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@fmaussion
Created August 30, 2019 09:13
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Temperature trends in ERA5 and at glacier locations "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Code and data used to generate the plots shown in Fabien's post: https://fabienmaussion.info/2019/08/29/era5"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Data wrangling libs\n",
"import xarray as xr\n",
"import numpy as np\n",
"import pandas as pd\n",
"from scipy import stats\n",
"# Just for download and fancy bar\n",
"from oggm import utils\n",
"import progressbar\n",
"# Plots\n",
"import cartopy\n",
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data preparation "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2m temperature, annual averages, 1979-2018 (40 years)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data downloaded from ECMWF and stored here for convenience:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No known hash for cluster.klima.uni-bremen.de/~fmaussion/climate/era5/monthly/v1.0/era5_monthly_t2m_1979-2018.nc\n"
]
},
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (latitude: 721, longitude: 1440, time: 480)\n",
"Coordinates:\n",
" * longitude (longitude) float32 0.0 0.25 0.5 0.75 ... 359.25 359.5 359.75\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * time (time) datetime64[ns] 1979-01-01 1979-02-01 ... 2018-12-01\n",
"Data variables:\n",
" t2m (time, latitude, longitude) float32 dask.array<shape=(480, 721, 1440), chunksize=(12, 721, 1440)>\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2019-05-26 11:47:21 GMT by grib_to_netcdf-2.10.0: /opt/ecmw..."
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f_era = utils.file_downloader('https://cluster.klima.uni-bremen.de/~fmaussion/climate/era5/monthly/v1.0/era5_monthly_t2m_1979-2018.nc')\n",
"ds = xr.open_dataset(f_era).chunk(chunks={'time':12})\n",
"ds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We work we annual averages only:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ds = ds.resample(time='AS').mean(dim='time')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For analysis of *changes*, we compute the anomaly to the first decade in the dataset as reference."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"ds['t2m_ano'] = ds['t2m'] - ds['t2m'].sel(time=slice('1979', '1988')).mean(dim='time')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ERA5 invariant fields: landmask and altitude "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No known hash for cluster.klima.uni-bremen.de/~fmaussion/climate/era5/monthly/v1.0/era5_invariant.nc\n"
]
},
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (latitude: 721, longitude: 1440)\n",
"Coordinates:\n",
" * longitude (longitude) float32 0.0 0.25 0.5 0.75 ... 359.25 359.5 359.75\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" time datetime64[ns] 1979-01-01\n",
"Data variables:\n",
" lsm (latitude, longitude) float32 ...\n",
" z (latitude, longitude) float32 ...\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2019-08-19 17:31:31 GMT by grib_to_netcdf-2.10.0: /opt/ecmw..."
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f_era = utils.file_downloader('https://cluster.klima.uni-bremen.de/~fmaussion/climate/era5/monthly/v1.0/era5_invariant.nc')\n",
"ds_inv = xr.open_dataset(f_era).isel(time=0)\n",
"ds_inv"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Convert geop to elevation\n",
"ds_inv['z'] = (ds_inv['z'] / 9.80665)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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_inv['z'].plot(ax=ax, transform=ccrs.PlateCarree(), cmap='terrain', vmin=0, cbar_kwargs={'label':'Elevation (m a.s.l.)'}) \n",
"ax.coastlines(); ax.gridlines(); ax.set_title('ERA5 elevation'); \n",
"plt.savefig('ERA5/era5_map_elevation.png', dpi=150, bbox_inches='tight');\n",
"plt.savefig('ERA5/era5_map_elevation_l.png', dpi=300, bbox_inches='tight');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Glacier location and area"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We download data from the [Randolph Glacier Inventory (RGI 6.0)](https://www.glims.org/RGI/), pre-processed in tabular form:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No known hash for cluster.klima.uni-bremen.de/~fmaussion/misc/rgi62_allglaciers.csv\n"
]
}
],
"source": [
"# RGI statistics as csv\n",
"frgi = utils.file_downloader('https://cluster.klima.uni-bremen.de/~fmaussion/misc/rgi62_allglaciers.csv')\n",
"odf = pd.read_csv(frgi, index_col=0,\n",
" converters={'Name':str, 'GLIMSId': str, 'BgnDate':str, 'EndDate':str, \n",
" 'O1Region': str, 'O2Region':str, \n",
