{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as colors\n", "import matplotlib as mpl\n", "import xarray as xr\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "## data and ref imports\n", "ds = xr.open_dataset('/ocean/cdonaldson/research_runs/long_dye_tracers/extractions/SalishSeaCast_river_trace_day_avg_Fraser_all_20170101_20200101.nc')\n", "\n", "mesh = xr.open_dataset('/home/sallen/MEOPAR/grid/mesh_mask202108.nc')\n", "# the mask is 1 where there is water, we want the opposite. The meshmask has an extra dimension, hence the [0]\n", "tmask = 1- mesh.tmask[0]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "## global definitions\n", "rho = 1026\n", "rho_inv = 1/rho\n", "\n", "# set up the volume with the tmask\n", "volume = (1-tmask) * mesh.e3t_0[0] * mesh.e1t[0] * mesh.e2t[0]\n", "\n", "# need a fudge factor to use log scales\n", "fudge = 0.0001" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def dye_to_volume(jdepth, volume, rho_inv, data):\n", " data_np = data[0:jdepth].values\n", " river_arr = rho_inv * np.multiply(volume[0:jdepth], data_np)\n", " return river_arr" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "time_idx = 64\n", "depth = 0\n", "\n", "volume_conv = dye_to_volume(40, volume, rho_inv, ds.fraser_river[time_idx])[depth]\n", "# volume_conv[300:500, 1:30] = np.nanmean(volume_conv[300:500, 30:59])\n", "# volume_conv.where()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2017-03-06 \\n depth = 0.5 m')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# time_idx = 1000\n", "# depth = 0 \n", "# cmap = mpl.colormaps['Reds']\n", "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 30.0)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# time_idx = 500\n", "# depth = 0 \n", "# cmap = mpl.colormaps['Reds']\n", "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n", "\n", "freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))\n", "\n", "ax.set_ylim([440, 470])\n", "ax.set_xlim([0, 30])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2017-03-06 \\n depth = 0.5 m')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# time_idx = 10\n", "# depth = 0 \n", "cmap = mpl.colormaps['Reds']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(np.nansum(dye_to_volume(40, volume, rho_inv, ds.fraser_river[time_idx]), axis=0), mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Do the test from day 70 to day 90 in the run to test. Susan also said 200" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ds2 = xr.open_dataset('/ocean/cdonaldson/research_runs/dye_reflect_test/06mar17/SalishSea_1d_20170306_20170306_rivr_T.nc')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.QuadMesh at 0x7ff20175edd0>" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0])[0].plot()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "volume_conv2 = dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0])[depth]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2017-03-06 \\n depth = 0.5 m')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cmap = mpl.colormaps['Reds']\n", "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 30.0)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))\n", "\n", "ax.set_ylim([440, 470])\n", "ax.set_xlim([0, 30])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2017-03-06 \\n depth = 0.5 m')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['Reds']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0), mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## show the difference" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'ver_frs - ver_none \\n Fraser River 2017-03-06 \\n depth = 0.5 m')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['bwr']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2 - volume_conv, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "max_value = np.abs(volume_conv2 - volume_conv).max()\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=-max_value, vmax=max_value, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('ver_frs - ver_none \\n Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 30.0)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['bwr']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2 - volume_conv, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "max_value = np.abs(volume_conv2 - volume_conv).max()\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=-max_value, vmax=max_value, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('ver_frs - ver_none \\n Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds['depth'][depth].values), 2)))\n", "\n", "ax.set_ylim([440, 470])\n", "ax.set_xlim([0, 30])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'ver_frs - ver_none \\nFraser River 2017-03-06 \\n depth summed')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['bwr']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "diff = np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0) - np.nansum(dye_to_volume(40, volume, rho_inv, ds.fraser_river[time_idx]), axis=0)\n", "freshwater = np.ma.masked_array(diff, mask=tmask[depth])\n", "max_value = np.abs(diff).max()\n", "Z = freshwater + fudge\n", "\n", "colours = ax.pcolormesh(X, Y, Z, vmin=-max_value, vmax=max_value, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('ver_frs - ver_none \\nFraser River {} \\n depth summed'.format(str(dtime.date())))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 30.0)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['bwr']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n", "\n", "diff = np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0) - np.nansum(dye_to_volume(40, volume, rho_inv, ds.fraser_river[time_idx]), axis=0)\n", "freshwater = np.ma.masked_array(diff, mask=tmask[depth])\n", "max_value = np.abs(diff).max()\n", "Z = freshwater + fudge\n", "\n", "colours = ax.pcolormesh(X, Y, Z, vmin=-max_value, vmax=max_value, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('ver_frs - ver_none \\nFraser River {} \\n depth summed'.format(str(dtime.date())))\n", "\n", "ax.set_ylim([440, 470])\n", "ax.set_xlim([0, 30])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'ver_frs - ver_none \\nFraser River 2017-03-06 \\n depth summed')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['bwr']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)[0:30]\n", "Y = np.arange(0,898)[440:470]\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n", "\n", "diff = np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0)[440:470, 0:30] - np.nansum(dye_to_volume(40, volume, rho_inv, ds.fraser_river[time_idx]), axis=0)[440:470, 0:30]\n", "freshwater = np.ma.masked_array(diff, mask=tmask[depth][440:470, 0:30])\n", "max_value = np.abs(diff).max()\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=-max_value, vmax=max_value, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds['time'].values[time_idx])\n", "ax.set_title('ver_frs - ver_none \\nFraser River {} \\n depth summed'.format(str(dtime.date())))\n", "\n", "# ax.set_ylim([440, 470])\n", "# ax.set_xlim([0, 30])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New runs from Optimum" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "test_day = xr.open_dataset('/ocean/sallen/timbucktwo/rivers/01jan12/SalishSea_1d_20120101_20120101_rivr_T.nc')\n", "test_day2 = xr.open_dataset('/ocean/sallen/timbucktwo/rivers/02jan12/SalishSea_1d_20120102_20120102_rivr_T.nc')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "ds2 = xr.open_dataset('/ocean/cdonaldson/research_runs/hindcast_auto/extractions/SalishSeaCast_river_trace_day_avg_Fraser_all_20120101_20120730.nc')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "time_idx = 211\n", "depth = 0\n", "\n", "volume_conv2 = dye_to_volume(40, volume, rho_inv, ds2.fraser_river[time_idx])[depth]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2012-07-30 \\n depth = 0.5 m')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cmap = mpl.colormaps['Reds']\n", "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds2['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds2['depth'][depth].values), 2)))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2012-07-30 \\n depth = 0.5 m')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "\n", "colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds2['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds2['depth'][depth].values), 2)))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 30.0)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 5))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(volume_conv2, mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds2['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth = {} m'.format(str(dtime.date()), round(float(ds2['depth'][depth].values), 2)))\n", "\n", "ax.set_ylim([440, 470])\n", "ax.set_xlim([0, 30])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2012-07-30 \\n depth summed')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['Reds']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0), mask=tmask[depth])\n", "Z = freshwater + fudge\n", "# colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "colours = ax.pcolormesh(X, Y, Z, vmin=0, cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds2['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth summed'.format(str(dtime.date())))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2012-07-30 \\n depth summed')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['Reds']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0), mask=tmask[depth])\n", "Z = freshwater + fudge\n", "\n", "colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds2['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth summed'.format(str(dtime.date())))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fraser River 2012-07-30 \\n depth summed')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cr2PHjjh27Bj27NkDm80Gm82Gjh07um2rtrYWc+bMQWJiImJjYzF06FB88803AY/p7Nmz+OUvf4l27dohKioKrVq1wl133eU2C1bHjh3xxBNPNHjtoEGDMGjQIOffjib2jRs34sUXX0SbNm3QrFkzjBw5Ej/++CMqKirwy1/+Ei1btkTLli3x5JNP4tKlS27btNlsmDJlCtasWYObb74ZjRs3Rq9evXDw4EEIgoDXX38dSUlJaNasGe655x4cP35c1rkHgP/7v/9D9+7dERUVhaSkJLzxxhsBzxcRaYPDd5IsP/74IwYOHIiIiAgsX74cCQkJeO+99xrMjgRcm5Tj8ccfx+jRo7Fu3TpERETgD3/4A+69915s374dQ4YMcVv/gQcewNixYzFp0iQcO3YML7/8Mr766iv861//QkREBLZs2YKHHnoIcXFxWL58OYCfJnZweOmll3DXXXfh7bffRnl5OV588UWMHDkSX3/9td+hQcePH4/PP/8cr776Km666SZcvHgRn3/+udfZksR66aWXMHjwYKxduxYnTpzAjBkz8PDDDyM8PBzdunXDH//4R+Tn5+Oll15CTEwMfve737m9/m9/+xvy8/OxaNEi2Gw2vPjiixg+fDjS09Px3XffYdmyZSgrK8O0adPw4IMP4siRI87rxGLP/SeffILRo0ejb9++2LRpE+rq6rB48WLnDF9EFGQ6j1BGJvXiiy8KNptNOHLkiNvyYcOGuQ25efnyZSE+Pl4YOXKk23p1dXVCt27dhN69ezuXOYawfOGFF9zWdQwfuWHDBuey22+/XRg4cGCDcjmG/Lz//vvdlv/pT38SAAj//Oc//R5Xs2bNhIyMDL/rdOjQQUhPT2+wfODAgW5lcpTF89gzMjIEAMJzzz3ntvxnP/uZEB8f77YMgGC3251DpgrCTxOVdO/eXaivr3cuz8nJEQA4h2KVcu779OkjJCYmCpWVlc5l5eXlQnx8vKRhQYlIHWzWJll27dqF22+/Hd26dXNb/sgjj7j9feDAAVy4cAHp6em4evWq81FfX4/77rsPeXl5uHz5sttrHn30Ube/x44di/DwcOzatUt0+UaNGuX2d9euXQEAJ0+e9Pu63r17Y+3atViwYAEOHjyI2tpa0fv0xXXqRgDOySOGDx/eYPmFCxcaNG0PHjwYTZs2bfD6tLQ0t57UjuWOYxR77i9fvoy8vDyMGTMG0dHRzu3FxMRg5MiRSg+fiGRgszbJcv78eSQlJTVYbrfb3f52NIs+9NBDPrd14cIFt/Dx3EZ4eDhatGghqWm5RYsWbn87mr0rKyv9vm7z5s1YsGAB3n77bbz88sto1qwZHnjgASxevLhBucSKj493+zsyMtLv8qqqKjRr1kzR6wHx595ms6G+vt7r8ck9ZiJShuFMsrRo0QLFxcUNlnsua9myJQBg6dKlPqczTEhIaLCN66+/3vn31atXcf78+QaBq4WWLVsiJycHOTk5OHXqFD788EPMmjULJSUl+PjjjwEA0dHRqK6ubvDac+fOOY/XCMSe+9raWthsNlHvJxEFB8OZZBk8eDAWL16ML774wq1pe+PGjW7r3XXXXbjuuuvw1Vdfee0s5s17773nNs/vn/70J1y9etWtJ3RUVFTAWrBS7du3x5QpU/DJJ5/gH//4h3N5x44d8eWXX7qt++233+Kbb74xVDiLPfeRkZHo3bs3PvjgA7z++uvOpu2Kigp89NFHwSouEblgOJMsGRkZeOeddzB8+HAsWLDA2Vv73//+t9t6zZo1w9KlS5Geno4LFy7goYceQuvWrXH27Fl88cUXOHv2LFasWOH2mg8++ADh4eEYNmyYs7d2t27dMHbsWOc6Xbp0waZNm7B582Z06tQJ0dHR6NKli6JjKisrw+DBg/HII4/glltuQUxMDPLy8vDxxx9jzJgxzvXGjx+Pxx57DJMnT8aDDz6IkydPYvHixWjVqpWi/atNyrn/zW9+g/vuuw/Dhg3D9OnTUVdXh9deew1NmzbFhQsXdD4SotDDcCZZ7HY79uzZg+effx6/+tWv0KRJEzzwwANYtmwZRo8e7bbuY489hvbt22Px4sWYOHEiKioq0Lp1a3Tv3t3r/cIffPABMjMzsWLFCthsNowcORI5OTnOa6oAMG/ePBQVFeGZZ55BRUUFOnTogBMnTig6pujoaPTp0wfr16/HiRMnUFtbi/bt2+PFF1/EzJkznes98sgj+OGHH7By5UqsWbMGycnJWLFiBebNm6do/1oQe+6HDRuGrVu34te//jXGjRsHu92OyZMno7Ky0pDHRWR1NkEQBL0LQQRcG4Rk3rx5OHv2rKGah4mIgo23UhERERkMw5mIiMhg2KxNRERkMKw5ExERGQzDmYiIyGAYzkRERAZjyvuc6+vr8cMPPyAmJsZt4H8iIrMSBAEVFRVITExEo0bq1JuqqqpQU1OjyraUiIyMdJtUhQIzZTj/8MMPaNeund7FICJS3enTp9G2bVvF26mqqkJSh2YoLqlToVTK2O12FBYWMqAlMGU4x8TEAABeeOEF52xDejq46OuA69w569YglISAn94PnvPg4nlXprq6GkuWLHF+vylVU1OD4pI6nDzcEbEx+l3BLK+oR4eUE6ipqWE4S2DKcHY0ZUdFRRnizQ63RQRcxwjlDBWO9+PQa8fdlt89N1mP4oSE/fMK3M47z7V8al+qi41phNiYMFW3SdozZTgTScGg0Nb+eQVel/G8G0M9BNSjXtf9k3QMZzI8b1/+Dp4B4Louw0F7/t4bIpKP4ayCu+cmB/yScjzPwFCXr/PO86wthjKRthjOKnGEAUNaXZ7n019N2dvzpJzcIGbTtjHUCfWo07FluU7Qr0ndzBjOKhNTiwZY4wtEbOjyfGmLNWQifTCcyXAYCETqudYhTL+qMzuEycPhOzUgtzbHWqD3YOZ50YfSH0l834jkY81ZI2KvQbsK9Wt0vH6sLbE/fMR+Zvn+EGmH4WwwodphjMGsHX9hy0sI1lev613O0Hnv5sVmbY3dPTdZVtDwS5PUoNXniD+eiLTFmnOQiO3F7UrK+v62b/QvUtaataFFMPO9IQoO1pyDSMsvNqvUtPnlT6SuOkHQ/UHSseZMurHKDwqr4w8mouBjOAeZ2OZnf+tYNdQYAuqSc8cA3wOyisLCQjz11FP48ccfERYWhoMHD6Jp06Z6F0s0hrNBeRum0rEs0BCWnozYA5zXmYPH1w86nvPQEKqDkDzxxBNYsGAB+vfvjwsXLiAqKkqXcsjFcNaBnNqvvy9SsWFtxJAGjFceIjK3Y8eOISIiAv379wcAxMfH61wi6dghzEDUaq523L7lK/SM1CzOYNYea82hrR4C6nR8yKk57927FyNHjkRiYiJsNhu2bt3aYJ3ly5cjKSkJ0dHRSElJwb59+5zP/ec//0GzZs0watQo9OzZEwsXLlRyCnXBcNZJsILTM6Tl3netJiP9OLCy/