{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pickle\n",
"from salishsea_tools import tidetools, geo_tools, viz_tools\n",
"from IPython.core.display import display, HTML\n",
"display(HTML(\"\"))\n",
"import cmocean\n",
"import netCDF4 as nc\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"grid = nc.Dataset('/data/vdo/MEOPAR/grid/bathymetry_201702.nc')\n",
"bathy, X, Y = tidetools.get_bathy_data(grid)\n",
"mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"cs2015 = pickle.load(open('../smelt_diag/2015cs.pkl', 'rb'))\n",
"cs2016 = pickle.load(open('cs_2016_nuts.pkl', 'rb'))\n",
"cs2017 = pickle.load(open('2017cs.pkl', 'rb'))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['cs_si', 'cs_ni', 'model_si', 'model_ni', 'datetime', 'depths', 'lat', 'lon'])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs2015.keys()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['cs_si', 'model_si', 'cs_ni', 'model_ni', 'datetimes_n', 'datetime_s', 'depths_n', 'depths_s', 'depths_sn', 'lats_n', 'lats_s', 'lons_n', 'lons_s', 'cs_si_sn', 'model_si_sn', 'cs_ni_sn', 'model_ni_sn'])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs2016.keys()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['cs_ni', 'cs_si', 'model_si', 'model_ni', 'datetime', 'depth', 'lat', 'lons'])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs2017.keys()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(290,)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs2015['lat'][cs2015['lat'] > 49.8].shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(413,)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs2016['lats_n'][cs2016['lats_n'] > 49.8].shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(382,)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cs2017['lat'][cs2017['lat'] > 49.8].shape"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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2aR0brwYXRVEskdTt07wFIjEolUrWzBtG3XajadasGfa2VgiCQM/e/ZgyZUpq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Ljx/ep2f7r8xmKVJRSSnqACKFrN9xzCRNO2acX5ofTxp06PUxrF63kVat2wCymT+9Aw4/VPzv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\nIAiCUG3+H/Qt45fY/MS5AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (10,10))\n",
"viz_tools.set_aspect(ax)\n",
"viz_tools.plot_coastline(ax, grid)\n",
"viz_tools.plot_land_mask(ax, grid, color = 'wheat')\n",
"for lon, lat in zip(cs2015['lon'][cs2015['lat'] > 49.8], cs2015['lat'][cs2015['lat'] > 49.8]):\n",
" Yind, Xind = geo_tools.find_closest_model_point(lon, lat, \n",
" X, Y, land_mask = bathy.mask)\n",
" ax.plot(Xind, Yind, 'ro')\n",
"for lon, lat in zip(cs2016['lons_n'][cs2016['lats_n'] > 49.8], cs2016['lats_n'][cs2016['lats_n'] > 49.8]):\n",
" Yind, Xind = geo_tools.find_closest_model_point(lon, lat, \n",
" X, Y, land_mask = bathy.mask)\n",
" ax.plot(Xind, Yind, 'ro')\n",
"for lon, lat in zip(cs2017['lons'][cs2017['lat'] > 49.8], cs2017['lat'][cs2017['lat'] > 49.8]):\n",
" Yind, Xind = geo_tools.find_closest_model_point(lon, lat, \n",
" X, Y, land_mask = bathy.mask)\n",
" ax.plot(Xind, Yind, 'ro')\n",
"ax.pcolormesh(grid.variables['Bathymetry'][:], cmap = 'Blues')\n",
"ax.set_ylim(650, 850)\n",
"ax.set_xlim(100, 300);"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0NTXB6/XCbDajtLR08hslytLh/10PxRryjMMVYyKKTZI2GI23qltVVJWx45ND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NPsLJvutd3ejj/in/Jaeva6o87KoloL4ViCUDSOLMt4QzEMOonb17dmHT99KlsnSan/v3ZkuCjb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\nyUc3lfrQxEJpvdOpQwMnu5CMQnIQbthV2uMSQggxd1O8tw8k9GChT+Vqx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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (12, 12))\n",
"ax.plot(cs2015['cs_ni'][cs2015['lat'] > 49.8], cs2015['model_ni'][cs2015['lat'] > 49.8], \n",
" 'o', alpha = 0.5)\n",
"ax.plot(cs2016['cs_ni'][cs2016['lats_n'] > 49.8], cs2016['model_ni'][cs2016['lats_n'] > 49.8], \n",
" 'o', alpha = 0.5)\n",
"ax.plot(cs2017['cs_ni'][cs2017['lat'] > 49.8], cs2017['model_ni'][cs2017['lat'] > 49.8], \n",
" 'o', alpha = 0.5)\n",
"ax.plot(np.arange(50), color = 'grey')\n",
"ax.set_ylim(0,35)\n",
"ax.set_xlim(0,35);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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"display_name": "Python 3",
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