{ "cells": [ { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from salishsea_tools import grid_tools, nc_tools, timeseries_tools, viz_tools\n", "import numpy as np\n", "import xarray as xr\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import pickle\n", "import netCDF4 as nc\n", "import xarray as xr\n", "import datetime\n", "from scipy import signal\n", "import cmocean\n", "import statsmodels.api as sm\n", "from matplotlib.colors import LogNorm\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f0 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/21sep14/SalishSea_1h_20140921_20140927_ptrc_T.nc')\n", "f1 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/15oct14/SalishSea_1h_20141015_20141025_ptrc_T.nc')\n", "f2 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/27nov14/SalishSea_1h_20141127_20141204_ptrc_T.nc')\n", "f3 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/03dec14/SalishSea_1h_20141203_20141211_ptrc_T.nc')\n", "f4 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/23dec14/SalishSea_1h_20141223_20141230_ptrc_T.nc')\n", "f5 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/16apr15/SalishSea_1h_20150416_20150423_ptrc_T.nc')\n", "f6 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/25apr15/SalishSea_1h_20150425_20150429_ptrc_T.nc')\n", "f7 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/30apr15/SalishSea_1h_20150430_20150503_ptrc_T.nc')\n", "f8 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/03jun15/SalishSea_1h_20150603_20150622_ptrc_T.nc')\n", "f9 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/29jun15/SalishSea_1h_20150629_20150706_ptrc_T.nc')\n", "f10 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/13jul15/SalishSea_1h_20150713_20150722_ptrc_T.nc')\n", "f11 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/09aug15/SalishSea_1h_20150809_20150824_ptrc_T.nc')\n", "f12 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/27aug15/SalishSea_1h_20150827_20150903_ptrc_T.nc')\n", "f13 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/10sep15/SalishSea_1h_20150910_20151013_ptrc_T.nc')\n", "f14 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/13nov15/SalishSea_1h_20151113_20151125_ptrc_T.nc')\n", "f15 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/13dec15/SalishSea_1h_20151212_20151215_ptrc_T.nc')\n", "f16 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/23dec15/SalishSea_1h_20151223_20151226_ptrc_T.nc')\n", "f17 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/10jan16/SalishSea_1h_20160110_20160206_ptrc_T.nc')\n", "f18 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/26mar16/SalishSea_1h_20160326_20160329_ptrc_T.nc')\n", "f19 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/03may16/SalishSea_1h_20160503_20160514_ptrc_T.nc')\n", "f20 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/17may16/SalishSea_1h_20160517_20160520_ptrc_T.nc')\n", "f21 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/24jul16/SalishSea_1h_20160724_20160802_ptrc_T.nc')\n", "f22 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/02aug16/SalishSea_1h_20160802_20160828_ptrc_T.nc')\n", "f23 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/29dec16/SalishSea_1h_20161229_20170102_ptrc_T.nc')\n", "f24 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/03apr17/SalishSea_1h_20170403_20170407_ptrc_T.nc')\n", "f25 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/10jun17/SalishSea_1h_20170610_20170616_ptrc_T.nc')\n", "f26 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/19jun17/SalishSea_1h_20170619_20170629_ptrc_T.nc')\n", "f27 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/08jul17/SalishSea_1h_20170708_20170711_ptrc_T.nc')\n", "f28 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/23jul17/SalishSea_1h_20170723_20170728_ptrc_T.nc')\n", "f29 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/12sep17/SalishSea_1h_20170912_20170916_ptrc_T.nc')\n", "f30 = nc.Dataset('/data/vdo/MEOPAR/completed-runs/stats-runs/17dec17/SalishSea_1h_20171217_20171221_ptrc_T.nc')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f0surface = f0.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f1surface = f1.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f2surface = f2.variables['mytracer3'][:,0,350:750,100:]\n", "f3surface = f3.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f4surface = f4.variables['mytracer3'][:,0,350:750,100:]\n", "f5surface = f5.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f6surface = f6.