feature_extraction_ata.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "5efb7808",
   "metadata": {},
   "outputs": [],
   "source": [
    "import neurokit2 as nk\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "from biosppy.signals import ecg\n",
    "from scipy import fftpack\n",
    "from sklearn.preprocessing import normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a399c414",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = pd.read_csv(\"X_train.csv\").drop(columns=[\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "5e4e8cf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 5.42564934e+01,  5.06679232e+01,  4.75045855e+01, ...,\n",
       "         3.38392757e+01,  2.58068737e+01,  1.52189267e+01],\n",
       "       [-2.99455530e+01, -2.42649288e+01, -1.95512517e+01, ...,\n",
       "        -3.69083834e+01, -2.13244977e+01, -3.76182104e+00],\n",
       "       [-3.73806647e+00, -1.89161884e+00, -1.40955712e-01, ...,\n",
       "         4.90869044e-01,  7.05302431e+00,  1.43398545e+01],\n",
       "       ...,\n",
       "       [-2.00746191e+01, -2.06669274e+01, -2.09863976e+01, ...,\n",
       "        -2.02362824e+01, -1.41537120e+01, -6.69066205e+00],\n",
       "       [-2.25612959e+01, -2.07742808e+01, -1.69330635e+01, ...,\n",
       "         5.28747507e+00,  5.10407815e+00,  4.80550491e+00],\n",
       "       [-1.04779096e+01, -7.53463269e+00, -4.99859366e+00, ...,\n",
       "        -4.64357806e-02, -2.83947056e+00, -5.74631297e+00]])"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = ecg.ecg(pat, sampling_rate =300, show=False)\n",
    "np.mean(info[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "id": "5ce3434f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_extraction(pat):\n",
    "    #extract peaks and other useful information usign biosppy and neurokit2\n",
    "    info = ecg.ecg(pat, sampling_rate =300, show=False)\n",
    "    _, rpeaks = nk.ecg_peaks(info['filtered'], sampling_rate=300, correct_artifacts=False)\n",
    "    peaks = np.copy(rpeaks['ECG_R_Peaks'])[0:-1] # las value led to index error\n",
    "    signal, wave = nk.ecg_delineate(info['filtered'], peaks, sampling_rate=300)\n",
    "    epochs = nk.ecg_segment(signal, rpeaks=rpeaks[\"ECG_R_Peaks\"], sampling_rate=300, show=False)\n",
    "    hrv_indices = nk.hrv_time(rpeaks[\"ECG_R_Peaks\"], sampling_rate=300, show=False)\n",
    "    \n",
    "    # transoform wave item values to numpy arrays\n",
    "    for key,value in wave.items():\n",
    "        value= np.array(value)\n",
    "        wave[str(key)] = np.array(value[~np.isnan(value)],dtype=int)\n",
    "        \n",
    "    # calculate number of indices between rpeaks\n",
    "    rPeakIntervals = []\n",
    "    for a in range(0, len(rpeaks[\"ECG_R_Peaks\"])-1):\n",
    "        rPeakIntervals.append(rpeaks[\"ECG_R_Peaks\"][a+1]-rpeaks[\"ECG_R_Peaks\"][a])\n",
    "    rPeakIntervals = np.array(rPeakIntervals)\n",
    "    \n",
    "    rPeakIntervals = []\n",
    "    for a in range(0, len(rpeaks[\"ECG_R_Peaks\"])-1):\n",
    "            rPeakIntervals.append(rpeaks[\"ECG_R_Peaks\"][a+1]-rpeaks[\"ECG_R_Peaks\"][a])\n",
    "    rPeakIntervals = np.array(rPeakIntervals)\n",
    "        \n",
    "    qrsInterval = []\n",
    "    for b in range(0,len(wave[\"ECG_S_Peaks\"])):\n",
    "        qrsInterval.append(wave[\"ECG_S_Peaks\"][b]-rpeaks[\"ECG_R_Peaks\"][b])\n",
    "    qrsInterval = np.array(qrsInterval)\n",
    "    \n",
    "    qrInterval = []\n",
    "    for e in range(0,len(wave[\"ECG_Q_Peaks\"])):\n",
    "        qrInterval.append(rpeaks[\"ECG_R_Peaks\"][e]-wave[\"ECG_Q_Peaks\"][e])\n",
    "    qrInterval = np.array(qrInterval)\n",
    "    \n",
    "    rsInterval = []\n",
    "    for f in range(0,len(wave[\"ECG_S_Peaks\"])):\n",
    "        rsInterval.append(wave[\"ECG_S_Peaks\"][b]-rpeaks[\"ECG_R_Peaks\"][b])\n",
    "    rsInterval = np.array(rsInterval)\n",
    "    \n",
    "    pInterval = []\n",
    "    for c in range(1,len(wave[\"ECG_P_Peaks\"])):\n",
    "        pInterval.append(wave[\"ECG_P_Peaks\"][c]-wave[\"ECG_P_Peaks\"][c-1])\n",
    "    pInterval = np.array(pInterval)\n",
    "    \n",
    "    prInterval = []\n",
    "    for d in range(0,len(wave[\"ECG_P_Peaks\"])):\n",
    "        prInterval.append(rpeaks[\"ECG_R_Peaks\"][d]-wave[\"ECG_P_Peaks\"][d])\n",
    "    prInterval = np.array(prInterval)\n",
    "    \n",
    "    #quality meassure \n",
    "    quality = nk.ecg_quality(info['filtered'], sampling_rate=300)\n",
    "    #something like heart rate\n",
    "    ecg_rate = nk.signal_rate(_, sampling_rate=300, desired_length=len(_))\n",
    "    #not realy heart rate\n",
    "    heartRate = nk.ecg_rsp(ecg_rate, sampling_rate=300)\n",
    "    \n",
    "    HRV_MeanNN = hrv_indices['HRV_MeanNN'][0]\n",
    "    HRV_SDNN = hrv_indices['HRV_SDNN'][0]\n",
    "    HRV_RMSSD = hrv_indices['HRV_RMSSD'][0]\n",
    "    HRV_SDSD = hrv_indices['HRV_SDSD'][0]\n",
    "    \n",
    "    #means for all intervals\n",
    "    rPeakIntervalMean = np.nanmean(rPeakIntervals)\n",
    "    qrsIntervalMean = np.nanmean(qrsInterval)\n",
    "    qrIntervalMean = np.nanmean(qrInterval)\n",
    "    rsIntervalMean = np.nanmean(rsInterval)\n",
    "    pIntervalMean = np.nanmean(pInterval)\n",
    "    prIntervalMean = np.nanmean(prInterval)\n",
    "    \n",
    "    #std deviation for all intervals\n",
    "    rPeakIntervalStd = np.nanstd(rPeakIntervals)\n",
    "    qrsIntervalStd = np.nanstd(qrsInterval)\n",
    "    qrIntervalStd = np.nanstd(qrInterval)\n",
    "    rsIntervalStd = np.nanstd(rsInterval)\n",
    "    pIntervalStd = np.nanstd(pInterval)\n",
    "    prIntervalStd = np.nanstd(prInterval)\n",
    "\n",
    "    #Max for all intervals\n",
    "    rPeakIntervalMax = np.nanmax(rPeakIntervals)\n",
    "    qrsIntervalMax = np.nanmax(qrsInterval)\n",
    "    qrIntervalMax = np.nanmax(qrInterval)\n",
    "    rsIntervalMax = np.nanmax(rsInterval)\n",
    "    pIntervalMax = np.nanmax(pInterval)\n",
    "    prIntervalMax = np.nanmax(prInterval)\n",
    "    \n",
    "    #Min for all intervals\n",
    "    rPeakIntervalMin = np.nanmin(rPeakIntervals)\n",
    "    qrsIntervalMin = np.nanmin(qrsInterval)\n",
    "    qrIntervalMin = np.nanmin(qrInterval)\n",
    "    rsIntervalMin = np.nanmin(rsInterval)\n",
    "    pIntervalMin = np.nanmin(pInterval)\n",
    "    prIntervalMin = np.nanmin(prInterval)\n",
    "    \n",
    "    #mean of heartbeat hight\n",
    "    pPeaksMean = np.nanmean([info['filtered'][l] for l in wave[\"ECG_P_Peaks\"]])\n",
    "    tPeaksMean = np.nanmean([info['filtered'][l] for l in wave[\"ECG_T_Peaks\"]])\n",
    "    rPeaksMean = np.nanmean([info['filtered'][l] for l in rpeaks[\"ECG_R_Peaks\"]])\n",
    "    qPeaksMean = np.nanmean([info['filtered'][l] for l in wave[\"ECG_Q_Peaks\"]])\n",
    "    sPeaksMean = np.nanmean([info['filtered'][l] for l in wave[\"ECG_S_Peaks\"]])\n",
    "    sPeaksMin = np.nanmin([info['filtered'][l] for l in wave[\"ECG_S_Peaks\"]])\n",
    "    tOffsetMean = np.nanmean([info['filtered'][l] for l in wave[\"ECG_T_Offsets\"]])\n",
    "    pOnsetMean = np.nanmean([info['filtered'][l] for l in wave[\"ECG_P_Onsets\"]])\n",
    "    \n",
    "    #std of hearbeat hight\n",
    "    pPeaksStd = np.nanstd([info['filtered'][l] for l in wave[\"ECG_P_Peaks\"]])\n",
    "    tPeaksStd = np.nanstd([info['filtered'][l] for l in wave[\"ECG_T_Peaks\"]])\n",
    "    rPeaksStd = np.nanstd([info['filtered'][l] for l in rpeaks[\"ECG_R_Peaks\"]])\n",
