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March 25, 2020 12:35
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 138, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"MSE y vs Zero 10.96\n", | |
"MSE yhat vs Zero 6.2\n", | |
"MSE 17.16\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"y = np.zeros((5,5))\n", | |
"y[1,1] = 7\n", | |
"y[1,3] = 12\n", | |
"y[2,2] = 9\n", | |
"\n", | |
"yhat = np.zeros((5,5))\n", | |
"yhat[2,1] = 5\n", | |
"yhat[2,3] = 9\n", | |
"yhat[1,2] = 7\n", | |
"\n", | |
"f, ax = plt.subplots(1, 2, figsize=(10, 10))\n", | |
"\n", | |
"ax[0].imshow(y, cmap='Blues', vmin=0, vmax=12)\n", | |
"ax[1].imshow(yhat, cmap='Blues', vmin=0, vmax=12)\n", | |
"\n", | |
"print(\"MSE y vs Zero\", np.square(y).mean())\n", | |
"print(\"MSE yhat vs Zero\", np.square(yhat).mean())\n", | |
"print(\"MSE\", np.square(y-yhat).mean())" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Compute means and variances over 2D patches or kernels\n", | |
"\n", | |
"https://matlabtricks.com/post-20/calculate-standard-deviation-case-of-sliding-window\n", | |
"\n", | |
"$$\n", | |
"\\sigma^2 = \\dfrac{1}{N-1} \\left(q - \\dfrac{s^2}{N}\\right)\n", | |
"$$\n", | |
"\n", | |
"Where:\n", | |
"\n", | |
"$$\n", | |
"\\begin{aligned}\n", | |
"q &= \\sum\\limits_{i=1}^N{x_i}^2 \\\\\n", | |
"s &= \\sum\\limits_{i=1}^N{x_i}\n", | |
"\\end{aligned}\n", | |
"$$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 139, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"from scipy.signal import convolve2d\n", | |
"from matplotlib import pyplot as plt\n", | |
"\n", | |
"def mean_conv(arr, n):\n", | |
" k_mean = np.ones((n,n), dtype=np.float32)/(n**2)\n", | |
" return convolve2d(arr, k_mean, mode='valid')\n", | |
"\n", | |
"def var_conv(arr, n):\n", | |
" k_sum = np.ones((n,n), dtype=np.float32)\n", | |
" return (convolve2d(np.square(arr), k_sum, mode='valid') - np.square(convolve2d(arr, k_sum, mode='valid'))/(n**2))/(n**2)\n", | |
"\n", | |
"\n", | |
"##### Validation ####\n", | |
"\"\"\"\n", | |
"arr = np.arange(5*5).reshape((5,5)).astype(np.float32)\n", | |
"n = 3\n", | |
"out = var_conv(arr, n)\n", | |
"print(out.shape, out)\n", | |
"plt.imshow(out)\n", | |
"np.var([0,1,2,5,6,7,10,11,12])\n", | |
"\"\"\"\n", | |
"pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 140, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"MSE μ_y_c3 vs Zero 4.396433536019509\n", | |
"MSE μ_yhat_c3 vs Zero 2.721536391720033\n", | |
"MSE 0.30315501137607215\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"μ_y_c3 = mean_conv(y,3)\n", | |
"μ_yhat_c3 = mean_conv(yhat,3)\n", | |
"\n", | |
"f, ax = plt.subplots(1, 2, figsize=(10, 10))\n", | |
"\n", | |
"ax[0].imshow(μ_y_c3, cmap='Blues', vmin=0, vmax=9)\n", | |
"ax[1].imshow(μ_yhat_c3, cmap='Blues', vmin=0, vmax=9)\n", | |
"\n", | |
"print(\"MSE μ_y_c3 vs Zero\", np.square(μ_y_c3).mean())\n", | |
"print(\"MSE μ_yhat_c3 vs Zero\", np.square(μ_yhat_c3).mean())\n", | |
"print(\"MSE\", np.square(μ_y_c3-μ_yhat_c3).mean())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 118, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"MSE var_y_c3 vs Zero 230.433436637369\n", | |
"MSE var_yhat_c3 vs Zero 85.86868532913344\n", | |
