{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "code_folding": [ 0 ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tigress/hsiehtl/anaconda3/lib/python3.7/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " data = yaml.load(f.read()) or {}\n", "/tigress/hsiehtl/anaconda3/lib/python3.7/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " defaults = yaml.load(f)\n" ] } ], "source": [ "#c libraries\n", "%matplotlib inline\n", "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "plt.rc('font',**{'size':22})" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "code_folding": [ 0 ] }, "outputs": [], "source": [ "def ddx(dataarray, axis='x'):\n", " upper = dataarray.diff(axis, label='upper')/dataarray[axis].diff(axis, label='upper')\n", " lower = dataarray.diff(axis, label='lower')/dataarray[axis].diff(axis, label='lower')\n", " return (upper + lower)*0.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### TC tracker" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import scipy.ndimage.measurements as measure" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import os\n", "import itertools" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# model = 'HIRAM'\n", "model = 'AM2.5'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# exps = ['p5xCO2', '2xCO2', 'plus2K_2xCO2', 'minus4K', 'minus2K', '', 'plus2K', 'plus4K'] # in /tigress/wenchang/MODEL_OUT/HIRAM/\n", "# exps = ['plusinvlogistic1kat26C', 'plusinvlogistic1kat28C', 'pluslogistic1kat26C', 'pluslogistic1kat28C'] # in /tigress/gvecchi/MODEL_OUT/HIRAM/\n", "# exps = ['', 'plus2K', '2xCO2', 'plus2K_2xCO2']\n", "exps = ['', 'plus2K']" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "#c specify simulation time\n", "yrrange = range(111, 112)\n", "\n", "#c all 12 months\n", "idx_6hrly = range(365*4)\n", "idx_monthly = range(12)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#c parameters for TC tracker\n", "rain_percentile = 99.5\n", "dist_threshold = 2.9 #i unit: degrees\n", "size_threshold = 3.1 #i unit: grid cells\n", "latlim = 30 #i ignore ECs formed above 30N" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "code_folding": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tigress/wenchang/MODEL_OUT/AM2.5/CTL1990s_tigercpu_intelmpi_18_540PE/POSTP/\n", "/tigress/wenchang/MODEL_OUT/AM2.5/CTL1990s_plus2K_tigercpu_intelmpi_18_540PE/POSTP/\n" ] } ], "source": [ "#c SLOW! TC tracker\n", "raw_tracks = []\n", "\n", "for exp_name in exps:\n", " if len(exp_name) > 0:\n", " exp_name = '_' + exp_name\n", " \n", " if model == 'AM2.5':\n", " if exp_name == '_rcp45_mme_late':\n", " folder = '/tigress/gvecchi/MODEL_OUT/AM2.5/'+exp_name[1:]+'_tigercpu_intelmpi_18_540PE/POSTP/'\n", " else:\n", " folder = '/tigress/wenchang/MODEL_OUT/AM2.5/CTL1990s'+exp_name+'_tigercpu_intelmpi_18_540PE/POSTP/'\n", " else:\n", " if exp_name == '_rcp45_mme_late':\n", " folder = '/tigress/gvecchi/MODEL_OUT/HIRAM/ctl1990s'+exp_name+'_tigercpu_intelmpi_18_540PE/POSTP/'\n", " else:\n", " folder = '/tigress/wenchang/MODEL_OUT/HIRAM/CTL1990s_v201910'+exp_name+'_tigercpu_intelmpi_18_540PE/POSTP/'\n", " print(folder)\n", "\n", " #v 6hrly\n", " rain = xr.concat([xr.open_dataset(folder+'0%03d0101.atmos_4xdaily.nc'%yr).precip[idx_6hrly] for yr in yrrange], dim='time')\n", " vort = xr.concat([xr.open_dataset(folder+'0%03d0101.atmos_4xdaily.nc'%yr).vort850[idx_6hrly] for yr in yrrange], dim='time')\n", " #v NOTE: v850 is actually v_ref since v850 is not output by AM2.5\n", " v850 = xr.concat([xr.open_dataset(folder+'0%03d0101.atmos_4xdaily.nc'%yr).v_ref[idx_6hrly] for yr in