    "    qPeaksStd = np.nanstd([info['filtered'][l] for l in wave[\"ECG_Q_Peaks\"]])\n",
    "    sPeaksStd = np.nanstd([info['filtered'][l] for l in wave[\"ECG_S_Peaks\"]])\n",
    "    tOffsetStd = np.nanstd([info['filtered'][l] for l in wave[\"ECG_T_Offsets\"]])\n",
    "    pOnsetStd = np.nanstd([info['filtered'][l] for l in wave[\"ECG_P_Onsets\"]])\n",
    "    \n",
    "    #summed variance over the overlayed heartbeats\n",
    "    summed_variance_heartbeat = np.sum(np.std(normalize(info[4]), axis=0))\n",
    "    \n",
    "    \n",
    "    heartRateMean = np.nanmean(heartRate)\n",
    "    qualityMean = np.nanmean(quality)\n",
    "    ecgRateMean = np.nanmean(ecg_rate)\n",
    "    \n",
    "    heartRateStd = np.nanstd(heartRate)\n",
    "    qualityStd = np.nanstd(quality)\n",
    "    ecgRateStd = np.nanstd(ecg_rate)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    features = []\n",
    "    \n",
    "    features.append([HRV_MeanNN,\n",
    "                         HRV_SDNN,\n",
    "                         HRV_RMSSD,\n",
    "                         HRV_SDSD,\n",
    "                         rPeakIntervalMean,\n",
    "                         qrsIntervalMean,\n",
    "                         qrIntervalMean,\n",
    "                         rsIntervalMean,\n",
    "                         pIntervalMean,\n",
    "                         prIntervalMean,\n",
    "                         pPeaksMean, \n",
    "                         tPeaksMean,\n",
    "                         rPeaksMean, \n",
    "                         qPeaksMean,\n",
    "                         sPeaksMean,\n",
    "                         sPeaksMin,\n",
    "                         tOffsetMean,\n",
    "                         pOnsetMean,\n",
    "                         heartRateMean,\n",
    "                         qualityMean,\n",
    "                         rPeakIntervalStd,\n",
    "                         qrsIntervalStd,\n",
    "                         qrIntervalStd,\n",
    "                         rsIntervalStd,\n",
    "                         pIntervalStd,\n",
    "                         prIntervalStd,\n",
    "                         pPeaksStd,\n",
    "                         tPeaksStd,\n",
    "                         rPeaksStd,\n",
    "                         qPeaksStd,\n",
    "                         sPeaksStd,\n",
    "                         tOffsetStd,\n",
    "                         heartRateStd,\n",
    "                         qualityStd,\n",
    "                         rPeakIntervalMax,\n",
    "                         qrsIntervalMax,\n",
    "                         qrIntervalMax,\n",
    "                         rsIntervalMax,\n",
    "                         pIntervalMax,\n",
    "                         prIntervalMax,\n",
    "                         rPeakIntervalMin,\n",
    "                         qrsIntervalMin,\n",
    "                         qrIntervalMin,\n",
    "                         rsIntervalMin,\n",
    "                         pIntervalMin,\n",
    "                         prIntervalMin,\n",
    "                         summed_variance_heartbeat,\n",
    "                         np.log(.001+np.abs(rPeakIntervalMean)),\n",
    "                         np.log(.001+np.abs(qrsIntervalMean)),\n",
    "                         np.log(.001+np.abs(pPeaksMean)),\n",
    "                         np.log(.001+np.abs(tPeaksMean)),\n",
    "                         np.log(.001+np.abs(qPeaksMean)),\n",
    "                         np.log(.001+np.abs(sPeaksMean)),\n",
    "                         np.log(.001+np.abs(tOffsetMean)),\n",
    "                         np.log(.001+np.abs(pOnsetMean)),\n",
    "                         np.log(.001+rPeakIntervalStd),\n",
    "                         np.log(.001+qrsIntervalStd),\n",
    "                         np.log(.001+pPeaksStd),\n",
    "                         np.log(.001+tPeaksStd),\n",
    "                         np.log(.001+rPeaksStd),\n",
    "                         np.log(.001+qPeaksStd),\n",
    "                         np.log(.001+sPeaksStd),\n",
    "                         np.log(.001+tOffsetStd),\n",
    "                         pOnsetStd])\n",
    "\n",
    "    return np.array(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "id": "07b97011",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|▏                                                            | 14/5116 [00:02<17:34,  4.84it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  0%|▎                                                            | 24/5116 [00:04<16:14,  5.23it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  1%|▍                                                            | 34/5116 [00:07<19:39,  4.31it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  1%|▌                                                            | 50/5116 [00:10<18:17,  4.61it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  2%|▉                                                            | 80/5116 [00:16<18:33,  4.52it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  2%|█▏                                                           | 98/5116 [00:20<17:57,  4.66it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  3%|█▊                                                          | 150/5116 [00:32<16:56,  4.89it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  3%|█▉                                                          | 161/5116 [00:35<19:52,  4.15it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  4%|██▎                                                         | 194/5116 [00:42<20:24,  4.02it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  4%|██▎                                                         | 200/5116 [00:43<14:42,  5.57it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  4%|██▍                                                         | 209/5116 [00:45<16:18,  5.02it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  4%|██▌                                                         | 219/5116 [00:47<18:29,  4.41it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  5%|███                                                         | 258/5116 [00:56<17:07,  4.73it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  5%|███▏                                                        | 273/5116 [00:58<15:46,  5.11it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  5%|███▎                                                        | 279/5116 [01:00<16:52,  4.78it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  6%|███▋                                                        | 315/5116 [01:07<14:27,  5.53it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  6%|███▊                                                        | 321/5116 [01:09<17:07,  4.67it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  6%|███▊                                                        | 323/5116 [01:09<14:42,  5.43it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  7%|███▉                                                        | 338/5116 [01:12<15:02,  5.29it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  7%|████▎                                                       | 364/5116 [01:18<18:51,  4.20it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  7%|████▎                                                       | 372/5116 [01:19<15:40,  5.04it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  7%|████▍                                                       | 378/5116 [01:20<15:26,  5.11it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  8%|████▊                                                       | 407/5116 [01:26<19:35,  4.01it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  8%|████▊                                                       | 410/5116 [01:27<19:03,  4.12it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  8%|█████                                                       | 434/5116 [01:32<17:23,  4.49it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  9%|█████▎                                                      | 455/5116 [01:37<16:57,  4.58it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  9%|█████▍                                                      | 463/5116 [01:38<17:00,  4.56it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  9%|█████▌                                                      | 470/5116 [01:40<17:18,  4.47it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "  9%|█████▌                                                      | 477/5116 [01:42<18:59,  4.07it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 10%|█████▉                                                      | 506/5116 [01:48<15:12,  5.05it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 12%|███████                                                     | 607/5116 [02:10<17:10,  4.37it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 12%|███████▏                                                    | 609/5116 [02:11<13:47,  5.45it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 12%|███████▎                                                    | 626/5116 [02:14<12:43,  5.88it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 13%|████████                                                    | 688/5116 [02:28<12:08,  6.08it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 14%|████████▌                                                   | 727/5116 [02:36<16:33,  4.42it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 14%|████████▌                                                   | 730/5116 [02:37<19:35,  3.73it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 14%|████████▋                                                   | 736/5116 [02:38<15:57,  4.58it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 14%|████████▋                                                   | 741/5116 [02:39<14:21,  5.08it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 15%|█████████                                                   | 776/5116 [02:46<13:58,  5.18it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 15%|█████████▏                                                  | 779/5116 [02:47<15:27,  4.68it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 16%|█████████▍                                                  | 803/5116 [02:53<14:19,  5.02it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 16%|█████████▍                                                  | 805/5116 [02:53<12:36,  5.70it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 16%|█████████▋                                                  | 822/5116 [02:57<15:19,  4.67it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 17%|██████████                                                  | 858/5116 [03:04<16:16,  4.36it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 18%|██████████▌                                                 | 896/5116 [03:13<17:16,  4.07it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 18%|██████████▌                                                 | 904/5116 [03:15<14:37,  4.80it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 18%|██████████▋                                                 | 907/5116 [03:15<12:36,  5.57it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 18%|██████████▋                                                 | 911/5116 [03:16<14:52,  4.71it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 18%|██████████▊                                                 | 921/5116 [03:18<13:35,  5.14it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 19%|███████████▍                                                | 980/5116 [03:32<20:16,  3.40it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 19%|███████████▋                                                | 992/5116 [03:34<14:34,  4.71it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 20%|███████████▌                                               | 1007/5116 [03:37<13:48,  4.96it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 21%|████████████▍                                              | 1076/5116 [03:52<14:30,  4.64it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 21%|████████████▌                                              | 1090/5116 [03:55<14:51,  4.51it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 22%|████████████▋                                              | 1103/5116 [03:58<13:49,  4.84it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 22%|████████████▊                                              | 1106/5116 [03:59<13:32,  4.93it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 22%|█████████████▏                                             | 1145/5116 [04:08<14:52,  4.45it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 23%|█████████████▍                                             | 1170/5116 [04:13<14:17,  4.60it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 24%|██████████████▏                                            | 1227/5116 [04:26<12:49,  5.06it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 25%|██████████████▉                                            | 1292/5116 [04:39<15:14,  4.18it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 26%|███████████████                                            | 1306/5116 [04:42<12:56,  4.90it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 26%|███████████████▍                                           | 1336/5116 [04:49<15:39,  4.02it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 27%|████████████████                                           | 1396/5116 [05:02<14:23,  4.31it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 28%|████████████████▏                                          | 1408/5116 [05:05<16:15,  3.80it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 28%|████████████████▎                                          | 1410/5116 [05:05<12:47,  4.83it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 28%|████████████████▋                                          | 1448/5116 [05:13<14:42,  4.16it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 29%|█████████████████                                          | 1477/5116 [05:20<13:51,  4.38it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 29%|█████████████████▏                                         | 1486/5116 [05:22<11:20,  5.33it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 29%|█████████████████▏                                         | 1495/5116 [05:23<09:56,  6.07it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 30%|█████████████████▍                                         | 1510/5116 [05:26<14:25,  4.17it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 30%|█████████████████▋                                         | 1531/5116 [05:30<10:31,  5.67it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 30%|█████████████████▊                                         | 1548/5116 [05:34<14:17,  4.16it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 30%|█████████████████▊                                         | 1549/5116 [05:34<13:46,  4.31it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 31%|██████████████████                                         | 1561/5116 [05:36<09:32,  6.21it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 31%|██████████████████                                         | 1570/5116 [05:38<11:41,  5.06it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 31%|██████████████████▏                                        | 1576/5116 [05:39<08:38,  6.83it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 31%|██████████████████▎                                        | 1584/5116 [05:41<19:23,  3.04it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 31%|██████████████████▎                                        | 1589/5116 [05:42<13:59,  4.20it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 32%|██████████████████▋                                        | 1621/5116 [05:50<14:05,  4.13it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 33%|███████████████████▌                                       | 1694/5116 [06:05<12:59,  4.39it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 34%|███████████████████▉                                       | 1725/5116 [06:12<12:13,  4.62it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 34%|████████████████████▎                                      | 1765/5116 [06:19<07:54,  7.06it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 35%|████████████████████▋                                      | 1789/5116 [06:24<12:18,  4.50it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 35%|████████████████████▋                                      | 1791/5116 [06:24<10:42,  5.17it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 36%|█████████████████████                                      | 1829/5116 [06:32<12:44,  4.30it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|█████████████████████▏                                     | 1837/5116 [06:34<10:21,  5.28it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 36%|█████████████████████▍                                     | 1859/5116 [06:39<10:57,  4.96it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 37%|█████████████████████▋                                     | 1876/5116 [06:42<09:42,  5.56it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 37%|█████████████████████▊                                     | 1886/5116 [06:45<14:15,  3.78it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 38%|██████████████████████▎                                    | 1930/5116 [06:55<12:36,  4.21it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 38%|██████████████████████▎                                    | 1936/5116 [06:56<15:27,  3.43it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 38%|██████████████████████▌                                    | 1955/5116 [07:00<10:08,  5.19it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 39%|██████████████████████▊                                    | 1975/5116 [07:04<11:10,  4.68it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 39%|██████████████████████▉                                    | 1987/5116 [07:07<11:29,  4.54it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 39%|███████████████████████▎                                   | 2020/5116 [07:13<10:40,  4.83it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 40%|███████████████████████▍                                   | 2029/5116 [07:15<10:37,  4.84it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 40%|███████████████████████▌                                   | 2040/5116 [07:18<11:37,  4.41it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 40%|███████████████████████▋                                   | 2054/5116 [07:21<11:57,  4.27it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 41%|████████████████████████▍                                  | 2118/5116 [07:34<10:21,  4.82it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 42%|████████████████████████▌                                  | 2126/5116 [07:36<09:11,  5.42it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 42%|████████████████████████▋                                  | 2137/5116 [07:38<09:55,  5.01it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 42%|████████████████████████▉                                  | 2159/5116 [07:43<09:10,  5.37it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 42%|█████████████████████████                                  | 2174/5116 [07:46<11:28,  4.27it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 43%|█████████████████████████                                  | 2176/5116 [07:46<09:29,  5.16it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 43%|█████████████████████████▎                                 | 2194/5116 [07:50<13:16,  3.67it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 43%|█████████████████████████▍                                 | 2205/5116 [07:53<09:48,  4.95it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 43%|█████████████████████████▍                                 | 2208/5116 [07:53<09:06,  5.32it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 44%|█████████████████████████▊                                 | 2233/5116 [07:58<10:45,  4.47it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 44%|█████████████████████████▉                                 | 2245/5116 [08:00<08:34,  5.58it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 44%|██████████████████████████                                 | 2256/5116 [08:03<10:09,  4.69it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 44%|██████████████████████████▏                                | 2271/5116 [08:06<09:13,  5.14it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 47%|███████████████████████████▌                               | 2386/5116 [08:29<08:25,  5.40it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 47%|███████████████████████████▊                               | 2412/5116 [08:35<09:35,  4.69it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 47%|████████████████████████████                               | 2429/5116 [08:38<08:11,  5.46it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 48%|████████████████████████████                               | 2435/5116 [08:39<10:04,  4.44it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 48%|████████████████████████████▏                              | 2447/5116 [08:42<08:58,  4.96it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 49%|████████████████████████████▋                              | 2492/5116 [08:51<09:20,  4.68it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 49%|████████████████████████████▊                              | 2499/5116 [08:53<08:47,  4.96it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 49%|█████████████████████████████▏                             | 2527/5116 [08:58<08:18,  5.19it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████████████████████████████▍                             | 2554/5116 [09:04<09:44,  4.38it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 50%|█████████████████████████████▋                             | 2571/5116 [09:07<07:38,  5.55it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 51%|██████████████████████████████                             | 2603/5116 [09:14<09:26,  4.44it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 51%|██████████████████████████████                             | 2605/5116 [09:14<11:16,  3.71it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 52%|██████████████████████████████▌                            | 2649/5116 [09:23<07:58,  5.16it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 52%|██████████████████████████████▋                            | 2656/5116 [09:24<09:31,  4.30it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 52%|██████████████████████████████▊                            | 2667/5116 [09:27<09:13,  4.43it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 52%|██████████████████████████████▉                            | 2680/5116 [09:29<07:22,  5.50it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 53%|███████████████████████████████▎                           | 2716/5116 [09:37<08:38,  4.63it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 55%|████████████████████████████████▏                          | 2795/5116 [09:53<07:51,  4.93it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 55%|████████████████████████████████▎                          | 2800/5116 [09:54<08:26,  4.58it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 55%|████████████████████████████████▌                          | 2820/5116 [09:57<07:52,  4.86it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 55%|████████████████████████████████▋                          | 2829/5116 [09:59<08:25,  4.52it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 55%|████████████████████████████████▋                          | 2836/5116 [10:01<07:31,  5.05it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 56%|████████████████████████████████▉                          | 2861/5116 [10:06<07:59,  4.70it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 56%|█████████████████████████████████▏                         | 2879/5116 [10:09<08:40,  4.29it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 56%|█████████████████████████████████▏                         | 2883/5116 [10:10<07:03,  5.27it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 57%|█████████████████████████████████▍                         | 2896/5116 [10:13<06:38,  5.57it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 57%|█████████████████████████████████▌                         | 2906/5116 [10:15<08:50,  4.16it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 58%|█████████████████████████████████▉                         | 2944/5116 [10:23<08:02,  4.50it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 58%|██████████████████████████████████▍                        | 2985/5116 [10:32<07:10,  4.96it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 59%|██████████████████████████████████▋                        | 3005/5116 [10:36<08:20,  4.21it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 59%|██████████████████████████████████▊                        | 3023/5116 [10:40<08:14,  4.23it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 59%|██████████████████████████████████▉                        | 3034/5116 [10:42<07:57,  4.36it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 60%|███████████████████████████████████▎                       | 3058/5116 [10:47<07:12,  4.76it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 60%|███████████████████████████████████▎                       | 3064/5116 [10:48<07:29,  4.56it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 60%|███████████████████████████████████▍                       | 3070/5116 [10:49<06:05,  5.60it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 60%|███████████████████████████████████▌                       | 3079/5116 [10:51<07:03,  4.81it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 61%|███████████████████████████████████▊                       | 3102/5116 [10:56<06:37,  5.06it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 61%|████████████████████████████████████▏                      | 3139/5116 [11:03<06:23,  5.16it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 61%|████████████████████████████████████▎                      | 3144/5116 [11:04<07:38,  4.30it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 62%|████████████████████████████████████▎                      | 3153/5116 [11:06<06:41,  4.90it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 62%|████████████████████████████████████▊                      | 3195/5116 [11:15<05:33,  5.76it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 63%|████████████████████████████████████▉                      | 3198/5116 [11:15<06:10,  5.18it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 64%|█████████████████████████████████████▍                     | 3251/5116 [11:25<05:25,  5.74it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 64%|█████████████████████████████████████▊                     | 3281/5116 [11:32<06:22,  4.80it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 64%|█████████████████████████████████████▉                     | 3289/5116 [11:34<05:20,  5.70it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 64%|█████████████████████████████████████▉                     | 3292/5116 [11:34<05:22,  5.65it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 65%|██████████████████████████████████████                     | 3300/5116 [11:36<06:32,  4.63it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 65%|██████████████████████████████████████▍                    | 3337/5116 [11:44<06:28,  4.57it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 66%|██████████████████████████████████████▋                    | 3360/5116 [11:48<05:57,  4.92it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 67%|███████████████████████████████████████▎                   | 3410/5116 [11:59<05:54,  4.81it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 67%|███████████████████████████████████████▋                   | 3443/5116 [12:06<05:22,  5.18it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 67%|███████████████████████████████████████▋                   | 3445/5116 [12:07<04:51,  5.73it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 68%|███████████████████████████████████████▉                   | 3468/5116 [12:11<05:08,  5.33it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 68%|████████████████████████████████████████▍                  | 3504/5116 [12:19<04:19,  6.22it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 70%|█████████████████████████████████████████                  | 3556/5116 [12:30<05:21,  4.85it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 70%|█████████████████████████████████████████                  | 3561/5116 [12:31<04:43,  5.48it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 70%|█████████████████████████████████████████▎                 | 3579/5116 [12:35<04:23,  5.84it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 70%|█████████████████████████████████████████▎                 | 3586/5116 [12:36<05:10,  4.92it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 70%|█████████████████████████████████████████▍                 | 3597/5116 [12:38<05:55,  4.28it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|█████████████████████████████████████████▊                 | 3625/5116 [12:45<05:01,  4.94it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 72%|██████████████████████████████████████████▋                | 3697/5116 [13:00<04:42,  5.02it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 73%|██████████████████████████████████████████▊                | 3717/5116 [13:04<04:27,  5.24it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 73%|██████████████████████████████████████████▉                | 3722/5116 [13:05<03:54,  5.95it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 73%|███████████████████████████████████████████                | 3729/5116 [13:07<04:03,  5.69it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 73%|███████████████████████████████████████████▏               | 3740/5116 [13:09<04:19,  5.31it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 73%|███████████████████████████████████████████▏               | 3744/5116 [13:10<05:11,  4.40it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 73%|███████████████████████████████████████████▎               | 3751/5116 [13:11<05:00,  4.54it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 74%|███████████████████████████████████████████▍               | 3765/5116 [13:14<04:29,  5.01it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 74%|███████████████████████████████████████████▋               | 3788/5116 [13:19<04:40,  4.74it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 74%|███████████████████████████████████████████▋               | 3789/5116 [13:19<04:27,  4.97it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 75%|████████████████████████████████████████████               | 3821/5116 [13:26<03:51,  5.59it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 75%|████████████████████████████████████████████               | 3823/5116 [13:27<05:36,  3.84it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 75%|████████████████████████████████████████████▍              | 3850/5116 [13:32<03:41,  5.71it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 76%|████████████████████████████████████████████▋              | 3876/5116 [13:37<04:04,  5.07it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 76%|█████████████████████████████████████████████              | 3906/5116 [13:43<03:51,  5.22it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 77%|█████████████████████████████████████████████▎             | 3929/5116 [13:49<06:18,  3.14it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 77%|█████████████████████████████████████████████▍             | 3936/5116 [13:50<04:25,  4.44it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 77%|█████████████████████████████████████████████▋             | 3961/5116 [13:56<05:07,  3.75it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 78%|██████████████████████████████████████████████▎            | 4014/5116 [14:06<03:49,  4.79it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 79%|██████████████████████████████████████████████▍            | 4028/5116 [14:09<03:27,  5.24it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 79%|██████████████████████████████████████████████▍            | 4030/5116 [14:10<03:19,  5.45it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 79%|██████████████████████████████████████████████▌            | 4036/5116 [14:11<03:10,  5.66it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 79%|██████████████████████████████████████████████▋            | 4045/5116 [14:12<03:25,  5.21it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 79%|██████████████████████████████████████████████▋            | 4051/5116 [14:14<04:08,  4.28it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 80%|███████████████████████████████████████████████            | 4078/5116 [14:19<03:40,  4.71it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 80%|███████████████████████████████████████████████▏           | 4094/5116 [14:23<03:33,  4.79it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 80%|███████████████████████████████████████████████▏           | 4095/5116 [14:23<03:26,  4.95it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 80%|███████████████████████████████████████████████▍           | 4114/5116 [14:27<03:27,  4.82it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 81%|███████████████████████████████████████████████▌           | 4123/5116 [14:29<04:14,  3.90it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 82%|████████████████████████████████████████████████▎          | 4188/5116 [14:43<03:17,  4.70it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 82%|████████████████████████████████████████████████▌          | 4208/5116 [14:47<03:22,  4.48it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 83%|████████████████████████████████████████████████▊          | 4231/5116 [14:52<02:53,  5.11it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 83%|████████████████████████████████████████████████▉          | 4240/5116 [14:53<03:36,  4.05it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 83%|████████████████████████████████████████████████▉          | 4243/5116 [14:54<02:41,  5.41it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 84%|█████████████████████████████████████████████████▍         | 4284/5116 [15:02<02:57,  4.69it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 85%|█████████████████████████████████████████████████▉         | 4328/5116 [15:12<03:28,  3.79it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 85%|█████████████████████████████████████████████████▉         | 4331/5116 [15:12<02:44,  4.78it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 85%|██████████████████████████████████████████████████         | 4337/5116 [15:13<02:11,  5.92it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 85%|██████████████████████████████████████████████████▏        | 4353/5116 [15:16<02:19,  5.45it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 85%|██████████████████████████████████████████████████▍        | 4370/5116 [15:20<02:14,  5.53it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 85%|██████████████████████████████████████████████████▍        | 4371/5116 [15:20<02:12,  5.61it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 86%|██████████████████████████████████████████████████▌        | 4380/5116 [15:22<02:06,  5.83it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 86%|██████████████████████████████████████████████████▊        | 4401/5116 [15:26<02:00,  5.95it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 86%|██████████████████████████████████████████████████▉        | 4419/5116 [15:29<02:26,  4.76it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 87%|███████████████████████████████████████████████████▎       | 4453/5116 [15:36<02:03,  5.37it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 87%|███████████████████████████████████████████████████▍       | 4455/5116 [15:37<03:55,  2.80it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 87%|███████████████████████████████████████████████████▍       | 4460/5116 [15:38<02:37,  4.17it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 88%|███████████████████████████████████████████████████▉       | 4505/5116 [15:46<01:56,  5.26it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 89%|████████████████████████████████████████████████████▎      | 4533/5116 [15:52<01:55,  5.05it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 89%|████████████████████████████████████████████████████▎      | 4534/5116 [15:52<01:48,  5.37it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 89%|████████████████████████████████████████████████████▎      | 4535/5116 [15:52<01:46,  5.46it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 89%|████████████████████████████████████████████████████▍      | 4548/5116 [15:55<02:32,  3.72it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 89%|████████████████████████████████████████████████████▍      | 4550/5116 [15:56<01:59,  4.74it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 89%|████████████████████████████████████████████████████▍      | 4552/5116 [15:56<01:45,  5.36it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 89%|████████████████████████████████████████████████████▊      | 4578/5116 [16:02<02:32,  3.52it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 90%|████████████████████████████████████████████████████▉      | 4591/5116 [16:04<01:33,  5.64it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 90%|████████████████████████████████████████████████████▉      | 4595/5116 [16:05<02:03,  4.22it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 91%|█████████████████████████████████████████████████████▋     | 4653/5116 [16:17<01:46,  4.36it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 91%|█████████████████████████████████████████████████████▋     | 4656/5116 [16:17<01:35,  4.80it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 91%|█████████████████████████████████████████████████████▊     | 4670/5116 [16:20<01:07,  6.59it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 92%|█████████████████████████████████████████████████████▉     | 4682/5116 [16:22<01:37,  4.43it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 92%|██████████████████████████████████████████████████████     | 4686/5116 [16:23<01:27,  4.90it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 92%|██████████████████████████████████████████████████████▏    | 4698/5116 [16:26<01:28,  4.74it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 93%|██████████████████████████████████████████████████████▋    | 4746/5116 [16:35<01:26,  4.28it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 93%|██████████████████████████████████████████████████████▉    | 4764/5116 [16:39<01:15,  4.67it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 93%|██████████████████████████████████████████████████████▉    | 4767/5116 [16:40<01:25,  4.09it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 93%|███████████████████████████████████████████████████████    | 4771/5116 [16:40<01:00,  5.74it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 94%|███████████████████████████████████████████████████████▎   | 4797/5116 [16:45<01:03,  5.01it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 94%|███████████████████████████████████████████████████████▋   | 4829/5116 [16:51<00:48,  5.86it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 95%|████████████████████████████████████████████████████████   | 4859/5116 [16:57<00:53,  4.78it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 96%|████████████████████████████████████████████████████████▌  | 4907/5116 [17:08<00:50,  4.17it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 98%|█████████████████████████████████████████████████████████▉ | 5022/5116 [17:32<00:20,  4.51it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 98%|██████████████████████████████████████████████████████████ | 5034/5116 [17:34<00:14,  5.55it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      " 98%|██████████████████████████████████████████████████████████ | 5037/5116 [17:35<00:13,  5.78it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "100%|██████████████████████████████████████████████████████████▉| 5108/5116 [17:50<00:01,  4.44it/s]/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/paul/miniforge3/envs/tensorflow/lib/python3.9/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "100%|███████████████████████████████████████████████████████████| 5116/5116 [17:52<00:00,  4.77it/s]\n"
     ]
    }
   ],
   "source": [
    "#build feature vector\n",
    "pat0 = X_train.loc[0].dropna().to_numpy(dtype='float32')\n",
    "feature_vec = feature_extraction(pat0)\n",
    "\n",
    "for i in tqdm.trange(1, X_train.shape[0]):\n",
    "    pat_i = X_train.loc[i].dropna().to_numpy(dtype='float32')\n",
    "    pat_i, is_inverted = nk.ecg_invert(pat_i, sampling_rate=300, show=False)\n",
    "    feature_i = feature_extraction(pat_i)\n",
    "    feature_vec = np.concatenate((feature_vec, feature_i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "id": "8e4bbbb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5117, 64)"
      ]
     },
     "execution_count": 368,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_vec.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "id": "fb9456da",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_features = pd.DataFrame(feature_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "71e4218a",
   "metadata": {},
   "outputs": [
    {
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       "      <td>270.137931</td>\n",
       "      <td>42.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>1.684761</td>\n",
       "      <td>3.134566</td>\n",
       "      <td>-1.076065</td>\n",
       "      <td>2.615898</td>\n",
       "      <td>2.591317</td>\n",
       "      <td>4.992898</td>\n",
       "      <td>2.433126</td>\n",
       "      <td>2.766482</td>\n",
       "      <td>2.729964</td>\n",
       "      <td>9.330390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>411.111111</td>\n",
       "      <td>73.383821</td>\n",
       "      <td>99.593947</td>\n",
       "      <td>100.330495</td>\n",
       "      <td>123.333333</td>\n",
       "      <td>32.144928</td>\n",
       "      <td>6.884058</td>\n",
       "      <td>14.0</td>\n",
       "      <td>185.400000</td>\n",
       "      <td>-1233.760870</td>\n",
       "      <td>...</td>\n",
       "      <td>3.005885</td>\n",
       "      <td>3.084477</td>\n",
       "      <td>2.914198</td>\n",
       "      <td>3.285937</td>\n",
       "      <td>3.055057</td>\n",
       "      <td>3.905623</td>\n",
       "      <td>3.887050</td>\n",
       "      <td>3.634371</td>\n",
       "      <td>3.862021</td>\n",
       "      <td>74.224586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>612.074074</td>\n",
       "      <td>79.335271</td>\n",
       "      <td>105.995759</td>\n",
       "      <td>107.221157</td>\n",
       "      <td>183.622222</td>\n",
       "      <td>14.377778</td>\n",
       "      <td>6.488889</td>\n",
       "      <td>13.0</td>\n",
       "      <td>188.883721</td>\n",
       "      <td>-108.636364</td>\n",
       "      <td>...</td>\n",
       "      <td>3.425364</td>\n",
       "      <td>3.158516</td>\n",
       "      <td>1.224432</td>\n",
       "      <td>2.714311</td>\n",
       "      <td>3.784912</td>\n",
       "      <td>3.974346</td>\n",
       "      <td>4.401440</td>\n",
       "      <td>3.992879</td>\n",
       "      <td>3.507524</td>\n",
       "      <td>31.642543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5112</th>\n",
       "      <td>692.028986</td>\n",
       "      <td>209.250078</td>\n",
       "      <td>234.104785</td>\n",
       "      <td>239.207043</td>\n",
       "      <td>207.608696</td>\n",
       "      <td>10.869565</td>\n",
       "      <td>10.739130</td>\n",
       "      <td>28.0</td>\n",
       "      <td>207.181818</td>\n",
       "      <td>65.086957</td>\n",
       "      <td>...</td>\n",
       "      <td>4.692946</td>\n",
       "      <td>4.117348</td>\n",
