643.500            NaN       4640.940  \n",
      "3  4945.536   4948.388   4942.684            NaN       4945.536  \n",
      "4  5185.308   5182.748   5187.868            NaN       5185.308  \n",
      "5  5491.524   5491.524   5485.820            NaN       5491.524  \n",
      "\n",
      "[6 rows x 41 columns], 84:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4092.128       4097.256        0.736    0.101675   \n",
      "1    2       NaN       4405.488       4399.816        1.487    0.074704   \n",
      "2    3       NaN       4637.248       4642.376        0.561    0.108939   \n",
      "3    4       NaN       4949.776       4944.104        1.362    0.073823   \n",
      "4    5       NaN       5181.624       5186.744        0.679    0.085051   \n",
      "5    6  5492.912       5492.912       5487.232        1.452    0.070718   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030667          0.031           0.0      ...         \n",
      "1       0.034     0.030833          0.031          -2.0      ...         \n",
      "2       0.034     0.023375          0.024           0.0      ...         \n",
      "3       0.031     0.029000          0.029          -2.0      ...         \n",
      "4       0.036     0.028292          0.029           0.0      ...         \n",
      "5       0.036     0.030542          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.031250         NaN         NaN         4091.936         4097.056   \n",
      "1  6.329114         NaN         NaN         4405.296         4399.608   \n",
      "2  7.031250         NaN         NaN         4637.056         4642.176   \n",
      "3  6.329114         NaN         NaN         4949.584         4943.896   \n",
      "4  7.042254         NaN         NaN         5181.432         5186.544   \n",
      "5       NaN     19393.0     5492.72         5492.720         5487.024   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4094.594   4092.032   4097.156            NaN       4094.594  \n",
      "1  4402.552   4405.392   4399.712            NaN       4402.552  \n",
      "2  4639.714   4637.152   4642.276            NaN       4639.714  \n",
      "3  4946.840   4949.680   4944.000            NaN       4946.840  \n",
      "4  5184.086   5181.528   5186.644            NaN       5184.086  \n",
      "5  5492.816   5492.816   5487.128            NaN       5492.816  \n",
      "\n",
      "[6 rows x 41 columns], 85:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4090.968       4096.096        1.797    0.198357   \n",
      "1    2       NaN       4406.832       4401.176        1.863    0.132818   \n",
      "2    3       NaN       4636.096       4641.224        1.489    0.226871   \n",
      "3    4       NaN       4951.128       4945.464        1.723    0.156288   \n",
      "4    5       NaN       5180.472       5185.592        1.656    0.197260   \n",
      "5    6  5494.264       5494.264       5488.592        1.830    0.130064   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.029033          0.026          25.0      ...         \n",
      "1       0.039     0.029733          0.029         -43.0      ...         \n",
      "2       0.036     0.024633          0.024          22.0      ...         \n",
      "3       0.036     0.027000          0.026         -45.0      ...         \n",
      "4       0.041     0.028414          0.026          34.0      ...         \n",
      "5       0.039     0.028419          0.026         -47.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.042254         NaN         NaN         4090.728         4095.840   \n",
      "1  6.338028         NaN         NaN         4406.592         4400.912   \n",
      "2  7.042254         NaN         NaN         4635.856         4640.968   \n",
      "3  6.338028         NaN         NaN         4950.880         4945.200   \n",
      "4  7.053292         NaN         NaN         5180.240         5185.344   \n",
      "5       NaN     19555.0    5494.016         5494.016         5488.328   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4093.408   4090.848   4095.968            NaN       4093.408  \n",
      "1  4403.878   4406.712   4401.044            NaN       4403.878  \n",
      "2  4638.536   4635.976   4641.096            NaN       4638.536  \n",
      "3  4948.168   4951.004   4945.332            NaN       4948.168  \n",
      "4  5182.912   5180.356   5185.468            NaN       5182.912  \n",
      "5  5494.140   5494.140   5488.460            NaN       5494.140  \n",
      "\n",
      "[6 rows x 41 columns], 86:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4089.688       4094.824        1.357    0.095577   \n",
      "1    2       NaN       4408.072       4402.416        1.501    0.082598   \n",
      "2    3       NaN       4634.840       4639.976        1.114    0.108736   \n",
      "3    4       NaN       4952.352       4946.704        1.319    0.073066   \n",
      "4    5       NaN       5179.240       5184.360        1.398    0.094325   \n",
      "5    6  5495.488       5495.488       5489.832        1.433    0.068942   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.029565          0.029          -2.0      ...         \n",
      "1       0.036     0.031125          0.031          -2.0      ...         \n",
      "2       0.034     0.024739          0.024           3.0      ...         \n",
      "3       0.034     0.028957          0.029          -3.0      ...         \n",
      "4       0.036     0.028750          0.029          -4.0      ...         \n",
      "5       0.034     0.029583          0.029           1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.020281         NaN         NaN         4089.504         4094.632   \n",
      "1  6.355932         NaN         NaN         4407.880         4402.216   \n",
      "2  7.020281         NaN         NaN         4634.656         4639.784   \n",
      "3  6.355932         NaN         NaN         4952.168         4946.504   \n",
      "4  7.031250         NaN         NaN         5179.048         5184.168   \n",
      "5       NaN     19715.0    5495.296         5495.296         5489.632   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4092.162   4089.596   4094.728            NaN       4092.162  \n",
      "1  4405.146   4407.976   4402.316            NaN       4405.146  \n",
      "2  4637.314   4634.748   4639.880            NaN       4637.314  \n",
      "3  4949.432   4952.260   4946.604            NaN       4949.432  \n",
      "4  5181.704   5179.144   5184.264            NaN       5181.704  \n",
      "5  5495.392   5495.392   5489.732            NaN       5495.392  \n",
      "\n",
      "[6 rows x 41 columns], 87:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4088.544       4093.688        1.642    0.189674   \n",
      "1    2       NaN       4409.408       4403.768        1.645    0.117093   \n",
      "2    3       NaN       4633.704       4638.840        1.363    0.244482   \n",
      "3    4       NaN       4953.680       4948.040        1.508    0.123779   \n",
      "4    5       NaN       5178.104       5183.232        1.579    0.192999   \n",
      "5    6    5496.8       5496.800       5491.152        1.597    0.123801   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.028643         0.0260          36.0      ...         \n",
      "1       0.036     0.027893         0.0260         -53.0      ...         \n",
      "2       0.039     0.025000         0.0225          32.0      ...         \n",
      "3       0.034     0.026000         0.0260         -47.0      ...         \n",
      "4       0.043     0.028071         0.0260          37.0      ...         \n",
      "5       0.036     0.027429         0.0260         -51.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.020281         NaN         NaN         4088.320         4093.448   \n",
      "1  6.364922         NaN         NaN         4409.184         4403.528   \n",
      "2  7.020281         NaN         NaN         4633.480         4638.608   \n",
      "3  6.364922         NaN         NaN         4953.456         4947.800   \n",
      "4  7.031250         NaN         NaN         5177.880         5183.000   \n",
      "5       NaN     19875.0    5496.576         5496.576         5490.912   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4091.000   4088.432   4093.568            NaN       4091.000  \n",
      "1  4406.472   4409.296   4403.648            NaN       4406.472  \n",
      "2  4636.158   4633.592   4638.724            NaN       4636.158  \n",
      "3  4950.744   4953.568   4947.920            NaN       4950.744  \n",
      "4  5180.554   5177.992   5183.116            NaN       5180.554  \n",
      "5  5496.688   5496.688   5491.032            NaN       5496.688  \n",
      "\n",
      "[6 rows x 41 columns], 88:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4087.248       4092.392        1.502    0.081043   \n",
      "1    2       NaN       4410.592       4404.960        1.569    0.096697   \n",
      "2    3       NaN       4632.400       4637.544        1.195    0.100490   \n",
      "3    4       NaN       4954.856       4949.224        1.438    0.088160   \n",
      "4    5       NaN       5176.800       5181.944        1.362    0.081131   \n",
      "5    6  5497.984       5497.984       5492.344        1.541    0.088281   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030160          0.031          -2.0      ...         \n",
      "1       0.041     0.031520          0.031          -1.0      ...         \n",
      "2       0.034     0.024160          0.024          -1.0      ...         \n",
      "3       0.034     0.028960          0.029          -2.0      ...         \n",
      "4       0.036     0.028833          0.029          -1.0      ...         \n",
      "5       0.034     0.029808          0.029          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.009346         NaN         NaN         4087.048         4092.184   \n",
      "1  6.373938         NaN         NaN         4410.392         4404.744   \n",
      "2  6.998445         NaN         NaN         4632.200         4637.344   \n",
      "3  6.373938         NaN         NaN         4954.656         4949.008   \n",
      "4  7.009346         NaN         NaN         5176.608         5181.744   \n",
      "5       NaN     20025.0    5497.776         5497.776         5492.128   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4089.718   4087.148   4092.288            NaN       4089.718  \n",
      "1  4407.672   4410.492   4404.852            NaN       4407.672  \n",
      "2  4634.872   4632.300   4637.444            NaN       4634.872  \n",
      "3  4951.936   4954.756   4949.116            NaN       4951.936  \n",
      "4  5179.274   5176.704   5181.844            NaN       5179.274  \n",
      "5  5497.880   5497.880   5492.236            NaN       5497.880  \n",
      "\n",
      "[6 rows x 41 columns], 89:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4086.088       4091.256        1.494    0.195865   \n",
      "1    2       NaN       4412.040       4406.424        1.567    0.109605   \n",
      "2    3       NaN       4631.256       4636.424        1.140    0.187201   \n",
      "3    4       NaN       4956.296       4950.680        1.393    0.133235   \n",
      "4    5       NaN       5175.664       5180.832        1.327    0.172605   \n",
      "5    6  5499.416       5499.416       5493.784        1.486    0.110027   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.027929          0.026          47.0      ...         \n",
      "1       0.036     0.028433          0.029         -66.0      ...         \n",
      "2       0.034     0.022929          0.021          49.0      ...         \n",
      "3       0.036     0.026000          0.026         -67.0      ...         \n",
      "4       0.039     0.026821          0.025          50.0      ...         \n",
      "5       0.036     0.027900          0.026         -67.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.976744         NaN         NaN         4085.864         4091.024   \n",
      "1  6.382979         NaN         NaN         4411.800         4406.160   \n",
      "2  6.976744         NaN         NaN         4631.032         4636.192   \n",
      "3  6.382979         NaN         NaN         4956.056         4950.416   \n",
      "4  6.987578         NaN         NaN         5175.440         5180.592   \n",
      "5       NaN     20200.0    5499.176         5499.176         5493.528   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4088.558   4085.976   4091.140            NaN       4088.558  \n",
      "1  4409.106   4411.920   4406.292            NaN       4409.106  \n",
      "2  4633.726   4631.144   4636.308            NaN       4633.726  \n",
      "3  4953.362   4956.176   4950.548            NaN       4953.362  \n",
      "4  5178.132   5175.552   5180.712            NaN       5178.132  \n",
      "5  5499.296   5499.296   5493.656            NaN       5499.296  \n",
      "\n",
      "[6 rows x 41 columns], 90:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4084.904       4090.096        7.123    0.244223   \n",
      "1    2       NaN       4413.248       4407.640        8.328    0.208654   \n",
      "2    3       NaN       4630.072       4635.264        7.884    0.260982   \n",
      "3    4       NaN       4957.504       4951.896        9.069    0.208148   \n",
      "4    5       NaN       5174.488       5179.672        8.591    0.258757   \n",
      "5    6  5500.616       5500.616       5495.000       10.023    0.214397   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.273     0.225385         0.2540          -1.0      ...         \n",
      "1       0.303     0.253852         0.2780          -1.0      ...         \n",
      "2       0.320     0.258385         0.2950          -1.0      ...         \n",
      "3       0.329     0.280815         0.3150          -1.0      ...         \n",
      "4       0.347     0.279385         0.3185          -1.0      ...         \n",
      "5       0.381     0.311593         0.3490          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.944444         NaN         NaN         4084.696         4089.880   \n",
      "1  6.410256         NaN         NaN         4413.032         4407.416   \n",
      "2  6.955178         NaN         NaN         4629.864         4635.040   \n",
      "3  6.401138         NaN         NaN         4957.288         4951.664   \n",
      "4  6.955178         NaN         NaN         5174.280         5179.456   \n",
      "5       NaN     20353.0      5500.4         5500.400         5494.768   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4087.394   4084.800   4089.988            NaN       4087.394  \n",
      "1  4410.334   4413.140   4407.528            NaN       4410.334  \n",
      "2  4632.560   4629.968   4635.152            NaN       4632.560  \n",
      "3  4954.588   4957.396   4951.780            NaN       4954.588  \n",
      "4  5176.974   5174.384   5179.564            NaN       5176.974  \n",
      "5  5500.508   5500.508   5494.884            NaN       5500.508  \n",
      "\n",
      "[6 rows x 41 columns], 91:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4083.720       4088.928        1.470    0.157543   \n",
      "1    2       NaN       4414.552       4408.952        1.719    0.072783   \n",
      "2    3       NaN       4628.896       4634.104        1.137    0.142282   \n",
      "3    4       NaN       4958.808       4953.208        1.621    0.092693   \n",
      "4    5       NaN       5173.312       5178.520        1.141    0.164903   \n",
      "5    6  5501.928       5501.928       5496.312        1.732    0.052804   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.027600          0.026          54.0      ...         \n",
      "1       0.031     0.026233          0.026          -9.0      ...         \n",
      "2       0.034     0.022733          0.021          57.0      ...         \n",
      "3       0.029     0.024613          0.024           4.0      ...         \n",
      "4       0.036     0.025862          0.024          60.0      ...         \n",
      "5       0.031     0.025774          0.026         -13.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4083.480         4088.680   \n",
      "1  6.410256         NaN         NaN         4414.312         4408.696   \n",
      "2  6.923077         NaN         NaN         4628.656         4633.856   \n",
      "3  6.410256         NaN         NaN         4958.560         4952.944   \n",
      "4  6.933744         NaN         NaN         5173.080         5178.272   \n",
      "5       NaN     20513.0     5501.68         5501.680         5496.056   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4086.202   4083.600   4088.804            NaN       4086.202  \n",
      "1  4411.628   4414.432   4408.824            NaN       4411.628  \n",
      "2  4631.378   4628.776   4633.980            NaN       4631.378  \n",
      "3  4955.880   4958.684   4953.076            NaN       4955.880  \n",
      "4  5175.796   5173.196   5178.396            NaN       5175.796  \n",
      "5  5501.804   5501.804   5496.184            NaN       5501.804  \n",
      "\n",
      "[6 rows x 41 columns], 92:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4082.504       4087.720        7.772    0.258797   \n",
      "1    2       NaN       4415.784       4410.184        9.039    0.232560   \n",
      "2    3       NaN       4627.680       4632.896        8.674    0.263184   \n",
      "3    4       NaN       4960.032       4954.432        9.995    0.232118   \n",
      "4    5       NaN       5172.104       5177.312        9.537    0.275128   \n",
      "5    6  5503.144       5503.144       5497.536       11.021    0.231339   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.317     0.259120         0.3000          -1.0      ...         \n",
      "1       0.356     0.290654         0.3185          -2.0      ...         \n",
      "2       0.369     0.295920         0.3320          -1.0      ...         \n",
      "3       0.398     0.324808         0.3635          -2.0      ...         \n",
      "4       0.413     0.324680         0.3710          -1.0      ...         \n",
      "5       0.434     0.358962         0.4040          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4082.304         4087.512   \n",
      "1  6.419401         NaN         NaN         4415.576         4409.968   \n",
      "2  6.912442         NaN         NaN         4627.480         4632.688   \n",
      "3  6.419401         NaN         NaN         4959.824         4954.216   \n",
      "4  6.923077         NaN         NaN         5171.904         5177.104   \n",
      "5       NaN     20670.0    5502.936         5502.936         5497.320   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4085.010   4082.404   4087.616            NaN       4085.010  \n",
      "1  4412.878   4415.680   4410.076            NaN       4412.878  \n",
      "2  4630.186   4627.580   4632.792            NaN       4630.186  \n",
      "3  4957.126   4959.928   4954.324            NaN       4957.126  \n",
      "4  5174.606   5172.004   5177.208            NaN       5174.606  \n",
      "5  5503.040   5503.040   5497.428            NaN       5503.040  \n",
      "\n",
      "[6 rows x 41 columns], 93:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4081.392       4086.616        1.148    0.204109   \n",
      "1    2       NaN       4417.008       4411.416        1.656    0.079094   \n",
      "2    3       NaN       4626.568       4631.792        1.370    0.090355   \n",
      "3    4       NaN       4961.256       4955.664        1.594    0.105851   \n",
      "4    5       NaN       5171.000       5176.208        1.526    0.089134   \n",
      "5    6  5504.368       5504.368       5498.768        1.708    0.085238   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.025138          0.024         -59.0      ...         \n",
      "1       0.031     0.026034          0.026         -29.0      ...         \n",
      "2       0.031     0.022857          0.024           1.0      ...         \n",
      "3       0.031     0.023867          0.024         -17.0      ...         \n",
      "4       0.031     0.024345          0.024          12.0      ...         \n",
      "5       0.034     0.025967          0.026          -8.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4081.160         4086.368   \n",
      "1  6.419401         NaN         NaN         4416.776         4411.168   \n",
      "2  6.912442         NaN         NaN         4626.344         4631.552   \n",
      "3  6.428571         NaN         NaN         4961.016         4955.416   \n",
      "4  6.923077         NaN         NaN         5170.768         5175.968   \n",
      "5       NaN     20819.0    5504.128         5504.128         5498.520   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4083.884   4081.276   4086.492            NaN       4083.884  \n",
      "1  4414.092   4416.892   4411.292            NaN       4414.092  \n",
