periodogram.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import signal\n",
    "import pandas as pd\n",
    "import csv\n",
    "import json\n",
    "import sys\n",
    "\n",
    "np.set_printoptions(threshold=sys.maxsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters\n",
    "fs = 250.0\n",
    "ns = 250    # number of samples in the data we are examining\n",
    "nch = 8     # number of channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(fp, verbose=False):\n",
    "    data = []\n",
    "    with open(fp) as csv_file:\n",
    "        csv_reader = csv.reader(csv_file, delimiter=',')\n",
    "        line_count = 0\n",
    "        if verbose:\n",
    "            print('File %s\\n' % fp)\n",
    "        for row in csv_reader:\n",
    "            if row[0][0] == '%':\n",
    "                if verbose:\n",
    "                    print(row[0])\n",
    "            else:\n",
    "                index = 0\n",
    "                new_row = []\n",
    "                for item in row:\n",
    "                    if index >= 1 and index < 9:\n",
    "                        new_row.append(float(item))\n",
    "                    index += 1\n",
    "                data.append(new_row)\n",
    "                line_count += 1\n",
    "        if verbose:\n",
    "            print(f'Processed {line_count} lines.\\n')\n",
    "        return np.array(data)\n",
    "\n",
    "def butter_bandpass(lowcut, highcut, fs, order=5):\n",
    "    nyq = 0.5 * fs\n",
    "    low = lowcut / nyq\n",
    "    high = highcut / nyq\n",
    "    b, a = signal.butter(order, [low, high], btype='band')\n",
    "    return b, a\n",
    "\n",
    "\n",
    "def butter_bandpass_filter(data, lowcut, highcut, fs, order=5):\n",
    "    b, a = butter_bandpass(lowcut, highcut, fs, order=order)\n",
    "    y = signal.lfilter(b, a, data)\n",
    "    return y\n",
    "\n",
    "def butter_lowpass(cutoff, fs, order=5):\n",
    "    nyq = 0.5 * fs\n",
    "    normal_cutoff = cutoff / nyq\n",
    "    b, a = signal.butter(order, normal_cutoff, btype='low', analog=False)\n",
    "    return b, a\n",
    "\n",
    "def butter_lowpass_filter(data, cutoff, fs, order=5):\n",
    "    b, a = butter_lowpass(cutoff, fs, order=order)\n",
    "    y = signal.lfilter(b, a, data)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File /Users/aj/downloads/-LmH0S3rQCT7z9V_oBWU_11b10da_adhoc.csv\n",
      "\n",
      "%Raw EEG Data\n",
      "%Number of channels = 8\n",
      "%Sample Rate = 250.0 Hz\n",
      "%First Column = SampleIndex\n",
      "%Last Column = Timestamp \n",
      "%Other Columns = EEG data in microvolts followed by Accel Data (in G) interleaved with Aux Data\n",
      "Processed 5250 lines.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "file_name = '-LmH0S3rQCT7z9V_oBWU_11b10da_adhoc'\n",
    "data = get_data('/Users/aj/downloads/%s.csv' % (file_name), verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21\n"
     ]
    }
   ],
   "source": [
    "samples, nch = data.shape\n",
    "num_epochs = samples//ns\n",
