{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "34df4bc1-88f6-4628-adad-bc916b730acb",
   "metadata": {},
   "source": [
    "# Exploring the data\n",
    "\n",
    "Let's do some simple exploration of the raw data.\n",
    "\n",
    "The sample used for the example is the red channel data of the NGC 5907 observation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d7f5a4d-8ab6-4441-ba87-c47c2580e152",
   "metadata": {},
   "source": [
    "## Check the structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "277f0e05-f574-4fee-8ceb-352c25b27571",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/00464_091322_00001_ngc_5907_act1_0_0_A_lw.fits\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  PRIMARY       1 PrimaryHDU     210   ()      \n",
      "  1  FIFILS_rawdata    1 BinTableHDU     16   7680R x 2C   [8I, 468I]   \n"
     ]
    }
   ],
   "source": [
    "from astropy.io import fits\n",
    "\n",
    "path = 'data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/'\n",
    "infile = '00464_091322_00001_ngc_5907_act1_0_0_A_lw.fits'\n",
    "with fits.open(path+infile) as hdul:\n",
    "    hdul.info()\n",
    "    header = hdul['PRIMARY'].header"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbb27375-24e3-4f70-9bdb-35126e1d9969",
   "metadata": {},
   "source": [
    "## Check if the observed precipitated water vapor has been added to the header\n",
    "\n",
    "New observations contain this value.\n",
    "\n",
    "For old observations, we are adding these values and the process is currently in progress."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8ff3dbde-5817-4f70-b4ca-c7f0be3fb1a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Observed water vapor is there: 2.6\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    print('Observed water vapor is there:', header['WVZ_OBS'])\n",
    "except:\n",
    "    print('No observed water vapor present in the header')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb72ef84-5b24-4cb4-9378-95df1f49c8a9",
   "metadata": {},
   "source": [
    "## Check some parameters\n",
    "\n",
    "We can see a few important parameters from the header: \n",
    "\n",
    "- altitude (barometric altitude of the plane)\n",
    "\n",
    "- elevation (or zenithal angle)\n",
    " \n",
    "- observed precipitated water vapor (at the zenith) \n",
    "\n",
    "### Important things to check\n",
    "\n",
    "Some files are corrupted or with bad data.\n",
    "It is important to discard them before running the reduction.\n",
    "These are the two most important cases:\n",
    "\n",
    "- Corrupted files: they usually have a smaller size\n",
    "\n",
    "- Zenithal angles lower than 32$^o$ or greater than 67$^o$ generate vignetting in the image. In fact, the telescope intercepts the SOFIA door !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ac68349d-4f05-435c-a701-507377390458",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Corrupted files: \n",
      "00556_101218_00004_ngc_5907_act1s_-4_9_A_lw.fits\n",
      "00563_101706_00005_ngc_5907_act1s_23_22_A_lw.fits\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.family']='STIXGeneral'\n",
    "rcParams['font.size']=18\n",
    "rcParams['mathtext.fontset']='stix'\n",
    "rcParams['legend.numpoints']=1\n",
    "from astropy.io import fits\n",
    "from glob import glob\n",
    "import numpy as np\n",
    "from astropy.time import Time\n",
    "import os\n",
    "\n",
    "path = 'data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/'\n",
    "files = sorted(glob(path + '*lw.fits'), key=os.path.getctime)\n",
    "files = np.array(files)\n",
    "altitude = []\n",
    "wvz = []\n",
    "elevation = []\n",
    "time = []\n",
    "latitude = []\n",
    "longitude = []\n",
    "file_size=[]\n",
    "\n",
    "numfile = [os.path.basename(x)[0:5] for x in files]\n",
    "\n",
    "for file in files:\n",
    "    fsize = os.stat(file)\n",
    "    file_size.append(fsize.st_size)\n",
    "    with fits.open(file) as hdul:\n",
    "        h = hdul['PRIMARY'].header\n",
    "        altitude.append(h['ALTI_STA'])\n",
    "        wvz.append(h['WVZ_OBS'])\n",
    "        elevation.append(h['ZA_START'])\n",
    "        unixt = Time(h['DATE-OBS']).unix\n",
    "        time.append(unixt)\n",
    "        latitude.append(h['LAT_STA'])\n",
    "        longitude.append(h['LON_STA'])\n",
    "        \n",
    "numfile = np.array(numfile, dtype='int')\n",
    "file_size = np.array(file_size, dtype='float')\n",
    "\n",
    "medsize = np.nanmedian(file_size)\n",
    "idx = file_size < medsize\n",
    "if np.sum(idx) > 0:\n",
    "    print('Corrupted files: ')\n",
    "    for f in files[idx]:\n",
    "        print(os.path.basename(f))\n",
    "fig,ax = plt.subplots(figsize=(15,10))\n",
    "ax.plot(numfile,file_size/1.e6,'o')\n",
    "ax.set_xlabel('File number')\n",
    "ax.set_ylabel('Size [MB]')\n",
    "ax.grid()\n",
    "plt.show()\n",
    "        \n",
    "time = np.array(time)\n",
    "altitude = np.array(altitude)\n",
    "elevation = np.array(elevation)\n",
    "wvz = np.array(wvz)\n",
    "latitude = np.array(latitude)\n",
    "longitude = np.array(longitude)\n",
    "\n",
    "# Order with time\n",
    "s = np.argsort(time)\n",
    "altitude = altitude[s]\n",
    "elevation = elevation[s]\n",
    "wvz = wvz[s]\n",
    "time = time[s]\n",
    "latitude = latitude[s]\n",
    "longitude = longitude[s]\n",
    "\n",
    "fig,ax = plt.subplots(nrows=3,figsize=(15,10),sharex=True)\n",
    "dt = (time-time[0])/3600\n",
    "ax[0].plot(dt, wvz, color='blue')\n",
    "ax[1].plot(dt, elevation, color='black')\n",
    "ax[2].plot(dt, altitude, color='green')\n",
    "ax[0].set_ylim(1,10)\n",
    "ax[1].set_ylim(30,70)\n",
    "ax[1].axhline(32,  color='red', ls=':')\n",
    "ax[1].axhline(67,  color='red', ls=':')\n",
    "ax[2].set_ylim(39000,45500)\n",
    "ax[0].set_ylabel('Water vapor [$\\mu$m]')\n",
    "ax[1].set_ylabel('Elevation [degs]')\n",
    "ax[2].set_ylabel('Altitude [feet]')\n",
    "ax[2].set_xlabel('Time [h]')\n",
    "for i in range(3):\n",
    "    ax[i].grid()\n",
    "plt.subplots_adjust( hspace=0)    \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f0354e7-3019-4923-9592-a2229c7dbceb",
   "metadata": {},
   "source": [
    "## Where the observations were taken ?\n",
    "\n",
    "The header contains the actual positions of SOFIA when the data were taken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c25d8c98-13f8-4a72-ab2c-48489281c9b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "fig = plt.figure(figsize=[15,10])\n",
    "clon = np.nanmedian(longitude)\n",
    "clat = np.nanmedian(latitude)\n",
    "ax = fig.add_subplot(111, projection = ccrs.Orthographic(central_longitude=clon, central_latitude=clat))\n",
    "ax.set_extent([clon-10, clon+10, clat-10, clat+10])\n",
    "ax.stock_img()\n",
    "states_provinces = cfeature.NaturalEarthFeature(\n",
    "        category='cultural',\n",
    "        name='admin_1_states_provinces_lines',\n",
    "        scale='50m',\n",
    "        facecolor='none')\n",
    "\n",
    "SOURCE = 'Natural Earth'\n",
    "LICENSE = 'public domain'\n",
    "\n",
    "ax.add_feature(cfeature.LAND)\n",
    "ax.add_feature(cfeature.COASTLINE)\n",
    "ax.add_feature(states_provinces, edgecolor='gray')\n",
    "\n",
    "#ax.plot(longitude, latitude,'.',transform=ccrs.PlateCarree())\n",
    "plt.scatter(longitude, latitude, c=dt, marker='.',cmap='plasma_r', s=100, lw=0, transform=ccrs.PlateCarree())\n",
    "plt.colorbar()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ad90038-5b21-4e10-81ed-c6c83fced1af",
   "metadata": {},
   "source": [
    "## How to visualize a ramp\n",
    "\n",
    "It is challenging to read a raw file, since data are organized in tables.\n",
    "\n",
    "Each ramp is composed by 32 readouts.\n",
    "\n",
    "Each file can contain more than one single grating position."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "21db80e0-508a-4588-8747-02518cd47670",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = 'data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/'\n",
    "\n",
    "#infile = '00556_101218_00004_ngc_5907_act1s_-4_9_A_lw.fits'   # Bad file\n",
    "infile = '00464_091322_00001_ngc_5907_act1_0_0_A_lw.fits'    # Good file\n",
    "\n",
    "with fits.open(path+infile) as hdul:\n",
    "    scidata = hdul['FIFILS_rawdata'].data\n",
    "    header = hdul['PRIMARY'].header\n",
    "    \n",
    "detchan = header['DETCHAN']\n",
    "dichroic = header['DICHROIC']\n",
    "if detchan == 'RED':\n",