      "2  4629.064   4626.456   4631.672            NaN       4629.064  \n",
      "3  4958.338   4961.136   4955.540            NaN       4958.338  \n",
      "4  5173.486   5170.884   5176.088            NaN       5173.486  \n",
      "5  5504.248   5504.248   5498.644            NaN       5504.248  \n",
      "\n",
      "[6 rows x 41 columns], 94:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4080.216       4085.432        8.125    0.258296   \n",
      "1    2       NaN       4418.208       4412.616        9.576    0.227146   \n",
      "2    3       NaN       4625.400       4630.608        9.072    0.278208   \n",
      "3    4       NaN       4962.448       4956.864       10.397    0.228410   \n",
      "4    5       NaN       5169.824       5175.032        9.863    0.281549   \n",
      "5    6  5505.552       5505.552       5499.960       11.573    0.220470   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.329     0.261808         0.2975          -1.0      ...         \n",
      "1       0.354     0.296444         0.3340          -2.0      ...         \n",
      "2       0.373     0.298692         0.3475          -1.0      ...         \n",
      "3       0.388     0.326000         0.3660          -1.0      ...         \n",
      "4       0.405     0.325308         0.3755          -2.0      ...         \n",
      "5       0.437     0.364074         0.4100          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4080.008         4085.216   \n",
      "1  6.428571         NaN         NaN         4417.992         4412.392   \n",
      "2  6.923077         NaN         NaN         4625.192         4630.392   \n",
      "3  6.428571         NaN         NaN         4962.232         4956.632   \n",
      "4  6.923077         NaN         NaN         5169.616         5174.816   \n",
      "5       NaN     20970.0    5505.336         5505.336         5499.736   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4082.718   4080.112   4085.324            NaN       4082.718  \n",
      "1  4415.302   4418.100   4412.504            NaN       4415.302  \n",
      "2  4627.898   4625.296   4630.500            NaN       4627.898  \n",
      "3  4959.544   4962.340   4956.748            NaN       4959.544  \n",
      "4  5172.322   5169.720   5174.924            NaN       5172.322  \n",
      "5  5505.444   5505.444   5499.848            NaN       5505.444  \n",
      "\n",
      "[6 rows x 41 columns], 95:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4079.136       4084.344        1.570    0.084881   \n",
      "1    2       NaN       4419.392       4413.808        1.614    0.092078   \n",
      "2    3       NaN       4624.320       4629.528        0.651    0.091691   \n",
      "3    4       NaN       4963.632       4958.048        1.527    0.080589   \n",
      "4    5       NaN       5168.744       5173.952        1.470    0.086789   \n",
      "5    6  5506.736       5506.736       5501.152        1.356    0.105352   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.025207          0.026           2.0      ...         \n",
      "1       0.034     0.026241          0.026          -7.0      ...         \n",
      "2       0.034     0.023250          0.024           0.0      ...         \n",
      "3       0.031     0.025103          0.026          -7.0      ...         \n",
      "4       0.036     0.024536          0.024           2.0      ...         \n",
      "5       0.034     0.024690          0.026         -51.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4078.904         4084.096   \n",
      "1  6.428571         NaN         NaN         4419.160         4413.560   \n",
      "2  6.944444         NaN         NaN         4624.096         4629.280   \n",
      "3  6.437768         NaN         NaN         4963.400         4957.808   \n",
      "4  6.933744         NaN         NaN         5168.520         5173.712   \n",
      "5       NaN     21116.0    5506.504         5506.504         5500.912   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4081.620   4079.020   4084.220            NaN       4081.620  \n",
      "1  4416.480   4419.276   4413.684            NaN       4416.480  \n",
      "2  4626.806   4624.208   4629.404            NaN       4626.806  \n",
      "3  4960.722   4963.516   4957.928            NaN       4960.722  \n",
      "4  5171.232   5168.632   5173.832            NaN       5171.232  \n",
      "5  5506.620   5506.620   5501.032            NaN       5506.620  \n",
      "\n",
      "[6 rows x 41 columns], 96:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4077.928       4083.136        7.872    0.248225   \n",
      "1    2       NaN       4420.560       4414.968        9.033    0.262030   \n",
      "2    3       NaN       4623.144       4628.336        8.628    0.301770   \n",
      "3    4       NaN       4964.792       4959.208        9.938    0.224440   \n",
      "4    5       NaN       5167.584       5172.784        9.454    0.302599   \n",
      "5    6  5507.896       5507.896       5502.312       10.905    0.223788   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.344     0.273833          0.306          -1.0      ...         \n",
      "1       0.364     0.291885          0.326          -1.0      ...         \n",
      "2       0.378     0.296600          0.339          -1.0      ...         \n",
      "3       0.410     0.336800          0.364          -1.0      ...         \n",
      "4       0.420     0.323960          0.376          -1.0      ...         \n",
      "5       0.452     0.370520          0.408          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4077.736         4082.928   \n",
      "1  6.437768         NaN         NaN         4420.352         4414.760   \n",
      "2  6.933744         NaN         NaN         4622.944         4628.136   \n",
      "3  6.437768         NaN         NaN         4964.592         4959.000   \n",
      "4  6.933744         NaN         NaN         5167.384         5172.576   \n",
      "5       NaN     21265.0    5507.696         5507.696         5502.104   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4080.432   4077.832   4083.032            NaN       4080.432  \n",
      "1  4417.660   4420.456   4414.864            NaN       4417.660  \n",
      "2  4625.640   4623.044   4628.236            NaN       4625.640  \n",
      "3  4961.898   4964.692   4959.104            NaN       4961.898  \n",
      "4  5170.082   5167.484   5172.680            NaN       5170.082  \n",
      "5  5507.796   5507.796   5502.208            NaN       5507.796  \n",
      "\n",
      "[6 rows x 41 columns], 97:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4076.840       4082.040        1.348    0.161766   \n",
      "1    2       NaN       4421.808       4416.224        1.220    0.124470   \n",
      "2    3       NaN       4622.056       4627.248        1.107    0.194808   \n",
      "3    4       NaN       4966.024       4960.448        1.113    0.098444   \n",
      "4    5       NaN       5166.496       5171.696        1.225    0.172336   \n",
      "5    6  5509.104       5509.104       5503.528        1.550    0.082866   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.028393          0.029          49.0      ...         \n",
      "1       0.034     0.026931          0.026         -64.0      ...         \n",
      "2       0.036     0.024074          0.021          49.0      ...         \n",
      "3       0.031     0.024793          0.024         -63.0      ...         \n",
      "4       0.039     0.027593          0.026          51.0      ...         \n",
      "5       0.031     0.025643          0.026          -7.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4076.616         4081.808   \n",
      "1  6.428571         NaN         NaN         4421.576         4415.976   \n",
      "2  6.955178         NaN         NaN         4621.840         4627.016   \n",
      "3  6.437768         NaN         NaN         4965.792         4960.200   \n",
      "4  6.944444         NaN         NaN         5166.280         5171.464   \n",
      "5       NaN     21413.0     5508.88         5508.880         5503.288   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4079.326   4076.728   4081.924            NaN       4079.326  \n",
      "1  4418.896   4421.692   4416.100            NaN       4418.896  \n",
      "2  4624.540   4621.948   4627.132            NaN       4624.540  \n",
      "3  4963.116   4965.908   4960.324            NaN       4963.116  \n",
      "4  5168.984   5166.388   5171.580            NaN       5168.984  \n",
      "5  5508.992   5508.992   5503.408            NaN       5508.992  \n",
      "\n",
      "[6 rows x 41 columns], 98:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4075.688       4080.880        8.573    0.281215   \n",
      "1    2       NaN       4423.000       4417.424        9.901    0.210109   \n",
      "2    3       NaN       4620.904       4626.088        9.368    0.260631   \n",
      "3    4       NaN       4967.216       4961.632       10.730    0.241198   \n",
      "4    5       NaN       5165.344       5170.536       10.185    0.258853   \n",
      "5    6  5510.288       5510.288       5504.720       11.759    0.224469   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.349     0.277769         0.3210          -1.0      ...         \n",
      "1       0.383     0.317885         0.3505          -2.0      ...         \n",
      "2       0.403     0.320880         0.3590          -1.0      ...         \n",
      "3       0.408     0.338556         0.3730          -2.0      ...         \n",
      "4       0.432     0.349440         0.3910          -1.0      ...         \n",
      "5       0.461     0.384846         0.4275          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.944444         NaN         NaN         4075.480         4080.664   \n",
      "1  6.437768         NaN         NaN         4422.792         4417.200   \n",
      "2  6.965944         NaN         NaN         4620.704         4625.872   \n",
      "3  6.446991         NaN         NaN         4967.000         4961.416   \n",
      "4  6.955178         NaN         NaN         5165.144         5170.320   \n",
      "5       NaN     21563.0     5510.08         5510.080         5504.496   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4078.178   4075.584   4080.772            NaN       4078.178  \n",
      "1  4420.104   4422.896   4417.312            NaN       4420.104  \n",
      "2  4623.392   4620.804   4625.980            NaN       4623.392  \n",
      "3  4964.316   4967.108   4961.524            NaN       4964.316  \n",
      "4  5167.836   5165.244   5170.428            NaN       5167.836  \n",
      "5  5510.184   5510.184   5504.608            NaN       5510.184  \n",
      "\n",
      "[6 rows x 41 columns], 99:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4074.576       4079.760        1.652    0.196623   \n",
      "1    2       NaN       4424.208       4418.624        1.537    0.111840   \n",
      "2    3       NaN       4619.808       4624.984        1.435    0.215286   \n",
      "3    4       NaN       4968.416       4962.832        1.369    0.136386   \n",
      "4    5       NaN       5164.256       5169.432        1.629    0.196012   \n",
      "5    6   5511.48       5511.480       5505.912        1.460    0.118767   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028857          0.026          32.0      ...         \n",
      "1       0.036     0.028241          0.026         -50.0      ...         \n",
      "2       0.036     0.025357          0.024          31.0      ...         \n",
      "3       0.034     0.025517          0.024         -51.0      ...         \n",
      "4       0.041     0.029036          0.026          33.0      ...         \n",
      "5       0.036     0.026571          0.026         -49.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.955178         NaN         NaN         4074.352         4079.528   \n",
      "1  6.437768         NaN         NaN         4423.976         4418.384   \n",
      "2  6.976744         NaN         NaN         4619.584         4624.744   \n",
      "3  6.437768         NaN         NaN         4968.184         4962.592   \n",
      "4  6.965944         NaN         NaN         5164.032         5169.200   \n",
      "5       NaN     21710.0    5511.256         5511.256         5505.664   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4077.054   4074.464   4079.644            NaN       4077.054  \n",
      "1  4421.298   4424.092   4418.504            NaN       4421.298  \n",
      "2  4622.280   4619.696   4624.864            NaN       4622.280  \n",
      "3  4965.506   4968.300   4962.712            NaN       4965.506  \n",
      "4  5166.730   5164.144   5169.316            NaN       5166.730  \n",
      "5  5511.368   5511.368   5505.788            NaN       5511.368  \n",
      "\n",
      "[6 rows x 41 columns], 100:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4073.416       4078.592        2.836    0.145988   \n",
      "1    2       NaN       4425.448       4419.864        3.226    0.133142   \n",
      "2    3       NaN       4618.648       4623.816        2.962    0.187498   \n",
      "3    4       NaN       4969.648       4964.064        3.280    0.131671   \n",
      "4    5       NaN       5163.104       5168.272        3.229    0.179110   \n",
      "5    6  5512.712       5512.712       5507.136        3.521    0.139582   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.078     0.063724         0.0680          -1.0      ...         \n",
      "1       0.080     0.069290         0.0730          -1.0      ...         \n",
      "2       0.080     0.066567         0.0730          -1.0      ...         \n",
      "3       0.083     0.072484         0.0750          -1.0      ...         \n",
      "4       0.090     0.072433         0.0765          -1.0      ...         \n",
      "5       0.090     0.078194         0.0830          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.976744         NaN         NaN         4073.184         4078.344   \n",
      "1  6.437768         NaN         NaN         4425.200         4419.608   \n",
      "2  6.976744         NaN         NaN         4618.408         4623.568   \n",
      "3  6.437768         NaN         NaN         4969.400         4963.808   \n",
      "4  6.976744         NaN         NaN         5162.864         5168.024   \n",
      "5       NaN     21861.0    5512.464         5512.464         5506.880   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4075.884   4073.300   4078.468            NaN       4075.884  \n",
      "1  4422.530   4425.324   4419.736            NaN       4422.530  \n",
      "2  4621.110   4618.528   4623.692            NaN       4621.110  \n",
      "3  4966.730   4969.524   4963.936            NaN       4966.730  \n",
      "4  5165.566   5162.984   5168.148            NaN       5165.566  \n",
      "5  5512.588   5512.588   5507.008            NaN       5512.588  \n",
      "\n",
      "[6 rows x 41 columns], 101:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4072.208       4077.368        1.829    0.186227   \n",
      "1    2       NaN       4426.768       4421.168        1.835    0.106459   \n",
      "2    3       NaN       4617.448       4622.600        1.657    0.200650   \n",
      "3    4       NaN       4970.960       4965.376        1.519    0.113721   \n",
      "4    5       NaN       5161.896       5167.056        1.835    0.186317   \n",
      "5    6  5514.016       5514.016       5508.440        1.606    0.109183   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028097          0.026          29.0      ...         \n",
      "1       0.036     0.028563          0.029         -50.0      ...         \n",
      "2       0.036     0.026161          0.024          32.0      ...         \n",
      "3       0.031     0.025548          0.026         -54.0      ...         \n",
      "4       0.041     0.029387          0.026          32.0      ...         \n",
      "5       0.034     0.026839          0.026         -53.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.987578         NaN         NaN         4071.960         4077.112   \n",
      "1  6.419401         NaN         NaN         4426.512         4420.904   \n",
      "2  6.998445         NaN         NaN         4617.200         4622.344   \n",
      "3  6.419401         NaN         NaN         4970.712         4965.104   \n",
      "4  6.987578         NaN         NaN         5161.648         5166.800   \n",
      "5       NaN     22024.0    5513.768         5513.768         5508.176   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4074.662   4072.084   4077.240            NaN       4074.662  \n",
      "1  4423.838   4426.640   4421.036            NaN       4423.838  \n",
      "2  4619.898   4617.324   4622.472            NaN       4619.898  \n",
      "3  4968.038   4970.836   4965.240            NaN       4968.038  \n",
      "4  5164.350   5161.772   5166.928            NaN       5164.350  \n",
      "5  5513.892   5513.892   5508.308            NaN       5513.892  \n",
      "\n",
      "[6 rows x 41 columns], 102:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4070.992       4076.136        2.611    0.153942   \n",
      "1    2       NaN       4428.056       4422.448        2.998    0.128028   \n",
      "2    3       NaN       4616.232       4621.376        2.494    0.191682   \n",
      "3    4       NaN       4972.240       4966.648        2.905    0.134840   \n",
      "4    5       NaN       5160.688       5165.832        1.920    0.206808   \n",
      "5    6  5515.296       5515.296       5509.704        3.200    0.162541   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.070     0.059393          0.063          -1.0      ...         \n",
      "1       0.073     0.064800          0.068          -2.0      ...         \n",
      "2       0.073     0.059310          0.065          -1.0      ...         \n",
      "3       0.080     0.067897          0.070          -2.0      ...         \n",
      "4       0.080     0.066207          0.073           0.0      ...         \n",
      "5       0.085     0.071967          0.078          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.020281         NaN         NaN         4070.768         4075.896   \n",
      "1  6.410256         NaN         NaN         4427.816         4422.200   \n",
      "2  7.009346         NaN         NaN         4616.000         4621.136   \n",
      "3  6.410256         NaN         NaN         4972.008         4966.392   \n",
      "4  7.009346         NaN         NaN         5160.456         5165.592   \n",
      "5       NaN     22185.0    5515.056         5515.056         5509.456   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4073.448   4070.880   4076.016            NaN       4073.448  \n",
      "1  4425.130   4427.936   4422.324            NaN       4425.130  \n",
      "2  4618.686   4616.116   4621.256            NaN       4618.686  \n",
      "3  4969.322   4972.124   4966.520            NaN       4969.322  \n",
      "4  5163.142   5160.572   5165.712            NaN       5163.142  \n",
      "5  5515.176   5515.176   5509.580            NaN       5515.176  \n",
      "\n",
      "[6 rows x 41 columns], 103:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4069.824       4074.960        1.670    0.205904   \n",
      "1    2       NaN       4429.344       4423.736        1.634    0.114787   \n",
      "2    3       NaN       4615.064       4620.200        1.358    0.205981   \n",
      "3    4       NaN       4973.536       4967.928        1.643    0.084010   \n",
      "4    5       NaN       5159.520       5164.656        1.547    0.188312   \n",
      "5    6  5516.584       5516.584       5510.992        1.442    0.142969   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028138          0.026          35.0      ...         \n",
      "1       0.036     0.028032          0.026         -54.0      ...         \n",
      "2       0.036     0.023345          0.021          37.0      ...         \n",
      "3       0.031     0.024742          0.024          -3.0      ...         \n",
      "4       0.036     0.026931          0.026          41.0      ...         \n",
      "5       0.036     0.026633          0.026         -58.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.031250         NaN         NaN         4069.592         4074.712   \n",
      "1  6.401138         NaN         NaN         4429.096         4423.472   \n",
      "2  7.031250         NaN         NaN         4614.832         4619.952   \n",
      "3  6.410256         NaN         NaN         4973.288         4967.672   \n",
      "4  7.020281         NaN         NaN         5159.288         5164.416   \n",
      "5       NaN     22346.0    5516.344         5516.344         5510.728   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4072.272   4069.708   4074.836            NaN       4072.272  \n",
      "1  4426.412   4429.220   4423.604            NaN       4426.412  \n",
      "2  4617.512   4614.948   4620.076            NaN       4617.512  \n",
      "3  4970.606   4973.412   4967.800            NaN       4970.606  \n",
      "4  5161.970   5159.404   5164.536            NaN       5161.970  \n",
      "5  5516.464   5516.464   5510.860            NaN       5516.464  \n",
      "\n",
      "[6 rows x 41 columns], 104:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4068.632       4073.744        2.588    0.167804   \n",
      "1    2       NaN       4430.616       4425.000        2.861    0.123696   \n",
      "2    3       NaN       4613.872       4618.984        1.709    0.196825   \n",
      "3    4       NaN       4974.800       4969.192        2.971    0.138763   \n",
      "4    5       NaN       5158.328       5163.448        2.777    0.189474   \n",
      "5    6  5517.848       5517.848       5512.248        3.130    0.145265   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.073     0.059964          0.064          -1.0      ...         \n",
      "1       0.075     0.065103          0.065          -2.0      ...         \n",
      "2       0.075     0.061036          0.065           0.0      ...         \n",
      "3       0.083     0.069069          0.073          -1.0      ...         \n",
      "4       0.078     0.066643          0.073          -1.0      ...         \n",
      "5       0.085     0.073138          0.078          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.053292         NaN         NaN         4068.408         4073.512   \n",
      "1  6.392045         NaN         NaN         4430.384         4424.752   \n",
      "2  7.053292         NaN         NaN         4613.648         4618.752   \n",
      "3  6.401138         NaN         NaN         4974.568         4968.944   \n",
      "4  7.042254         NaN         NaN         5158.104         5163.216   \n",
      "5       NaN     22505.0    5517.616         5517.616         5512.000   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4071.074   4068.520   4073.628            NaN       4071.074  \n",
      "1  4427.688   4430.500   4424.876            NaN       4427.688  \n",
      "2  4616.314   4613.760   4618.868            NaN       4616.314  \n",
      "3  4971.876   4974.684   4969.068            NaN       4971.876  \n",
      "4  5160.774   5158.216   5163.332            NaN       5160.774  \n",
      "5  5517.732   5517.732   5512.124            NaN       5517.732  \n",
      "\n",
      "[6 rows x 41 columns], 105:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4067.480       4072.584        1.391    0.193603   \n",
      "1    2       NaN       4431.880       4426.264        1.507    0.059838   \n",
      "2    3       NaN       4612.728       4617.832        1.174    0.182679   \n",
      "3    4       NaN       4976.056       4970.448        1.588    0.078784   \n",
      "4    5       NaN       5157.184       5162.296        1.263    0.194751   \n",
      "5    6  5519.104       5519.104       5513.496        1.725    0.083677   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.027379          0.026          51.0      ...         \n",
      "1       0.031     0.026300          0.026         -54.0      ...         \n",
      "2       0.034     0.023517          0.021          50.0      ...         \n",
      "3       0.031     0.024467          0.024          -4.0      ...         \n",
      "4       0.036     0.026138          0.024          52.0      ...         \n",
      "5       0.031     0.025548          0.026          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.075472         NaN         NaN         4067.248         4072.336   \n",
      "1  6.392045         NaN         NaN         4431.640         4426.008   \n",
      "2  7.075472         NaN         NaN         4612.496         4617.584   \n",
      "3  6.401138         NaN         NaN         4975.816         4970.192   \n",
      "4  7.064364         NaN         NaN         5156.952         5162.048   \n",
      "5       NaN     22660.0    5518.856         5518.856         5513.240   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4069.912   4067.364   4072.460            NaN       4069.912  \n",
      "1  4428.948   4431.760   4426.136            NaN       4428.948  \n",
      "2  4615.160   4612.612   4617.708            NaN       4615.160  \n",
      "3  4973.128   4975.936   4970.320            NaN       4973.128  \n",
      "4  5159.620   5157.068   5162.172            NaN       5159.620  \n",
      "5  5518.980   5518.980   5513.368            NaN       5518.980  \n",
      "\n",
      "[6 rows x 41 columns], 106:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4066.280       4071.368        2.700    0.178683   \n",
      "1    2       NaN       4433.160       4427.544        2.913    0.135102   \n",
      "2    3       NaN       4611.520       4616.616        2.442    0.189339   \n",
      "3    4       NaN       4977.336       4971.720        2.958    0.163678   \n",
      "4    5       NaN       5155.984       5161.080        2.770    0.204257   \n",
      "5    6  5520.376       5520.376       5514.768        3.134    0.158287   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.075     0.062821          0.068          -1.0      ...         \n",
      "1       0.075     0.066448          0.070          -2.0      ...         \n",
      "2       0.075     0.062778          0.068          -1.0      ...         \n",
      "3       0.080     0.069448          0.075          -2.0      ...         \n",
      "4       0.085     0.068179          0.075          -2.0      ...         \n",
      "5       0.087     0.074448          0.080          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.086614         NaN         NaN         4066.056         4071.136   \n",
      "1  6.392045         NaN         NaN         4432.928         4427.296   \n",
      "2  7.086614         NaN         NaN         4611.304         4616.384   \n",
      "3  6.401138         NaN         NaN         4977.104         4971.480   \n",
      "4  7.064364         NaN         NaN         5155.760         5160.856   \n",
      "5       NaN     22821.0    5520.144         5520.144         5514.520   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4068.710   4066.168   4071.252            NaN       4068.710  \n",
      "1  4430.232   4433.044   4427.420            NaN       4430.232  \n",
      "2  4613.956   4611.412   4616.500            NaN       4613.956  \n",
      "3  4974.410   4977.220   4971.600            NaN       4974.410  \n",
      "4  5158.420   5155.872   5160.968            NaN       5158.420  \n",
      "5  5520.260   5520.260   5514.644            NaN       5520.260  \n",
      "\n",
      "[6 rows x 41 columns], 107:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4065.136       4070.232        1.230    0.173084   \n",
      "1    2       NaN       4434.392       4428.784        1.613    0.074165   \n",
      "2    3       NaN       4610.384       4615.480        1.025    0.214457   \n",
      "3    4       NaN       4978.560       4972.952        1.451    0.082472   \n",
      "4    5       NaN       5154.848       5159.952        1.110    0.188299   \n",
      "5    6    5521.6       5521.600       5515.992        1.567    0.077114   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028107          0.026          56.0      ...         \n",
      "1       0.034     0.026103          0.026          -3.0      ...         \n",
      "2       0.036     0.023429          0.021          56.0      ...         \n",
      "3       0.031     0.024107          0.024          -4.0      ...         \n",
      "4       0.036     0.026036          0.024          57.0      ...         \n",
      "5       0.031     0.026179          0.026          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.075472         NaN         NaN         4064.912         4070.000   \n",
      "1  6.401138         NaN         NaN         4434.160         4428.536   \n",
      "2  7.075472         NaN         NaN         4610.160         4615.248   \n",
      "3  6.401138         NaN         NaN         4978.336         4972.712   \n",
      "4  7.075472         NaN         NaN         5154.624         5159.712   \n",
      "5       NaN     22975.0    5521.376         5521.376         5515.752   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4067.570   4065.024   4070.116            NaN       4067.570  \n",
      "1  4431.468   4434.276   4428.660            NaN       4431.468  \n",
      "2  4612.818   4610.272   4615.364            NaN       4612.818  \n",
      "3  4975.640   4978.448   4972.832            NaN       4975.640  \n",
      "4  5157.284   5154.736   5159.832            NaN       5157.284  \n",
      "5  5521.488   5521.488   5515.872            NaN       5521.488  \n",
      "\n",
      "[6 rows x 41 columns], 108:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4063.976       4069.072        2.551    0.211705   \n",
      "1    2       NaN       4435.608       4430.008        2.747    0.147577   \n",
      "2    3       NaN       4609.224       4614.328        2.323    0.204623   \n",
      "3    4       NaN       4979.776       4974.184        2.768    0.151309   \n",
      "4    5       NaN       5153.688       5158.792        2.889    0.176611   \n",
      "5    6  5522.824       5522.824       5517.216        3.117    0.164307   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.078     0.061259          0.068          -1.0      ...         \n",
      "1       0.078     0.066926          0.070          -2.0      ...         \n",
      "2       0.078     0.062500          0.068          -1.0      ...         \n",
      "3       0.083     0.069259          0.073          -2.0      ...         \n",
      "4       0.083     0.071593          0.078          -1.0      ...         \n",
      "5       0.090     0.075536          0.080          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.064364         NaN         NaN         4063.760         4068.856   \n",
      "1  6.410256         NaN         NaN         4435.392         4429.776   \n",
      "2  7.075472         NaN         NaN         4609.016         4614.104   \n",
      "3  6.419401         NaN         NaN         4979.560         4973.952   \n",
      "4  7.053292         NaN         NaN         5153.472         5158.576   \n",
      "5       NaN     23128.0      5522.6         5522.600         5516.984   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4066.416   4063.868   4068.964            NaN       4066.416  \n",
      "1  4432.696   4435.500   4429.892            NaN       4432.696  \n",
      "2  4611.668   4609.120   4614.216            NaN       4611.668  \n",
      "3  4976.868   4979.668   4974.068            NaN       4976.868  \n",
      "4  5156.132   5153.580   5158.684            NaN       5156.132  \n",
      "5  5522.712   5522.712   5517.100            NaN       5522.712  \n",
      "\n",
      "[6 rows x 41 columns], 109:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4062.904       4068.016        1.751    0.161962   \n",
      "1    2       NaN       4436.776       4431.184        1.636    0.062080   \n",
      "2    3       NaN       4608.152       4613.272        1.405    0.191316   \n",
      "3    4       NaN       4980.952       4975.360        1.500    0.085437   \n",
      "4    5       NaN       5152.616       5157.736        1.679    0.173684   \n",
      "5    6    5524.0       5524.000       5518.400        1.553    0.085301   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.029483          0.029          32.0      ...         \n",
      "1       0.036     0.026207          0.026          -5.0      ...         \n",
      "2       0.036     0.024536          0.024          32.0      ...         \n",
      "3       0.031     0.024517          0.024          -1.0      ...         \n",
      "4       0.041     0.029071          0.026          33.0      ...         \n",
      "5       0.031     0.026100          0.026         -47.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.053292         NaN         NaN         4062.672         4067.776   \n",
      "1  6.419401         NaN         NaN         4436.544         4430.936   \n",
      "2  7.053292         NaN         NaN         4607.928         4613.032   \n",
      "3  6.419401         NaN         NaN         4980.720         4975.112   \n",
      "4  7.053292         NaN         NaN         5152.392         5157.496   \n",
      "5       NaN     23273.0     5523.76         5523.760         5518.144   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4065.342   4062.788   4067.896            NaN       4065.342  \n",
      "1  4433.860   4436.660   4431.060            NaN       4433.860  \n",
      "2  4610.596   4608.040   4613.152            NaN       4610.596  \n",
      "3  4978.036   4980.836   4975.236            NaN       4978.036  \n",
      "4  5155.060   5152.504   5157.616            NaN       5155.060  \n",
      "5  5523.880   5523.880   5518.272            NaN       5523.880  \n",
      "\n",
      "[6 rows x 41 columns], 110:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4061.744       4066.872        2.104    0.141154   \n",
      "1    2       NaN       4438.008       4432.424        2.009    0.085604   \n",
      "2    3       NaN       4607.000       4612.128        0.902    0.083672   \n",
      "3    4       NaN       4982.176       4976.600        1.859    0.096675   \n",
      "4    5       NaN       5151.464       5156.600        1.006    0.074147   \n",
      "5    6  5525.216       5525.216       5519.632        2.015    0.083546   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.034633          0.034          12.0      ...         \n",
      "1       0.039     0.033548          0.034          -2.0      ...         \n",
      "2       0.036     0.030067          0.031           0.0      ...         \n",
      "3       0.039     0.032567          0.034          -1.0      ...         \n",
      "4       0.043     0.033533          0.034           0.0      ...         \n",
      "5       0.039     0.033903          0.034          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.031250         NaN         NaN         4061.504         4066.624   \n",
      "1  6.437768         NaN         NaN         4437.760         4432.168   \n",
      "2  7.031250         NaN         NaN         4606.760         4611.880   \n",
      "3  6.428571         NaN         NaN         4981.936         4976.336   \n",
      "4  7.020281         NaN         NaN         5151.224         5156.352   \n",
      "5       NaN     23424.0    5524.968         5524.968         5519.368   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4064.186   4061.624   4066.748            NaN       4064.186  \n",
      "1  4435.090   4437.884   4432.296            NaN       4435.090  \n",
      "2  4609.442   4606.880   4612.004            NaN       4609.442  \n",
      "3  4979.262   4982.056   4976.468            NaN       4979.262  \n",
      "4  5153.910   5151.344   5156.476            NaN       5153.910  \n",
      "5  5525.092   5525.092   5519.500            NaN       5525.092  \n",
      "\n",
      "[6 rows x 41 columns], 111:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4060.592       4065.736        1.824    0.175385   \n",
      "1    2       NaN       4439.240       4433.664        1.754    0.123173   \n",
      "2    3       NaN       4605.856       4610.992        1.543    0.221933   \n",
      "3    4       NaN       4983.416       4977.832        1.608    0.136870   \n",
      "4    5       NaN       5150.320       5155.464        1.849    0.180120   \n",
      "5    6  5526.456       5526.456       5520.864        1.438    0.141712   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.028733         0.0260          29.0      ...         \n",
      "1       0.036     0.029194         0.0290         -48.0      ...         \n",
      "2       0.036     0.024800         0.0225          26.0      ...         \n",
      "3       0.034     0.026531         0.0260         -49.0      ...         \n",
      "4       0.041     0.030067         0.0290          30.0      ...         \n",
      "5       0.036     0.027844         0.0260         -60.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  7.020281         NaN         NaN         4060.352         4065.480   \n",
      "1  6.437768         NaN         NaN         4438.992         4433.400   \n",
      "2  7.031250         NaN         NaN         4605.616         4610.736   \n",
      "3  6.437768         NaN         NaN         4983.160         4977.568   \n",
      "4  7.020281         NaN         NaN         5150.080         5155.208   \n",
      "5       NaN     23578.0      5526.2         5526.200         5520.600   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4063.040   4060.472   4065.608            NaN       4063.040  \n",
      "1  4436.324   4439.116   4433.532            NaN       4436.324  \n",
      "2  4608.300   4605.736   4610.864            NaN       4608.300  \n",
      "3  4980.494   4983.288   4977.700            NaN       4980.494  \n",
      "4  5152.768   5150.200   5155.336            NaN       5152.768  \n",
      "5  5526.328   5526.328   5520.732            NaN       5526.328  \n",
      "\n",
      "[6 rows x 41 columns], 112:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4059.352       4064.512        0.932    0.097634   \n",
      "1    2       NaN       4440.512       4434.944        1.845    0.066376   \n",
      "2    3       NaN       4604.616       4609.768        1.479    0.106530   \n",
      "3    4       NaN       4984.688       4979.112        1.733    0.080936   \n",
      "4    5       NaN       5149.080       5154.232        1.677    0.107241   \n",
      "5    6   5527.72       5527.720       5522.144        1.885    0.082184   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.033286          0.034           0.0      ...         \n",
      "1       0.039     0.034179          0.034          -2.0      ...         \n",
      "2       0.036     0.027929          0.026          -1.0      ...         \n",
      "3       0.036     0.031034          0.031          -4.0      ...         \n",
      "4       0.039     0.031643          0.031          -1.0      ...         \n",
      "5       0.039     0.033828          0.034          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.987578         NaN         NaN         4059.128         4064.280   \n",
      "1  6.437768         NaN         NaN         4440.288         4434.696   \n",
      "2  6.998445         NaN         NaN         4604.392         4609.536   \n",
      "3  6.437768         NaN         NaN         4984.456         4978.864   \n",
      "4  6.998445         NaN         NaN         5148.856         5154.000   \n",
      "5       NaN     23739.0    5527.488         5527.488         5521.896   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4061.818   4059.240   4064.396            NaN       4061.818  \n",
      "1  4437.610   4440.400   4434.820            NaN       4437.610  \n",
      "2  4607.078   4604.504   4609.652            NaN       4607.078  \n",
      "3  4981.780   4984.572   4978.988            NaN       4981.780  \n",
      "4  5151.542   5148.968   5154.116            NaN       5151.542  \n",
      "5  5527.604   5527.604   5522.020            NaN       5527.604  \n",
      "\n",
      "[6 rows x 41 columns], 113:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4058.248       4063.408        1.679    0.191308   \n",
      "1    2       NaN       4441.712       4436.136        1.756    0.074552   \n",
      "2    3       NaN       4603.512       4608.672        1.283    0.184922   \n",
      "3    4       NaN       4985.880       4980.304        1.398    0.070420   \n",
      "4    5       NaN       5147.976       5153.136        1.597    0.145188   \n",
      "5    6  5528.912       5528.912       5523.336        1.475    0.080000   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.029645          0.029          42.0      ...         \n",
      "1       0.031     0.026167          0.026         -26.0      ...         \n",
      "2       0.036     0.024200          0.024          46.0      ...         \n",
      "3       0.029     0.024233          0.024         -50.0      ...         \n",
      "4       0.039     0.029355          0.029          48.0      ...         \n",
      "5       0.031     0.025000          0.025         -49.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.987578         NaN         NaN         4058.000         4063.152   \n",
      "1  6.446991         NaN         NaN         4441.472         4435.888   \n",
      "2  6.998445         NaN         NaN         4603.272         4608.416   \n",
      "3  6.446991         NaN         NaN         4985.640         4980.056   \n",
      "4  6.987578         NaN         NaN         5147.728         5152.880   \n",
