{ "cells": [ { "cell_type": "code", "execution_count": 296, "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": 149, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(7440, 400, 298)" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "together[together > 2] = 0\n", "together.shape" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "cropped_mesh = 1 - mesh.variables['tmask'][0,0,350:750, 100:]" ] }, { "cell_type": "code", "execution_count": 262, "metadata": {}, "outputs": [], "source": [ "s = 60000\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": 263, "metadata": {}, "outputs": [], "source": [ "s = 80000\n", "nyqst = 1 / 500 / 2\n", "lowcut = 1 / s\n", "together5 = 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", " together5[t, i, slc] = signal.lfilter(*signal.butter(2, lowcut / nyqst, btype='highpass'), row[slc])" ] }, { "cell_type": "code", "execution_count": 264, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(7440, 400, 298) (7440, 400, 298)\n" ] } ], "source": [ "print(together2.shape, together5.shape)" ] }, { "cell_type": "code", "execution_count": 265, "metadata": { "collapsed": false }, "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)))\n", "Z5 = np.ma.reshape(np.ma.masked_array(together5[:,::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": 266, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(7440, 1554) (7440, 1554)\n" ] } ], "source": [ "print(Z2.shape, Z5.shape)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy import signal" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import datetime" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "winds = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')" ] }, { "cell_type": "code", "execution_count": 60, "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": 61, "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": 267, "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": 268, "metadata": {}, "outputs": [], "source": [ "A_prime5, sqrtL5, E_T5 = np.linalg.svd(Z5, full_matrices=False)\n", "A5 = A_prime5.dot(np.diag(sqrtL5))\n", "PercentVar5 = sqrtL5**2/(sqrtL5**2).sum()\n", "Z_05 = A5[:, 0, np.newaxis].dot(E_T5[0, np.newaxis, :])" ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(7440, 1554)" ] }, "execution_count": 269, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A2.shape" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.19413557887587" ] }, "execution_count": 270, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A5.max()" ] }, { "cell_type": "code", "execution_count": 308, "metadata": {}, "outputs": [ { "data": { "image/png": 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nGx74aA1aOiJ45JP16DdwQnD5B3y9tPwnhJCuAC3iST5RpFHPUnsMKSdKD6Og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DAAAg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\nhqwbtiwB4N4eRkxBWq4yVJ2shlnAzDkk+L4eVFSvbwmqnIuyIFnPdNcz+3W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2X6rzQjon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dNzahizv7YsigJMeuKS5VQ0q9mqoCiessPSVs/UA885BQAc/aHAwgznfMErQ2KgdtLRY/uq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\nEEIIIQCA/w+iRD8MONXPHwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,6))\n", "ax.plot(A2[:,100]*-100, label = 'A6 * -100')\n", "ax.plot(si_vwinds, label = 'si v winds')\n", "ax.legend()\n", "ax.set_title('PercentVar[0] = ' + str(PercentVar2[0]))\n", "ax.set_xlim(0,7440);" ] }, { "cell_type": "code", "execution_count": 306, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "60 km R2: 0.00220913394336153\n" ] }, { "data": { "image/png": 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2ddYd5kUbr2eo227K8waAkfvMueizz+6yvt73zDFMPWxeUBVrnTa23YqXWB4v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\nlIyaxy+Ta1LGttI3rPcHCG2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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('60 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('A6 * -100')\n", "fig.colorbar(im, ax = ax);" ] }, { "cell_type": "code", "execution_count": 291, "metadata": {}, "outputs": [ { "data": { "image/png": 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1115zze+ss87CIYccknZ82LBhuPnmmwEAP/vZzzB+/HhIKfHll1/iwgsvRPfu3dGtWzdc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vsZRTGsGBf9zugoGuEejU6axwK6b7jtW/YUAOnfqaeYIngsxXI1jiJFG9rYUgzOV6OxpYC/vTZH\n++2w73U23R9/KF3ub1RURXerwwIB6tx7f0mYlDNHEQubiY6sQ1kKOyPhccwOIW4JIH4igKF1N+GJ\n3L3h0VkZRacU7xOYvnDL+MKefcI/y3BiiyXtdbsD0I95lNKQKcrw8kUnYKh7EgCgqNAlUr1vj2Ny\nE8R1rGIoNAONwWLbU2f4/8oitIDPLuYdRXZcUPv+3CO4N68XvT77ofHJdWGX0jmKpH914NuZ69GA\nUVR9f6E7la9lNVqoJogxivRxcMZgDuYs4xZ/JHOyZnG/WYTE5hbrAkmPWFbpGsG/rzdmrcP/vpDO\nygCAa1+fi/OerN1JocXWlbFNZaoOp5Whal9JYZyMZemX6z+QvMJRxMLm+Ws7SGb+yIt3Fi9vwWW2\nXoz94BE+e2Jyuax5LFhfO5kiyaHDwM9T1jRFYzqbrzApE+IvIfvlJhEpUD2TP626WW1ehs6yi3eX\nx8ftXTzRyZuUzOaq/1Tns9ghHUVkQZzqasOFTaKH9IPizTVf58ncPejR6QvW/r38KwzzTvBX8EHh\nBSyP/YhkMH/+TKNVqo10Z6M60F674+OlmxOXL0LKYnBM1BAp4HnaU1Uf2Ja2UliWyYDroKLUFRLQ\nd28cX3wE73vxcLMGGqV1deDhC1ZD7BjAN8g256OYeXbP1YZC8/fep86pmTVi8nFTJGeJY4M579xx\nYWlTCecT6MAV2Djdnh0KpLeTiJKoDK0SvDFu1Ial5yLoBdH489c2/S6a6yU1yfSmEJ28YktHOEix\nrWzQCG8xZBSJFx25wExzoFrwDkym7VFEHu/Ni4tnZ9Uoai/KGkP+v820l7DdIjSV7cGfz8BYPA1N\nZllPLMIz+cTCKp6ZkLEveOwf+PacyKBKWqEdcPUwPDVen0FHKF8IPfPL7FQITqqQlrWINwo3tRYw\n4OpheGfOOsitOU0cNOm7+KolZjb59oPcJI77vo+2ItbRRYGDXofUtLoyNI6itG/Jo2kU8G7Ayz+L\nfrc1RrQ5Azp9B+p91gv33pmuXNpwKofhAAAN7r0aeXHV5ztyQaN2HwB85c7ReGXaGgydsRartsQZ\neWzi4PFi0wptPArgqH3iNk6FX1TSPA+b+jaFarf8bHmUQkdRGUdiCa4OBLQP47LdHsxSmxtqFK2m\n/cUEG54ofl9CLk7Z55z4wubgb9ejeCl/OwDgqcq3/OpYBM+73wAAbIOvmXdWMSXhBddeLHjpdtgL\n5wCPnSimUHbqEXsRy0YDa/kJN3d/fT4LIBJsrxVp7TrVBuUdRZQKYtZRGf6/JgsfWjFrfsLdbY4i\nsdyuCT3zkcXRw1+XRWlkcTTZVtxRxBKSdHXmUvl9pYWRdzeuGToH/3hHHbLpwsKtZT9sfy79XLid\nOTHYO3JItsgYpj00zTsIl9bdCiByiKsyRQttOYFRJJ8PSsPQNhV4UsX+E/6