    "    ncycles = header['C_CYC_R']\n",
    "    start = header['G_STRT_R']\n",
    "    step = header['G_SZUP_R']\n",
    "    ngrat = header['G_PSUP_R']\n",
    "    order = 1\n",
    "else:\n",
    "    ncycles = header['C_CYC_B']\n",
    "    start = header['G_STRT_B']\n",
    "    step = header['G_SZUP_B']\n",
    "    order = header['G_ORD_B']\n",
    "    \n",
    "    \n",
    "data = scidata.DATA\n",
    "data = np.float32(data) / 2**16 + 0.5  # signed integer to float\n",
    "data *= 3.63            # ADU to V\n",
    "\n",
    "# subtract zero channel\n",
    "for i in range(1,18):\n",
    "    data[:,i,:25] -= data[:,0,:25]\n",
    "    \n",
    "nreadouts = len(data)\n",
    "if nreadouts < (ncycles*4*ngrat*32):\n",
    "    print (\"WARNING: Number of ramps does not agree with header for \",infile)\n",
    "else:\n",
    "    data = data[:ncycles*4*ngrat*32,1:17,:25]  # Only the pixels 1:17 contain data\n",
    "    flux = data.reshape(ngrat,ncycles*4*32,16,25)\n",
    "    gratpos = start+step*np.arange(ngrat)\n",
    "    # Plot the central pixel 8,12 at the initial grating position\n",
    "    fig,ax = plt.subplots(figsize=(15,10))\n",
    "    dtime = 1/250 # 250 Hertz\n",
    "    t = np.arange(ncycles*4*32) * dtime\n",
    "    ax.plot(t, flux[0,:,8,12],'.')\n",
    "    ax.set_xlim(0,400/250)\n",
    "    ax.set_ylabel('Volt')\n",
    "    ax.set_xlabel('Time [s]')\n",
    "    plt.grid()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2ab6ef5-2088-4bcb-9d55-e47a31720e0a",
   "metadata": {},
   "source": [
    "## Slopes\n",
    "\n",
    "The following function helps to compute the difference of readouts in the ramps and plot them as a function of time. The option 'subtract' allows one to subtract the 'on-source' ramps from the 'off-source' ramps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "e311209b-d048-43d8-9381-88555bf39c99",
   "metadata": {},
   "outputs": [],
   "source": [
    "def difframp(infile, ax, spexel=8, spaxel=12,subtract=False):\n",
    "    import os\n",
    "    from astropy.io import fits\n",
    "    import numpy as np\n",
    "    with fits.open(infile) as hdul:\n",
    "        scidata = hdul['FIFILS_rawdata'].data\n",
    "        header = hdul['PRIMARY'].header\n",
    "    detchan = header['DETCHAN']\n",
    "    dichroic = header['DICHROIC']\n",
    "    utcstart = header['UTCSTART']\n",
    "    nod = header['NODBEAM']\n",
    "    if detchan == 'RED':\n",
    "        ncycles = header['C_CYC_R']\n",
    "        start = header['G_STRT_R']\n",
    "        step = header['G_SZUP_R']\n",
    "        ngrat = header['G_PSUP_R']\n",
    "        order = 1\n",
    "    else:\n",
    "        ncycles = header['C_CYC_B']\n",
    "        start = header['G_STRT_B']\n",
    "        step = header['G_SZUP_B']\n",
    "        order = header['G_ORD_B']\n",
    "\n",
    "    h,m,s = utcstart.split(':')\n",
    "    utc = int(h) + int(m)/60+ int(s)/3600\n",
    " \n",
    "    data = scidata.DATA\n",
    "    data = np.float32(data) / 2**16 + 0.5  # signed integer to float\n",
    "    data *= 3.63            # ADU to V\n",
    "\n",
    "    # subtract zero channel\n",
    "    for i in range(1,18):\n",
    "        data[:,i,:25] -= data[:,0,:25]\n",
    "\n",
    "    nreadouts = len(data)\n",
    "    if nreadouts < (ncycles*4*ngrat*32):\n",
    "        print (\"WARNING: Number of ramps does not agree with header for \",os.path.basename(infile),' time ', utcstart)\n",
    "    else:\n",
    "        data = data[:ncycles*4*ngrat*32,1:17,:25]  # Only the pixels 1:17 contain data\n",
    "        flux = data.reshape(ngrat,ncycles*4*32,16,25)\n",
    "        gratpos = start+step*np.arange(ngrat)\n",
    "        # Plot the central pixel 8,12 at the initial grating position\n",
    "        dtime = 1/250 # 250 Hertz\n",
    "        t = np.arange(ncycles*4*32) * dtime\n",
    "        for g in range(ngrat):\n",
    "            f = flux[g,:,spexel,spaxel]\n",
    "            df = (f[1:]-f[:-1])/dtime\n",
    "            df = np.concatenate(([np.nan],df))\n",
    "            # nan starting points\n",
    "            idx = np.arange(len(df))\n",
    "            df[idx[::32]]=np.nan\n",
    "            df[idx[::32]+1]=np.nan\n",
    "            tt = (t+g*np.max(t))/3600.+utc\n",