yrrange], dim='time')\n", "\n", " #v remove gaps in time and rename lat/lon coordinates\n", " rain = xr.DataArray(rain, coords=[range(len(rain.time)), rain.grid_yt, rain.grid_xt], dims=['time','lat','lon'])\n", " vort = xr.DataArray(vort, coords=[range(len(rain.time)), vort.grid_yt, vort.grid_xt], dims=['time','lat','lon'])\n", " v850 = xr.DataArray(v850, coords=[range(len(rain.time)), v850.grid_yt, v850.grid_xt], dims=['time','lat','lon'])\n", "\n", " lat = vort.lat\n", " lon = vort.lon\n", "\n", " if 'rce' in exp_name or 'uniform' in exp_name:\n", " latbound = (-75, 75) # for RRCE runs\n", " latlimit = 70\n", " else:\n", " latbound = (-latlim-5, latlim+5) # values of lat, not indices\n", " latlimit = latlim\n", " ilatbound = (np.searchsorted(lat, latbound[0]), np.searchsorted(lat, latbound[1]))\n", " xx, yy = np.meshgrid(lon, lat[ilatbound[0]:ilatbound[1]]) # xx and ix will be longitude value, not index\n", "\n", " tracking = []\n", " tmp = []\n", " completed = []\n", " \n", " itrange = range(len(vort.time))\n", " for it in itrange:\n", " vort_trop = vort[it,ilatbound[0]:ilatbound[1],:]*np.sign(vort.lat[ilatbound[0]:ilatbound[1]]) # times sign(lat) so that maximum() selects cyclonic vorticity\n", " v850_trop = abs(v850[it,ilatbound[0]:ilatbound[1],:])\n", " rain_trop = rain[it,ilatbound[0]:ilatbound[1],:]\n", " # rain_trop = rain[it*2+1,ilatbound[0]:ilatbound[1],:] #i it*2+1 because rain has 2x resolution of vort\n", "\n", " rain_threshold = np.percentile(rain_trop, rain_percentile) # recalculating for every snapshot, to account for seasonal cycle\n", " rain_large = rain_trop > rain_threshold # array of 1's and 0's\n", " labels, num_features = measure.label(rain_large)\n", " idx_features = range(1, num_features+1)\n", " \n", " meanlon = measure.mean(input=xx, labels=labels, index=idx_features) # mean longitude of an identified TC\n", " meanlat = measure.mean(input=yy, labels=labels, index=idx_features)\n", " # meanvort = measure.mean(input=vort_trop, labels=labels, index=idx_features)\n", " maxvort = measure.maximum(input=vort_trop, labels=labels, index=idx_features)\n", " maxv850 = measure.maximum(input=v850_trop, labels=labels, index=idx_features)\n", " \n", " sumlon = measure.sum(input=xx, labels=labels, index=idx_features) # used to compute size\n", " sizes = sumlon/meanlon\n", "\n", " for i in range(num_features): # i: index of identified cluster in current time step\n", " if sizes[i] < size_threshold: # remove small clusters for denoising\n", " continue\n", " \n", " hasancestor = False\n", " for j in range(len(tracking)): # j: index of sublists in \"tracking\"\n", " #c tracking[j] = [(it,iy,ix,vort,size,v850), ..., (it,iy,ix,vort,size,v850)]\n", " ixprev = tracking[j][-1][2] # meanlon of a tracked TC at previous time step\n", " iyprev = tracking[j][-1][1]\n", " if (meanlon[i] - ixprev)**2 + (meanlat[i] - iyprev)**2 < dist_threshold**2 or \\\n", " (360 - abs(meanlon[i] - ixprev))**2 + (meanlat[i] - iyprev)**2 < dist_threshold**2: # if within dist_threshold\n", " tracking[j].append( (it, meanlat[i], meanlon[i], maxvort[i], sizes[i], maxv850[i]) )\n", " tmp.append( tracking.pop(j) ) # move the sublist to another list, so that a TC will not have two descendants in one snapshot (note: if a TC breaks into two, the second child will be considered a brand new TC)\n", " hasancestor = True\n", " break # because a current TC cannot have two ancestors (note: if two TCs merge, the second one will be considered dead)\n", " if hasancestor == False: # if the identified TC does not have an ancestor\n", " tmp.append( [(it, meanlat[i], meanlon[i], maxvort[i], sizes[i], maxv850[i])] )\n", " \n", " while