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Created December 6, 2019 16:35
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Visualization of KPP diagnostics https://github.com/geoschem/geos-chem/issues/77
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data: run `gunzip GEOSChem.KppDiags.20160701_0000z.nc4.gz` on https://github.com/geoschem/geos-chem/issues/77#issuecomment-562601442"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import cartopy.crs as ccrs"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (ilev: 73, lat: 46, lev: 72, lon: 72)\n",
"Coordinates:\n",
" * lev (lev) float64 0.9925 0.9775 0.9625 ... 2.635e-05 1.5e-05\n",
" * ilev (ilev) float64 1.0 0.985 0.97 0.955 ... 3.27e-05 2e-05 1e-05\n",
" * lat (lat) float64 -89.0 -86.0 -82.0 -78.0 ... 78.0 82.0 86.0 89.0\n",
" * lon (lon) float64 -180.0 -175.0 -170.0 ... 165.0 170.0 175.0\n",
"Data variables:\n",
" hyam (lev) float64 ...\n",
" hybm (lev) float64 ...\n",
" hyai (ilev) float64 ...\n",
" hybi (ilev) float64 ...\n",
" P0 float64 ...\n",
" AREA (lat, lon) float32 ...\n",
" KppSmDecomps (lev, lat, lon) float32 ...\n",
" KppSubsts (lev, lat, lon) float32 ...\n",
" KppLuDecomps (lev, lat, lon) float32 ...\n",
" KppRejSteps (lev, lat, lon) float32 ...\n",
" KppAccSteps (lev, lat, lon) float32 ...\n",
" KppTotSteps (lev, lat, lon) float32 ...\n",
" KppJacCounts (lev, lat, lon) float32 ...\n",
" KppIntCounts (lev, lat, lon) float32 ...\n",
"Attributes:\n",
" title: GEOS-Chem diagnostic collection: KppDiag...\n",
" history: \n",
" format: CFIO\n",
" conventions: COARDS\n",
" ProdDateTime: \n",
" reference: www.geos-chem.org; wiki.geos-chem.org\n",
" contact: GEOS-Chem Support Team (geos-chem-suppor...\n",
" simulation_start_date_and_time: 2016-07-01 00:00:00z\n",
" simulation_end_date_and_time: 2016-07-01 03:00:00z"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds = xr.open_dataset('./GEOSChem.KppDiags.20160701_0000z.nc4').isel(time=0, drop=True)\n",
"ds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['font.size'] = 12"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Internal integration steps"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"dr = ds['KppTotSteps']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Surface"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Number of internal steps (surface)')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=[12, 8])\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.coastlines()\n",
"dr[0].plot(ax=ax, vmin=0, cmap='inferno', cbar_kwargs={'shrink': 0.6})\n",
"plt.title('Number of internal steps (surface)', fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogram of internal steps (surface)')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dr[0].plot.hist(bins=20);\n",
"plt.ylabel('number of grid boxes')\n",
"plt.title('Histogram of internal steps (surface)', fontsize=15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Column integrated"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"dr_colsum = dr.sum('lev', keep_attrs=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Number of internal steps (column integrated)')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=[12, 8])\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.coastlines()\n",
"dr_colsum.plot(ax=ax, vmin=0, cmap='inferno', cbar_kwargs={'shrink': 0.6})\n",
"plt.title('Number of internal steps (column integrated)', fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogram of internal steps (column integrated)')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dr_colsum.plot.hist(bins=20)\n",
"plt.ylabel('number of grid boxes')\n",
"plt.title('Histogram of internal steps (column integrated)', fontsize=15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Other dianostics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All Look similar to inner integration steps, except \"rejected time steps\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0xd2633cd90>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds['KppIntCounts'][0].plot(vmin=0, cmap='inferno')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0xd26471050>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds['KppJacCounts'][0].plot(vmin=0, cmap='inferno')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0xd2659c090>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds['KppRejSteps'][0].plot(vmin=0, cmap='inferno')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Relation between diagnositics"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['KppSmDecomps',\n",
" 'KppSubsts',\n",
" 'KppLuDecomps',\n",
" 'KppRejSteps',\n",
" 'KppAccSteps',\n",
" 'KppTotSteps',\n",
" 'KppJacCounts',\n",
" 'KppIntCounts']"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kpp_names = [name for name in ds.data_vars.keys() if 'Kpp' in name]\n",
"kpp_names "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3312, 8)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>KppSmDecomps</th>\n",
" <th>KppSubsts</th>\n",
" <th>KppLuDecomps</th>\n",
" <th>KppRejSteps</th>\n",