"MSE 41.9634540805094\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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8Kkm6+5Ykb0nyG1V1JMn3klzfc30+CrAYPQwYauEw1t1fTFJbjLkpyU3HuetbX3JRy7dTalXn/HZKreo8Cj1MnSfATqlVnfN6yXXOdgI/AADHz+2QAAAGWpkwVlXnVtXdVfW16eeeo4z74bpbkuxfYn3XVNVXq+pQVd24yfYzqurj0/Z7p+8rGmIbtb69qr697ji+c0CNt1XVt6pq00v/a80Hp9/h/qq6Ytk1rqtlq1pX4lY527ytz/DjerLefkgPm8dO6F9THTuih+lfQ+o8/mPa3SvxSPIHSW6clm9M8vtHGffsgNpOS/L1JJclOT3JV5K8dsOYf5/klmn5+iQfH3Qct1Pr25PcNPjv++eTXJHkwaNsvzbJp7N2Ls/rk9y7wrVeneRTI4/nVMeFSa6Yls9O8n82+bsffly3WedKHNPj/L30sOXUObx/TXXsiB6mfw2p87iP6cq8M5bkuiQfmZY/kuSXB9ay0VVJDnX3N7r7B0k+lrV611tf/51J3lhVxzwp+ATZTq3DdfcXkjx1jCHXJflor7knySuq6sLlVPdi26h1JfT2busz/Lhus86dSA9b3I7oX8nO6WH615A6j9sqhbHzu/uJaflvkpx/lHFnVtWBqrqnqpbV7C5K8ui69cfykwf/x2O6+0iSw0leuZTqjlLHZLNak+RXprd576yqS5ZT2nHZ7u+xKlbqVjl19Nv6rNRxPUadyYod023QwxZ3svSvZMVea1tYqdfaqdi/5viesW2rqs8muWCTTe9dv9LdXVVHu8zz1d39eFVdluRzVfVAd3997lpPcn+R5I7u/n5V/bus/W/43wyuaSe7L2v/Ln90q5w/T/ITt8pZllq7rc8nkrynu787qo6tbFHnSh3TH9HDVoL+Na+Veq2dqv1rqe+MdfcvdPdPb/L4ZJJv/ujtxunnt46yj8enn99I8pdZS6Un2uNJ1v/v6+LpuU3HVNWuJOdkzDd0b1lrdz/Z3d+fVj+U5Mol1XY8tnPMV0J3f7e7n52W70qyu6rOG1FLrd3W5xNJ/qQ33F9xshLHdas6V+mYrqeHnXAnS/9KVuS1tpVVeq2dyv1rlT6m3J/khmn5hiSf3DigqvZU1RnT8nlZ++bsh5dQ25eSXF5Vr6mq07N2cuvGq6DW1/+WJJ/r6Uy+Jduy1g2fsb85a595r5r9Sd42XT3z+iSH130EtFJqRW6VM9VwzNv6ZAWO63bqXJVjepz0sMWdLP0rWYHX2nasymvtlO9fRzuzf9mPrJ2b8D+TfC3JZ5OcOz2/N8mHpuWfS/JA1q6weSDJO5ZY37VZu2ri60neOz33/iRvnpbPTPI/khxK8r+TXDbwWG5V639J8tB0HD+f5J8MqPGOJE8keSFrn/u/I8m7krxr2l5Jbp5+hweydlPmUcdzq1rfve543pPk5wbV+a+SdJL7kxycHteu2nHdZp0rcUyP8/fSw5ZT5/D+NdWxI3qY/jWkzuM+pr6BHwBgoFX6mBIA4JQjjAEADCSMAQAMJIwBAAwkjAEADCSMAQAMJIwBAAwkjAEADPT/AdbNWvSqP0gCAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"var_y_c3 = var_conv(y,3)\n", | |
"var_yhat_c3 = var_conv(yhat,3)\n", | |
"\n", | |
"f, ax = plt.subplots(1, 2, figsize=(10, 10))\n", | |
"\n", | |
"ax[0].imshow(var_y_c3, cmap='Blues', vmin=0, vmax=12)\n", | |
"ax[1].imshow(var_yhat_c3, cmap='Blues', vmin=0, vmax=12)\n", | |
"\n", | |
"print(\"MSE var_y_c3 vs Zero\", np.square(var_y_c3).mean())\n", | |
"print(\"MSE var_yhat_c3 vs Zero\", np.square(var_yhat_c3).mean())\n", | |
"print(\"MSE\", np.square(var_y_c3-var_yhat_c3).mean())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 161, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((48, 128, 128), 30.0, 0.0)" | |
] | |
}, | |
"execution_count": 161, | |
"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": [ | |
"import xarray as xr\n", | |
"\n", | |
"ds = xr.open_dataset(\"/data/GPM_HIM8/GPM_201811.nc\")\n", | |
"ds.PrecCal.mean(dim=[\"x\",\"y\"]).plot()\n", | |
"\n", | |
"prec = ds.PrecCal.sel(time=\"2018-11-21\").values\n", | |
"prec = np.clip(prec, 0, 30)\n", | |
"#prec = np.log(1+ds.PrecCal.sel(time=\"2018-11-21\").values)\n", | |
"\n", | |
"prec.shape, prec.max(), prec.min()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 160, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"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": [ | |
"p = ds.PrecCal.values\n", | |
"p = p[p>10]\n", | |
"_ = plt.hist(p, bins=200)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 162, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"MSE Z MSE 1 MSE 2 MSE 3 MSE 4\n", | |
"0.8152 0.0000 0.4934 1.3789 1.3478\n", | |
"0.8820 0.4934 0.0000 0.8372 1.1109\n", | |
"1.5451 1.3789 0.8372 0.0000 0.9620\n", | |
"1.1315 1.3478 1.1109 0.9620 0.0000\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fe2a03bbeb8>" | |
] | |
}, | |
"execution_count": 162, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"print(\"MSE Z MSE 1 MSE 2 MSE 3 MSE 4\")\n", | |
"for i in range(20,24):\n", | |
" print(\"{:0.4f} {:0.4f} {:0.4f} {:0.4f} {:0.4f}\".format(np.square(prec[i,:]).mean(), \n", | |
" np.square(prec[i,:]-prec[20,:]).mean(),\n", | |
" np.square(prec[i,:]-prec[21,:]).mean(),\n", | |
" np.square(prec[i,:]-prec[22,:]).mean(),\n", | |
" np.square(prec[i,:]-prec[23,:]).mean()))\n", | |
"\n", | |
"f, ax = plt.subplots(2, 2, figsize=(10, 10))\n", | |
"ax[0,0].imshow(prec[20,:],vmax=20,vmin=0,cmap='Blues')\n", | |
"ax[0,1].imshow(prec[21,:],vmax=20,vmin=0,cmap='Blues')\n", | |
"ax[1,0].imshow(prec[22,:],vmax=20,vmin=0,cmap='Blues')\n", | |
"ax[1,1].imshow(prec[23,:],vmax=20,vmin=0,cmap='Blues')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 163, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"MSE Z MSE 1 MSE 2 MSE 3 MSE 4\n", | |
"0.4456 0.0000 0.0453 0.2877 0.4151\n", | |
"0.4665 0.0453 0.0000 0.1303 0.2964\n", | |
"0.7208 0.2877 0.1303 0.0000 0.1940\n", | |
"0.6384 0.4151 0.2964 0.1940 0.0000\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"μ_c9_1 = mean_conv(prec[20,:],9)\n", | |
"μ_c9_2 = mean_conv(prec[21,:],9)\n", | |
"μ_c9_3 = mean_conv(prec[22,:],9)\n", | |
"μ_c9_4 = mean_conv(prec[23,:],9)\n", | |
"\n", | |
"μ_c9 = [μ_c9_1, μ_c9_2, μ_c9_3, μ_c9_4]\n", | |
"\n", | |
"print(\"MSE Z MSE 1 MSE 2 MSE 3 MSE 4\")\n", | |
"for i in range(4):\n", | |
" print(\"{:0.4f} {:0.4f} {:0.4f} {:0.4f} {:0.4f}\".format(np.square(μ_c9[i]).mean(), \n", | |
" np.square(μ_c9[i]-μ_c9_1).mean(),\n", | |
" np.square(μ_c9[i]-μ_c9_2).mean(),\n", | |
" np.square(μ_c9[i]-μ_c9_3).mean(),\n", | |
" np.square(μ_c9[i]-μ_c9_4).mean()))\n", | |
" \n", | |
"f, ax = plt.subplots(2, 2, figsize=(10, 10))\n", | |
"\n", | |
"im1 = ax[0,0].imshow(μ_c9_1, cmap='jet')\n", | |
"im2 = ax[0,1].imshow(μ_c9_2, cmap='jet')\n", | |
"im3 = ax[1,0].imshow(μ_c9_3, cmap='jet')\n", | |
"im4 = ax[1,1].imshow(μ_c9_4, cmap='jet')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 164, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"0.0 28.239481\n", | |
"0.0 37.236263\n", | |
"0.0 73.31875\n", | |
"0.0 30.090546\n", | |
"MAE Z MAE 1 MAE 2 MAE 3 MAE 4\n", | |
"0.4317 0.0000 0.2424 0.8482 0.6625\n", | |
"0.4971 0.2424 0.0000 0.6492 0.5639\n", | |
"1.0081 0.8482 0.6492 0.0000 0.6602\n", | |
"0.6273 0.6625 0.5639 0.6602 0.0000\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"var_c9_1 = var_conv(prec[20,:],9)\n", | |
"var_c9_2 = var_conv(prec[21,:],9)\n", | |
"var_c9_3 = var_conv(prec[22,:],9)\n", | |
"var_c9_4 = var_conv(prec[23,:],9)\n", | |
"\n", | |
"\n", | |
"var_c9 = [var_c9_1, var_c9_2, var_c9_3, var_c9_4]\n", | |
"for i in range(4):\n", | |
" print(var_c9[i].min(), var_c9[i].max())\n", | |
"\n", | |
"\n", | |
"print(\"MAE Z MAE 1 MAE 2 MAE 3 MAE 4\")\n", | |
"for i in range(4):\n", | |
" print(\"{:0.4f} {:0.4f} {:0.4f} {:0.4f} {:0.4f}\".format(var_c9[i].mean(), \n", | |
" np.abs(var_c9[i]-var_c9_1).mean(),\n", | |
" np.abs(var_c9[i]-var_c9_2).mean(),\n", | |
" np.abs(var_c9[i]-var_c9_3).mean(),\n", | |
" np.abs(var_c9[i]-var_c9_4).mean()))\n", | |
" \n", | |
"f, ax = plt.subplots(2, 2, figsize=(10, 10))\n", | |
"\n", | |
"im1 = ax[0,0].imshow(var_c9_1, vmax=50, vmin=0, cmap='jet')\n", | |
"im2 = ax[0,1].imshow(var_c9_2, vmax=50, vmin=0, cmap='jet')\n", | |
"im3 = ax[1,0].imshow(var_c9_3, vmax=50, vmin=0, cmap='jet')\n", | |
"im4 = ax[1,1].imshow(var_c9_4, vmax=50, vmin=0, cmap='jet')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 148, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(43.78094, 21.836233)" | |
] | |
}, | |
"execution_count": 148, | |
"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": [ | |
"plt.imshow(np.abs(var_c9[0]-var_c9_3), cmap='jet')\n", | |
"prec[22,:].max(), prec[23,:].max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 62, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"True" | |
