{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "from salishsea_tools import places\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "atmos = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')\n", "(iY, iX) = places.PLACES['Sand Heads']['wind grid ji'] " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "u_wind2015 = atmos.u_wind.sel(time ='2015', gridX=iX, gridY=iY, method='nearest')\n", "v_wind2015 = atmos.v_wind.sel(time ='2015', gridX=iX, gridY=iY, method='nearest')\n", "u_wind2016 = atmos.u_wind.sel(time ='2016', gridX=iX, gridY=iY, method='nearest')\n", "v_wind2016 = atmos.v_wind.sel(time ='2016', gridX=iX, gridY=iY, method='nearest')\n", "u_wind2017 = atmos.u_wind.sel(time ='2017', gridX=iX, gridY=iY, method='nearest')\n", "v_wind2017 = atmos.v_wind.sel(time ='2017', gridX=iX, gridY=iY, method='nearest')\n", "u_wind2018 = atmos.u_wind.sel(time ='2018', gridX=iX, gridY=iY, method='nearest')\n", "v_wind2018 = atmos.v_wind.sel(time ='2018', gridX=iX, gridY=iY, method='nearest')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "v_wind2016.plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "along_strait2015 = np.cos(np.deg2rad(29))*v_wind2015 + np.sin(np.deg2rad(29))*u_wind2015\n", "along_strait2016 = np.cos(np.deg2rad(29))*v_wind2016 + np.sin(np.deg2rad(29))*u_wind2016\n", "along_strait2017 = np.cos(np.deg2rad(29))*v_wind2017 + np.sin(np.deg2rad(29))*u_wind2017\n", "along_strait2018 = np.cos(np.deg2rad(29))*v_wind2018 + np.sin(np.deg2rad(29))*u_wind2018" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "along_strait = xr.concat([along_strait2015, along_strait2016, along_strait2017, along_strait2018], dim='time')\n", "day_avg_wind = along_strait.resample(time='1D').mean()\n", "day_avg_wind_pd = day_avg_wind.to_dataframe(name='wind')\n", "day_avg_wind_pd = day_avg_wind_pd.drop('gridY', 1)\n", "day_avg_wind_pd = day_avg_wind_pd.drop('gridX', 1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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