      "5       NaN     23887.0    5528.672         5528.672         5523.080   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4060.702   4058.124   4063.280            NaN       4060.702  \n",
      "1  4438.802   4441.592   4436.012            NaN       4438.802  \n",
      "2  4605.968   4603.392   4608.544            NaN       4605.968  \n",
      "3  4982.970   4985.760   4980.180            NaN       4982.970  \n",
      "4  5150.430   5147.852   5153.008            NaN       5150.430  \n",
      "5  5528.792   5528.792   5523.208            NaN       5528.792  \n",
      "\n",
      "[6 rows x 41 columns], 114:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4056.984       4062.144        1.972    0.124302   \n",
      "1    2       NaN       4442.928       4437.352        1.968    0.099117   \n",
      "2    3       NaN       4602.248       4607.408        0.950    0.114713   \n",
      "3    4       NaN       4987.080       4981.512        1.736    0.093123   \n",
      "4    5       NaN       5146.704       5151.872        1.845    0.115383   \n",
      "5    6  5530.112       5530.112       5524.536        1.905    0.111732   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.032226          0.034           1.0      ...         \n",
      "1       0.041     0.033900          0.034          -1.0      ...         \n",
      "2       0.036     0.030645          0.031           0.0      ...         \n",
      "3       0.036     0.031966          0.031          -1.0      ...         \n",
      "4       0.041     0.031467          0.031           4.0      ...         \n",
      "5       0.039     0.033467          0.034          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.987578         NaN         NaN         4056.736         4061.888   \n",
      "1  6.446991         NaN         NaN         4442.688         4437.104   \n",
      "2  6.998445         NaN         NaN         4602.000         4607.144   \n",
      "3  6.437768         NaN         NaN         4986.848         4981.256   \n",
      "4  6.987578         NaN         NaN         5146.464         5151.616   \n",
      "5       NaN     24037.0    5529.872         5529.872         5524.288   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4059.438   4056.860   4062.016            NaN       4059.438  \n",
      "1  4440.018   4442.808   4437.228            NaN       4440.018  \n",
      "2  4604.700   4602.124   4607.276            NaN       4604.700  \n",
      "3  4984.174   4986.964   4981.384            NaN       4984.174  \n",
      "4  5149.164   5146.584   5151.744            NaN       5149.164  \n",
      "5  5529.992   5529.992   5524.412            NaN       5529.992  \n",
      "\n",
      "[6 rows x 41 columns], 115:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4055.712       4060.896        1.052    0.179642   \n",
      "1    2       NaN       4444.336       4438.768        1.421    0.078858   \n",
      "2    3       NaN       4601.008       4606.192        1.066    0.171650   \n",
      "3    4       NaN       4988.464       4982.896        1.408    0.103512   \n",
      "4    5       NaN       5145.504       5150.688        1.000    0.152201   \n",
      "5    6  5531.464       5531.464       5525.896        1.424    0.130122   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.025923          0.024         -56.0      ...         \n",
      "1       0.031     0.026107          0.026         -64.0      ...         \n",
      "2       0.036     0.024923          0.024         -54.0      ...         \n",
      "3       0.031     0.023815          0.024         -50.0      ...         \n",
      "4       0.034     0.025462          0.024         -58.0      ...         \n",
      "5       0.031     0.024778          0.024          31.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.965944         NaN         NaN         4055.504         4060.672   \n",
      "1  6.446991         NaN         NaN         4444.112         4438.528   \n",
      "2  6.965944         NaN         NaN         4600.800         4605.968   \n",
      "3  6.437768         NaN         NaN         4988.248         4982.656   \n",
      "4  6.965944         NaN         NaN         5145.296         5150.464   \n",
      "5       NaN     24209.0    5531.248         5531.248         5525.664   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4058.196   4055.608   4060.784            NaN       4058.196  \n",
      "1  4441.436   4444.224   4438.648            NaN       4441.436  \n",
      "2  4603.492   4600.904   4606.080            NaN       4603.492  \n",
      "3  4985.566   4988.356   4982.776            NaN       4985.566  \n",
      "4  5147.988   5145.400   5150.576            NaN       5147.988  \n",
      "5  5531.356   5531.356   5525.780            NaN       5531.356  \n",
      "\n",
      "[6 rows x 41 columns], 116:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4054.576       4059.760        0.830    0.079463   \n",
      "1    2       NaN       4445.496       4439.920        1.650    0.079592   \n",
      "2    3       NaN       4599.872       4605.056        1.300    0.115782   \n",
      "3    4       NaN       4989.624       4984.048        1.474    0.101821   \n",
      "4    5       NaN       5144.368       5149.552        1.464    0.114356   \n",
      "5    6  5532.616       5532.616       5527.048        1.506    0.080694   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.033200          0.034           0.0      ...         \n",
      "1       0.039     0.033840          0.034          -3.0      ...         \n",
      "2       0.036     0.028625          0.029          -1.0      ...         \n",
      "3       0.036     0.030440          0.031          -1.0      ...         \n",
      "4       0.039     0.031250          0.031          -3.0      ...         \n",
      "5       0.036     0.032292          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.955178         NaN         NaN         4054.376         4059.552   \n",
      "1  6.446991         NaN         NaN         4445.296         4439.712   \n",
      "2  6.955178         NaN         NaN         4599.680         4604.856   \n",
      "3  6.446991         NaN         NaN         4989.424         4983.840   \n",
      "4  6.955178         NaN         NaN         5144.176         5149.352   \n",
      "5       NaN     24356.0    5532.424         5532.424         5526.840   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4057.066   4054.476   4059.656            NaN       4057.066  \n",
      "1  4442.606   4445.396   4439.816            NaN       4442.606  \n",
      "2  4602.366   4599.776   4604.956            NaN       4602.366  \n",
      "3  4986.734   4989.524   4983.944            NaN       4986.734  \n",
      "4  5146.862   5144.272   5149.452            NaN       5146.862  \n",
      "5  5532.520   5532.520   5526.944            NaN       5532.520  \n",
      "\n",
      "[6 rows x 41 columns], 117:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4053.504       4058.696        1.014    0.162451   \n",
      "1    2       NaN       4446.640       4441.064        1.472    0.086687   \n",
      "2    3       NaN       4598.808       4604.000        0.872    0.147071   \n",
      "3    4       NaN       4990.760       4985.192        1.305    0.069388   \n",
      "4    5       NaN       5143.304       5148.496        1.344    0.102585   \n",
      "5    6   5533.76       5533.760       5528.192        1.418    0.064522   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.026720          0.026          54.0      ...         \n",
      "1       0.031     0.026192          0.026          -6.0      ...         \n",
      "2       0.031     0.022520          0.021          54.0      ...         \n",
      "3       0.029     0.023880          0.024         -10.0      ...         \n",
      "4       0.034     0.025040          0.024           5.0      ...         \n",
      "5       0.029     0.025269          0.026         -11.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.955178         NaN         NaN         4053.304         4058.480   \n",
      "1  6.446991         NaN         NaN         4446.432         4440.848   \n",
      "2  6.955178         NaN         NaN         4598.608         4603.784   \n",
      "3  6.437768         NaN         NaN         4990.560         4984.968   \n",
      "4  6.955178         NaN         NaN         5143.104         5148.280   \n",
      "5       NaN     24497.0    5533.552         5533.552         5527.968   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4055.996   4053.404   4058.588            NaN       4055.996  \n",
      "1  4443.746   4446.536   4440.956            NaN       4443.746  \n",
      "2  4601.300   4598.708   4603.892            NaN       4601.300  \n",
      "3  4987.870   4990.660   4985.080            NaN       4987.870  \n",
      "4  5145.796   5143.204   5148.388            NaN       5145.796  \n",
      "5  5533.656   5533.656   5528.080            NaN       5533.656  \n",
      "\n",
      "[6 rows x 41 columns], 118:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4052.400       4057.592        1.521    0.085480   \n",
      "1    2       NaN       4447.768       4442.192        1.658    0.085018   \n",
      "2    3       NaN       4597.712       4602.904        1.352    0.096758   \n",
      "3    4       NaN       4991.888       4986.320        1.475    0.114362   \n",
      "4    5       NaN       5142.208       5147.400        0.812    0.104179   \n",
      "5    6  5534.872       5534.872       5529.312        1.579    0.092505   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.032333         0.0325          -1.0      ...         \n",
      "1       0.039     0.032500         0.0325          -1.0      ...         \n",
      "2       0.036     0.029333         0.0290          -2.0      ...         \n",
      "3       0.036     0.031080         0.0310          -3.0      ...         \n",
      "4       0.041     0.032480         0.0340           0.0      ...         \n",
      "5       0.036     0.032920         0.0340          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.944444         NaN         NaN         4052.208         4057.392   \n",
      "1  6.446991         NaN         NaN         4447.560         4441.976   \n",
      "2  6.955178         NaN         NaN         4597.520         4602.696   \n",
      "3  6.446991         NaN         NaN         4991.688         4986.104   \n",
      "4  6.944444         NaN         NaN         5142.008         5147.192   \n",
      "5       NaN     24637.0    5534.672         5534.672         5529.096   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4054.898   4052.304   4057.492            NaN       4054.898  \n",
      "1  4444.874   4447.664   4442.084            NaN       4444.874  \n",
      "2  4600.208   4597.616   4602.800            NaN       4600.208  \n",
      "3  4989.000   4991.788   4986.212            NaN       4989.000  \n",
      "4  5144.702   5142.108   5147.296            NaN       5144.702  \n",
      "5  5534.772   5534.772   5529.204            NaN       5534.772  \n",
      "\n",
      "[6 rows x 41 columns], 119:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4051.328       4056.528        1.661    0.191895   \n",
      "1    2       NaN       4448.920       4443.344        1.572    0.145164   \n",
      "2    3       NaN       4596.648       4601.840        1.673    0.179782   \n",
      "3    4       NaN       4993.040       4987.464        1.504    0.128269   \n",
      "4    5       NaN       5141.144       5146.344        1.586    0.177911   \n",
      "5    6  5536.032       5536.032       5530.464        1.497    0.126123   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030593          0.029          20.0      ...         \n",
      "1       0.036     0.028519          0.029         -43.0      ...         \n",
      "2       0.043     0.030778          0.029          21.0      ...         \n",
      "3       0.036     0.027148          0.026         -39.0      ...         \n",
      "4       0.039     0.028852          0.026          19.0      ...         \n",
      "5       0.036     0.027704          0.026         -45.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4051.112         4056.304   \n",
      "1  6.437768         NaN         NaN         4448.704         4443.112   \n",
      "2  6.944444         NaN         NaN         4596.432         4601.616   \n",
      "3  6.437768         NaN         NaN         4992.824         4987.232   \n",
      "4  6.944444         NaN         NaN         5140.928         5146.112   \n",
      "5       NaN     24780.0    5535.816         5535.816         5530.232   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4053.818   4051.220   4056.416            NaN       4053.818  \n",
      "1  4446.020   4448.812   4443.228            NaN       4446.020  \n",
      "2  4599.134   4596.540   4601.728            NaN       4599.134  \n",
      "3  4990.140   4992.932   4987.348            NaN       4990.140  \n",
      "4  5143.632   5141.036   5146.228            NaN       5143.632  \n",
      "5  5535.924   5535.924   5530.348            NaN       5535.924  \n",
      "\n",
      "[6 rows x 41 columns], 120:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4050.144       4055.352        1.893    0.098104   \n",
      "1    2       NaN       4450.128       4444.560        1.971    0.079166   \n",
      "2    3       NaN       4595.464       4600.656        1.923    0.111733   \n",
      "3    4       NaN       4994.240       4988.672        1.732    0.072515   \n",
      "4    5       NaN       5139.952       5145.152        1.807    0.114067   \n",
      "5    6  5537.232       5537.232       5531.664        1.823    0.097092   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.034857          0.034           7.0      ...         \n",
      "1       0.039     0.032367          0.031          -2.0      ...         \n",
      "2       0.043     0.033345          0.034           9.0      ...         \n",
      "3       0.034     0.029552          0.029          -3.0      ...         \n",
      "4       0.039     0.031448          0.031          10.0      ...         \n",
      "5       0.036     0.030552          0.031          -6.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4049.920         4055.112   \n",
      "1  6.456241         NaN         NaN         4449.888         4444.312   \n",
      "2  6.944444         NaN         NaN         4595.232         4600.416   \n",
      "3  6.446991         NaN         NaN         4994.008         4988.424   \n",
      "4  6.933744         NaN         NaN         5139.720         5144.912   \n",
      "5       NaN     24928.0      5537.0         5537.000         5531.416   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4052.632   4050.032   4055.232            NaN       4052.632  \n",
      "1  4447.222   4450.008   4444.436            NaN       4447.222  \n",
      "2  4597.942   4595.348   4600.536            NaN       4597.942  \n",
      "3  4991.336   4994.124   4988.548            NaN       4991.336  \n",
      "4  5142.434   5139.836   5145.032            NaN       5142.434  \n",
      "5  5537.116   5537.116   5531.540            NaN       5537.116  \n",
      "\n",
      "[6 rows x 41 columns], 121:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4048.912       4054.120        1.816    0.180326   \n",
      "1    2       NaN       4451.488       4445.920        1.870    0.105611   \n",
      "2    3       NaN       4594.232       4599.432        1.833    0.175443   \n",
      "3    4       NaN       4995.608       4990.048        1.677    0.106374   \n",
      "4    5       NaN       5138.720       5143.928        1.730    0.191390   \n",
      "5    6    5538.6       5538.600       5533.040        1.862    0.112573   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030533          0.029           7.0      ...         \n",
      "1       0.034     0.028194          0.026         -35.0      ...         \n",
      "2       0.041     0.030700          0.029           6.0      ...         \n",
      "3       0.034     0.025839          0.026         -34.0      ...         \n",
      "4       0.041     0.028767          0.026          12.0      ...         \n",
      "5       0.036     0.027688          0.026         -35.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4048.672         4053.872   \n",
      "1  6.446991         NaN         NaN         4451.240         4445.656   \n",
      "2  6.933744         NaN         NaN         4593.992         4599.184   \n",
      "3  6.446991         NaN         NaN         4995.360         4989.776   \n",
      "4  6.923077         NaN         NaN         5138.480         5143.680   \n",
      "5       NaN     25096.0    5538.344         5538.344         5532.768   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4051.394   4048.792   4053.996            NaN       4051.394  \n",
      "1  4448.576   4451.364   4445.788            NaN       4448.576  \n",
      "2  4596.710   4594.112   4599.308            NaN       4596.710  \n",
      "3  4992.698   4995.484   4989.912            NaN       4992.698  \n",
      "4  5141.202   5138.600   5143.804            NaN       5141.202  \n",
      "5  5538.472   5538.472   5532.904            NaN       5538.472  \n",
      "\n",
      "[6 rows x 41 columns], 122:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4047.640       4052.848        1.883    0.104159   \n",
      "1    2       NaN       4452.800       4447.224        0.901    0.076975   \n",
      "2    3       NaN       4592.960       4598.168        1.831    0.099001   \n",
      "3    4       NaN       4996.912       4991.336        0.850    0.085048   \n",
      "4    5       NaN       5137.456       5142.664        1.830    0.093521   \n",
      "5    6  5539.896       5539.896       5534.328        1.698    0.079730   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.033966          0.034           4.0      ...         \n",
      "1       0.036     0.031069          0.031           0.0      ...         \n",
      "2       0.041     0.034607          0.034           4.0      ...         \n",
      "3       0.036     0.029310          0.029           0.0      ...         \n",
      "4       0.036     0.032793          0.034           4.0      ...         \n",
      "5       0.034     0.030179          0.031          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4047.408         4052.616   \n",
      "1  6.446991         NaN         NaN         4452.568         4446.984   \n",
      "2  6.923077         NaN         NaN         4592.736         4597.936   \n",
      "3  6.446991         NaN         NaN         4996.680         4991.096   \n",
      "4  6.912442         NaN         NaN         5137.224         5142.432   \n",
      "5       NaN     25262.0    5539.672         5539.672         5534.088   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4050.128   4047.524   4052.732            NaN       4050.128  \n",
      "1  4449.894   4452.684   4447.104            NaN       4449.894  \n",
      "2  4595.450   4592.848   4598.052            NaN       4595.450  \n",
      "3  4994.006   4996.796   4991.216            NaN       4994.006  \n",
      "4  5139.944   5137.340   5142.548            NaN       5139.944  \n",
      "5  5539.784   5539.784   5534.208            NaN       5539.784  \n",
      "\n",
      "[6 rows x 41 columns], 123:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4046.392       4051.608        1.681    0.211071   \n",
      "1    2       NaN       4454.112       4448.536        1.759    0.117208   \n",
      "2    3       NaN       4591.720       4596.936        1.809    0.207711   \n",
      "3    4       NaN       4998.224       4992.656        1.654    0.152665   \n",
      "4    5       NaN       5136.216       5141.432        1.661    0.200795   \n",
      "5    6  5541.208       5541.208       5535.640        1.771    0.126332   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.029345          0.026          -1.0      ...         \n",
      "1       0.034     0.027167          0.026         -26.0      ...         \n",
      "2       0.043     0.030300          0.029           1.0      ...         \n",
      "3       0.036     0.025467          0.024         -22.0      ...         \n",
      "4       0.041     0.027800          0.026           1.0      ...         \n",
      "5       0.036     0.027900          0.026         -26.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4046.160         4051.360   \n",
      "1  6.446991         NaN         NaN         4453.872         4448.288   \n",
      "2  6.912442         NaN         NaN         4591.480         4596.688   \n",
      "3  6.446991         NaN         NaN         4997.984         4992.400   \n",
      "4  6.901840         NaN         NaN         5135.976         5141.192   \n",
      "5       NaN     25424.0    5540.968         5540.968         5535.384   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4048.880   4046.276   4051.484            NaN       4048.880  \n",