fMKeK7JlC5fvoxu3bph2bJlXp/fvHkzMjIyMGfOHOTn56N///5IS0vDqVOnAAC1tbXYt28ffv/73+Of//wncnNzkZubG8xDUIzhbEC8P5WIrKa8vNztUV1d7XPdtLQ0LFiwAGPGjPH6fHZ2NiZMmICnn34at956K3JyctCuXTusWLECANC2bVvccccdaNeuHaKionD//ffjyJEjWhyWZhjOFDSsyRkH34fQ4egQpucDANq1a4e4uDjnIysrS9bx1NTU4PDhw0hNTXVbnpqaigMHDgAA7rjjDvz4448oLS1FfX099u7di1tvvVXZiQwydgjTkb+OYf6+PM0065UWx0HiBOp4aNQOgmRNp0+fRmxsrPNvub2nz507h7q6OiQkJLgtT0hIQHFxMQAgPDwcCxcuxIABAyAIAlJTUzFixAj5hdcBwzmEBGvWK9bKjMPK98WTucTGxrqFs1I2m83tb0EQ3JalpaUhLS1Ntf0FG5u1TUjJl63WX9Ritm+ETmmhhOc6tOk9dKfaw3e2bNkSYWFhzlqyQ0lJSYPatJkxnHXma2CRQMxYG2IoE5FSkZGRSElJadD7Ojc3F/369dOpVOpjOBuAa0D7CjBvy+QOZKJHsDOUifRRb4CHVJcuXcKRI0ecPawLCwtx5MgR561S06ZNw9tvv4133nkHX3/9NV544QWcOnUKkyZNkrE3Y2I4m4ScjmPe6DEzFoNZf/7eAzO2wpC1HTp0CD169ECPHj0AXAvjHj164JVXXgEAjBs3Djk5OZg/fz66d++OvXv3Ytu2bejQoYOexVYVw9mgpASaEb5cGcxEpJZBgwZBEIQGj7Vr1zrXmTx5Mk6cOIHq6mocPnwYAwYM0K/AGmBvbQOT0gwdaB1/E2kowQksjE3sD7dg9eSn4HMMo6nn/kk6hrMJqHE7jNq1a47XbHxGaFEhInkYziYhtkOYI8i17PxltC991voaMlJfBCKSjuFsYmLm6fU3wYaUJmmj1pSN9kPBCBjM5KpOuPbQc/8kHcPZQpR+yZop6MxUViIiqdhb2+RcA1lKYGnRGSxY2AnNN9aayZPe9zjLuc+ZGM6WIzWg/X05ixnRizVYY5Az4xeDmci42KxtAZ7Xnl3/LeYLONA6YrYhdZ9qYcCI/4HEc0VkHqw5W4SUjl9a7d+1hzhr1MbCYA5d9bChTsdHPWyBC0kNMJwtJFBvaz1CWm0MfXc8H0TWxGZtiwkUjMG6JcrR1O7Yn9o9yVkTJCIrY83ZoqRMzxiM2pfcfbCJnEiZekH/B0nHcCYA3kNQiyE/pYQtQzkwMZ352MpAZD5s1rY4fx3FxCzXamhMBq86/J1HhjKReTGcQ5SUyTQ8A1rKdWR/Pw78lUHLTmVWwXNDYjh6Teu5f5KO4RzCpIwu5u15f7XqQDVux3OBJvRwnchDyXVrX/syK6lThBKRuTCcCYD8mqq3wUeU1ug8g8U1yB3bDhT+Vq5VsimbpGDN2ZwYzuTG88tdSrNzsGuovprbvbFKaIXCMRIRw5kCCNScHOxA8FUeI5VRqkBlt3IrABF5x3AmWbTqxS1HoNq9UYkJXQYzKVUv2FAv6Ne0rOe+zYzhTKYWrBHP1KZm6JrheIlIGg5CQgFJvVdab0Ytl1ZC7XiJQgHDmUQxSu3MCqOLGblsZD16zkild09xM2OzNonmrXNSMK89B5ozOlhjhBvlhwpgnB9NRKQuhjMppjSwfN2CpTRs1QxSb7eMaUFs72yGMolVh0ao07GRtE63PZsbm7VJEi2vP4sJQH8TOWgVWMFuhhYzmQURWRtrziSZr5HA1Kipmvl+ZaVcj8/qx0pE/jGcSTZf16D9rS92XX+vE8tMAWemspK5CDrf5yzwPmdZGM4UNIE6dLkySlgFo0nbKMdKRMbBa86kC61CT82g0zqY/V0/J6LQxpozKaJ2D2vX7Shpzt4/r0DxRBxiek4zXMno9L7XmPc5y8NwpqDRKsi1YvTyEZF1sVmbNOer+dbfcr3xXmMi0hPDmXTn7RYipcHn7/WuTd6+nieyijqhke4Pko7N2qQaJTNEqXWdWGy5HMulzpfM2jIRBQPDmVRhxtomg5ZCQT1sqNexkbQegm77NjO2N5Bm9A4/f8N8cjQuIjIy1pxJMbVqzb6GBVVjm47tajHamBZN8UQU2hjOpIgWzdlGCzmjlYdICt7nbE5s1qaQISdkpbzGjNfdiciYGM6kiFlqlcEKTgY0EalBUrP21atXkZmZiffeew/FxcVo06YNnnjiCfz6179Go0bXcl4QBMybNw+rVq1CaWkp+vTpg9///ve4/fbbnduprq7GjBkz8Mc//hGVlZUYMmQIli9fjrZt26p7dBQUvm5H8lwm95qyltNQqkHq7VhEwaT3vcZ1AntryyHpHXvttdewcuVKLFu2DF9//TUWL16M119/HUuXLnWus3jxYmRnZ2PZsmXIy8uD3W7HsGHDUFFR4VwnIyMDW7ZswaZNm7B//35cunQJI0aMQF1dnXpHRoYTaPAPIiK6RlLN+Z///CdGjx6N4cOHAwA6duyIP/7xjzh06BCAa7XmnJwczJkzB2PGjAEArFu3DgkJCdi4cSMmTpyIsrIyrF69GuvXr8fQoUMBABs2bEC7du2wc+dO3HvvvWoeH+nIW43X30AlgQYLUcp1O2oOzyllKkyiYLt2n7N+nbL03LeZSQrnu+++GytXrsS3336Lm266CV988QX279+PnJwcAEBhYSGKi4uRmprqfE1UVBQGDhyIAwcOYOLEiTh8+DBqa2vd1klMTERycjIOHDjAcLYQb6HqL7z8hblaAcgxs4nIDCSF84svvoiysjLccsstCAsLQ11dHV599VU8/PDDAIDi4mIAQEJCgtvrEhIScPLkSec6kZGRaN68eYN1HK/3VF1djerqauff5eXlUopNOlJa63W9nmvE0GQzPRFpQVI4b968GRs2bMDGjRtx++2348iRI8jIyEBiYiLS09Od69ls7s0YgiA0WObJ3zpZWVmYN2+elKJSEFkpoJT+kCAymno0Qh2H7zQdSeH8//7f/8OsWbPwi1/8AgDQpUsXnDx5EllZWUhPT4fdbgcAZ09uh5KSEmdt2m63o6amBqWlpW6155KSEvTr18/rfmfPno1p06Y5/y4vL0e7du2kFJ00IiaYldZ8XSfF8BzxSy4GKREZmaSfU1euXHHeMuUQFhaG+vp6AEBSUhLsdjtyc3Odz9fU1GDPnj3O4E1JSUFERITbOkVFRSgoKPAZzlFRUYiNjXV7kHH5mqdZjRq2I6R9bcux70Dha6XaPhFZj6Sa88iRI/Hqq6+iffv2uP3225Gfn4/s7Gw89dRTAK41Z2dkZGDhwoXo3LkzOnfujIULF6JJkyZ45JFHAABxcXGYMGECpk+fjhYtWiA+Ph4zZsxAly5dnL23ybzEhKLUWquv+6XFloVBTKGM9zmbk6RwXrp0KV5++WVMnjwZJSUlSExMxMSJE/HKK68415k5cyYqKysxefJk5yAkO3bsQExMjHOdJUuWIDw8HGPHjnUOQrJ27VqEhYWpd2RkSEqbk43SHM3AJyIt2QTBfD9rysvLERcXh1mzZiE6Olrv4oQ0ubVaOdtWsg+x5fR3fTxQIBvlhwOZU1VVFRYtWoSysjJVLt05vic3HklGkxj9Kj5XKurwSPcC1Y4rVHBsbTIsPcPOM4j9BbOYa9xERFJwykiSTY+mXTVqzY5lanQaYygTkRYYziSLv2E4jUbsxBxStkdkFnWCDXWCjvM567hvM2M4E3mh1v3URERy8JozSRbMsGItlYhCEWvOZHmePbCl9jA363zNnC2LAKBO5+E76zh8pyysOZOpSA1JLULVDEFthjISkW8MZ1LEyNdm1ewE5m07RjtewLjlIiJpGM6kmCOgjd50Kje0zBJ2/spplmMg9dULjXR/kHS85kySeBucQ+tBOPyNke1vpirPMvkKKF/3PEuZccvb/oJBSugaeV5sInLHcCZFgvlF79kxy/FvLe65NkNNU2lLAEM6NLBDmDmxvYFk0+vL3dd1VbHTRQaqJZuh+VuN0cv0vj5thh9ARHphzZlE07vGpfWoZIHGzxbzOi3OkdgQ87ZPMdNm+mqaV3PiEV/bkzOFKFEoYDiTX3oHsi9KyiO1xibnPmg15q1Wk9h7tR3lVtq5jHNpG0c99B1Cs163PZsbw5l88tXUq3dtJ1j7lrIfJQGtRoCJ2Y/YwFSjPJxek0gZXnMmn8Q25QaD0v1Jeb2avc/99RBX45qvnLIyGImMjzVn8kvKbUxaCUYwa3kcav+QUaOsYm8zk7u+lG2RturRCPU61sP03LeZMZxJFL3GlxYzDrbUsbJd11HzmIJxjrQKNl9l97U/b+dP7tjlRNQQw5lEC3YnH6mDgADianh6DZgid1vB4lp2sfv21UNc734J9JM6oRHqdBylS899mxnDmRRR40tYrWZnOeXQqrarxpjjevWU16LZnIik4U8aMjyxX/TeeksbgdgfFgw0InJgOJMkanfOCpVbbvwdh+tzcsf4JvKlHjbdHyQdm7VJEjn386odyGacfUlM879nM7ZRj4WItMdwJkNREszetmWUsaOVdLCSuy0iMi82a5MqghGCavW89nXPthEYpRxkHY7e2no+SDqeNVKN2hMliNm2nNcEc+AUsR29gn3LFxEZG5u1STItr4lK3aZa9xOrOZ601J7XrC0TkSeGMwVFqHRyYm2XjKYOjVCnYyOpnvs2M541Cho9g9lRm9U6PNWu+TPsiUITa85kOXIDTcmIXFJCWem1cA6NSVLUCzbU6zmfs477NjPWnEkWIzRPOwJK7VqxlrNg+er4xbAlIlesOZPp+BtRS+2A1jrwGcpE5A3DmWTx1sNZ66DRI8jEHqPn+QjU9Cx3vHApryUCrs2nrGenLM7nLA/PGgWFmrcq6UnOtWXOb0xEUrHmTLKo0QHKyPxNQCGlQxaH3SQiORjOpAorBY+/pmu1t0mktXqhEep1HEJTz32bGc8aqSJYtWMj18K1CHVv9s8rMPR5ICLlGM6kKbWG19SSmkGnZu9xBjCpoQ423R8kHZu1yZC8hZyaYRXMmr7UgBZbNg5GQmRdDGeSTEp4aLn/UAumUDteolDGcCZVmCk4tKw1a7VtM51fMhZ2CDMnnjUyLS2CUM9rxOzoRUQODGdSLBi1Ol+hpXaY6RGOgUKZtWai0MNmbVJMi45JYkNSq85Wam3Ds3ysGVOw1QG69piu023P5sZwJlW4BnSwAkjODwK5vb7lHhPDmIjkYDiTaowcylJ4tgToGbBs0iYKTQxnCil63wYmBgOZ1MTe2ubEs0ZkIAxmIgJYcyaTERNevgYpMfr1XwYzaaFOaIQ6HWuveu7bzBjOZApyrgGrHcb+ppH09TwRkRwMZ7KEYPQUF7NthjURqYHhTJZh9GZrIj0IsKFex/ucBc5KJQvDmUzBDMHLWjMRqYVX6sn0HEEod1ASx8Nze3LLwmAmIqVYcybTU6tW7Tp6mOPf/oLWDLV5IvbWNieGM0lipUDyFryuoRyoBswaMhFphT9pSDSjBLNaTcf+jscox0qkVL1g0/1B0jGcybRYcyUiq2I4U8hiuBORUTGcSTQjhpmWZWLTNllBHRrp/iDpeNZIEqMGtJrlMsp0kUQUuhjOFJLEhrkRf4wQkfXxViqyBC1quAxmsgK9e0yzt7Y8rDmTZHqPguUaxPvnFcgK5kCvYzATkZ5YcyZT4rVgInHq0Qj1OtbD9Ny3mfGsERERGQzDmWRhzZWISDuSwrljx46w2WwNHs8++ywAQBAEZGZmIjExEY0bN8agQYNw7Ngxt21UV1dj6tSpaNmyJZo2bYpRo0bhzJkz6h0RaY7BTGQedYJN9wdJJymc8/LyUFRU5Hzk5uYCAH7+858DABYvXozs7GwsW7YMeXl5sNvtGDZsGCoqKpzbyMjIwJYtW7Bp0ybs378fly5dwogRI1BXV6fiYRGJwx8aRNZ15coVdOjQATNmzNC7KJJJCudWrVrBbrc7H3/7299www03YODAgRAEATk5OZgzZw7GjBmD5ORkrFu3DleuXMHGjRsBAGVlZVi9ejXefPNNDB06FD169MCGDRtw9OhR7Ny5U5MDJPWxJzMRmcGrr76KPn366F0MWWRfc66pqcGGDRvw1FNPwWazobCwEMXFxUhNTXWuExUVhYEDB+LAgQMAgMOHD6O2ttZtncTERCQnJzvX8aa6uhrl5eVuD9KX0QJa79u7iIxK7xmp9LrP+T//+Q/+/e9/4/7779dl/0rJDuetW7fi4sWLeOKJJwAAxcXFAICEhAS39RISEpzPFRcXIzIyEs2bN/e5jjdZWVmIi4tzPtq1aye32GRRSpqn2bRNZCx79+7FyJEjkZiYCJvNhq1btzZYZ/ny5UhKSkJ0dDRSUlKwb98+t+dnzJiBrKysIJVYfbLDefXq1UhLS0NiYqLbcpvN/VeSIAgNlnkKtM7s2bNRVlbmfJw+fVpusUlFRqup7p9X4KxBsyZNZF6XL19Gt27dsGzZMq/Pb968GRkZGZgzZw7y8/PRv39/pKWl4dSpUwCAv/71r7jppptw0003BbPYqpI1CMnJkyexc+dOfPDBB85ldrsdwLXacZs2bZzLS0pKnLVpu92OmpoalJaWutWeS0pK0K9fP5/7i4qKQlRUlJyiUojxrAVzEgsKdYLQCPWCfnfNCv/bt+flSH/f62lpaUhLS/O5zezsbEyYMAFPP/00ACAnJwfbt2/HihUrkJWVhYMHD2LTpk3485//jEuXLqG2thaxsbF45ZVXVDoq7cl6x9asWYPWrVtj+PDhzmVJSUmw2+3OHtzAtevSe/bscQZvSkoKIiIi3NYpKipCQUGB33Amkss1kFmbJtJPu3bt3C5Pym1yrqmpweHDh936LgFAamqqs+9SVlYWTp8+jRMnTuCNN97AM888Y6pgBmTUnOvr67FmzRqkp6cjPPynl9tsNmRkZGDhwoXo3LkzOnfujIULF6JJkyZ45JFHAABxcXGYMGECpk+fjhYtWiA+Ph4zZsxAly5dMHToUPWOioLm7rnJhq+ROspnhrISqa0ONtRBv3uNHfs+ffo0YmNjncvltoaeO3cOdXV1fvs3WYHkcN65cydOnTqFp556qsFzM2fORGVlJSZPnozS0lL06dMHO3bsQExMjHOdJUuWIDw8HGPHjkVlZSWGDBmCtWvXIiwsTNmREAXgL5gd16vJfFx/fJFxxcbGuoWzUmL7Nzk6LZuN5Gbt1NRUCILg9UK7zWZDZmYmioqKUFVVhT179iA52f0/THR0NJYuXYrz58/jypUr+Oijj9j72uT4pUhEwdKyZUuEhYU1qCW79m+yAo6tTaqwQkCzyZusqF7Q+15ndY8nMjISKSkpbn2XACA3N9dSfZc4ZSSRCzZvmwt/UFnTpUuXcPz4ceffhYWFOHLkCOLj49G+fXtMmzYN48ePR69evdC3b1+sWrUKp06dwqRJk3QstboYzkRkCfxhZR2HDh3C4MGDnX9PmzYNAJCeno61a9di3LhxOH/+PObPn4+ioiIkJydj27Zt6NChg15FVh3DmYhMy7MHPgO6oXqd73OWs+9BgwZBEPy3h0+ePBmTJ0+WWyzD4zVnIg9sKjUXzzDm+0dWwHAm8oJf8GQV9bDp/iDpGM6kGqs1JzKgzYvvHZkdw5nID37JmxffOzIzhjMRmZ6vVhsGNFAn2HR/kHQMZyKyBAY0WQnDmYgsw2r9Hih0MZxJVfxyJCMK5dqz4z5nPR8kHc8aUQD75xWE9Je72fhr3ub7SGbBEcKI4P6Fzi9wItIba86kOjM1bd89N1l0eRna5iHlfbW6eug5IxUHIZGL4UwhiV/eoYHvMZkVw5mIQkqotYAIOg/dKbDmLAvDmchFoC/uUPtitwLWnsmMGM6kCaN/Ibr23HX8m8FrTd7eV77XZHQMZwppcr6k+cVOZqJrZ7D/PUg6hjNpxui1ZyIio2I4k6YY0ERE0jGcSXNWDGg2bZNZ6D10J4fvlIdnjYgszYo/Dsn6GM5EMvAL3/xCpfVD785g7BAmD8OZgoJhRnriXM9kNgxnCkn8sRBaGMJkNpyVikKW3JmoGOzmwEC+xjGMpp77J+kYziTJ/nkFpg4npWU387GHCoYyWQHDmURzHe7SwV9YGfFL0uw/LszI8Tm4e25ywM+E473x/IwZ8bNEpCWGM4nm7UvSbGFnprJajZiADdY42KH0OdC7xzR7a8vDcCbFPAPaqLUc9tgNXaEUxmQN7K1NkvgLOCPP7OTvy1nKF7dRj8+IAn0e7p6bLDk0GbLS6X2PM2vO8rDmTJamxZe52Zryjcbz3PlrdfF2nr0tC/QjgMhsGM5EMjCg/fMVloHOmdxzyveCrIbN2kQysYlbGgaoPvRu0maztjwMZyLIu/4JMKDFYjATScNwJnLBECEiI2A4E5EsbDUwB72btNmsLQ/DmSxNzu1dUmvPoRhSoXjMRMHEcCZSQaiElZHvZSeyEoYzhQSta89ERiXgp5mp9HgIep8Ak2I4U8gIRvO2FWuVvkZ/4w8YIu0wnCmkBKMGbfShTKWwwjGEOr07g7FDmDwMZ1KVGWpTwWzidg1qKwWdGd5nIjPj8J1EInibZ9iqxM65TETaYc2ZJPE3ZrKZvrTlhqzSYzR7DVru8Zv9uM1M7yZtNmvLw3AmxcwUyq70CmjHvo0aVmocH+fOJlKGzdpEMtw9N1lx0Jj1R41S3s5bqJ4LIl9YcybRxH6pmumLVknAKm3K91V7DmYHMm/7UWu/Ys+PmT4vZqR3kzabteVhOJNs/r5UQ+kLV8tj1TKkXber5Q8BX+fHbP0UiIKJ4Uyy8Es1uIJRk3Zsn++ttehda2bNWR5ecyZRrNyRR41QUuMatBhqjNLlr5zBep/5A4DIP9acSZRQ+DLVq4OXkublYMy6RUTBx5ozkQEo/WGwf16BIUPXyi0uZiEINgg6Ni3ruW8zYziTLEYNg1DmrXlezckqOM81UfAwnEk0zyEsrRbQRj0Wqdez1b6mrPZ1baOeZyIj4TVnksTKtSEjHpsjyPQKtED7lXqfNIM5+PScy9nxIOlYcyYyCW/BpucPCs+ObIFq+AxmIvEYzkQujNRU728mLH81an+Tk8jpDe65H1/bYDATqYfhTIpIDTOj1f6MLNC1Y7Hn3XU9uVNfiqkZkzHpPRAIByGRh9ecSRItevuyViWd0qFTHUNnShlCU25nMr6/RNIxnEkyftnqR6vJJLQIUX5OjMFxn7OeD5KOzdqkmBrXaY3SZGqUQNFyTuVAr3G9zhysW6+IyB1rziSZVl/YRmgCNcoczUb4oSKlDFKbyInIP9acyXCMUosOBUpGEGMQmwM7hJmT5Jrz999/j8ceewwtWrRAkyZN0L17dxw+fNj5vCAIyMzMRGJiIho3boxBgwbh2LFjbtuorq7G1KlT0bJlSzRt2hSjRo3CmTNnlB8N6SZQmJopbPUuqxY1UMdgIZ4Pz/34m6GLtWOi4JEUzqWlpbjrrrsQERGBv//97/jqq6/w5ptv4rrrrnOus3jxYmRnZ2PZsmXIy8uD3W7HsGHDUFFR4VwnIyMDW7ZswaZNm7B//35cunQJI0aMQF1dnWoHRuYSjPmKzSAYwecZsp63WokZlYwBTaQtSeH82muvoV27dlizZg169+6Njh07YsiQIbjhhhsAXKs15+TkYM6cORgzZgySk5Oxbt06XLlyBRs3bgQAlJWVYfXq1XjzzTcxdOhQ9OjRAxs2bMDRo0exc+dO9Y+QgiZQEynD179gBbOv5Qxca9K7pzZ7a8sjKZw//PBD9OrVCz//+c/RunVr9OjRA2+99Zbz+cLCQhQXFyM1NdW5LCoqCgMHDsSBAwcAAIcPH0Ztba3bOomJiUhOTnau46m6uhrl5eVuD9KPvy9yzxqwnJmMHM2teoaFkpq8knmd1fwB49p8Lbdcru8Df1wRBY+kcP7uu++wYsUKdO7cGdu3b8ekSZPw3HPP4d133wUAFBcXAwASEhLcXpeQkOB8rri4GJGRkWjevLnPdTxlZWUhLi7O+WjXrp2UYpMOxAzx6BkenuuFahgoOW5v503vHzqkL+F/HcL0erDmLI+kcK6vr0fPnj2xcOFC9OjRAxMnTsQzzzyDFStWuK1ns7m/GYIgNFjmyd86s2fPRllZmfNx+vRpKcUmjXgbFtKVFYJXr3LK2a/nDx8iMi9J4dymTRvcdtttbstuvfVWnDp1CgBgt9sBoEENuKSkxFmbttvtqKmpQWlpqc91PEVFRSE2NtbtQcYgtgMRBZ+aNWY2bRMFl6Rwvuuuu/DNN9+4Lfv222/RoUMHAEBSUhLsdjtyc3Odz9fU1GDPnj3o168fACAlJQURERFu6xQVFaGgoMC5DpGR6DVKludtT4HWdexXq2ZsBrQ5CQAEQceH3ifApCSF8wsvvICDBw9i4cKFOH78ODZu3IhVq1bh2WefBXCtOTsjIwMLFy7Eli1bUFBQgCeeeAJNmjTBI488AgCIi4vDhAkTMH36dHzyySfIz8/HY489hi5dumDo0KHqHyEFlVVrz0YOJCUdvojImCSNEHbHHXdgy5YtmD17NubPn4+kpCTk5OTg0Ucfda4zc+ZMVFZWYvLkySgtLUWfPn2wY8cOxMTEONdZsmQJwsPDMXbsWFRWVmLIkCFYu3YtwsLC1DsyIpUZaa5nBz1+NBjtHBBZkU0QBNO1OpSXlyMuLg6zZs1CdHS03sUhL4xc01RCSjBpcQ683TvOsLSGqqoqLFq0CGVlZar0q3F8T3b7y3SENYlSoYTy1F2pxhcPvanacYUKTnxBmmBgaMNbj2yr/hAiCmUMZyIJpM7UpFUZlAz0QqFF79HBeJ+zPAxnIhNjMBNZE8OZSCI2IxOR1hjORBpizZb0pufQnXrPJW1mDGfSjNGDSclgHaw9E5GWGM4UkrzNYSxnBi2p+1Kb2BHEiMhcJA1CQkTGweE0SQzHMJp67p+kY82ZyIVWtWe1eZbz7rnJDGkiC2E4k6aMOpewvyCTWma9Q5GzghFZD5u1iXxQs9lY7ZotByEhsfQeCISDkMjDmjMFBQNEGzyvRNbEmjOFJLVDjdM2klGx5mxOrDlTSJJy+5HrNWjPf3vbLhGRUgxnIpG8Tdeo5PVERL4wnClojBhOcmu6/o6FtWcyEr2H7uTwnfIwnCmo5I7GpSU5Yer5GiMdDxGZH8OZCNKuQYvdnphlRETeMJxJN0asbcoZL9uIx0Hk4Bi+U88HScdwJl0ZpYnbtRxia9FGKDcRWRPDmQjeA1lsLZrN1WRk12qvNh0fep8Bc2I4kyEYpQbtKdCUjP6G+GRoE5FcDGcyFKOGNOA7bMWUl0FNRFJw+E4iCfbPKzDVjFVEHL7TnFhzJpKIgUtEWmM4kyEZtWnbG4Y1EamNzdpkWL4C2ghhKLV52+rlIOMS/vfQc/8kHWvOZDpGCSO1RxXzxV8nOaOcCyJSF8OZTImhxHNAZGUMZzKtUA8nIzTvk/HpOwCJvj3FzYzhTKYWCgHtCGFvzdvBalonouBihzAiC3ANcCI37BFmSqw5k+mFQiC51o79HS9r0UTaKi0txYULFwAAZ8+exfvvv4+CAvX/3zGcyRJCIaAB/83YRh76lMgK3n77bfTq1QspKSlYsWIFHnjgAXzyySf4xS9+gVWrVqm6LzZrk2XcPTfZsjVHhi7JpnenLAt1CFu6dCmOHTuGK1euoH379igsLESrVq1QXl6OAQMG4Je//KVq+2I4ExERiRAWFobo6GhER0fjxhtvRKtWrQAAsbGxsNnU/RHCcCYyAau2CBCZSXh4OKqqqhAdHY09e/Y4l1dUVKi/L9W3SKQjf/MrE4UiQbj20HP/VvHpp58iKioKABAXF+dcXllZidWrV6u6L4YzWRJDmojU1qxZM6/LW7dujdatW6u6L4YzWZqVO4l54iQY5I3eo3RZfYSwixcvYvXq1SguLkZSUhK6d++Obt26oWnTpoq2y3AmywulWjQHIyEKrjFjxuDo0aO444478Pe//x3ffvst6uvr0alTJ3Tv3h1/+tOfZG2X4UxkQWIHLSEiZf71r39hz5496NWrFwCguroax44dwxdffIEvvvhC9nYZzhQSQqHW7Atr0yFOsOl7r7HFm7WTk5PRqNFP43lFRUWhZ8+e6Nmzp6LtcoQwCgkMJk6SoQUx55Pn3dpee+01vPzyy6iqqlJ1u6w5U8gIpc5h/rDjmHKunyOxnynX887WDOtISkpCRUUFbr31Vjz88MPo06cPevTogfbt2yvaLsOZKATxmrR8Sn7g6XHeeZ+zth588EGcP38egwcPxmeffYZVq1ahtLQU1113Hbp164ZPP/1U1nYZzhRSXGsurElfw6AWT43PC8+xtXz11Vc4ePAgunbt6lx26tQp5Ofn48iRI7K3y3CmkOWtmZHIFwYzeXPHHXfg0qVLbsvat2+P9u3bY/To0bK3yw5hFJI4vSKpKdDnSdfPm2CAR5CdPn0agwYNwm233YauXbviz3/+s2b7ysjIQGZmJkpLS1XdLmvOREQq8dYSwx+BwRceHo6cnBx0794dJSUl6NmzJ+6//37Fo3Z58+CDDwIAOnfujFGjRuHOO+9Ejx490LVrV+c43HIwnImIVGakQA7F4TvbtGmDNm3aALg27nV8fDwuXLigSTgXFhbiyJEj+OKLL3DkyBG89tprOHHiBMLCwnDLLbfgyy+/lLVdNmsTgc3cREayd+9ejBw5EomJibDZbNi6dWuDdZYvX46kpCRER0cjJSUF+/bt87qtQ4cOob6+Hu3atdOkrB06dMDo0aPxyiuv4IMPPsB///tfXLx4EZ988gkmTpwoe7sMZyIXoRzQoXzs/nAQEXWUl5e7Paqrq32ue/nyZXTr1g3Lli3z+vzmzZuRkZGBOXPmID8/H/3790daWhpOnTrltt758+fx+OOPY9WqVaoeSyAxMTHo378/nn32WdnbYLM2hSQOAtGQEc6J2iEotje+r2MWUx5TfIYMcK+xZ8117ty5yMzM9LpuWloa0tLSfG4rOzsbEyZMwNNPPw0AyMnJwfbt27FixQpkZWUBuDbG9QMPPIDZs2ejX79+6hxEEDGcKeR4ju5kii/XIDJCSKtF7Pvr7ZjlBjp5d/r0acTGxjr/lttZqqamBocPH8asWbPclqempuLAgQMAAEEQ8MQTT+Cee+7B+PHj5RdaR2zWppDj+aXq+SXML91rrNKUK+U4HE3YDGb1xcbGuj3khvO5c+dQV1eHhIQEt+UJCQkoLi4GAPzjH//A5s2bsXXrVnTv3h3du3fH0aNHFR9DMLHmTAQOSGIEZjnvZgtmq/bWttnctysIgnPZ3Xffjfr6ek3266q2thapqan4wx/+gJtuuknVbTOcKSR5a740SzgEUzCb/QMNp+rvunCwfliZLZitqGXLlggLC3PWkh1KSkoa1Ka1FhERgYKCggY/FNTAZm0KefzCNTYxo28FqxympPfoYCp3RouMjERKSgpyc3Pdlufm5urS8evxxx/H6tWrVd8ua85EkNYRKNQEq/as1tjVWrx/pg1mk7p06RKOHz/u/Nsx0Ed8fDzat2+PadOmYfz48ejVqxf69u2LVatW4dSpU5g0aVLQy1pTU4O3334bubm56NWrV4OBTrKzs2Vtl+FM5CFQh7FQpGUPbjlN2VLJfU8Zyvo4dOgQBg8e7Px72rRpAID09HSsXbsW48aNw/nz5zF//nwUFRUhOTkZ27ZtQ4cOHYJe1oKCAvTs2RMA8O2337o9p6S5m+FMRIakVTCG3o8t2/8eeu5fmkGDBkEIMBH05MmTMXnyZLmFUs2uXbs02S6vORMFwNrTT4IVbEY450YoA4Uu1pyJROBtVj/RepCSYDeda71vsr59+/bhD3/4A/773//iL3/5C66//nqsX78eSUlJuPvuu2VtkzVnIgn45W1Nlp74RO+e2gYYOlRL77//Pu699140btwY+fn5zjHDKyoqsHDhQtnbZTgTkaF5jtgVaAQvqSFr2VCmoFiwYAFWrlyJt956CxEREc7l/fr1w+effy57u5LCOTMzEzabze1ht9udzwuCgMzMTCQmJqJx48YYNGgQjh075raN6upqTJ06FS1btkTTpk0xatQonDlzRvYBEJE+1Jityd/rvW0/0P44g5QXeteaLV5z/uabbzBgwIAGy2NjY3Hx4kXZ25Vcc7799ttRVFTkfLiOV7p48WJkZ2dj2bJlyMvLg91ux7Bhw1BRUeFcJyMjA1u2bMGmTZuwf/9+XLp0CSNGjEBdXZ3sgyAKJks3gcogNQz9jV/t79q+t6BWGsZ8H0mpNm3auN2T7bB//3506tRJ9nYlh3N4eDjsdrvz0apVKwDXas05OTmYM2cOxowZg+TkZKxbtw5XrlzBxo0bAQBlZWVYvXo13nzzTQwdOhQ9evTAhg0bcPToUezcuVP2QRDpgV/s6mPNl8xm4sSJeP755/Gvf/0LNpsNP/zwA9577z3MmDFD0a1ekntr/+c//0FiYiKioqLQp08fLFy4EJ06dUJhYSGKi4uRmprqXDcqKgoDBw7EgQMHMHHiRBw+fNg5ULhDYmIikpOTceDAAdx7771e91ldXe02MXd5ebnUYhNpgr24xdHq/PAHkgiC7dpDz/1b2MyZM1FWVobBgwejqqoKAwYMQFRUFGbMmIEpU6bI3q6kmnOfPn3w7rvvYvv27XjrrbdQXFyMfv364fz5885ByP1N41VcXIzIyEg0b97c5zreZGVlIS4uzvnwnLSbSG+hHhK+wlfLmrBVzvnLE9/TuwikwKlTp/Cb3/wG586dw2effYaDBw/i7NmzmD9/Pk6dOiV7u5Jqzmlpac5/d+nSBX379sUNN9yAdevW4c477wTgfxovXwKtM3v2bOfwbcC1mjMDmshYgtF6oGYgWyXcSV9JSUkoKipC69at0atXL+fy8+fPIykpSXZ/KkW3UjVt2hRdunTBf/7zH2evbX/TeNntdtTU1KC0tNTnOt5ERUU1mKibiMxJboc6b69xrZnz0oJ3gqD/w8p8DTN66dIlREdHy96uohHCqqur8fXXX6N///5ISkqC3W5Hbm4uevToAeDabB179uzBa6+9BgBISUlBREQEcnNzMXbsWABAUVERCgoKsHjxYiVFIdKdVjMiWYlrwMo5X/6az+WWg0gOR2uuzWbDK6+8giZNmjifq6urw7/+9S90795d9vYlhfOMGTMwcuRItG/fHiUlJViwYAHKy8uRnp4Om82GjIwMLFy4EJ07d0bnzp2xcOFCNGnSBI888ggAIC4uDhMmTMD06dPRokULxMfHY8aMGejSpQuGDh0q+yCI9MIwlsb1fEkNSLXOtdGCuR71eheBZMjPzwdwreZ89OhRREZGOp+LjIxEt27dMGPGDNnblxTOZ86cwcMPP4xz586hVatWuPPOO3Hw4EHnNF0zZ85EZWUlJk+ejNLSUvTp0wc7duxATEyMcxtLlixBeHg4xo4di8rKSgwZMgRr165FWFiY7IMgIvPhD5sg0XsgEIs2aztmo3ryySfx29/+VvXLrZLCedOmTX6ft9lsyMzMRGZmps91oqOjsXTpUixdulTKromIiAxnzZo1mmyXs1IRKcR7ndUVqNmZI4JJxPucg+Krr77CqVOnUFNT47Z81KhRsrbHcCZSCTuEySclNK12nusEXnM2s++++w4PPPAAjh49CpvN5uy97bg9WJdbqYjoJ1YKjGBR87YqLV5DFMjzzz+PpKQk/Pjjj2jSpAmOHTuGvXv3olevXti9e7fs7bLmTKQQQ1k6uUEp91yHcjDbhGsPPfdvZf/85z/x6aefolWrVmjUqBEaNWqEu+++G1lZWXjuueecvbqlYs2ZiIhIprq6OjRr1gwA0LJlS/zwww8AgA4dOuCbb76RvV3WnImCxGrXSoPJyuet3qr3GoWI5ORkfPnll+jUqRP69OmDxYsXIzIyEqtWrVI0ZSTDmSgIHM2qrs2rVg4cX0K5eVk3vM9ZU7/+9a9x+fJlAMCCBQswYsQI9O/fHy1atMDmzZtlb5fhTKQAa8PS7J9XICmgeY2ZjM51quNOnTrhq6++woULF9C8efOAkz75w2vORAr5CwK5vZFJPrOdb82H73Tc56znw8IeffRRvPXWW/j222+dy+Lj4xUFM8BwJtKN2UJELWLneJYzmUWonlPST7NmzfDmm2/illtuQWJiIh5++GGsXLkS//73vxVtl83aRCrwNUpYoGbcUG4WV3rcDGIygj/84Q8Ark2XvHv3buzevRu//e1v8eyzz6J169YoKiqStV2GMxGRjuq0nvCYHcKCIiYmBs2bN0fz5s1x3XXXITw8HHa7Xfb22KxNpCJvtblANUTWAInM68UXX8Sdd96Jli1b4te//jVqamowe/Zs/Pjjj7IHIAFYcyZSnbcmbjZvky+8z9ncXn/9dbRq1Qpz587F6NGjceutt6qyXdaciYKE4Uu6EAzwsLD8/HzMmTMHn332GQYMGAC73Y5x48ZhxYoV+Prrr2Vvl+FMpBGpTdxs3iYyn27duuG5557DBx98gLNnz2L79u1o0qQJnnvuOSQny/8/zWZtIg1JbeJm87Y4VvohU2f1qmUIyM/Pd/bU3rdvH8rLy9G9e3cMHjxY9jYZzkRB5AjfQAENsBncH2/nxkqBrSq9m5Yt/tujefPmuHTpErp164ZBgwbhmWeewYABAxAbG6touwxnoiByhHKggAYY0lI5zpPZQpodwsxt/fr1qoSxJ15zJgoyqeNLmy1s9MYfMx70HrrT4sN3jhgxQvVgBkxecz646GuE2yIaLOeXGRmdI0DE1PYYNtam+SAkpLlPPvkEn3zyCUpKSlBf7z5W+jvvvCNrm5asOfPLjMzGs8OY2PGnyTuePwqWefPmITU1FZ988gnOnTuH0tJSt4dcpq45+yO16ZBIb55hws8vqcEmXHvouX8rW7lyJdauXYvx48erul1L1pwd+MuZjEDu55C1P+XMcP40njCSNFZTU4N+/fqpvl1LhzNgjv+cFJp8TXHIqQ/VZfTvgBpecza1p59+Ghs3blR9u5Zt1iYiMgPNa868z1l106ZNc/67vr4eq1atws6dO9G1a1dERLh3Us7Ozpa1D4YzkU44GUZgrufHqueiDta+1ciKPGeb6t69OwCgoMD9M2qzyX9vGc5EOhIznaRVQykQzx8uUoLaTJcFrtSH6V0EkmjXrl2a78Py15wB6/7iJrIiMcFqpvANhDVnc6usrMSVK1ecf588eRI5OTnYsWOHou2GRDgTkXmocRukmX6Q1wqsOZvZ6NGj8e677wIALl68iN69e+PNN9/E6NGjsWLFCtnbZTgT6cxXEIXirVRSxhP316vdTDXrKqHhKIdqsuGne511eWh6dPr7/PPP0b9/fwDAX/7yF9jtdpw8eRLvvvsufve738neLsOZSGe+gshMAaMmqcdt9lvPalhzNrUrV64gJiYGALBjxw6MGTMGjRo1wp133omTJ0/K3m7IhHOo1UDIvEL5s+o5jKkUjpA2W1DXguFsZjfeeCO2bt2K06dPY/v27UhNTQUAlJSUKJoQI2TC2Wz/YSm0mDFUtBCK56CqXttmbd1npLL4rFSvvPIKZsyYgY4dO6JPnz7o27cvgGu16B49esjebsiEcyjXRig4vE1YIfZz5+t1oRhWQGgd98W6pnoXgRR46KGHcOrUKRw6dAgff/yxc/mQIUOwZMkS2dvlfc5EGlD6YzCUwsnB233NoTCBzZX6SG13wBHCNGe322G3292W9e7dW9E2Q6bmDLD2TNqyeohoJVCTvtX/316pj9K7CKTQvn378Nhjj6Fv3774/vvvAQDr16/H/v37ZW8zpMKZyAwY8j9xBLeVA7qkVn6nIdLf+++/j3vvvReNGzdGfn4+qqurAQAVFRVYuHCh7O0ynIlkCMV7kPXkCGgrnvdLV4PUrK3nw8IWLFiAlStX4q233nKb9KJfv374/PPPZW+X4UxEhif12rOZAvzyVTZrm9k333yDAQMGNFgeGxuLixcvyt4uO4QRKeDaq1rsqFaur/O1zVBq2nY9F4FG/HKtQQc6l2K2awTFlTG4Ue9CkGxt2rTB8ePH0bFjR7fl+/fvR6dOnWRvN+Rqzmb6RU3mISWYPf8td3tW4HkepBy3lCZuI5/PK7XaNmvrOnTn/x5WNnHiRDz//PP417/+BZvNhh9++AHvvfceZsyYgcmTJ8vebsjVnI38C5oolLjWhh1cA9dfLdpzHc/w9Rb6Rm2RqKzVeBAS0tTMmTNRVlaGwYMHo6qqCgMGDEBUVBRmzJiBKVOmyN4ua85EMhjxS95M/J0/sZNf+GqJMNttWZXVDGezqq2txeDBg5Geno5z587hs88+w8GDB3H27Fn85je/UbTtkKs5Axx9idQh5RYfb581q98i5IuYYPbF3/9dNQJfD5UVUQCqtduB3j2mLdysHRERgYKCAthsNjRp0gS9evVSbdshV3MmMgsjBolSYn8Qu97f7DgPVjwfACDUcOILM3v88cexevVq1bcbkjVnIrOwWiDJve6rVmuXEYcEbVSlcR2JNWdN1dTU4O2330Zubi569eqFpk3dx0rPzs6WtV2GM5ECYpumvYWL1YI3EM+mZTEBaaQQ1UpEGRswzaygoAA9e/YEAHz77bduz9ls8mfkYjgTKSAlYOUGs1WuTVvtGNT64RBWDXBKZ/PatWuXJtsN6Z9sVhwKkIzL8zYhKV/uoVCDNAI9hggNq9J2+3rf42zV+5y/++47CIJ2BxfS4ezAkKZgkRqyVg5lI/2fE/Md4Pm8WuXXOpxJG507d8bZs2edf48bNw4//vijattnOBMpILUGHKoc50nJiGBqct2vo4OYZxml9CVQovEFi1YtLc6z1rxt2zZcvnxZte0znF0Y6Zc8WY9Rgklvvkbv0mP/vnpu+xq1zBulZQ+/Uq/o9QEJNv0fJBnD2UOofmGSvlgDDz65NWO136fwK3Wqbo+Cw2azNeiNraR3doPtC1pe0dZIeXk54uLiMAijEW7TZug7flGSVGrNSuXrNVJfZyT+aqtGmj3K1/n1Vq5A43mLdWBrPfr9rBGqqqqwaNEilJWVITY2Vta2XDm+J5MyF6JRdLTi7clVX1WFwsyXVDsuo2jUqBHS0tIQFXVtys+PPvoI99xzT4P7nD/44AN521dcQosy65cgGRs/V/oHsC9SgtmxXI0fTo0us0eYGaWnp6N169aIi4tDXFwcHnvsMSQmJjr/djzk4n3OfhhtJCGyBga0O9f7uPUY995bzV3qQCmu5Zdc9stXADSR9hrS3Zo1azTdPsM5AE6SQWLJHSzEKoOMKOF5DvzVYtX60ezr/7bc99DxWkf5xDbX11+4CKCl5H2Kpfe9xla9z1lrDGciA2BAXxPoPIgJcM/t+VvXXzDL+QHgOVmHt+16soVxeDBqiOEsEpu4SQypIevveqaVwlpM6DmWewtMsTVrf/sNtH+1+Ko1+yqzUMfe2tQQw1kCBjTpwfVzZ4XQ9vf/yFtTs9R5s9U4P2rMfqX2NmXjrFSmxHCWiNegSSveOkY5mDmgAw06Ivc2JV//FwNdQ+YMYWQGvJVKJv5nJqWk1q7M+pnzFrTegtF1GE0xxK7rbWhOz/16rk8kxb59+/DYY4+hb9+++P777wEA69evx/79+2Vvk+GsgFm/LElbwZin2Ewjiom5T9hXgGt9nCERzHrPSGXxZu33338f9957Lxo3boz8/HxUV1cDACoqKrBw4ULZ22U4K8SAJk9KPxNWqz0HKnMwQtjb/vTaP1nLggULsHLlSrz11luIiPhpxMp+/frh888/l71dhrMKzPiFSdbAQJEvZAJZMMDDwr755hsMGDCgwfLY2FhcvHhR9nYVhXNWVhZsNhsyMjKcywRBQGZmJhITE9G4cWMMGjQIx44dc3tddXU1pk6dipYtW6Jp06YYNWoUzpw5o6QouvMV0JwrmuSQUns2Q8Dw/wFZVZs2bXD8+PEGy