" <th>KppAccSteps</th>\n",
" <th>KppTotSteps</th>\n",
" <th>KppJacCounts</th>\n",
" <th>KppIntCounts</th>\n",
" </tr>\n",
" <tr>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">-89.0</th>\n",
" <th>-180.0</th>\n",
" <td>0.0</td>\n",
" <td>9.333333</td>\n",
" <td>2.333333</td>\n",
" <td>0.0</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>-175.0</th>\n",
" <td>0.0</td>\n",
" <td>9.333333</td>\n",
" <td>2.333333</td>\n",
" <td>0.0</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>-170.0</th>\n",
" <td>0.0</td>\n",
" <td>9.333333</td>\n",
" <td>2.333333</td>\n",
" <td>0.0</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>-165.0</th>\n",
" <td>0.0</td>\n",
" <td>9.333333</td>\n",
" <td>2.333333</td>\n",
" <td>0.0</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>-160.0</th>\n",
" <td>0.0</td>\n",
" <td>9.333333</td>\n",
" <td>2.333333</td>\n",
" <td>0.0</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>2.333333</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" KppSmDecomps KppSubsts KppLuDecomps KppRejSteps KppAccSteps \\\n",
"lat lon \n",
"-89.0 -180.0 0.0 9.333333 2.333333 0.0 2.333333 \n",
" -175.0 0.0 9.333333 2.333333 0.0 2.333333 \n",
" -170.0 0.0 9.333333 2.333333 0.0 2.333333 \n",
" -165.0 0.0 9.333333 2.333333 0.0 2.333333 \n",
" -160.0 0.0 9.333333 2.333333 0.0 2.333333 \n",
"\n",
" KppTotSteps KppJacCounts KppIntCounts \n",
"lat lon \n",
"-89.0 -180.0 2.333333 2.333333 7.0 \n",
" -175.0 2.333333 2.333333 7.0 \n",
" -170.0 2.333333 2.333333 7.0 \n",
" -165.0 2.333333 2.333333 7.0 \n",
" -160.0 2.333333 2.333333 7.0 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_surf = ds[kpp_names].isel(lev=0, drop=True).to_dataframe()\n",
"print(df_surf.shape)\n",
"df_surf.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>KppSmDecomps</th>\n",
" <th>KppSubsts</th>\n",
" <th>KppLuDecomps</th>\n",
" <th>KppRejSteps</th>\n",
" <th>KppAccSteps</th>\n",
" <th>KppTotSteps</th>\n",
" <th>KppJacCounts</th>\n",
" <th>KppIntCounts</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>KppSmDecomps</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppSubsts</th>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.100680</td>\n",
" <td>0.992022</td>\n",
" <td>1.000000</td>\n",
" <td>0.992022</td>\n",
" <td>0.999382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppLuDecomps</th>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.100680</td>\n",
" <td>0.992022</td>\n",
" <td>1.000000</td>\n",
" <td>0.992022</td>\n",
" <td>0.999382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppRejSteps</th>\n",
" <td>NaN</td>\n",
" <td>0.100680</td>\n",
" <td>0.100680</td>\n",
" <td>1.000000</td>\n",
" <td>0.078070</td>\n",
" <td>0.100680</td>\n",
" <td>0.078070</td>\n",
" <td>0.094536</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppAccSteps</th>\n",
" <td>NaN</td>\n",
" <td>0.992022</td>\n",
" <td>0.992022</td>\n",
" <td>0.078070</td>\n",
" <td>1.000000</td>\n",
" <td>0.992022</td>\n",
" <td>1.000000</td>\n",
" <td>0.995841</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppTotSteps</th>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.100680</td>\n",
" <td>0.992022</td>\n",
" <td>1.000000</td>\n",
" <td>0.992022</td>\n",
" <td>0.999382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppJacCounts</th>\n",
" <td>NaN</td>\n",
" <td>0.992022</td>\n",
" <td>0.992022</td>\n",
" <td>0.078070</td>\n",
" <td>1.000000</td>\n",
" <td>0.992022</td>\n",
" <td>1.000000</td>\n",
" <td>0.995841</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KppIntCounts</th>\n",
" <td>NaN</td>\n",
" <td>0.999382</td>\n",
" <td>0.999382</td>\n",
" <td>0.094536</td>\n",
" <td>0.995841</td>\n",
" <td>0.999382</td>\n",
" <td>0.995841</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" KppSmDecomps KppSubsts KppLuDecomps KppRejSteps KppAccSteps \\\n",
"KppSmDecomps NaN NaN NaN NaN NaN \n",
"KppSubsts NaN 1.000000 1.000000 0.100680 0.992022 \n",
"KppLuDecomps NaN 1.000000 1.000000 0.100680 0.992022 \n",
"KppRejSteps NaN 0.100680 0.100680 1.000000 0.078070 \n",
"KppAccSteps NaN 0.992022 0.992022 0.078070 1.000000 \n",
"KppTotSteps NaN 1.000000 1.000000 0.100680 0.992022 \n",
"KppJacCounts NaN 0.992022 0.992022 0.078070 1.000000 \n",
"KppIntCounts NaN 0.999382 0.999382 0.094536 0.995841 \n",
"\n",
" KppTotSteps KppJacCounts KppIntCounts \n",
"KppSmDecomps NaN NaN NaN \n",
"KppSubsts 1.000000 0.992022 0.999382 \n",
"KppLuDecomps 1.000000 0.992022 0.999382 \n",
"KppRejSteps 0.100680 0.078070 0.094536 \n",
"KppAccSteps 0.992022 1.000000 0.995841 \n",
"KppTotSteps 1.000000 0.992022 0.999382 \n",
"KppJacCounts 0.992022 1.000000 0.995841 \n",
"KppIntCounts 0.999382 0.995841 1.000000 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_surf.corr() # highly correlated"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 49 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.plotting.scatter_matrix(df_surf.drop(columns=['KppSmDecomps']), figsize=[12, 12]);"
]
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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