{
"cells": [
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import netCDF4 as nc\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from salishsea_tools import geo_tools, nc_tools, tidetools, viz_tools\n",
"import xarray as xr\n",
"import datetime\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"))\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
""
],
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import HTML\n",
"\n",
"HTML('''\n",
"''')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
"ferry_data = 'https://salishsea.eos.ubc.ca/erddap/tabledap/ubcONCTWDP1mV1'\n",
"nowcast_data = 'https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DBiologyFields1hV17-02'\n",
"bathy, X, Y = tidetools.get_bathy_data(grid)\n",
"ferry = nc.Dataset(ferry_data)\n",
"nowcast = xr.open_dataset(nowcast_data)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2014, 9, 12, 5, 20)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nc.num2date(ferry.variables['s.time'][680000], ferry.variables['s.time'].units)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(2017, 10, 27, 15, 12)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nc.num2date(ferry.variables['s.time'][-1], ferry.variables['s.time'].units)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pickle"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"HINDCAST_PATH= '/results/SalishSea/nowcast-green/'"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"list_of_model_chl = np.array([])\n",
"list_of_ferry_chl = np.array([])\n",
"list_of_lons = np.array([])\n",
"unit = ferry.variables['s.time'].units\n",
"for n in range(680000, 1450392):\n",
" if ((ferry.variables['s.latitude'][n].mask == False) \n",
" and (ferry.variables['s.chlorophyll'][n].mask == False)):\n",
" Yind, Xind = geo_tools.find_closest_model_point(ferry.variables['s.longitude'][n], \n",
" ferry.variables['s.latitude'][n], \n",
" X, Y, land_mask = bathy.mask)\n",
" date = nc.num2date(ferry.variables['s.time'][n], unit)\n",
" sub_dir = date.strftime('%d%b%y').lower()\n",
" datestr = date.strftime('%Y%m%d')\n",
" fname = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr, datestr)\n",
" nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n",
" if date.minute < 30:\n",
" before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n",
" hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n",
" after = before + datetime.timedelta(hours=1)\n",
" sub_dir2 = after.strftime('%d%b%y').lower()\n",
" datestr2 = after.strftime('%Y%m%d')\n",
" fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n",
" nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n",
" delta = (date - before).seconds / 3600\n",
" chl_val = 1.6*(delta*(nuts.variables['diatoms'][before.hour, 1, Yind, Xind] \n",
" + nuts.variables['ciliates'][before.hour,1,Yind, Xind] \n",
" + nuts.variables['flagellates'][before.hour,1,Yind,Xind]) + \n",
" (1- delta)*(nuts2.variables['diatoms'][after.hour, 1, Yind, Xind] \n",
" + nuts2.variables['ciliates'][after.hour,1,Yind, Xind] \n",
" + nuts2.variables['flagellates'][after.hour,1,Yind,Xind]))\n",
" if date.minute >= 30:\n",
" before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n",
" hour = (date.hour), minute = 30)\n",
" after = before + datetime.timedelta(hours=1)\n",
" sub_dir2 = after.strftime('%d%b%y').lower()\n",
" datestr2 = after.strftime('%Y%m%d')\n",
" fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n",
" nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n",
" delta = (date - before).seconds / 3600\n",
" chl_val = 1.6*(delta*(nuts.variables['diatoms'][before.hour, 1, Yind, Xind] \n",
" + nuts.variables['ciliates'][before.hour,1,Yind, Xind] \n",
" + nuts.variables['flagellates'][before.hour,1,Yind,Xind]) + \n",
" (1- delta)*(nuts.variables['diatoms'][after.hour, 1, Yind, Xind] \n",
" + nuts.variables['ciliates'][after.hour,1,Yind, Xind] \n",
" + nuts.variables['flagellates'][after.hour,1,Yind,Xind]))\n",
" list_of_ferry_chl = np.append(list_of_ferry_chl, ferry.variables['s.chlorophyll'][n])\n",
" list_of_model_chl = np.append(list_of_model_chl, chl_val)\n",
" list_of_lons = np.append(list_of_lons, ferry.variables['s.longitude'][n])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(422694,)"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list_of_ferry_chl.shape"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(422694,)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list_of_lons.shape"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(422694,)"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list_of_model_chl.shape"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"bounds = pickle.load(open('bounds.pkl', 'rb'))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def make_plot(n):\n",
" fig, ax = plt.subplots(figsize = (10,10))\n",
" c, xedge, yedge, im = ax.hist2d(list_of_ferry_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])], \n",
" list_of_model_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])], \n",
" bins = 100, norm=LogNorm())\n",
" fig.colorbar(im, ax=ax)\n",
" ax.set_xlabel('Ferry Data')\n",
" ax.set_ylabel('Nowcast-green')\n",
" ax.plot(np.arange(0,35), 'r-')\n",
" ax.set_title(str(bounds[n]) + ' < lon < ' + str(bounds[n+1]))\n",
" print('bias = ' + str(-np.mean(list_of_ferry_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])]) + \n",
" np.mean(list_of_model_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])])))\n",
" print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])] - \n",
" list_of_ferry_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])])**2) \n",
" / len(list_of_model_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])]))))\n",
" xbar = np.mean(list_of_ferry_chl[(bounds[n]<=list_of_lons) & (list_of_lons< bounds[n+1])])\n",
" print('Willmott = ' + str(1-(np.sum((list_of_model_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])] - \n",
" list_of_ferry_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])])**2) / \n",
" np.sum((np.abs(list_of_model_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])] \n",
" - xbar) \n",
" + np.abs(list_of_ferry_chl[(bounds[n]<=list_of_lons) \n",
" & (list_of_lons< bounds[n+1])] \n",
" - xbar))**2))))"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"output = open('ferry_chl.pkl', 'wb')\n",
"pickle.dump(list_of_ferry_chl, output)\n",
"output.close()\n",
"output = open('model_chl.pkl', 'wb')\n",
"pickle.dump(list_of_model_chl, output)\n",
"output.close()\n",
"output = open('chl_lons.pkl', 'wb')\n",
"pickle.dump(list_of_lons, output)\n",
"output.close()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"list_of_model_chl = pickle.load(open('model_chl.pkl', 'rb'))\n",
"list_of_ferry_chl = pickle.load(open('ferry_chl.pkl', 'rb'))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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nTnHr1i3Wrl1Lq1atqFatGoGBgcTGxrJmzRpatmzJvn378PX1pWzZslSvXl07cjY7zp8/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\n0qC/DmE56T3SlqHZo0I8z7Fjxzh27Fi6HpsrVy58fHz4+uuv2b9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bNm1o06YN8GA0Ghoa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\nWwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (12,12))\n",
"viz_tools.plot_coastline(ax, grid, coords = 'map')\n",
"viz_tools.set_aspect(ax, coords = 'map')\n",
"ax.set_xlim(-124.25, -122.75)\n",
"ax.set_ylim(48, 49.5)\n",
"for p in range(11):\n",
" ax.plot((bounds[p], bounds[p]), (48, 49.5), '--', color = 'grey')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from matplotlib.colors import LogNorm"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"list_of_model_chl = list_of_model_chl[list_of_ferry_chl < 25]\n",
"list_of_lons = list_of_lons[list_of_ferry_chl < 25]\n",
"list_of_ferry_chl = list_of_ferry_chl[list_of_ferry_chl < 25]"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 0.808800271476\n",
"RMSE = 3.34652325855\n",
"Willmott = 0.595797999013\n"
]
},
{
"data": {
"image/png": 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p50dEROrH9dfDr38N++wT/VNEFolmfkRE6tlTT0XNSjfZRM1KJTOt9oRnzfyI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\n93THr71slNvgw5U3fYSg04E5f5kAn0V9JiIiIoqvlNj5SUeOjhAu+8U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gAdDepT1bSjnb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\nrkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(0)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 0.747782844077\n",
"RMSE = 2.92848152325\n",
"Willmott = 0.667410325308\n"
]
},
{
"data": {
"image/png": 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jJGkXIhG5lInChUpUVnJzFfnDH2DYMLj9dujZM+loRPKhFZ5FRCSmf/wDbr4Z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\ncAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(1)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 0.833956905775\n",
"RMSE = 2.94232943849\n",
"Willmott = 0.683796551854\n"
]
},
{
"data": {
"image/png": 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UhHPZqvbS4EdERCSuJ54IBj3bbw+XX16DJe1VoZ+ZNeYtj3DOjahkABr8iIiIxPHuu7DX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\ndiIicg5nrPxIQLQoF1FbmG50CWqbUhrNDCO9fESok5khE+q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SAG+35UCOCHgm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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(2)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 0.983748860883\n",
"RMSE = 3.19106038185\n",
"Willmott = 0.66794925301\n"
]
},
{
"data": {
"image/png": 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r5ekDfJK1PAPYAjgG2BHoZGbrOuf+VmhHGvyIiFSae+/lUF5nEmsyFnVpl9rm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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(3)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 1.38851827536\n",
"RMSE = 3.60780998033\n",
"Willmott = 0.619404431285\n"
]
},
{
"data": {
"image/png": 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pp3DEEbDNNnDHHRWf4FzpNPMjIiLt25IlMHx4kO8zdix07Zp0RCXHYTRX0HyIBj/SriRZ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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(4)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 2.00650519473\n",
"RMSE = 4.11222688203\n",
"Willmott = 0.549347784454\n"
]
},
{
"data": {
"image/png": 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IijKzKZVsAfHlLbq62x5eoyLX2mbd9yr62uJo5kdERDqu1lY4+GD44AN4+umaGPhkRdVe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\noe3et06O7ONXBy2IqbhK0z4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Kn/8MP/0pHHUUHHdc1tGIiJRF0pyfYWbW08y6mNnjZjbD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\nEVFO4eSHiIiIcgonP0RERJRT/h+fbqna79KJPgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(5)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 2.89531676993\n",
"RMSE = 4.83159755248\n",
"Willmott = 0.45911867192\n"
]
},
{
"data": {
"image/png": 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ccAJcdlnS0eSVw2guo0wYDX6KTFT7iKDgregPP/Da0Do2d+EW7ydpmZx7kpJu9RE8fiG9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\nRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(6)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 4.05549376586\n",
"RMSE = 5.87195741774\n",
"Willmott = 0.434143272544\n"
]
},
{
"data": {
"image/png": 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wbgXqJIHSSa4hblVqXy6Bybm0SRLcHHcvfLkGTvvHjjtXvoJNixW0mmTV7LjP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\njxHsPW+ZOY42ZzuB3Pp/f/pckilZAc4MnCaizlyx+KHM4IlFcfsbj6E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2AAAC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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(7)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 4.80471372577\n",
"RMSE = 6.54125434979\n",
"Willmott = 0.415214430901\n"
]
},
{
"data": {
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wq19p4iOZpZgfEZEs+Pvf4fjjYbfd4A9/UPVmichSY1NNfkRE6t2//w2HHAJb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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(8)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bias = 4.71446279593\n",
"RMSE = 6.3615964614\n",
"Willmott = 0.419380252416\n"
]
},
{
"data": {
"image/png": 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ZZ6Bfv6QjEikL6vyIiFSjefNgl13gq6/g2Wdh/fWTjkjKmpa3EBGRSrZ4Mey9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\nEBERUUrh5IeIiIhSyv8HkIhN2fmgRrUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"make_plot(9)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Y57hHJvmTfv9PJNncaEgLtoQ1uFeSt/b7X5PkVa3GtFBLWIPJJFcOPO5K8thW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\noUuSJKkBQ5ckSVID/x8ZO5JfqgOw0wAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (10,6))\n",
"ax.plot(bounds[:-1], [0.595797999013,0.667410325308,0.683796551854,0.66794925301,0.619404431285,\n",
" 0.549347784454,0.45911867192,0.434143272544,0.415214430901,0.419380252416], 'bo')\n",
"ax.grid('on')\n",
"ax.set_title('Willmott Skill Score by Longitude')"
]
},
{
"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
}