/fv349OnTrJ3q7scM7Ly8OqVavQtWtXt+WLFy9GdnY2li1bhry8PNjtdgwbNgwVFRXOdTIyMrBlyxZs2rQJ+/fvx6VLlzBixAjUmfx+P9cOJp5fRq7L+EVlbcEIS7N+fsxabiJfJk6ciOeffx7/+te/YLPZ8MMPP+C9997DjBkzMHnyZNnblRXOly5dwqOPPoq33noLzZs3dy4XBAE5OTmYM2cOxowZg+TkZKxbtw5XrlzBxo0bAQBlZWVYvXo13nzzTQwdOhQ9evTAhg0bcPToUezcuVP2gRiFlC8fflFZV7AD2ui1Z8/ruvzsB5HeTdoWb9aeOXMmfvazn2Hw4MG4dOkSBgwYgKeffhoTJ07ElClTZG9XVjg/++yzGD58OIYOHeq2vLCwEMXFxUhNTXUui4qKwsCBA3HgwAEAwOHDh1FbW+u2TmJiIpKTk53reKqurkZ5ebnbw6xcv6CM/oVKpAUGM1nNq6++inPnzuGzzz7DwYMHcfbsWfzmN79RtE3Jg5Bs2rQJn3/+OfLy8ho8V1xcDABISEhwW56QkICTJ08614mMjHSrcTvWcbzeU1ZWFubNmye1qIYQaKhCCk1iRpsTM9iIWQYnMWq5iNTSpEkT9OrVS7XtSao5nz59Gs8//zw2bNiAaD+Td9tsNre/BUFosMyTv3Vmz56NsrIy5+P06dNSik2kC3/hq+aPMzM1b7tiYAeHnvc46z0jVrBUVVXhs88+w9/+9jd8+OGHbg+5JNWcDx8+jJKSEqSkpDiX1dXVYe/evVi2bBm++eYbANdqx23atHGuU1JS4qxN2+121NTUoLS01K32XFJSgn79+nndb1RUFKKioqQUlciwpASo2NqwWWrQgLl+QBAF8vHHH+Pxxx/HuXPnGjxns9lkd3SWVHMeMmQIjh49iiNHjjgfvXr1wqOPPoojR46gU6dOsNvtyM3Ndb6mpqYGe/bscQZvSkoKIiIi3NYpKipCQUGBz3A2MyN/SVJwhcx9tQHwrgWykilTpuDnP/85ioqKUF9f7/ZQcgeSpJpzTEwMkpPdv1yaNm2KFi1aOJdnZGRg4cKF6Ny5Mzp37oyFCxeiSZMmeOSRRwAAcXFxmDBhAqZPn44WLVogPj4eM2bMQJcuXRp0MLMKTpYRmoLR3BwqU04SGVVJSQmmTZvWoK+VUqrPSjVz5kxUVlZi8uTJKC0tRZ8+fbBjxw7ExMQ411myZAnCw8MxduxYVFZWYsiQIVi7di3CLD7pOKectDZfYRjM26rkTrVIRPI89NBD2L17N2644QZVt6s4nHfv3u32t81mQ2ZmJjIzM32+Jjo6GkuXLsXSpUuV7p7I8pSErBXvK3b8yOWPXZH0vtfY4h3Cli1bhp///OfYt28funTp4ja+NgA899xzsrbL+ZyDjF8opCbPjmBmI7XMvqZ5JNLLxo0bsX37djRu3Bi7d+92u+vIZrMxnM2E16CtydtcwY5/y3mvXWuIgdazOn9j1wMN/y+JPSf8P0hK/frXv8b8+fMxa9YsNGqk3lxSpg7nO2fd6na/dSh8SZE5KGmK9hbsYqZdtCqxt5KJ4esHlJXpfa+x1e9zrqmpwbhx41QNZsBiU0aa7QuKt5KQGGqGk9modVzebmMz2/cFGVN6ejo2b96s+nZNXXP2xow9VNnMbT1KPoNyP8P+ms+N+v8iWJ999vUgrdTV1WHx4sXYvn07unbt2qBDWHZ2tqztWi6czYwhTUr5urfaiMHsyttnX+0yh/T/L4s3Levp6NGj6NGjBwCgoMD9Mxto2Gp/GM4GxF/5xiT1y90zaNR8T8XcImXGz5EZy0yhbdeuXZpsl+FMJIJnJy0HsfcRSw0ctZqhPbdhhvuejVw2U+J9zqbEcCZSSKthOtW+Tswa6TUh3bxNqps/f77f51955RVZ22U4E4ngr8ap52hV/gLcqJ3AjIIhTWrYsmWL29+1tbUoLCxEeHg4brjhBtnhbKlbqRwct03wPx1ZldjauplHDwsWq/+A0XsuZ6vf55yfn+/2KCgoQFFREYYMGYIXXnhB9nZtgiCY7tSVl5cjLi4Os2bNchuExB8z/gfkF6pxBXOSC6Xjaqu5TSvT+/9bVVUVFi1ahLKyMsTGxirenuN7svPMhQiLEvc9qYW66ir8Z/FLqh2XWRQUFGDEiBE4ceKErNdbsubsDWvSRD/h/4WG+IOF1HTx4kWUlZXJfj2vORsYbysxrmBez+W1Y1KEvbU19bvf/c7tb0EQUFRUhPXr1+O+++6TvV2Gs8ExoI3LW2hKfb+0uv/ZsW1vyz2fo5/w/xtJtWTJEre/GzVqhFatWiE9PR2zZ8+Wvd2QadY2M36RWpuY91dOYJhphDCjsGIw690ZzOodwgoLC90e//3vf3Hw4EEsXLgQMTExsrcbcuHMa8+kNb2C0Nvnmp91afgjhoyCzdomweY2CiTQZ8Tb87yeTSTdtGnTRK/LiS8kMuOXEgdNMA+xP6Ycn0M1rg+L2Z/rZ4hTloZI0z87hKkuPz9f1Hqc+ILIAlxHIdN6DGzPHwOWDSY/QiKYSRNaTXbhiuFMZBC+JtcIJFCNOVTD1xu2OpEWLl68iNWrV+Prr7+GzWbDbbfdhqeeegpxcXGytxnS4WyGGXq80WqiBVKXWT5XZimnEmJ+wFgWm7U1dejQIdx7771o3LgxevfuDUEQkJ2djVdffRU7duxAz549ZW035Hpre2Pm/5ih8MVK/in9DJj580+ktxdeeAGjRo3CiRMn8MEHH2DLli0oLCzEiBEjkJGRIXu7IV1zJlLCLD+MApUzGNe4ST9632ts9fucDx06hLfeegvh4T/FaXh4OGbOnIlevXrJ3i7D+X/MfF2OvbiDL9BnRY0e11I+j/56h3v7bEtZ1wp4KyJpJTY2FqdOncItt9zitvz06dMchISuseKXqlHI7azl4Dn4ja+gcGxb6Xvpuh2p27JqiPH/B2lh3LhxmDBhAjZv3ozTp0/jzJkz2LRpE55++mk8/PDDsrfLcLYYfgFpR2zQSbnfWOpzYqjRYZABbSGCAR4W9sYbb2DMmDF4/PHH0bFjR3To0AFPPPEEHnroIbz22muyt8twdmHVLyQKHqm9gqV85gINPevr8gYD2p3jR1ZIBjWp5siRIwCAyMhI/Pa3v0VpaSmOHDmC/Px8XLhwAUuWLEFUVJTs7TOcPVjhC4lfPPoRc+7lXFcW+7n0HAHM1+vVbAUgMqK//e1vuPnmm9G5c2e8/fbbqm+/Z8+eSElJwYoVK1BWVoYmTZqgS5cu6Nq1K5o0aaJ4+wxnL6zyhcSAVo/Uz4Svc6/GexKoLL724e11UgPaKv83AGsdi196N2nr0Kx99epVTJs2DZ9++ik+//xzvPbaa7hw4YKq+/jHP/6Bnj17YtasWWjTpg0ee+wxVUcOYzgTBYm3zl5azZImJaClbtcKoWaFYyDfPvvsM9x+++24/vrrERMTg/vvvx/bt29XdR99+/bFW2+9heLiYqxYsQJnzpzB0KFDccMNN+DVV1/FmTNnFG2f4WxxrD2rQ0rzs6/A9bZc7Hbl9hb3tq6vJm5/23Utu5lu3XN9P/y9N2Qse/fuxciRI5GYmAibzYatW7c2WGf58uVISkpCdHQ0UlJSsG/fPudzP/zwA66//nrn323btsX333+vSVkbN26M9PR07N69G99++y0efvhh/OEPf0BSUhLuv/9+2dtlOPtgpf/ADGjtKfnSlxLQct5Lz9cE6inubT+OZZwswnwcg5Do+ZDq8uXL6NatG5YtW+b1+c2bNyMjIwNz5sxBfn4++vfvj7S0NJw6dQoAIAgNd6pkhiixbrjhBsyaNQtz5sxBbGysoto6wzlE8IuUpIa7t3UdAW2lH68UHOXl5W6P6upqn+umpaVhwYIFGDNmjNfns7OzMWHCBDz99NO49dZbkZOTg3bt2mHFihUAgOuvv96tpnzmzBm0adNG3QPysGfPHqSnp8Nut2PmzJkYM2YM/vGPf8jeHkcI88NqQxqaqTnSSAI196q1LS3J3a+vgDYLfuah/73G/9t3u3bt3BbPnTsXmZmZkjdXU1ODw4cPY9asWW7LU1NTceDAAQBA7969UVBQgO+//x6xsbHYtm0bXnnlFVnF9+f06dNYu3Yt1q5di8LCQvTr1w9Lly7F2LFj0bRpU0XbZjiLYMWQDukvK51Y5fNDJMfp06cRGxvr/FvuPcDnzp1DXV0dEhIS3JYnJCSguLgYwLWxrd98800MHjwY9fX1mDlzJlq0aCG/8F4MGzYMu3btQqtWrfD444/jqaeews0336za9hnOElhp3GEGtDhq1Zqt8rkhkis2NtYtnJXyvIYsCILbslGjRmHUqFGq7c9T48aN8f7772PEiBEICwtTffsMZyIZpA4KQqQXq81K1bJlS4SFhTlryQ4lJSUNatNa+vDDDzXdPjuESWSl2iaDwz8znR+jd9IyctnIXCIjI5GSkoLc3Fy35bm5uejXr59OpVIfw1kGftGQURk1pPXu5W2mH1oEXLp0CUeOHHGOX11YWIgjR444b5WaNm0a3n77bbzzzjv4+uuv8cILL+DUqVOYNGmSjqVWF5u1ibwI5pe52n0ZjBpEepcrZPtZGKS3thSHDh3C4MGDnX9PmzYNAJCeno61a9di3LhxOH/+PObPn4+ioiIkJydj27Zt6NChg1ql1p1N8Ha3tsGVl5cjLi4Os2bNQnR0tK5l0fsLRy2h+KUlddIJqbfleG7fV69/te4GcIS81e4uUJtRP+tVVVVYtGgRysrKVOk45fievPXZhQiL0u97sq66Cl///iXVjitUsFlbASt9+VnpWMSQMxuUUZuMPYXae0kB6D3phemqf8bAZm0FrHRrFRC6zX7BOuZgnF/HZ9LINWg9/9+E4uebzIk1Z4X4n5188fXZkDt1YyBmGg2Lk1AQ+ceaswq0+rLVQ6jVnoNVkw20L7UmlPA2e5WcmqqY86JWOYMllD7Xrmz/e+i5f5KONWeNmPmLwKw/LKQKxnvka3Yno9O6nGb+/0EUDAxnDZn5C0jMHL9mZbbJJ4y4X9aaibTFZm0KyPXL1ApfcsHsAKYnrTpeqXl9nIJA7x7T7K0tC2vOGrNCmJE5hVr/AV94DsiMGM5BYKUvB9Z41Od6CUGL8yv382eFjo5W+r9HoYXN2kFipXuiWSMzjkD3Mutxbdgooc7P6DVWm5UqVLDmHERW+rKwyg8NrQTj/AQaDjTQMrXL4u++ZSt99omCgeFMpDKtg9k1BH0Fs2cYGuG2KAa0TvQeupM1Z1nYrE2komAEs9jntLqUoiRkrXR5h0hLDOcgM+p4x3L4OoZQrSEF4z31NtqYmMBW8/qxGJ6jk3mWN1jnKlQ/i2R+bNYm1Vl18BKjcZxjo/XydsUfcAbBJm3TYTjrhF9OpITnwDBqf56C8fnk/wEi39israNQuv7m7Tj55SyflHPn7zMmZmIOKbNdyZlgQ43/A1a6XEQEMJx1F0oB7cBQViaY50/N4NQKP0/+8T5nc2KzNmkm1K49G7Up2N9rvNWK5b5nerSOeOuhHqx9E2mJ4Uyas9rEGWYU6Lzr2aFMi88EP2cu9L7HmTVnWRjOFBRadFpSk1q1/EAjZSmlpIxiAtrf9gPtW8lxK7lly7Vcrj3Y/b2GyOh4zZnIRIz8A8eVEcvpLcQBY5aViOFsAKHQKczIA0JI6Y1sZZ49nsWM2e2LnPdbzf8HUoYvDdSb3ezYIcycGM4GwYAOXhnMuh+tz52vmqXcfesZ0K779vy31O24lo0oWCRdc16xYgW6du2K2NhYxMbGom/fvvj73//ufF4QBGRmZiIxMRGNGzfGoEGDcOzYMbdtVFdXY+rUqWjZsiWaNm2KUaNG4cyZM+ocDZEfVv/xI5frdXIj9A0w44AqRGqTFM5t27bFokWLcOjQIRw6dAj33HMPRo8e7QzgxYsXIzs7G8uWLUNeXh7sdjuGDRuGiooK5zYyMjKwZcsWbNq0Cfv378elS5cwYsQI1NXVqXtkZEh6BKQet3QZNRDEzrUsd1Yr/gAyIL17arNZWxabIAiKTl18fDxef/11PPXUU0hMTERGRgZefPFFANdqyQkJCXjttdcwceJElJWVoVWrVli/fj3GjRsHAPjhhx/Qrl07bNu2Dffee6+ofZaXlyMuLg6zZs1CdHS0kuIbUih8wWkRXr6aYrXs4SylPEqpec6k3JMstWlXzWv4Ys6hrx8SWkybqeWPrqqqKixatAhlZWWIjY1VvD3H92SXCQsRFqnf92RdTRWOrn5JteMKFbJvpaqrq8OmTZtw+fJl9O3bF4WFhSguLkZqaqpznaioKAwcOBAHDhwAABw+fBi1tbVu6yQmJiI5Odm5jjfV1dUoLy93e1iZUWtdWpNbw/X1OiU1ZrnNu1r+sDLCjzYpZVAymInS907J/q3G0SFMzwdJJ7lD2NGjR9G3b19UVVWhWbNm2LJlC2677TZnuCYkJLitn5CQgJMnTwIAiouLERkZiebNmzdYp7i42Oc+s7KyMG/ePKlFJQPz10lHSkciI34BG6Hjmxzeyu1ZC3UNTTFN5L7OhZrvm5jzbfRaM5EnyTXnm2++GUeOHMHBgwfxq1/9Cunp6fjqq6+cz9tsNrf1BUFosMxToHVmz56NsrIy5+P06dNSi206ofBFoKR2pPV1ZKXbNuKPBn98fd7UmGDDW2AHi5qDyxAFk+Sac2RkJG688UYAQK9evZCXl4ff/va3zuvMxcXFaNOmjXP9kpISZ23abrejpqYGpaWlbrXnkpIS9OvXz+c+o6KiEBUVJbWopqfGeMdWE8xaqdhrp2Z6b8QGqCsx16LFvNZM58lSYax3pyw2a8uiePhOQRBQXV2NpKQk2O125ObmOp+rqanBnj17nMGbkpKCiIgIt3WKiopQUFDgN5wptBgtDK00FKSUywWeg5Go2R+AiPyTFM4vvfQS9u3bhxMnTuDo0aOYM2cOdu/ejUcffRQ2mw0ZGRlYuHAhtmzZgoKCAjzxxBNo0qQJHnnkEQBAXFwcJkyYgOnTp+OTTz5Bfn4+HnvsMXTp0gVDhw7V5ACtwlK/5E3IV8gE+33ROuh8NUEr7fHOgCaSRlKz9o8//ojx48ejqKgIcXFx6Nq1Kz7++GMMGzYMADBz5kxUVlZi8uTJKC0tRZ8+fbBjxw7ExMQ4t7FkyRKEh4dj7NixqKysxJAhQ7B27VqEhYWpe2QWZNYmQqmMPCqTlPOuVa9hObcqub4m0OdITBN3MHpt68VonznF2KxtSpLCefXq1X6ft9lsyMzMRGZmps91oqOjsXTpUixdulTKrslDqNwuYubjM2KvballUmOWqWC8h2qfayO+dxRaOGWkyfELxLiCORa2lPXUaKr2x/O4lZwHKcOKqnU8Zv5BSNbBcLYABrQxBaMzVKDty+md7SCnl7bSz6KYZnd/PM+53MFkrPR/Su8BSDgIiTwMZ4swwoQFZB16fJaU3LLlC3uLk1lxykiLCZVr0fQTNa+PitmO2p8xseN1B+sHg+V+5LJDmCmx5kxkUVLD00i1Za2H/PS1P8sFM5kWa84WFSq3XdE1SmqWagzRKXU7SvajBfbOJqNhzTkE8Ho0+RKMz0Uwgpafb99sgqD7g6RjOIcQfoFZm7eeympvX2pZ5PYmJwp1bNYOMWzutj7P0cAcTbZyg1vssKVyPk/+rjl7K6+SW8OIzIQ15xDGmrS1OWquWrzPvgI7GKOPkUSCAR4kGWvOIY63XllfsN5bOeOOi9kGP6MUihjOBIDN3aS/QJ87LWe3snItXu9RujhCmDwMZ2rAs6bCKf+sR87MVq7rK/08iH29lUOTyB9ecyafXK8h8kuSAO/XsbUaItPbZ07KCGZK9kOkN9acSTTWoK1F7LCZUparJRgDqoQMvTtlsVlbFoYzScLOOdYR6NYqz/c4WO99oID19SPR9XVKbh0jMgI2a5Ms/LKzFrH3MhuFmDmjxc4DTWREDGeSjV961uIZ0FIGAdGyHKSM3nM5s7e2PGzWJgpxUmaGUntfUq9p8wchhQqGM1GIMkLQSR0G1NtQpERWxHAmClGe9zrLvfdZ6j7FdPjy9jpv//a1Prlgb21T4jVnUoRfjOYnthaqpLbq2jFLyn3RYtZjLZqsiDVnUoy3V5mfr5qp0vdWjc+Gv9fyx2FgenfKYocweVhzJtV4u72Ft7KYn5F/dBm5bERKMJxJVb4CmQFtTsEaQ9sXOdeniayAzdpEpCmlA5xI7dFNHtghzJRYcyYi02JIk1UxnClo2ARJAD8HRGKwWZuCij27Q5PagczPkTTsMW0+rDmTLlh7Ch1avtf8HJFVseZMunH9YmUNiEgjgnDtoef+STLWnImIiAyG4UyGwOZJ62KrCJF0DGcyDAY0kfr0nsuZndHk4TVnMhROBxjaOOMU0TUMZzIcBrT5eYaqnPeTwUyhjM3aZEicMMNaXN9LMe8t33sVCQZ4kGSsOROFACMM2iEmcBnKRNcwnMnQjBAqVhDM86ckYPfPK2BAq8xWf+2h5/5JOoYzmYIa1zBJW1JD1VvfAgYz0TW85kymxC9x83MEM/sXEDXEmjOZFnt1G4PSYOV7qDG9O2WxQ5gsDGcyNV/BoNYXPpvTvWMgE2mL4UzkA5taG9LqnPBcE7njNWeyJDlf9rz26R+D2Zz0HrqTw3fKw5ozWZbcL32GxU94Loj0wZozEXnFYCbSD2vORBKEQg9xrUPZ9fzxB0AQCMK1h577J8lYcyaioHINZKv/0CGSizVnIomsWHtmDda69O6UxQ5h8rDmTBTi9Ahm/hgg8o/hTCSDFcKFt44RGRfDmUgmMwebEcpuhDKEBL3ncmaztiy85kwUYpRO6ehtO66TWBCRcqw5E4UINZuxffW43j+vQHJnOat1riNSA8OZKARoVaP1FaxiA5c1be3pPXQne2vLw2ZtIpnMXuPzLL+UoFT72PfPK2BQE7lgzZmIAAQOXDZXm5RjhDA9HyQZw5koBIgNSm/XjOVcRwbE1cQZ4ETesVmbKERIaTpWIzQZvETyMZyJZFAaPI6Q1DPAvAU1A9V69O6UxQ5h8jCciYLMyB2f9PjRYOTzQaQXhjORBIF6OIsJNT1rp2IHCwlGSDOUiXxjOBOpyGrTIWp1PAzmINJ7CE02a8vCcCbSiJWCmsFMFFwMZyKR9ApYI8wfLacM7HBGJB/DmUgkJSEZ6Nq02GvAnuSWR86IXFKO39e2Hdtg7Tl42FvbnCQNQpKVlYU77rgDMTExaN26NX72s5/hm2++cVtHEARkZmYiMTERjRs3xqBBg3Ds2DG3daqrqzF16lS0bNkSTZs2xahRo3DmzBnlR0MURHICxtuAHkqCyjGZRTDCTq1aL4OZKDBJ4bxnzx48++yzOHjwIHJzc3H16lWkpqbi8uXLznUWL16M7OxsLFu2DHl5ebDb7Rg2bBgqKiqc62RkZGDLli3YtGkT9u/fj0uXLmHEiBGoq6tT78iIDEbrJl0poadlQDJ8DaZe0P9Bkklq1v7444/d/l6zZg1at26Nw4cPY8CAARAEATk5OZgzZw7GjBkDAFi3bh0SEhKwceNGTJw4EWVlZVi9ejXWr1+PoUOHAgA2bNiAdu3aYefOnbj33ntVOjQi4wjGtdZghL+/fTCUidSj6JpzWVkZACA+Ph4AUFhYiOLiYqSmpjrXiYqKwsCBA3HgwAFMnDgRhw8fRm1trds6iYmJSE5OxoEDB7yGc3V1Naqrq51/l5eXKyk2UVB5CzQGGRH5IzucBUHAtGnTcPfddyM5+doXTXFxMQAgISHBbd2EhAScPHnSuU5kZCSaN2/eYB3H6z1lZWVh3rx5cotKpDql4ap3pyg5PxjY09qkeJ+zKckO5ylTpuDLL7/E/v37Gzxns9nc/hYEocEyT/7WmT17NqZNm+b8u7y8HO3atZNRaiJl5ASqr+ZguQGtVUiKHT2MiLQna8rIqVOn4sMPP8SuXbvQtm1b53K73Q4ADWrAJSUlztq03W5HTU0NSktLfa7jKSoqCrGxsW4PIjNR41YouVM3qiHQfhnoROqSFM6CIGDKlCn44IMP8OmnnyIpKcnt+aSkJNjtduTm5jqX1dTUYM+ePejXrx8AICUlBREREW7rFBUVoaCgwLkOEbkzcpMyg9nYbPjpXmddHnqfAJOS1Kz97LPPYuPGjfjrX/+KmJgYZw05Li4OjRs3hs1mQ0ZGBhYuXIjOnTujc+fOWLhwIZo0aYJHHnnEue6ECRMwffp0tGjRAvHx8ZgxYwa6dOni7L1NREQUyiSF84oVKwAAgwYNclu+Zs0aPPHEEwCAmTNnorKyEpMnT0ZpaSn69OmDHTt2ICYmxrn+kiVLEB4ejrFjx6KyshJDhgzB2rVrERYWpuxoiAzMSmNtO7DWbAKCcO2h5/5JMknhLIg4yTabDZmZmcjMzPS5TnR0NJYuXYqlS5dK2T0R+SFn+kqlAnVq07tXOpFZyeoQRkTqURqiwRq+09e+fXEcl1VaCYiCieFMpDO5wapFKKs1k5TnaxjU+tG1M5jOk26YGcOZKMjMNJSnmmVlMBOJx3AmMiEtmrG9bdPffuSWgSFNFBjncyYKIjWni1ST2vNFk4Fw+E5TYjgTBYFaoSzmdVIDVY9gZi9uIv8YzkRBpHUgqRHMYrfBgCXSDq85EwWB0p7VWvTK1jJYGdrGYRME3R9Gc/r0aQwaNAi33XYbunbtij//+c96F6kB1pyJTMKIgaekuZ6zYJFewsPDkZOTg+7du6OkpAQ9e/bE/fffj6ZNm+pdNCeGM5FFsPMWeVX/v4ee+zeYNm3aoE2bNgCA1q1bIz4+HhcuXDBUOLNZm8hE9ApgPUcho9Czd+9ejBw5EomJibDZbNi6dWuDdZYvX46kpCRER0cjJSUF+/btk7WvQ4cOob6+Hu3atVNYanUxnIlMJtgB7RrKUkKaYU5yXb58Gd26dcOyZcu8Pr9582ZkZGRgzpw5yM/PR//+/ZGWloZTp04510lJSUFycnKDxw8//OBc5/z583j88cexatUqzY9JKjZrE5mEFZutGeDa07tTlmPf5eXlbsujoqIQFRXl9TVpaWlIS0vzuc3s7GxMmDABTz/9NAAgJycH27dvx4oVK5CVlQUAOHz4sN9yVVdX44EHHsDs2bPRr18/0ccTLKw5E1mAUYLbKOUg42nXrh3i4uKcD0eISlVTU4PDhw8jNTXVbXlqaioOHDggahuCIOCJJ57APffcg/Hjx8sqh9YYzkQm5DqRhFqDjrhuVwnXbWgx/CeZ0+nTp1FWVuZ8zJ49W9Z2zp07h7q6OiQkJLgtT0hIQHFxsaht/OMf/8DmzZuxdetWdO/eHd27d8fRo0dllUcrbNYmMgFvoalmKEt9zd1zk1lLNguDDN8ZGxuL2NhY1TZrs9ncdyMIDZb5cvfdd6O+3oDdyF2w5kxEXqlVs+W43aSmli1bIiwsrEEtuaSkpEFt2swYzkQEQN9e4KQhQdD/oaLIyEikpKQgNzfXbXlubq4hO3bJxWZtIhNwBJlWAar2bFkcd5uUuHTpEo4fP+78u7CwEEeOHEF8fDzat2+PadOmYfz48ejVqxf69u2LVatW4dSpU5g0aZKOpVYXw5koxBl1GksKXYcOHcLgwYOdf0+bNg0AkJ6ejrVr12LcuHE4f/485s+fj6KiIiQnJ2Pbtm3o0KGDXkVWHcOZKEQYrTZrtPJYlU249tBz/1INGjQIQoDm8MmTJ2Py5MkyS2V8DGeiEOJtsgktApKhS6QMO4QRmYTRejf7G8rTaGUlMhuGM5EJGDnsWEs2OL17ahtwPmczYDgTGZyRg9nBW0CLKbcZjo1ID7zmTBRCgl3LZfjqz1Z/7aHn/kk61pyJQkAw5mNm8zaRelhzJjIgX5NHyK2JBuu2JY65TaQOhjORAYm9hisluMWGJmvAFqN3pyx2CJOFzdpEJqBW8AaixrCdRKQcw5mInJSEK4OZSD1s1iYyOIYeKWKQ+ZxJGtaciRTQOzi9DcdpJIF6iRu13ER6YzgTyaR3MAPaj5GtlBHOEZEZsVmbSAajho7W8z6T+dgEATYde0zruW8zYzgTeeHrPmPP59Tcl6+ar5z7nI10v7Gvchixpk9kFGzWJvIQKNS0akreP6/A674dy6SGrZyyMTAtSO9JL1hzloXhTOSH3Akd1CZ3nwxbInNiszaRD1oHs69tBWMfnvQYfCRYQ4oSmRFrzkQ+OJqZ5TYrB6J1MEkpLwcfsTABQL2OD7Zqy8KaM5EIgca1VrotOdQMd72OhbVnIu8YzkQySA0UJSFm1NujjFYeIithOBNJECiUtawVO26P0qKm6e/WMX/rqrVv1p61w/uczYnhTKQSNWrHRqbVPdZmOHaiYGM4U0hzHQBEyv3NahK73WB28JIz8Eqg+7+l1M5JRQJ0ns9Zv12bGcOZQpJn2PgLHzFBIjW8pAr2BBdSfrSIxUAmEo/hTCFHzSbXYN1HLIUZ75MmIncMZyKDM3KvaIayCeg9hCY7hMnCcKaQoXYnJTXvfVZaFodgBjmDmUg7DGciD/5CR+m1aS0FK5j1Pk6iUMBwJhLJyM3LwcJgNqF6ADad90+SMZyJoKzjFwOLiNTGcCZL0rrHshEDWc3bnnxtn4iCg+FMIU9q6DCkyEw4fKc5MZzJctSqPZqlxqy1UDxmIr0xnMm0PMNTybSH/iaaMDo2ZZNfvM/ZlBjOZGiuwRkohJSOJ+3KWzAbMai0CmYjHitRKGE4k+HpUXs1Q41ZCwxlImNgOBOJYPXQsvrxhTQ2a5sSw5kMRWqNNdBoXoGmLlS6D7Oy4jERWQnDmQxBi2ZkNYLZihjMRMbHcCbTkhMyZggmXzV+NZjh+EllbNY2JYYzBZ2Y2qtniGgZWMEgtfyu58jMx01E8jCcKWiUNClbIaACBbSv8+NYruQcWOH8kUyc+MKUGuldACJXd89NtmyQBDouqZNv8Po5kXWx5kyaktOEbTXezoHcZmsGMlFokFxz3rt3L0aOHInExETYbDZs3brV7XlBEJCZmYnExEQ0btwYgwYNwrFjx9zWqa6uxtSpU9GyZUs0bdoUo0aNwpkzZxQdCBlPoCCxci3ZwfUc7J9X4Hw4WP34SX+OiS/0fJB0ksP58uXL6NatG5YtW+b1+cWLFyM7OxvLli1DXl4e7HY7hg0bhoqKCuc6GRkZ2LJlCzZt2oT9+/fj0qVLGDFiBOrq6uQfCZlGKIRyIDwHROSP5GbttLQ0pKWleX1OEATk5ORgzpw5GDNmDABg3bp1SEhIwMaNGzFx4kSUlZVh9erVWL9+PYYOHQoA2LBhA9q1a4edO3fi3nvvVXA4ZBSc0ck/f5NtuK5DRKFJ1WvOhYWFKC4uRmpqqnNZVFQUBg4ciAMHDmDixIk4fPgwamtr3dZJTExEcnIyDhw44DWcq6urUV1d7fy7vLxczWKTithk+xN/k2kE89yE+vsQ8nifsymp2lu7uLgYAJCQkOC2PCEhwflccXExIiMj0bx5c5/reMrKykJcXJzz0a5dOzWLTSphTc83R0CKDUqeS6LQpklvbZvN/aY6QRAaLPPkb53Zs2dj2rRpzr/Ly8sZ0AbhK0RCvbbmrwUh1M8NBVm9ANh0rL3Ws+Ysh6rhbLfbAVyrHbdp08a5vKSkxFmbttvtqKmpQWlpqVvtuaSkBP369fO63aioKERFRalZVFLAV3MtQ+cn3uaDFkutWjPfDyLzUrVZOykpCXa7Hbm5uc5lNTU12LNnjzN4U1JSEBER4bZOUVERCgoKfIYzGYPnbUCA9ObaUMFmaSJSQnLN+dKlSzh+/Ljz78LCQhw5cgTx8fFo3749MjIysHDhQnTu3BmdO3fGwoUL0aRJEzzyyCMAgLi4OEyYMAHTp09HixYtEB8fjxkzZqBLly7O3ttkPOx9LY3cmjNrzaQ6dggzJcnhfOjQIQwePNj5t+NacHp6OtauXYuZM2eisrISkydPRmlpKfr06YMdO3YgJibG+ZolS5YgPDwcY8eORWVlJYYMGYK1a9ciLCxMhUMitfmqLVNgwT5XfG+IrMEmCOb7WVNeXo64uDjMmjUL0dHRehfHshjK8ki9XUppbZnvizVUVVVh0aJFKCsrQ2xsrOLtOb4nh3Z6HuFh+vXZuVpXjZ3f/Va14woVHFubvOL9yubA94YC07lZG6ar/xkCZ6WiBtiZSb5gnjsGM5F1seZMANiErQatWxv4nhCFDtaciVQmNUQZuqQpR29tPR8kGWvOxFqzCqQ0Z3vWsHkZgYg8MZxDGENZOW/BGqh527HM26AuRKqrF6BrpywO3ykLm7UJAIPZm0DB62tgFs7VTERKseYcglhb883z3AQKaAdfYexrzHG5o4cx9IlCA8OZ6H9cBw8RG54MSzI8of7aQ8/9k2QM5xDjK3SkjmplRa7HrvQ8aNU6wcFhiEIDrzmHmEBf6OykpA4GJxEpwZpzCPI3/7IjmHl9Uz08l6Qrve815n3OsjCcQ5SvsHC93spQkUdsJzI19sP3h8iaGM7UgJgOUVI6TPm6n9qK17l5SYAMh/c5mxKvOZNfSmuBvl4f6H5hIqJQxpozeeVam/VW81Xj/l0r1ZgB3yOuSf3x4e+eaSIKDQxnCsjfEJRil4fiLUCOHzAcP5t0xQ5hpsRwpqAIlUDWEkOeKHQwnIlU4hmenNOZiORiOBOpiDNOkeEI0LlZW79dmxl7axMRERkMw5nIQNhsTUQAm7WJVKP0VioGM2mCvbVNiTVnIhX4C2AxoctgJiJXrDkTKcSOX2Ro9fUAdJxTuZ7zOcvBmjMZhhlDzleZWRMmIiVYcyZDMFMwSwlkMcfFICciTwxnIoU4FjYZGjuEmRKbtUl3ZpqhylePbG9YIyYiuVhzJl0ZPYxdheLkHUSkD9acSTfegtkMoad2Gc30A4VMyNGsreeDJGM4k26UzgcdTHLLZYYfG0RkPGzWJkW8XYN1zGMcaGAOszQTyy2nUX9oUIipF6Dr7BP1rDnLwXAm2Rwh7Pq3I5ACBZPaweWvo5ZnOeVuUytG/mFCRPpgOJMsUq8Xaxl03rbtuUxKQAdzYBEGMxF5w3AmyRzhJSZYtK4hi6U0BKW+nk3aZBSCUA9B0G8ITT33bWYMZ5JFzVqymiGvNISl3McsdhvesMZMRP4wnEkSuddvfVErmNnkTERWwnAmUbRoptWjWZwo5AiCvj2meZ+zLAxnCkjuNWYlPaaD1YytJik/JNRugSAia2E4kyhKa7lGD2Y5NXSz3KdNRObDEcLILyk1PDUCSuz1Za3DUMz2lZSBYU5Bo/fQnWzWloU1ZxJFTEgrvT4c7OvLUu7VFtMq4PlaXi8nIrlYcyavXEf7Ctb+AtG6GVtMMHuuwxowGV59vf4Pkow1ZxJNr05MrvsMVtO5PwxkItIaw5n8UjrkpdavVWs/gWrNcgI50OQfRES+MJxDiOdsUZ63OjmWeZvQIhAlQRTotWqM2iWHv2DmKGBkGoLOs1KxQ5gsvOZscY5rx2Jni3J9nYORBgvRqjbqbaIMsesqXY+IyBPDOYR5BreSXsdmm1hCbm2YgUtEwcBmbQvz13ztudzX68V0xpI6faRSjtqz0g5q3mrhYqafVIrN3RRMQn09BBtnpTIb1pwtztetP2oFhFrBJXcmK7PVZBnMRCQGw9mCAt2jLGcwEanNwFqFptpDZjIsyfL0Hh2MHcJkYbO2xSi59UdKk26g8A1m6JlljGsjl42IjIXhbDFa3ZesZvO1tyZpuR20XIm9Ju6tqT8Yt4sREYnFZu0Q5BmKgYIj0HVqOT2tXWv4agRzoP04yA1J13Pgq5McA5gMqV7Q/0GSseYcYgLVVl1rtd6Cx7PW66+2Kjb0fT0ntTbrq1YuZn9Syyg2oDlvMxHJwXAOIYGuH4utBcq9ri2lNiy35qz29Wc1btciIpKKzdoWp1VnqUCzM4kdVcxXCDuaj4MVbmJ+jBCZkiAAQr2ODzZry8Gas4X5G7JT7n3CYntvSxmfW82mX63CnM3TRBRMDGcLcgSJVrVBJT3CfXX+khJ+WtVk1b5eTWQEQr0AwaZf7VVgzVkWhrMFqdnxSY1tB3qt63CcnsvU2L5SDGYiCjaGcwgywzVUKWXUIjwZyESkJ4ZziAl2MGsdcgxmogCEegA6Tj7BiS9kYTiHMKNNfiEFA5SIrIy3UpFiSoPSDM3sRETBxHAmTQUKXjnBzFozkXhCvaD7w6iuXLmCDh06YMaMGXoXpQFdm7WXL1+O119/HUVFRbj99tuRk5OD/v3761mkkKF2wIm5b1psb2zX5xjERKSVV199FX369NG7GF7pVnPevHkzMjIyMGfOHOTn56N///5IS0vDqVOn9CpSSAjmqFve9u3gL5i9/ZuISE3/+c9/8O9//xv333+/3kXxSrdwzs7OxoQJE/D000/j1ltvRU5ODtq1a4cVK1boVSRSgbfw9zdSmedr/Q3pSUQy6Dp0Z72s3tp79+7FyJEjkZiYCJvNhq1btzZYZ/ny5UhKSkJ0dDRSUlKwb98+SfuYMWMGsrKyJJctWHRp1q6pqcHhw4cxa9Yst+Wpqak4cOBAg/Wrq6tRXV3t/LusrMy5nIyp14s34uCir51/787MD/ga13XunHUrqqqqNCkbkRE5vs/UHlHrKmoBHS/7XkUtAKC8vNxteVRUFKKiory+5vLly+jWrRuefPJJPPjggw2ed7S8Ll++HHfddRf+8Ic/IC0tDV999RXat28PAEhJSfGaETt27EBeXh5uuukm3HTTTV4zxxAEHXz//fcCAOEf//iH2/JXX31VuOmmmxqsP3fuXAHXPl588MEHH5Z+nD59WpXv2crKSsFut+t+PACEZs2aNVg2d+5cUccBQNiyZYvbst69ewuTJk1yW3bLLbcIs2bNErXNWbNmCW3bthU6dOggtGjRQoiNjRXmzZsn6rXBomuHMJvN5va3IAgNlgHA7NmzMW3aNOff9fX1OHnyJLp3747Tp08jNjZW87JaRXl5Odq1a8fzJhHPm3Q8Z9IIgoCKigokJiaqsr3o6GgUFhaipqZGle0p4e273VetORCpLa/eZGVlOZu0165di4KCArzyyiuyyqMVXcK5ZcuWCAsLQ3FxsdvykpISJCQkNFjfW/NHo0bXLpfHxsbyP74MPG/y8LxJx3MmXlxcnKrbi46ORnR0tKrb1Nu5c+dQV1fXICsSEhIaZIqZ6RLOkZGRSElJQW5uLh544AHn8tzcXIwePVqPIhERkYmIbXkN5IknnlCpROrSrVl72rRpGD9+PHr16oW+ffti1apVOHXqFCZNmqRXkYiIyOCktryalW7hPG7cOJw/fx7z589HUVERkpOTsW3bNnTo0EHU66OiojB37lzZ1y1CFc+bPDxv0vGckRZCpeXVJgicCZuIiIzj0qVLOH78OACgR48eyM7OxuDBgxEfH4/27dtj8+bNGD9+PFauXOlseX3rrbdw7Ngx0RU8o2M4ExGRoezevRuDBw9usDw9PR1r164FcG0QksWLFztbXpcsWYIBAwYEuaTaYTgTEREZDGelIiIiMhiGMxERkcGYMpyVDnhuNYEGiRcEAZmZmUhMTETjxo0xaNAgHDt2zG2d6upqTJ06FS1btkTTpk0xatQonDlzJohHEVxZWVm44447EBMTg9atW+NnP/sZvvnmG7d1eN4aWrFiBbp27eocWKRv3774+9//7nye54xIHaYLZ0412ZBjkPhly5Z5fX7x4sXIzs7GsmXLkJeXB7vdjmHDhqGiosK5TkZGBrZs2YJNmzZh//79uHTpEkaMGIG6urpgHUZQ7dmzB88++ywOHjyI3NxcXL16Fampqbh8+bJzHZ63htq2bYtFixbh0KFDOHToEO655x6MHj3aGcA8Z0Qq0WVEbwWUDnhudfAYJL6+vl6w2+3CokWLnMuqqqqEuLg4YeXKlYIgCMLFixeFiIgIYdOmTc51vv/+e6FRo0bCxx9/HLSy66mkpEQAIOzZs0cQBJ43KZo3by68/fbbPGdEKjJVzdkx4HlqaqrbcikDnoeawsJCFBcXu52zqKgoDBw40HnODh8+jNraWrd1EhMTkZycHDLn1TENaXx8PACeNzHq6uqwadMmXL58GX379uU5I1KRqcI5VAY8V5PjvPg7Z8XFxYiMjETz5s19rmNlgiBg2rRpuPvuu5GcnAyA582fo0ePolmzZoiKisKkSZOwZcsW3HbbbTxnRCrSdcpIudQa8DyUyDlnoXJep0yZgi+//BL79+9v8BzPW0M333wzjhw5gosXL+L9999Heno69uzZ43ye54xIOVPVnENlwHM12e12APB7zux2O2pqalBaWupzHauaOnUqPvzwQ+zatQtt27Z1Lud58y0yMhI33ngjevXqhaysLHTr1g2//e1vec6IVGSqcHYd8NxVbm4u+vXrp1OpjC0pKQl2u93tnNXU1GDPnj3Oc5aSkoKIiAi3dYqKilBQUGDZ8yoIAqZMmYIPPvgAn376KZKSktye53kTTxAEVFdX85wRqUmvnmhybdq0SYiIiBBWr14tfPXVV0JGRobQtGlT4cSJE3oXTTcVFRVCfn6+kJ+fLwAQsrOzhfz8fOHkyZOCIAjCokWLhLi4OOGDDz4Qjh49Kjz88MNCmzZthPLycuc2Jk2aJLRt21bYuXOn8Pnnnwv33HOP0K1bN+Hq1at6HZamfvWrXwlxcXHC7t27haKiIufjypUrznV43hqaPXu2sHfvXqGwsFD48ssvhZdeeklo1KiRsGPHDkEQeM6I1GK6cBYEQfj9738vdOjQQYiMjBR69uzpvP0lVO3atUsA0OCRnp4uCMK124Lmzp0r2O12ISoqShgwYIBw9OhRt21UVlYKU6ZMEeLj44XGjRsLI0aMEE6dOqXD0QSHt/MFQFizZo1zHZ63hp566inn/71WrVoJQ4YMcQazIPCcEamFE18QEREZjKmuORMREYUChjMREZHBMJyJiIgMhuFMRERkMAxnIiIig2E4ExERGQzDmYiIyGAYzkRERAbDcCYiIjIYhjMREZHBMJyJiIgMhuFMRERkMP8fIgpVIcBPSTkAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 500x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = mpl.colormaps['viridis']\n", "cmap.set_bad('gray')\n", "X = np.arange(0,398)\n", "Y = np.arange(0,898)\n", "\n", "fig, ax = plt.subplots(1,1, figsize = (5, 9))\n", "\n", "# freshwater = np.ma.masked_array(ds.fraser_river[time_idx, depth], mask=tmask[depth])\n", "freshwater = np.ma.masked_array(np.nansum(dye_to_volume(40, volume, rho_inv, ds2['fraser_river'][0]), axis=0), mask=tmask[depth])\n", "Z = freshwater + fudge\n", "\n", "colours = ax.pcolormesh(X, Y, Z, norm=colors.LogNorm(vmin=fudge), cmap=cmap)\n", "cb = fig.colorbar(colours, ax=ax, label=r'Volume Freshwater $m^3$')\n", "\n", "dtime = pd.to_datetime(ds2['time'].values[time_idx])\n", "ax.set_title('Fraser River {} \\n depth summed'.format(str(dtime.date())))" ] } ], "metadata": { "kernelspec": { "display_name": "analysis-cassidy", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 2 }