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@JiaweiZhuang
Created July 27, 2018 02:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Jvals.nc contains the PHOTOL array at a single time step.\n",
"\n",
"- Data available at https://s3.amazonaws.com/CHML/Jvals.nc\n",
"- [Code modification in GEOS-Chem](https://bitbucket.org/JiaweiZhuang/gc_bleeding_edge/commits/237645203925539b9dcbe00d2ea9027318193533?at=KPP#chg-GeosCore/flexchem_mod.F90) to output the data\n",
"- See KPP/standard/Standard.eqn.eqn for index-varname mapping\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'PHOTOL' (lev: 72, lat: 46, lon: 72, nphotol: 130)>\n",
"[31000320 values with dtype=float64]\n",
"Coordinates:\n",
" * nphotol (nphotol) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ...\n",
" * lat (lat) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
" * lon (lon) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
" * lev (lev) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ..."
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dr = xr.open_dataarray('Jvals.nc')\n",
"dr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pre-processing"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'PHOTOL' (nphotol: 130)>\n",
"array([7.927873e-10, 1.457139e-03, 5.851960e-03, 0.000000e+00, 0.000000e+00,\n",
" 8.859976e-07, 1.076048e-04, 1.336321e-04, 8.782059e-05, 5.118354e-05,\n",
" 2.199171e-02, 4.764774e-01, 6.130747e-02, 5.210207e-04, 3.691378e-03,\n",
" 1.012975e-04, 2.077197e-05, 3.946674e-04, 4.271550e-04, 2.510320e-04,\n",
" 1.615218e-03, 5.807912e-03, 7.956902e-02, 7.033766e-04, 1.982351e-01,\n",
" 7.427280e-03, 5.470992e-03, 9.651511e-02, 3.010089e-03, 5.311922e-04,\n",
" 1.549756e-02, 5.315657e-03, 2.540440e-02, 3.362575e-05, 0.000000e+00,\n",
" 5.876347e-07, 1.086282e-05, 1.460611e-06, 2.288142e-06, 1.557889e-07,\n",
" 9.788686e-09, 2.663072e-05, 3.525212e-07, 1.741078e-05, 1.895308e-06,\n",
" 6.798652e-09, 2.058175e-06, 2.782598e-06, 2.633080e-08, 4.726633e-05,\n",
" 1.064235e-04, 1.064235e-04, 8.944485e-06, 8.901860e-05, 3.857598e-04,\n",
" 1.019630e-03, 5.406122e-04, 6.003988e-04, 1.681040e-04, 2.278394e-04,\n",
" 9.440808e-05, 0.000000e+00, 1.966211e-05, 6.554038e-06, 6.554038e-06,\n",
" 3.867586e-06, 0.000000e+00, 1.333016e-04, 8.584855e-05, 2.014267e-04,\n",
" 9.205006e-04, 2.774486e-04, 6.065534e-05, 9.676105e-05, 4.131814e-05,\n",
" 3.210995e-05, 3.686542e-06, 5.118354e-05, 5.118354e-05, 2.559177e-05,\n",
" 5.118354e-05, 5.118354e-05, 5.118354e-05, 5.118354e-05, 5.118354e-05,\n",
" 5.118354e-05, 5.118354e-05, 5.118354e-05, 5.118354e-05, 5.118354e-05,\n",
" 5.118354e-05, 8.649383e-04, 1.901957e-04, 1.389117e-05, 1.389117e-05,\n",
" 1.321910e-04, 5.118354e-05, 2.278394e-04, 5.118354e-05, 1.084534e-07,\n",
" 1.615218e-03, 1.227122e+00, 5.851960e-03, 1.531068e-06, 2.909030e-05,\n",
" 8.782059e-05, 1.681040e-04, 3.437964e-04, 3.867586e-06, 3.867586e-06,\n",
" 3.867586e-06, 1.389117e-05, 1.389117e-05, 1.389117e-05, 4.672681e-01,\n",
" 2.160904e-02, 4.986446e-01, 5.440591e-01, 8.140698e-02, 7.937601e-03,\n",
" 2.439842e-02, 1.155616e-01, 5.406122e-04, 2.427279e-02, 1.576347e-03,\n",
" 3.787751e-03, 1.155616e-01, 9.543965e-02, 1.955350e-01, 6.265961e-02])\n",
"Coordinates:\n",
" * nphotol (nphotol) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ..."
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# original scale\n",
"dr.max(dim=['lev', 'lat', 'lon'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# point to numpy array\n",
"jvals = dr.values.reshape(-1, dr.shape[-1])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# normalize in-place\n",
"StandardScaler(copy=False, with_mean=False).fit_transform(jvals)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'PHOTOL' (nphotol: 130)>\n",
"array([ 8.76197 , 5.263004, 9.849063, 0. , 0. , 11.667422,\n",
" 4.15001 , 3.968275, 7.650975, 7.099865, 4.044008, 4.143344,\n",
" 4.143344, 7.581169, 3.954803, 7.060079, 8.123548, 8.123548,\n",
" 7.685173, 8.091666, 5.754514, 4.023849, 4.238372, 3.876748,\n",
" 4.007155, 5.437606, 8.242503, 4.019456, 4.187571, 4.187571,\n",
" 3.962421, 3.971559, 4.127684, 8.189794, 0. , 7.082062,\n",
" 6.992865, 8.220659, 7.65091 , 8.14982 , 7.763288, 6.94232 ,\n",
" 8.199233, 6.801353, 7.897902, 8.344131, 7.742103, 7.62378 ,\n",
" 8.433406, 7.155186, 7.535228, 7.535228, 7.118829, 7.501965,\n",
" 8.116237, 8.785831, 10.409715, 8.476278, 7.605464, 6.921497,\n",
" 5.993424, 0. , 4.246439, 4.246439, 4.246439, 4.009867,\n",
" 0. , 6.513166, 6.315008, 4.934685, 3.99239 , 4.008765,\n",
" 4.504689, 4.11602 , 8.022834, 6.441401, 11.217769, 7.099865,\n",
" 7.099865, 7.099865, 7.099865, 7.099865, 7.099865, 7.099865,\n",
" 7.099865, 7.099865, 7.099865, 7.099865, 7.099865, 7.099865,\n",
" 7.099865, 3.817544, 4.502052, 4.94986 , 4.94986 , 4.375688,\n",
" 7.099865, 6.921497, 7.099865, 6.588076, 5.754514, 4.258754,\n",
" 9.849063, 5.03281 , 5.03281 , 7.650975, 7.605464, 3.771637,\n",
" 4.009867, 4.009867, 4.009867, 4.94986 , 4.94986 , 4.94986 ,\n",
" 4.287172, 4.079826, 4.169109, 4.291227, 4.057108, 4.055512,\n",
" 3.922099, 4.113807, 10.409715, 4.080861, 7.534009, 6.65756 ,\n",
" 4.113807, 4.020365, 4.283825, 4.26689 ])\n",
"Coordinates:\n",
" * nphotol (nphotol) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ..."
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# normalized scale\n",
"dr.max(dim=['lev', 'lat', 'lon'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Spatial distribution"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x11e092f60>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 936x648 with 13 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# surface\n",
"# no. 0: O2 + hv (negligble at surface)\n",
"# no. 1: O3 + hv = O + O2 \n",
"# no. 2: O3 + hv = O1D + O2 (negligble at surface)\n",
"\n",
"(dr\n",
".isel(nphotol=slice(0, 12), lev=0)\n",
".plot(x='lon', y='lat', col='nphotol', col_wrap=4)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x1c2653d470>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 936x648 with 13 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# statospheric \n",
"# now J_O2 gets visible\n",
"(dr\n",
".isel(nphotol=slice(0, 12), lev=50)\n",
".plot(x='lon', y='lat', col='nphotol', col_wrap=4)\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PCA"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PCA(copy=True, iterated_power='auto', n_components=10, random_state=None,\n",
" svd_solver='auto', tol=0.0, whiten=False)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca = PCA(n_components=10)\n",
"pca.fit(jvals)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([7.96840732e-01, 1.82633436e-01, 1.07204029e-02, 3.98011240e-03,\n",
" 2.51151641e-03, 1.46795803e-03, 1.04226402e-03, 4.49541209e-04,\n",
" 2.23826384e-04, 6.01626466e-05])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca.explained_variance_ratio_"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.79684073, 0.97947417, 0.99019457, 0.99417468, 0.9966862 ,\n",
" 0.99815416, 0.99919642, 0.99964596, 0.99986979, 0.99992995])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# dominated by the first 2~3 components\n",
"np.cumsum(pca.explained_variance_ratio_)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Re-construct other components using two components"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(238464, 2)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = jvals[:, [1,10]] # 1=J_O3, 10=J_NO2\n",
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LinearRegression"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def approx(n):\n",
" y = jvals[:, n]\n",
"\n",
" lin_reg = LinearRegression()\n",
" lin_reg.fit(X, y)\n",
" y_pred = lin_reg.predict(X)\n",
"\n",
" plt.scatter(y, y_pred, s=0.2, alpha=0.2)\n",
" plt.scatter(y, y, s=0.2, alpha=0.2, c='k')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 2 6 "
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for n in [0, 2, 6]:\n",
"#for n in [11, 12, 16]:\n",
" print(n, end=' ')\n",
" plt.figure()\n",
" approx(n) "
]
},
{
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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