tracking: # while tracking not empty, i.e. those TCs in \"tracking\" have no descendants\n", " completed.append( tracking.pop() ) # move sublist to completed\n", " \n", " tracking = tmp\n", " tmp = []\n", " \n", " while tracking: # while tracking not empty\n", " completed.append( tracking.pop() ) # move sublist to completed\n", " \n", " raw_tracks.append(completed)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "itsnapshot = 824\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#c optional: plot tracks occurred in a snapshot\n", "#c verified: some rain countours may not be associated with a track because of size_threshold and mcslifetime_threshold\n", "\n", "itsnapshot = int(np.random.rand()*len(vort)) # different every time this cell is run\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(30, 4), facecolor='w')\n", "\n", "vort[itsnapshot].plot(vmax=2e-4)\n", "rain[itsnapshot].plot.contour(colors='c', linewidths=2, levels=[rain_threshold])\n", "# rain[itsnapshot*2+1].plot.contour(colors='c', linewidths=2, levels=[rain_threshold])\n", "\n", "land.plot.contour(colors='k', linewidths=1)\n", "\n", "for tctrack in completed:\n", " if tctrack[0][0] <= itsnapshot and itsnapshot <= tctrack[-1][0]:\n", " tmp = np.array(tctrack)\n", " plt.plot(tmp[:,2], tmp[:,1], '-x', lw=3, c='g')\n", " \n", "print('itsnapshot = %d'%itsnapshot)\n", "tmp = plt.ylim((-10, 30)) # for ITCZ\n", "# tmp = plt.ylim((-60, 60)) # for uniform SST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### save track data to NetCDF" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import itertools" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "code_folding": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(29461, 73, 6) 29461\n", "[ 9.00000000e+00 -3.54411765e+00 1.37665441e+02 4.38971074e-05\n", " 1.70000000e+01 1.95735824e+00]\n", "(9, -3.5441176470588234, 137.66544117647058, 4.3897107389057055e-05, 17.0, 1.9573582)\n", "(28690, 69, 6) 28690\n", "[ 9.00000000e+00 -1.65000000e+01 3.04375000e+02 1.01582176e-04\n", " 4.00000000e+00 1.71851707e+00]\n", "(9, -16.5, 304.375, 0.00010158217628486454, 4.0, 1.7185171)\n" ] } ], "source": [ "#c optional: save raw_tracks to netcdf\n", "for i in range(len(raw_tracks)):\n", " exp_name = exps[i]\n", " if len(exp_name) > 0:\n", " exp_name = '_' + exp_name\n", " \n", " if model == 'HIRAM':\n", " filename = 'ctl1990s'+exp_name+'_tigercpu_intelmpi_18_540PE' # for HiRAM\n", " elif model == 'AM2.5':\n", " filename = 'AM2.5_CTL1990s'+exp_name+'_tigercpu_intelmpi_18_540PE' # for AM2.5C180\n", "\n", " #v fill the list \"completed\" with nan's\n", " completed_fill = list(itertools.zip_longest(*raw_tracks[i], fillvalue=(np.nan, np.nan, np.nan, np.nan, np.nan, np.nan)))\n", " #v make the order of axes the same as the list \"completed\"\n", " completed_array = np.transpose(np.array(completed_fill), (1,0,2))\n", "\n", " print(completed_array.shape, len(raw_tracks[i]))\n", " #v should be the same\n", " print(completed_array[210][0])\n", " print(raw_tracks[i][210][0])\n", " \n", " completed_xr = xr.DataArray(completed_array, dims=['track', 'lifetime', 'info'])\n", " completed_xr.to_netcdf('/tigress/hsiehtl/raw_tracks/'+filename\\\n", " +'_yr%dto%d'%(yrrange[0],yrrange[-1])+'_mo%dto%d'%(idx_monthly[0]+1,idx_monthly[-1]+1)\\\n", " +'_rainPerc'+str(rain_percentile)+'_distThresh'+str(dist_threshold)+'_sizeThresh'+str(size_threshold)+'_latLim'+str(latlim)\\\n", " +'.