] | |
}, | |
"execution_count": 62, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# Bias varaince decomp\n", | |
"\n", | |
"#1.- point estimate\n", | |
"\n", | |
"μ = 1.2\n", | |
"μ_hat = np.random.normal(μ,0.1,100)\n", | |
"\n", | |
"mse = np.mean(np.square(μ_hat-μ))\n", | |
"mse\n", | |
"\n", | |
"bias = np.mean(μ_hat)-μ\n", | |
"bias_sq = np.square(bias)\n", | |
"\n", | |
"var = np.var(μ_hat)\n", | |
"\n", | |
"np.allclose(mse, bias_sq+var)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 100, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(0.37763238694903006,\n", | |
" 0.37763238694903006,\n", | |
" 0.37763238694903006,\n", | |
" array([0., 0., 0.]))" | |
] | |
}, | |
"execution_count": 100, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#2.- vector estimate\n", | |
"\n", | |
"μ = np.array([1.2,0.8,1.8])\n", | |
"\n", | |
"\n", | |
"cov = np.eye(3)\n", | |
"cov[0,0] = 0.1\n", | |
"cov[1,1] = 0.25\n", | |
"cov[2,2] = 0.15\n", | |
"\n", | |
"μ_hat = np.random.multivariate_normal(μ, cov, 1)\n", | |
"\n", | |
"mse = np.mean(np.square(μ_hat-μ),axis=0)\n", | |
"mse\n", | |
"\n", | |
"bias = np.mean(μ_hat, axis=0)-μ\n", | |
"bias_sq = np.square(bias)\n", | |
"\n", | |
"var = np.var(μ_hat, axis=0)\n", | |
"μ_hat.shape\n", | |
"\n", | |
"mse, bias_sq + var\n", | |
"\n", | |
"np.mean(np.square(μ_hat-μ)), np.mean(mse), np.mean(bias_sq + var), var" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 59, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"orig 0.16743076\n", | |
"mse 0.17760418\n" | |
] | |
}, | |
{ | |
"ename": "AttributeError", | |
"evalue": "'DataArray' object has no attribute 'pow'", | |
"output_type": "error", | |
"traceback": [ | |
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m<ipython-input-59-6f223ccbc035>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"model_2months_200epochs_4chan_conv{}_alpha{}_beta{}_201903.nc\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconv_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbeta\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPrecCal\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mprec_orig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"x\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"y\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_dataframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"conv{}_alpha{}_beta{}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconv_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbeta\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"conv{}_alpha{}_beta{}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconv_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbeta\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPrecCal\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mprec_orig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 19\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mylim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1.5\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m~/.local/lib/python3.6/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 228\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msource\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 229\u001b[0m raise AttributeError(\n\u001b[0;32m--> 230\u001b[0;31m \u001b[0;34m\"%r object has no attribute %r\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 231\u001b[0m )\n\u001b[1;32m 232\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;31mAttributeError\u001b[0m: 'DataArray' object has no attribute 'pow'" | |
] | |
} | |
], | |
"source": [ | |
"import xarray as xr\n", | |
"\n", | |
"\n", | |
"ds = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"prec_orig = ds.PrecCal\n", | |
"print(\"orig\", prec_orig.mean().values)\n", | |
"\n", | |
"ds = xr.open_dataset(\"model_2months_200epochs_4chan_mse_201903.nc\")\n", | |
"df = abs(ds.PrecCal-prec_orig).mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"mse\")\n", | |
"print(\"mse\", abs(ds.PrecCal-prec_orig).mean().values)\n", | |
"\n", | |
"\n", | |
"for beta in [1.,2.,4.]:\n", | |
" for alpha in [1.,2.,4.]:\n", | |
" for conv_size in [3,5,7,9]:\n", | |
" ds = xr.open_dataset(\"model_2months_200epochs_4chan_conv{}_alpha{}_beta{}_201903.nc\".format(conv_size, int(alpha), int(beta)))\n", | |
" df = df.join(abs(ds.PrecCal-prec_orig).mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta))))\n", | |
" print(\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta)), (ds.PrecCal-prec_orig).pow(2).mean().values)\n", | |
"ax = df.plot(subplots=True, layout=(6,7), figsize=(20,20), ylim=[0,1.5])\n", | |
"\n", | |
"for axe in ax[0]:\n", | |
" axe.plot(df.index, df[0])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"ename": "KeyError", | |
"evalue": "0", | |
"output_type": "error", | |
"traceback": [ | |
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2896\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2897\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2898\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;31mKeyError\u001b[0m: 0", | |
"\nDuring handling of the above exception, another exception occurred:\n", | |
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m<ipython-input-5-b0eb8727a296>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0maxe\u001b[0m \u001b[0;32min\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0maxe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
"\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2978\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2979\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2980\u001b[0;31m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2981\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2982\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m~/.local/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 2897\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2898\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2899\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2900\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2901\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;31mKeyError\u001b[0m: 0" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1440x1440 with 42 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ds = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"prec_orig = ds.PrecCal\n", | |
"\n", | |
"ds = xr.open_dataset(\"model_2months_200epochs_4chan_mse_201903.nc\")\n", | |
"df = ds.PrecCal.mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"mse\")\n", | |
"\n", | |
"for beta in [1.,2.,4.]:\n", | |
" for alpha in [1.,2.,4.]:\n", | |
" for conv_size in [3,5,7,9]:\n", | |
" ds = xr.open_dataset(\"model_2months_200epochs_4chan_conv{}_alpha{}_beta{}_201903.nc\".format(conv_size, int(alpha), int(beta)))\n", | |
" df = df.join(ds.PrecCal.mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta))))\n", | |
" \n", | |
"ax = df.plot(subplots=True, layout=(6,7), figsize=(20,20), ylim=[0,1.5])\n", | |
"\n", | |
"for axe in ax[0]:\n", | |
" axe.plot(df.index, df[0])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"mse 0.19684072 0.13678353\n", | |
"conv3_alpha1_beta1 0.16705081 0.13591309\n", | |
"conv5_alpha1_beta1 0.16533247 0.1348249\n", | |
"conv7_alpha1_beta1 0.1684205 0.13272008\n", | |
"conv9_alpha1_beta1 0.16755968 0.13789845\n", | |
"conv3_alpha2_beta1 0.17464627 0.13976753\n", | |
"conv5_alpha2_beta1 0.17370695 0.14012818\n", | |
"conv7_alpha2_beta1 0.1735153 0.13942125\n", | |
"conv9_alpha2_beta1 0.19144966 0.14945361\n", | |
"conv3_alpha4_beta1 0.1647361 0.1334547\n", | |
"conv5_alpha4_beta1 0.16841915 0.13271995\n", | |
"conv7_alpha4_beta1 0.16842213 0.1327202\n", | |
"conv9_alpha4_beta1 0.16819549 0.14031732\n", | |
"conv3_alpha1_beta2 0.16164102 0.13296705\n", | |
"conv5_alpha1_beta2 0.20344765 0.14426701\n", | |
"conv7_alpha1_beta2 0.17716372 0.14584489\n", | |
"conv9_alpha1_beta2 0.16905077 0.13341975\n", | |
"conv3_alpha2_beta2 0.16671997 0.13546193\n", | |
"conv5_alpha2_beta2 0.1763162 0.14669846\n", | |
"conv7_alpha2_beta2 0.16819127 0.13604064\n", | |
"conv9_alpha2_beta2 0.17590906 0.14982246\n", | |
"conv3_alpha4_beta2 0.16842064 0.13272016\n", | |
"conv5_alpha4_beta2 0.16842051 0.13272007\n", | |
"conv7_alpha4_beta2 0.17884235 0.15029608\n", | |
"conv9_alpha4_beta2 0.16816244 0.13284017\n", | |
"conv3_alpha1_beta4 0.16323075 0.1330795\n", | |
"conv5_alpha1_beta4 0.21322516 0.16864306\n", | |
"conv7_alpha1_beta4 0.16129418 0.13447994\n", | |
"conv9_alpha1_beta4 0.16596922 0.13469645\n", | |
"conv3_alpha2_beta4 0.16671331 0.13492514\n", | |
"conv5_alpha2_beta4 0.16399096 0.13532494\n", | |
"conv7_alpha2_beta4 0.18037683 0.1490506\n", | |
"conv9_alpha2_beta4 0.16698407 0.13458617\n", | |
"conv3_alpha4_beta4 0.1684202 0.13272005\n", | |
"conv5_alpha4_beta4 0.16428293 0.13394508\n", | |
"conv7_alpha4_beta4 0.16841988 0.13272001\n", | |
"conv9_alpha4_beta4 0.1731614 0.13537596\n" | |
] | |
} | |
], | |
"source": [ | |
"ds = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"prec_orig = ds.PrecCal\n", | |
"\n", | |
"ds = xr.open_dataset(\"model_2months_200epochs_4chan_mse_201903.nc\")\n", | |
"df = ds.PrecCal.mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"mse\")\n", | |
"\n", | |
"vrs = []\n", | |
"biases = []\n", | |
"cube = ds.PrecCal.values\n", | |
"for t in range(cube.shape[0]):\n", | |
" vrs.append(np.abs(var_conv(cube[t,:,:], 3)-var_conv(prec_orig[t,:,:], 3)).mean())\n", | |
" biases.append(np.abs(mean_conv(cube[t,:,:], 3)-mean_conv(prec_orig[t,:,:], 3)).mean())\n", | |
" \n", | |
"print(\"mse\", np.mean(biases), np.mean(vrs))\n", | |
" \n", | |
"for beta in [1.,2.,4.]:\n", | |
" for alpha in [1.,2.,4.]:\n", | |
" for conv_size in [3,5,7,9]:\n", | |
" ds = xr.open_dataset(\"model_2months_200epochs_4chan_conv{}_alpha{}_beta{}_201903.nc\".format(conv_size, int(alpha), int(beta)))\n", | |
" cube = ds.PrecCal.values\n", | |
" \n", | |
" vrs = []\n", | |
" biases = []\n", | |
" for t in range(cube.shape[0]):\n", | |
" vrs.append(np.abs(var_conv(cube[t,:,:], 3)-var_conv(prec_orig[t,:,:], 3)).mean())\n", | |
" biases.append(np.abs(mean_conv(cube[t,:,:], 3)-mean_conv(prec_orig[t,:,:], 3)).mean())\n", | |
" \n", | |
" print(\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta)), np.mean(biases), np.mean(vrs))\n", | |
" #df = df.join(ds.PrecCal.mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta))))\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7fb8eb581f28>]" | |
] | |
}, | |
"execution_count": 13, | |
"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": [ | |
"dsyh = xr.open_dataset(\"model_2months_150epochs_mse_201903.nc\")\n", | |
"\n", | |
"dsyh.PrecCal.mean(dim=[\"x\",\"y\"]).plot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(128, 128)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb8eb0176a0>" | |
] | |
}, | |
"execution_count": 22, | |
"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": [ | |
"dsy = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"arr_y = dsy.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"dsyh = xr.open_dataset(\"model_2months_150epochs_mse_201903.nc\")\n", | |
"arr_yh = dsyh.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"print(arr.shape)\n", | |
"#out = var_conv(arr, n)\n", | |
"#print(out.shape, out)\n", | |
"plt.imshow(np.hstack((arr_y,arr_yh)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(128, 128)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb8eb0e14e0>" | |
] | |
}, | |
"execution_count": 21, | |
"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": [ | |
"dsy = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"arr_y = dsy.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"dsyh = xr.open_dataset(\"model_2months_150epochs_conv5_alpha2_beta4_201903.nc\")\n", | |
"arr_yh = dsyh.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"print(arr.shape)\n", | |
"#out = var_conv(arr, n)\n", | |
"#print(out.shape, out)\n", | |
"plt.imshow(np.hstack((arr_y,arr_yh)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dsy = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"arr_y = dsy.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"dsyh = xr.open_dataset(\"model_2months_150epochs_mse_201903.nc\")\n", | |
"arr_yh = dsyh.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"print(arr.shape)\n", | |
"#out = var_conv(arr, n)\n", | |
"#print(out.shape, out)\n", | |
"plt.imshow(np.hstack((arr_y,arr_yh)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb8eaeaf7b8>" | |
] | |
}, | |
"execution_count": 24, | |
"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": [ | |
"dsy = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"arr_y = dsy.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"#dsyh = xr.open_dataset(\"model_2months_150epochs_mse_201903.nc\")\n", | |
"dsyh = xr.open_dataset(\"model_2months_150epochs_conv5_alpha2_beta4_201903.nc\")\n", | |
"arr_yh = dsyh.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"var_y = var_conv(arr_y, 5)\n", | |
"var_yh = var_conv(arr_yh, 5)\n", | |
"\n", | |
"plt.imshow(np.hstack((var_y,var_yh)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fb8eb14f0f0>" | |
] | |
}, | |
"execution_count": 26, | |
"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": [ | |
"dsy = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"arr_y = dsy.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"#dsyh = xr.open_dataset(\"model_2months_150epochs_mse_201903.nc\")\n", | |
"dsyh = xr.open_dataset(\"model_2months_150epochs_conv5_alpha2_beta4_201903.nc\")\n", | |
"arr_yh = dsyh.PrecCal.sel(time=\"2019-03-29T12:00:00\").values\n", | |
"\n", | |
"mean_y = mean_conv(arr_y, 5)\n", | |
"mean_yh = mean_conv(arr_yh, 5)\n", | |
"\n", | |
"plt.imshow(np.hstack((mean_y,mean_yh)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'\\n\\nds = xr.open_dataset(\"model_2months_200epochs_4chan_mse_201903.nc\")\\ndf = abs(ds.PrecCal-prec_orig).mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"mse\")\\nprint(\"mse\", abs(ds.PrecCal-prec_orig).mean().values)\\n\\n\\nfor beta in [1.,2.,4.]:\\n for alpha in [1.,2.,4.]:\\n for conv_size in [3,5,7,9]:\\n ds = xr.open_dataset(\"model_2months_200epochs_4chan_conv{}_alpha{}_beta{}_201903.nc\".format(conv_size, int(alpha), int(beta)))\\n df = df.join(abs(ds.PrecCal-prec_orig).mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta))))\\n print(\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta)), (ds.PrecCal-prec_orig).pow(2).mean().values)\\nax = df.plot(subplots=True, layout=(6,7), figsize=(20,20), ylim=[0,1.5])\\n'" | |
] | |
}, | |
"execution_count": 16, | |
"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": [ | |
"ds = xr.open_dataset(\"/data/GPM_HIM8/GPM_201903.nc\")\n", | |
"\n", | |
"\n", | |
"precs = ds.PrecCal.values.flatten()\n", | |
"precs = precs[precs>20.0]\n", | |
"precs = precs[precs<80.0]\n", | |
"\n", | |
"plt.hist(precs, bins=40)\n", | |
"\n", | |
"\"\"\"\n", | |
"\n", | |
"ds = xr.open_dataset(\"model_2months_200epochs_4chan_mse_201903.nc\")\n", | |
"df = abs(ds.PrecCal-prec_orig).mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"mse\")\n", | |
"print(\"mse\", abs(ds.PrecCal-prec_orig).mean().values)\n", | |
"\n", | |
"\n", | |
"for beta in [1.,2.,4.]:\n", | |
" for alpha in [1.,2.,4.]:\n", | |
" for conv_size in [3,5,7,9]:\n", | |
" ds = xr.open_dataset(\"model_2months_200epochs_4chan_conv{}_alpha{}_beta{}_201903.nc\".format(conv_size, int(alpha), int(beta)))\n", | |
" df = df.join(abs(ds.PrecCal-prec_orig).mean(dim=[\"x\",\"y\"]).to_dataframe(name=\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta))))\n", | |
" print(\"conv{}_alpha{}_beta{}\".format(conv_size, int(alpha), int(beta)), (ds.PrecCal-prec_orig).pow(2).mean().values)\n", | |
"ax = df.plot(subplots=True, layout=(6,7), figsize=(20,20), ylim=[0,1.5])\n", | |
"\"\"\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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DrBWyfgf4nW75POCbG51tOUkWjl19leQJwIsYzPvfCLyiO2yeHmvL5f16kj8Gfg94VVX9tM+Mw0bkPVRVTx16rP2wqs6c2jnnaOAIQJLnA58HvsJg1AWD6YADDF5938ngKoyLq+r7vYQcskLe9wOPA77XbftCVf3Jxid8tFF5a/Cu32PHHAaWqqr3OwSu8Pv9NHAFcA7wY+Avq+ozvYTsrJD1Bww+2Wsr8L/An1bVoV5CDknyGwxe9NzCYHC3v6rekeTXGHy+wSnAzcAfHHvxuU8r5D3KoBMe7g69uqre0VPMnxmV97hjHqmqk6Z2znkrdEnS2szdlIskaW0sdElqhIUuSY2w0CWpERa6JDXCQpekRljoktQIC12SGvF/5qLpAdhpGaUAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ds = xr.open_dataset(\"model_2months_200epochs_4chan_mse_201903.nc\")\n", | |
"\n", | |
"\n", | |
"precs = ds.PrecCal.values.flatten()\n", | |
"precs = precs[precs>20.0]\n", | |
"precs = precs[precs<80.0]\n", | |
"\n", | |
"_ = plt.hist(precs, bins=40)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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uWe+vs0amX87yN9a3wntxtVxTeS+u5Xe+G38jj15Qnd6+GmIjQz6AlwJf7X6Z39HNu5zlIxaAJwAfY/nCw78DTx9Z9x3dencDF26FXMArgDuAg8AB4OWbnOvXWD6P998s/4Vzx8i6r+vyHgJeO+tMwAuA27pf9tuASzd5X/0z8F/dz+ogsG/a+2ojubbA/nrvyO/2FxgptBm/F1fMNc334qRMY2NvpCv3ae4rbz8gSQ3aaufcJUkDsNwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSg/4PXkKZw/t9UR0AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ds = xr.open_dataset(\"model_2months_200epochs_4chan_conv7_alpha4_beta1_201903.nc\")\n", | |
"\n", | |
"\n", | |
"precs = ds.PrecCal.values.flatten()\n", | |
"#precs = precs[precs>20.0]\n", | |
"#precs = precs[precs<80.0]\n", | |
"\n", | |
"_ = plt.hist(precs, bins=40)" | |
] | |
}, | |
{ | |
"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": "3.6.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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