mPc4vKqgLIZkTkMgo\nm2RXBNCs0Lm87V2fmMDfJ3ueZYWGL0NStuE01LTwlXDqxYNmKHvTvGcmV2KawEqFHdJRpMJJ9ifC\nxLkrtCTO4lKrv+qeFv72KNARhP0cQKKJyW1f+hD4/BkxQSkV/uOebFSHjpKLnz81GRta0ideEcvA\n//F87k7gll1Ai2qBLtejsY/0lUBI0LQ/d0wMlC+dn5Kty0eSxlQ7euCjXaM4feoxBX89eG+4HALi\ncmEtFKiKRzxh2eZo4DM4ndLke2Rtln+eHiyhA76q/Lvw9yGd6tAguQwA6EU7cLrlp/hVdlT8AOC5\n0QQyyVGEuPE1p0E9IayFCSSGXEn7qtTIWbGZYwLKdBT570mPAcOvDw//3fPTulyrhofqnmSDuiFI\nC1vLyga4c+VJKgEVnROxazCntLidrRjKq6M6pIWeJX2XzPj0j/O3lblVoLS28eEif8KU7BCjAqPo\nQns43sj/3VgPL81RxN/z0g1+eJbPHBPr3rsumbWZ9H1p9dUA4fu+xIlEcOsQX6XkYbKKJ0DjKEoF\n3Q5Zz5LQ2QTcsov/24BR9D17AmxChdVj1lbSVxJJ3LngueE+HmdYM1AnJ9KIQd+u0wRqb3xrHk69\n+0OslMI32feqy0rGQCnF5yrxcGteqFWb9Yy6gnOGv0qcUcSXzcKlKxjiXB+KyPL4c+4/wcXZ95vu\nPRDYXG4J/PzBhaXoP8S+UZmdJsAQ91QAfh/EtuZRwUa6M5bQvcPjlIyirM5D5vx5nBNotw0c3vwx\nFX/ckZOEMKxp6kDFcOIGqJ2jgLk5xrehW757mKBRVE2ZumP4iWR3OYpkW1xOrFMNaMyoMTmHhr96\nEcZAND9/3OJNykQ5QBXjhoT2YgVvz47mXNubbJoESikGT1mDp8eviKQbONjwMJfuj0neISgE8yHe\nRmHz1384A2Pn7r97r+D4+HVZ5tQbyxdiPj0AHiWhmDWz+dn1AdlRlMYo4i7oVWBpHEuUAh7HPOzZ\nEl+E43srvhnwWT6rgYkIPCHAkbfotdtUjqKktjW7oblqu/ujJclse+OwW8VxqiRP9dQ8nMypknmx\nwzmKkgSXHsk9EB2XhSpp0PGz1SoazF3aif/h7kWil16xzAUSX3K/lnoMAFiBenwhIT20PBSwf0+x\n/Ww0vSeoV6YqnidkWOFhGnrmwFWGNwmwxUkOpRRzG5oF4VlWlg6ttAcqnLPJgof2YiWxPRxOos5K\nHtxdjxsO2Us1AXfceU9OxkOj/fTJpo4QE0aR4CiiBJQTsw4FKzkUSD0WePsK2yo0/k4usocFZSou\nzjuEKO8oEusrd46mAmhdNdlTZXcKf6ecy/cJvJEtnxfeI9tRbgcmPKiuj/Sta/V5MuKjJZsEZwuf\n1UeGkLEkpR0nTVp4WPBEtpjEpsiFk1/ZUeS3O3l1FFD3iqKjSCzLNPTM/5bFI7e2l/DW7PSsO0lw\nUMHK+p/jeCtKY36aPRtHWcuRN1z1W0n3jG27zYkyYQr3HzxLlXB3rzoHN70VCSXnNYKIKsj9qjje\n0SjMlENdCiXddBUvhOQoWr2lAw1b0/UqPAqfUbu9oKXfFjNpFDUhCk+K9IWSW7Ofa048xvOYcK74\nvve1NuFG5/nE8pK65rRumzlcG1tEI5N9o4LYtIKNSylw39Y/xrZXqJjGXlm3QKNI5YjKk4o2ZXwY\nAp/wnt5yT/R/9DsouJgBa5I3g/O9sF/bLL62cVYzVWvYqLLasAmjRaKxtA5lrV6RWB7PdKToQJTZ\ndFtHQltt41gXlSKwxxeTL8SHpwWhmAXFwt/mtiJOvmsMbh22ILZPhyRno78/5fzggBu/80WcdGC/\nQKOolkUpNbpzYYhBHjO/ft+42DGliqccH3T4WuAosIKQmiudl7E7p2mjRHCre5OIeZaFUfTqtAYt\nc6gWRtHYxZtwyUsz8MfBMzE3WJDcgfxEwiKVCizxEaXqNt8jYJ4eYMUz6UZzPPEau6IFT+TvA+Dr\npVFCUIYTOp3OtCNHEXuHNhfi76Q4ioR271VgwUWBqh31lCQvivE1jzJCJreJtNB0v6zUQ1KhchSx\nbMgqNLWXqr7u6qYOo/uqBqrv9PCSnlDAgwBwMtiV4nX/i3CIFaXVlB/YNs5wk3GSNVe7L4L/qVIE\ntDNiA3U7YedAcX4d3TUyAFKMj0GVM+AqJvIq5Cgb8NMN8zBVtdxWymKj/I09DMeQRXA9itlr1KvN\nVFWOAg6ppN8LFzr12vQGHHjde/jOw+PxzfvFgTBppaYDdUIMvg3PZ7QkXJZnMakcRSFFHBCM3UQD\nWypn+aZkwVweFFSbPWIr7R3GEMdCzzgx67FeXJeo0fkMfl/+k7BNxfJiGRfmNCjeOW/s84wiT+8o\nyuJQ7yrdgK4yDMQQumjQAqJ7bC9mz8jwo8cnph+UgvnrW3DB01OwcksHxrr++9atolMp9iztMcei\nJBJWUHkn4PWvzxL2H06W4wCyNjZYZjXSr3ZeDn9/154ICx76owkEfsgs01Spz+mHIldBA/7j4Jl4\neeoa9QkSdM7O+lTGhlHpYWamsNy9jwx/8/0SCfoGld+6V52DZyesDP+Wn3PSe5cXQn5sfxj9MXcI\nkIsL2uZTHUX+BU+25uDzpCESNs5z42w9F3o0SdQzOeXuMTjpn2MSrwH4GgZ/HDwz9bgugy68zC1H\n+34zApu+NyixGD60nDFSTKJo4sQ9FupFcH/lHGHXlyxJoFyC7MAQNLCSqxKVIRXCwvt9x1UCo0jT\nD/Djku5xWLQsjV+iEa9jJ5cDO4R4+u92E90ZZacXt+KfjVFEe+6Gi1f6DrDXXZ+ZYxEC/HZUeEzJ\n7hnUWv2N8iKohSCElRAS9kORYLc5SGANjXCPxjxvAI66ZQRGmuiIfe5k4MCzgG8lhLn15pzdlQKO\nIwuU9dsaJEr4aMmm2D4d0kPPzMoh3L9hqFkV4Zp6O6X7XRK/eXYqfvnMlMRjpq3KthB1Zc7XkSGg\nOIYsxiXOW5hQdxl6Qs8yYPaPODZlu3/d5L9aRlGh7OKXz0wJWcBz1zbjS7cMN2KTbC8IGd28+EJS\nX/hzBf9LpdHvoJnmEhafeE1KHp8hkd6Mn4HRJzXsjDacaH0iHKtimySJWQOS7TDnFVjU1dqinkYi\ng4Fnp/LtI2m+Va5sH1cg3773IL4jtVcKi7sWJn9nAvGjFqgcRb9ofdr4fFVyHbPr/pdCeGB/XYy/\n5uNZthgeyj1kXC6LTbQIAeqjbDBfKfJlJD/s6yq/SQ/XArDa2x0OLcOCXmdIrFvwr2ygSJktrs8N\nwn/qbkbFo1rtC9OPIMcxir5e/Kf6oEpkuF0xZHY4WGyRMjAlrS4VaF64K/+Z0MRHzeJ0y9SOO4po\nxELwKFWuiqqhfi6m76eHZvLZSntEImrcaqIHK9TD8qG6YRIzuFQsLxYCccHTCmOEv/+PH4gmRdKN\niSnazQSPAT9cq1rwNYiv0laHA+u3YW+yUSiDGersHp8ct1R7fneuME5ZERmDaZkcKbKtqMjGs+47\nJ6CwuZf7xnSRHjy07iaMqrsyZlizyWiapg4DH94LADc5z2Fy/aX4g+2HQW0IGA1J4WGeF28HaRnP\neIxbvAk/ePTj2PYq5c9ikPs1aovMSAaW4UoFPg0wEL3zx88/OriGHvJ97Iw2cYNCrLaO8GHccTR3\nlODOfR0v5O/EyLqrUIKDSd4hUVl7Hi6Mj9VCHiO6Ha4mnn/hMKA50M/b5zh07Ht6YjFloQ9n/Ur2\nPoOFnnkgGCqFq/MLYyrw3/qsNduw/7XvRvsMG7d8GGMSlnnGj+K+dLf6WY6BrXseNvXgcuXHsp5p\n2DYRo0jv5LTgQcggx93gzeULlOcIjCI3+i4E8ei9jw1/djh+qKLuGXhcWA5j5hAgZPY5xMO+RNTu\nUr2uHLfoZIUTTxLaOlN5p8LER8WTd9oXOPJnwE5BeNvB3xb3//w/0e/zXhF2vVr3j7hOVHND6AAz\n7fsBfeiZKWKPmNQWjqRluWUoI48y/uwMQT3MtEEYWgoVjF1s7mTLAosLoc4RF/fmHtMey8YWlb6N\nKfjEGzzcBN2XJMh9xeApq7FVoTnzaeLO9yLmsWo+UQgYfx6I8nkm2XqhRIBk7PXg2liJOvAoRRk2\nfuaMweD8bcKxqoX4NEaRMI9++3L0LW9R1r1QcQWJDBVmc7IUvG5YkkNXlUFPRi2L0Az8Pb1T93e/\n3LTr7jg+yhC1zksckweuwH+to0hAn/6JGSF2ItlSNnpsgtzDN4SLXLpWAEYaRXIWExU2wjc40rQI\nZDFr+bvx7IiSzE9MNjQXsLpJvPcDuFhYE3aAgyiV7WKqSQU98WH1dgkjvGPwN06Dh0cJOXgUWAL/\nGoxRlAT23JrQRx16FhRQKHvar/5oslgY8ImmczD9PHsQtfHgwRJo/WE9YcGTVvyvLF+E68sXctcm\nsdAEVXvPJYhfCysg62bAW+iHqckzimq96DNWJ+ik1AC+OmnGHN+JHt4wGOPr/iSUwezbiBabfq/d\n4S6ayT0rW9fguAoILC8Ax30uHp7IEA890xwHkZGgY5jIK4fVTBZ4MJbEqbacncNzaaIAACAASURB\nVE1/zpyGbfE+L2M7Zc/8ouen4dVAp021AlcN5Jq4HEWb75fuGx6FbMjn9MyLk2OPUhy2V19887DP\nBCfo71dux7E3k2LgqTB2zPuw/3OhcA2PkshRxI05AIB8T1SD7bOeyKGiGWtfvwiY8RwA31hPWxkX\nmTP+E69mYrOkkQnuExQ1lH8d+G994jIx04kp20LuL9hkRhSbjj8L3ff3FSsSetU1WTtYfOJ33+Q8\ni8G5W5FHGQXNinaY9cwTx7k+pBO7oiUo20PRI1jSyHQboxuc7B2iLFdgFHHZfCrBmBu7V13oWfC3\nwzGe2Oo8IUJV4Gj6/eV1UZjYWQfvFv4mnO0QJfrgCpz6pFiQVxZDTnfaW9zP/73TXsDp1/mJWti9\nyBW779BQu8kkCUJYjbR2mPCZ8QlX2CJPlmsn4VCyEoeR5UDBbzcqeQqmGyPjx/aHuNx5HZc48aQ7\ntaIalpR/HhX6pIOI6GT+6ud3k08R7vkX9gj82n7P+HqjFqqTFCRlkkqCvPDTRa+5SyHUUcEoet49\nC4Dfl4eOXe5xJOkesuFGHnZYOBsQzZEqGke6im1iJ80JEM9E28Nrg2xBXFm+CJQCt7ybzHAFgFve\n9vt/U/vMxI7sChtBKT9DKUYv1LMyRy+qXji9K0TdVY+Qva9Ti/ficuvaTOUR4j/v/Ul2yYb/WkfR\nNHqQ8HeaY+bPzhCjcikYdRAhtb4c6hdxblINHqj8wKg+ALDU8zNM1KFs5L5k7YZVY6T7JbFeiDKw\nAMCVgz4OBWEZdutdF55j8i3n4Go7phBn3pheEHznxjhXnfKdGaZsBYrF2SYNnCxtZAvtFUtHW3FF\nN1hTO+fAoRS3Ok9jZf15GFp3E27NDeSO1DGKzD58XTiLxw8e3D25sFDuIxpxQ9zT8IL7dcztc3Jw\nvBVrTypGkZM08ZXal1cO2onk9JTDwKo1XBIRC4/ipyTic5b/JvBwof1+GO9tAlZGxCjy/z6AxGPF\ntzeY8aBzWsnpw7OuriQxiviQrF2IXhBf/Nv/t1aDXb7fJKf1RS9MF/b/Z3oD1jebv38ew+c34t2h\nz4FWSt0mWlq2I8cv7wgscKGO8