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### load NetCDF tracks" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "models = ['HiRAM', 'AM2.5C180']" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "#c load raw_tracks from netcdf\n", "raw_tracks = {}\n", "\n", "for model in models:\n", " for exp in exps:\n", " if len(exp) > 0:\n", " exp_name = '_' + exp\n", " else:\n", " exp_name = ''\n", " \n", " if model == 'HiRAM':\n", " filename = 'ctl1990s'+exp_name+'_tigercpu_intelmpi_18_540PE'\n", "\n", " #c parameter for TC tracker\n", " rain_percentile = 99.5\n", " dist_threshold = 2.9 #i 2.9 unit: degrees\n", " size_threshold = 3.1 #i 10.1 unit: grid cells\n", " latlim = 30 #i for ITCZ runs, ignore ECs formed above 25N\n", " elif model == 'AM2.5C180':\n", " filename = 'AM2.5_CTL1990s'+exp_name+'_tigercpu_intelmpi_18_540PE'\n", "\n", " #c parameter for TC tracker\n", " rain_percentile = 99.5\n", " dist_threshold = 2.9 #i 2.9 unit: degrees\n", " size_threshold = 3.1 #i 10.1 unit: grid cells\n", " latlim = 30 #i for ITCZ runs, ignore ECs formed above 25N\n", " elif model == 'AM2.5C360':\n", " filename = 'AM2.5C360_CTL1990s'+exp_name+'_tigercpu_intelmpi_18_1080PE'\n", "\n", " #c parameter for TC tracker\n", " rain_percentile = 99 # 99.5\n", " dist_threshold = 2.9 #i 2.9 unit: degrees\n", " size_threshold = 5.1 #i 10.1 unit: grid cells\n", " latlim = 30 #i for ITCZ runs, ignore ECs formed above 25N\n", "\n", " raw_tracks[model+exp] = xr.open_dataset('/tigress/hsiehtl/raw_tracks/'+filename\\\n", " +'_yr%dto%d'%(yrrange[0],yrrange[-1])+'_mo%dto%d'%(idx_monthly[0]+1,idx_monthly[-1]+1)\\\n", " +'_rainPerc'+str(rain_percentile)+'_distThresh'+str(dist_threshold)+'_sizeThresh'+str(size_threshold)+'_latLim'+str(latlim)\\\n", " +'.nc')['__xarray_dataarray_variable__'].values" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tigress/hsiehtl/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:23: RuntimeWarning: invalid value encountered in greater\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Total rain cluster number/yr 1707.0\n", "Total seed number/yr 732.0\n", "Total rain cluster number/yr 1686.0\n", "Total seed number/yr 669.0\n", "Total rain cluster number/yr 1380.0\n", "Total seed number/yr 555.0\n", "Total rain cluster number/yr 1483.0\n", "Total seed number/yr 692.0\n" ] } ], "source": [ "#c collect genesis locations (seed and TC thresholds specified here)\n", "Grain_locations = {}\n", "Gseed_locations = {}\n", "\n", "for model in models:\n", " for exp in exps:\n", " seedlifetime_threshold = 0.1 #i time steps\n", " mcslifetime_threshold = 4.1 #i 4.1 time steps, to remove short-lived clusters for denoising\n", "\n", " if model == 'AM2.5C360':\n", " seedVortThresh = '8e-4' #i according to Tracker calibration 25 vs 50 km.ipynb\n", " else:\n", " seedVortThresh = '4.7e-4' #i 4.7e-4\n", " seedvort_threshold = float(seedVortThresh) #i for seed count\n", " tcvort_threshold = float(seedVortThresh)/4.7*11 #i for TC count\n", "\n", " tracks = []\n", " tracks_MCS = []\n", " \n", " for tctrack in raw_tracks[model+exp]:\n", " if abs(tctrack[0][1]) > latlim:\n", " continue\n", " if np.sum(abs(np.array(tctrack)[:,3]) > 0) < mcslifetime_threshold:\n", " continue\n", "\n", " tracks_MCS.append( tctrack )\n", "\n", " seedlength = np.sum(np.array(tctrack)[:,3] > seedvort_threshold) # time steps that the track is above TC strength\n", " if seedlength > seedlifetime_threshold:\n", " tracks.append( tctrack )\n", "\n", " print('Total rain cluster number/yr', len(tracks_MCS)/len(yrrange))\n", " print('Total seed number/yr', len(tracks)/len(yrrange))\n", "\n", " Grain_location = []\n", " for track in tracks_MCS:\n", " Grain_location.append(track[0][1:3]) # (y, x) of