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August 19, 2019 11:32
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# ERA-20c vs CERA-20c " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We compare the temperature data from ERA-20c and CERA-20c." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**TDLR; gobal trends are similar but ERA-20c has spurious (cold) temperatures in many parts of the world.**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import xarray as xr\n", | |
"import cartopy\n", | |
"import cartopy.crs as ccrs\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from oggm import utils" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"t_c20c = utils.file_downloader('https://cluster.klima.uni-bremen.de/~fmaussion/climate/cera-20c/cera-20c_t2m_1901-2010.nc')\n", | |
"t_20c = utils.file_downloader('https://cluster.klima.uni-bremen.de/~fmaussion/climate/era-20c/era-20c_t2m_1901-2010.nc')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds_c20c = xr.open_dataset(t_c20c)\n", | |
"ds_20c = xr.open_dataset(t_20c)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<xarray.Dataset>\n", | |
"Dimensions: (latitude: 181, longitude: 360, number: 10, time: 1320)\n", | |
"Coordinates:\n", | |
" * longitude (longitude) float32 0.0 1.0 2.0 3.0 ... 356.0 357.0 358.0 359.0\n", | |
" * latitude (latitude) float32 90.0 89.0 88.0 87.0 ... -88.0 -89.0 -90.0\n", | |
" * number (number) int32 0 1 2 3 4 5 6 7 8 9\n", | |
" * time (time) datetime64[ns] 1901-01-01 1901-02-01 ... 2010-12-01\n", | |
"Data variables:\n", | |
" t2m (time, number, latitude, longitude) float32 ...\n", | |
"Attributes:\n", | |
" Conventions: CF-1.6\n", | |
" history: 2019-05-26 18:33:08 GMT by grib_to_netcdf-2.12.0: grib_to_n..." | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds_c20c" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<xarray.Dataset>\n", | |
"Dimensions: (latitude: 181, longitude: 360, time: 1320)\n", | |
"Coordinates:\n", | |
" * longitude (longitude) float32 0.0 1.0 2.0 3.0 ... 356.0 357.0 358.0 359.0\n", | |
" * latitude (latitude) float32 90.0 89.0 88.0 87.0 ... -88.0 -89.0 -90.0\n", | |
" * time (time) datetime64[ns] 1901-01-01 1901-02-01 ... 2010-12-01\n", | |
"Data variables:\n", | |
" d2m (time, latitude, longitude) float32 ...\n", | |
"Attributes:\n", | |
" Conventions: CF-1.6\n", | |
" history: 2019-05-26 15:36:48 GMT by grib_to_netcdf-2.12.0: grib_to_n..." | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ds_20c" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds_c20c = ds_c20c.chunk(chunks={'number':1, 'longitude':180})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 864x360 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize=(12, 5))\n", | |
"ax = plt.axes(projection=ccrs.Robinson())\n", | |
"(ds_20c.d2m.mean(dim='time') - 273.15).plot(ax=ax, transform=ccrs.PlateCarree()) \n", | |
"ax.coastlines(); ax.gridlines(); plt.title('ERA-20C average temperature');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x360 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize=(12, 5))\n", | |
"ax = plt.axes(projection=ccrs.Robinson())\n", | |
"(ds_c20c.t2m.mean(dim=['time', 'number']) - 273.15).plot(ax=ax, transform=ccrs.PlateCarree()) \n", | |
"ax.coastlines(); ax.gridlines(); plt.title('CERA-20C average temperature');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x360 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize=(12, 5))\n", | |
"ax = plt.axes(projection=ccrs.Robinson())\n", | |
"(ds_20c.d2m.mean(dim='time') - ds_c20c.t2m.mean(dim=['time', 'number'])).plot(ax=ax, transform=ccrs.PlateCarree()) \n", | |
"ax.coastlines(); ax.gridlines(); plt.title('Diff ERA-20C - CERA-20C');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Weight \n", | |
"weight = np.cos(np.deg2rad(ds_c20c.latitude))\n", | |
"weight = ds_20c.d2m.mean(dim='time') * 0. + weight\n", | |
"weight = weight / weight.sum()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ts_c20c = (ds_c20c.t2m.mean(dim=['number']) * weight).sum(dim=['latitude','longitude']) - 273.15\n", | |
"ts_20c = (ds_20c.d2m * weight).sum(dim=['latitude','longitude']) - 273.15" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ts_c20c_a = ts_c20c.resample(time='AS').mean(dim='time')\n", | |
"ts_20c_a = ts_20c.resample(time='AS').mean(dim='time')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ts_c20c_a.plot(label='CERA-20c');\n", | |
"ts_20c_a.plot(label='ERA-20c');\n", | |
"plt.legend();" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"(ts_c20c_a - ts_c20c_a.sel(time=slice('1961', '1990')).mean(dim='time')).plot(label='CERA-20c');\n", | |
"(ts_20c_a - ts_20c_a.sel(time=slice('1961', '1990')).mean(dim='time')).plot(label='ERA-20c');\n", | |
"plt.legend();" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ts_c20c_members = (ds_c20c.t2m * weight).sum(dim=['latitude','longitude']) - 273.15" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize=(12, 8))\n", | |
"ts_c20c_members.resample(time='AS').mean(dim='time').plot.line(x='time');" | |
] | |
}, | |
{ | |
"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": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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