{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arrow\n", "import datetime\n", "import gsw\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "import os\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "#from salishsea_tools import gsw_calls\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "gsw.density.sigma0(SA, CT)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mesh = nc.Dataset('/home/sallen/MEOPAR/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "160.02956\n" ] } ], "source": [ "iY = 258; iX = 178; iZ = 28\n", "depths = slice(0, iZ)\n", "iY2 = 388; iX2 = 271\n", "print (mesh.variables['gdepw_0'][0, iZ+1, iY2, iX2])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "e3t = mesh.variables['e3t_0'][0, :iZ, iY, iX]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def get_ts(start, endtime, numberofdays):\n", " timerange = arrow.Arrow.range('day', start, endtime)\n", " saltV = np.empty((numberofdays, iZ))\n", " tempV = np.empty_like(saltV)\n", " saltS = np.empty_like(saltV)\n", " tempS = np.empty_like(saltV)\n", " time = []\n", " for it, r in enumerate(timerange):\n", " dir1 = r.format('DDMMMYY').lower()\n", " ymd = r.format('YYYYMMDD')\n", " filename = f'SalishSea_1d_{ymd}_{ymd}_grid_T.nc'\n", " with xr.open_dataset(os.path.join('/results2/SalishSea/nowcast-green.201806/', dir1, filename)) as ds:\n", " saltV[it, :] = ds.vosaline[0, depths, iY, iX]\n", " saltS[it, :] = ds.vosaline[0, depths, iY2, iX2]\n", " tempV[it, :] = ds.votemper[0, depths, iY, iX]\n", " tempS[it, :] = ds.votemper[0, depths, iY2, iX2]\n", " time.append(r.datetime)\n", " return time, saltV, saltS, tempV, tempS" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def find_mean_sigma(saltV, saltS, tempV, tempS):\n", " sigmaV = gsw.density.sigma0(saltV, tempV)\n", "\n", " tlen = sigmaV.shape[0]\n", " south = np.sum(sigmaV[0:tlen] * e3t, axis=1)\n", "\n", " sigmaS = gsw.density.sigma0(saltS, tempS)\n", " tlen = sigmaS.shape[0]\n", " north = np.sum(sigmaS[0:tlen] * e3t, axis=1)\n", " return south, north" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "start = datetime.datetime(2018, 1, 1)\n", "endtime = datetime.datetime(2018, 12, 31)\n", "numberofdays = int((endtime - start)/(datetime.datetime(2015, 1, 2) - datetime.datetime(2015, 1, 1)) + 1)\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", "time, saltV, saltS, tempV, tempS = get_ts(start, endtime, numberofdays)\n", "ax[0].plot(time, saltS);\n", "south, north = find_mean_sigma(saltV, saltS, tempV, tempS)\n", "ax[1].plot(time, south)\n", "\n", "density = pd.DataFrame(data={'south': south, 'north': north}, index=time)\n", "density.to_csv('sigma_2018_201806.csv')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py37/lib/python3.7/site-packages/pandas/core/arrays/datetimes.py:1269: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " UserWarning,\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(density.south-density.north).plot();" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "msouth = day_avg_south.rolling(window=4, center=True).mean()\n", "mnorth = day_avg_north.rolling(window=4, center=True).mean()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sigmaS = gsw_calls.generic_gsw_caller('gsw_sigma0.m', [saltS, tempS])" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Vdb0uNeiqxrmWoRevZL1yxX4zIkTHyIfsJ5y8d2dhRNSO1i29eOehInZ1Klun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\nrcZMu1FO8+7onGfLt+y0Ez6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xZr8d0XRH/1xD1sgWLXvEEVWIeD58/dVJR4vrdeyFaRxz\nrXmEnW5CwLHTTbjxp1epXzVb8cM90FZMftDRdXRH6HMLRTffxIqd2QSg17Nfm17ixs4FFo+v+ufO\nwuiudZ4cM7wxDMPYHAqYtaNhGMYGsTNdwzCMTXF6jwGfFjbpGoZxflHQ+9Phnjo26RqGcb452RNp\nG8MmXcMwzjd2TdcwDGNDqJ459cJD8V6o5hBbh0a4NdteyXs/1LeuE7N28Si/3ZWymnw+b063kyYw\ne5UOWdch7oUxt5utpNM8QRursS3Lx8E+tLFa0UXOFjW351t8fudiH1erjs9PLwKsaB676OnUM77h\nuPQp4dKf7jL6fAULh6ogQdAovOIPA6Lwyt+Dy59URjsKKoAQVNAg1NdGbL0AF56FC8/DrRcucafZ\nggj1NIIKIQrT2YjRLaGaAwqT5yte8WEY3Ra2XkhaWtdGJrcV14CfC1svgjZZJxod1Qy2r80Y7Sn1\n7QXbn4P6lufCZx1XPqGEvT38tKGaKeObIB2MdpTRTmR8C27Mt6n24dE/nnH7ucuMbzYQQQL4hSAB\nqimMbsP2c46tG0q9162kZWn2R/idinB7BFHgxQm397cIN8dc+WTaX9el/usa3x+zEB1t52mbCoIk\nO9adETE6dmZjmnw8F7FiFkbcWUzYa0e00VHtg2ZNb1Rhdz5mdzo5MCYBZqFmujem7dLY2G3G/fIh\nSdM7IqowbVbXwcExvE6rFTeuXzpy/fXuEp+aviJperOn7+TzS23yYUQVVA8f73cjqhDC6pTz+Z2L\nSRMd7v7bvC9Oz8T8VLAzXcMwzjGKhsMfaHpY2KRrGMb55eTWjhvjvi4viMhbROSPReQTInJsbiDD\nMIyN82CtHV8y93ymKyIe+GfANwLPAv9eRN6rqn94WsEZhmHcDwroOTrTfRPwCVX9U1VtgH9BStJm\nGIZxNtAHbmL+krmfa7qvAT47+P4s8J/dXziGYRiny1m7kSZ6j3IJEfk24JtV9X/I378TeJOq/u21\ncu8A3pG/fhnwzL2H+0B4DLj+sIMYcNbigbMX01mLB85eTGctHnjpMf1HqvrK+2lQRP5Nbvc4rqvq\nW+6nrZNyP2e6zwKvG3x/LfD8eqGcUfMpABF5+h6Tvz0wzlpMZy0eOHsxnbV44OzFdNbigYcT06Ym\n0pfC/VzT/ffAG0Tk9SIyAr6dlKTNMAzDOIJ7PtNV1U5Evg/4DcAD71LVj55aZIZhGOeQ+3o4QlV/\nHfj1l7DJU/fT3gPirMV01uKBsxfTWYsHzl5MZy0eOJsxbZx7vpFmGIZhvHQeiuGNYRjGy5WNTLpn\n5XFhEfmUiHxERD4kIk/nZVdF5H0i8vH8/ugDjuFdIvKiiDwzWHZoDJL4p7nfPiwiX7mheH5MRJ7L\n/fQhEXnrYN0P53j+WES++bTjyW28TkR+S0Q+JiIfFZHvz8sfSj/dJZ6H1k8iMhGR3xWRP8gx/YO8\n/PUi8sHcR7+Yb3IjIuP8/RN5/RduKJ53i8ifDfrojXn5Ax/bZxZVfaAv0k22TwJfBIyAPwC+9EG3\ne0QsnwIeW1v2E8AP5c8/BPxvDziGvwJ8JfDMcTEAbwX+NSDAVwMf3FA8Pwb83UPKfmk+fmPg9fm4\n+gcQ0xPAV+bPl4A/yW0/lH66SzwPrZ/yvl7Mn2vgg3nffwn49rz8nwPfkz//T8A/z5+/HfjFDcXz\nbuBbDyn/wMf2WX1t4kz3rD8u/DbgPfnze4C/8SAbU9XfAW6eMIa3AT+niQ8Aj4jIExuI5yjeBvwL\nVV2o6p8BnyAd31NFVa+p6u/nz7vAx0hPQD6UfrpLPEfxwPsp7+te/lrnlwLfAPyrvHy9j0rf/Svg\nzSJyaqa1d4nnKB742D6rbGLSPexx4bsN2AeJAr8pIr+Xn5QDeFxVr0H6cQGveghxHRXDw+y778v/\n9r1rcMll4/Hkf4O/gnTm9ND7aS0eeIj9JCJeRD4EvAi8j3RGfVtVu0Pa7WPK6+8Ar3iQ8ahq6aP/\nNffRT4vIeD2eQ2I912xi0j3sr+nDkkx8jap+JfDXgO8Vkb/ykOI4KQ+r734G+GLgjcA14CcfRjwi\nchH4ZeAHVHXnbkUPWXbqcR0Sz0PtJ1UNqvpG0tOgbwK+5C7tPvCY1uMRkS8Dfhj4j4GvAq4CP7ip\neM4qm5h0T/S48CZQ1efz+4vAr5IG6gvl35r8/uJDCO2oGB5K36nqC/kHFIGfZfmv8cbiEZGaNMH9\nvKr+Sl780PrpsHjOQj/lOG4Dv026NvqIiBT9/bDdPqa8/gonv6x0r/G8JV+aUVVdAP8nD6mPzhKb\nmHTPxOPCInJBRC6Vz8A3kcx33gu8PRd7O/Brm47tLjG8F/jv8p3erwbulH+vHyRr19a+haVJ0XuB\nb893wl8PvAH43QfQvgDvBD6mqj81WPVQ+umoeB5mP4nIK0Xkkfx5C/irpGvNvwV8ay623kel774V\n+LeqempnlkfE80eDP5JCur487KONj+0zwSbu1pHuVP4J6ZrTj2yizUNi+CLSHeU/AD5a4iBd13o/\n8PH8fvUBx/ELpH9FW5EtctIAAACzSURBVNJf++8+KgbSv2D/LPfbR4AnNxTP/5Xb+zDpx/HEoPyP\n5Hj+GPhrD6iP/gvSv5ofBj6UX299WP10l3geWj8BXw78h9z2M8DfH4zz3yXdvPuXwDgvn+Tvn8jr\nv2hD8fzb3EfPAP83S4XDAx/bZ/VlT6QZhmFsEHsizTAMY4PYpGsYhrFBbNI1DMPYIDbpGoZhbBCb\ndA3DMDaITbqGYRgbxCZdwzCMDWKTrmEYxgb5/wE99i3Qip1Q4AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(sigmaS.transpose())\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sigmaV = gsw_calls.generic_gsw_caller('gsw_sigma0.m', [saltV, tempV])" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NbrBf8rTm+KScJe2tq2FOfVRVbM/7XhXLMY1VVK7akcQp2KFTvUh6WKfS5fX5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\nwOTWLeorE9qtCq8KofgTwB2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