mvJO/HvkBndaY86luJWvi8FoygNb9aJDF0C6k/6mNPJqQN67R4d\noDCcjdAFq4WZUOHazffV6b9Lrpca8mDCGJbhh82I9/vJWp8G78Ey0q2Ry2OQvx9zLTWxcbHQ6Qqc\nqhhFLYjavvbNumXYTtQmCYALneE40Z6POlJGSeMwY2OepUjNPCR/MwDfUVRwCc5i+i/cx6Nit9gW\nwZ6Ee1Yco4i9Y/leCXMUae6wB/UX55Z6nw1ZBgQEJHGB0S+Lz15q94oWBNgEwbcj/OvbQscgdRJt\njcnL9XKfcOpVwClXRrsVfWOxpRFD8jdh6wY1m0SFdI0i/fd/9kPjOTZw8C/iY1qWHoSdO6zuWp9Z\ncOc+YbkyTtzfd67s3sd/h7c4AzEif2W4INcb3aNDkgR+UVMMNaWCnS6PrzyTIFw44475hTMCN+Re\nqLl+SRPk+0YsxoCrhyn3CZk60XVs364EL0Y+cWncUcaefx/SgWOsJdgLPnuM3UtSFmPWLnk74Etk\nCfYnUSZcf3ygQsIAHipnSDqjKN0G+sQbAACYuSGd/fvMxysARAuKfr+nPz5LJE0tUDnRVmxux6+f\njUdC+I4Uij+/Mrvq6/0jQcetlvsh8OBSglV0T0ywjwEAtBG91pKMg9unYHTdFfi+NT79YA7/tY4i\nmVGhcszwmRsud143KpfpRxBCgtSinMEQHqVv+UzPxyRjxSzq6z7Uo2TUeuTQs3C1qhx5untxg9c1\nzkuKQvx/zLOeVdLFrPt9waww6J9LGbbvvOL2+yGA+rKYKNkW9I0N2rKuCa9H89VNr+B8J9IcOIRE\nhk+cZWD+VVMqisS6nKgdTxn3qGi8Us2K/7JeQdgJITEjVzVRSQxjijkigzp0NOGjRetxwLXvxlJi\npz3/boFmlZbhTGsGbso9H6ZG5qGqar/edQo2iv/v2fak6uvZRVBlquCh0rPJAr3/mYbziM1tRfSF\nmnUZe3YJoWcqLSBd9kd54E67R76/+uuQ+AB+k/Msns/dkVwIgK9ac/Fs/m6QW3c3TgG9japXlhnk\nuy5a0fEWaNgPZHVMLdwQOe+SHo8sTM10K0KkOIribU/8u0BzsOH5fVUhYMPZeeBHnIM9Ia1uEraX\nm+gcaxz+x5okhp7tvC9w4qXK42988xPldgY+mYCJsa0DzzI1WVziwX9v8vczZHqD2fWlxsvspHIK\no0j33poCUf5J3iEJsVkVvy0peuw8KqmhZ0Shu3GAtR67oAU2XOk5iosyMmxC0I+0RFUTQs+SGUU6\nG4o5ih6ufD+qBRGd67IeFUPJi+rYYffFH0ti+6Swwn4kcWymHlQi9iEUumXosUv4U9Wmp7/xEL5s\nLcavnPcTLizC0wj7Mgz8eKV23yfrWjg9Ih+Fiof1zQW0FMQ+b3Fja8x+UUHlyMijLPSB/O9+vfPh\ntX/hjMCB1tqwHSYyuLsJ37Cmhr/vGbEo/E0kBwIJj5+CvmgTQt5UGkVdhSQm5gOjREYKpRSvTW9Q\np0/fASlFfGjVuEUbhH2/KkVO1qMsP8mO/J0kJZCg1E8A8f68aPHy9bobBecd0yhSJbIB1M6QNI2i\nNOkDIHKwL6V7hdsmuMkC+VT+cHVla8aIC56enHhes8TeTUu6IzOnAD8UVMY1ziCMrrsC59sjE8tL\nw7iEENMk57iYATp+HB9iCgBTepyEJksfYSCjf8lnGh5l6WU3VPivdRTJoIrVmmpW/U65aww2tHT6\n/dTSEQAQClqHbTqhUbLOmo+T36zIaNRO68IUu36qwySTOVhNkkLPWMfAO4oGWBFdbmciaVUganzj\nl2w2moDa8Kp6jjroYtb9FUzJkUTVj7o/mjCp7hJ8MXDwbKF90IOUBGqn63lCJ/TixJXh70OaP0qo\nofhQsojzUVDBwJKZQ8wJxT8DP7uMJoVsePNxR1Hm0LPYsmhQXuNcVN64DK5HsWB9S+y0nimCbzyU\nA74BqOa3CkwDalcNA0bG5/pFK7Tsacpx4CrUaqY8MmZpLBxEBSt0FOkhCHOnlCcPmEkUYLYifeyt\nI7VGo3x+GHqm+DBV93CuLX5rPYMV0ayT6zQm1YXOcJxiz8U5VjyTDENHqYJ+iIy9r1lmIsr3Vn6Y\nuF92tFTserRTfxWaOVj839H3IRsBglBmrPxkRxqvN6SESYpsDrLBmUMFNjy/DysFY4pT5ztaGKrU\npthehKJ784/j0fyDuPVN7p3beV9rSYG0zEO80yGRySlBvl32rD0Q7TigQ1fMpeT+om8Qps9nJVM6\nsTXvbR3dDYu8vbGV9tH3VZ6rZT/Uo6QUs+6Zt0N7iWiynu1JtobtNCo8+q1apJId3hu3RTYTu//4\nfbDQM9nZ7f99musvQPTkwtD90LPoWos9KRQsQFMnP4ZSbIFvOzKtEiH0jK+7qjEkMZjyilVoJwon\nPcmOO0q3tXWGdZChyyCUplH0wScbEveH/WRwfyx1+iNjookOgTqDmAoqR5ENV9nGdeY+s4dNJtlZ\nkfZN8zblI2OWRedBnO8QUHwWm/Hv/P14WKPRWouDWwf5+U5f1YSy6wk2F/tOPly8CVcMmY273l8E\nGTuem0iEMNegBGO8L8WOaaU9/Wl9cDNraT8AQAetix3rUYqzH/pIcEbJKIFpFKltcpUNZ2sYRSzj\nruocmbHEu1DPLt6KVd4eqZIJptMmz4vb4xtbC0KKedYHFMpuKKT/0yezLfKaygz8r+Mz3o6ylqUc\nqcYBmnBVU6zdlsyUD5ndAcokjzw11XkkcIPM7f1JSmZECTuco6ha40c1cV4hpS6WO8Y13u6Q0Vl2\n8fHSLcrQisi411eSDYz8y/xJ6frYcXlUwg/ShoeljekT34hR5CN0FJUi4+bl/K3hb5WHmX2Tixpb\nQ5pgEnKcRpEWvfqllhNeP4FRNGzOesGw8ChVhj6dZU/HnmQrLnZ8Qdw26jsDeuei+6144lRs6cbI\nCTKgXWQk8A4W2fHsBuEfJv2erODP3yuvUSRv102WoomDQsxasaqgM1z8zFnSPq59n1gYGxwnX19d\nsS9+Rp3K3WRFLw1JYtYUkZGqCvFTGXu2RQRhPdU1EutTpcly9weL8DODwSxtVY9CdFZmnVjrXEwE\n4gq3buB3pQuG+k6Kx2ISl81Sw8YYRSnnmd73vfnHtQbwyAUiXdx0RZhPFa1aIWf94zTvILzjnoD2\nMsWpxfsB+GMO+3Z5XRL5fuQ05TzSVstSkZKtRIbcJm1CsQtaxRBk2flUNaNoe3GKfExczIWb2jlM\nXhnXVjPRV+D7miwTLrlodi4Fyc4o6oLplK4E3lGkctLqntFfyn+AP2onhLZ75WCBJH71nUmbklHk\nepEGi+Wpv9sSHPzAHi+ODSmhZ46UBcarKDQGY4Q7CrxyAU4bfCB+bb8Xfp/ssJ4Bo2iO97moGlLo\n2Qr6GaFI1p74SZrnRf3kbsHCiMcxkwUbVRX6aUk2wsFnR785R9H1b8zzQ4ICBr0OLORO1U5zmrTL\nWRc2dAXEjqLKn6lQDVHHWEuUiwZ++yU40ZuJs6woRIXdf1IWq+6Czh6R+yACinwgzSALp0dZYPVP\n7miyGLsgvnCYBp4F++q0NTj3sYm4bdgCXPZy9HyZncAyQ63bFg/h2+5M9oxgz/vu8o+lREcR2LjP\n+um51O8PnnW/ET+WUiXDRQQR+sF4nRT2r8Qocj2Kh0cvwTVD/UzgKvvzPfd46aoR5tH9sZb2S2w7\nAK8Dmmy7eZSiTVoka+mUnkNw/i3vzMcFT0/B/HUtsUXttOaiejYqvOOeAMC35apB7/r0MP+k58Gy\nlL86dQ1uf3dhbL8V0BEA/55LpA45ai6qXyG+3fYte2rKkfJ1dzBUa/zwg9cG6lNoB1a+GaafBsSY\n4kl1l2AfS08PU41fEaNI/9jGen5qZH5i36IIXcgRN3Ru2fBiVFqhLsG/oTK+1NFbZXUGINXHwRt9\nn6zTe68ZHFIRqI6LVCthe6hFIlXQOYrcQDiS18ILRcUlsOfJVuw6Ah0Ai5useB4VvkhLehTvuseF\nv8XOUs2gMJmoXv/mPEk3gosL5ww8mWmkM7oZS453kDAoQ880hsvSjW2oVMR9VHg2CTen2NerTj1Q\nOVWO7qIukuwp4tczovZzlj3DqGw+Nn9zmz+BkJ0fnyZYgEdS6JnIKKKJlrH8BpI1isS/VYgZ1qHT\nLf6uNyQ4O+LI9g6yMPt0wtxy+zR1FPEiw6rVPJYC+2PvUFxavgxvzV4HF6pwM/09pN1eTQ6VzmSh\nefndq0Q397U2oQIL7slXBQdJjqJgojph2WY8NCpd9JJhe3+KAv0/1xOL1otj4F3lnxjVKc+xuEyZ\nBQQUSzaKC0JMU9CDpRwbf26PxG9sta4Hj2ozw+jn6VyrUGkUac7air6co0hzlFdBhcv0+WAuSobR\nn2yLZ9wKqhAxfDSJKawlcIgXOlXYfTCoHBxyn9CvEjFc2BOQ+1BCPWCBv0h1Q+6F2H22w3e4rOQW\nKgmB4CiSnWHzgknke5xd4lEa66P4BSeh6h0K9qocenbA6dFvblx8YVIQguvEmQ482GKCivkma6yZ\nIs1k0LF6qnWeT14Rf04v5u/AT50PlccTAtxfuRVP5u+N7esWRlHKfp2jiCBu7zPHqOxEYmONbpGq\nNzowtO4mvF93tcDANcE/31+IQtnFptYirnrNT1gxp2Eb3pkTOejZWH7viMUAfE242P3sgKFnPNgz\n/YQOQCPUoT+utAictCiYNP630B44qPAcgGDhUOsoStcoemDkYvxr+GIMnbE2qFO8DReQxxj3SG29\nXS78VcZTubuBm3YyFnN2KUUb5yDz+1L1IuKyjT4hYlunYpE4pbmYOoqYnItOazYNdYHDfA9sxcr6\n83A0WVxVOY+PUzOaeqIgvLO1bRQ5z9xRRDOyyxl2OEdRtfCCQbFIc2GjKMPBUPek8JirncH4kf0h\nvmNNwJ4p1Cs1oyiAplEOKLyEBXQ/vz6Sk0AFkcJqbuhF4Z+MUaR2FKk+Zv4qrake7Dij6MelG7Du\nyMuN6ypDt2rKtvPPalNrQSnKWZSMLGaYEc5R1Fl2hXslUoeoXxFWMyj4rQvWt+D1mXENiAnLxNSS\n/Dk8ZZzVl23XvXlmkFESX31llHQeOsPlrPvG4a1ZUn2FlVMtpUm5RzcIdMWcL4lRBJhpf/HwGUVi\nKfPXpa+UHWtV18Gb4lvWZDydu9tIzLqsMKR0iGc90zuK+LALrREjpaIODXfFobJwfhLiGkXJrecf\n70TZlA7fKzkte07zHTwwcolQ71xayFYAnlHUqQiLYft540IVtsPf8x8HiyvYSfeftCqXpgECAGhd\nhy8XHkk/LoCuH/ED0ILrxRhFfvs578nJuGeE+bez3R1FhGvPu+yHVmdnYf8W9DXqxyZ6kUaDqdbH\nTqQdk5aL49l9eT+NtR96Fn+Xt+WewfW5QYnlDpm2JpWyrkPywhzbl7zgFNsHAotQ/eTHq8DlNJD4\ncHnATwMdO4XXL9RcW6WztpFzXqvFrMVtKvFXdrUPdv91sEH9vlm1LqO+NmQnuGy0vqeIK1N87svo\nXjiw8Dze8r4iXJd9iw1B2IpHCUhAexZCz4qKMU1mFDEtRJ2mZAqjiNlJFWruKEpj5Jr6A+R2Wq0f\nYVam7KzqdvaFIKNYkuZMd0Fn/xBChbGGX1STz2CLDjrL89Igm1t/sg3T6v+QuY5jFm7EGfd8GP4t\nL/Iw+3FpMPFX2TfTV2ULjdnesBLYdQyyQ5V9P2kL+DIa6a6R85xmdRSJNs6Do0VtGtVYX5H08mRn\nEu+slnGm7ds1PIs/aZFr3OJNQqY8aX0fADBp+RZMX7U1+uaNbAYq1FtePPzKAfEsgP71/YtU6yhi\n/eCJlh+6+wtneLxmCfU/qL/P9NQtuv/SGSEw09vcXGrWdAZCgD16/3/oKPqf4u34Wek6YVszekUD\nGmy0IGLznOeMxt25J/BQPj2de63+bH6A9EDwveItwv433a9EIQmG09+5a5tZ4QCiDsfpUKeqVMVl\n8o3UxOvrBKlsGZrRG+sP/Y1BbdXQ6TD0JoVgPxey99g4LNsUd4JdaIsfH4v55RlFq5s6RaaKdKs8\n9Y439F1XvfoinPvAR0pFfD9UjvsbFhpoP9xfOUfIeraBRisQFEQ7mfc4jSJ5QFpH4+F+SStca5pE\nvSrCibpG2djUnnwZOnZH9ZM+tXNNVWaS4alytjhWfOslL5mxkZKut6m1iMaWAobOaMCtnBPDFI/l\nH8AZ9szwnenuKsYoSnnGMUaRZg4rH6cLn3lylKhVEaUrTq4HwzxvAEa7R8W2y4ZGOUNa3b49kkOp\nHA1TaDdpkKzjjlPpBrQPOBPrj78uXGUCNIwiQ0dREl076b36xpYaHUhmATBswi7pBwXQtYUK7IhN\na0vPocrQs/kKXbTuxOD8bQCAc4o3AU4dFvb8srDfS+iPGVZ7uwMgOKn4AABzZsEoN65jwSNr6BkF\nRVuxgitfm4PBU1ZnOpeB/47l1U+VY2ZzWxEDrh6GGau3oZOIgsgs1MpjjCLdRd1KcK/qTkQVeuZR\nTpshwfkt4/JXIoes7FQ9vXgPbAsoUrVeErt/1h5G7HEhxrmHg0jXX7etE6u3dMTumJdDIER07Kje\ntd+3RMcQRLbJvPDZ8mLW3P189uhYeTHme1oIqi32JacWRRYNu66q7nUaRxH/PE++a3Rsf1r2TN2n\nSFCdsyiriaK6xG8dP418P5KNbaNCVl1H0R4RxxZhrCEUrPZE0lOINE7V/bzpxFOHPwyaIYRRyRkk\nZfuxmJJhMg190YYTrOw2WC2wEr4FBqZ8xdpp5BqPt0LGdmfg527rufmCR/WhZz7jTyxbp1EU7le0\nAZcLO1Ydw2de1EHM1Ks/7ua35wv9puvFx43LX56Fcx+bEDqLVcXJ3+nv7bexrP4C9IU/f5Sduqpk\nLEC0mFCtE1juB6vxI3gexeLGuL6wDEKAEuxMzMbehbVV1Oi/3FE0nw7ARO9QAFEHOt/bTxjQtlHz\n1HECFG/4pcmr/RUqgxkx7/qhAGYHGc4YttC+4QevE9OLquLve3PWuqA8tiLg36fT0Qj2+UzxotWi\nNEaRqaOoIhluHsmWbnlw5XQs2Pfn/rmaT+ct9yux/b1LajHgE21xUOhQMIqKZVfw0hN9+idBEX/Q\npJXCvrAMg3cuP08PBCcVH8T9lR9KnSvXMdJ0jSKKuEaRamKrY1IAQL08tghMkWwT2DkawT2+i69k\nYMGIDr3k55x1MlWX85+vnCUhpUapR3z5tpE4/vZR+Murs/HU+BXCvvtHmjMqmHhsUk2yhF3JqCSI\nDDsb52Hte/8CoF9d7OgQHbWhqWNYJQKq1I9Li3FPgqwFJkM3cPapd4Sr8mEdqpSzxX6HYfPh/yv0\nf6oMkMyRxBsXPPMqDBFOuOck50QS66MDySyAaqATZ65QO0oaIU86VRopOwiOIvEMH0Xk/bGcEJxZ\nvCvc7nH9MR+2zoMZkw10d3iUwDbUKtmKPtp9vOi5KQZ+vBIzV3fdyvvexA/Fv7Usj9VR29zQHDF0\nWuxdgMN/HP793dJt4dEWUkLPNIKsAJShZx6N6kM1Y7nqu+cnNPLYsZX2hmOJbF2+ygN26ylsi1hN\n4vVbChWccveY8O859POBMzGC79hIdhTJ6JGPJgGsf3I5O4IlFGjuKOP9bXuhnBfZcZj9svh3SvZD\nSOyq1XQP3FY+L/z7gJ1Z9t8sGkXRPa9pimvRpIdaqRcm0hxMOugmiMprVz9EGaNhq/hM0kKu+OfJ\njyd+ShSxwszZIE/qaXiO1I4Drc8Z3oHpFc8AmTEk28lZGNMqDMzfjZfztxo5uH5qj8ZfnCgr6CO5\n+xMTYOjw8RKfBZnUZ8v7Qgevge3Dj8EbuUUeL4FRREBjfaBu0Szar2YUiY4i8RgXVqqjiL1jYmDp\n8d+ZR/Xadlk0Rn9o++/0LGs6AN8266TRQqGq/9iHNOIzxJ9z1pPqnKXntjyPg8ia8Pl9z56A/ciG\nUI8rDZQCHRmcxy61YROqJIXImLqiCYW184zL5rHDOYqoRm+Hx29Kf41ta7J2w29Kf8Ufy38UGEV8\nSr8s0A1ESze1CdTjSh9fs2eEe4xwXFromZ8ON9IoygLWz7JSLbeIneF7IHlngaoT4403E9FO5/9x\n993xehRV/9/Z3afce9M7pJBQEkLvRSlGlCIiTaUKKk2kiUpRX8SXooACKugLCIINKaIoIk2k11BC\nDzUJJJCQXu99yu78/pidnTNtd58Lvi8/z+cDuc+W2dnZKWfO+Z7vcZBZJ9RTlZdZI5XvtI/B9Kmn\ne88/lUzGSqRKGWmrsyq/LywbUBu1iBiKmnGiT1A5hiLa/ua0Jie8DPHw3nMY5iH5E5xKpH01Y6Hy\nBNLeIOKYPQidLPTM3irS8LU32ToABEeKT6rm2pKoTa1v4eK82HBjVDiTy+/zp1/MU4WKCLXzFmZX\nuQNrFXBwbH6ODQF9NlnfcccHM2IAwE//WZ6jRXo88p5ZNt4bsBVNH1KHgeMfte9i7BPnAvB7F30L\nZtkaBeCWkVMe76/0tfMX0l2CF/DZ4DHreKOt14QailzGLMGLwrVNnSs17Rw+GoDOSZJ5c0siigo5\nijznV/EPbigyv46LtwBIMw3K+T5K0SSH3yKyn+XMr//X8oXwAetYAxE+nWZKeo8rGHoCBd86qvVt\nZ3laf8jha5Ai9ZW87x8i7jisFgBeeO4pTGALii/0CNUB5KbhrmQbAAQVR64ZWFcGnoDHdnhTel/u\nHJq0LK81FZcxVpSbknh6+pprDqPzjLl2cDBEoR7yR2H9208SnnzlLErRUgWhZwDHm3xt7ZyIPCMo\nc0f4likbrz0oQxNIRBEnmzRZ3F+fm4fFK9Zgddtoz0k7Z38+9uZiNBIG7cYC4QiwGgo1NrRLfBeX\nUb1awlDklJKIIvOq/oaejR5UDoEpn533nA8jG3Cn3GL0alNvNdcan2FCPtLMSNqf+QcQxoi8jaqp\ng5jOq2c7Cge0ZSoTaMoy+6gLKlfj5OjW7Pfe4ZO4pHpF+otjPVYOcZEhinLGsdn3A4/hziXUwLOc\ncNxycGciG1Eut5EzRYgiRxKTmIfaXLkIeqj/p8JnsWkwO7fc3z02B0CKhi7o4omxJ/VhUfPGoqn3\nyrF5cfpta6yloa9dBuOHaqdil1CQfPcn9KyGJj6z5Lf4a1VPXrUVex1fvFLpox9mAo92BzaEH90x\nE1izBPO4O+wuTz5yhqLuGdcWXvMqH+88fm+yNVaiO5sYYx5gVT89rgwAjr7XPsGhKcXSw/pcsq52\nmZ7Zym0oUlnP8hFFVhW4jigCgLWY4D6gE8xu4bMYiWXGvaSOJR5php4BQEK9gcfbGzKXyBSIe2yy\nlnVOejIAHXnlI6U1RX7vcyqq7zTbifaueQtZPkeR+Femk8SVu+DumtvolSTc+I66BzHjlDKUVw4A\nW34J7+96oVZe5r0Hs0JMKJLg57VjEHOWaxS1NuYx9TT4DFX9V2LeXpKPlPHdZ53j+oL75fCujurk\nW6gabf+Y+yBGjE5FpTb3wcq4hs7ivAh9oovPW2e+ezaGWl/S62csmApgZ9fhyB3XcT7HtVkoM9/t\nFjyNP1e/b43dRit/Uby4egUur9qZSEyYP/Wm5Xn46abusnh/6/xjycY4sHE2ropVViH1zuUMRbmt\nkRPn31sy9KysjMYSTK+f4Dw3iK0Gl8ghSXy7/qeASbt+pBFFGi9RKn2oZlka6YaPhp5R1AtFF9G+\nEiPUlLQlDgSzchD4v7LwIHe+Ufv6iwfjwdqpHd8nhQ5jmRyiNzU+KlQc7cMU0ZDAIkyGDD3L2SAk\nMeIcB5Mv/TNdNV3iUpb1tVZvX458hIk5gjmkscljKEr/raNhjUvGmEbcKCSovgAAIABJREFUXAZR\ntM/ma+NpPgX7NM7DlencEoOSWStEUYgYnIX4YesQVcDUzwEQGRUP+dXjuPYxyVNYvp/ResrQfpc+\nW+knmXWRZH3QeKQWgOXpZ+uSVNWDu4QzsRMePfEcf1vxMvxwBdJpYg1ujr9Uwix9gpCxbDE2YbPT\n68xniN+HRPdpR+W37pSk+436Ebi+8kPveRNdngNy7pe45qn+yFHhHbi3dlqGQB2INRgEdwiQRPzk\nh54JdKr8Li5HsU8oomgVMdYKRJF7frygcjUGQwdamFnPTHHNmW3Sm65o74PZ3N6zAcB+wcPYkrmd\nok/MsrllfUK/moujyL6++Dub36WKFpZyhegt0vH7E34px2OX4VztGTxU0cZ8ADEdeAyKkqQs2GQA\n68UCXp6GQMpHzlC0D4phgLHDokoXEtloIsVrf7MxMGD4etbxxDAUrV5/H5zbOlzbJKQ18vydlkMQ\nRRHLt+WbE6BrYuxJM7pFiPFSojZsF1WuNO4V93ShDycu+zHWgju867vRH7AdewURiy0vurY+jtow\np+ZKpMHlm3tviUvZ4XhixIHZOYkmAoCfxIdmZImfDGeUGrByYaOZsBptHVFUCf0tPJopY5pvAqFx\n1COYG1FkhgiZxkJZNv1uMQJB1Lvv5Vgy9VDtfkpmDTA8Meqg7NxqgiTgKIaDWudciCLj1V+dvxI/\nuK187LeW4aEDl9+aZoxVjbZVhqwSba9dw+fzamAd8fG7TPmvO/8thqKVRvbCstk7fFctWd3S+hUH\nL0TUUDH5AXzPUxn5dDE9VNz4VysjsOda5kEUlVnYLq9chq2CNyzvzqsLVnruyBeTxFzjJnOhL8EE\nRxSp/83xJ7Rr5LzyNJ+C0YO7ceWXtk7vFaKvAjmGoiLjn+d0WY6isrJ1Dol7HU1Fgk+Jb1mA/nIU\n/W9IF2yi57lchQbRby8N90cYRk+KLqKbtS7W1IjvXeP4/VQxy5sJikIE/l3yjxfew+Tv3YG+Voxq\nWgfJEeQydlIlPYAbUYQ0PMqr0CdtxIi8o8FFZg0QRJBnrLi844Gx1lLhCPIzdaanpJNL8iSZHEVU\nRmIpJrO5Fuk9A0BVkDLoje5qhF0mj8QLfN1MF0igsqdKI1fC0yy6LMRV8T6qgNSYKw3rs5am82gJ\nFLgUF4LSJT5E0QcVlcpdvOvGbBYmsveE4S1pYjv2ivfeA0YtwO9rF6GCNvbYWKA+O+EEKtqQmtw/\n/RETLexSF7Zir+FzwSNpndQFdD2pILYcKtJZUtaAMpytxMO1kzOCfSk/qVzhuUOJSQdBpWkgilpx\ngiN//WSpOnUiH9RQtGUgDEQyBPeF+tF4vn6s89oyHEXmGO8EUUSNAvStOOdexCWg6p6VU4AochkF\n4zSQEQDedBiJrm9/EgDw0+ov8Zfa2c5y5y0T+1GG4nFUOvQMzLreJybar4I2elHFYxOOA6DTjbjE\n5VwqEl2n7Qw9KoXDrwu6UE7yPctm8O1BX6aPdCIfOUNRGciXa3DSISk/mFQsvtI8Dd9pdUbAzBiA\nrqHYvu9ybNinkCoiPTXpEK01uCb+DJqoYEDN5wnzhJ5xN6Los43zcuumyOjUPZIorYIYs0gIhPQS\nmvdOC2ZgWuNfOLPyR6v8IViJY6PbcVPtXFTQtiG2/ZiP6S2/ZftiUW1c9psqhm0EeJkrJX3/8OHC\nsl39IUl0joTdptjkzy7xLTZ9BSgGwEZ6JMY2MWQJzoyux37ho9nRGAEeen0RAGjs/4AIOZP3ivKU\n0A3iguUNiNC2nM2mCZeP7Ylw5nx9A37e7bYSNhzLMRJuXgy6IOR5ak3ywv1+8Qg2ObszpFB5Yd6F\nxbdgFy3keWTYH4bngMql/3wNd788XzuW1xcZA7Zmr2bhKP74f0NBTX/74uqzu0gYBgDc9ty7mHjm\n7Tj4qsecSCdf6FmZKUTWqTB8oYTsvMEIrOhra982ItwyVcdCK+vtCkuTssO6Csa77cRh2GPjMVqd\nfVnPrGflGYpyXn/DNAOPUw67xX9OK189u+Hghzms+R0Awsu5ZHlqbEs3oUtWN/HnGfPRjj+ahqJd\ng+ewd+jalKhG1RFFARKuMgLen6YJzuPU0Q1F+nf84Vo/x+w0NNElK7jwFs/yeG2lfCW8A6M88+4H\nkSsffAvNOMH3/vJiZqyS7VGUZSzkidNQVIgoiotCz3yGonRMedBrbiQERRSZhiLduP20wc1iIYp4\n2ibGWio3dZwDd9TEWOnjNqIo0gxFftX7jlFHA0feBgA4cCsdJcyJw4kusSJ00fgWKSdRlFqomknK\nc8SBL17xGGYv0tEHtz33rlUXGuIuJyLXV+tv1rMiyfpQWsztte/h/tq3wBiw/euX4KbauRjV6w5z\nP+DdH2MnNgNT2Nvoqoi2KcMVkq07vCDc5UNAHpvoGtfj/lz7AX5eFVkr6VpK1+Yq2t6WthzNOdUe\nxxZZxyTfS3/F1EE+d/nDeOC1hZ6r+y9lDDC66A0RZPvG4j6bR+wuRYxx9YxOkFoUUbQjIepOuK2P\nPJEoZ303050iRU5PV5i5lt3UIf2lc/EJ3actXd30GpYyjqISZZp71iraaCHKsqNXCngF8/heAWC/\nLda2jtH+d3blN9nfJvtDMWLKLdI2clbry6rsDhBF49hCTAnmYhW68Ld4x8LrqXzkDEWP5vCsSKkW\nWPukZV2Gdt2XbFmoiPlkAYahj2zKEw4gVsasJFKwQN/e2DXoBKJIQj0TbTJ/kethbObdrvSWQepN\nc3EKafdyvUwXlwcl2HWV15/lUWVLYgJlQVnxyRuaoUYu0marbJchzhiNRRZkKb7psdmOC0d4bISe\n6TxVIvTsa9HfsVEwx3mN6V0y0XB0vV1tcJMUIYospSbRN8b7BI/inBLZu56uH+8NTaHNc8P0nA1s\njliZ13ixsjm7fihm1w91kvCK9+4MOeTKfPO1XRW68Pbn3/PWJT/dtF/ylM7fP64yGnFe5BVluKX2\n31k4iuQHsDgejN8+Jcn0VChEkfjr4rtfBQAr7fdk9g5ED06c38/3TT8XPIIpKeeAMpN+cIVckq1S\n4xAdL0OZG2LOka8MUqMn3VR8mFnPZD1cMpDZBLEAgC/+FpiwQ/azLIdrH+z0qYu44CgIkGDGrJQP\nJ0UUPfjaQqxsJuhrfrBMOf8O6UIfflO9sPhCuv4gnXPSBj+udSq27fuFcXUe+ks/t7A6znsOAP4R\nb4/5fCgWGzwQppxd+R2urF6ae80HkVuemZsTTkHmQ/IKAWJn6Jk0ZnhD25N27phykVkD1FDk9p5K\nY++sRBnmdI4iM/SMaYiixXyQUaJC7Ih/ORIEFnLjuPC2rESJNnYhiqhBNu/97x91JDBpFwA6J5S8\nLwthTyccDo4ICVaYQzDNYibnpUZqKFrZTPDk7CX42b162MhJf3wWpqwuSd3gy3pmtoMpZVdLa71i\nDENXvwUA6G65OW5kCvPDw3+iVgnBGNDbitGJBptXv84NE7aU4QmVMhirtHXz/Mo12d/drIEjHam4\nAbuenTzzwxAZ4itlaUeJRYpFtkmnXK+m4UbOFaYR9/Q9p2DDMXoiAhOM4JLsXDoAJeKxU0QR5dLk\njqxnDa7my27owIA89CPgTlxB5xgXutOlI/iEMb+jVgo9/aN/zCy+3nGBOU5tRFGMFiLCC5z/kCKE\njovDmPa/4Uw53TtJwMM599I9SkORbH/GlFOljBHyX9VvAhC8lp0mBfrIGYpWoEdLV2rKffHmGvmk\nS5S1V3WWiSP8GUdc4iOz5pwDLaWcL95a8QP4UBSuTVGbB1lnDjqgkVvR18LTs4VnkTGeKWrynSMm\nspS1PXA3uUhk8GWHAYVOZBWXoagf64x8Lsv+I7wrhqK+iivj22LoytsRDo4ap6Eo0SGM3KG1xpyh\nj+tKaT4JZ/5gTLhpZFCyffAytg9m2nUgQ9AMXZMcRdm/6Qv9rL2/FXJSaCgqQBRdVr3cG29cVj4M\n9aOIzNqUDZkyokwlBjgpIeIcRFGxoSi7tp+O0bJklWWL57CRZ1o5RkFlMor8oXJ+Nh/QOG7AvwBl\nBmcmwMVXVS7GRkvuASCg8nfXzsBR4R1p6JkD8ed5459Xf4G7amfKpwDofyjgaCjjlZzPqafIl91L\nigg9495Fdc/GBVr70jfijmPyPaayOVifzQWVl971p4lnaT1ccnl7X89NgeIRQvkQyCa3N+lyrlnA\nh4K1U49lRW0gEwTZpuyjJAMcIWdFEkCQacr1qoEqFkKHartaUnJZ2E4dRZbsmldCJKWVthFYjl0n\nj8Qb5+9V6nogHxFh10Vm2NIRRb6+F/DEmXJdkln7Q8+EjtIpokheH3jCKSSn4dntLwMAnnl7qdbm\ndugZ03Q2U8+Rhh35/hxuMuspgT6WXe8QdIAoohG806aMwk++sDlO/dTk7D5XmHDochCGYkMhHVBN\nrsLXZJ1MOb55ivbbdEgB7n7sQxTNJ6m9XTLjnXwiY32doXUg/cExj1fQxpi+NwEAB0f3gzFhzOpt\nJYUGBVmuibA2xbUuHRA8iKGeZCcuaSccL8xdnoXq5Mkp0Z+1tqfIdMCP/DHr2Unmt/8fRPWDDgyA\nzM4Q5nOWdVdsY3iZ0DPpdDDvKdP6tG4/bSuaDg6b7J/ONWYESZFW7ho7bYTZcReStmHoCF8K3QbK\nskKRjUvX+B1OyjBeLCbJeMTaaPEQzZQ3pciwUmgoImOoB7340qhZfn2SJxiFpdiKCeRx06GTC4oV\nsWLqhlyOg8N/oYZmlliGtn8niKJq6iRdha7c9cclHzlDUZRCxHzyldYZ7nTLZCGRxg+6cA7rKW8F\nFeW5j3MOZSja9mjEhKvBbyiyhWY9E5223CR39HVP4fg/iNAXBp7Bi2VHqSAdEB6vnBRpqDEHPS0L\nEMSM5vfoj0ciy9TG0rYlypaWHYxz/LB9mLMugCCcs8p2IbYSrtXTlVI3ZBwLuZ5SNncSjzvzmpfh\nx6ID1mzXTFFP/+1jabgHH4Rew9PHwXInC9ML6vLKjmIfLPvE9A4I7HwiW2AElgMLXyscFjRUtY/b\nY1wgWoqeZt5jHy/b48tuzBJuKr7lnlBkeDIf71qUzOd9PHwp+/0Sn6gRolq8H1z7BwzAUKzE7uHT\n2PftCwAAE9j7AIBNglnpxrtMTf119LdNfls8UT8xW/CX94p+Qj11vuxeZunmonpe6zAs4z2YySdo\nRju6BuUhiu6ofQf/TAnxJ7L3MLt+KD4Z+MMZfYTsbycjMQqeMctCbRNf3nNvP+gdPhqnNL+OU1on\nIIhtjqIy6XJNqaHp5cf7IPL7yvm4snIJAKDHh7YisniVrlgHSAoJ413L/LDMg8g14muw/O1LwJLS\nHAZdrAHGgKgDPphOtoQy45dUPt0cRUp8HEUJGBjzc00gaVlk1t9tHZXpIv6sZ0WIopZW/7lLe7O5\n/KUBH3OGnlFEkWVIqgsDISXwT8AsgtgumJsz+x0Yy3+WLuo6xhg+v/U41CrSyBOgEhgGLC50SKvM\nqKrVXyKKMgSGowpmtraFDqSba47I44Askghtsd7niIWIZQBPnaTMwY9mcn4FjKFeCdHXjAs3VfL9\nXpi3PNfAbrbD2liES6pX4NddP88tn8rcpWuwz+UPY9eL7hNlFjRjp6gZVz3/0wxFUjpZg7pY2wov\n8obfBwzvGMlZyoSeWQa6TjiKiN5FI1o4t3nDKGqv23CObLnsbqDPb7h0GUwSBLlk3WbWw3Mr18HW\nxQgwoKC7Hfu7p7O/gxwEUlaM4zxjwFgsxPiUcsHFUdRChIffFPpS0ThyURFQoUPo4soVOHfF9zDW\nEbYp6stxb+3b+HPtBwCAxav0feQgrMKr9S/jhPCv4nJy7lPBM7igcjVOi25EPV3fGuR7tzUbQjlZ\nxgeU5p6T8pEzFH0hfAADmO0J3Kbvf7BVn59UzbWBop2cd0DgB/gRRQnnwJhUEVz/U1qMsfeetB4/\nbR+gHVNZz5LcjSI9N2MuJV5OwINK9jegQsWkouKLT84QSI4BQSe4KvuwQs/oL4Y5NRVXq9tPgeWE\n3Noc0C6125lVjusbVO5JtfBzI4tRXnY0SgDtktFYgq+Gd+bWyypSM5Lp52jWMwD45/DDcFl7P1wf\n72YZ71ybtUsrv8DX08ln0Upj0+R4F0WI3vbyEOVJnjcAAJ6eswSH/urx3GvkOH6kdjLwi20L+xrl\nVHFN/iG43yPeiaGoZKcvq4J92CTEPvnTU7a3G7DnBQW7Zrg/2SI7boeeqc0JALy1aHUG460lvWlZ\n0uPNOkQU6XWSV7i+x2eCxzG7flhhPw0R45PBMzj93VPAkOQiiq5r767f27cMHLaydHW8N7Zo/Cqt\nMTUE0Tdh2bG8ELot0wwrnw3948LVUgkL8anmTzAtnJEdW0mQmGCBpqG1E47PN76vveNcPsLK1uki\nBAaAvyY7YSkGoSoNswStlCDwpgz3yaWVX+Kx+kkfSvgGlZ3Cl7BH+BQAoKsE36EZBhFmhiL/PROH\nd+PYXdZ1nmPQORw4+Qau79gRooit0OahMgTYZZFkoi5xmnpZ99wyzeGi/g7g5iiiPDpOSdopokjJ\n9fFu2ZxghjvIsKYMCUMMNTRLoyQgpfNNtvljARqoYN7Gipy2CFHU2u7r6XVqzuMOQ5FU0um3cSVc\noc/K0w1c+/jPbz0uu086Qu9/VfC8rLXieXw6fKYYUZROfXJu+vvz7+Gh13WuGLMvvsNHIx63vXaf\nSyoe46Vs/x/fZaOppVxQuRpP1Y939mc/Xwkj+lGCzcfrDj+z/zGeYNmaFp6cvSRzEMxI3GO4rFjP\nSH9v0lPe4bZ0tZijTDS5SxjMrLrlxKzn3KXFBvT/HeH4MHDosoROjGgRb1qOIqoDacIYVjfd6KM8\n/kLzW01J+QQ7RRSZYhqhaWKGT7kcTits7jEpvqxneYgpF8rIDHmjfW7CMLGfM8P3XFJhbYx98NuZ\nwYeK4igSZR8e3oOLK7/Mzj9SPwUPpZQLNkdRGmmTRfF8MI4iutdfj4n2vbX2ffe1PNYoAszMizJc\n+cDwQcBwUsksdkPZyiyxUxZ6BoWcCgs4l6isQpeRI7FYPlKGoggxBjN3Wu1FGIwlMGPI84V2lk5J\n9Xz61axFq4EJ2wNnvg1M2Uv7qD5DkZTpyRStbjQdZdna0SxGATgQikGrEEVxSkYmytZCobiCg8sN\ngSv0zJw8zImpbDgNFRV6xsAY8FgyFfelRKEaRwSHlnbUnDAHBmpC+nbrOBzUOMv5bc3QM1fg5x6N\nC/B4MlU75vsOHACev8lzVsiV1UuwW6ji/Mv0OS3jjkmGnbaD3Gz0oo6L2190Iu4Sh3K+f/gITq/c\nKO5tGNm4WvY4kwRvF1WuwvT6CR1n4qlF+Vbqb9/8PB59Mx9FwAFszGZrWQdoH6YZ/QC9b0aOyTJA\n7FVF/KFndlhkmZScLtmSv5Jx7lCpGtnESiOKCs6bU9DtL7j5lMyeqWLumTZvmuNPcVlzPJySsJub\nfYpDEIgiB+LPccz04sj+6Gqbg0Phgd00mGWdM+XyymXYNngNdTRzFTCafREAuhc8lWY9y+EhcCe6\nIIdU3W+vfc9oK57Nw0VzhdkCcdSNJir4LknSsGlDcVbcM3OhNU8/xTfU0Jo7NX6G15Jx2jXm3L9z\nQ+fFqXBpKDJCzzpMqbxz8AIAZATNV1QuxRu1w63ramjix9EV/TJclwlFSIwNmgw9y1vjwoBh8mi3\n0susmUIZXsqGnr2ZuPkU305GauNbT/zhrm8n2Scjoy4uRJFWNvdzFDHYesLuG40WE0jSdm6w5MaN\nrm8HbDUWR+00CYAyAA3ptedTQGVolMqzMNLSOjDM3frM7BcH0wwctE5b9F2JoFsYH0yOomwMpOIK\nU7DD2ICn5qsxkht65vhmIwbU0vtU6Nu/Zr6PBa88ioNfEHPA5sFb+k0pR5HUK+S/Eum8phnjS9fo\nRO+uPvr+WtPSc9D+peI3FIl+8Iv73nSeB4B904xerk2rCj0zymXqPdZbMR014/mmEYCWLR0E/c2I\nnNXBdMLKlnEkCvHJMsLf8/fn37X4fKhEiL1cenliflFpYOyvTGbv4PToBmdG4lPCW/B4zc1hacrp\n0Y2YXT+sENlbJIOYdFDZfXcUljqRqzXesowBNPRsXIqKljISy3Bt5cIsxFjqEXm6AYPYgwjU9Qr0\npGFhuc7oVPKMXtJQ81oyFj9oHYHL2/tl53YJX7BvyHFwu3TmGIGaS0sgigBgAHpBe1qm3xI09Lih\n3dZ9pkxtvohhr92ECyPhiKujkWVyk1PAH1LOzvMq1+JAT7Ijc32poI2msefOkwrL3/swJjJ7zq4f\nig2CebnXmiPQXBdN3U+3KaR9kgfZc2jkhEIUlTeSruG1j17oGWNsT8bYq4yxNxhjZ+Ze+yFYl6no\nSk9nr+rzxJ13+yuCTLYuILn0m/sgna7sPQkJPXNNlCt4N5bwAbl1DBFnyoAsI0pJu+hzpFCSzjwl\n2tz4mTC1/iGKUkMREx6zasgyAk9zoNDf5oRJF6c/xbviCa4beqQsWtXEghUKmZY4DEWv8glWv8jt\ng4+akGKeZZcClPU3e2YpRJH+ffTK6KqZSdBtlpO3uJjfO2ja8fdy8jwgnXw7hTn7CC2llNmzcA5c\nU/0x+c21us8xMgjRIl1egJAnHWc9M1OifmevDfvt+PoNO5tw7gCfDp7CN6I/ZfHCUsru5zq10Q7E\nGrgqbyGKyIJENznTghnadWEafsk5sCgN27EMRZnxWYSgmGF2PjGNZ1nd0vLHDFLGCSszk0dMLyyd\na6nC1uIhftHeF5e2DsS7Y/cUx7qEpy5vUdW3oaIufzvx49omW09jrBSQYViZjbE8KLCTEDL1pq/g\nPc57fvvEXNz9su2V00OSbQMGHfNnt47EO8Z4k9+oyUQ5HBwxVMrwDdnbpRRhaeCtpgrZnuH0LPSJ\nyt7B4/hC9CDOrNxQWKYpvnrQcOu2gTQVoWB2YgFNOPdylgUGgo6zILePBki063dtXIL9m+c4r50Q\nLNSMCDUyXqRX05IO/GMmz42bhJ4W7UEUcQbOE/zkbpUNbv8tx+KqI7bJeP5ECma9fNn3aB8d0lXN\n3lk+e+v3VF+gYV/m5oYxte7JdZ5yS3Aw7TfltViDOsx0zJyLNX1AoodyyD5MQ6DMDVbAhL5zeXtf\n9PJqLr1C3loQIwB4ghAxpteOx4D7/st/cRp6lhmKEjcHCxXZ9te0FQ/W7x6fA0ChXlw60vw5fsRQ\n0ZolHQKu9TgheiMVBoUo2uH9G8HBsSPJQGnqLnRjWIZfRoovdHtGsq7VDtKrz2I7FNEnq/rUenDi\n9c/ihD/YhOJZ+Ygxuh8G81XoKr6oA7m7dga+Hv0Np0c3WudOrdyCMWwp5GjdMXgJp0Y3O8s5KvwH\ngM7CZvIkcKwfT9ZPwGP1k6zjNdbykllzBHi49o3sOAPwteg2TAufwxfCBwAoR3uuwVcznKjvXGZK\nXnugmB+Oa57qvWZyMA/XxXsWk0vnUGY4EUU8xDXxZ9DgkUaknZ13GPl7WJ+2BvWkIXAMat4uE/E4\nrFuhZQDguupFeLgmeNPknvzeme9b94XGO5p7aklpk+mNsW4Immxkjy3iKAoDYTwsIyvW6POBCQig\nFAtvLVqNh15bZJ1LEODCijCe9YFyFPltCKZI9PgdyfaF1DSm/FsNRYyxEMAvAOwFYCMAhzDGNvJe\n38/d2BUPvIlVDVdDkZ7ZCasj8gczXTyo/zDwtKYcyJQPJy4IPduscTV+1D40rYu7XWpogVd7sjIA\nZOnsZUenSjGH6qR5kH/zXIxQb75+fCaabY2BoZ2oDaSpuPhSgIr7HV4nz9e67tHZ2d//eN6tSBdx\nxQzDCnw9vBUA10jMAeDL4V14sHYqNmGGJ6+gXr7nW15sIzes6f1+KxGpuBMwLVOBS8p41+3JtbMF\nPCrgKShC3AnRyYM5N7L7pX9LwnvaP1yTZcC4NyVu2flm8piBpXm5ikI9flW9BN+I/tzvuhTJ9Dfm\nZ3+PwHK8UD8aR4R3F5YvjWxNRNqG6UvRP7O/t2Kv4fJZe+LjwQtaaT6DoghBSZzKlKs/1ryGInHt\nZAJdNt9nER+sZTtyPScA14yJ8kv9qHUIpjUvRh9q+Fl8IOaP3QMAEFd6YPZHU+iYlZ9+s3FD8Puj\nRLjG6ZWbNAOInmlNGYqmBP4sgULZyvdCmZKAYU2zGBFob9ZV+7zuSIP7u3B/tHmA3W9Qm2UZ9prM\nfgx31s7EkSXILeVTiz17KcGyx5A2BCtxX/VUfHcz29Pu75dKTINQg1fwtxnv5oaeAdw7l5mIIl6w\ncIZG/5rDx2AF3MY/Ub4S2nY9HuLuTrQek+dGrT4uQ3MixpaDzDoR23jtWEb6nvILucisJbqZGlEy\nTkO4nX1Ncq2cP1TYp6qHi8DZzHqmJZYgOo/8oklqKDL7rCR8XrVGoXTNbyjL+kn7IExtXNcxoojW\nmYHjkPBfGMmWo+f9p73XytAz2ZdNo5lL3uaj8ZnGD3E+QR7KTyfXNlftdn/vSmd5NsLOL3ncgGY2\n0YBBo5PgXNe/zaxGdN410SDTk8neOjU8GUZX8B6rvtKrT+s6tDt/Q2aGnPXmZDStINaQ1mVlbfbB\nuSNdMob50eHSaPDH6vk4JfqL8xr5HT4s3acTx2YNTUQGasS3JxIGZz3UTH57kzRZuw9uQv8yuvhv\nvrwVADd6ZxjTnbyFBs/UKOJCybraLEaAB5LNMaXxWyx1RPG40KD31b6FX1Z+lv3uSeljhJNLPLcM\nN9aogSmvWvp7h+CV7Fze3aGhO5ph55U0yZP8Xg+9pvTkOhq4u3aGdn0xRxErzL6u6qa3salbyL26\nfL/L/qWSCikuLPX20vDLGMv6R1GoHCBoOh6NN0ILEc5pH1Gq7lL+3Yii7QC8wTl/i3PeBHADAE+a\nlv5lKQGAC+6YmXm3AWD+1t+0rimfV0xI3n5vt4sfQKMtPgz96H6ChRXGAAAgAElEQVSYtzj+Oh+H\nR+KNAQg+GBnHHrJOayekhhYQiU7z8eAlhIhRYTH6eDWbfHsJF0pCeHv0zmt4RhyhZ/Td+kNmrXki\nmVDQ5Vtb0DvSLc3Nf90Bd+UlEAu+ydlsebOkiyv/g9MrN2FzvG4Zij4evAQAGOtZMMsgKcyMb1qd\npaKatr25qTmoeRYub++Lp/hkwV2Q801d3hZTzO8eIsY6bD5m1w/FtMDv6ZKS64VHOY8C50AvJ+R9\noAgVtWBLi7hLAaQyZ+EKr1ewjGLBIRbYEhQCADq2R3cuBfU4O1DhR6OZ8D4eEd5jXWcqZ3KxaiHy\nertluNB2wUzNTcyM8FVato/M2tVMvsVZjt3hOQkJGDhGDBtqHafjPkSiQa3l97832RJz+ajs+KKx\nn8T17U/i7W2+BwBYyPNTl2fPIi8VeEIx9EQBraz/bhH4QzNcjZURuRptvyB1RiQI+pWdktbPtZl9\nlG+G9Ru/x+w1aert1GQQIEFzgVDqNmJzCp8j+4g5BrdlM3F8+Df8ZW/l+ADcXkwAOLdyLSYFC3Ds\na8da5/xzPgk3Shvp7/EOAIS37cI7Z+JPT7u5vQAAQyd5x7nYHJA5nZBZu24JPYZUn1BDdIX0ZS8a\nryOOosSNKNI4itS1okKu0DO77bO1ITUUxY77pFDjD4NqN9d6el28Z0a+LzfRLkSRLIWOUQ54OYoS\nBMpQxNUdLiOLNKjSvnxTvKt2jWnoyJO8TyaJz8+rXFtckMFRpAxF+fIyn6ij4oqfhArRL+6Mt83+\nFuE35SYid+iZB1Fk/E4419rY5p+xjfWyf+dlZvPpNMI4zjGeLUBXum+R+kdI5v7LDtkKFx64qbf8\nMllJpVRZ2+tM6Y+8kozXvlWenBz+GbPrh2rtOM5H3gtgRInMb9IwLPvlPsGj2Dzl7OuPFOtz6lvW\n4Ao98zjRk9gyLnZCZs2YrpuWMoxlyEt7nhwAfR9S6JBOQ89cXdnlXPWttUXnKZmzRHrSRBxBiQ0A\n92aW5rnzYmAkODCdXFW00eShM1RrEBw0HCUMRWU4EAG7P5n7Z/msLPSRnJZ9aKtAjYtZXIWmd4Io\nCgqcnvn3/ntlLADqKp2bHsuEMXYsY+wpxthTY9kHi52VsnDLb+ClY/U49k45ivIUrIUrG3hvmVgc\n8jiKLogPw+cbOsHV99pfRS+v4s5kO4OjyD95yGK3nahvhKqsDZ5yRRwW3ZsZUfpQwdXx3gAEw7mU\ntxauzubKvA22qeS1EWoKVX82IAmBFDGYhiJd6G9zMm86NrFlq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mkN6l7DpbyWdcBRZIqF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VbU/Y3rUxmTTFfSTPjq60/qZ+S1X5cNVBHdrWt/HB4C+i9gxG8MfCsElT2AAP/V0P8Lm41dLH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MJd0v4byHrGqu7cDFVHofV8nFWq4zNOEG7FBOCyTTOxWAh4xzO6o4Bn6AS8BmY662U4cmEr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\ngIUiSZIkSZIkNRaKJEmSJEmSBMB/AXRBbW0vdfrXAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,6))\n", "ax.plot(A5[:,100]* -100, label = 'A8 * -100')\n", "ax.plot(si_vwinds, label = 'si v winds')\n", "ax.legend()\n", "ax.set_title('PercentVar[0] = ' + str(PercentVar5[0] * 100))\n", "ax.set_xlim(0,7440);" ] }, { "cell_type": "code", "execution_count": 307, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "80 km R2: 0.003581945062503089\n" ] }, { "data": { "image/png": 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m1zbf5jfDL5dY38r6u37zAoyluR3GujMh670NhWXm/6uRS8XGOjtXt1gf9FJS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\nQOz8iYgy0P8HkVLprVcAbKIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = sm.add_constant(A5[:,100])\n", "model = sm.OLS(si_vwinds, X)\n", "results = model.fit()\n", "print('80 km R2: ', results.rsquared)\n", "fig, ax = plt.subplots(figsize = (6,6))\n", "c, xedge, yedge, im = ax.hist2d(A5[:,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('A8 * -100')\n", "fig.colorbar(im, ax = ax);" ] }, { "cell_type": "code", "execution_count": 274, "metadata": {}, "outputs": [ { "data": { "image/png": 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ht0kKW7SdgNRk6e5bJZ0ViT8p6fzxWAQAoHiS5HbrmNh1Nd+7pHdE5n1fdUoY\n3P0N47xMSbS7w3H07Xw4iPUsfeYkrGT87NkVPidJWryktZ8XkJ9N9jnLllL4ZNk3Er/sYDDSjP3g\nwOEgVq9qs7tjRqbHn8i3Qeo9VltHVzi2ST9ERyIN3suVSkPHLNdpEC9JHQ0deeJwiQgwtRU+WQJA\nIdFIPRdeKQAAUrCzBIBC4sOf82BnCQBACnaWmNYG9u6Y7CUAU5Mp08dooarwybJvJKx6laQjQ2G/\n0hntYSXnjI7u6PzhSJVtrOq0WaXb8QrX+H/u2Fsx0bWOg52HnwhiS+eEPfhnds2Mzu/qDHveluqs\nNVYlO6fUpe5Fy9KWCQDHKHyyBIBi4pxlHpyzBAAgBTtLACiiSe4N22rYWQIAkIKdJXKZDr1VY8+h\nldYPjBvOWWZW+GT5h+uDhvaSpC//4MYgNhzpF9s/PBCdf3TwaBCbN3NeeMzusLpTksp9YR9ar5Sj\nY2NGjuzX/LNfmWnszXd9JYgtnb0oiC2fuzTz49fz2OH9QWxN5LVaUueH2CsjQawSidVzsFy/jywA\n1FP4ZAkARWRmdS8nQ4hzlgAApODPCgAoJKph8yBZAkARWfM+t3Y6IllOY/t/+r0gNu+slzblsfbt\n2RbEFixe2ZTHAoCJRrKs48BgpA9se2cQK7XFT/v2doa9TWfPmB3E2nvCmCSNHD4QxGIVspJUUdiH\nttQVr7KNueTc3wpisWrgoTp9dE9blP2yi99/ze8GsR/87M4g1j8c9uaVpNkz5gSxUnu8N6y3hdXD\n8zu61DFvYdoygQIwGqnnQIEPAAAp2FkCQBFxzjIXdpYAAKRgZwkAhcSlI3mwswQAIAU7yzre9sq3\nBLHPfuf6IFaq857/kaGw3+mh/kNBbF5v2C9Wkgaf2h0G6/0VWA6rPsuRat48/uuLLwti1//756Nj\nKx7vWfuSBi4dGa5TeTs8Elb+dnSEVcqSVB4OxwKoot1dPuwsAQBIwZ8VAFBQnLPMjp0lAAAp2FkC\nQBGZ8eHPOZAsoTvv/Zdo/Pyzf7Wh49616TvR+LnPyfah1AAwVZAsc4hVyH7gm5+Ijj1reDCIlSvx\nqtGYmfNPDmKVOhWulXLYR9WbUAn6lle8KfPYeokyZk53bxDraO/IPB/AiTBZiRSQFecsAQBIwZ8V\nAFBE9IbNhZ0lAAAp2FkCQAEZvWFzIVkWzL4f3hoGu+NjDz50TxCbc/oLgtgXvveFILZ6/tK6a9j/\nxGP1Fwh2EOcEAAAgAElEQVQAUxDJskEfeu27o/H3fP0vgtiBSDVr2SvR+WuXnxXEhnpmR8dWIpWv\nsWrYtjo9VM9WTxAr1XmsrGZ0xDPw8nlhEj190eogNlK38jeMD5XCymNJ8kjPXElq1/xoHCgUesPm\nwisFAAXF27DZUeADAEAKdpYAUERmXDqSAztLAABSsLNELoe3/myylwBgXNDuLg9eqSb5m1//g0zj\nLv/in0Xjlzy1I4i95rSXRMf29M4NYkP79wSx8kC8wjRWNeqR3ralnlnR+Ut65wWxOd3xsbNmzIk8\nVli5W6/woNTeFY23zwkrXB997OfRsc/QsmgcAOohWQJAARnt7nLhnCUAACnYWQJAIdHuLg92lgAA\npGBnCQBFZKY22t1lxiuFaeHgkzszj9267f4gdurKM8dzOQCmGZLlJPvSb78vGo9dUjKjPd4I/RXP\nelEQ65y3OIgNHdwXnV+JNC2PXU5S79KTdT0nBzEbHImOHdj3eBArdYeN3Nu7wlh1cHiO5ejgkejQ\ngwOHg1hv58z4cYECoho2O85ZAgCQInOyNLOSmd1rZt9Mbs83s9vNbHPyb3hlOgBgSjKrVsM28yvD\nGtab2UNmtsXMroncb2b2yeT++83s+Wlzm5Wb8uws3y3pgZrb10i6091XS7ozuQ0AQCozK0n6lKSL\nJK2RdLmZrRkz7CJJq5OvqyR9OsPcpuSmTMnSzJZJ+lVJf18TvkTSDcn3N0h63XgsCAAwEaof/tzM\nrxTnSNri7lvdfUjSjarmlVqXSPpHr/qRpLlmtiRlblNyU9ad5d9I+kNJlZrYYnfflXy/W1JYUSLJ\nzK4ys41mtvGJJ5448ZUCAFrNgtHf/8nXVTX3LZW0veb2jiSmDGOONzdTbsorNfWb2Wsl7XX3e8zs\nFbEx7u5m5nXu2yBpgyStW7cuOgahWJXsNTf/VXTs0tmLgtjzn/GCIDbSF1aHSvFq2HIkZpHm6pLU\n1hE2N2+LVLhKklfiVbJZlSLVezM6ZmSe39He0dDjA9OJqem/kve5+7pmP0g9x8tNeWW5dOQ8Sb9m\nZhdL6pY028y+IGmPmS1x913JtnjveCwIAFAIOyUtr7m9LIllGdNxnLlNyU2pb8O6+3vdfZm7r5R0\nmaR/c/fXS7pF0hXJsCsk3TweCwIANJ/LVa6Um/qV4m5Jq81slZl1qppfbhkz5hZJb0yqYl8o6WDy\nFuvx5jYlNzXSlOBaSTeZ2ZWSHpV06XgsCAAw/bn7iJldLek2SSVJ17v7JjN7e3L/dZJulXSxpC2S\n+iS9+Xhzk0M3JTflSpbu/u+S/j35/klJ54/HIgAAE8xdlfTdX5OX4LeqmhBrY9fVfO+S3pF1bhJv\nSm6i3R0AFJBLWd4qRYJk2UKuveT/j8bfdtPHgth/7TsYxM5d+fwgJkndPbOC2ND+PUGsUqcaNlbh\n6nXGViKxWM/Zej0rY/FSnU4hz1v2vGgcAPIiWQJAIbnKzs4yKxqpAwCQgp0lABSQO+cs82BnCQBA\nCnaWgKRK39HMY9t6+ABpTAeTf+lIKyFZTgM7+oaD2MMHw2rWZx1+Mjr/lJ75QSxW+TpyOKywlRT9\n3Drviv8QxupWvaMzjNX5IY7F631unsvCsZFemLFxAFCLZAkABVQ9Zxm7mAsxnLMEACAFO0sAKKDR\nRurIhp0lAAAp2FkCOQ3vf+KY222RAqVRpd45zV4OcvK+I007tvX0Nu3Y448OPnmQLKeBf33T+4PY\n2Z/+UBB76OC3o/Nff8Y54fzVYR/Zw489GJ1f7jscxOpVqMZ4OfyBrdeHtlynZ2yMtWWvnI2pDA9l\nHgtgeiNZAkAB0cEnH85ZAgCQgp0lABQSHXzyYGcJAEAKdpYApq1mVr62OhcdfPIgWU5T9/7uB4LY\n4mv/JDr27JO2BbHlc5cGsVlzFkTnD0aqRr0yEh0bq3yN9XutVw1reaphI5WvJXVlGifFLwkZGewL\nB4ateWseD62itS77wEQjWQJAETnXWeZBsgSAAqq+DUuyzIoCHwAAUrCzBIACopF6PiTLaWr/E49N\n9hIgqXwk/MDsVukXSyUp8DSSZYE8eOXbNG/hiiD+hhv/ZxA7qfunQeylzzw3etyuBacEseEjB6Jj\nPVLl6uVI5Wyd5uR5KmfbIpWvHukXW0+sSratLfyRqdSp/G3v6sn8WMCEc6nsXDqSFecsAQBIwc4S\nAAqIc5b5sLMEACAFO0sAKCjOWWZHsiyYjQ98d7KXUHiVvqPReFvPzAleydOofAWOj2Q5TcWqXusl\nyl9bsSqIxf7iPDoY/yU/rxSpOq1ToVoeCHurtnWE8yul7P9rxuZLdSpnI5WrpRz9ZmP9Yq0cnx/r\ng1tvra2mkT6qE52Y6fka5845yzw4ZwkAQAp2lgBQQHxEVz7sLAEASMHOEgAKyVXhI7oyI1kCU0Ss\nSnYyK2QBPI1kWSDrnv2yeDwSu/BzHwlil/fHqxjXn/biIDZvwdLo2MGndofBSEVetF+sJI9UrlYU\nr7xtVCnSW7ZRdfvYTtEq2YmsJI09Vp7KWape83HnnGUenLMEACAFO0sAKCTXCOcsM2NnCQBACnaW\nAFBAXGeZD8kSAArI5TRSz4FkCUxh4305Sd6+rPXGN6PylGbumMpIloi6/c1/EsTe+dU/j46d++h9\nQeyiZ78yOrZj1rwgNtJ3OOfqsok1Mm/0MpO2tuw/MpajQXvskpKpejnJVMBlIuPARSP1HCjwAQAg\nBTtLACggzlnmw84SAIAU7CwBoKC4dCQ7kiUwDYwcORjESjkKjPKi6TuKhmSJzP7Xb/73zGP/dePN\n0fivLD8riM2b96wgNlynQjZWNep1Kvpi1bBZj1mPt2WvHrRS9mQVq7Kt23RdE5OUXDYhj4PJ4c45\nyzw4ZwkAQIrUZGlm3Wb2YzP7qZltMrMPJfH5Zna7mW1O/g0voAMATEkuqeyVpn41ImuOMbP1ZvaQ\nmW0xs2tq4n9uZg+a2f1m9nUzm5vEV5pZv5ndl3xdl2U9WXaWg5Je5e5nSVorab2ZvVDSNZLudPfV\nku5MbgMAMB5Sc4yZlSR9StJFktZIutzM1iR33y7pue5+pqRfSnpvzdSH3X1t8vX2LItJTZZeNdqH\nqiP5ckmXSLohid8g6XVZHhAAMDWMVCpN/WpQlhxzjqQt7r7V3Yck3ZjMk7t/291HP0X+R5KWNbKY\nTAU+Sfa+R9KzJH3K3e8ys8XuvisZslvS4jpzr5J0lSStWLGikbUCkFSOVL5OBWN7u9YrEKJsqFAW\nmNnGmtsb3H1DxrlZcsxSSdtrbu+QdG5k3Fsk/XPN7VVmdp+kg5Le7+7fS1tMpmTp7mVJa5P3fL9u\nZs8dc7+bmdeZu0HSBklat25ddAymn6HycDS+78i+IFZqC9/gmNN7UnT+cP+hIFYe6Mu5umxi1aix\nfq9Wiv8Y5amGzareMWOXiQyPDEXHds6eH8RiTcxNzflxzVtlyyUpzTFBHXz2ufu6enea2R2STo7c\n9ce1N46XY9KY2R9LGpH0T0lol6QV7v6kmb1A0jfM7DnuHv5yqZHr0hF3P2Bm35G0XtIeM1vi7rvM\nbImkvfmfBgCgqNz9gnr3mVmWHLNT0vKa28uS2Ogx3iTptZLOd3dPHnNQ1Vocufs9ZvawpNMk1e6A\nA1mqYRfWVBHNkHShpAcl3SLpimTYFZLiF9YBAKYc92oHn2Z+NShLjrlb0mozW2VmnZIuS+bJzNZL\n+kNJv+bu//n2U5LTSsn3p0paLWlr2mKy7CyXSLohOXibpJvc/Ztm9kNJN5nZlZIelXRphmMBAJDF\ntYrkGDM7RdLfu/vF7j5iZldLuk1SSdL17r4pmf+3krok3W5mkvSjpPL1ZZI+bGbDkiqS3u7uT6Ut\nJjVZuvv9ks6OxJ+UdH7afADAVDS1O/jUyzHu/riki2tu3yrp1si4sDVYNf5VSV/Nux7a3QEFM9F9\nZIHpgGSJpjhpxuxovLPUGcT6hweCWPdQvMK1PdJDtV631lhvWK+MBDGLHDOPetWwsccvdXTFjxGt\nso3E6q41LBTsaA9f63KdPrp5KmdjYgm4nlhipg/txHNJI1N4ZznVkCwBoIDcnY/oyoFG6gAApGBn\nCQAFVXb6xGTFzhIAgBTsLNGwex/8/mQvAUBOLo1Hs/PCIFmiKRbPWhiNz5s5N4gdGTwaxA5FesBK\n0sI5YRvJ4b742FhvV49Wg8YrQaMVqpVYhWr8sot68ejYjJWvjfZrLbWVZD29DR0jphJ5XWPVuFL9\nyld6wGIqI1kCQAFNUCP1aYNzlgAApGBnCQAF5C6NUA2bGTtLAABSsLMEENV/4IlonD6y0wcdfLIj\nWaJhnaWOTDGpWuX6jBXPPSY2LzLu0//299H55y17ThA74+TTo2NjPVuHD+8PYpXBeB/a6BtUORJF\nvPI2u7bYS5ijj22jlbN5xCpfj9fvlcpXtBqSJQAUULWROucss+KcJQAAKdhZAkABuZydZQ7sLAEA\nSMHOEigY7zsSxOp9KDSmMacaNg+SJRr2nNXnBrHv3//tuuPHVsPG/O6r3hqN3/Ddfwxi9SpvT19y\nRhCL9YutWw1bDhNIrL6zMlyvt2z441WvQrZSGQnnl3P0ls1RJZtVvd6usT6wwyND6pw9/9g1jfuK\ngMlDsgSAAqIaNh/OWQIAkIKdJQAUEDvLfEiWAFBA7q5yhWSZFckSE+5rP7wpiP3Giy6dhJUAQDYk\nSzTFS858dTQeS5R5fH/3riDWU6dqc0HvgnBspLdrrOpVilfOajgM1atZrUQeq60jvlaP9Zxtwk/n\neFwi0kYj9WmDt2Gzo8AHAIAU7CwBoIBc0gjnLDNjZwkAQAp2lgBQQFw6kg87SwAAUrCzxJTwf+/7\nVhB7+dr1k7ASnKixDdr9ON1h23pmNns5SOHOzjIPkiUmVGcp/F9uVmdP5vmfvfSPgtgr/+Ej0bEl\nC984Of+084JY14JTovOH9u8JYvUuM8mqXiP1WLw8El66UlJX9geLNFcvcdkHcEJIlgBQQC6nGjYH\nzlkCAJCCnSUAFBTnLLNjZwkAQAp2lpiyPvDNTwSxDZueDGJnLOiYiOVgHI0cORjE2nvnTMJKistd\nGqlM9ipaB8kSE2pGR1jN2R2J3frI/ZmP+TtnPDMaf9WsZUHs6A/DS1RGDh7I/Fil3tlBrHPBydGx\nHfPCytNSd7zyt70rjLd3zQhiwyND0fnlSLzs/dGxWZUse+VsrMqWhuuYTkiWAFBAdPDJh3OWAACk\nYGcJAAVU/dSRyV5F62BnCQBACnaWAFBA9IbNh2SJCTWjvTuIdZbCSz9etez06PxXLQsbrF/0+T+N\nju1dEz7WeedeGD7+wEB0/uC+nUEs1hu2LVLNK0kW6YNbGQ77vUrSyGBfOLYyEsRK7fHHas/YX9cU\n/+VYr+l51obnB58MX6sZHWE176jO2fMzHReYKkiWAFBAnLPMh2QJAAXF27DZUeADAEAKdpYAUEC0\nu8uHnSUAACnYWWJCdbZna3q+YOa8zMc8fU5Y9SrF+9B2tHcGMWsbjs6PVblWFK9mjfFyWM2qjvDx\n846Nzo9Uzlpb+ONdr+q1XpVum7JVw845aWkQi1XIjsr+zNAsLuecZQ7sLAEASJGaLM1suZl9x8x+\nYWabzOzdSXy+md1uZpuTf7NvBQAAk2r00pFmfjUia44xs/Vm9pCZbTGza2riHzSznWZ2X/J1cc19\n703GP2Rmr8myniw7yxFJv+/uayS9UNI7zGyNpGsk3enuqyXdmdwGAGA8pOYYMytJ+pSkiyStkXR5\nkp9G/bW7r02+bk3mrJF0maTnSFov6e+S4xxXarJ0913u/pPk+8OSHpC0VNIlkm5Iht0g6XVpxwIA\nTB1lb+5Xg7LkmHMkbXH3re4+JOnGZF7acW9090F3f0TSluQ4x5WrwMfMVko6W9Jdkha7+67krt2S\nFteZc5WkqyRpxYoVeR4OLWzrtuwf3pzX/icea9qxcayBvTui8e5F4QdrAxELzGxjze0N7r4h49ws\nOWappO01t3dIOrfm9jvN7I2SNqr6Dun+ZM6PxswJK9TGyJwszaxX0lclvcfdD5k9XVXn7m5m0b8j\nkhdmgyStW7eO0quCWzxrYaZxpbb4uyIzOsLK1z39Q9GxBweOBrGjkdjc7nhfVYv1fI1UjcYqUSXJ\nKuFziPWWrR4jjEfH5vjzNraueo8f603bqFiFLKaO6nWWTf+VvM/d19W708zukHRy5K4/rr1xvBxz\nHJ+W9BFVT89+RNJfSnpLzmP8p0w/embWoWqi/Cd3/1oS3mNmS9x9l5ktkbT3RBcBACged7+g3n1m\nliXH7JS0vOb2siQmd99Tc6zPSvpm2pzjyVINa5L+QdID7v5XNXfdIumK5PsrJN2cdiwAwNTgksqV\n5n41KEuOuVvSajNbZWadqhbu3CJJSYId9euSfl5z3MvMrMvMVklaLenHaYvJsrM8T9IbJP3MzO5L\nYu+TdK2km8zsSkmPSro0w7EAAMgimmPM7BRJf+/uF7v7iJldLek2SSVJ17v7pmT+x81srap/F2yT\n9DuS5O6bzOwmSb9Q9WqPd7h7/PxEjdRk6e7fl+q0/ZDOT5sPAJh6Juic5Qlz9ycVyTHu/riki2tu\n3yrp1si4Nxzn2B+V9NE866HdHTI7sn933ft658XO0WO68r4jQcx6eidhJcDEIFmiKYbK8QrVjkhv\n2FjlazlSHSpJRwaPavmyZx8T23I43tv1kUNPBrHnDRwKYnM749WwlYGwQrQy0B8dm1W0wlaSRV4D\nK2WLVeeHP8qxfq/1ql7r9YbtWfrMIBZLlGhN43AtZGHQGxYAgBTsLAGggFxShc+zzIydJQAAKdhZ\nAkARuVSewtWwUw3JEuPi8cd/OWGP9bUf3jRhj4UTd7xCoLGVs3nGYnzwNmw+JEtkVu/ykFiiXNC7\nIDo2Vg0rhX1Eb77rK9Fx5chP97Yn471ZnzolrPCc3T07iA0fPhB/rEjlaKyHq3V0RufHKlTb6oxt\ni1TJtneFVbptdXrmxvYHscrXkb7D0fl5kLxQRCRLACioivM2bFYU+AAAkIKdJQAUkXPOMg92lgAA\npGBnCQAF5HI5l45kRrJEw6J9XONFm5ltP/xUNP7RmzYFsfIp8erMP1jxgiB2+PavBrH+4Xhv2bbu\n7iDWPmduEOuYtyg633rDse09YTWuJHVFxh7qPxjEBoYGovPnR6p8Y5W79apxpXgf2EbkqZqlwhZT\nHckSAArKOWeZGecsAQBIwc4SAIrIxTnLHNhZAgCQgp0lgJZS6TvalOO29cxsynGnNHaWmZEsMSXt\nOBpvrL3sBfOj8bt/5wNB7Mb/+GIQe9ErLg5iz1iwMnrMwSNhz9hYv9h6svZ7laThkaEgdqj/UBBb\nMmtxdP7R3Y8EsZHD+4NYrEJ21HhXwwLTCckSAIrIJVENmxnnLAEASMHOEgCKinOWmbGzBAAgBTtL\nACgqPs8yM5IlAEnSwYfuCWJzTg/7605X9S5JKeQlJQiQLNGwSuRyhGhzdUkayXbMrlK8E/v5J8/K\nuiwdjjQd7x8OY7HLNiTJImuwtsY6xNeb3zfcn2n+4KF90fjQvseDmJcjjdS7Z0Tnd8xZkOnxp4JY\n8jretZdZkl2zrt2c0txlnLPMjGQJAEXFpSOZUeADAEAKdpYAUFC8DZsdO0sAAFKws8SUsHXb/ZO9\nBER4X9ij12VBzJR9h5JnfmysNLEVqo0W/0zValpzdpZ5kCzRsGeseG4Q277jgejYkofVoAORqtUr\nnvtKnbryzCD+og0fzryuHUcPB7EjQ2Ej9KFyvBq2qy388aiUwpiXM5b45jQ8MhzE2mfNjY4t94XP\nNdY0vdx/WEte84YgPnLkYBArNVj5O5EaTUj15heyShZRJEsAKCp2lplxzhIAgBTsLAGgiDhnmQs7\nSwAAUrCzxLRw0ef/NIidsyB7a7wi2XnzZ4PY4vMvnYSVnLhYla719E7CSloZ7e7yIFmiKWKVnJJU\n6gwrLBfNWZT5uJv3hpWrv7KsOzr2x/sO61/f9P5jYjf+xxeDcYtnLYzOXzp/RRArDw8GsUokJtWp\nRu3ojI7tLIXxUlv4xs+BSDWvJLV19QSxod2PBTHriveGfeon3wliC9ddEB1r8oYSU/xikDiPVKPm\nuUylUVP1sg9MPJIlABQUO8vsOGcJAEAKdpYAUEQuPvw5B3aWAACkYGeJae2dX/3zY26fd/LSSVoJ\nMPVwzjI7kiWaouxhJagklSyshj06cFSLlzwz03H3vT+8ROT0T34wOvbVS8NKxv/YvVP/6zf/+zGx\nL//gxuj8cyLVrEvnL8+wyqpYlayX469LR6SadWZXWHF6dDC8ZEKSlp71siD2lL4bxMr9YQ/Z0Xis\nZ+xkoxoVUwXJEgCKip1lZpyzBAAgBTtLACggczr45EGyBICCIllmR7LElNB/4IkgNmNuvA0dAEw0\nkiWaYvWqs6PxzY/cG8SWzVvW0GMd6q9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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_T6')\n", "viz_tools.set_aspect(ax);" ] }, { "cell_type": "code", "execution_count": 275, "metadata": {}, "outputs": [ { "data": { "image/png": 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HarGP1ipfP2VmZ6n6MewzksIWbccgNVm6+yZJZ0bieyRdNB6LAAAUTy253Tkq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\nCnxyoMAHAIAUqcnSzG4ws51m9khdbL6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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_T5[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_T8')\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 }