" 'IsTidewater':bool, 'IsNominal':bool})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some data wrangling to locate the ERA5 grid points where we have glaciers:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of glaciers: 216502 and number of ERA5 gridpoints with glaciers in them: 11323\n"
]
}
],
"source": [
"nx, ny = ds.dims['longitude'], ds.dims['latitude']\n",
"# Nearest neighbor lookup\n",
"cenlon_for_bins = np.where(odf['CenLon'] < -0.125, odf['CenLon']+360, odf['CenLon'])\n",
"lon_bins = np.linspace(-0.125, 359.75+0.125, nx)\n",
"lat_bins = np.linspace(90+0.125, -90-0.125, ny)\n",
"odf['lon_id'] = np.digitize(cenlon_for_bins, lon_bins)-1\n",
"odf['lat_id'] = np.digitize(odf['CenLat'], lat_bins)-1\n",
"# Use unique grid points as index and compute the area per location\n",
"odf['unique_id'] = ['{:03d}_{:03d}'.format(lon, lat) for (lon, lat) in zip(odf['lon_id'], odf['lat_id'])]\n",
"mdf = odf.drop_duplicates(subset='unique_id').set_index('unique_id')\n",
"mdf['Area'] = odf.groupby('unique_id').sum()['Area']\n",
"print('Total number of glaciers: {} and number of ERA5 gridpoints with glaciers in them: {}'.format(len(odf), len(mdf)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D masks for mapping and weighted averages "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Glacier locations and corresponding weights:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"mask = np.full((ny, nx), np.NaN)\n",
"mask[mdf['lat_id'], mdf['lon_id']] = mdf['Area']\n",
"ds['glacier_mask'] = (('latitude', 'longitude'), np.isfinite(mask))\n",
"ds['glacier_area'] = (('latitude', 'longitude'), mask)\n",
"ds['weight_glacier'] = (('latitude', 'longitude'), mask / np.nansum(mask))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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['glacier_area'].plot(ax=ax, transform=ccrs.PlateCarree(), vmax=500, \n",
" cbar_kwargs={'label':'Glacier area (km$^{2}$)'}) \n",
"ax.coastlines(); ax.gridlines(); ax.set_title('Glacier area per ERA5 grid point (km$^{2}$)');\n",
"plt.savefig('ERA5/era5_map_area.png', dpi=150, bbox_inches='tight');\n",
"plt.savefig('ERA5/era5_map_area_l.png', dpi=300, bbox_inches='tight');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Earth is not flat: take this into account as well:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Weight\n",
"weight = np.cos(np.deg2rad(ds.latitude)).clip(0)\n",
"weight = ds.t2m.isel(time=0) * 0. + weight\n",
"ds['weight'] = (('latitude', 'longitude'), weight / weight.sum())\n",
"weight = ds['weight'].where(ds_inv['lsm'] > 0.5)\n",
"ds['weight_land'] = weight / weight.sum().data\n",
"weight = ds['weight'].where(ds_inv['lsm'] < 0.5)\n",
"ds['weight_ocean'] = weight / weight.sum().data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Temperature trends at each single location "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100% (721 of 721) |######################| Elapsed Time: 0:03:13 Time: 0:03:13\n"
]
}
],
"source": [
"# Data containers\n",
"trends = np.full((ny, nx), np.NaN)\n",
"p_values = np.full((ny, nx), np.NaN)\n",
"trends_std_err = np.full((ny, nx), np.NaN)\n",
"\n",
"# Things we are going to regress onto\n",
"x = np.asarray(ds['time.year'])\n",
"y = ds['t2m'].values\n",
"\n",
"# Good old for loop\n",
"for j in progressbar.progressbar(range(ny)):\n",
" for i in range(nx):\n",
" slope, intercept, r_value, p_value, std_err = stats.linregress(x, y[:, j, i])\n",
" trends[j, i] = slope\n",
" p_values[j, i] = p_value\n",
" trends_std_err[j, i] = std_err\n",
"\n",
"# Back to xarray\n",
"ds['trends'] = (('latitude', 'longitude'), trends * 10)\n",
"ds['trends_std_err'] = (('latitude', 'longitude'), trends_std_err * 10)\n",
"ds['p_values'] = (('latitude', 'longitude'), p_values)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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['trends'].plot(ax=ax, transform=ccrs.PlateCarree(), vmax=1.5, \n",
" cbar_kwargs={'label':'Temperature trend (°C decade$^{-1}$)'}) \n",
"ax.coastlines(); ax.gridlines(); ax.set_title('ERA5 40yr temperature trend (°C per decade)');\n",
"plt.savefig('ERA5/era5_map_trends.png', dpi=150, bbox_inches='tight');\n",
"plt.savefig('ERA5/era5_map_trends_l.png', dpi=300, bbox_inches='tight');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now the fun part "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Temperature change time series"
]
},
{
"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_global = (ds['t2m_ano'] * ds.weight).sum(dim=['longitude','latitude']).to_dataframe(name='Global')\n",
"ts_global['Glaciers'] = (ds['t2m_ano'] * ds.weight_glacier).sum(dim=['longitude','latitude']).to_series()\n",
"ts_global.plot();"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots()\n",
"ax.plot(ts_global.index.year, ts_global.Global, color='C0', label='Global')\n",
"sns.regplot(x=np.array(ts_global.index.year), y=ts_global.Global, color='C0', ax=ax, truncate=True)\n",
"ax.plot(ts_global.index.year, ts_global.Glaciers, color='C3', label='Glaciers')\n",
"sns.regplot(x=np.array(ts_global.index.year), y=ts_global.Glaciers, color='C3', ax=ax, truncate=True)\n",
"plt.legend(loc='best'); plt.ylabel('Temperature anomaly to 1979-88 (K)');\n",
"plt.savefig('ERA5/era5_ts_global_glaciers.png', dpi=150, bbox_inches='tight');"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Global warming trend is 0.18 ± 0.02 K per decade, Glacier trend is 0.44 ± 0.05 K per decade\n",
"This is a factor of 2.41\n"
]
}
],
"source": [
"lin1 = stats.linregress(ts_global.index.year, ts_global['Global'])\n",
"lin2 = stats.linregress(ts_global.index.year, ts_global['Glaciers'])\n",
"print('Global warming trend is {:.2f} ± {:.2f} K per decade, '\n",
" 'Glacier trend is {:.2f} ± {:.2f} K per decade'.format(lin1[0]*10, lin1[-1]*10, lin2[0]*10, lin2[-1]*10))\n",
"print('This is a factor of {:.2f}'.format(lin2[0]/lin1[0]))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"ts_global['Land'] = (ds['t2m_ano'] * ds.weight_land).sum(dim=['longitude','latitude']).to_series()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots()\n",
"ax.plot(ts_global.index.year, ts_global.Land, color='C2', label='Land areas')\n",
"sns.regplot(x=np.array(ts_global.index.year), y=ts_global.Land, color='C2', ax=ax, truncate=True)\n",
"ax.plot(ts_global.index.year, ts_global.Glaciers, color='C3', label='Glaciers')\n",
"sns.regplot(x=np.array(ts_global.index.year), y=ts_global.Glaciers, color='C3', ax=ax, truncate=True)\n",
"plt.legend(loc='best'); plt.ylabel('Temperature anomaly to 1979-88 (K)');\n",
"plt.savefig('ERA5/era5_ts_land_glaciers.png', dpi=150, bbox_inches='tight');"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Land areas warming trend is 0.30 ± 0.03 K per decade, Glacier trend is 0.44 ± 0.05 K per decade\n",
"This is a factor of 1.46\n"
]
}
],
"source": [
"lin1 = stats.linregress(ts_global.index.year, ts_global['Land'])\n",
"lin2 = stats.linregress(ts_global.index.year, ts_global['Glaciers'])\n",
"print('Land areas warming trend is {:.2f} ± {:.2f} K per decade, '\n",
" 'Glacier trend is {:.2f} ± {:.2f} K per decade'.format(lin1[0]*10, lin1[-1]*10, lin2[0]*10, lin2[-1]*10))\n",
"print('This is a factor of {:.2f}'.format(lin2[0]/lin1[0]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Zonal averages "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mowglie/.pyvirtualenvs/py3/lib/python3.5/site-packages/xarray/core/nanops.py:160: RuntimeWarning: Mean of empty slice\n",
" return np.nanmean(a, axis=axis, dtype=dtype)\n"
]
}
],
"source": [
"df_trends = ds.trends.mean(dim='longitude').to_series().to_frame(name='All')\n",
"df_trends['Land'] = ds.trends.where(ds_inv.lsm > 0.5).mean(dim='longitude').to_series()\n",
"df_trends['Ocean'] = ds.trends.where(ds_inv.lsm < 0.5).mean(dim='longitude').to_series()\n",
"df_trends['Glaciers'] = ds.trends.where(ds['weight_glacier'] > 0).mean(dim='longitude').to_series()\n",
"df_trends['Above 1000'] = ds.trends.where(ds_inv['z'] > 1000).mean(dim='longitude').to_series()\n",
"df_trends['Above 2000'] = ds.trends.where(ds_inv['z'] > 2000).mean(dim='longitude').to_series()\n",
"df_trends['Global average'] = (ds['trends'] * ds.weight).sum(dim=['longitude','latitude']).values\n",
"df_trends['Land average'] = (ds['trends'] * ds.weight_land).sum(dim=['longitude','latitude']).values\n",
"df_trends['Ocean average'] = (ds['trends'] * ds.weight_ocean).sum(dim=['longitude','latitude']).values\n",
"df_trends['Glacier average'] = (ds['trends'] * ds.weight_glacier).sum(dim=['longitude','latitude']).values\n",
"df_trends['Weight All'] = ds.weight.sum(dim='longitude').to_series()\n",
"df_trends['Weight Land'] = ds.weight_land.sum(dim='longitude').to_series()\n",
"df_trends['Weight Ocean'] = ds.weight_ocean.sum(dim='longitude').to_series()\n",
"df_trends['Weight Glaciers'] = ds.weight_glacier.sum(dim='longitude').to_series()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(16, 7))\n",
"df_trends[['All', 'Land', 'Ocean']].plot(ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(16, 7))\n",
"df_trends[['Land', 'Glaciers', 'Above 2000']].plot(ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(16, 7))\n",
"df_trends[['Weight All', 'Weight Land', 'Weight Ocean', 'Weight Glaciers']].plot(ax=ax);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We smooth just a little bit:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"dfs = df_trends.rolling(5, center=True).mean()\n",
"dfs['Weight All'] = df_trends['Weight All']"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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