    "print(num_epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5250, 8)\n"
     ]
    }
   ],
   "source": [
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = 250.0  # Sample frequency (Hz)\n",
    "f0 = 60.0  # Frequency to be removed from signal (Hz)\n",
    "Q = 30.0  # Quality factor\n",
    "w0 = f0/(fs/2)\n",
    "# Design notch filter\n",
    "b_60, a_60 = signal.iirnotch(w0, Q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0 = 120.0  # Frequency to be removed from signal (Hz)\n",
    "w0 = f0/(fs/2)\n",
    "# Design notch filter\n",
    "b_120, a_120 = signal.iirnotch(w0, Q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0 = 1.0  # Frequency to be removed from signal (Hz)\n",
    "w0 = f0/(fs/2)\n",
    "# Design notch filter\n",
    "b_02, a_02 = signal.iirnotch(w0, Q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Channel 1 std = 0.223723\n",
      "Channel 2 std = 0.222649\n",
      "Channel 3 std = 0.228040\n",
      "Channel 4 std = 0.218481\n",
      "Channel 5 std = 0.214495\n",
      "Channel 6 std = 0.205680\n",
      "Channel 7 std = 0.203709\n",
      "Channel 8 std = 0.210714\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d6ed9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d3f1128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1c972358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ee60198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ee608d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ca93a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1ca98198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d819d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d848550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d168b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d882f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d818e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1cbc3978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d183128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d183ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1d440e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.show()\n",
    "\n",
    "for i in range(nch):\n",
    "    filtered_data = data[:,i]\n",
    "    filtered_data = signal.lfilter(b_60, a_60, filtered_data)\n",
    "    filtered_data = signal.lfilter(b_120, a_120, filtered_data)\n",
    "#     filtered_data = signal.lfilter(b_02, a_02, filtered_data)\n",
    "    print(\"Channel %d std = %f\" % (i+1, np.std(filtered_data)))\n",
    "    f, Pxx_den = signal.periodogram(filtered_data, fs)\n",
    "    plt.figure(figsize=(17,4))\n",
    "    plt.semilogy(f, Pxx_den)\n",
    "    plt.title('Channel %d' % (i + 1))\n",
    "    plt.xlabel('frequency [Hz]')\n",
    "    plt.ylabel('PSD [uV**2/Hz]')\n",
    "    plt.ylim([1e-4,1e4])\n",
    "    plt.xlim([0.8,45])\n",
    "    plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename -LmH0S3rQCT7z9V_oBWU_11b10da_adhoc\n",
      "\n",
      "Channel 1 | All: 0.223723 | < 1Hz: 0.053939 | 0.8-45.0: 0.157462\n",