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f7surface = f7.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f8surface = f8.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f9surface = f9.variables['mytracer3'][:,0,350:750,100:]\n", "f10surface = f10.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f11surface = f11.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f12surface = f12.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f13surface = f13.variables['mytracer3'][:,0,350:750,100:]\n", "f14surface = f14.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f15surface = f15.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f16surface = f16.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f17surface = f17.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f18surface = f18.variables['mytracer3'][:,0,350:750,100:]\n", "f19surface = f19.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f20surface = f20.variables['mytracer3'][:,0,350:750,100:]\n", "f21surface = f21.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f22surface = f22.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f23surface = f23.variables['mytracer3'][:,0,350:750,100:]\n", "f24surface = f24.variables['mytracer3'][:,0,350:750,100:]\n", "f25surface = f25.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f26surface = f26.variables['mytracer3'][:,0,350:750,100:]\n", "f27surface = f27.variables['mytracer3'][:,0,350:750,100:]\n", "f28surface = f28.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f29surface = f29.variables['mytracer3'][:,0,350:750,100:]\n", "f30surface = f30.variables['mytracer3'][:,0,350:750,100:]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(192, 400, 298)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f9surface.shape" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(120, 400, 298)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "together = np.append(f0surface, f1surface, axis = 0)\n", "for f in ([f2surface,f3surface,f4surface,f5surface,f6surface,f7surface,f8surface,f9surface, \n", " f10surface, f11surface, f12surface, f13surface, f14surface, f15surface, f16surface,\n", " f17surface, f18surface, f19surface, f20surface, f21surface, f22surface, f23surface,\n", " f24surface, f25surface, f26surface, f27surface, f28surface, f29surface, f30surface]):\n", " together = np.append(together, f, axis = 0)\n", "f.shape" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(7440, 400, 298)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "together.shape" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(7440, 400, 298)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "together[together > 2] = 0\n", "together.shape" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "cropped_mesh = 1 - mesh.variables['tmask'][0,0,350:750, 100:]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy import signal" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import datetime" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "winds = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "si_uwinds = np.array([])\n", "si_vwinds = np.array([])\n", "ss_uwinds = np.array([])\n", "ss_vwinds = np.array([])\n", "dates = np.array([])\n", "for f in ([f0, f1, f2, f3,f4, f5, f6,f7, f8, f9, f10, f11, f12, f13, f14, f15, f16, f17, f18, f19, \n", " f20, f21, f22, f23, f24, f25, f26, f27, f28, f29, f30]):\n", " dates = np.append(dates, nc.num2date(f.variables['time_counter'][:],\n", " f.variables['time_counter'].units))\n", " si_uwind = (winds.u_wind.isel(gridY = 160, gridX = 120)\n", " .sel(time = slice(nc.num2date(f.variables['time_counter'][0],\n", " f.variables['time_counter'].units),\n", " nc.num2date(f.variables['time_counter'][-1],\n", " f.variables['time_counter'].units) \n", " + datetime.timedelta(hours = 1)))).values\n", " si_vwind = (winds.v_wind.isel(gridY = 160, gridX = 120)\n", " .sel(time = slice(nc.num2date(f.variables['time_counter'][0],\n", " f.variables['time_counter'].units),\n", " nc.num2date(f.variables['time_counter'][-1],\n", " f.variables['time_counter'].units) \n", " + datetime.timedelta(hours = 1)))).values\n", " ss_uwind = (winds.u_wind.isel(gridY = 183, gridX = 107)\n", " .sel(time = slice(nc.num2date(f.variables['time_counter'][0],\n", " f.variables['time_counter'].units),\n", " nc.num2date(f.variables['time_counter'][-1],\n", " f.variables['time_counter'].units) \n", " + datetime.timedelta(hours = 1)))).values\n", " ss_vwind = (winds.v_wind.isel(gridY = 183, gridX = 107)\n", " .sel(time = slice(nc.num2date(f.variables['time_counter'][0],\n", " f.variables['time_counter'].units),\n", " nc.num2date(f.variables['time_counter'][-1],\n", " f.variables['time_counter'].units) \n", " + datetime.timedelta(hours = 1)))).values\n", " si_uwinds = np.append(si_uwinds, si_uwind)\n", " si_vwinds = np.append(si_vwinds, si_vwind)\n", " ss_uwinds = np.append(ss_uwinds, ss_uwind)\n", " ss_vwinds = np.append(ss_vwinds, ss_vwind)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "from salishsea_tools import timeseries_tools, geo_tools, tidetools\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "lats = grid.variables['nav_lat'][350:750:5,100::5]\n", "lons = grid.variables['nav_lon'][350:750:5,100::5]\n", "\n", "compressed_lats0 = np.ma.masked_array(lats, \n", " mask = 1 - \n", " mesh.variables['tmask'][0,0,350:750:5,100::5]).compressed()\n", "compressed_lons0 = np.ma.masked_array(lons, \n", " mask = 1 \n", " - mesh.variables['tmask'][0,0,350:750:5,100::5]).compressed()\n", "Yinds = np.array([])\n", "Xinds = np.array([])\n", "for lon, lat in zip(compressed_lons0, compressed_lats0):\n", " Yind, Xind = geo_tools.find_closest_model_point(lon, lat, X[350:750:5,100::5],\n", " Y[350:750:5,100::5], \n", " land_mask = bathy.mask[350:750:5,100::5])\n", " Yinds = np.append(Yinds, Yind)\n", " Xinds = np.append(Xinds, Xind)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "s = 100000\n", "nyqst = 1 / 500 / 2\n", "lowcut = 1 / s\n", "together2 = np.zeros(together.shape)\n", "for t in range(7440):\n", " for i, row in enumerate(together[t,...]): \n", " for slc in np.ma.clump_unmasked(np.ma.masked_array(row, mask = cropped_mesh[i, :])):\n", " together2[t, i, slc] = signal.lfilter(*signal.butter(2, lowcut / nyqst, btype='highpass'), row[slc])" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "Z2 = np.ma.reshape(np.ma.masked_array(together2[:,::5,::5], \n", " mask = (1-mesh.variables['tmask'][:,0,350:750:5,100::5])\n", " *np.ones((7440,1,1))).compressed(), \n", " ((7440, -1)))" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "A_prime2, sqrtL2, E_T2 = np.linalg.svd(Z2, full_matrices=False)\n", "A2 = A_prime2.dot(np.diag(sqrtL2))\n", "PercentVar2 = sqrtL2**2/(sqrtL2**2).sum()\n", "Z_02 = A2[:, 0, np.newaxis].dot(E_T2[0, np.newaxis, :])" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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V1bXso4JBC2btIUQRTZJJYUKTok7J+h2N2Fjb7Ft6mkVRGy2KSMBIKRHLZ797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M+pcalw5gMOLjOL05oEgeM45VB57h4vjzZnVBB9tEoj9aLisvqVShbhn5p+k572gdj6IO+8Cl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\nrlacZrwc25pDrjgYyQW1TfeUMrJdRMH6uwJmTaZGkTv07IAI07F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fxSxN1s55vtKPoR7A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\nseG1eS8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,6))\n", "ax.plot(A2[:,100]*-100, label = 'A10 * -100')\n", "ax.plot(si_vwinds, label = 'si v winds')\n", "ax.legend()\n", "ax.set_title('PercentVar[0] = ' + str(PercentVar2[0]*100))\n", "ax.set_xlim(0,7440);" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 km R2: 0.002906876646201262\n" ] }, { "data": { "image/png": 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PV2PT7V2oCl25j0BMrYdZK0qsYwCAkM3f5adnV1keXx0xTzXd0Xba2PajZzss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\n7Ilq4zlSYf7zetN791ken3z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = sm.add_constant(A2[:,100])\n", "model = sm.OLS(si_vwinds, X)\n", "results = model.fit()\n", "print('100 km R2: ', results.rsquared)\n", "fig, ax = plt.subplots(figsize = (6,6))\n", "c, xedge, yedge, im = ax.hist2d(A2[:,100] * -100, si_vwinds, bins=40, norm=LogNorm())\n", "ax.plot(np.arange(-20,20), np.arange(-20,20), color = 'grey')\n", "ax.set_ylabel('SI V winds')\n", "ax.set_xlabel('A10 * -100')\n", "fig.colorbar(im, ax = ax);" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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YxZv61aAseeYsSevd/TF3H5J0fTLv18/RzCS9QdJXGlnM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\nAJCCZAkAQAqSJQAAKUiWAACkIFkCAJCCZAkAQAq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gridded = np.zeros((80,60))\n", "for Yind, Xind, data in zip(Yinds, Xinds, E_T2[0,:]):\n", " gridded[int(Yind), int(Xind)] = data\n", "fig, ax = plt.subplots(figsize = ((12,9)))\n", "z = ax.pcolormesh(np.ma.masked_array(gridded, \n", " mask = 1 - \n", " mesh.variables['tmask'][0,0,350:750:5, 100::5]),\n", " vmin = -0.1, vmax = 0.1, \n", " cmap = cmocean.cm.curl)\n", "fig.colorbar(z, ax=ax)\n", "ax.set_title('E_T10')\n", "viz_tools.set_aspect(ax);" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "s = 200000\n", "nyqst = 1 / 500 / 2\n", "lowcut = 1 / s\n", "together3 = np.zeros(together.shape)\n", "for t in range(7440):\n", " for i, row in enumerate(together[t,...]): \n", " for slc in np.ma.clump_unmasked(np.ma.masked_array(row, mask = cropped_mesh[i, :])):\n", " together3[t, i, slc] = signal.lfilter(*signal.butter(2, lowcut / nyqst, btype='highpass'), row[slc])" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "Z3 = np.ma.reshape(np.ma.masked_array(together3[:,::5,::5], \n", " mask = (1-mesh.variables['tmask'][:,0,350:750:5,100::5])\n", " *np.ones((7440,1,1))).compressed(), \n", " ((7440, -1)))\n", "A_prime3, sqrtL3, E_T3 = np.linalg.svd(Z3, full_matrices=False)\n", "A3 = A_prime3.dot(np.diag(sqrtL3))\n", "PercentVar3 = sqrtL3**2/(sqrtL3**2).sum()\n", "Z_03 = A3[:, 0, np.newaxis].dot(E_T3[0, np.newaxis, :])" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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z1RJCchkvbr/x9llhw+4mAEBja2dgYpHcI4w+iIqiPKYru2d14VsjhBDSVWHf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4iyxECRhzxVjje++AN1THnCsEbbErpRSLV2QopqigVcsW12uk9K1A/ddsFaPHD1pmrvRua6\njRpFxfwc852OWDS22rtAg4R6TjXPs9XZFcd0I2cxa8e2IZ0BY8Sf08n7AY/PsqZYMFfT42dIRFQ5\nDBR5yFGcyOwteaVtD3ZZfEx5ChISVUt9TXFQrAxkrHSY5+koPCZRpXi1tLD2V4nm6XwJd4ZR8OOz\nGlyiDAybqv2vTD0D1KyJCu8PUUzVOmfz+EZZYI0iD3n6rhmjJ4wTVR4v0IgGtkZ9BaQ8B4qIqsHI\nwqnWhXlQWRp3cevg5zJreJS/WzZ5nrLabx3zVeCZXwOt4203G4Ol7JZR3jgvzyrdRI3X59SzbJyw\nYmK1d6GqGCjykKcvG/shRETZ+OLJS/Hf9/8Dk3NYxJqo0jxXPctBfyh8ulHY1DN9qxT/lD/s3Gir\nnUMpaRgKzDncdbNxMZyH9kiUK8yYzMxT127N9XX4zWevzPw1eJbzkKcvm7Evzqr6lL0cNQMiysDY\ntgacs2EqLz6I4Fz1TBPWSY76zVk6aWjsvTG4axIF/+50wn4TsXnuaJy7YWrMffA3urUeQ1lovmKY\nUUT9RcWLWZsrVPLLkbZiQeS6f7iyY3jmr8FAkYc8Fcvj1LPqyfGxgYiIKF3KOa9PpnvxsSx2oEhR\nZrCqpb4GXzplKYYPqQvZknLLLK7OjhnlW7XaKL8ZlAUGijzkKUBgZhRVdzdyRaLKy7EQERFRdDHP\n17YaRY4HOwfO8jziS+noq3LNLCJfruNRhV/enHrGL8dgMa6tAc11lakexBpFHvKUvmfsCTOKLLJC\nI0scuSIiosFCPeNZq0yls+pZ3H6VurXzoUMba/Hy7k7luWM9NfVDXLmO8ko6IkXVaqL8bgwev770\ngIolkDCjyEPWK1mMa2uIvK0RIe5jpIiIiIgyoo5ImzWKUuolltOrcj72uqPnO+7nFdJA974DpmHb\ngjGDfgUiyr9qBWx4FBw8CgWBYoVGSJhR5KGQ8Zv/i0s2RN6WU8+qh9F5IiIaLLwyitIKwsTOKFK2\nd06paGmocWybfL+ofxjWVIsbTlxS7d0gyh1r4QEeCCl9DBRVQX1NMfK2ZieNGUUVx0MuERENTunW\nhCnneXj9QxTPmWunYNdre6q9G4NCZ3ef45bKHrAkVwSkDDFQlHPMKCIiIqKsqRcaUQukRs44cjzP\nldtmhzyv98+Ae+ScI+lEdlceOqfauzBovNPZY/u94sWs9f95HCQvk4Y34tnX3k38eAaKco7FrN0q\n9VbwmEtERIOF1zkvrfOgmlHUUl/Cmes6Ij/WuQ+ThzfikoNn4NN3Pe55PxFRpeze5wgUeWzzL4fP\nxfzxrZXZISLFTy5ah32urLfoWMw6wNjW+mrvgtkBYjFryzVHzsMBM0diyaS2xM9x9voODKnQ0oJE\nRER5p2YHpT1KHbfWkfqyzqwmIQQu3Djdc1siokqa2j7E9rtXFuapqydjycShme4Hj4PkpbG2hGFN\ntYkfzytlH/dcvhENtdFrCWXFOOAwTGSZPqoZX9+xoqznuHzrbFy+NTj1nVWKiIhoMDIGp8JqC4Vd\nnMwZ04KZo5tj1yhSA0thD+WqZ0RULZ/cPh+b5ozChd/5K4DKXzkYeQScekZZYKDIR3tL9bOJVEwo\nqjwec4mIaLDwnHpW5mXPHRetAwDc8MsnzdvidmdC6yTxXE1EVTKkroS5Y1uqvRs8DlImOPUs56xi\n1owUVQqnpBER0WDztlJrwypmncELRejO2KaehWyb1spsRERJqMHsagVsmFFEWeAVcc4VrEgRVYhw\n/E9EVGmThzfaLtyJsvbaO53mz319WqejmFIURr2IiZ9RFLpF3N0hIkqNbZXGKh2OeBSkLDBQlHMH\nzW7HdT95DNsWjKn2rgw6YenuRERZ+Z8PH1DtXaBBRp1m1qMHikrFdKZ9lXM6DZv+xlM1EVWTPQOS\nkSIaOBgoyrlp7c3Ydd22au/G4MKDLRERDTLqxU6vPvesVEinQoGamCRjFl0MCwTxlE1E1VSIM1e2\nEvtAlBLWKKqwP+zcWO1doIh4yCUiosFCPedlOfUs0r7E2JwXSESUF9U6GvEoSFlgoKjCRrfmazU1\ncuPBloiIBhvvjKKQaV8JzphRgk/q84ZmFPGkTURVZEsoqtIBiQFzygIDRUQOfVmu9kJERJRD6gWO\nMTssrEZRVOpFTKkYr+sZWqOIwztEVEV5qGmag12gAYiBIiKHdzq1lYZ40CUiosEsrRpFahZRpIwi\nZZOwXeC5moiqSfj8XNF94IGQMsBAEREREdEg53WdkVKJItTXWN3NmphPyowhIsozW2C7SgEbxoko\nCwwUEfmIuTALERFRv6UGZMYPbdBuS2nJsfqaovlzMcJ0NnvNj+BtC2lFs4iIElCPndU6HPEoSFko\nVXsHiPKqt4+RIiIiGhzUC5wfvm81nnjpndSeu7HW6m7OGdMS67FhF0C8QCKiahI5mHvGYtaUBQaK\nKuSLJy1BbYkJXP0JA0VERDRYqNcZ7c31aG9Ob5XWOqX/85ljF4XvC1c9I6J+wpYBWaVIEY+DlAUG\niipky/wx1d4FiqmXc8+IiGiQSDIiHfURxnO3N9ehqS6862nfFa56RkT5FSewnRVmFFEWGCiiUKWC\nwLxxrdXejYpjRhEREVH5jGltSc6qzCgiojzjMYgGKgaKKNST126t9i5UBQNFRERE5TOKYkdN1I1T\n8oMXaURUTXk4BPE4SFlg0RwiHwwUERHRYBG6wpmHy7fOxoxRQ0K3swplxz+vhu0Xp54RUTUlOXam\njVPPKAsMFBH5aGusrfYuEBERVUSSy4yxbQ344slLQ7czlrBPUvqPGUVElGd5OATlYR9o4GGgiMjh\nW6evwGELx+Kg2e3V3hUiIqKKSJpDG+UCJW6NInW7sJFyXiARUTXlIVjNjCLKAmsUETmsnzES62eM\nrPZuEBER5V6UCxSrRlG0UJG6WXgxa14gEVH15GH6Kw+DlAVmFBERERFRIlEuUIxgUtTSfzJGflNz\nPcc8iah6RA6uphkwpyzw7EpEREQ0yEXN9nGKMppubBH1Nfr6lMf6PP23Tl+BPzz9GmqKObhKI6JB\niyEaGqgYKCIiIiKiROJkFEXVpwSU/EbKOU2ciPKA2Tw0UHEYhoiIiIgSiXKNJOIWs1ZrFMXeIyKi\nyuExigYqBoqIiIiIKJFiIfwyqRAzUqTWKOJgPRHlWTWPUaunDq/ei9OAV9bUMyHEvwI4DEAXgKcA\n7JBSvqnftxPAGQB6AbxfSvnTMveViIiIiHIkyrSygj4sGTWjqM+WUcRIERHlVzWPUV89dTlef7er\naq9PA1u5GUV3AZgnpVwA4HEAOwFACDEHwPEA5gLYDOALQohima9FRERERDkSKVCkbxO5mLVkRhER\n9Q/VPEY11BYxrq2hejtAA1pZgSIp5c+klD36r38AMF7/+QgAN0spO6WUzwB4EsCKcl6LiIiIiPIl\nwswzc5tENYoYKCIiIqq4NGsUnQ7gJ/rP4wA8p9z3vH6bixDibCHEn4UQf37llVdS3B0iIiIiylKU\njCJhZhRFe04184hTz4goz+Ku6kjUX4TWKBJC/BzAaI+7rpBS3qpvcwWAHgDfjrsDUsobAdwIAMuW\nLYs62EREREREKYkaxHEqxChmLSPmFPUxo4iI+gkeo2igCg0USSkPCrpfCHEagEMBbJTWENALACYo\nm43XbyMiIiKiASLW1LOIwShbjaIE+0REVCk8RtFAVdbUMyHEZgCXAjhcSvmuctdtAI4XQtQJIaYA\nmA7gnnJei4iIiIjypRgroygae40iXoYRUX7xGEUDVWhGUYjPA6gDcJf+JfmDlPJcKeXDQojvAngE\n2pS086WUvWW+FhERERHlSLQaRfoPESNFc8e1WI9NsE9ERJXCYxQNVGUFiqSU0wLuuwbANeU8PxER\nERFlL2r9IKcogaK4NYpa6mvMnzlYT0R5ph6j5o5t8d+QqJ9Jc9UzIiIiIhpEotUoirfqmYqrnhFR\nnqlTz5qVIDdRf8dAERERERElEq1GkfZ/opwlxomIiIgqjoEiIiIiIkokUiFXc9Wz+KEiTj0jIiKq\nPAaKiIiIiCgzUeoYZfFYIiIiSoaBIiIiIiLKjFXMOj6GiYioP5jWPqTau0CUqrJWPSMiIiIiCmLW\nKEpSzJqRIiLKuR++bzUmD2+q9m4QpYqBIiIiIiLKTKQ6Rn6PZU4REeXckolDq70LRKnj1DMiIiKi\nQS5Jtk9UERZG88WMIiIiospjoIiIiIhokNs8b3Rmz82C1ERERP0LA0VEREREg9ykDOtrlBMoYoyJ\niIio8hgoIiIiIqLMlBPsYY0iIiKiymOgiIiIiIgyw4wiIiKi/oWBIiIiIiLKTFnFrNPbDSIiIoqI\ngSIiIiIiykw5GUUshE1ERFR5DBQRERERUWbKqlHEOBEREVHFMVBERERERJkRZdUoYqSIiIio0hgo\nIiIiIiIiIiIiAAwUEREREVEFbJ47utq7QERERBGUqr0DRERERDSw3XfVwWiqY7eTiIioP+AZm4iI\niIgy1dZYW+1dICIioogYKCIiIiKixM7Z0IFxbQ3V3g0iIiJKCQNFRERERJTYzi2zU3/OTx09H1//\n7a7Un5eIiIjCMVBERERERLly3PKJOG75xGrvBhER0aDEVc+IiIiIiIiIiAgAA0VERERERERERKRj\noIiIiIiIiIiIiAAwUERERERERERERDoWsyYiIiIifObYhagrFau9G0RERFRlDBQREREREbYvGV/t\nXSAiIqIc4NQzIiIiIiIiIiICwEARERERERERERHpGCgiIiIiIiIiIiIADBQREREREREREZGOgSIi\nIiIiIiIiIgLAQBEREREREREREekYKCIiIiIiIiIiIgAMFBERERERERERkY6BIiIiIiIiIiIiAsBA\nERERERERERER6RgoIiIiIiIiIiIiAAwUERERERERERGRjoEiIiIiIiIiIiICAAgpZbX3wSSE2A3g\nb9XeDxpwRgB4tdo7QQMO2xVlge2KssB2RVlgu6IssF1RFtiuNJOklCOjbFjKek9i+puUclm1d4IG\nFiHEn9muKG1sV5QFtivKAtsVZYHtirLAdkVZYLuKj1PPiIiIiIiIiIgIAANFRERERERERESky1ug\n6MZq7wANSGxXlAW2K8oC2xVlge2KssB2RVlgu6IssF3FlKti1kREREREREREVD15yygiIiIiIiIi\nIqIqyU2gSAixWQjxNyHEk0KIy6q9P5RvQoivCSFeFkI8pNw2TAhxlxDiCf3/ocp9O/W29TchxCHK\n7UuFEA/q9/27EEJU+m+hfBBCTBBC/FII8YgQ4mEhxEX67WxXlJgQol4IcY8Q4n69Xf2LfjvbFZVN\nCFEUQvxVCHG7/jvbFZVFCLFLbw/3CSH+rN/GdkVlEUK0CSG+L4R4TAjxqBBiFdsVlUMIMVM/Thn/\n3hZCXMx2lZ5cBIqEEEUANwDYAmAOgBOEEHOqu1eUc98AsNlx22UAfiGlnA7gF/rv0NvS8QDm6o/5\ngt7mAOCLAM4CMF3/53xOGjx6AFwipZwDYCWA8/W2w3ZF5egEcKCUciGARQA2CyFWgu2K0nERgEeV\n39muKA0HSCkXKUtJs11RuT4H4E4p5SwAC6Edt9iuKDEp5d/049QiAEsBvAvgFrBdpSYXgSIAKwA8\nKaV8WkrZBeBmAEdUeZ8ox6SUvwLwuuPmIwB8U//5mwCOVG6/WUrZKaV8BsCTAFYIIcYAaJFS/kFq\nxbq+pTyGBhkp5YtSynv1n3dD68SMA9sVlUFq3tF/rdH/SbBdUZmEEOMBbAPwFeVmtivKAtsVJSaE\naAWwHsBXAUBK2SWlfBNsV5SejQCeklI+C7ar1OQlUDQOwHPK78/rtxHFMUpK+aL+8z8BjNJ/9mtf\n4/SfnbfTICeEmAxgMYA/gu2KyqRPD7oPwMsA7pJSsl1RGv4PgEsB9Cm3sV1RuSSAnwsh/iKEOFu/\nje2KyjEFwCsAvq5Plf2KEKIJbFeUnuMBfEf/me0qJXkJFBGlSo8Ic0k/ik0IMQTADwBcLKV8W72P\n7YqSkFL26qnR46GNXs1z3M92RbEIIQ4F8LKU8i9+27BdUUJr9ePVFmhTsNerd7JdUQIlAEsAfFFK\nuRjAHujTgQxsV5SUEKIWwOEAvue8j+2qPHkJFL0AYILy+3j9NqI4XtLTB6H//7J+u1/7ekH/2Xk7\nDVJCiBpoQaJvSyl/qN/MdkWp0FPtfwlt7jvbFZVjDYDDhRC7oE3XP1AIcRPYrqhMUsoX9P9fhlbv\nYwXYrqg8zwN4Xs+mBYDvQwscsV1RGrYAuFdK+ZL+O9tVSvISKPoTgOlCiCl6VPB4ALdVeZ+o/7kN\nwKn6z6cCuFW5/XghRJ0QYgq0ImX36GmJbwshVurV7d+rPIYGGb0NfBXAo1LKzyh3sV1RYkKIkUKI\nNv3nBgAHA3gMbFdUBinlTinleCnlZGh9prullCeD7YrKIIRoEkI0Gz8D2ATgIbBdURmklP8E8JwQ\nYqZ+00YAj4DtitJxAqxpZwDbVWpK1d4BAJBS9gghLgDwUwBFAF+TUj5c5d2iHBNCfAfA/gBGCCGe\nB/AxANcB+K4Q4gwAzwI4FgCklA8LIb4L7aTUA+B8KWWv/lTvg7aCWgOAn+j/aHBaA+AUAA/q9WQA\n4HKwXVF5xgD4pr6yRgHAd6WUtwshfg+2K0ofj1dUjlEAbtFXhi4B+C8p5Z1CiD+B7YrKcyGAb+sJ\nAU8D2AH9nMh2RUnpAe2DAZyj3MzzYEqENnWPiIiIiIiIiIgGu7xMPSMiIiIiIiIioipjoIiIiIiI\niIiIiAAwUERERERERERERDoGioiIiIiIiIiICAADRUREREREREREpGOgiIiIiIiIiIiIADBQRERE\nREREREREOgaKiIiIiIiIiIgIAPD/AMryvTYpRQcLAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,6))\n", "ax.plot(A3[:,100]*-100, label = 'A20 * -100')\n", "ax.plot(si_vwinds, label = 'si v winds')\n", "ax.legend()\n", "ax.set_title('PercentVar[0] = ' + str(PercentVar3[0]*100))\n", "ax.set_xlim(0,7440);" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "200 km R2: 0.00063403721471611\n" ] }, { "data": { "image/png": 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a2/5NpMfYllDrOFoWHY7270I6HcaBPb1oCAN2Y5uU4W/2jlLzXkVnYuY8h+GY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\n0fPRF50+8wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = sm.add_constant(A3[:,100])\n", "model = sm.OLS(si_vwinds, X)\n", "results = model.fit()\n", "print('200 km R2: ', results.rsquared)\n", "fig, ax = plt.subplots(figsize = (6,6))\n", "c, xedge, yedge, im = ax.hist2d(A3[:,100] * -100, si_vwinds, bins=40, norm=LogNorm())\n", "ax.plot(np.arange(-20,20), np.arange(-20,20), color = 'grey')\n", "ax.set_ylabel('SI V winds')\n", "ax.set_xlabel('A20 * -100')\n", "fig.colorbar(im, ax = ax);" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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btu7d0bF7hmLVsGHV6EgtXk1b83D+WKQa1SrxatgirCM8hkUatHeMxdc6OvhU02sAJkq7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\nBQBAHpcrkmPM7HhJn3f3892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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gridded = np.zeros((80,60))\n", "for Yind, Xind, data in zip(Yinds, Xinds, E_T3[0,:]):\n", " gridded[int(Yind), int(Xind)] = data\n", "fig, ax = plt.subplots(figsize = ((12,9)))\n", "z = ax.pcolormesh(np.ma.masked_array(gridded, \n", " mask = 1 - \n", " mesh.variables['tmask'][0,0,350:750:5, 100::5]),\n", " vmin = -0.1, vmax = 0.1, \n", " cmap = cmocean.cm.curl)\n", "fig.colorbar(z, ax=ax)\n", "ax.set_title('E_T20')\n", "viz_tools.set_aspect(ax);" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "s = 150000\n", "nyqst = 1 / 500 / 2\n", "lowcut = 1 / s\n", "together4 = np.zeros(together.shape)\n", "for t in range(7440):\n", " for i, row in enumerate(together[t,...]): \n", " for slc in np.ma.clump_unmasked(np.ma.masked_array(row, mask = cropped_mesh[i, :])):\n", " together4[t, i, slc] = signal.lfilter(*signal.butter(2, lowcut / nyqst, btype='highpass'), row[slc])\n", "Z4 = np.ma.reshape(np.ma.masked_array(together4[:,::5,::5], \n", " mask = (1-mesh.variables['tmask'][:,0,350:750:5,100::5])\n", " *np.ones((7440,1,1))).compressed(), \n", " ((7440, -1)))\n", "A_prime4, sqrtL4, E_T4 = np.linalg.svd(Z4, full_matrices=False)\n", "A4 = A_prime4.dot(np.diag(sqrtL4))\n", "PercentVar4 = sqrtL4**2/(sqrtL4**2).sum()\n", "Z_04 = A4[:, 0, np.newaxis].dot(E_T4[0, np.newaxis, :])" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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HnhFRlPRHIKui0k+WrsOVr88NuQ08DnYGny7bkdP1MVDkQTzOL18uLCirQe87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WJLQw4jBzkzbJS7GZb6dEHll2QssiuKCKlBtFdDS6gwv7sEWcMGjwUO+kz65ZKawO5yVe5g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\nQgghhBBCVKgoIoQQQgghhBBCCCEAgP8PMgjf/U84wtgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,6))\n", "ax.plot(A4[:,100]*-100, label = 'A15 * -100')\n", "ax.plot(si_vwinds, label = 'si v winds')\n", "ax.legend()\n", "ax.set_title('PercentVar[0] = ' + str(PercentVar4[0]*100))\n", "ax.set_xlim(0,7440);" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "150 km R2: 0.0024495967502414784\n" ] }, { "data": { "image/png": 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b0ukQXjy2BWtb+9HUMOp2OEQliyt888RpzX4nddbtnmvgfW8wtpUb9j+ZrzfX\n7OsZqze2Pb7euuzTfMZcl38mU2ZsG0jN48K5DZiaqcTuN/4AA6n5V9tqQnOW5yRt6g3GxfxcSbV+\n67eWmX/h1NjUFZpcV255PB03x1fZa/2aAKDzsU8Y26ps9nPIp6Dn8t+Wz0f+djd877M7UVVfzH84\nFGSqwMlj92BF7QiaW3tvfwKRm0q18wdgHnpkX/ab8xwLBdzVK60YHWnE3jf+gIu6yPP8Pudvd8P3\np4oZCNHJY3ejvHwG69YzwYxKnqcLu+0C0KuqV3Mf/1sAvwDgEoCnVJUlFilvMhNxDPStxd07XkA4\nwn2DqOS5XtjNLtvncwASACAiPwHgYwD+N4BxAEX9DUWlL32mGeFwChs3M72TfMLn5R3s5vzDC0b3\nv4TsnyVfBvBlEXm58KFRUOhcBOlLK3HnhlMoj5szYIg8o8Tz/MMicuOXw08D+N6CNqaIUt6kz68G\nMiFs2faK26EQLV4Jj/y/BOD/icgQgFkAzwGAiNyJ7NSPr9nlyjvJb3aaE20Xh6nW/9C7Oo3n1PSY\na8SPbLX+XV/ZZ67nX7UpYWw7PL7W8vjaCvPtoFgo+bqPNR1C6vxqhJpHsapuzHjejti05fG+lPn+\nQLlNxtDqiPVz9SYbjOckUvkd80yviRvbqp7pNrZ5If+eewDAM524U3bZPh8Vke8CaAbwbVW98VJD\nAH6zGMFR6UtfagTmowhv5B5BRMVkO5RR1VuGH6p6pnDhUJCoZm/0Su00Qisn3A6HaNEEpT3nT1RQ\nmau10MkKRDYOcFEX+U8Jz/kTFVT6TDNQnkBozbDboRAtTYln+xAVTGasApnBWkQ2XIGEfP5TRORD\nHPmTK1JnmoFwGuH119wOhcgZn49Z2PlT0elsFJnLjQjfcQ1SxlIO5FPs/P0p33n5dtdzuqbAVNP9\n5c/8lvGcbe//lLHNJHH/lLGt73STse0tP2m9v+6LY2uM5/xmxz/h8JndeEUFj+z4PmpqXsvyOZIw\n59h3llvn5bdEYsZzLiSTxrbziVWWx8fT5tz76XHrmv0AsOEfrGv9X3lTpfGcrqffY2zD0+amfQ98\nxPK43d4QTvebMCm5nH0H/D7nH9jOn9yRTEZw6uRWrO24+LqOn8h32PkTLd65s5uQSJRj23aWcqBA\n825JZ6K8U+D48buxcuU1NDVddTsaIueWn6/v6ZLORHm1YiiGyYkV2Lb9FS7qIt8Tdf7wAo78qWia\nLlegqmoVNRVIAAAW+ElEQVQSazsuuB0K0fJ5pBN3ip0/FUXFRARVY2XYuucQQlzURSXAKyN4pzjt\nQ0XRdLkS6XAGGzZap4cSUXFx5J8nTury305l76zlcVOeNwBMPWHOe6+6YP3tTp2sMp4TjpuHN90j\n6yyPN8dfn8IZng2jdjCGyY4J/PXMPYB1SjzWxa4bn2syY13/ZwbmRWID6RXGNlM+/7evbTWeU1Zh\nXjdw4Tes90SIHzGe4jj33sntEublFwBH/kT2qnuynfBkh+/3ACLKWk5FT4/80uDInwpKkoKq3mrM\nrJ5GOs5SDlQaBM7+AvMSjvypoKr6qhFKhTC5jqN+Ii/hyJ8KJwNU99Rgrm4OiVrzXsBEvuSR6Run\n2PlTwVRcq0RkNorRreYN3Yn8yu+pnuz8qTAUqL5Qg2RFErNNhvQeIj/zeefPOX8qiLLRGGLj5dm5\nfr/fGSOy4vNsH3b+VBA1F1cgHU1jutW8VwARuYfTPkvkZLGM3WIeu7YDhueyW+RlWsgFADU9Gcvj\nEx3mMcDcanN65tlrKy2Pv2ntJSSudSC8uR8bVlx5Xdt8Jmq8XkfUvMgraRgtHUuaN4AZTpsXr02l\nrTdm6agy35+4eLXR2CZ91tczfc1vx25hoHRZrxxzumkQOeChAm1OsfOnvEufbQZEEbmTZZuphLHz\nJ3pNWVqRvtiEUPsQJG4uh0Dkd8sc+XMzFyotG0YBpMOIbLxy288l8jVu5kKUFVLFphFFqGkMoVqm\ndxJ5GUf+lDdrx4GKFBDmqJ8CwO83fDnyp/xQxZYRxVgMCK0eczsaosIqgaqe7PwpL1bNAPVzwKl6\n4f68FAw+7/w9N+0jIk8BeCeAG0nfv6eq/+heRMtnl2PtZEMPU543ALR0mc+7/NQbLI8nN1hvGgMA\nddXmufuGytfatl2tQCIaRvKOSVydN2+isqnCnP758txaY1tP2DqO+2K9xnPs8vyHE9ZtsVDKeE6N\nzdcifth6Ex27NRSVDnL5ifLFc51/zqdU9Q/dDoIWJz4TQsNIFD1r56D8W5ICQOD/OX+vdv7kI219\nZciI4kozyzZTgPi88/fqOO03ReQVEfm8iNS5HQyZRROCpsEyXFuVRLLM5z8NREsgqo4fXuBK5y8i\nB0TkmMXjYQB/CmA9gHsBXAHwCcM1nhSRQyJy6Pp1c00YKqzmK2UIZwR9bfNuh0JUPCWQ7ePKtI+q\n7lvM54nInwH4uuEa+wHsB4CdO3d65MsZLJIBWgbKMFyfxGyFswJmROQOz037iEjzgg/fBuCYW7GQ\nvVXXoihLhtDfylE/BY+o84cXePGG78dF5F5k/zjqAfDv3Q2HLCnQ2h/DVGUaY7Xmss9EJcsjnbhT\nnuv8VfWXl3rOmcMXjPnyfq5jbqrbP/3oXuM5Vc90G9sihjR1u9qbo8PW+fCtMxlUziTRt30UDfHX\nrxO4OG2usb86Nm5sWxmZNLa1RkYtjw+kq43nVIfM6xdMvnHYnHsfGQ8b25Id1ivbohPOeogpm+9x\n19PvdXRNyi+vjOCd8lznT/6wfSKFZCyNidVL72CJSoLPO3/PzfmT99UlMmidU4y0T3NRF5FPceRP\nS7Z9PI2kACNt026HQuQOD924dYqdPy1JPKVYP53B6eoQNOrzdz/Rcvj87c8/2mlJtk6mEQJwvIbj\nBgquG7V9/Jzqyc6fFi2SUWyaTONSRQiTUdZtJvIzDt9o0e6cyqA8AxyrMac8EgWGR2r0OFUSnf/G\n+9fjO4e8m89vV7NfHdR0r7Kp2W+XHz7XYP1mDUfMi7TSk9Hsf1SxbTyB69EQBhEB5gWHeqzr7+/s\nuGS83uFxc83+hxrMi7kHDfn8f9b7E8ZzmivMawpG5istj4erzaseIlfNPy6mfP7GI+Y9AOxq9tt9\njx98xvr9ZPdeOvCjD5mvV4JrZIrBK9M3TnHahxalfT6NFWnFscoIuFUXBR4Lu1FQbJtOYTIs6Cnn\nlA8RkC1suAyNInJowcf7c8Uqi4adP91WQyKN5kQGB6ujUI76ifJhSFV3uhkAO3+6rbumU0gIcKaC\nbxeiV3lk+sYp/jSTrcp0Bh1zaRyvjCAZ4qif6Aa/3/Bl50+2tk6nAAAnKvlWIXqVgqmeVLqiacWm\nmRR6ysOYDjMxjGghjvxLkF1evpPcZ7tznDyX3TmVveYSy9X1FZbH44etj6+tT6BsVQLHY1FI4tYp\nn3WrhyzPS6TNGUE9Y/XGNmC7sWVtxYjl8eronPGcqWTM2Hb8Yot1w7xNNtMG89d2zbPWqR9D91h/\nbQGgEfnNy7dbN2CH+fzBxM6fLAkUHXVJXI2EMBRheifRLTjyp1K0qjqFeJnix/Eyt0Mh8pwbhd38\njJ0/WVB0NCQxnRD0RjnqJ7qFqu9v+PIuHt2iNp5BbTyDSyNc1EVUqjjyp1t01CeQSAP9Y1G3QyHy\nLE77UEmJRzNYVZ3GheEo0irw/V0tokLx+Y8GO396nY76JBTA5VGO+onscORfgpzkPed7bYDdNa+/\nq9N4zsrPmgvBTz5ifd7Y1uy7uCyjaBlN4kIsgp692VG/lpnf4efONlser2wyb+yeTJpvIB+7Zn09\nAKhunbc83hKfMJ5zeqLJ2BYuM5RkNB0HED0bN7ZdfMT663T+d37LeM6+Bz5ibHPyfrK7HuWZAsj4\nu/fnDV961ab5JKIAjpVzTEBU6vhTTgCAkCq2zKYwEA1hlIu6iG7P3wN/dv6U1ZFIo1IVPyrnoi6i\nxeCcP/mfKrbPJjEWFvRzURfR4vh8kRc7f8LqVAYN6Qz+qbKM+/MSLZLfR/684UvYNpvErAAXYhwL\nEAUFf9oDriaTQXsyjZfiUaQ56idaHAVv+JK/bUklkAJwspyLuogWK1vV09+9Pzv/PMn3hi12Oh/7\nhLFNO80bhKz/3dcvAIvEw7jzPZtwrqoM84b9ecuvmt8iScPmJtODlcZz7Oy465yx7Yc9d1gej0bT\nxnPmZs2ZS+XxhOXxlj8wv17TQi4AqL5ofdzue1Vls/mK3UI+0/vpQBHfgwTAvB7QFzjnH2DNu+oR\njoZwnKN+osBh5x9QEhY072rAyJlJjEf4NiBaKlF1/PAC/tQHVNNdK1BWFUF/t/U+vERkQ5f58ADO\n+QdUS2cjpq7OYvyiuQgbEZlwJy/yodo7qlDZVI6BrmG3QyHyLVHnDy9g5x9ArXsbMD+ZxPVj426H\nQkQu4bRPwFQ0xVB3ZzV6vnsV6vN65ESu8vm0Dzt/lznJv+56+r3Gc7a9/1PGtpo1e9HRPIdUJoXz\nbXcg+eidAIA7v2Sdrw8AV95kztlf88fWic5nnzCeYrtu4PiFzca2ZJt1Pn+0bcp4Tk31jLFt8mS9\n5fHpNUvP5bdT9Uy3sa2Ya0O8skFRyVBAfJ7nz84/QMrCGbTUpNA7FkUyw1IORMuyvJF/o4gcWvDx\nflXdv8yIloSdf4C01ychAlwa4aIuIpcNqepONwNg5x8QYSjaa5MYnApjJsn7/ETL5u8pf3b+QdER\nTqIsAlwc5k5dRPnglZW6TrHzDwTFxkgCY7MhjM1y1E+UF+z8yetaQilUhzJ4eTiGbDFaIloWBat6\nkvdtjCQwnRFcm+TveiLKYm9QBE7zuU1tU4/uNZ7T3Pv6nP2qakVTZwYXTgt+/PRvLzkGvOkNxibT\nGoDIuPnP4Yg59R6612bFcV+V5WHpXmE8Jd5jMzSzTvPHbL35L6PGI+bgxVCb3+57v++Bj5ivZ2wp\nnsDn8tsQeKc6p1Ps/Etca4cilQKu9nuhOyEqIez8yavKYoqVqxT9lwXpFDt/orxi509e1dKefXMO\nXGbHT5RXvOFLXhUOK5rbFEPXBPNz7PyJ6PVc6fxF5O0iclxEMiKy86a2D4jIORE5LSJvdSO+UrCq\nVRGJAn2X2PETFYLft3F0a9rnGICfB/C5hQdFZCuAxwBsA9AC4ICIbFRV65KOZE0UrWsV46PA1AQ7\nf6KC8Egn7pQrI39VPamqpy2aHgbwtKrOq+pFAOcA7C5udP7X2ASUx4H+S5zVIyqM3DaOTh8e4LUb\nvq0AFhZA78sdK1lO8sDtasRPPboXd62dwXRCcDkWB9Ysb+Tf8vEf2z6X9Tnm+LTzHmNbb4U5Zz8c\nt/6BsYvPTpfh69752CeM55hy+e3Y5vLbXI859lRoBev8ReQAgNUWTR9U1a/m4fpPAngSANrb25d7\nuZJRG0+jtiKDE1fL4I2lQkQlSOGZEbxTBev8VXWfg9P6AaxZ8HFb7pjV9fcD2A8AO3fu9Pd3IY86\n6hNIpIH+MdbsJyoopnrm1dcAPCYiMRFZB2ADgOddjsk3YrVRrKpOo3c0irRy1E9USH7P9nEr1fNt\nItIHoBPAN0TkWQBQ1eMAngFwAsC3APxHZvosXuveBiiAy6Mc9RMVHG/4Lp2qfgXAVwxtHwXw0eJG\n5H/hWAirdtThyngE8ymv/UFHRF7jtWwfcmj1/fUIl4XR08dRP1HBKYCMN0bwTrHzLwESAlr2NGDs\nwhQm561LHxNRPnln+sYpdv4eduBHH7I8fnP9/cZtKxCrieLc/+1H1bke4/UefMa6br/T/Qbs1hs4\n0f6UOWf/8lPmfQVM7PY9MOXfdxm+5oD562fH9D2kEsDOn9zWurcRM9fnMHpuyu1QiILD550/7wz6\n3Iq1lahqiaO/e9jtUIjIRzjy97mWzgYkplO4/sqY26EQBQdv+JKb4g1laNhUg8s/GEQm5e83IpG/\nKKD+XuLLzt/HWvY2IJPK4MoLnPIhKjrO+ZMbIvEwmu6pw+ArY0jOcBE0ES0NR/4+1byzHuFoCP1d\nHPUTFR3n/MkN30x8CZ/+9KfR3NyMDw9+eNHnmXL27WrOH3BQV95ubYCdgfeZc/lNawCc1r03xWgX\nu5Pnyvf17K7JPQCKzOfTPuz8fejo0aOYnp5GZ2en26EQBRc7fyomVUV3dzdWrVqFdevWuR0OUUD5\nv7wDb/j6zPnz5zE4OIjOzk6IsGY/ETnDkb/PdHd3o6qqCtu3b3c7FKLgUgAZf+f5c+TvI9euXcP5\n8+exe/duhMNht8MhCjZu5kLF0t3djWg0ip07d7odChF5pBN3ip2/T0xNTeHo0aO47777EI/H3Q6H\nKODU93n+nPbxieeffx7pdBp795pr1BMRLRZH/j6QTCZx6NAhbN68GfX19Y6vY1oE5HRRVr41Pzdt\nbMv3AisnnFzP6UY5dudxMZcHKKAs7EaFduTIEczOznLUT+QlPp/2YefvcTcWdbW0tKC9vd3tcIjo\nBp/f8OWcv8edOXMGw8PDXNRFRHnFkb/HdXV1YcWKFdi6davboRDRDapc5EWFMzAwgEuXLmH37t0I\nhfitIvIULvKiQunu7kZZWRnuu+8+t0Mhopuoz0f+7Pw9anx8HMePH8fu3btRXl7udjhE9DreGcE7\nxc7fo55//nmoKvbs2VPw58p33ngh8tCdbGCS7zjyvTEL8/XJTez8PWh+fh6HDx/G1q1bUVtb63Y4\nRHQzbuNIhfDSSy9hfn6eO3UReRlX+FI+ZTIZHDx4EO3t7WhtbXU7HCKyoACUI3/Kp1OnTmFsbAxv\nectb3A6FiExUPTXyF5FKAJ8BkADwA1X9q9udw+Rxj+nq6kJdXR02bdrkdihE5CIR+byIDIrIsZuO\nPyQip0XknIi8P3f45wH8naq+E8DPLeb67Pw9pLe3F319fdizZw8XdRF5nGbU8WORvgDgoYUHRCQM\n4E8A/AyArQAeF5GtANoA9OY+Lb2Yi7OH8ZDu7m6Ul5djx44dbodCRLejGeePxVxe9YcARm46vBvA\nOVW9oKoJAE8DeBhAH7K/AIBF9uuiPl+oAAAich3ApSWe1ghgqADheAVfn3+V8msD3H99a1V15XIu\nICLfQvZ1OFUOYG7Bx/tVdb/F83QA+Lqqbs99/IsAHlLVX8t9/MsA9gD4XQB/nLvmPy1mzr8kbvg6\n+UaKyCFVLdnNcPn6/KuUXxtQGq9PVR+6/WcVj6pOA/iVpZzDaR8iIv/oB7BmwcdtuWNLxs6fiMg/\nXgCwQUTWiUgZgMcAfM3JhYLc+d8yv1Zi+Pr8q5RfG1D6ry8vRORLALoAbBKRPhF5h6qmAPwGgGcB\nnATwjKoed3T9UrjhS0RESxPkkT8RUWAFqvMXkT8QkVMi8oqIfEVEahe0fSC3Yu60iLzVzTidEpG3\ni8hxEcmIyM6b2nz/+gDj6kbfslrFKSL1IvIdETmb+7fOzRiXQ0TWiMj3ReRE7r35n3LHS+Y1+lWg\nOn8A3wGwXVXvBnAGwAcAILdC7jEA25BdUfeZ3Eo6vzmG7DLvHy48WCqvz2Z1o599ATet4gTwfgDf\nVdUNAL6b+9ivUgDeq6pbAewF8B9z37NSeo2+FKjOX1W/nbthAgDdeG1F3MMAnlbVeVW9COAcsivp\nfEVVT6rqaYumknh9MK9u9C3DKs6HAXwx9/8vAnikqEHlkapeUdUXc/+fRPYmZStK6DX6VaA6/5v8\nKoBv5v7fitfqYgDZpdKlVE+5VF5fqbyO21mlqldy/78KYJWbweRLbrXqDgAHUaKv0U9KYoXvQiJy\nAMBqi6YPqupXc5/zQWT/HL3tEmivWczro9Khqioivk/JE5EqAF8G8J9VdUJEXm0rldfoNyXX+avq\nPrt2Efl3AH4WwE/ra3mueVs1V2i3e30Gvnl9t1Eqr+N2rolIs6peEZFmAINuB7QcIhJFtuP/K1X9\n+9zhknqNfhSoaR8ReQjA+wD8nKrOLGj6GoDHRCQmIusAbADwvBsxFkipvL68rW70uK8BeCL3/ycA\n+PYvOskO8f8cwElV/eSCppJ5jX4VqEVeInIOQAzAcO5Qt6q+K9f2QWTvA6SQ/dP0m9ZX8S4ReRuA\n/wlgJYAxAC+r6ltzbb5/fQAgIv8cwKcBhAF8XlU/6nJIy5JbxfmTyFaIvAbgwwD+AcAzANqRrVb7\nqKrefFPYF0TkjQCeA3AUwI1axr+H7Lx/SbxGvwpU509ERFmBmvYhIqIsdv5ERAHEzp+IKIDY+RMR\nBRA7fyKiAGLnT64QkUdEREVk803HvyUiYyLy9ZuOf0FELorIy7nHvRbXlNy/Ty382CaGnxCRF0Uk\nldsYe2HbE7mKk2dF5IkFx9eJyMFcVdG/ya03IPIddv7klscB/FPu34X+AMAvG875HVW9N/d42aL9\noyLyMIAGEfkjAPfcJobLAP4dgL9eeFBE6pHNt9+DbDG5Dy8oOfzfAXxKVe8EMArgHbd5DiJPYudP\nRZer8/JGZDvOxxa2qep3AUw6ua6q/h6y5ZH/DYA/MfyCWPj5Par6Cl5bfHTDWwF8R1VHVHUU2VLg\nD+X+kngzgL/LfR6rUZJvsfMnNzwM4FuqegbAsIjcv8jz/ltuI55PiUjs5kYR+QiAbwH4S2Trxt9u\n5G9iqh7aAGBsQVnwUq0qSgHAzp/c8DiytfiR+/fmqR8rHwCwEcAuAPUAftfic34/V9l0WFXfDeCV\nPMRKVJJKrqoneVtuPv3NAO7KlfENA1AR+R21qTWyoPb7vIj8BYDftvgczf371MKPFzz3RwH8i1zb\nLTeMF+hHtt7ODW0AfoBsTahaEYnkRv+lWlWUAoAjfyq2XwTwf1R1rap2qOoaABcBvMnupFzZ3xsZ\nPI8gu2XlkqjqB2/cML7Npz4L4C0iUpe70fsWAM/mfpl8P/caAFajJB9jYTcqKhH5PoD/rqrfWnDs\n3QC2qOp/EJHnAGwGUIXsSPsdqvqsiHwP2WqlAuBlAO9S1allxrILwFcA1AGYA3BVVbfl2n4V2eqT\nAPBRVf2L3PH1yE5V1QN4CcC/UdX55cRB5AZ2/kREAcRpHyKiAGLnT0QUQOz8iYgCiJ0/EVEAsfMn\nIgogdv5ERAHEzp+IKIDY+RMRBdD/ByqqvLfjD2HhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = sm.add_constant(A4[:,100])\n", "model = sm.OLS(si_vwinds, X)\n", "results = model.fit()\n", "print('150 km R2: ', results.rsquared)\n", "fig, ax = plt.subplots(figsize = (6,6))\n", "c, xedge, yedge, im = ax.hist2d(A4[:,100] * -100, si_vwinds, bins=40, norm=LogNorm())\n", "ax.plot(np.arange(-20,20), np.arange(-20,20), color = 'grey')\n", "ax.set_ylabel('SI V winds')\n", "ax.set_xlabel('A15 * -100')\n", "fig.colorbar(im, ax = ax);" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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PP3J3EFux/JxJmAmKIK3wh56xmAoKnyw798V7u+49GFaz7hkJq1EHR8MKWSneM3ZW3+wg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\nb/ADmT3y8c+m+v5jpQ1eIeTJMydL2lr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gridded = np.zeros((80,60))\n", "for Yind, Xind, data in zip(Yinds, Xinds, E_T4[0,:]):\n", " gridded[int(Yind), int(Xind)] = data\n", "fig, ax = plt.subplots(figsize = ((12,9)))\n", "z = ax.pcolormesh(np.ma.masked_array(gridded, \n", " mask = 1 - \n", " mesh.variables['tmask'][0,0,350:750:5, 100::5]),\n", " vmin = -0.1, vmax = 0.1, \n", " cmap = cmocean.cm.curl)\n", "fig.colorbar(z, ax=ax)\n", "ax.set_title('E_T15')\n", "viz_tools.set_aspect(ax);" ] }, { "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }