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Jupyter notebook to test for pykrige differences in loop backend between version 1.3.1 and 1.4.0
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pykrige"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.4.0'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pykrige.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generate 2D dummy data and subsample some points from it"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def f(x, y):\n",
" return (1 - x / 2 + x ** 5 + y ** 3) * np.exp(-x ** 2 -y ** 2)\n",
"\n",
"n = 256\n",
"x = np.linspace(-3, 3, n)\n",
"y = np.linspace(-3, 3, n)\n",
"X, Y = np.meshgrid(x, y)\n",
"\n",
"Z = f(X, Y)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)\n",
"\n",
"N = 100\n",
"x_points = np.random.rand(N) * 6 - 3\n",
"y_points = np.random.rand(N) * 6 - 3\n",
"\n",
"z_points = f(x_points, y_points)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,8))\n",
"pc = ax.pcolormesh(X, Y, Z, vmin=-1, vmax=1)\n",
"sc = ax.scatter(x_points, y_points, c=z_points, edgecolor='k', vmin=-1, vmax=1)\n",
"plt.colorbar(pc);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Use ordiniary Kriging to interpolate the 2D field "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1.50086521e-02, 1.43311165e-02, 1.36764930e-02, ...,\n",
" 5.81593966e-02, 5.89476753e-02, 5.97631264e-02],\n",
" [ 1.46182288e-02, 1.39478164e-02, 1.33009742e-02, ...,\n",
" 5.70466685e-02, 5.78597124e-02, 5.87005068e-02],\n",
" [ 1.42556332e-02, 1.35937922e-02, 1.29582320e-02, ...,\n",
" 5.58496906e-02, 5.66880699e-02, 5.75547539e-02],\n",
" ..., \n",
" [ 6.43176891e-04, 2.77168368e-04, -6.59936996e-05, ...,\n",
" 2.30194702e-02, 2.39855774e-02, 2.49785088e-02],\n",
" [ 8.90545557e-04, 5.22057389e-04, 1.76022140e-04, ...,\n",
" 2.43854723e-02, 2.53391695e-02, 2.63069548e-02],\n",
" [ 1.18775258e-03, 8.16446106e-04, 4.67221601e-04, ...,\n",
" 2.57433605e-02, 2.66667840e-02, 2.76034380e-02]])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ok = pykrige.OrdinaryKriging(x_points, y_points, z_points, variogram_model='spherical', weight=True)\n",
"\n",
"Z_from_ok, _ = ok.execute(style='points', xpoints=X.flatten(), ypoints=Y.flatten(), backend='loop')\n",
"Z_from_ok = Z_from_ok.reshape(X.shape);\n",
"\n",
"Z_from_ok"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot comparison"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x1520d8db50>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(12,6))\n",
"\n",
"ax[0].set_title('Original')\n",
"pc = ax[0].pcolormesh(X, Y, Z, vmin=-1, vmax=1)\n",
"sc = ax[0].scatter(x_points, y_points, c=z_points, edgecolor='k', vmin=-1, vmax=1)\n",
"plt.colorbar(pc, ax=ax[0])\n",
"\n",
"ax[1].set_title('Interpolated')\n",
"pc = ax[1].pcolormesh(X, Y, Z_from_ok, vmin=-1, vmax=1)\n",
"sc = ax[1].scatter(x_points, y_points, c=z_points, edgecolor='k', vmin=-1, vmax=1)\n",
"\n",
"plt.colorbar(pc)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"np.savetxt(fname='kriging_results_pykrige_v' + pykrige.__version__ + '.csv', \n",
" X=Z_from_ok)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# !!! Run the above cells for two different versions of `pykrige` and continue !!!\n",
"We are interested in the difference between version 1.3.1 and 1.4.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load results from the two different version of `pykrige`"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"Z_v131 = np.genfromtxt('kriging_results_pykrige_v1.3.1.csv')\n",
"Z_v140 = np.genfromtxt('kriging_results_pykrige_v1.4.0.csv')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x360 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 3, figsize=(16,5))\n",
"\n",
"ax[0].set_title('v1.3.1')\n",
"pc = ax[0].pcolormesh(X, Y, Z_v131, vmin=-1, vmax=1)\n",
"plt.colorbar(pc, ax=ax[0])\n",
"\n",
"ax[1].set_title('v1.4.0')\n",
"pc = ax[1].pcolormesh(X, Y, Z_v140, vmin=-1, vmax=1)\n",
"plt.colorbar(pc, ax=ax[1])\n",
"\n",
"ax[2].set_title('difference')\n",
"pc = plt.pcolormesh(X, Y, Z_v131 - Z_v140, cmap=plt.cm.RdBu)\n",
"plt.colorbar(pc);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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