      "Channel 2 | All: 0.222649 | < 1Hz: 0.041905 | 0.8-45.0: 0.157020\n",
      "Channel 3 | All: 0.228040 | < 1Hz: 0.027285 | 0.8-45.0: 0.155206\n",
      "Channel 4 | All: 0.218481 | < 1Hz: 0.029286 | 0.8-45.0: 0.153057\n",
      "Channel 5 | All: 0.214495 | < 1Hz: 0.050989 | 0.8-45.0: 0.160858\n",
      "Channel 6 | All: 0.205680 | < 1Hz: 0.032911 | 0.8-45.0: 0.155693\n",
      "Channel 7 | All: 0.203709 | < 1Hz: 0.029182 | 0.8-45.0: 0.152037\n",
      "Channel 8 | All: 0.210714 | < 1Hz: 0.034099 | 0.8-45.0: 0.159961\n"
     ]
    }
   ],
   "source": [
    "\n",
    "plt.show()\n",
    "\n",
    "print(\"Filename %s\\n\" % file_name)\n",
    "\n",
    "for i in range(nch):\n",
    "    filtered_data = data[:,i]\n",
    "    filtered_data = signal.lfilter(b_60, a_60, filtered_data)\n",
    "    filtered_data = signal.lfilter(b_120, a_120, filtered_data)\n",
    "#     plt.plot(butter_lowpass_filter(filtered_data, 1.0, fs, order=6)[2000:])\n",
    "    all_std = np.std(filtered_data)\n",
    "    low_std = np.std(butter_lowpass_filter(filtered_data, 1.0, fs, order=6)[2000:])\n",
    "    high_std = np.std(butter_bandpass_filter(filtered_data, 0.8, 45.0, fs, order=6)[2000:])\n",
    "    print(\"Channel %d | All: %f | < 1Hz: %f | 0.8-45.0: %f\" % (i+1, all_std, low_std, high_std))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c1eacd9b0>]"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7vCrg/YzkMmmVlo8djAVmR5rJyfm/Hzv2B+d+Dx2rwPhpSw3NVKMpsAL9XyGajVt9JkopXPfSElw9dZGHKfOGq8AgIhNFZIWI5IvIbBFpoy2/R1uWLyKrRKRSRJqZbD9dRLbo1u3nJj3Jwot5l5VS1ZXZbkVjjCWlgGnfbTF9LbAyO6L9a//N7h5fW7QVj8wIHmvKrJmrXmlZBS7/d3AZv9cChyB/8MOVeMvOHWEEV3L9fBubi0txw7Ql+HaDdWukzUWHcenzwe/Bm4ud3bHe9fYyQ7A4drwSV75oXv/x6cqafj33vrfccuh4/b6s+HOSSgUHTv0dvFXR11Oz1+Gfc9bjqv8sxDLdGEtjpizAn/5nPYyGVWMRvRn5O3H3O/lBy/WV6Q98sALvLt2OfaXlGDNlQXUDgVgXPrsddvtJpdRDACAivwfwMIBblVJPAnhSW34xgD8opazy2vcopd5zmY6k5eaG9Tev5nmShgW6C8Vxm/UfdlolPerxrFp2WlAp1EwX+uiYXtXL95eW4wddq5SSo8dRLzPdWJyydo9hcEUrdpobB5Pq4wZ2BnxDu+heM6iD+ZZaIv3DOfgpBew9XIbMDOv7u9+/bWzS+vW6Iizdsg8rJ5wf1IIKAP72+VrLVl8AqkchDuej/EJ8lF+IS/r6hp5esaMESwtq3v8DR8pRJyPNENgVFN7N24F383bg10M6We88RNTwz5ECBA98qb8BCqxH8/vX3Jo+Qw98sLL68XKTFmB6Zu+ln4jvRu7Ot31B4emrzO9/95eW460l2/HWku14uKwnlu8owX+/9TVYKa+owt7DZcjKTEfDrOjPluDqCEop/a1vA5gHtmsAvOXmOLVZIjRkmzizpq+B3SksEzH7Cxh//Ppy/1MmfmlYr++jszGsWw5OymlYvex3b4XuF+Av8//eZIIlu/o+Orv6sd0KW39A/GK1Maex++AxDHjc2CfD7vfp6S/XGzpO+gUew2y7Mf3szzNw7Hgl6mamBy3v95jv88hMr7nI65uShyziC1Fe5n+lrKIqZn2UAGB2iNy7UsBbS7Zbvg4Aew4eCzlY4K6Sms86FvN8uK5jEJFJIrIdwLXw5Rj0r9UHMArA+yF2MUkrjnpGRIJntKnlpi0wL26JpWgMCmaraMQhp/UB4UY0/dpBb2cg9F1hJGIxJp5V67EvLOb7sMNJc92y474bjTcXmzc40N+5/+ebmhEB0iLMSu+06JVs5tsNRSGDh9vPx/993VxcigUbQ3/XIplLJZrCBgYRmaPVEwT+jQEApdSDSqn2AN4AcEfA5hcD+C5EMdIDALoDOBVAMwD3hUjHzSKSJyJ5RUW1Z4rDQxGW7ydCTiOUwOEBvBCNC2kCjE8XlpM0Bra8icb5TXfY8uunXQfxUb6zymmzyudqIV5zMrT7dS8twRiT+hSvjbUxFlWiCRsYlFIjlVK9TP5mBKz6JoCxAcuuRohiJKXULuVTBmAagEEh1p2qlBqolBqYk5MTLtmuBLafTkQzHP7Qks2v/rs4aNnbumHHf/NqHu57b0VQPwy9FTHq5T5+mvU8HKEExrneE4Lbw+8usTebnp+++qPrXz7DLpvbv7Zoa0Tfe/1dvp9+vKiNRYdsF0/qWdUBAPD8DuHTlbvQ99HZUZ28R1/B3v2hz/D9RuOc7YGxzt8CK17ju7ltlaSfsPgSAGt1rzUBcDaAwACi37619l8AXArA3rRlVOstCPjhmHknL3S5bSwGGNx7uMzWPNtrCktCDuUAwLSp5TfrIx/N1+qCXFpeWT0Qop9XfS53HjiKr36qSfNTs9eHnKPDys+HrAPaGg9a9elNnLkGJUePB80G56bTXnmlsix6PHa8ClPmbYz3hIQhua3eniwi3QBUAdgK4Fbda5cBmK2UMgylKCKfArhJKVUI4A0RyYGvyUZ+wPZEUef2jiyw8tfKc3M34rm5xsreeF4YolWmPWTyXMPz7zftxeYid4P9BTpeqXC8sgqZ6d52w/Ly43gozNS8/pGWE5XbVkmBRUf616YDmG6y/ELd43PcHJ/IrSSoYkh6dtr4BzocpqPa0eOVngWGSL8DizZH3jqt+HB5RDmpWGHPZ6K4SeCyhDgLNyR4RRQmDHI6ZIbbJtuvWwwNkwii31OCKJHFMctQfLgcM/JD14N8tKwQC13cmcZSpwdi12ijf0C/FDf8w3kHdjxc/7M3Y1VZ0c9VYtW02s2MkW4wx0AURy+H6ROQLEEBiG+diRfidREGgodJiTcGBqI4Yh0H+STWN4GBgVKa24l+XB8/sa4HFCeJ9j1gYCCKowS7HhABYGAgIqIADAyU0r5eF78KRwC2hvmm2s+ruVW8wsBAKS0ag/0RJTsGBiIiMmBgICIiAwYGIiIyYGAgIkoiTsd0igQDAxFREon2GE4AAwMRUVI5Xhn94boZGIiIyICBgYiIDBgYiIiSSCyGN2dgICIiAwYGIqIkomIwJSwDAxERGTAwEBGRAQMDEVESYeUzERHFHAMDEREZMDAQESWRGJQkMTAQEZERAwMRURJJimG3RWSiiKwQkXwRmS0ibbTlTUTkExFZLiKrRWS8xfYDRGSliGwUkedERNymiYiIIudFjuFJpVQfpVQ/ADMBPKwtvx3AGqVUXwDDADwlInVMtn8BwM0Aumh/ozxIExERRch1YFBKHdQ9bYCauhEFoJGWA2gIYB+ACv22ItIaQGOl1ELlyx+9CuBSt2kiIqqtYlH5nOHFTkRkEoBxAEoADNcWTwHwMYBCAI0AXKWUCpxhoi2AHbrnO7RlZse4Gb6cBTp06OBFsomIyIStHIOIzBGRVSZ/YwBAKfWgUqo9gDcA3KFtdj6AfABtAPQDMEVEGgfu2uRwpgFRKTVVKTVQKTUwJyfHTrKJiCgCtnIMSqmRNvf3JoBZAB4BMB7AZK2IaKOIbAHQHcAS3fo7ALTTPW8HXw6DiIhMJMWQGCLSRff0EgBrtcfbAIzQ1mkFoBuAzfptlVK7ABwSkdO1uohxAGa4TRMREUXOizqGySLSDUAVgK0AbtWWTwQwXURWwldkdJ9SqhgARCRfa8UEALcBmA6gHoDPtD8iIjIV/SyD68CglBprsbwQwHkWr/XTPc4D0MttOoiIyBvs+UxERAYMDERESaRFw6yoH4OBgYgoiTSplxn1YzAwEBElETHt/uUtBgYiIjJgYCAiIgMGBiIiMmBgICJKJjGYsYaBgYiIDBgYiIjIgIGBiIgMGBiIiJKIsI6BiIhijYGBiIgMGBiIiMiAgYGIKInEoIqBgYGIiIwYGIiIyICBgYiIDBgYiIiSiMSgIwMDAxERGTAwEBGRAQMDEVESYXNVIiKKOQYGIiIyYGAgIiIDBgYioiSS8MNui8hEEVkhIvkiMltE2mjLm4jIJyKyXERWi8h4i+2/FpF12vb5ItLSTXqIiMg9tzmGJ5VSfZRS/QDMBPCwtvx2AGuUUn0BDAPwlIjUsdjHtUqpftrfHpfpISIil1wFBqXUQd3TBgCU/yUAjcTXRa8hgH0AKtwci4iIYiPD7Q5EZBKAcQBKAAzXFk8B8DGAQgCNAFyllKqy2MU0EakE8D6Ax5VSymI9IqKUJzHoyRA2xyAic0RklcnfGABQSj2olGoP4A0Ad2ibnQ8gH0AbAP0ATBGRxia7v1Yp1RvAUO3vuhDpuFlE8kQkr6ioyNFJEhGRfWEDg1JqpFKql8nfjIBV3wQwVns8HsAHymcjgC0Aupvse6f2/5C2/aAQ6ZiqlBqolBqYk5Nj7+yIiMgxt62SuuieXgJgrfZ4G4AR2jqtAHQDsDlg2wwRaaE9zgRwEYBVbtJDRETuua1jmCwi3QBUAdgK4FZt+UQA00VkJXxDe9ynlCoGABHJ11oxZQH4QgsK6QDmAPg/l+khIqrVYtGPwVVgUEqNtVheCOA8i9f6af9LAQxwc3wiIvIeez4TEZEBAwMRERkwMBARkQEDAxFREkn4QfSIiKj2YWAgIiIDBgYioiSSEGMlERFRamFgICIiAwYGIqIkwlZJREQUcwwMRERJJAYZBgYGIiIyYmAgIiIDBgYioiQiMah9ZmAgIiIDBgYiIjJgYCAiSiJslURERDHHwEBElETY85mIiGKOgYGIiAwYGIiIkgj7MRARUcwxMBARkUFKBYb0tFi0ACYiSm4pFRiI4q1x3Yx4JyGmxvRrE+8kUAQYGCz8/pyTHK1/y1mdAQCNslLrh0/OTPll/3gnIaaeuKx31Pb90vUDo7bvVOcqMIjIRBFZISL5IjJbRNpoy5uKyIfaa0tEpJfF9p1EZLGIbBCRd0Skjpv0eOnSU9o6Wr9v+2wAwJldWkQjOVRLNK6XGe8kxFSDKN4ojejRKmr7TnVucwxPKqX6KKX6AZgJ4GFt+Z8B5Cul+gAYB+BZi+3/BuAZpVQXAPsB3OgyPQntrK45qJPubSatd9smeGzMyZ7uk4hSm6urlFLqoO5pAwBKe9wTwFfaOmsB5IqIIbyLrzHuOQDe0xa9AuBSN+nxkpO2wi/+qqZ4QCnr9TLTxPPu7GkCpMWijzyRhbbZ9eKdBPKY69tXEZkkItsBXIuaHMNyAJdrrw8C0BFAu4BNmwM4oJSq0J7vAGBZfiMiN4tInojkFRUVuU22p0b1am1rvRAxI+ld3JeVjKlk3p+GVT/ObVE/5SrV7fjlaR3inYSIhQ0MIjJHRFaZ/I0BAKXUg0qp9gDeAHCHttlkAE1FJB/A7wAsA1ARuGuTw1leO5VSU5VSA5VSA3NycmycWmxcGtDqIplv3uvXSY93Emq9JP56kEOhSg8SXdjAoJQaqZTqZfI3I2DVNwGM1bY5qJQar9U9jAOQA2BLwPrFALJFxH+r0Q5AoauzCUM5+KTs/oB7tW3iaJ93n9vV9vrJ5BcDAzOENQZ2bGprH/Uya39gStRrxRknNne0vhgeC+4aWTu/14ni6lPbx/R4blslddE9vQTAWm15tq6F0U0A5gfUR0D5rtLzAFyhLboeQGCwSXh1MoxvYbjYc8vZJyL/4XOjmKLI6X/s02441dG2Q7vkoGDy6KDlBZNH473bzrC1j6d+0dfRMVOZk3L9Fg2zQr5eMHk03vzN6Y6Or88ZZ2Wk4ddndnK0fSqwKj24aqD9i3zB5NEomDwak8f2iWkHXbd1DJO1YqUVAM4DcKe2vAeA1SKyFsAFuuUQkU/9zVoB3AfgbhHZCF+dw0su0xNSNAafuvpU++WI0bhb1O/TrDPR6Z2bReGo9jjp0/Hmb07zpJhlyi9P8WAvic9ZSzRvv3l/Gd3D0ODhb1f0sbVdVkYa3rzpNE/TkowivQx9dudQTLi4p7eJseC2VdJYrVipj1LqYqXUTm35QqVUF6VUd6XU5Uqp/bptLlRKFWqPNyulBimlTlJKXamUKnN3OtHRqUUDy9cCcwzxrGOoXyf4Qvyn87rZ3v6srrq6Gw/OY1An+0HpjBO96f9xUZ/ErgQP9bY+4uBHn13fSZcf66NmRHAXetPQzoaccbgcid+6xy9Ar3b2i15rq0jrHrq2aoQbhsQmZ5ZSPZ/1dQxueii/fENkPS6jETMMZb0uD/DMVf3c7SBAswbO+ita/V7qZqbh+/vPcZ+gJHYJW33F3bf3Do/p8e4a2SX8SlGSUoFBX5QU7iIa6vW22fU9SpHPKR2ybVfQBrK6mPrLoJ0Ei7oJWvnbMCsDbbLroW8tuNsMdbMY6qNqkGX8bLqd0MiT9JB97ZvVxy1ndw67XlZG6Muq3d9ku6beXmecSKnAEMr7tw02PPeiqVmjuhkomDwa/x3ny2FY7fLD3w7BBb3t9YUIRZ/mlo3tZe+t1M1IR9P6wcM3XDPIfp2K0xxM4OqBx5pxx5nOdhjgcofDnCSWmnfn7ZtPR0OLHK/5cudf5qG6oV36mARk/2fbrml8O7dlpse27PaBC3qEfH3G7UOqK+IzLYrp7FYiN4hj8/GUDQxuKqLdFtlITFuzC9632SpIz6rSOhH7aUSjscaSP4/wfqcInSsI9Z3UvxR409KuaT1013IQT1we+aB1M39nP/Amcxv9WGnZuK7pcrvjR51/8gleJseRlAoM+jqGcGW2+h/iFQOs2+iH3IfFc+XgDu6PDvo96NM8UhtgrHWTuhgQQTFrpO94AAATnElEQVSViJheqJxcg+1cPEbpvvwntmwIAGjlMLfjJBdzUR97OTP9jzrbJOeUSC7v3646veY9kK0/Nf1gkf4+Oef2tD84nZ0bhZaN3OVeU1VaHOePSanAoBfcAsT6Q/jtsBOjmxgLC+4bjtuHOxv+2++3w3z9JdqEaO+u70/x02OjbO030hvF1Y+eb7r8uWtOwYoJ5wHwtbpY9tC5ugt98NHuOT+4lZVVmv536+CgZf+8qp/t4OC36AHvcg/RutF20nlTb3JADmPFhPPw72vdDw3+h5FdsVL7XOffOxxrHjP//AFg6YMjXR8PAG45uzN++IuzfV0ZwU3fignnYdzgjrbWtWqZN6xb4ozeYCalAsPAjr4P6c8Xdg9ZzndW1xxDByL9nfPQLi3QqUUDTLvhVIzW1Qvof5e3eRRI2jWt7+iuQZ8GEQnZpHHipb0Mr9ezWZ55TreWttOjv5u0yj5npgsa1625I29qaMkUfO5OBgysmxF8ThnpaYahr284IxdDTjLv9fuPK/viV6d3iLhS/ppBHWw1QXU6CF2ot0BE8MjFPavnB/F9z62DRkbAaL+N62YiMz0NrZv4ciDh6mWs4lFGuqCR9rnWzUw3bUrtl6PLUbjp/d6sfh00D9N0tn0z43ttdxh0fa60cd1M3DbsRPRrn42+7ZqgnzbkPgB0b90IN5yRiwEdm+KqU9tbjqb8yMUnJ/SMkikVGLIyfafb7YTGJq/6vuGndMjGq78eFPSD8XvtxtOQmZ6G4d1b4nmLO6tbz4pdDqNDs/qGC4WdYpgTGtfFdafbu+MBYLgLaxjDwdLMLoA5JsUS2Q7nONBfzHq1bYI3bjLv9XvFgHZ4/NLIyuxfuLY//np5b4wPaHdudik4p7t1sL1Jq8h0csEcP6QT/mSSs3IiPc33/R+Qa14MGa26pg9vd1Yf5jSjFOnneUqHbMPz1k3q4aPbh2DGHWfio9uHVC/PykhHq8Z18f5tZ1j27xD4+ka9e4uz3uaxlFKBIZoMlYNhCgzMKp8jKQq4sPcJ+NvYPoYfxyd3nIm3HA5v4ES873HG9m+L53WzoI0fkoszTzJ2jvvszqGY/YezYp0010JdbE+wqMgMFGmRkl3+RgmxqHy+b1R3R+tHmqRZvz8TJ+ZYd2JNRSkVGC7v78sWd9EqOY2Cf5XXOhg21+yHYtXKxEnlcygje7QyFNGI+CpNB4cZEE2frO4nNHLU2c9Jykf1iqxVxdAuvvJXf1HduMG51a+JCEbr6ggeufjkoDT1aN0YXVs1QlutKWXf9tlwy+kdcs82NblSf7EMYP7++St7/UWd4QT2xE932UjAicAAFc1Wah2ahW/Hf9PQ8P0K9Py//Z6taz6fk9s0wYk5xmvC4M7OBhUEHAxEKEEPqiXK3BYpNYj6Zae0w2Wn+Cqb9HdWVuWAky7rjUkO56wVcXc39eshnfDyd4ED0doTyXE/vys6d9ZmA+qZMQueAzo2rd7e7n7MNGtQxzeI3w87sHz7AVdXy8y0NJRXVoVd766RXYJGGl34wAjk3j/LcpuzupoPQGh+AwO0Crg464uq/e9ntG7oAz8vr3MOdppy5zavj6/v8fVCvv+C7qhSClPnb7b18bbJroeCyaPxf/M3Y82ug5bbjOjREgs377Wd7nDf09duHITVhQcx+bO1unMMfvO+u/+ckN+VWEmpHINeNAbUCz5G1A8R0+MEiuZE74lq4qWm05fb5uSjetjm2EkhK6MDnttvihqmODRK3zmrYBhr155mvw7OrnGDO+KaQR3w2+HxaeXoRMoGhkD+Xr4ntzGrmPaxM+CYUjUD6/XvYFFxZ3J5aK9lmzuFKevU90Y+oYm9cudoGJTbLOFmqLLK/rfR3qcuLSMfRmKgVgkbblz8js29G8ageQN77f+d3LUPcTjvAmCcc8RuHYZVMVC4Oc/T0gQX9nZWBOkvWmtvo+jJL/D31j1giBG7rfScqF8nA3+9vLehFZ6ZRKjvSKmipFA65zTER7cPMZQ96s3949nVze/CaZCVgZm/OxOdHXzA5598At67dTAGdGyKYV1zkGHR1f/dWwbj3GfmA6gZkTQZe6EOym0Ws/kXzjipBd6/bTBOaR/ZeFQAMHXcQGzdW4rMEBe2l28YiOEOmvMCwHsmfS28FtiM2c/ff8RczXqPXNwTddLTMP37AtN9BvrfrYMtx/6qm5mO3Ob1UbD3SLhk23b1qe3RpWVDRx05R/Wq+b0BwJ0ju+Lsbi0x9oXvPUtXpD64bQh2HzwW1zQwx6DTr3120DDafp1zGpo2lQzk/931atvEsu22VeXzwNxmEBG0b1YfrZuYV0I1cdg0M2q08xzcublhXJ222fVsVdr/4dyuju7wbCUpRIZuQMdmpn1C7M5X0TArAye3MR/Ez195P6Bjs7BFlIE5wqZhRqAd08/XYGJ4iCatgK9uCqjJ8forpB+40Hxsn3GDO4a9c/XLykivHi/JThHsqbmh3wd9xbz/5umME43fIydEpPq344R+m/Q0wYCOTXFC47q44YzciNJh5tdn+vZldcNppkn9zLgPksgcQwxkasEmGtlTIL7jF711s7Fp7Hc2hsd2U6HspUmX9QoawTIrIw1lFeErmc3Y+RwCL8bhNundrknY90vEFzj066WlSfXzF77eWL3cq+asXnznnv9l/+oWZvoZ5Pw3VFa5ZqcKJo+2XaG7yOMxss7p3irs59e/QzZ+3HbA0+O6xcAQA0NPaoE/ntsV12nd6GM7iF6UJGHxVSiv33gayioq0bF5AyzeYr81ynWnd8RHy3Y6Otb7t51RXWQRi7fRtCl1DI4bqYcu6on2TetXj/eVCt65+XTsP3I83smoxsAAYGRPZ+XCZvyVjgNM2qKnpQl+NyJ6k24kYx2Dl/z9BE7r5KxiVf++nakrxjjJQcuYG4bk4tCx4/govzBsxarfgI5N0blFA2wuLrV9nHjzV/D213oAe/GdsypSbVIvE3cGTFJz/eCOeGXhVgA1/VystG9WD9v3HTUs69W2MVbtPGixRXzo38PTIug3EU0MDPBm5rJebZtg/j3Dg8ZiqbUS6Jazc05DfHvv8Jh3Dvr23uFo36w+/n5FX9w7qnvcJjqKxY3BKR2a4pt7htnqdBZNvxnaCfeG6RH9+Z1n4Uh5JepkpKGyyvfmvHvLYBw+VhGLJNYKKV353KN1Yzx7dT9kmQy2FokOzevbqgDzquezn5d1DI9c3LO6B2e0h1fwUvtmzgYcBNy/b/7K8zoZaSFHsU0kF/RujRYN6+A6XW9yuzo2b+Bp/59IilTbZtcL2TIM8LUKzGmUhSb1Mqunl61fJ8NyfoR4ScS5TfxSOsfw2Z1D452EhDN+SKeggd/Ie3ZCrn/QRyu3Dz8Rz8/bFPYC48/JpImv13TeX84NvYENiXxRiwarGfNqq9Q62wShv1OaNv7UOKYktFj0Do/U+7cNRp30xJyj2o05d5+FtbsP4XhlVdD4PZHq0boxdh44ir9fEd1+I5/ccSbKKiqjeox4+OvlvXFBhON+hZLIGXIGhjhqXDfDcYcos3kNems9UyNtB26XnX4csWJWyZ9MrELuSS0b4SQXPbRDMZ/dLTJmF7XeJnND1wZOZgisLRgYksjqR883DQx92mVj1aPnRzW7u+7xURAIfty2P2rHoMjYvfNM4BvUlJTAGXIGhmQSahJxu0Hh4r5tcOOZzusQvKqgp9ohVhe1X53eASN6tMLJrRtj674juKx/ZPOvkzMMDEmoZaMs7DlUFtG2/7rmFFfH9g/J0blF/Af6ilQ7bZ4Gqxm2ko3di3QC36Ba0s+4Nn38oDimxHusYyBXvr13OA7p2mDP+v1QbNvn3SBkTvRo3Riv/HoQTrOY5DwZ3Hr2iejWqhFG9HDfsZHIrURs5OGqH4OITBSRFSKSLyKzRaSNtrypiHyovbZEREwHsReR6SKyRds+X0Tc9zSrhdo3q28YeCynUZajkSS9dnbXnLh15vJCeppgZM9WEf8g/TMBJptEuUH1T5bVp5ZWVjuViP2F3HZwe1Ip1Ucp1Q/ATAAPa8v/DCBfKdUHwDgAz4bYxz1KqX7aX77L9CQH7XpkNZIrJbanf9EvIQYCTE/zfX+cduyLt3N7+gaW83p0XfKOq6IkpZR+8JEGqLkp6Qngr9o6a0UkV0RaKaV+dnO82qJJvUzcNbILLtLNXUzk1C1ndcbBo8cx/gx7jQmSK3zE3/O/7I9YxNxaV5QEACIySUS2A7gWNTmG5QAu114fBKAjAKvmBJO0IqdnRKR21AbacNfIrlFrr24mmesEaiN/UWAjF02MG2RlYMIlJ0dtOPdUN7pPa1zQOzVv3sIGBhGZIyKrTP7GAIBS6kGlVHsAbwC4Q9tsMoCmIpIP4HcAlgEwG8HqAQDdAZwKoBmA+0Kk42YRyRORvKKiIifnSABevuFUzLn7rHgngzSPX9YLn905NOHG7yECbBQlKaVG2tzXmwBmAXhEK2IaDwDiyydt0f4C971Le1gmItMA/ClEOqYCmAoAAwcOTLzamgTXICsjpjkUMhreLccwo19WRjp6OJjVK9HkNMqCCHDP+d3inZSk1aWV7/f422EnxjklwVzVMYhIF6XUBu3pJQDWasuzARxRSpUDuAnA/ID6CP/2rZVSu7TgcSmAVW7SQ5SoptWyNvh1M9Ox5a/xr4BPZk3qZSZEIwYzbvsxTBaRbgCqAGwFcKu2vAeAV0WkEsAaADf6NxCRTwHcpJQqBPCGiOTAVy+Wr9ueiIjixG2rpLEWyxcCMJ2yTCl1oe5x+AmCiYgoptiQnoiIDBgYyNLTv+iLvu2zkV2/TryTQi788byuOKllQ5x+YmLNK0yJi2MlkaVh3VpimMP5Iijx9GjdGHPuPtvRNv65N/yDJlJqYWAgoiB3DD8JHZvVx+gU7eCV6hgYiChInYw0jB3AuQ9SFesYiIjIgIGBiIgMGBiIiMiAgYGIiAxY+UyUJHIaZeGU9tnxTgalAAYGoiSx9EG7Ax0TucPAQDHz1JV90bZpvXgng4jCYGCgmGG7eKLkwMpnIiIyYGAgIiIDBgYiIjJgYCAiIgMGBiIiMmBgICIiAwYGIiIyYGAgIiIDUUrFOw2OiUgRgK0Rbt4CQLGHyUlUPM/ahedZu8TrPDsqpXLCrZSUgcENEclTSg2MdzqijedZu/A8a5dEP08WJRERkQEDAxERGaRiYJga7wTECM+zduF51i4JfZ4pV8dAREShpWKOgYiIQkipwCAio0RknYhsFJH7450ep0TkZRHZIyKrdMuaiciXIrJB+99UWy4i8px2ritEpL9um+u19TeIyPXxOBcrItJeROaJyE8islpE7tSW17bzrCsiS0RkuXaej2rLO4nIYi3N74hIHW15lvZ8o/Z6rm5fD2jL14nI+fE5o9BEJF1ElonITO15rTtPESkQkZUiki8iedqy5PzeKqVS4g9AOoBNADoDqANgOYCe8U6Xw3M4C0B/AKt0y/4O4H7t8f0A/qY9vhDAZwAEwOkAFmvLmwHYrP1vqj1uGu9z051PawD9tceNAKwH0LMWnqcAaKg9zgSwWEv/uwCu1pa/COA27fFvAbyoPb4awDva457adzkLQCftO54e7/MzOd+7AbwJYKb2vNadJ4ACAC0CliXl9zaVcgyDAGxUSm1WSpUDeBvAmDinyRGl1HwA+wIWjwHwivb4FQCX6pa/qnwWAcgWkdYAzgfwpVJqn1JqP4AvAYyKfurtUUrtUkr9qD0+BOAnAG1R+85TKaUOa08ztT8F4BwA72nLA8/Tf/7vARghIqItf1spVaaU2gJgI3zf9YQhIu0AjAbwX+25oBaep4Wk/N6mUmBoC2C77vkObVmya6WU2gX4LqoAWmrLrc43ad4HrRjhFPjupmvdeWrFK/kA9sB3AdgE4IBSqkJbRZ/m6vPRXi8B0BxJcJ4A/gngXgBV2vPmqJ3nqQDMFpEfRORmbVlSfm9Tac5nMVlWm5tkWZ1vUrwPItIQwPsA7lJKHfTdNJqvarIsKc5TKVUJoJ+IZAP4EEAPs9W0/0l5niJyEYA9SqkfRGSYf7HJqkl9npohSqlCEWkJ4EsRWRti3YQ+z1TKMewA0F73vB2AwjilxUs/a1lQaP/3aMutzjfh3wcRyYQvKLyhlPpAW1zrztNPKXUAwNfwlTVni4j/hk2f5urz0V5vAl+xYqKf5xAAl4hIAXzFt+fAl4OobecJpVSh9n8PfIF+EJL0e5tKgWEpgC5aa4g68FVsfRznNHnhYwD+lgvXA5ihWz5Oa/1wOoASLSv7BYDzRKSp1kLiPG1ZQtDKk18C8JNS6mndS7XtPHO0nAJEpB6AkfDVp8wDcIW2WuB5+s//CgBzla+28mMAV2uteToB6AJgSWzOIjyl1ANKqXZKqVz4fnNzlVLXopadp4g0EJFG/sfwfd9WIVm/t7Gu7Y7nH3wtAdbDV5b7YLzTE0H63wKwC8Bx+O4sboSv/PUrABu0/820dQXA89q5rgQwULefX8NXebcRwPh4n1fAOZ4JX9Z5BYB87e/CWniefQAs085zFYCHteWd4bvgbQTwPwBZ2vK62vON2uuddft6UDv/dQAuiPe5hTjnYahplVSrzlM7n+Xa32r/9SVZv7fs+UxERAapVJREREQ2MDAQEZEBAwMRERkwMBARkQEDAxERGTAwEBGRAQMDEREZMDAQEZHB/wPrTRMw07vlWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c1e0b3048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_ = data[:,2]\n",
    "plt.plot(data_)\n",
    "# plt.ylim([-50000,5e4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.704560999999998e-06"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(np.max(data_) - np.min(data_))/1000000\n",
    "# np.max(data_)/1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-3.7014488e-05"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(data_)/1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4473924.266666667"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expected_vp2p = 0.1 #volts\n",
    "gain = 24\n",
    "counts = 2**23/4.5 * expected_vp2p * gain\n",
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07515022986068878"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gain = 1\n",
    "peak_plot = np.max(Pxx_den)\n",
    "np.sqrt(peak_plot)/gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.7305061e-05, -3.8176779e-05, -3.8892035e-05, -3.7930910e-05,\n",
       "       -3.7685040e-05, -3.8266186e-05, -3.9204959e-05, -3.7908558e-05,\n",
       "       -3.7394468e-05, -3.8310889e-05, -3.9160255e-05, -3.8467351e-05,\n",
       "       -3.7617985e-05, -3.7640337e-05, -3.8400296e-05, -3.8355593e-05,\n",
       "       -3.7640337e-05, -3.7729744e-05, -3.8959090e-05, -3.8936738e-05,\n",
       "       -3.7573282e-05, -3.7461523e-05, -3.8243834e-05, -3.8400296e-05,\n",
       "       -3.7483875e-05, -3.7439171e-05, -3.8266186e-05, -3.9070849e-05,\n",
       "       -3.8154427e-05, -3.7707392e-05, -3.7930910e-05, -3.8757924e-05,\n",
       "       -3.7975613e-05, -3.7282709e-05, -3.7953261e-05, -3.8959090e-05,\n",
       "       -3.8377944e-05, -3.7819151e-05, -3.7997965e-05, -3.8914386e-05,\n",
       "       -3.8422648e-05, -3.7305061e-05, -3.7774447e-05, -3.8377944e-05,\n",
       "       -3.8333241e-05, -3.7685040e-05, -3.7908558e-05, -3.8556758e-05,\n",
       "       -3.8914386e-05, -3.7796799e-05, -3.7483875e-05, -3.8266186e-05,\n",
       "       -3.8847331e-05, -3.7863854e-05, -3.7640337e-05, -3.8445000e-05,\n",
       "       -3.9137904e-05, -3.8355593e-05, -3.7640337e-05, -3.7819151e-05,\n",
       "       -3.8824979e-05, -3.8020317e-05, -3.7014488e-05, -3.7640337e-05,\n",
       "       -3.9339069e-05, -3.9160255e-05, -3.7774447e-05, -3.7528578e-05,\n",
       "       -3.8534407e-05, -3.8333241e-05, -3.7528578e-05, -3.7573282e-05,\n",
       "       -3.8824979e-05, -3.9204959e-05, -3.7975613e-05, -3.7640337e-05,\n",
       "       -3.8176779e-05, -3.9093200e-05, -3.8154427e-05, -3.7528578e-05,\n",
       "       -3.8377944e-05, -3.9316718e-05, -3.8154427e-05, -3.7729744e-05,\n",
       "       -3.7819151e-05, -3.9093200e-05, -3.8266186e-05, -3.7461523e-05,\n",
       "       -3.7841503e-05, -3.8802628e-05, -3.8914386e-05, -3.7685040e-05,\n",
       "       -3.7863854e-05, -3.8892035e-05, -3.8646165e-05, -3.7372116e-05,\n",
       "       -3.7461523e-05, -3.8266186e-05, -3.8556758e-05, -3.7617985e-05,\n",
       "       -3.7282709e-05, -3.8176779e-05, -3.8981442e-05, -3.8042668e-05,\n",
       "       -3.7640337e-05, -3.8176779e-05, -3.8780276e-05, -3.7953261e-05,\n",
       "       -3.7595633e-05, -3.7863854e-05, -3.9026145e-05, -3.8310889e-05,\n",
       "       -3.7617985e-05, -3.8087372e-05, -3.9093200e-05, -3.8221482e-05,\n",
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       "       -3.7886206e-05, -3.8713221e-05, -3.8534407e-05, -3.7483875e-05,\n",
       "       -3.7774447e-05, -3.8601462e-05, -3.8713221e-05, -3.7796799e-05,\n",
       "       -3.7550930e-05, -3.8199130e-05, -3.9003793e-05, -3.8310889e-05,\n",
       "       -3.7908558e-05, -3.8154427e-05, -3.8981442e-05, -3.8333241e-05,\n",
       "       -3.7595633e-05, -3.7640337e-05, -3.8869683e-05, -3.8489703e-05,\n",
       "       -3.7483875e-05, -3.7886206e-05, -3.9048497e-05, -3.8534407e-05,\n",
       "       -3.7752096e-05, -3.8087372e-05])"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_/1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2760.6199213220207"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(7.62102235e+06)"
   ]
  }
 ],
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