the first point\n", "\n", " Gseed_location = []\n", " for track in tracks:\n", " Gseed_location.append(track[0][1:3]) # (y, x) of the first point\n", "\n", " Grain_locations[model+exp] = np.array(Grain_location)\n", " Gseed_locations[model+exp] = np.array(Gseed_location)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plot genesis density" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#c load land location\n", "land = xr.open_dataset('/home/hsiehtl/HiRAM_land_static.nc')['frac'][0]\n", "tmp = land.values/land.values\n", "tmp[np.isnan(tmp)] = 0\n", "land = xr.DataArray(tmp, coords=[land.grid_yt, land.grid_xt], dims=['lat', 'lon'])" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "from scipy.interpolate import RectBivariateSpline as interp2d\n", "\n", "def scatter2hist(xscatter, yscatter, xcoord, ycoord, name='data'):\n", " bins = (np.linspace(0, 360, len(xcoord)+1), np.linspace(-90, 90, len(ycoord)+1)) # such that hist2d.dims have the same lengths as x/ycoord\n", " hist2d, xedges, yedges = np.histogram2d(xscatter, yscatter, bins=bins, density=False)\n", " return xr.DataArray(np.transpose(hist2d), coords=[ycoord, xcoord], name=name)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from scipy.ndimage.filters import convolve1d\n", "\n", "def xroll(array, fac=1, axis=-1): \n", " \"\"\"compute cyclic rolling mean\"\"\"\n", " kernal = np.ones((fac))/fac\n", " rolled = convolve1d(array, kernal, axis=axis, mode='wrap')\n", " return array - array + rolled # preserves info of the data array\n", "\n", "def yroll(array, fac=1, axis=-2):\n", " kernal = np.ones((fac))/fac\n", " rolled = convolve1d(array, kernal, axis=axis, mode='nearest')\n", " return array - array + rolled # preserves info of the data array" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "#c factors for coarse-graining\n", "(coarse_lat, coarse_lon) = (10, 30)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "from scipy.interpolate import interp2d\n", "\n", "def smooth(da):\n", " return yroll(xroll(da, coarse_lon), coarse_lat)\n", "\n", "def latlim(da, latsouth=-25, latnorth=25):\n", " isouth = np.searchsorted(da.lat, latsouth)\n", " inorth = np.searchsorted(da.lat, latnorth)\n", " return da.isel(lat=range(isouth,inorth))\n", "\n", "def interp50(da, da50=land):\n", " \"\"\"interpolate to the 50km grid\"\"\"\n", " npinterp = interp2d(da[da.dims[1]], da[da.dims[0]], da)(da50.lon, da50.lat)\n", " xrinterp = xr.DataArray(npinterp, coords=[da50.lat, da50.lon], dims=['lat', 'lon'])\n", " return xrinterp" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "#c scatter to heat map\n", "Gseed_hists = {}\n", "for model in models:\n", " for exp in exps:\n", " hist2d = scatter2hist(Gseed_locations[model+exp][:,1], Gseed_locations[model+exp][:,0], \n", " land.lon, land.lat, name='') # binned by 50km grid\n", " hist2d = hist2d/(len(yrrange)*len(idx_monthly)) # such that sum(hist2d) = number of tracks per month\n", " # print('%.1f'%(np.sum(hist2d).values*len(idx_monthly))) # should be the same as number of tracks per year\n", "\n", " # ilatrange = range(np.searchsorted(hist2d.lat, ysouth), np.searchsorted(hist2d.lat, ynorth))\n", " # hist2d = hist2d.isel(lat=ilatrange)\n", "\n", " Gseed_hists[model+exp] = hist2d" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#c histogram of seed genesis\n", "fig, ax = plt.subplots(1, 1, figsize=(30, 4), sharex=True, facecolor='w')\n", "latlim( smooth( Gseed_hists['HiRAMplus2K'] ) ).where(land<0.5).plot(robust=True)" ] }, { "cell_type": "code", "execution_count": null, "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }