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@AndrewILWilliams
Created October 7, 2021 09:21
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "b849a33c",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "eec73f21",
"metadata": {},
"outputs": [],
"source": [
"\"\"\" Example 1D array \"\"\"\n",
"da_1d = xr.DataArray(np.random.normal(size=(240)), dims=['time'],\n",
" coords={'time': pd.date_range(start='6/15/1861', end='6/15/2101', freq='1Y')})\n",
"\n",
"\n",
"\"\"\" Setting up an example 3D array [time, lon, lat] with shape (240,180,37)\"\"\"\n",
"da_3d = xr.DataArray(np.random.normal(size=(240,180,37)), dims=['time', 'longitude', 'latitude'],\n",
" coords={'time': pd.date_range(start='6/15/1861', end='6/15/2101', freq='1Y'),\n",
" 'longitude': np.linspace(0,358,180),\n",
" 'latitude': np.linspace(-18,18,37)})\n"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "a1a51a47",
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import linregress\n",
"\n",
"def get_r_value(x, y):\n",
" r=linregress(x,y)[2]\n",
" return xr.DataArray(r)"
]
},
{
"cell_type": "markdown",
"id": "ba63a767",
"metadata": {},
"source": [
"# Example, just calculate r-value for each lat-lon point with all years"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "692d5be4",
"metadata": {},
"outputs": [],
"source": [
"r = xr.apply_ufunc(get_r_value,\n",
" da_1d, da_3d,\n",
" vectorize=True,\n",
" input_core_dims=[['time'], ['time']],# reduce along 'time', 'time'\n",
" output_dtypes=[da_1d.dtype]\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "ebfaf92f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fefa282b4d0>"
]
},
"execution_count": 74,
"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": [
"r.plot()"
]
},
{
"cell_type": "markdown",
"id": "9ea61ef9",
"metadata": {},
"source": [
"# Now, do the approach you asked for -- 60 years, then 61 years, then 62 years, ..."
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "6856b1a8",
"metadata": {},
"outputs": [],
"source": [
"\"\"\" Set up outut array of shape (180, 180, 37) to store all the r-values \"\"\"\n",
"\n",
"da_r = xr.DataArray(np.empty((180,180,37)), dims=['end_year', 'longitude', 'latitude'],\n",
" coords={'end_year': pd.date_range(start='6/15/1921', end='6/15/2101', freq='1Y'),\n",
" 'longitude': np.linspace(0,358,180),\n",
" 'latitude': np.linspace(-18,18,37)})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0ee9f97f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 137,
"id": "484af7a5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"20\n",
"40\n",
"60\n",
"80\n",
"100\n",
"120\n",
"140\n",
"160\n",
"CPU times: user 9min 47s, sys: 591 ms, total: 9min 48s\n",
"Wall time: 9min 48s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"for idx, year in enumerate(da_r.end_year):\n",
" \n",
" if idx%20==0:\n",
" print(idx)\n",
" \n",
" # Calculate r-value for years 0-60+idx\n",
" r_val = xr.apply_ufunc(get_r_value,\n",
" da_1d.isel(time=slice(0,60+idx)), da_3d.isel(time=slice(0,60+idx)),\n",
" vectorize=True,\n",
" input_core_dims=[['time'], ['time']],# reduce along 'time', 'time'\n",
" output_dtypes=[da_1d.dtype]\n",
" )\n",
" \n",
" da_r.loc[da_r.end_year==year] = r_val.values"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9cd04fbe",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 141,
"id": "50a37cec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fefa24ad850>"
]
},
"execution_count": 141,
"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": [
"da_r[-2,...].plot()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"id": "9403bfeb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fefa23e5a90>"
]
},
"execution_count": 142,
"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": [
"da_r[30,...].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "048296aa",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "73e39302",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "4883eebc",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "plumeworld",
"language": "python",
"name": "plumeworld"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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