    "            #ax.plot(tt, df,'.',markersize=3)\n",
    "            dfr = df.reshape(4*ncycles, 32)\n",
    "            if g == 0:\n",
    "                color='red'\n",
    "            elif g == 1:\n",
    "                color='blue'\n",
    "            else:\n",
    "                color='green'\n",
    "            t32 = tt[::32]\n",
    "            df32 = np.nanmean(dfr,axis=1)\n",
    "            idx = np.arange(len(df32))\n",
    "            if subtract:\n",
    "                ax.plot(t32[idx[::4]],df32[idx[::4]]-df32[idx[::4]+2] ,'.',markersize=3,color=color)\n",
    "                ax.plot(t32[idx[::4]+1],df32[idx[::4]+1]-df32[idx[::4]+3] ,'.',markersize=3,color=color)\n",
    "            else:\n",
    "                ax.plot(t32[idx[::4]],df32[idx[::4]] ,'.',markersize=4,color=color)\n",
    "                ax.plot(t32[idx[::4]+1],df32[idx[::4]+1] ,'.',markersize=4,color=color)\n",
    "                ax.plot(t32[idx[::4]+2],df32[idx[::4]+2] ,'.',markersize=3,color=color,alpha=0.7)\n",
    "                ax.plot(t32[idx[::4]+3],df32[idx[::4]+3] ,'.',markersize=3,color=color,alpha=0.7)\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "707d2180-c4de-40b7-b45e-5d6345a1f4f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Differential plot for one file\n",
    "\n",
    "path = 'data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/'\n",
    "\n",
    "#infile = '00556_101218_00004_ngc_5907_act1s_-4_9_A_lw.fits'   # Bad file\n",
    "infile = '00464_091322_00001_ngc_5907_act1_0_0_A_lw.fits'    # Good file\n",
    "\n",
    "fig,ax=plt.subplots(figsize=(15,10))\n",
    "difframp(path+infile,ax)\n",
    "ax.set_ylabel('V/s')\n",
    "ax.set_xlabel('UCT time [h]')\n",
    "ax.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7b90d77-f2f3-4b76-8111-d784dcc9872d",
   "metadata": {},
   "source": [
    "## Slopes as function of time\n",
    "\n",
    "It is possible to show how ramp slopes change with time.\n",
    "In this example, the three grating positions corresponding to the pixel(8,14) are shown as a function of time.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "d128d481-ca56-4fd6-9b0c-9565ece57d84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Number of ramps does not agree with header for  00556_101218_00004_ngc_5907_act1s_-4_9_A_lw.fits  time  10:12:19\n",
      "WARNING: Number of ramps does not agree with header for  00563_101706_00005_ngc_5907_act1s_23_22_A_lw.fits  time  10:17:07\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = 'data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/'\n",
    "infiles = sorted(glob(path + '*lw.fits'), key=os.path.getctime)\n",
    "fig,ax=plt.subplots(figsize=(15,10))\n",
    "for infile in infiles:\n",
    "    difframp(infile,ax,spexel=8,spaxel=14)\n",
    "ax.set_ylabel('V/s')\n",
    "ax.set_xlabel('UCT time [h]')\n",
    "ax.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01d5968c-81e9-4dc6-986c-51e571ede7d4",
   "metadata": {},
   "source": [
    "### Subtracting the telescope background\n",
    "Sudden variations could show potentially noisy data, due to rapid variations of sky conditions.\n",
    "Most of the time, however, such variations cancel out once the sky position is subtracted from the on-source position, as shown in the next plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "bc2b55ae-7fcb-4b10-b3d2-3ec22e3047ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Number of ramps does not agree with header for  00556_101218_00004_ngc_5907_act1s_-4_9_A_lw.fits  time  10:12:19\n",
      "WARNING: Number of ramps does not agree with header for  00563_101706_00005_ngc_5907_act1s_23_22_A_lw.fits  time  10:17:07\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = 'data/SOFIA/FIFI-LS/OC6U/20190302_F551/raw/r3/data/si/Folder4/Data/'\n",
    "infiles = sorted(glob(path + '*lw.fits'), key=os.path.getctime)\n",
    "fig,ax=plt.subplots(figsize=(15,10))\n",
    "for infile in infiles:\n",
    "    difframp(infile,ax,spexel=8,spaxel=14,subtract=True)\n",
    "ax.grid()\n",
    "ax.set_ylabel('V/s')\n",
    "ax.set_xlabel('UCT time [h]')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f60e7e5b-c8ff-4ee7-8f04-c54012ecdd91",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