       "      <td>2.305851</td>\n",
       "      <td>5.013909</td>\n",
       "      <td>5.310535</td>\n",
       "      <td>5.371113</td>\n",
       "      <td>5.223909</td>\n",
       "      <td>5.102073</td>\n",
       "      <td>5.045779</td>\n",
       "      <td>157.553201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5113</th>\n",
       "      <td>864.623656</td>\n",
       "      <td>14.393348</td>\n",
       "      <td>10.954451</td>\n",
       "      <td>11.058881</td>\n",
       "      <td>259.387097</td>\n",
       "      <td>8.967742</td>\n",
       "      <td>10.612903</td>\n",
       "      <td>7.0</td>\n",
       "      <td>258.833333</td>\n",
       "      <td>38.935484</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615959</td>\n",
       "      <td>1.446634</td>\n",
       "      <td>1.193303</td>\n",
       "      <td>2.400577</td>\n",
       "      <td>2.504654</td>\n",
       "      <td>3.200025</td>\n",
       "      <td>2.707966</td>\n",
       "      <td>2.968458</td>\n",
       "      <td>2.522019</td>\n",
       "      <td>10.581359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5114</th>\n",
       "      <td>788.857143</td>\n",
       "      <td>95.352606</td>\n",
       "      <td>32.584731</td>\n",
       "      <td>32.965439</td>\n",
       "      <td>236.657143</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>10.371429</td>\n",
       "      <td>7.0</td>\n",
       "      <td>236.470588</td>\n",
       "      <td>41.685714</td>\n",
       "      <td>...</td>\n",
       "      <td>2.159531</td>\n",
       "      <td>3.339151</td>\n",
       "      <td>-0.644885</td>\n",
       "      <td>3.642163</td>\n",
       "      <td>2.664011</td>\n",
       "      <td>3.738771</td>\n",
       "      <td>3.336557</td>\n",
       "      <td>3.370450</td>\n",
       "      <td>3.060632</td>\n",
       "      <td>15.068207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5115</th>\n",
       "      <td>848.333333</td>\n",
       "      <td>27.965673</td>\n",
       "      <td>34.485465</td>\n",
       "      <td>35.044604</td>\n",
       "      <td>254.500000</td>\n",
       "      <td>8.531250</td>\n",
       "      <td>10.906250</td>\n",
       "      <td>8.0</td>\n",
       "      <td>254.677419</td>\n",
       "      <td>47.375000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.866791</td>\n",
       "      <td>2.111252</td>\n",
       "      <td>-0.693102</td>\n",
       "      <td>2.114114</td>\n",
       "      <td>2.172123</td>\n",
       "      <td>2.969135</td>\n",
       "      <td>2.326365</td>\n",
       "      <td>2.926380</td>\n",
       "      <td>3.203742</td>\n",
       "      <td>8.135307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5116</th>\n",
       "      <td>591.212121</td>\n",
       "      <td>36.416276</td>\n",
       "      <td>15.351186</td>\n",
       "      <td>15.532863</td>\n",
       "      <td>177.363636</td>\n",
       "      <td>16.318182</td>\n",
       "      <td>6.477273</td>\n",
       "      <td>9.0</td>\n",
       "      <td>186.024390</td>\n",
       "      <td>-221.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>3.524890</td>\n",
       "      <td>2.379641</td>\n",
       "      <td>1.894704</td>\n",
       "      <td>3.186323</td>\n",
       "      <td>3.092609</td>\n",
       "      <td>4.100674</td>\n",
       "      <td>4.031531</td>\n",
       "      <td>3.531705</td>\n",
       "      <td>3.330235</td>\n",
       "      <td>25.116378</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5117 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              0           1           2           3           4          5   \\\n",
       "0     815.909091   64.985983   63.715446   63.760285  244.772727  13.212121   \n",
       "1     788.380952   54.240878   61.530055   62.437531  236.514286   8.228571   \n",
       "2     888.000000   77.901598   66.629300   66.264592  266.400000   6.866667   \n",
       "3     411.111111   73.383821   99.593947  100.330495  123.333333  32.144928   \n",
       "4     612.074074   79.335271  105.995759  107.221157  183.622222  14.377778   \n",
       "...          ...         ...         ...         ...         ...        ...   \n",
       "5112  692.028986  209.250078  234.104785  239.207043  207.608696  10.869565   \n",
       "5113  864.623656   14.393348   10.954451   11.058881  259.387097   8.967742   \n",
       "5114  788.857143   95.352606   32.584731   32.965439  236.657143   7.200000   \n",
       "5115  848.333333   27.965673   34.485465   35.044604  254.500000   8.531250   \n",
       "5116  591.212121   36.416276   15.351186   15.532863  177.363636  16.318182   \n",
       "\n",
       "             6     7           8            9   ...        54        55  \\\n",
       "0     10.075758   8.0  245.246154    45.651515  ...  2.104580  2.962617   \n",
       "1     12.485714   7.0  237.441176    51.742857  ...  2.074463  2.775031   \n",
       "2     11.066667   7.0  270.137931    42.333333  ...  1.684761  3.134566   \n",
       "3      6.884058  14.0  185.400000 -1233.760870  ...  3.005885  3.084477   \n",
       "4      6.488889  13.0  188.883721  -108.636364  ...  3.425364  3.158516   \n",
       "...         ...   ...         ...          ...  ...       ...       ...   \n",
       "5112  10.739130  28.0  207.181818    65.086957  ...  4.692946  4.117348   \n",
       "5113  10.612903   7.0  258.833333    38.935484  ...  2.615959  1.446634   \n",
       "5114  10.371429   7.0  236.470588    41.685714  ...  2.159531  3.339151   \n",
       "5115  10.906250   8.0  254.677419    47.375000  ...  1.866791  2.111252   \n",
       "5116   6.477273   9.0  186.024390  -221.857143  ...  3.524890  2.379641   \n",
       "\n",
       "            56        57        58        59        60        61        62  \\\n",
       "0     1.468057  3.297508  3.874312  3.891545  2.812233  3.135966  3.405693   \n",
       "1     0.971640  3.092029  3.707863  3.550458  2.752231  3.686132  3.778790   \n",
       "2    -1.076065  2.615898  2.591317  4.992898  2.433126  2.766482  2.729964   \n",
       "3     2.914198  3.285937  3.055057  3.905623  3.887050  3.634371  3.862021   \n",
       "4     1.224432  2.714311  3.784912  3.974346  4.401440  3.992879  3.507524   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "5112  2.305851  5.013909  5.310535  5.371113  5.223909  5.102073  5.045779   \n",
       "5113  1.193303  2.400577  2.504654  3.200025  2.707966  2.968458  2.522019   \n",
       "5114 -0.644885  3.642163  2.664011  3.738771  3.336557  3.370450  3.060632   \n",
       "5115 -0.693102  2.114114  2.172123  2.969135  2.326365  2.926380  3.203742   \n",
       "5116  1.894704  3.186323  3.092609  4.100674  4.031531  3.531705  3.330235   \n",
       "\n",
       "              63  \n",
       "0      19.288813  \n",
       "1      18.467852  \n",
       "2       9.330390  \n",
       "3      74.224586  \n",
       "4      31.642543  \n",
       "...          ...  \n",
       "5112  157.553201  \n",
       "5113   10.581359  \n",
       "5114   15.068207  \n",
       "5115    8.135307  \n",
       "5116   25.116378  \n",
       "\n",
       "[5117 rows x 64 columns]"
      ]
     },
     "execution_count": 370,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "id": "10b82251",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_features.to_csv('features_ata.csv')"
   ]
  }
 ],
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