      "1  4451.202   4453.992   4448.412            NaN       4451.202  \n",
      "2  4594.206   4591.600   4596.812            NaN       4594.206  \n",
      "3  4995.316   4998.104   4992.528            NaN       4995.316  \n",
      "4  5138.704   5136.096   5141.312            NaN       5138.704  \n",
      "5  5541.088   5541.088   5535.512            NaN       5541.088  \n",
      "\n",
      "[6 rows x 41 columns], 124:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4045.112       4050.328        1.710    0.092035   \n",
      "1    2       NaN       4455.408       4449.832        1.612    0.067346   \n",
      "2    3       NaN       4590.432       4595.656        1.614    0.106465   \n",
      "3    4       NaN       4999.512       4993.936        1.515    0.080171   \n",
      "4    5       NaN       5134.936       5140.160        1.714    0.072901   \n",
      "5    6  5542.488       5542.488       5536.920        1.571    0.078421   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.035423          0.036           3.0      ...         \n",
      "1       0.036     0.031385          0.031          -3.0      ...         \n",
      "2       0.041     0.033680          0.034           5.0      ...         \n",
      "3       0.036     0.029308          0.029          -1.0      ...         \n",
      "4       0.039     0.033885          0.034           5.0      ...         \n",
      "5       0.036     0.030154          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4044.904         4050.112   \n",
      "1  6.437768         NaN         NaN         4455.200         4449.608   \n",
      "2  6.912442         NaN         NaN         4590.232         4595.440   \n",
      "3  6.437768         NaN         NaN         4999.304         4993.712   \n",
      "4  6.901840         NaN         NaN         5134.728         5139.944   \n",
      "5       NaN     25588.0     5542.28         5542.280         5536.696   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4047.614   4045.008   4050.220            NaN       4047.614  \n",
      "1  4452.512   4455.304   4449.720            NaN       4452.512  \n",
      "2  4592.940   4590.332   4595.548            NaN       4592.940  \n",
      "3  4996.616   4999.408   4993.824            NaN       4996.616  \n",
      "4  5137.442   5134.832   5140.052            NaN       5137.442  \n",
      "5  5542.384   5542.384   5536.808            NaN       5542.384  \n",
      "\n",
      "[6 rows x 41 columns], 125:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4043.872       4049.096        1.739    0.159513   \n",
      "1    2       NaN       4456.728       4451.152        1.699    0.117896   \n",
      "2    3       NaN       4589.208       4594.432        1.756    0.176935   \n",
      "3    4       NaN       5000.840       4995.256        1.628    0.147782   \n",
      "4    5       NaN       5133.704       5138.936        1.654    0.194240   \n",
      "5    6  5543.808       5543.808       5538.232        1.673    0.153372   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.030103          0.029           5.0      ...         \n",
      "1       0.036     0.027828          0.026         -29.0      ...         \n",
      "2       0.041     0.030034          0.026           7.0      ...         \n",
      "3       0.034     0.025733          0.026         -33.0      ...         \n",
      "4       0.041     0.028862          0.026           7.0      ...         \n",
      "5       0.039     0.027483          0.026         -29.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4043.640         4048.848   \n",
      "1  6.437768         NaN         NaN         4456.496         4450.904   \n",
      "2  6.912442         NaN         NaN         4588.976         4594.184   \n",
      "3  6.437768         NaN         NaN         5000.600         4995.008   \n",
      "4  6.901840         NaN         NaN         5133.472         5138.688   \n",
      "5       NaN     25750.0    5543.576         5543.576         5537.984   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4046.364   4043.756   4048.972            NaN       4046.364  \n",
      "1  4453.820   4456.612   4451.028            NaN       4453.820  \n",
      "2  4591.700   4589.092   4594.308            NaN       4591.700  \n",
      "3  4997.926   5000.720   4995.132            NaN       4997.926  \n",
      "4  5136.200   5133.588   5138.812            NaN       5136.200  \n",
      "5  5543.692   5543.692   5538.108            NaN       5543.692  \n",
      "\n",
      "[6 rows x 41 columns], 126:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4042.560       4047.776        1.830    0.110698   \n",
      "1    2       NaN       4458.072       4452.488        1.759    0.090325   \n",
      "2    3       NaN       4587.888       4593.112        1.767    0.123357   \n",
      "3    4       NaN       5002.168       4996.592        1.534    0.088228   \n",
      "4    5       NaN       5132.384       5137.616        1.697    0.126595   \n",
      "5    6  5545.136       5545.136       5539.560        1.594    0.083786   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.032556          0.031          12.0      ...         \n",
      "1       0.036     0.031321          0.031          -3.0      ...         \n",
      "2       0.039     0.031667          0.031          11.0      ...         \n",
      "3       0.036     0.028926          0.029          -1.0      ...         \n",
      "4       0.041     0.031538          0.031          14.0      ...         \n",
      "5       0.034     0.029481          0.029          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4042.344         4047.552   \n",
      "1  6.437768         NaN         NaN         4457.848         4452.256   \n",
      "2  6.901840         NaN         NaN         4587.672         4592.888   \n",
      "3  6.437768         NaN         NaN         5001.952         4996.360   \n",
      "4  6.901840         NaN         NaN         5132.176         5137.392   \n",
      "5       NaN     25918.0     5544.92         5544.920         5539.328   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4045.058   4042.452   4047.664            NaN       4045.058  \n",
      "1  4455.166   4457.960   4452.372            NaN       4455.166  \n",
      "2  4590.390   4587.780   4593.000            NaN       4590.390  \n",
      "3  4999.268   5002.060   4996.476            NaN       4999.268  \n",
      "4  5134.892   5132.280   5137.504            NaN       5134.892  \n",
      "5  5545.028   5545.028   5539.444            NaN       5545.028  \n",
      "\n",
      "[6 rows x 41 columns], 127:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4041.288       4046.504        1.661    0.173204   \n",
      "1    2       NaN       4459.400       4453.824        1.612    0.134440   \n",
      "2    3       NaN       4586.624       4591.848        1.684    0.175330   \n",
      "3    4       NaN       5003.504       4997.928        1.521    0.137106   \n",
      "4    5       NaN       5131.120       5136.352        1.613    0.176944   \n",
      "5    6  5546.464       5546.464       5540.896        1.602    0.128316   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.029500          0.026          12.0      ...         \n",
      "1       0.036     0.027786          0.026         -38.0      ...         \n",
      "2       0.041     0.030679          0.029          11.0      ...         \n",
      "3       0.034     0.025929          0.026         -42.0      ...         \n",
      "4       0.041     0.029667          0.029          17.0      ...         \n",
      "5       0.036     0.027893          0.026         -42.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4041.064         4046.272   \n",
      "1  6.437768         NaN         NaN         4459.176         4453.584   \n",
      "2  6.912442         NaN         NaN         4586.400         4591.608   \n",
      "3  6.437768         NaN         NaN         5003.280         4997.688   \n",
      "4  6.901840         NaN         NaN         5130.904         5136.120   \n",
      "5       NaN     26083.0     5546.24         5546.240         5540.656   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4043.782   4041.176   4046.388            NaN       4043.782  \n",
      "1  4456.496   4459.288   4453.704            NaN       4456.496  \n",
      "2  4589.120   4586.512   4591.728            NaN       4589.120  \n",
      "3  5000.600   5003.392   4997.808            NaN       5000.600  \n",
      "4  5133.624   5131.012   5136.236            NaN       5133.624  \n",
      "5  5546.352   5546.352   5540.776            NaN       5546.352  \n",
      "\n",
      "[6 rows x 41 columns], 128:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4040.024       4045.240        1.595    0.112844   \n",
      "1    2       NaN       4460.672       4455.096        1.503    0.111753   \n",
      "2    3       NaN       4585.360       4590.576        1.570    0.102407   \n",
      "3    4       NaN       5004.768       4999.192        1.414    0.113801   \n",
      "4    5       NaN       5129.856       5135.080        1.510    0.114356   \n",
      "5    6   5547.72       5547.720       5542.160        1.421    0.080353   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.034250          0.034           6.0      ...         \n",
      "1       0.039     0.031417          0.031          -2.0      ...         \n",
      "2       0.041     0.032833          0.031           6.0      ...         \n",
      "3       0.036     0.029958          0.030          -1.0      ...         \n",
      "4       0.039     0.031250          0.031          11.0      ...         \n",
      "5       0.034     0.029333          0.029          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4039.832         4045.040   \n",
      "1  6.437768         NaN         NaN         4460.480         4454.888   \n",
      "2  6.912442         NaN         NaN         4585.168         4590.376   \n",
      "3  6.446991         NaN         NaN         5004.576         4998.992   \n",
      "4  6.901840         NaN         NaN         5129.664         5134.880   \n",
      "5       NaN     26244.0    5547.528         5547.528         5541.952   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4042.534   4039.928   4045.140            NaN       4042.534  \n",
      "1  4457.784   4460.576   4454.992            NaN       4457.784  \n",
      "2  4587.870   4585.264   4590.476            NaN       4587.870  \n",
      "3  5001.882   5004.672   4999.092            NaN       5001.882  \n",
      "4  5132.370   5129.760   5134.980            NaN       5132.370  \n",
      "5  5547.624   5547.624   5542.056            NaN       5547.624  \n",
      "\n",
      "[6 rows x 41 columns], 129:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4038.808       4044.016        0.787    0.201280   \n",
      "1    2       NaN       4461.976       4456.416        1.504    0.103226   \n",
      "2    3       NaN       4584.144       4589.352        1.560    0.192279   \n",
      "3    4       NaN       5006.080       5000.512        1.407    0.154584   \n",
      "4    5       NaN       5128.640       5133.864        1.493    0.193451   \n",
      "5    6  5549.032       5549.032       5543.472        1.507    0.133367   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030269         0.0275           0.0      ...         \n",
      "1       0.036     0.027423         0.0260         -29.0      ...         \n",
      "2       0.043     0.030538         0.0290           2.0      ...         \n",
      "3       0.036     0.026000         0.0260         -27.0      ...         \n",
      "4       0.041     0.029423         0.0275           2.0      ...         \n",
      "5       0.036     0.027769         0.0260         -26.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4038.600         4043.800   \n",
      "1  6.446991         NaN         NaN         4461.768         4456.184   \n",
      "2  6.923077         NaN         NaN         4583.936         4589.136   \n",
      "3  6.446991         NaN         NaN         5005.872         5000.288   \n",
      "4  6.912442         NaN         NaN         5128.432         5133.640   \n",
      "5       NaN     26406.0    5548.824         5548.824         5543.248   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4041.306   4038.704   4043.908            NaN       4041.306  \n",
      "1  4459.086   4461.872   4456.300            NaN       4459.086  \n",
      "2  4586.642   4584.040   4589.244            NaN       4586.642  \n",
      "3  5003.188   5005.976   5000.400            NaN       5003.188  \n",
      "4  5131.144   5128.536   5133.752            NaN       5131.144  \n",
      "5  5548.928   5548.928   5543.360            NaN       5548.928  \n",
      "\n",
      "[6 rows x 41 columns], 130:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4037.568       4042.768        1.640    0.182141   \n",
      "1    2       NaN       4463.248       4457.688        1.585    0.063015   \n",
      "2    3       NaN       4582.904       4588.104        0.867    0.126801   \n",
      "3    4       NaN       5007.344       5001.784        1.521    0.099111   \n",
      "4    5       NaN       5127.400       5132.608        1.556    0.124202   \n",
      "5    6  5550.296       5550.296       5544.736        1.520    0.080484   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046      0.03500          0.034          -2.0      ...         \n",
      "1       0.036      0.03068          0.031          -3.0      ...         \n",
      "2       0.043      0.03468          0.034           0.0      ...         \n",
      "3       0.036      0.02992          0.029          -3.0      ...         \n",
      "4       0.043      0.03296          0.031           2.0      ...         \n",
      "5       0.034      0.02972          0.029          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4037.368         4042.560   \n",
      "1  6.456241         NaN         NaN         4463.048         4457.472   \n",
      "2  6.933744         NaN         NaN         4582.704         4587.896   \n",
      "3  6.456241         NaN         NaN         5007.144         5001.568   \n",
      "4  6.923077         NaN         NaN         5127.200         5132.400   \n",
      "5       NaN     26565.0    5550.096         5550.096         5544.520   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4040.066   4037.468   4042.664            NaN       4040.066  \n",
      "1  4460.364   4463.148   4457.580            NaN       4460.364  \n",
      "2  4585.402   4582.804   4588.000            NaN       4585.402  \n",
      "3  5004.460   5007.244   5001.676            NaN       5004.460  \n",
      "4  5129.902   5127.300   5132.504            NaN       5129.902  \n",
      "5  5550.196   5550.196   5544.628            NaN       5550.196  \n",
      "\n",
      "[6 rows x 41 columns], 131:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4036.320       4041.520        1.652    0.187937   \n",
      "1    2       NaN       4464.600       4459.032        1.652    0.125404   \n",
      "2    3       NaN       4581.664       4586.856        1.627    0.159895   \n",
      "3    4       NaN       5008.696       5003.128        1.486    0.164023   \n",
      "4    5       NaN       5126.160       5131.360        1.684    0.176095   \n",
      "5    6  5551.648       5551.648       5546.080        1.623    0.104021   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030259          0.029           5.0      ...         \n",
      "1       0.036     0.027500          0.026         -32.0      ...         \n",
      "2       0.041     0.029889          0.029          -1.0      ...         \n",
      "3       0.034     0.025815          0.026         -30.0      ...         \n",
      "4       0.043     0.031333          0.029           2.0      ...         \n",
      "5       0.034     0.027679          0.029         -37.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.944444         NaN         NaN         4036.104         4041.288   \n",
      "1  6.456241         NaN         NaN         4464.376         4458.800   \n",
      "2  6.944444         NaN         NaN         4581.448         4586.632   \n",
      "3  6.437768         NaN         NaN         5008.480         5002.888   \n",
      "4  6.933744         NaN         NaN         5125.944         5131.136   \n",
      "5       NaN     26731.0    5551.424         5551.424         5545.840   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4038.808   4036.212   4041.404            NaN       4038.808  \n",
      "1  4461.702   4464.488   4458.916            NaN       4461.702  \n",
      "2  4584.150   4581.556   4586.744            NaN       4584.150  \n",
      "3  5005.798   5008.588   5003.008            NaN       5005.798  \n",
      "4  5128.650   5126.052   5131.248            NaN       5128.650  \n",
      "5  5551.536   5551.536   5545.960            NaN       5551.536  \n",
      "\n",
      "[6 rows x 41 columns], 132:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4035.000       4040.200        1.678    0.108172   \n",
      "1    2       NaN       4465.936       4460.360        1.664    0.063405   \n",
      "2    3       NaN       4580.352       4585.544        1.687    0.095871   \n",
      "3    4       NaN       5010.032       5004.440        1.442    0.080199   \n",
      "4    5       NaN       5124.848       5130.056        0.767    0.099601   \n",
      "5    6  5552.976       5552.976       5547.392        1.529    0.092246   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.035360          0.034           4.0      ...         \n",
      "1       0.036     0.030296          0.031          -4.0      ...         \n",
      "2       0.041     0.032769          0.031           8.0      ...         \n",
      "3       0.034     0.027654          0.029          -2.0      ...         \n",
      "4       0.039     0.030680          0.031           0.0      ...         \n",
      "5       0.036     0.030115          0.030          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.944444         NaN         NaN         4034.800         4039.984   \n",
      "1  6.446991         NaN         NaN         4465.720         4460.136   \n",
      "2  6.944444         NaN         NaN         4580.144         4585.328   \n",
      "3  6.428571         NaN         NaN         5009.824         5004.224   \n",
      "4  6.933744         NaN         NaN         5124.648         5129.840   \n",
      "5       NaN     26899.0    5552.768         5552.768         5547.168   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4037.496   4034.900   4040.092            NaN       4037.496  \n",
      "1  4463.038   4465.828   4460.248            NaN       4463.038  \n",
      "2  4582.842   4580.248   4585.436            NaN       4582.842  \n",
      "3  5007.130   5009.928   5004.332            NaN       5007.130  \n",
      "4  5127.348   5124.748   5129.948            NaN       5127.348  \n",
      "5  5552.872   5552.872   5547.280            NaN       5552.872  \n",
      "\n",
      "[6 rows x 41 columns], 133:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4033.720       4038.920        1.621    0.179157   \n",
      "1    2       NaN       4467.312       4461.712        1.616    0.116079   \n",
      "2    3       NaN       4579.072       4584.272        1.657    0.169217   \n",
      "3    4       NaN       5011.408       5005.800        1.474    0.141317   \n",
      "4    5       NaN       5123.568       5128.784        1.449    0.206823   \n",
      "5    6  5554.344       5554.344       5548.736        1.561    0.123677   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028852          0.026          13.0      ...         \n",
      "1       0.036     0.029222          0.029         -38.0      ...         \n",
      "2       0.041     0.030296          0.029          17.0      ...         \n",
      "3       0.036     0.027148          0.026         -43.0      ...         \n",
      "4       0.041     0.027615          0.026          20.0      ...         \n",
      "5       0.036     0.027778          0.026         -46.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4033.504         4038.696   \n",
      "1  6.410256         NaN         NaN         4467.096         4461.480   \n",
      "2  6.923077         NaN         NaN         4578.856         4584.056   \n",
      "3  6.401138         NaN         NaN         5011.192         5005.568   \n",
      "4  6.923077         NaN         NaN         5123.360         5128.560   \n",
      "5       NaN     27069.0    5554.128         5554.128         5548.504   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4036.210   4033.612   4038.808            NaN       4036.210  \n",
      "1  4464.400   4467.204   4461.596            NaN       4464.400  \n",
      "2  4581.564   4578.964   4584.164            NaN       4581.564  \n",
      "3  5008.492   5011.300   5005.684            NaN       5008.492  \n",
      "4  5126.068   5123.464   5128.672            NaN       5126.068  \n",
      "5  5554.236   5554.236   5548.620            NaN       5554.236  \n",
      "\n",
      "[6 rows x 41 columns], 134:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4032.432       4037.648        1.619    0.110249   \n",
      "1    2       NaN       4468.616       4463.000        1.611    0.085327   \n",
      "2    3       NaN       4577.792       4583.008        1.544    0.097320   \n",
      "3    4       NaN       5012.704       5007.088        1.441    0.094424   \n",
      "4    5       NaN       5122.296       5127.520        1.452    0.093301   \n",
      "5    6   5555.64       5555.640       5550.016        0.773    0.080551   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.031240          0.031           1.0      ...         \n",
      "1       0.039     0.032269          0.031          -2.0      ...         \n",
      "2       0.039     0.030960          0.031          -3.0      ...         \n",
      "3       0.034     0.029520          0.031          -1.0      ...         \n",
      "4       0.036     0.029560          0.029           1.0      ...         \n",
      "5       0.036     0.029731          0.029           0.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4032.232         4037.432   \n",
      "1  6.401138         NaN         NaN         4468.408         4462.784   \n",
      "2  6.923077         NaN         NaN         4577.592         4582.792   \n",
      "3  6.382979         NaN         NaN         5012.504         5006.864   \n",
      "4  6.912442         NaN         NaN         5122.096         5127.304   \n",
      "5       NaN     27232.0    5555.432         5555.432         5549.800   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4034.936   4032.332   4037.540            NaN       4034.936  \n",
      "1  4465.702   4468.512   4462.892            NaN       4465.702  \n",
      "2  4580.296   4577.692   4582.900            NaN       4580.296  \n",
      "3  5009.790   5012.604   5006.976            NaN       5009.790  \n",
      "4  5124.804   5122.196   5127.412            NaN       5124.804  \n",
      "5  5555.536   5555.536   5549.908            NaN       5555.536  \n",
      "\n",
      "[6 rows x 41 columns], 135:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4031.216       4036.448        1.583    0.210883   \n",
      "1    2       NaN       4469.928       4464.304        1.548    0.133703   \n",
      "2    3       NaN       4576.584       4581.808        1.624    0.211600   \n",
      "3    4       NaN       5014.008       5008.376        1.472    0.108795   \n",
      "4    5       NaN       5121.088       5126.320        1.527    0.165988   \n",
      "5    6  5556.936       5556.936       5551.304        1.387    0.103091   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.030115          0.029          24.0      ...         \n",
      "1       0.034     0.027296          0.026         -52.0      ...         \n",
      "2       0.043     0.029481          0.029          31.0      ...         \n",
      "3       0.031     0.026519          0.026         -53.0      ...         \n",
      "4       0.039     0.028148          0.026          34.0      ...         \n",
      "5       0.031     0.026444          0.026         -57.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4031.008         4036.216   \n",
      "1  6.382979         NaN         NaN         4469.712         4464.072   \n",
      "2  6.901840         NaN         NaN         4576.368         4581.584   \n",
      "3  6.373938         NaN         NaN         5013.792         5008.144   \n",
      "4  6.891271         NaN         NaN         5120.872         5126.096   \n",
      "5       NaN     27393.0     5556.72         5556.720         5551.072   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4033.722   4031.112   4036.332            NaN       4033.722  \n",
      "1  4467.004   4469.820   4464.188            NaN       4467.004  \n",
      "2  4579.086   4576.476   4581.696            NaN       4579.086  \n",
      "3  5011.080   5013.900   5008.260            NaN       5011.080  \n",
      "4  5123.594   5120.980   5126.208            NaN       5123.594  \n",
      "5  5556.828   5556.828   5551.188            NaN       5556.828  \n",
      "\n",
      "[6 rows x 41 columns], 136:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4029.944       4035.176        1.584    0.099677   \n",
      "1    2       NaN       4471.192       4465.560        1.615    0.067896   \n",
      "2    3       NaN       4575.312       4580.544        1.592    0.086359   \n",
      "3    4       NaN       5015.272       5009.632        0.756    0.096298   \n",
      "4    5       NaN       5119.824       5125.072        1.484    0.179260   \n",
      "5    6  5558.192       5558.192       5552.552        1.649    0.076752   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030346          0.031           2.0      ...         \n",
      "1       0.036     0.031423          0.031          -3.0      ...         \n",
      "2       0.041     0.030808          0.031          -2.0      ...         \n",
      "3       0.034     0.029077          0.029           0.0      ...         \n",
      "4       0.039     0.028538          0.026          40.0      ...         \n",
      "5       0.036     0.030778          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4029.736         4034.952   \n",
      "1  6.373938         NaN         NaN         4470.984         4465.336   \n",
      "2  6.891271         NaN         NaN         4575.104         4580.328   \n",
      "3  6.364922         NaN         NaN         5015.064         5009.408   \n",
      "4  6.870229         NaN         NaN         5119.616         5124.856   \n",
      "5       NaN     27550.0    5557.976         5557.976         5552.328   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4032.452   4029.840   4035.064            NaN       4032.452  \n",
      "1  4468.268   4471.088   4465.448            NaN       4468.268  \n",
      "2  4577.822   4575.208   4580.436            NaN       4577.822  \n",
      "3  5012.344   5015.168   5009.520            NaN       5012.344  \n",
      "4  5122.342   5119.720   5124.964            NaN       5122.342  \n",
      "5  5558.084   5558.084   5552.440            NaN       5558.084  \n",
      "\n",
      "[6 rows x 41 columns], 137:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4028.680       4033.928        1.671    0.178030   \n",
      "1    2       NaN       4472.576       4466.928        1.751    0.121955   \n",
      "2    3       NaN       4574.080       4579.328        1.683    0.192786   \n",
      "3    4       NaN       5016.632       5010.992        1.519    0.129508   \n",
      "4    5       NaN       5118.608       5123.856        1.584    0.195565   \n",
      "5    6  5559.544       5559.544       5553.896        1.489    0.137998   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028714          0.026          26.0      ...         \n",
      "1       0.036     0.028667          0.029         -54.0      ...         \n",
      "2       0.041     0.029643          0.029          26.0      ...         \n",
      "3       0.031     0.025000          0.024         -49.0      ...         \n",
      "4       0.041     0.028071          0.026          28.0      ...         \n",
      "5       0.036     0.027414          0.026         -58.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.880734         NaN         NaN         4028.456         4033.688   \n",
      "1  6.355932         NaN         NaN         4472.336         4466.672   \n",
      "2  6.880734         NaN         NaN         4573.856         4579.088   \n",
      "3  6.355932         NaN         NaN         5016.400         5010.736   \n",
      "4  6.880734         NaN         NaN         5118.384         5123.616   \n",
      "5       NaN     27717.0    5559.312         5559.312         5553.648   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4031.188   4028.568   4033.808            NaN       4031.188  \n",
      "1  4469.628   4472.456   4466.800            NaN       4469.628  \n",
      "2  4576.588   4573.968   4579.208            NaN       4576.588  \n",
      "3  5013.690   5016.516   5010.864            NaN       5013.690  \n",
      "4  5121.116   5118.496   5123.736            NaN       5121.116  \n",
      "5  5559.428   5559.428   5553.772            NaN       5559.428  \n",
      "\n",
      "[6 rows x 41 columns], 138:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4027.480       4032.712        1.803    0.160897   \n",
      "1    2       NaN       4473.816       4468.176        1.677    0.079112   \n",
      "2    3       NaN       4572.880       4578.112        1.816    0.152372   \n",
      "3    4       NaN       5017.880       5012.232        1.599    0.070271   \n",
      "4    5       NaN       5117.400       5122.640        1.746    0.165776   \n",
      "5    6  5560.776       5560.776       5555.136        1.640    0.070856   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.046     0.031481          0.031          16.0      ...         \n",
      "1       0.036     0.031370          0.031          -3.0      ...         \n",
      "2       0.043     0.031519          0.031          16.0      ...         \n",
      "3       0.034     0.029143          0.029          -2.0      ...         \n",
      "4       0.041     0.030185          0.029          19.0      ...         \n",
      "5       0.036     0.030000          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.880734         NaN         NaN         4027.264         4032.496   \n",
      "1  6.364922         NaN         NaN         4473.600         4467.944   \n",
      "2  6.891271         NaN         NaN         4572.664         4577.888   \n",
      "3  6.364922         NaN         NaN         5017.656         5012.000   \n",
      "4  6.870229         NaN         NaN         5117.184         5122.424   \n",
      "5       NaN     27873.0     5560.56         5560.560         5554.904   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4029.988   4027.372   4032.604            NaN       4029.988  \n",
      "1  4470.884   4473.708   4468.060            NaN       4470.884  \n",
      "2  4575.386   4572.772   4578.000            NaN       4575.386  \n",
      "3  5014.942   5017.768   5012.116            NaN       5014.942  \n",
      "4  5119.912   5117.292   5122.532            NaN       5119.912  \n",
      "5  5560.668   5560.668   5555.020            NaN       5560.668  \n",
      "\n",
      "[6 rows x 41 columns], 139:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4026.304       4031.544        1.667    0.185901   \n",
      "1    2       NaN       4475.072       4469.440        1.758    0.111173   \n",
      "2    3       NaN       4571.704       4576.944        1.733    0.193709   \n",
      "3    4       NaN       5019.128       5013.488        1.568    0.152376   \n",
      "4    5       NaN       5116.224       5121.472        1.726    0.167115   \n",
      "5    6  5562.024       5562.024       5556.392        1.630    0.123100   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.030036         0.0290          10.0      ...         \n",
      "1       0.034     0.028167         0.0275         -38.0      ...         \n",
      "2       0.041     0.030069         0.0290           9.0      ...         \n",
      "3       0.036     0.025483         0.0260         -37.0      ...         \n",
      "4       0.046     0.031107         0.0310          11.0      ...         \n",
      "5       0.034     0.026310         0.0260         -43.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4026.080         4031.296   \n",
      "1  6.382979         NaN         NaN         4474.832         4469.192   \n",
      "2  6.891271         NaN         NaN         4571.472         4576.696   \n",
      "3  6.364922         NaN         NaN         5018.896         5013.240   \n",
      "4  6.880734         NaN         NaN         5116.000         5121.232   \n",
      "5       NaN     28027.0    5561.792         5561.792         5556.136   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4028.806   4026.192   4031.420            NaN       4028.806  \n",
      "1  4472.134   4474.952   4469.316            NaN       4472.134  \n",
      "2  4574.204   4571.588   4576.820            NaN       4574.204  \n",
      "3  5016.188   5019.012   5013.364            NaN       5016.188  \n",
      "4  5118.732   5116.112   5121.352            NaN       5118.732  \n",
      "5  5561.908   5561.908   5556.264            NaN       5561.908  \n",
      "\n",
      "[6 rows x 41 columns], 140:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4025.088       4030.320        1.870    0.085037   \n",
      "1    2       NaN       4476.336       4470.704        1.799    0.077540   \n",
      "2    3       NaN       4570.488       4575.720        1.833    0.080547   \n",
      "3    4       NaN       5020.392       5014.744        1.660    0.086438   \n",
      "4    5       NaN       5115.008       5120.256        2.016    0.077175   \n",
      "5    6  5563.288       5563.288       5557.640        1.761    0.073561   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.034500          0.034           5.0      ...         \n",
      "1       0.034     0.030345          0.031          -1.0      ...         \n",
      "2       0.039     0.033893          0.034           5.0      ...         \n",
      "3       0.036     0.029655          0.029          -2.0      ...         \n",
      "4       0.043     0.036821          0.036           7.0      ...         \n",
      "5       0.034     0.030379          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4024.864         4030.080   \n",
      "1  6.373938         NaN         NaN         4476.104         4470.456   \n",
      "2  6.891271         NaN         NaN         4570.264         4575.488   \n",
      "3  6.364922         NaN         NaN         5020.160         5014.504   \n",
      "4  6.870229         NaN         NaN         5114.784         5120.024   \n",
      "5       NaN     28185.0    5563.056         5563.056         5557.400   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4027.588   4024.976   4030.200            NaN       4027.588  \n",
      "1  4473.400   4476.220   4470.580            NaN       4473.400  \n",
      "2  4572.990   4570.376   4575.604            NaN       4572.990  \n",
      "3  5017.450   5020.276   5014.624            NaN       5017.450  \n",
      "4  5117.518   5114.896   5120.140            NaN       5117.518  \n",
      "5  5563.172   5563.172   5557.520            NaN       5563.172  \n",
      "\n",
      "[6 rows x 41 columns], 141:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4023.816       4029.040        1.875    0.162687   \n",
      "1    2       NaN       4477.704       4472.064        1.879    0.120969   \n",
      "2    3       NaN       4569.216       4574.448        1.885    0.177118   \n",
      "3    4       NaN       5021.768       5016.120        1.774    0.123200   \n",
      "4    5       NaN       5113.736       5118.984        1.997    0.170327   \n",
      "5    6  5564.664       5564.664       5559.024        1.868    0.129387   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.029452          0.029          12.0      ...         \n",
      "1       0.036     0.027406          0.026         -39.0      ...         \n",
      "2       0.041     0.029710          0.029          13.0      ...         \n",
      "3       0.034     0.026125          0.026         -40.0      ...         \n",
      "4       0.041     0.031129          0.029          22.0      ...         \n",
      "5       0.036     0.028063          0.029         -41.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4023.568         4028.784   \n",
      "1  6.373938         NaN         NaN         4477.448         4471.800   \n",
      "2  6.901840         NaN         NaN         4568.968         4574.184   \n",
      "3  6.355932         NaN         NaN         5021.512         5015.848   \n",
      "4  6.880734         NaN         NaN         5113.488         5118.720   \n",
      "5       NaN     28354.0    5564.408         5564.408         5558.752   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4026.302   4023.692   4028.912            NaN       4026.302  \n",
      "1  4474.754   4477.576   4471.932            NaN       4474.754  \n",
      "2  4571.704   4569.092   4574.316            NaN       4571.704  \n",
      "3  5018.812   5021.640   5015.984            NaN       5018.812  \n",
      "4  5116.232   5113.612   5118.852            NaN       5116.232  \n",
      "5  5564.536   5564.536   5558.888            NaN       5564.536  \n",
      "\n",
      "[6 rows x 41 columns], 142:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4022.520       4027.752        1.816    0.083971   \n",
      "1    2       NaN       4479.024       4473.384        1.731    0.082289   \n",
      "2    3       NaN       4567.920       4573.152        1.767    0.092940   \n",
      "3    4       NaN       5023.080       5017.440        0.830    0.081750   \n",
      "4    5       NaN       5112.440       5117.688        1.610    0.098160   \n",
      "5    6  5565.968       5565.968       5560.336        1.697    0.068551   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.032074          0.031          -1.0      ...         \n",
      "1       0.036     0.031357          0.031          -4.0      ...         \n",
      "2       0.039     0.031036          0.031          -1.0      ...         \n",
      "3       0.036     0.029643          0.031           0.0      ...         \n",
      "4       0.041     0.028821          0.029          -3.0      ...         \n",
      "5       0.034     0.029929          0.029          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4022.304         4027.520   \n",
      "1  6.364922         NaN         NaN         4478.800         4473.144   \n",
      "2  6.891271         NaN         NaN         4567.696         4572.920   \n",
      "3  6.364922         NaN         NaN         5022.856         5017.200   \n",
      "4  6.870229         NaN         NaN         5112.216         5117.456   \n",
      "5       NaN     28521.0    5565.744         5565.744         5560.096   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4025.024   4022.412   4027.636            NaN       4025.024  \n",
      "1  4476.088   4478.912   4473.264            NaN       4476.088  \n",
      "2  4570.422   4567.808   4573.036            NaN       4570.422  \n",
      "3  5020.144   5022.968   5017.320            NaN       5020.144  \n",
      "4  5114.950   5112.328   5117.572            NaN       5114.950  \n",
      "5  5565.856   5565.856   5560.216            NaN       5565.856  \n",
      "\n",
      "[6 rows x 41 columns], 143:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4021.272       4026.504        1.681    0.180364   \n",
      "1    2       NaN       4480.336       4474.704        1.562    0.106843   \n",
      "2    3       NaN       4566.672       4571.912        1.723    0.195334   \n",
      "3    4       NaN       5024.392       5018.760        1.437    0.114039   \n",
      "4    5       NaN       5111.192       5116.440        1.606    0.201804   \n",
      "5    6  5567.272       5567.272       5561.648        1.582    0.124455   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.029429         0.0290          23.0      ...         \n",
      "1       0.034     0.027893         0.0260         -53.0      ...         \n",
      "2       0.043     0.029821         0.0275          19.0      ...         \n",
      "3       0.034     0.025679         0.0260         -55.0      ...         \n",
      "4       0.041     0.028571         0.0260          28.0      ...         \n",
      "5       0.034     0.027107         0.0260         -50.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.891271         NaN         NaN         4021.048         4026.272   \n",
      "1  6.373938         NaN         NaN         4480.112         4474.464   \n",
      "2  6.891271         NaN         NaN         4566.448         4571.672   \n",
      "3  6.364922         NaN         NaN         5024.168         5018.512   \n",
      "4  6.870229         NaN         NaN         5110.968         5116.208   \n",
      "5       NaN     28684.0    5567.048         5567.048         5561.400   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4023.774   4021.160   4026.388            NaN       4023.774  \n",
      "1  4477.404   4480.224   4474.584            NaN       4477.404  \n",
      "2  4569.176   4566.560   4571.792            NaN       4569.176  \n",
      "3  5021.458   5024.280   5018.636            NaN       5021.458  \n",
      "4  5113.702   5111.080   5116.324            NaN       5113.702  \n",
      "5  5567.160   5567.160   5561.524            NaN       5567.160  \n",
      "\n",
      "[6 rows x 41 columns], 144:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4020.024       4025.256        1.813    0.110328   \n",
      "1    2       NaN       4481.600       4475.984        1.604    0.082945   \n",
      "2    3       NaN       4565.424       4570.656        1.711    0.138368   \n",
      "3    4       NaN       5025.656       5020.032        1.548    0.056753   \n",
      "4    5       NaN       5109.944       5115.192        1.669    0.169822   \n",
      "5    6  5568.528       5568.528       5562.920        1.625    0.074372   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.034185          0.034           7.0      ...         \n",
      "1       0.039     0.031192          0.031          -2.0      ...         \n",
      "2       0.043     0.032038          0.031          12.0      ...         \n",
      "3       0.031     0.029185          0.029          -3.0      ...         \n",
      "4       0.041     0.029333          0.029          16.0      ...         \n",
      "5       0.034     0.030185          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.880734         NaN         NaN         4019.808         4025.040   \n",
      "1  6.392045         NaN         NaN         4481.392         4475.760   \n",
      "2  6.891271         NaN         NaN         4565.216         4570.440   \n",
      "3  6.392045         NaN         NaN         5025.440         5019.808   \n",
      "4  6.870229         NaN         NaN         5109.728         5114.968   \n",
      "5       NaN     28842.0    5568.312         5568.312         5562.688   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4022.532   4019.916   4025.148            NaN       4022.532  \n",
      "1  4478.684   4481.496   4475.872            NaN       4478.684  \n",
      "2  4567.934   4565.320   4570.548            NaN       4567.934  \n",
      "3  5022.734   5025.548   5019.920            NaN       5022.734  \n",
      "4  5112.458   5109.836   5115.080            NaN       5112.458  \n",
      "5  5568.420   5568.420   5562.804            NaN       5568.420  \n",
      "\n",
      "[6 rows x 41 columns], 145:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4018.816       4024.056        1.694    0.151448   \n",
      "1    2       NaN       4482.872       4477.272        1.655    0.130777   \n",
      "2    3       NaN       4564.224       4569.456        1.703    0.167571   \n",
      "3    4       NaN       5026.920       5021.328        1.479    0.124235   \n",
      "4    5       NaN       5108.744       5113.992        1.550    0.134859   \n",
      "5    6  5569.784       5569.784       5564.200        1.591    0.133571   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.030000         0.0290           8.0      ...         \n",
      "1       0.036     0.028321         0.0275         -40.0      ...         \n",
      "2       0.041     0.030107         0.0290          14.0      ...         \n",
      "3       0.034     0.026963         0.0260         -45.0      ...         \n",
      "4       0.036     0.028778         0.0290          16.0      ...         \n",
      "5       0.039     0.028111         0.0290         -44.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.880734         NaN         NaN         4018.592         4023.824   \n",
      "1  6.410256         NaN         NaN         4482.648         4477.032   \n",
      "2  6.891271         NaN         NaN         4564.000         4569.224   \n",
      "3  6.410256         NaN         NaN         5026.704         5021.088   \n",
      "4  6.880734         NaN         NaN         5108.528         5113.760   \n",
      "5       NaN     28999.0    5569.568         5569.568         5563.960   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4021.322   4018.704   4023.940            NaN       4021.322  \n",
      "1  4479.956   4482.760   4477.152            NaN       4479.956  \n",
      "2  4566.726   4564.112   4569.340            NaN       4566.726  \n",
      "3  5024.010   5026.812   5021.208            NaN       5024.010  \n",
      "4  5111.256   5108.636   5113.876            NaN       5111.256  \n",
      "5  5569.676   5569.676   5564.080            NaN       5569.676  \n",
      "\n",
      "[6 rows x 41 columns], 146:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4017.552       4022.784        0.931    0.173718   \n",
      "1    2       NaN       4484.128       4478.552        1.582    0.067923   \n",
      "2    3       NaN       4562.968       4568.200        1.728    0.111510   \n",
      "3    4       NaN       5028.176       5022.600        1.487    0.109171   \n",
      "4    5       NaN       5107.488       5112.728        1.614    0.132942   \n",
      "5    6  5571.032       5571.032       5565.472        1.555    0.091975   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.048     0.035808          0.035           0.0      ...         \n",
      "1       0.034     0.031077          0.031          -2.0      ...         \n",
      "2       0.043     0.035115          0.035           3.0      ...         \n",
      "3       0.036     0.029769          0.029          -4.0      ...         \n",
      "4       0.041     0.031692          0.031           7.0      ...         \n",
      "5       0.036     0.030615          0.031          -4.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.891271         NaN         NaN         4017.344         4022.568   \n",
      "1  6.437768         NaN         NaN         4483.920         4478.328   \n",
      "2  6.891271         NaN         NaN         4562.760         4567.984   \n",
      "3  6.437768         NaN         NaN         5027.968         5022.376   \n",
      "4  6.880734         NaN         NaN         5107.280         5112.512   \n",
      "5       NaN     29156.0    5570.824         5570.824         5565.248   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4020.062   4017.448   4022.676            NaN       4020.062  \n",
      "1  4481.232   4484.024   4478.440            NaN       4481.232  \n",
      "2  4565.478   4562.864   4568.092            NaN       4565.478  \n",
      "3  5025.280   5028.072   5022.488            NaN       5025.280  \n",
      "4  5110.002   5107.384   5112.620            NaN       5110.002  \n",
      "5  5570.928   5570.928   5565.360            NaN       5570.928  \n",
      "\n",
      "[6 rows x 41 columns], 147:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4016.336       4021.568        0.809    0.193432   \n",
      "1    2       NaN       4485.416       4479.848        1.628    0.133012   \n",
      "2    3       NaN       4561.760       4566.984        1.549    0.228459   \n",
      "3    4       NaN       5029.464       5023.904        1.526    0.144899   \n",
      "4    5       NaN       5106.288       5111.520        1.573    0.190361   \n",
      "5    6  5572.312       5572.312       5566.776        1.616    0.143475   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.029963         0.0260           0.0      ...         \n",
      "1       0.036     0.028889         0.0290         -32.0      ...         \n",
      "2       0.046     0.029769         0.0275           1.0      ...         \n",
      "3       0.034     0.027111         0.0260         -29.0      ...         \n",
      "4       0.043     0.029556         0.0290           5.0      ...         \n",
      "5       0.036     0.028407         0.0260         -30.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.891271         NaN         NaN         4016.120         4021.344   \n",
      "1  6.446991         NaN         NaN         4485.200         4479.616   \n",
      "2  6.912442         NaN         NaN         4561.552         4566.760   \n",
      "3  6.456241         NaN         NaN         5029.248         5023.672   \n",
      "4  6.901840         NaN         NaN         5106.072         5111.288   \n",
      "5       NaN     29315.0    5572.096         5572.096         5566.536   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4018.842   4016.228   4021.456            NaN       4018.842  \n",
      "1  4482.520   4485.308   4479.732            NaN       4482.520  \n",
      "2  4564.264   4561.656   4566.872            NaN       4564.264  \n",
      "3  5026.572   5029.356   5023.788            NaN       5026.572  \n",
      "4  5108.792   5106.180   5111.404            NaN       5108.792  \n",
      "5  5572.204   5572.204   5566.656            NaN       5572.204  \n",
      "\n",
      "[6 rows x 41 columns], 148:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4015.072       4020.288        1.722    0.152862   \n",
      "1    2       NaN       4486.664       4481.104        1.625    0.097785   \n",
      "2    3       NaN       4560.496       4565.712        1.634    0.094937   \n",
      "3    4       NaN       5030.704       5025.152        1.338    0.104916   \n",
      "4    5       NaN       5105.024       5110.240        1.545    0.095396   \n",
      "5    6  5573.544       5573.544       5568.016        1.451    0.063150   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.043     0.034577          0.034           5.0      ...         \n",
      "1       0.036     0.030840          0.031          -4.0      ...         \n",
      "2       0.041     0.033880          0.034           5.0      ...         \n",
      "3       0.036     0.028583          0.029          -1.0      ...         \n",
      "4       0.039     0.031640          0.031           9.0      ...         \n",
      "5       0.036     0.030750          0.031          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4014.864         4020.072   \n",
      "1  6.465517         NaN         NaN         4486.464         4480.896   \n",
      "2  6.923077         NaN         NaN         4560.296         4565.496   \n",
      "3  6.465517         NaN         NaN         5030.512         5024.944   \n",
      "4  6.923077         NaN         NaN         5104.824         5110.024   \n",
      "5       NaN     29472.0    5573.352         5573.352         5567.808   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4017.574   4014.968   4020.180            NaN       4017.574  \n",
      "1  4483.782   4486.564   4481.000            NaN       4483.782  \n",
      "2  4563.000   4560.396   4565.604            NaN       4563.000  \n",
      "3  5027.828   5030.608   5025.048            NaN       5027.828  \n",
      "4  5107.528   5104.924   5110.132            NaN       5107.528  \n",
      "5  5573.448   5573.448   5567.912            NaN       5573.448  \n",
      "\n",
      "[6 rows x 41 columns], 149:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4013.792       4019.008        1.531    0.152562   \n",
      "1    2       NaN       4488.024       4482.464        1.612    0.130535   \n",
      "2    3       NaN       4559.248       4564.456        1.546    0.195214   \n",
      "3    4       NaN       5032.048       5026.496        1.411    0.134947   \n",
      "4    5       NaN       5103.792       5109.008        1.498    0.196640   \n",
      "5    6  5574.872       5574.872       5569.344        1.480    0.123220   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.030760          0.029          10.0      ...         \n",
      "1       0.036     0.028370          0.029         -42.0      ...         \n",
      "2       0.046     0.029692          0.029          13.0      ...         \n",
      "3       0.034     0.026500          0.026         -44.0      ...         \n",
      "4       0.041     0.029308          0.026          16.0      ...         \n",
      "5       0.036     0.028231          0.026         -44.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4013.592         4018.792   \n",
      "1  6.465517         NaN         NaN         4487.808         4482.240   \n",
      "2  6.923077         NaN         NaN         4559.040         4564.240   \n",
      "3  6.456241         NaN         NaN         5031.840         5026.264   \n",
      "4  6.923077         NaN         NaN         5103.584         5108.784   \n",
      "5       NaN     29636.0    5574.664         5574.664         5569.112   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4016.296   4013.692   4018.900            NaN       4016.296  \n",
      "1  4485.134   4487.916   4482.352            NaN       4485.134  \n",
      "2  4561.746   4559.144   4564.348            NaN       4561.746  \n",
      "3  5029.162   5031.944   5026.380            NaN       5029.162  \n",
      "4  5106.292   5103.688   5108.896            NaN       5106.292  \n",
      "5  5574.768   5574.768   5569.228            NaN       5574.768  \n",
      "\n",
      "[6 rows x 41 columns], 150:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4012.544       4017.752        1.705    0.147386   \n",
      "1    2       NaN       4489.272       4483.712        1.552    0.070949   \n",
      "2    3       NaN       4558.000       4563.200        1.620    0.101890   \n",
      "3    4       NaN       5033.288       5027.736        1.440    0.093080   \n",
      "4    5       NaN       5102.536       5107.744        1.489    0.100759   \n",
      "5    6  5576.104       5576.104       5570.576        1.473    0.088810   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030846          0.031          19.0      ...         \n",
      "1       0.036     0.031360          0.031          -4.0      ...         \n",
      "2       0.039     0.030462          0.031           1.0      ...         \n",
      "3       0.034     0.029480          0.031          -2.0      ...         \n",
      "4       0.036     0.028115          0.029           2.0      ...         \n",
      "5       0.036     0.030160          0.031          -3.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.933744         NaN         NaN         4012.336         4017.528   \n",
      "1  6.456241         NaN         NaN         4489.072         4483.496   \n",
      "2  6.944444         NaN         NaN         4557.792         4562.976   \n",
      "3  6.474820         NaN         NaN         5033.088         5027.528   \n",
      "4  6.923077         NaN         NaN         5102.328         5107.528   \n",
      "5       NaN     29791.0    5575.904         5575.904         5570.360   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4015.040   4012.440   4017.640            NaN       4015.040  \n",
      "1  4486.388   4489.172   4483.604            NaN       4486.388  \n",
      "2  4560.492   4557.896   4563.088            NaN       4560.492  \n",
      "3  5030.410   5033.188   5027.632            NaN       5030.410  \n",
      "4  5105.034   5102.432   5107.636            NaN       5105.034  \n",
      "5  5576.004   5576.004   5570.468            NaN       5576.004  \n",
      "\n",
      "[6 rows x 41 columns], 151:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4011.184       4016.408        1.575    0.164147   \n",
      "1    2       NaN       4490.712       4485.152        1.277    0.112428   \n",
      "2    3       NaN       4556.672       4561.888        1.591    0.154802   \n",
      "3    4       NaN       5034.720       5029.168        1.157    0.121479   \n",
      "4    5       NaN       5101.216       5106.448        1.471    0.182166   \n",
      "5    6  5577.528       5577.528       5571.984        1.231    0.110916   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.041     0.028630         0.0290          53.0      ...         \n",
      "1       0.031     0.026931         0.0260         -74.0      ...         \n",
      "2       0.039     0.028143         0.0275          49.0      ...         \n",
      "3       0.031     0.024517         0.0240         -74.0      ...         \n",
      "4       0.039     0.027037         0.0260          50.0      ...         \n",
      "5       0.034     0.026621         0.0260         -75.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.901840         NaN         NaN         4010.968         4016.184   \n",
      "1  6.456241         NaN         NaN         4490.480         4484.904   \n",
      "2  6.912442         NaN         NaN         4556.448         4561.656   \n",
      "3  6.465517         NaN         NaN         5034.488         5028.920   \n",
      "4  6.901840         NaN         NaN         5101.000         5106.216   \n",
      "5       NaN     29965.0    5577.296         5577.296         5571.736   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4013.686   4011.076   4016.296            NaN       4013.686  \n",
      "1  4487.812   4490.596   4485.028            NaN       4487.812  \n",
      "2  4559.166   4556.560   4561.772            NaN       4559.166  \n",
      "3  5031.824   5034.604   5029.044            NaN       5031.824  \n",
      "4  5103.720   5101.108   5106.332            NaN       5103.720  \n",
      "5  5577.412   5577.412   5571.860            NaN       5577.412  \n",
      "\n",
      "[6 rows x 41 columns], 152:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4009.920       4015.152        0.726    0.071572   \n",
      "1    2       NaN       4491.976       4486.408        1.473    0.090126   \n",
      "2    3       NaN       4555.408       4560.640        0.727    0.089641   \n",
      "3    4       NaN       5035.984       5030.416        1.358    0.101955   \n",
      "4    5       NaN       5099.960       5105.200        0.669    0.080426   \n",
      "5    6  5578.784       5578.784       5573.224        1.490    0.066809   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.030250          0.031           0.0      ...         \n",
      "1       0.036     0.030667          0.031          -3.0      ...         \n",
      "2       0.036     0.030292          0.031           0.0      ...         \n",
      "3       0.031     0.027480          0.029          -3.0      ...         \n",
      "4       0.036     0.027875          0.029           0.0      ...         \n",
      "5       0.034     0.029840          0.029          -2.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.891271         NaN         NaN         4009.728         4014.952   \n",
      "1  6.446991         NaN         NaN         4491.784         4486.200   \n",
      "2  6.901840         NaN         NaN         4555.216         4560.432   \n",
      "3  6.465517         NaN         NaN         5035.784         5030.216   \n",
      "4  6.891271         NaN         NaN         5099.768         5104.992   \n",
      "5       NaN     30126.0    5578.584         5578.584         5573.024   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4012.438   4009.824   4015.052            NaN       4012.438  \n",
      "1  4489.092   4491.880   4486.304            NaN       4489.092  \n",
      "2  4557.924   4555.312   4560.536            NaN       4557.924  \n",
      "3  5033.100   5035.884   5030.316            NaN       5033.100  \n",
      "4  5102.480   5099.864   5105.096            NaN       5102.480  \n",
      "5  5578.684   5578.684   5573.124            NaN       5578.684  \n",
      "\n",
      "[6 rows x 41 columns], 153:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4008.752       4013.984        1.166    0.146542   \n",
      "1    2       NaN       4493.224       4487.640        1.498    0.064246   \n",
      "2    3       NaN       4554.232       4559.472        1.043    0.137301   \n",
      "3    4       NaN       5037.224       5031.648        1.408    0.084101   \n",
      "4    5       NaN       5098.784       5104.040        1.292    0.084269   \n",
      "5    6  5580.424       5580.424       5574.448        0.907    0.086160   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.025556          0.026         -58.0      ...         \n",
      "1       0.031     0.025704          0.026          -7.0      ...         \n",
      "2       0.031     0.025692          0.026         -61.0      ...         \n",
      "3       0.031     0.024000          0.024         -16.0      ...         \n",
      "4       0.031     0.023115          0.024          -4.0      ...         \n",
      "5       0.031     0.025194          0.026           0.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.880734         NaN         NaN         4008.536         4013.768   \n",
      "1  6.437768         NaN         NaN         4493.008         4487.416   \n",
      "2  6.880734         NaN         NaN         4554.024         4559.256   \n",
      "3  6.446991         NaN         NaN         5037.008         5031.424   \n",
      "4  6.870229         NaN         NaN         5098.576         5103.816   \n",
      "5       NaN     30320.0    5580.136         5580.136         5574.224   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4011.260   4008.644   4013.876            NaN       4011.260  \n",
      "1  4490.322   4493.116   4487.528            NaN       4490.322  \n",
      "2  4556.746   4554.128   4559.364            NaN       4556.746  \n",
      "3  5034.326   5037.116   5031.536            NaN       5034.326  \n",
      "4  5101.304   5098.680   5103.928            NaN       5101.304  \n",
      "5  5580.280   5580.280   5574.336            NaN       5580.280  \n",
      "\n",
      "[6 rows x 41 columns], 154:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4007.552       4012.792        1.382    0.087493   \n",
      "1    2       NaN       4494.440       4488.840        1.388    0.078387   \n",
      "2    3       NaN       4553.032       4558.280        1.354    0.070503   \n",
      "3    4       NaN       5038.440       5032.840        1.340    0.082020   \n",
      "4    5       NaN       5097.584       5102.840        1.277    0.111610   \n",
      "5    6  5583.304       5583.304       5575.640        2.995    0.080831   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.030826         0.0310          -2.0      ...         \n",
      "1       0.036     0.030783         0.0310          -3.0      ...         \n",
      "2       0.034     0.029174         0.0290          -2.0      ...         \n",
      "3       0.034     0.028042         0.0275          -2.0      ...         \n",
      "4       0.034     0.028435         0.0290          -2.0      ...         \n",
      "5       0.036     0.031043         0.0310          -8.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.891271         NaN         NaN         4007.368         4012.592   \n",
      "1  6.419401         NaN         NaN         4494.256         4488.648   \n",
      "2  6.870229         NaN         NaN         4552.848         4558.088   \n",
      "3  6.419401         NaN         NaN         5038.248         5032.640   \n",
      "4  6.859756         NaN         NaN         5097.400         5102.648   \n",
      "5       NaN     30669.0    5582.928         5582.928         5575.440   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4010.076   4007.460   4012.692            NaN       4010.076  \n",
      "1  4491.546   4494.348   4488.744            NaN       4491.546  \n",
      "2  4555.562   4552.940   4558.184            NaN       4555.562  \n",
      "3  5035.542   5038.344   5032.740            NaN       5035.542  \n",
      "4  5100.118   5097.492   5102.744            NaN       5100.118  \n",
      "5  5583.116   5583.116   5575.540            NaN       5583.116  \n",
      "\n",
      "[6 rows x 41 columns], 155:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4006.448       4011.672        1.328    0.097383   \n",
      "1    2       NaN       4495.632       4490.016        1.379    0.080000   \n",
      "2    3       NaN       4551.920       4557.168        1.311    0.085745   \n",
      "3    4       NaN       5039.632       5034.016        1.275    0.100700   \n",
      "4    5       NaN       5096.472       5101.728        1.276    0.104727   \n",
      "5    6  5588.144       5588.144       5576.816        1.563    0.087457   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.031     0.025500          0.026           5.0      ...         \n",
      "1       0.029     0.025000          0.026         -15.0      ...         \n",
      "2       0.031     0.025250          0.026           4.0      ...         \n",
      "3       0.029     0.023520          0.024         -26.0      ...         \n",
      "4       0.029     0.024500          0.024           7.0      ...         \n",
      "5       0.029     0.021455          0.021         -24.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.912442         NaN         NaN         4006.256         4011.464   \n",
      "1  6.392045         NaN         NaN         4495.432         4489.800   \n",
      "2  6.880734         NaN         NaN         4551.728         4556.960   \n",
      "3  6.401138         NaN         NaN         5039.432         5033.808   \n",
      "4  6.870229         NaN         NaN         5096.280         5101.520   \n",
      "5       NaN     31288.0     5587.88         5587.880         5576.600   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4008.960   4006.352   4011.568            NaN       4008.960  \n",
      "1  4492.720   4495.532   4489.908            NaN       4492.720  \n",
      "2  4554.444   4551.824   4557.064            NaN       4554.444  \n",
      "3  5036.722   5039.532   5033.912            NaN       5036.722  \n",
      "4  5099.000   5096.376   5101.624            NaN       5099.000  \n",
      "5  5588.012   5588.012   5576.708            NaN       5588.012  \n",
      "\n",
      "[6 rows x 41 columns], 156:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4005.328       4010.536        1.423    0.095124   \n",
      "1    2       NaN       4496.792       4491.160        1.420    0.095543   \n",
      "2    3       NaN       4550.784       4556.024        0.659    0.080196   \n",
      "3    4       NaN       5040.792       5035.160        1.289    0.084851   \n",
      "4    5       NaN       5095.336       5100.584        1.261    0.093997   \n",
      "5    6  5588.888       5588.888       5577.952        0.851    0.145612   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.031435          0.031           2.0      ...         \n",
      "1       0.036     0.031913          0.031          -3.0      ...         \n",
      "2       0.034     0.029955          0.031           0.0      ...         \n",
      "3       0.034     0.028391          0.029          -3.0      ...         \n",
      "4       0.031     0.028174          0.029          -1.0      ...         \n",
      "5       0.031     0.024765          0.026          -4.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.923077         NaN         NaN         4005.144         4010.344   \n",
      "1  6.382979         NaN         NaN         4496.608         4490.968   \n",
      "2  6.891271         NaN         NaN         4550.608         4555.832   \n",
      "3  6.382979         NaN         NaN         5040.608         5034.968   \n",
      "4  6.870229         NaN         NaN         5095.152         5100.392   \n",
      "5       NaN     31397.0    5588.752         5588.752         5577.760   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4007.838   4005.236   4010.440            NaN       4007.838  \n",
      "1  4493.882   4496.700   4491.064            NaN       4493.882  \n",
      "2  4553.312   4550.696   4555.928            NaN       4553.312  \n",
      "3  5037.882   5040.700   5035.064            NaN       5037.882  \n",
      "4  5097.866   5095.244   5100.488            NaN       5097.866  \n",
      "5  5588.820   5588.820   5577.856            NaN       5588.820  \n",
      "\n",
      "[6 rows x 41 columns], 157:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4004.248       4009.440        1.478    0.078649   \n",
      "1    2       NaN       4497.976       4492.336        1.523    0.074143   \n",
      "2    3       NaN       4549.704       4554.928        1.375    0.070942   \n",
      "3    4       NaN       5041.976       5036.336        1.304    0.103078   \n",
      "4    5       NaN       5094.256       5099.488        1.350    0.091451   \n",
      "5    6  5589.296       5589.296       5579.160        0.899    0.088496   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.034     0.027360          0.026           1.0      ...         \n",
      "1       0.031     0.027154          0.026          -9.0      ...         \n",
      "2       0.031     0.026625          0.026           1.0      ...         \n",
      "3       0.031     0.024115          0.024         -47.0      ...         \n",
      "4       0.029     0.024920          0.026          -1.0      ...         \n",
      "5       0.031     0.026000          0.026          66.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.955178         NaN         NaN         4004.048         4009.224   \n",
      "1  6.364922         NaN         NaN         4497.768         4492.112   \n",
      "2  6.923077         NaN         NaN         4549.512         4554.712   \n",
      "3  6.364922         NaN         NaN         5041.768         5036.112   \n",
      "4  6.891271         NaN         NaN         5094.056         5099.280   \n",
      "5       NaN     31448.0     5589.16         5589.160         5578.920   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4006.740   4004.148   4009.332            NaN       4006.740  \n",
      "1  4495.048   4497.872   4492.224            NaN       4495.048  \n",
      "2  4552.214   4549.608   4554.820            NaN       4552.214  \n",
      "3  5039.048   5041.872   5036.224            NaN       5039.048  \n",
      "4  5096.770   5094.156   5099.384            NaN       5096.770  \n",
      "5  5589.228   5589.228   5579.040            NaN       5589.228  \n",
      "\n",
      "[6 rows x 41 columns], 158:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4003.136       4008.312        1.484    0.071394   \n",
      "1    2       NaN       4499.120       4493.480        1.471    0.069660   \n",
      "2    3       NaN       4548.584       4553.792        1.434    0.092798   \n",
      "3    4       NaN       5043.120       5037.472        1.365    0.088915   \n",
      "4    5       NaN       5093.128       5098.352        1.370    0.063150   \n",
      "5    6    5597.6       5597.600       5580.856        0.915    0.172516   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.039     0.033864         0.0340           2.0      ...         \n",
      "1       0.036     0.033227         0.0325          -3.0      ...         \n",
      "2       0.036     0.032000         0.0310          -1.0      ...         \n",
      "3       0.036     0.031364         0.0310          -5.0      ...         \n",
      "4       0.036     0.030909         0.0310          -2.0      ...         \n",
      "5       0.041     0.025471         0.0240        -152.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.976744         NaN         NaN         4002.960         4008.120   \n",
      "1  6.364922         NaN         NaN         4498.944         4493.288   \n",
      "2  6.933744         NaN         NaN         4548.408         4553.600   \n",
      "3  6.355932         NaN         NaN         5042.944         5037.280   \n",
      "4  6.901840         NaN         NaN         5092.952         5098.168   \n",
      "5       NaN     32486.0    5597.464         5597.464         5580.584   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4005.632   4003.048   4008.216            NaN       4005.632  \n",
      "1  4496.208   4499.032   4493.384            NaN       4496.208  \n",
      "2  4551.096   4548.496   4553.696            NaN       4551.096  \n",
      "3  5040.204   5043.032   5037.376            NaN       5040.204  \n",
      "4  5095.650   5093.040   5098.260            NaN       5095.650  \n",
      "5  5597.532   5597.532   5580.720            NaN       5597.532  \n",
      "\n",
      "[6 rows x 41 columns], 159:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    1       NaN       4002.096       4007.256        0.778    0.060725   \n",
      "1    2       NaN       4500.304       4494.664        1.631    0.090962   \n",
      "2    3       NaN       4547.536       4552.728        1.592    0.088755   \n",
      "3    4       NaN       5044.304       5038.664        1.536    0.103333   \n",
      "4    5       NaN       5092.072       5097.288        1.485    0.071000   \n",
      "5    6  5597.792       5597.792       5583.984        0.570    0.186067   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        \\\n",
      "0       0.036     0.029923          0.029           0.0      ...         \n",
      "1       0.036     0.028615          0.029         -36.0      ...         \n",
      "2       0.036     0.029360          0.029          10.0      ...         \n",
      "3       0.031     0.027038          0.026         -10.0      ...         \n",
      "4       0.031     0.027600          0.026          10.0      ...         \n",
      "5       0.036     0.023875          0.021          -1.0      ...         \n",
      "\n",
      "      speed  start_peak  start_time  start_time_ptd1  start_time_ptd2  \\\n",
      "0  6.976744         NaN         NaN         4001.888         4007.048   \n",
      "1  6.364922         NaN         NaN         4500.096         4494.440   \n",
      "2  6.944444         NaN         NaN         4547.336         4552.520   \n",
      "3  6.364922         NaN         NaN         5044.096         5038.440   \n",
      "4  6.923077         NaN         NaN         5091.872         5097.072   \n",
      "5       NaN     32511.0    5597.664         5597.664         5583.472   \n",
      "\n",
      "       time  time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0  4004.572   4001.992   4007.152            NaN       4004.572  \n",
      "1  4497.376   4500.200   4494.552            NaN       4497.376  \n",
      "2  4550.030   4547.436   4552.624            NaN       4550.030  \n",
      "3  5041.376   5044.200   5038.552            NaN       5041.376  \n",
      "4  5094.576   5091.972   5097.180            NaN       5094.576  \n",
      "5  5597.728   5597.728   5583.728            NaN       5597.728  \n",
      "\n",
      "[6 rows x 41 columns], 160:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    6    5598.0         5598.0       5596.424        0.587    0.094391   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        speed  \\\n",
      "0       0.029     0.025188          0.025          -4.0      ...          NaN   \n",
      "\n",
      "   start_peak  start_time  start_time_ptd1  start_time_ptd2      time  \\\n",
      "0     32537.0    5597.872         5597.872          5596.28  5597.936   \n",
      "\n",
      "   time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0   5597.936   5596.352            NaN       5597.936  \n",
      "\n",
      "[1 rows x 41 columns], 161:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    6  5598.184       5598.184       5596.592        0.575    0.108321   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        speed  \\\n",
      "0       0.031      0.02475          0.024          -2.0      ...          NaN   \n",
      "\n",
      "   start_peak  start_time  start_time_ptd1  start_time_ptd2     time  \\\n",
      "0     32560.0    5598.056         5598.056         5596.456  5598.12   \n",
      "\n",
      "   time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0    5598.12   5596.524            NaN        5598.12  \n",
      "\n",
      "[1 rows x 41 columns], 162:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    6  5598.376       5598.376       5596.792        0.706    0.093927   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        speed  \\\n",
      "0       0.029     0.024313          0.024          12.0      ...          NaN   \n",
      "\n",
      "   start_peak  start_time  start_time_ptd1  start_time_ptd2      time  \\\n",
      "0     32584.0    5598.248         5598.248          5596.64  5598.312   \n",
      "\n",
      "   time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0   5598.312   5596.716            NaN       5598.312  \n",
      "\n",
      "[1 rows x 41 columns], 163:    run  end_time  end_time_ptd1  end_time_ptd2  fluo_1_area  fluo_1_cov  \\\n",
      "0    6  5598.736       5598.736       5596.992        0.485    0.058824   \n",
      "\n",
      "   fluo_1_max  fluo_1_mean  fluo_1_median  fluo_1_shift      ...        speed  \\\n",
      "0       0.029       0.0255          0.026         -14.0      ...          NaN   \n",
      "\n",
      "   start_peak  start_time  start_time_ptd1  start_time_ptd2      time  \\\n",
      "0     32635.0    5598.656         5598.656          5596.84  5598.696   \n",
      "\n",
      "   time_ptd1  time_ptd2  relative_time  absolute_time  \n",
      "0   5598.696   5596.916            NaN       5598.696  \n",
      "\n",
      "[1 rows x 41 columns]}\n"
     ]
    }
   ],
   "source": [
    "for i,content in enumerate(dropMap[:,1]):\n",
    "        for j,tmp in enumerate(label):\n",
    "            if content==tmp:\n",
    "                p=df[i]\n",
    "                if channel=='mCherry':\n",
    "                    try:\n",
    "                        channelNo=2\n",
    "                        axarr[j].scatter(p.time/3600, np.log(p.fluo_2_median),c=colors[j], cmap=plt.cm.RdYlGn)\n",
    "                        axarr[j].plot(np.ones(2)*seuiTemps,[-10, 5],c='k')\n",
    "                        axarr[j].set_ylim([low, high])\n",
    "                    except Exception as inst:\n",
    "                            donothing=0\n",
    "                            #print(type(inst))\n",
    "                        \n",
    "                if channel=='GFP':\n",
    "                    try:\n",
    "                        channelNo=3\n",
    "                        axarr[j].scatter(p.time/3600, np.log(p.fluo_3_median),c=colors[j], cmap=plt.cm.RdYlGn)\n",
    "                        axarr[j].plot(np.ones(2)*seuiTemps,[-10, 5],c='k')\n",
    "                        axarr[j].set_ylim([low, high])\n",
    "                    except Exception as inst:\n",
    "                            donothing=0\n",
    "                            #print(type(inst))\n",
    "                    #plt.plot(p.time/3600, np.log(p.fluo_3_median),c=colors[j])\n",
    "                if channel=='PVD':\n",
    "                    try:\n",
    "                        channelNo=1\n",
    "                        axarr[j].scatter(p.time/3600, np.log(p.fluo_1_median),c=colors[j], cmap=plt.cm.RdYlGn)\n",
    "                        axarr[j].plot(np.ones(2)*seuiTemps,[-10, 5],c='k')\n",
    "                        axarr[j].set_ylim([low, high])\n",
    "                    except Exception as inst:\n",
    "                            donothing=0\n",
    "                            #print(type(inst))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#2018-05-29\n",
    "#GFP\n",
    "Nw=np.mean([9e8, 9e8, 1.4e8]) #comptage FACS bact/ml\n",
    "#voltage area\n",
    "washed0=[1.896,1.846,1.869,1.911]\n",
    "washed1=[0.588,0.579,0.548,0.525,0.495]\n",
    "washed2=[0.25,0.217,0.200]\n",
    "washed3=[0.078,0.083,0.063,0.061,0.078]\n",
    "washed4=[0.021,0.034,0.031,0.017,0.021]\n",
    "washed5=[0.01,0.009,0.007,0.009]\n",
    "\n",
    "pvd0=[0.605,0.596,0.627,0.750,0.724]\n",
    "pvd1=[0.198,0.222,0.229,0.232,0.218]\n",
    "pvd2=[0.310,0.259,0.235,0.241,0.205]\n",
    "pvd3=[0.034,0.044,0.041,0.028,0.035]\n",
    "pvd4=[0.01,0.012,0.013,0.0099]\n",
    "pvd5=[0.005,0.006,0.007]\n",
    "\n",
    "pvd=list()\n",
    "pvd.append(np.mean(pvd0))\n",
    "pvd.append(np.mean(pvd1))\n",
    "pvd.append(np.mean(pvd2))\n",
    "pvd.append(np.mean(pvd3))\n",
    "pvd.append(np.mean(pvd4))\n",
    "pvd.append(np.mean(pvd5))\n",
    "\n",
    "pvdstd=list()\n",
    "pvdstd.append(np.std(pvd0))\n",
    "pvdstd.append(np.std(pvd1))\n",
    "pvdstd.append(np.std(pvd2))\n",
    "pvdstd.append(np.std(pvd3))\n",
    "pvdstd.append(np.std(pvd4))\n",
    "pvdstd.append(np.std(pvd5))\n",
    "\n",
    "\n",
    "w=list()\n",
    "w.append(np.mean(washed0))\n",
    "w.append(np.mean(washed1))\n",
    "w.append(np.mean(washed2))\n",
    "w.append(np.mean(washed3))\n",
    "w.append(np.mean(washed4))\n",
    "w.append(np.mean(washed5))\n",
    "\n",
    "wstd=list()\n",
    "wstd.append(np.std(washed0))\n",
    "wstd.append(np.std(washed1))\n",
    "wstd.append(np.std(washed2))\n",
    "wstd.append(np.std(washed3))\n",
    "wstd.append(np.std(washed4))\n",
    "wstd.append(np.std(washed5))\n",
    "\n",
    "#dilutions\n",
    "dw=np.array([(1/3)**0,(1/3)**1,(1/3)**2,(1/3)**3,(1/3)**4,(1/3)**5])\n",
    "dpvd=np.array([(1/3)**0,(1/3)**1,(1/3)**1,(1/3)**3,(1/3)**4,(1/3)**5])\n",
    "\n",
    "plt.errorbar(np.log(w),np.log(dw*Nw),xerr=np.array(wstd)/np.array(w),fmt='o')\n",
    "plt.errorbar(np.log(pvd),np.log(dpvd*Npvd),xerr=np.array(pvdstd)/np.array(pvd),fmt='o',c='g')\n",
    "\n",
    "#plt.ylim([6,10])\n",
    "plt.xlim([-6,2])\n",
    "x=np.arange(-5,1)\n",
    "#plt.plot(x,x*2.5+20)\n",
    "plt.xlabel('log(Voltage)')\n",
    "plt.ylabel('Bacterial concentration log(#/ml)')\n",
    "plt.grid('on')\n",
    "\n",
    "#print(\"{:.2E}\".format(d[0]*Nw*1e-3))\n",
    "#print(\"{:.2E}\".format(d[-1]*Nw*1e-3))\n",
    "\n",
    "\n",
    "\n",
    "def func(x, a, b):\n",
    "    return a*x+b\n",
    "\n",
    "xdata=np.concatenate((np.log(w),np.log(pvd[1:])))\n",
    "ydata=np.concatenate((np.log(dw*Nw),np.log(dpvd[1:]*Npvd)))\n",
    "s=np.concatenate((np.array(wstd)/np.array(w),np.array(pvdstd[1:])/np.array(pvd[1:])))\n",
    "\n",
    "popt, pcov = curve_fit(func, xdata, ydata,sigma=s)\n",
    "plt.plot(xdata, func(xdata, *popt), 'r-', label='fit: a=%5.3f, b=%5.3f' % tuple(popt))\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "fig1 = plt.gcf()\n",
    "fig1.savefig('/Users/maxime/Documents/experiences/milli/MILLIDROP_manip/2018-02-08_calibration_CAA_WTGFP/calibration_log.png')\n",
    "plt.show()"
   ]
  }
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