{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import (nc_tools, viz_tools, gsw_calls, geo_tools)\n", "import numpy.ma as ma\n", "from matplotlib import animation, rc\n", "import matplotlib.cm as cm\n", "import scipy.signal as signal\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rc('animation', html='html5')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh_mask = nc.Dataset('/home/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')\n", "new_domain = mesh_mask.variables['tmask'][0,:,334:898,114:398] \n", "def calc_rho(Sal, TempC, P):\n", " sqrSal = np.sqrt(Sal)\n", " R1 = ((((6.536332e-9 * TempC - 1.120083e-6) * TempC + 1.001685e-4)\n", " * TempC - 9.095290e-3) * TempC + 6.793952e-2) * TempC - 28.263737\n", " R2 = (((5.3875e-9 * TempC - 8.2467e-7) * TempC + 7.6438e-5)\n", " * TempC - 4.0899e-3) * TempC + 8.24493e-1\n", " R3 = (-1.6546e-6 * TempC + 1.0227e-4) * TempC - 5.72466e-3\n", " SIG = (4.8314e-4 * Sal + R3 * sqrSal + R2) * Sal + R1\n", " V350P = 1.0 / 1028.1063\n", " SVA = -SIG * V350P / (1028.1063 + SIG)\n", " rho = 28.106331 - SVA / (V350P * (V350P + SVA)) + 1000\n", " return rho" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hindcast = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DTracerFields1hV16-10')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "ename": "NameError", "evalue": "name 'hindcast' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mx_slice\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m115\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m365\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0my_slice\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m335\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m785\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m sal2 = (hindcast.salinity\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m \u001b[0mgridX\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mx_slice\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgridY\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0my_slice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m .sel(time=time_slice2))\n", "\u001b[0;31mNameError\u001b[0m: name 'hindcast' is not defined" ] } ], "source": [ "time_slice2 = slice('2017-05-22 12:00:00', '2017-05-28 12:00:00')\n", "x_slice = slice(115, 365)\n", "y_slice = slice(335, 785)\n", "sal2 = (hindcast.salinity\n", " .isel( gridX=x_slice, gridY=y_slice)\n", " .sel(time=time_slice2))\n", "temp2 = (hindcast.temperature\n", " .isel(gridX = x_slice, gridY = y_slice)\n", " .sel(time=time_slice2))\n", "sal_values2 = sal2.values\n", "temp_values2 = temp2.values\n", "print(sal_values2.shape)\n", "print(temp_values2.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "depth = hindcast.depth.values" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "density1 = calc_rho(sal_values2, temp_values2, depth[np.newaxis,:,np.newaxis, np.newaxis])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rho = 1023.3\n", "index1 = (np.abs(density1 - rho)).argmin(axis=1)\n", "list_of_depths1 = np.zeros((144,450,250))\n", "for t in range(144):\n", " for y in range(450):\n", " for x in range(250):\n", " list_of_depths1[t,y,x] = depth[index1[t,y,x]]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nemo_ji = np.array([(400, 25), (350,35), (300,40), (240,120), (250,50), (200,120), (150,150), \n", " (100,170), (50,180)]) + (335,115)\n", "grid = xr.open_dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "atmos_grid = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaAtmosphereGridV1')\n", "winds_data = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "time_slice = slice('2017-05-22 12:00:00', '2017-05-28 12:00:00')\n", "N = 1\n", "Wn = 1/24\n", "B, A = signal.butter(N,Wn)\n", "vwinds2 = np.zeros((9,145))\n", "i=0\n", "for point in nemo_ji:\n", " nemo_lon = grid.nav_lon.isel(y=point[0], x=point[1])\n", " nemo_lat = grid.nav_lat.isel(y=point[0], x=point[1])\n", " nemo_lon_lat = (np.asscalar(nemo_lon.values), np.asscalar(nemo_lat))\n", " atmos_ji = geo_tools.find_closest_model_point(\n", " nemo_lon_lat[0], nemo_lon_lat[1],\n", " atmos_grid.longitude.values - 360, atmos_grid.latitude.values,\n", " grid = \"GEM2.5\")\n", " u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=atmos_ji[0], gridX=atmos_ji[1])\n", " .sel(time=time_slice))\n", " v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=atmos_ji[0], gridX=atmos_ji[1])\n", " .sel(time=time_slice))\n", " rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", " windfu = signal.filtfilt(B,A, rotated_u_winds)\n", " windfv = signal.filtfilt(B,A,rotated_v_winds)\n", " vwinds2[i]=windfv\n", " i = i + 1" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHWCAYAAACv91olAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nktSAASxJUgMGsCRJDRjAkiQ18P8BDvLUSmi2eewAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,8))\n", "den = ax.contourf(np.ones((20,20)), levels = np.linspace(0,80,8))\n", "fig.colorbar(den, ax=ax)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAewAAAHVCAYAAAAzX8gFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask_land = 1 - mesh_mask.variables['tmask'][0,0,335:785,115:365]\n", "fig,ax = plt.subplots(2,1,figsize=(8,8))\n", "colours = cm.jet(np.linspace(0,1,9))\n", "def animate30(i):\n", " ax[0].clear()\n", " ax[1].clear()\n", " for p, colour in zip(range(9), colours):\n", " ax[0].plot(range(145), vwinds2[p], color = colour)\n", " ax[0].plot((i, i), (-10,5), 'b--', color = 'black')\n", " ax[0].set_ylim(-10,5)\n", " masked_depths1 = ma.masked_array(list_of_depths1[i,:,:], mask = mask_land)\n", " ax[1].contourf(masked_depths1, \n", " levels = np.linspace(0, 80, 8))\n", " ax[1].set_title('hour = %03d'%(i)) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=144,interval=interval*1e+3, repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "time_slice = slice('2017-03-21 12:00:00', '2017-03-29 22:00:00')\n", "x_slice = slice(115, 365)\n", "y_slice = slice(335, 785)\n", "sal = (hindcast.salinity\n", " .isel( gridX=x_slice, gridY=y_slice)\n", " .sel(time=time_slice))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temp = (hindcast.temperature\n", " .isel(gridX = x_slice, gridY = y_slice)\n", " .sel(time=time_slice))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(202, 40, 450, 250)\n" ] } ], "source": [ "sal_values = sal.values\n", "print(sal_values.shape)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(202, 40, 450, 250)\n" ] } ], "source": [ "temp_values = temp.values\n", "print(temp_values.shape)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "density = calc_rho(sal_values, temp_values, depth[np.newaxis,:,np.newaxis, np.newaxis])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rho = 1023.3\n", "index = (np.abs(density - rho)).argmin(axis=1)\n", "list_of_depths = np.zeros((202,450,250))\n", "for t in range(202):\n", " for y in range(450):\n", " for x in range(250):\n", " list_of_depths[t,y,x] = depth[index[t,y,x]]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nemo_ji = np.array([(400, 25), (350,35), (300,40), (240,120), (250,50), (200,120), (150,150), \n", " (100,170), (50,180)]) + (335,115)\n", "grid = xr.open_dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "atmos_grid = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaAtmosphereGridV1')\n", "winds_data = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "time_slice = slice('2017-03-21 12:00:00', '2017-03-29 22:00:00')\n", "N = 1\n", "Wn = 1/24\n", "B, A = signal.butter(N,Wn)\n", "vwinds = np.zeros((9,203))\n", "i=0\n", "for point in nemo_ji:\n", " nemo_lon = grid.nav_lon.isel(y=point[0], x=point[1])\n", " nemo_lat = grid.nav_lat.isel(y=point[0], x=point[1])\n", " nemo_lon_lat = (np.asscalar(nemo_lon.values), np.asscalar(nemo_lat))\n", " atmos_ji = geo_tools.find_closest_model_point(\n", " nemo_lon_lat[0], nemo_lon_lat[1],\n", " atmos_grid.longitude.values - 360, atmos_grid.latitude.values,\n", " grid = \"GEM2.5\")\n", " u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=atmos_ji[0], gridX=atmos_ji[1])\n", " .sel(time=time_slice))\n", " v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=atmos_ji[0], gridX=atmos_ji[1])\n", " .sel(time=time_slice))\n", " rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", " windfu = signal.filtfilt(B,A, rotated_u_winds)\n", " windfv = signal.filtfilt(B,A,rotated_v_winds)\n", " vwinds[i]=windfv\n", " i = i + 1" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAHWCAYAAAC41crsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8bJ3DipMf+gAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask_land = 1 - mesh_mask.variables['tmask'][0,0,335:785,115:365]\n", "fig,ax = plt.subplots(2,1,figsize=(8,8))\n", "colours = cm.jet(np.linspace(0,1,9))\n", "def animate30(i):\n", " ax[0].clear()\n", " ax[1].clear()\n", " for p, colour in zip(range(9), colours):\n", " ax[0].plot(range(203), vwinds[p], color = colour)\n", " ax[0].plot((i, i), (-5,10), 'b--', color = 'black')\n", " ax[0].set_ylim(-5,10)\n", " masked_depths = ma.masked_array(list_of_depths[i,:,:], mask = mask_land)\n", " ax[1].contourf(masked_depths, \n", " levels = np.linspace(0, 80, 8))\n", " ax[1].set_title('hour = %03d'%(i)) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=202,interval=interval*1e+3, repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "time_slice = slice('2017-01-15 12:00:00', '2017-01-20 22:00:00')\n", "x_slice = slice(115, 365)\n", "y_slice = slice(335, 785)\n", "sal = (hindcast.salinity\n", " .isel( gridX=x_slice, gridY=y_slice)\n", " .sel(time=time_slice))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temp = (hindcast.temperature\n", " .isel(gridX = x_slice, gridY = y_slice)\n", " .sel(time=time_slice))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sal_values = sal.values\n", "temp_values = temp.values" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "density = calc_rho(sal_values, temp_values, depth[np.newaxis,:,np.newaxis, np.newaxis])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rho = 1023.3\n", "index = (np.abs(density - rho)).argmin(axis=1)\n", "list_of_depths = np.zeros((130,450,250))\n", "for t in range(130):\n", " for y in range(450):\n", " for x in range(250):\n", " list_of_depths[t,y,x] = depth[index[t,y,x]]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "time_slice = slice('2017-01-15 12:00:00', '2017-01-20 22:00:00')\n", "N = 1\n", "Wn = 1/24\n", "B, A = signal.butter(N,Wn)\n", "vwinds = np.zeros((9,131))\n", "i=0\n", "for point in nemo_ji:\n", " nemo_lon = grid.nav_lon.isel(y=point[0], x=point[1])\n", " nemo_lat = grid.nav_lat.isel(y=point[0], x=point[1])\n", " nemo_lon_lat = (np.asscalar(nemo_lon.values), np.asscalar(nemo_lat))\n", " atmos_ji = geo_tools.find_closest_model_point(\n", " nemo_lon_lat[0], nemo_lon_lat[1],\n", " atmos_grid.longitude.values - 360, atmos_grid.latitude.values,\n", " grid = \"GEM2.5\")\n", " u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=atmos_ji[0], gridX=atmos_ji[1])\n", " .sel(time=time_slice))\n", " v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=atmos_ji[0], gridX=atmos_ji[1])\n", " .sel(time=time_slice))\n", " rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", " windfu = signal.filtfilt(B,A, rotated_u_winds)\n", " windfv = signal.filtfilt(B,A,rotated_v_winds)\n", " vwinds[i]=windfv\n", " i = i + 1" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe8AAAHWCAYAAABe/AGoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask_land = 1 - mesh_mask.variables['tmask'][0,0,335:785,115:365]\n", "fig,ax = plt.subplots(2,1,figsize=(8,8))\n", "colours = cm.jet(np.linspace(0,1,9))\n", "def animate30(i):\n", " ax[0].clear()\n", " ax[1].clear()\n", " for p, colour in zip(range(9), colours):\n", " ax[0].plot(range(131), vwinds[p], color = colour)\n", " ax[0].plot((i, i), (-5,15), 'b--', color = 'black')\n", " ax[0].set_ylim(-5,15)\n", " masked_depths = ma.masked_array(list_of_depths[i,:,:], mask = mask_land)\n", " ax[1].contourf(masked_depths, \n", " levels = np.linspace(0, 80, 8))\n", " ax[1].set_title('hour = %03d'%(i)) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=130,interval=interval*1e+3, repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (depth: 40, gridX: 398, gridY: 898, time: 7296)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-10-15T00:30:00 ...\n", " * depth (depth) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 ...\n", " * gridY (gridY) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", " * gridX (gridX) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 ...\n", "Data variables:\n", " buoy_n2 (time, depth, gridY, gridX) float64 ...\n", " salinity (time, depth, gridY, gridX) float64 ...\n", " temperature (time, depth, gridY, gridX) float64 ...\n", "Attributes:\n", " acknowledgement: MEOPAR, ONC, Compute Canada\n", " cdm_data_type: Grid\n", " Conventions: CF-1.6, COARDS, ACDD-1.3\n", " coverage_content_type: modelResult\n", " creator_email: sallen@eos.ubc.ca\n", " creator_name: Salish Sea MEOPAR Project Contributors\n", " creator_url: https://salishsea-meopar-docs.readthedocs.io/\n", " description: ocean T grid variables\n", " drawLandMask: over\n", " history: 2017-08-15T18:11:29Z (local files)\\n2017-08-15...\n", " infoUrl: https://salishsea-meopar-docs.readthedocs.io/e...\n", " institution: UBC EOAS\n", " institution_fullname: Earth, Ocean & Atmospheric Sciences, Universit...\n", " keywords: buoy_n2, buoyancy, conservative temperature, d...\n", " license: The Salish Sea MEOPAR NEMO model results are c...\n", " name: SalishSea_1h_20170814_20170814\n", " project: Salish Sea MEOPAR NEMO Model\n", " sourceUrl: (local files)\n", " standard_name_vocabulary: CF Standard Name Table v29\n", " summary: Nowcast, Salish Sea, 3d Tracer Fields, Hourly,...\n", " time_coverage_end: 2017-08-14T23:30:00Z\n", " time_coverage_start: 2016-10-15T00:30:00Z\n", " timeStamp: 2017-Aug-14 19:12:39 GMT\n", " title: Nowcast, Salish Sea, 3d Tracer Fields, Hourly,...\n", " uuid: c259c988-1ffb-4c2e-be42-de45d316d86b" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hindcast" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }