From b45a84b9e8f1a05ff1eaaf746375cac0d71f2d7e Mon Sep 17 00:00:00 2001 From: ctroupin <charles.troupin@gmail.com> Date: Tue, 18 Dec 2018 11:51:26 +0100 Subject: [PATCH] remove python --- .../GPS_hexbin-checkpoint.ipynb | 6 - .../figure1_AlborexData-checkpoint.ipynb | 728 ------------ .../get_deployments_alborex-checkpoint.ipynb | 6 - .../netcdf2json-checkpoint.ipynb | 6 - python/alborex_functions.py | 394 ------ python/alborexconfig.json | 32 - python/alborexdata.py | 1054 ----------------- python/convert_nutrients_nc.ipynb | 501 -------- python/count_glider_profiles.ipynb | 182 --- python/figure1_AlborexData.ipynb | 517 -------- python/figure1_main.ipynb | 453 ------- python/figure2_SatelliteData.ipynb | 527 --------- python/figure3_DrifterTemperature.ipynb | 449 ------- python/figure4_GliderTracks.ipynb | 396 ------- python/figure4b_GliderSections.ipynb | 567 --------- python/figure5_CTD_casts.ipynb | 398 ------- python/figure5b_CTD_TSdiagram.ipynb | 357 ------ python/figure6_thermosal_timeseries.ipynb | 309 ----- python/figure7_Profilers.ipynb | 500 -------- python/figure8_ADCP.ipynb | 337 ------ python/figure8_ADCP_matfiles.ipynb | 316 ----- python/figure8b_ADCP_QualityFlag.ipynb | 292 ----- python/get_deployments_alborex.ipynb | 266 ----- python/netcdf2json.ipynb | 681 ----------- python/plot_thermosal_irene.ipynb | 163 --- python/plot_velocity_distanceToFront.ipynb | 158 --- python/profilers_mat2netCDF.ipynb | 152 --- python/schema_alborex_front.ipynb | 572 --------- 28 files changed, 10319 deletions(-) delete mode 100644 python/.ipynb_checkpoints/GPS_hexbin-checkpoint.ipynb delete mode 100644 python/.ipynb_checkpoints/figure1_AlborexData-checkpoint.ipynb delete mode 100644 python/.ipynb_checkpoints/get_deployments_alborex-checkpoint.ipynb delete mode 100644 python/.ipynb_checkpoints/netcdf2json-checkpoint.ipynb delete mode 100644 python/alborex_functions.py delete mode 100644 python/alborexconfig.json delete mode 100644 python/alborexdata.py delete mode 100644 python/convert_nutrients_nc.ipynb delete mode 100644 python/count_glider_profiles.ipynb delete mode 100644 python/figure1_AlborexData.ipynb delete mode 100644 python/figure1_main.ipynb delete mode 100644 python/figure2_SatelliteData.ipynb delete mode 100644 python/figure3_DrifterTemperature.ipynb delete mode 100644 python/figure4_GliderTracks.ipynb delete mode 100644 python/figure4b_GliderSections.ipynb delete mode 100644 python/figure5_CTD_casts.ipynb delete mode 100644 python/figure5b_CTD_TSdiagram.ipynb delete mode 100644 python/figure6_thermosal_timeseries.ipynb delete mode 100644 python/figure7_Profilers.ipynb delete mode 100644 python/figure8_ADCP.ipynb delete mode 100644 python/figure8_ADCP_matfiles.ipynb delete mode 100644 python/figure8b_ADCP_QualityFlag.ipynb delete mode 100644 python/get_deployments_alborex.ipynb delete mode 100644 python/netcdf2json.ipynb delete mode 100644 python/plot_thermosal_irene.ipynb delete mode 100644 python/plot_velocity_distanceToFront.ipynb delete mode 100644 python/profilers_mat2netCDF.ipynb delete mode 100644 python/schema_alborex_front.ipynb diff --git a/python/.ipynb_checkpoints/GPS_hexbin-checkpoint.ipynb b/python/.ipynb_checkpoints/GPS_hexbin-checkpoint.ipynb deleted file mode 100644 index 2fd6442..0000000 --- a/python/.ipynb_checkpoints/GPS_hexbin-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/.ipynb_checkpoints/figure1_AlborexData-checkpoint.ipynb b/python/.ipynb_checkpoints/figure1_AlborexData-checkpoint.ipynb deleted file mode 100644 index acecdb4..0000000 --- a/python/.ipynb_checkpoints/figure1_AlborexData-checkpoint.ipynb +++ /dev/null @@ -1,728 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Code to create the main figure of the Alborex Data paper in ESSD journal.<br>\n", - "Only show the position of the deployments to keep things simple." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import logging\n", - "import numpy as np\n", - "import netCDF4 as netcdf\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from matplotlib import colors\n", - "import datetime, time, calendar\n", - "import matplotlib.text as text\n", - "from matplotlib.path import Path\n", - "import matplotlib.patches as patches\n", - "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", - "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", - "import alborexdata\n", - "import alborex_functions\n", - "from importlib import reload\n", - "#import pysocibclient\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Flags for the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "doplotsst, doplotvectors, doplotstream, doplotdrifters, doplotinset = 0, 0, 0, 1, 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logger" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Regions of interest and box for the experiment" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "dlon, dlat = 1.0, 1.0\n", - "coordinates = [-6.75, 3.001, 34.75, 40.]\n", - "dlon2, dlat2 = .25, .25\n", - "coordinates2 = [-1, -0.25, 36.65, 37.25]\n", - "coordinates3 = [-6, -5.25, 35.8, 36.2]\n", - "res = 'i'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Files and directories" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2017-03-08 19:08:16,593 - alborex_logger - INFO - ../data/coastline_cartex_f.txt exists\n", - "2017-03-08 19:08:16,593 - alborex_logger - INFO - ../data/coastline_cartex_f.txt exists\n" - ] - } - ], - "source": [ - "coastdir = '../data/'\n", - "coastfile = os.path.join(coastdir, 'coastline_cartex_f.txt')\n", - "if os.path.exists(coastfile):\n", - " logger.info(\"{0} exists\".format(coastfile))\n", - "else:\n", - " logger.warning(\"{0} does't exist\".format(coastfile)) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Glider" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2017-03-08 19:08:40,782 - alborex_logger - WARNING - /home/ctroupin/DataOceano/Alborex/Glider/dep0012_ideep00_ime-sldeep000_L2_2014-05-25_data_dt.nc does't exist\n", - "2017-03-08 19:08:40,782 - alborex_logger - WARNING - /home/ctroupin/DataOceano/Alborex/Glider/dep0012_ideep00_ime-sldeep000_L2_2014-05-25_data_dt.nc does't exist\n" - ] - } - ], - "source": [ - "gliderdir = '/home/ctroupin/DataOceano/Alborex/Glider/'\n", - "gliderfile1 = os.path.join(gliderdir, 'dep0012_ideep00_ime-sldeep000_L2_2014-05-25_data_dt.nc')\n", - "gliderfile2 = os.path.join(gliderdir, 'dep0005_icoast00_ime-slcost000_L2_2014-05-25_data_dt.nc')\n", - "if os.path.exists(gliderfile1):\n", - " logger.info(\"{0} exists\".format(gliderfile1))\n", - "else:\n", - " logger.warning(\"{0} does't exist\".format(gliderfile1)) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Need to get CTD file!" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2017-03-08 19:09:26,708 - alborex_logger - WARNING - /home/ctroupin/DataOceano/Alborex/CTF/ctd.nc does't exist\n", - "2017-03-08 19:09:26,708 - alborex_logger - WARNING - /home/ctroupin/DataOceano/Alborex/CTF/ctd.nc does't exist\n" - ] - } - ], - "source": [ - "ctddir = '/home/ctroupin/DataOceano/Alborex/CTF/'\n", - "ctdfile = os.path.join(ctddir, 'ctd.nc')\n", - "if os.path.exists(ctdfile):\n", - " logger.info(\"{0} exists\".format(ctdfile))\n", - "else:\n", - " logger.warning(\"{0} does't exist\".format(ctdfile))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Satellite data" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "sstdir = '/data_local/Satellite/MODIS/data/L2/Alborex/SST/NetCDF/'\n", - "sstfilelist = sorted(glob.glob(sstdir + 'A2014143020000*.nc'))\n", - "valex = 999.\n", - "altimetryfile = '/home/ctroupin/DataOceano/AVISO/MedSea/Aviso_gridded/Alborex/dt_med_allsat_madt_uv_20140523_20141010.nc'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Figures" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "figdir = '../figures/'\n", - "figname = os.path.join(figdir, 'f01_AlborexData')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Time interval for the drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "tt = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", - "tt_end = datetime.datetime(2014, 6, 4, 0, 0, 0)\n", - "time_min = int(tt.strftime('%s'))\n", - "time_max = int(tt_end.strftime('%s'))\n", - "time_init = '2014-05-25T000000'\n", - "time_end = '2014-05-26T000000'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Colormap and other things related to pcolor" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "cmapsst = plt.cm.RdYlBu_r\n", - "# Min and max values\n", - "sstmin, sstmax = 16., 21.\n", - "normsst = colors.Normalize(vmin=sstmin, vmax=sstmax)\n", - "boundsst = np.arange(sstmin, sstmax + .001, 1.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load data" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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kxRdfZMqUKSxfvvxn1xs1akTr1q1p06YNJ554IjvttFOR5v/ggw9o2LDh5kMN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ixR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\nEkSSJEmSJEmSJDXS/wcSCqMMXnNQGwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7fbed8a4c5f8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "m.drawcoastlines(linewidth=0.5)\n", - "plt.savefig(os.path.join(figdir, 'f01_01.png'))\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Load coast" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = read_lonlat_coast(coastfile)" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3260: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n", - " b = ax.ishold()\n", - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3269: MatplotlibDeprecationWarning: axes.hold is deprecated.\n", - " See the API Changes document (http://matplotlib.org/api/api_changes.html)\n", - " for more details.\n", - " ax.hold(b)\n" - ] - }, - { - "data": { - "image/png": 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xY0deeOEFYoxJR5FS4bvvvmPEiBF07tyZESNGMGnSJJ588klq167NCy+8wJIl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jiqVq3KscceS61atbjjjjt49dVXmTVrFiGEGKbOGdu3b2fdunVs2LCB4cOHU6dOHRIS/LFIkiRJ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\n91O5cuWko0iSJKkEsgSRJEmSJBVL6enpLFiwgNatW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Gm+QxIRERERySs1goiIiEhRMzPO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\n5zK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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fbed8aa7208>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), color='k', linewidth=.25, latlon=True)\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CTD" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "lonCTD, latCTD, depthCTD, tempCTD, sstCTD = alborex_load_ctd(ctdfile)\n", - "logger.info(\"Loading CTD data\")" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "lonCTD1, latCTD1 = load_lonloat_ctdleg(\"../data/ctd_positions_Leg1.txt\")\n", - "lonCTD1, latCTD1 = m(lonCTD1, latCTD1)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4771: RuntimeWarning: invalid value encountered in greater\n", - " lonsin = np.where(lonsin > lon_0+180, lonsin-360 ,lonsin)\n", - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4772: RuntimeWarning: invalid value encountered in less\n", - " lonsin = np.where(lonsin < lon_0-180, lonsin+360 ,lonsin)\n", - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4776: RuntimeWarning: invalid value encountered in greater_equal\n", - " itemindex = len(lonsin)-np.where(londiff>=thresh)[0]\n", - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3260: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n", - " b = ax.ishold()\n", - "/usr/local/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3269: MatplotlibDeprecationWarning: axes.hold is deprecated.\n", - " See the API Changes document (http://matplotlib.org/api/api_changes.html)\n", - " for more details.\n", - " ax.hold(b)\n" - ] - }, - { - "data": { - "image/png": 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SJEnaHp07d+aFF14gxph0FCkVlixZwsiRI+natSsjR45kypQpPPHEE9SqVYsX\nXniBZcuW8cUXXzB58mQOO+wwAMqVK8dOO+1UoDluuukm3n33Xfr06cMnn3xSoPeWtGMonXSAAnTm\nZq8nA9ds4/VVchjbNYexbfF9LuN1crsgxvhRCGEYcD5wEPBgCOEvMcZNW5sohNAcuD/77Urg2nzk\nzU0v4A/kvERXaeDpEELT7CW0JEmSJEkqcg0bNqRs2bKMGzeO448/Puk4Uok3cuRILrjgAs444wxa\ntGhBly5d2Hnnnbn77rsJIVClShWqVMnp47SCs3HjRt577z0++eQT6tatW6hzSUqvVJQgIYTdgQuz\n384COsYY12/jbdYCZbYY2y2EUC3G+F1OF+RBbjuyVf+N6y4BGgCHA2cAu4YQzo8xLtzyxJD1fOG5\nZBUg5cl6iuSsGGOB7RQVY9wQQjiVrM3e987hlN2B50MIzWKMqwtqXkmSJEmS8qpUqVL079+fPn36\n8P777xf4t9GlHcWGDRt44403mDp1Ku3bt2f48OFA1t47K1asoF27dkWWZdOmTZQvX56lS5dagkjK\ntxK/HFZ2CTCErCc5ZgKtY4xL83Gr3K5plN9s/LpU+UmFrV0UY1wHnARMzB46Afg0hPBICOEvIYTW\nIYT2IYRrydp8/UGyCpA1wJkxxtHbkTm3TEuAk4HcSo4GwMOhIBd9lCRJkiRpG5x33nlUrlyZRx55\nJOkoUokUY6Ry5cq0b9+eRx99lF69ehFCIIRAq1ataN++fYHu9/FbypUrR58+fTj77LOZM2dOkc0r\nKV1KdAmS/YH7PcCpwELgqBjjt/m83eJcxnPcxDyPdsll/Df/2yLGuAw4DriRrOKhAtAVeBR4HXgB\nuJmsJbMA3gFaxBhHbEfe38o0MztDbgusngpcV1jzS5IkSZK0NSEELrvsMoYO3drWlpK2FGPkySef\npHPnzmRmZrJmzRo2bNjAMccck3Q0+vXrR9u2bWnVqtXPG6RL0rYosSVICKEa8DxZS0cB1AbeDyH8\nNYSQn59rai7jnfOTL1tOm60D/JCXi2OMG2KM/YF6wBXAG8AiYD1Z+43MIWvT8uNjjM1ijB9sR9Y8\niTGOAm7Yyik3hBDaF3YOSZIkSZJy0qFDB7766ivGjh2bdBSpxHjggQfo1q0bVapU4bPPPiMjo/h8\nZBhC4Pbbb+eEE07gggsuSDqOpBKo+PxGy6MQwk4hhEuAj4EtP2zfm6ylsd4KIey3jbeelMv4wSGE\nA7fxXj+5VgJJAAAgAElEQVSplct4nkqQn8QYv4kx3hljbB1jrB1jLBdj3C3GWD/GeEGMcVw+8+XX\njcCzuRwLwOMhhAOKMI8kSZIkSQCULVuWm2++mWuuuYbMzMyk40jFWmZmJv/v//0/rrnmGt555x0e\neOAB6tSpk3SsHHXu3JnPP/+cypUrM3PmzKTjSCpBSkQJEkLYNXsfjLvJWvbqXrI2487N4cA7IYTm\n2zDNa8DKXI5dvQ332VztXMa3qQQpbmKMETiHrP1IclIJeCGEsGuRhZIkSZIkKds555zD2rVrefjh\nh5OOIhVr119/PX379uXhhx/m4IMPTjrOVpUpU4ZOnTqxcuVKPv3006TjSCpBSkQJQtYG4a8Bl7L1\n8mNzuwNj8vpEQoxxOfB/uRzuEkJokcd5N7dPLuP/yce9ipUY42qyNkr/LpdT9gOeyufSZJIkSZIk\n5VupUqUYMmQIV111FStWrEg6jlRsvfXWW1x++eWcfPLJSUfJ1dq1aznooIM4/vjjGTVqFADz5s1L\nOJWkkqREfEAdY2wIlCar2GgG9AVm5OHSysDzIYRyeZzqLmB5LsceCiHktYAhhNAV2CuXw9Pzep/i\nLMa4ADgF2JDLKccDtxVdIkmSJEmSsrRq1YqmTZtyxx13JB1FKraOP/54Hn/88aRj5GrTpk08+eST\nzJo1i0ceeYSFCxfy+uuv06dPn6SjSSpBSkQJAhBjzIwxLosxvhNjHBBjbERWIfLqb1z6e+CyPM6x\nCOiRy+H9gLEhhNyKDQBCCI1CCC8CjwClcjhlA/BRXvKUBDHGycDFWznlihDCmUWVR5IkSZKkn9x3\n333cfvvtLFy4MOkoUrG0aNEiZs6cycaNG5OOkqM+ffpw3nnn0alTJ7p27cqee+5J69atKVOmTNLR\nJJUgJaYEyUl2IdIG6AB8u5VTLwsh5Om3Y4zxGeDWXA43AWaGEPqHEA4IIZQLIVQKITQIIVwWQpgI\nfAC0A77P5R7TY4zr85KlpIgxPgAM3Mopw0IIjYsqjyRJkiRJAPvttx/du3fnqquuSjqKVCztumvW\ndq5fffVVwklydt9999G5c2dGjhyZdBRJJViJLkF+EmN8AWgKzM/llOrACdtwv2uBK4GYw+FdgeuB\nOcBaYAVZG4TfBbQEPgbaAP/O5fZp/a19KTAhl2PlgedCCNWLMI8kSZIkSVx//fWMGzeOMWPGJB1F\nKlbGjx/PjTfeyGmnnUadOnWSjvMrs2fPBnBJO0nbLRUlCECM8QuyNupel8spf9rG+90BtCDv+3e8\nD3QFGgBvklWI5OSZbclRUsQYNwJ/BnLbmWovYGRen8iRJEmSJKkgVK1ale7du3PSSSfxww8/JB1H\nKnRz5szJ0z4fTzzxBEceeWSx2xNk48aNxBh56aWXANhjjz0STiSppEtNCQIQY/wIGJTL4Yb5uN/b\nZC2BdRzwADATWEpW0fIlWWVHf6BpjLFJjPGx7DLgKLKeftjStBhjbk+rlHgxxqVkFVErczmlBfCv\nokskSZIkSRK0bdsWgDvvvDPhJFLhWrRoEfXr1+cvf/kL69bl9j3hLBUqVGDy5Ml8+OGHRZRu6yZN\nmsSBBx5ImTJlqFWrFgMGDACgdOnSCSeTVNKl8bfILUBPoNwW41Xzc7MYYybwWvafvDonl/G785Oh\nJIkxzgohdAGeB0IOp/w1hDAjxjikiKNJkiRJknZQLVq0YOrUqRx33HH06NGjWC79IxWE+fP/993b\n3yoPBgwYwJw5c2jRogVr1qwp7Gi5WrZsGRdddBFPPfUUGRkZvPLKK2RmZvL6668TY04r1UvStknV\nkyAAMcYlwIs5HKpQFPOHEHYna6P2LX0OjCiKDEmLMb4I/H0rp9wXQjiyqPJIkiRJktS0aVNOP/10\nrrjiCj9YVWq99tr/vsP71FNPbfXcihUrcuGFF7J27VrOPPNMPvvss8KOl6MePXowffp0OnTowPff\nf0+bNm048cQTueuuu7j77tR/n1hSEUhdCZJtdA5jS4to7h5A2RzGB8QYNxVRhsTFGG8Gns7lcBng\n2RDCXkUYSZIkSZK0g7vtttuYPHkyQ4a4OIHS6YYbbuCWW26hTZs2VKhQgVq1anH++eczdOhQAD78\n8EO+/PJLJk+eTOvWrXn55Ze5+OKLefLJJ5k2bVoimefNm8eAAQN47rnnqFy5ciIZJKVbWkuQD3IY\n+66wJw0hVAKuyOHQDOCRwp6/GDqX3DeWrw48H0LIae8USZIkSZIKXOXKlXnmmWe49tprmT49t/+7\nKpVsffv25ZVXXuGNN97g66+/5v/+7/+44IILqFSpEg0bNqROnTq0b9+eQw45hE2bNnH//ffTpEkT\njjvuuETyVq2arxXsJSnP0rgnCMCCHMY+L4J5LwF232JsE9A9e8P0HUqM8ccQwsnAe0CNHE45BHiw\naFNJkiRJknZkLVq04I477uCUU05h2rRp7LbbbklHkgrcNddcw/3338/rr7/OH/7wBwYNGkTz5s2p\nWLEiIQT+9Kc//Xxuv379qFGjBpUqVUok69q1awkhp21lJalgpLUEWZ/D2ITCnDCEUAfom8Ohu2OM\n7xfm3MVZjPHLEEInsv7+c1om7AxgQ9GmkiRJkiTtyLp168aECRM4/fTTeeWVVyhVqlTSkaQCM3/+\nfG677TZGjx5N69atAbj55ptzPb9evXpFFe1XpkyZwpQpU35z/xJJ2h5pXQ6r2hbvNwJvFvKcg4CK\nW4y9x9Y3CN8hxBjfBi7cyilliiqLJEmSJEkAw4YNY8WKFfztb39LOopUoPbee28qVarExRdfzJdf\nfpl0nFytX7+eI488EoCaNWsmnEZSmqW1BDloi/dPxhhXFNZkIYSuwElbDH8FdIgxri2seUuSGOND\nwL1J55AkSZIkCWCnnXZi1KhRPProo34LXakSQmDu3LksWLCAAw44IOk4ObrllluoUaMGjRs3pnPn\nzj6NJalQpbUEabvZ6wjcVlgThRDqA4O3GF4DnBxj/Kqw5i2hLgdeTzqEJEmSJEkAtWrVYuTIkVx4\n4YVMnDgx6ThSgalWrRoffvghq1evZuDAgUnH+YVNmzZx11130aZNG+rXr0///v2TjiQp5VK3J0gI\noQZwzmZDj8QYZxfSXFWAkUCFzYZXAu1ijNMKY87CEkLYfL+OnPbu2G4xxk0hhM7AVCC5BSclSZIk\nScp2xBFHMGTIEE455RSmTJlSbL85L22rBg0aUKlSJd57772ko/zCwIEDqVKlCsOHDycjI63fz5ZU\nnKSuBCFryaWf9uaYC1xSGJOEECoCLwP7bza8DDghxji1MOYsZBVyeV2gYozfhxDaA+8ClQtrHkmS\nJEmS8uq0005j8eLFtGvXjgkTJrDXXnslHUnabmPHjmXlypVb3RS9KI0dO5YTTjgBgIkTJ1qASCoy\nxea3TQjhkBDCxBDCNyGEqSGEviGEXbbxHn8DTst+uxo4I8a4shCyVgJeAI7YbHgu0LKEFiAAe2z2\nepcQQvnCmijG+DFwFpBZWHNIkiRJkrQtevXqRcuWLTn66KNZubLAP0qQitScOXM48cQTGTx4MHvu\nuWfScZg3bx4nnHAClSpVYsWKFbRs2TLpSJJ2IMWiBAkh7AyMBVoCNYCmwC3A/OwyZKtPJoQQyoUQ\n7gb+kT20mqwlqQr8eb8QQh3gLaD1ZsNPA4fEGGcV9HxFqNEW7xsU5mQxxpeAvxXmHJIkSZIk5VUI\ngWHDhtGkSRNOPfVUfvzxx6QjSfn21FNPEWPkggsuKNJ5X3nlFS677DKmTp3Ksccey9SpU5k7dy6t\nWrWid+/eLFu2jEqVKhVpJkkKMcakMxBCaAJsrbD4DrifrP03Po4xZmZfVx3oCFwJ7Jt97nygY4zx\nwwLOGIAewO3AT0+orAKujDEOKci5ilr2fiAT+eWTLf8XYzy/COYeDpy52dA+Mcb/FtC96wM/F1Oz\nZs2ifv36BXFrSVIx0LBhQwYOHEjz5s2TjiJJklJkzZo1nHzyyaxatYqxY8dSubIrOavkqVOnDhs3\nbuSrr74q0nmzPj77nzJlyrBhwwb23ntv5s2b96vjkrZu9uzZHHjggZsPHVhY+1+nWbF4EgSYDWzt\nt3I14AayPtBeHUJYFEJYASwGhpBVgGwA7gYaFGQBEkIoHUI4A3gfGEpWAZIJPATsV5ILkJClKfAq\nvyxAAHqEEB4MIRT2BubdgBK1ibwkSZIkKb3Kly/PSy+9xO9+9ztatWrF8uXLk44kbZM5c+bwww8/\nMGnSpCKb8/XXX2fo0KH8/ve/5/TTT/95fMKECSxatIhPP/3UAkRSYopFCRJjXAO0BRbm4fSdgFrA\nT8/OLSar/Ng3xtgnxrgqvzlCCGVCCLuHEJqEEM4LITwGfAs8QdZyUcuBwUDDGGO3GOM3+Z0rKSGE\npiGEWSGET4HvgalAq1xOPw/4LITwbQhhTvZ1tQoyT4xxLdAB+Log7ytJkiRJUn6VLVuW4cOHU69e\nPdq2bcuqVfn+qEEqcjNmzOCII46gXr3C/l5rloULF9KmTRsefvhhli9fTvv27XnxxRfp2LEjjRo1\nolatWpQtW7ZIskhSTkonHeAnMcbpIYTfk7Vh9rHAAcCeQEWgDLAOWAksAuaR9WTGFODtGOOm7Z0/\nhPA74L9bDK8DZgJvA5OBMdmFTUk2Bzj9N8/K3XcFFeQnMcZFIYSfljVbXdD3lyRJkiRpW2VkZPD4\n44/TqVMnjjzySMaMGcMee+yRdCzpN+29995Mnz6dzz//vNCLkDVr1nDYYYfRtWtXHnrooV8ca9eu\nXaHOLUl5VWxKEPj5iZBh2X+K2lfAQUAkq2xZtj1PlRRXMcbVbLZPRnERY/w3cGrSOSRJkiRJ+knZ\nsmV58cUXueiiizj22GN57bXXLEJU7DVr1oxu3bqx3377MXv2bP74xz8W2ly33HIL9evX58EHHyy0\nOSRpexWL5bCKgxjjhhjjrBjj7BjjF2ksQCRJkiRJ0rbJyMhg4MCBtG7dmiZNmjBjxoykI0m/6eab\nb6Zy5cqsXLnyV8cyMzNZu3btds+xatUq7r33Xm677Tb3+5BUrFmCSJIkSZIkbUVGRgb33nsvV199\nNa1atWL06NFJR5K26vvvv2fFihXss88+vxhfvnw5TZs2pXz58lSsWJFzzjmHK6+8kjVrtn3194kT\nJ1KvXj0aNWpUULElqVBYgkiSJEmSJOXBJZdc8vM+Ia1ataJ3794MGDCAN998k02bNpGZmZl0RAmA\n3XffHYAaNWrQvn171q1bB0CvXr3Ye++9+eijjzjjjDMAePHFF2nbti1Lly4lxgjA119/Tf/+/Xn0\n0UfZtCnnrXh32203Pv/8czZs2FAEP5Ek5Z8liCRJkiRJUh61bduWRYsWceyxx7Lrrrsyd+5cOnbs\nSOnSpalatSr33nsvs2bNYsCAAXTs2JHhw4fn+iGyVJhef/11nn32WX788Ud69+7N008/zejRo3nw\nwQc58MADGTZsGA8//DAVKlTgjTfeoGrVqjRs2JDevXtTq1YtJk6cSL9+/ejQoUOORUejRo1YuXIl\n3333XQI/nSTlXfip4ZXSJoRQn802gZ81axb169dPMJEkqSA1bNiQgQMH0rx586SjSJKkHVyMkfnz\n5zNr1ixuu+02PvvsM/bbbz8OP/xwRowYQalSpTj++ONp3bo1LVq0YM8990w6snYgc+fO5Q9/+AO1\natXipJNOYtCgQb843rJlSyZNmsR1113HP/7xDyBrqauWLVuyevVqTjzxRBo0aMC//vWvX1y3du1a\nypcvzw8//MAuu+xSZD+PtCOZPXs2Bx544OZDB8YYZyeVp6SyBFFqWYJIUrpZgkiSpJJgw4YNvPzy\ny7z++utMnjyZmTNnctppp/HII49Qrly5pONpBxBjpE2bNixcuJBnn32WAw444FfnrF+/nrJly9Ko\nUSMOOuggHn300Z+PLVy4kD/84Q989NFHv9hjZNq0aRx77LF88803/mdZKiSWIAXD5bAkSZIkSZIK\nSZkyZejQoQP3338/H374Id988w2LFy9mp5124qKLLko6nnYAIQReffVVZs+enWMBAlC2bFkgq9jY\nvAABqF27NmeffTa33HLLL8ZnzJjBkUceaQEiqdizBJEkSZIkSSoiNWrU4I033uCGG25g0KBBLFiw\nIOlI0s9KlSqV4/j555/Piy++SGZmJvfeey/33HMPP/74I1WqVCnihJK07UonHUCSJEmSJGlHEkKg\nX79+LFy4kEMPPZRbb72VFStWcOaZZ1K9evWk40m/UrFiRVauXMldd93FLbfcQtWqVVm7di0hBGKM\nhBCSjihJufJJEEmSJEmSpAQMHjyYq6++mm7duvH8889To0YNjjnmGBYtWpR0NOkXSpcuzZo1a7jy\nyiu5/fbb+fe//83uu+/OF198wapVq5KOJ0lbZQkiSZIkSZKUgFKlStGnTx82bdrExIkT+fbbb6lR\nowaNGzdm5syZSceTfrb33ntz99138/bbb9O9e3eqVKnChAkTmDJlCpUqVUo6niRtlSWIJEmSJElS\ngjIysj6eqVatGsOHD6dv374cd9xxfPjhhwknk/7n0ksv5Ygjjvj5/a677krz5s0TTCRJeeOeIJIk\nSZIkScVI7969CSHQsGFDWrZsySWXXELHjh3dd0GSpHzwSRBJkiRJkqRi5pJLLuGLL77g6KOPpmfP\nnnTq1Ikvvvgi6ViSJJU4liCSJEmSJEnF0F577UW/fv345JNPeO+99+jatWvSkSRJKnEsQSRJkiRJ\nkoqpefPmUaVKFZYsWUKLFi2SjiPlqFu3bgwcODDpGJKUI0sQSZIkSZKkYurNN9/k0EMPZdWqVfzj\nH/9IOo70K5mZmTz00ENcfPHFrF27Nuk4kvQrliCSJEmSJEnFVM2aNVm+fDmlSpVKOoqUo3HjxgFQ\nv359nn322YTTSNKvWYJIkiRJkiQVU8cccwyZmZk89thjSUeRcjR06FAAZs+ezahRoxJOI0m/Zgki\nSZIkSZJUTJUpU4bLLruMc889l7lz5yYdR/qVUaNG/bwfyHPPPZdwGkn6NUsQSZIkSZKkYuyUU07h\nzDPPpFWrVvznP/8BYNWqVcQYE04mQQiBnj17cs899wDw9ddfJ5xIkn7JEkSSJEmSJKkYq169Oo89\n9hgXXngh+++/P0cccQSVKlXi+eefTzqa9LN69eoB8PHHHyecRJJ+qXTSASRJkiRJkvTbrr32WqpV\nq8b06dN599132XnnnZOOJP1s5cqVAHz55ZcJJ5GkX/JJEEmSJEmSpBKiR48eDBo0CIDJkycnnEb6\nn9GjRwPw3//+N9kgkrQFSxBJkiRJkqQS5pRTTuGmm27itddeSzqKBEBmZib169dnypT/z969h3k5\nJn4cf9+dS5RKSQdSIjo57TqlVE6dFC0dWIlV0Uq0rO3XOi9alqyQdbaxjqGERKV0UDmsiKSVqEw6\np+M09++PGUnNZGZq5pnD+3Vdc/l+n+e+n+fzHS7XNJ/u556SdBRJ+gVLEEmSJEmSpELmkUceoX79\n+q4GUWJijNv+uWnTJmbPnk2fPn149913SUlJSTidJP3MEkSSJEmSJKkQSElJYdy4cSxYsIC5c+fy\n448/UqKEv9pR/nviiScoV64cq1evpkyZMpQrV44YI5dddhndunXj8ssvZ8uWLUnHlCTAEkSSJEmS\nJKnAmzJlCjVq1OD000+nfv36HH/88Rx00EFcfPHFSUdTMRNj5Mknn2Tz5s1UrlyZ1NRUfvOb3zBt\n2jRKlizJsGHDmDBhAg0aNGDevHn07NmTpUuXJh1bUjFmCSJJkiRJklRALVu2jL59+9KiRQsaN27M\nihUrOOaYYxg5ciTTpk2jTp06SUdUMbJy5Uq6d+/OnDlzGD9+/LbjDRo0oFq1agBUrlyZGTNm8M03\n33DooYfy9NNPs2HDhqQiSxKlkg4gSZIkSZKknW3dupXjjjuOlStX8sEHH9C0aVNKlizJzJkzk46m\nYurBBx9k7NixfP755xxwwAG8+eabjBs3jm7duv1iXP369fnhhx+YNWsWF154IZ999hn16tVLKLWk\n4s6VIJIkSZIkSQXM+PHjadCgAVWrVmXJkiUceeSRlCxZMulYKuZ69epFxYoV+fDDDwE47bTTuPPO\nOznmmGN2Glu1alVOP/10Hn30Ubp27crWrVvzO64kAZYgkiRJkiRJBUpaWhpXXnkl559/PhMnTqRs\n2bJJR5IAqFmzJgMGDODVV1/N9pxjjjmGjRs35mEqSdo1SxBJkiRJkqQCIsbIZZddRqlSpRgyZAgV\nKlRIOpL0C9WrV2fevHnZHl+uXDlKlizJP/7xjzxMJUlZc08QSZIkSZKkAuKHH35gxIgRfPnll5Qp\nUybpONIvzJo1i3vuuYfKlStne84+++zDJ598Qps2bShfvjz9+/ff5fgZM2aQkpJCx44ddzeuJAGW\nIJIkSZIkSYnZunUr77zzDosXL2bx4sXUqFGD8uXLU79+/aSjSTtp3749KSkpfPLJJ7scl5aWxvLl\ny6lWrRohBBo1asTrr7/Oaaedxnfffcff/vY3Qgg7zbv77rsZMmQIJUqU4NZbb+WPf/xjXn0UScWI\nJYgkSZIkSVICtm7dyllnncUHH3zAMcccw7hx49i0aRP9+vXL9BfEUtIeeeQRbrvtNho3bpzp+Tlz\n5vC73/2Or776ii1btrDvvvty2mmncd5559GxY0emT5/OmWeeyfTp03nooYc45JBDAPj000/p168f\nn332GTNnzmT9+vWceuqp7LPPPlx44YX5+RElFUHuCSJJkiRJkpSP5s+fz4svvsjZZ5/NsmXL+Oqr\nr3j11VcZN24cJ5xwAtddd13SEaVMNWzYkFmzZmV6LsbIeeedR/fu3VmwYAGpqam8/PLLHHjggfTt\n25eGDRvy7bff8uGHH9K0aVOaNWtGnz59uP/++/nNb35DixYt+OKLL2jUqBFHH300Tz75JP3792fL\nli35/CklFTWWIJIkSZIkSflkwoQJNG/enHvuuYc5c+bw8MMPU758eQBOPvlk3nvvPerUqZNwSilz\n9erVo0yZMnz88cc7nXv33XdZtWoVgwcPpnbt2pQsWZKTTz6ZO+64g6VLl3LVVVfRrl07rr76aoYO\nHcqHH35ISkoKV111FaNHj+bWW2+latWq267XoUMHQgi/+ugtSfo1liCSJEmSJEn5YOXKlZx//vk8\n8MADTJ48ma+++oomTZokHUvKttKlS3P88cfzxRdf/OL4pEmT6NixI71796ZkyZI7zQsh0L9/f+bN\nm8cHH3zAIYccQgiBUaNGsWHDBlq3bp3p/dq1a8fs2bPz5LNIKj4sQSRJkiRJkvLYxo0b6dixI23b\ntuWCCy5IOo6Ua6VLl/7F+9dee41WrVpx6aWX0r9//13OrVmzJtOmTaN379507NiRlStXZrn/zSuv\nvMJbb71FvXr19lh2ScWTG6NLkiRJkiTlsQEDBhBC4MEHH0w6irRbFi1aROXKlQFYsWIFAwcOZNiw\nYVxxxRXZmh9C4Prrr+ebb76hS5cuDBgwgOrVqwNQsmRJ6tSpQ9myZenevTvPPPMMbdu2zbPPIql4\nsASRJEmSJEnKQ2vWrGHUqFE888wz2/b/kAqjzZs3M3fuXJo3b868efM4++yzadWqFX/84x9zdJ0Q\nAg888AB/+tOfuPXWW0lNTSXGyJo1a1iyZAmbNm2iTZs2nHXWWXn0SSQVJ5YgkiRJkiRJe9B3333H\nE088wbp166hVqxYff/wxBx54YJb7HkiFxaZNm0hNTeXee+9l+PDhXHHFFQwZMiTLR1rtStmyZbn3\n3nszPbd8+XIqVaq0u3ElCbAEkSRJkiRJ2mNef/11unXrRoMGDWjUqBEzZ85k/PjxAHzyySc0bdo0\n4YRS7u29994MGjSI8ePHM3z4cHr06JEn96latWqeXFdS8WQJIkmSJEmSlENfffUVTz31FIsXLyYl\nJYXDDz+cNm3a0KFDBx599FEuvPDCbWPPPvtsRo0aRYcOHfjmm28STC3tvr///e9JR5CkHCmRdABJ\nkiRJkqTCIiUlhY4dO9KoUSO+/PJL3n77berWrcsnn3xC27ZtqVq16i8KEIAXXniB9957j+eeey6h\n1JIkFV+uBJEkSZIkScqGzz77jN/97nccf/zxfPrppxxyyCG/OD9//nzS0tJ2mleiRAlOOOGE/Iop\nSZK2YwkiSZIkSZL0K9avX0/79u3p0aMHN998MyVK7PxwjQYNGiSQTJIk7YoliCRJkiRJ0q8YNGgQ\nDRo04JZbbiGEkHQcSZKUTZYgkiRJkiRJu3D77bfzxhtvMGPGDAsQSZIKGUsQSZIkSZKkLDz//PP8\n4x//YPLkyey3335Jx5EkSTlkCSJJkiRJkpSJ+fPn06dPH1555RUOPfTQpONIkqRc2HkXL0mSJEmS\nJHH11Vfzhz/8gRYtWiQdRZIk5ZIrQSRJkiRJknawYMECxo0bx8iRI5OOIkmSdoMrQSRJkiRJknYw\nceJETjrpJCpWrJh0FEmStBssQSRJkiRJknZw0EEH8c4779CvXz9WrlyZdBxJkpRLPg5LkiRJkiRp\nB61bt2bOnDn85je/oXLlytx2221JR5IkSbngShBJkiRJkqRMrFu3js2bN9OyZcuko0iSpFyyBJEk\nSZIkSdrBd999R9euXRk0aBBnnHFG0nEkSVIuWYJIkiRJkiRt58cff6Rjx460bNmSa6+9Nuk4kiRp\nN1iCSJIkSZKkYmPDhg2kpaVleX7FihWce+65HHTQQTz++OPss88++ZhOkiTtaZYgkiRJkiSpSFu/\nfj3du3enevXqVKhQgaOOOooWLVrQqlUrbrzxRjZv3gzAe++9R/PmzUlNTeWpp56iRAl/bSJJUmFX\nKukAkiRJkiRJeWnw4MF88803jB07ljp16vDwww+z//77k5aWxp/+9CeWLl3KOeecw1lnncXNN9/M\nwLO8TmkAACAASURBVIEDCSEkHVuSJO0BliCSJEmSJKnI+stf/sI999zD+PHjOeaYY4D0UuQntWrV\non379jz44IM89dRTnH/++UlFlSRJecASRJIkSZIkFRkrVqxg8uTJzJ07l82bN3PHHXfw5JNP0rp1\n60zHt2vXji1btrB8+XJq1KiRz2klSVJeswSRJEmSJEmFVoyRWbNmsWLFCu655x7eeOMN9t13Xxo3\nbszBBx/MmDFjOPPMM3d5jVKlSlmASJJURFmCSJIkSZKkQmnDhg1ccMEFvPjiiwDccMMN3HfffdSv\nXz/hZJIkqaCwBJEkSZIkSYXGpk2beO+995g1axYPP/wwBxxwANOmTaNmzZoceOCBSceTJEkFjCWI\nJEmSJEkq8J599lmeeOIJ3nzzTapXr86xxx7LgAED6N27N+XLl086niRJKqAsQSRJkiRJUoH08ccf\nM3z4cCZOnMjatWv54x//yN///neOOOKIpKNJkqRCwhJEkiRJkiQVKBs3buTGG2/kvvvu44QTTmDg\nwIH06NGDSpUqJR1NkiQVMpYgkiRJkiSpwHj77bfp168fe++9N5MmTeKoo45KOpIkSSrESiQdQJIk\nSZIkCWDo0KF07tyZPn36MGvWLAsQSZK021wJIkmSJEmSErVu3TquvPJKXnvtNT788EMaNGiQdCRJ\nklREuBJEkiRJ2sG9997LnXfemXQMSSoWFi5cyGGHHcb8+fMtQCRJ0h5nCSJJkiRtZ9iwYQwYMIBR\no0YlHUWSiry33nqLU045hV69ejFhwgT233//pCNJkqQixhJEkiRJyvD888/zl7/8BYBBgwYlnEaS\niq4FCxbQt29fOnbsyFVXXcXNN99MCCHpWJIkqQiyBJEkSZKA77//nksvvZRLL70UgC5duuxyfIyR\nqVOncv3117NgwYL8iChJhd6yZcvo3r079evXZ9myZUyfPp3+/ftbgEiSpDzjxuiSJEkS8PDDD9O+\nfXvmz5/Pfffdt8uxkydP5tprr+XLL7/khx9+oH79+hx88MH5lFSSCq++ffsyd+5cvvrqK/+/KUmS\n8oUrQSRJkiTgvffeo23btowfP57f/e53mY5ZuXIl1157LV26dKF79+60adOGk08+mXPPPTef0ypp\nGzdu5Nlnn2X27NkAbN68mVmzZjFq1Cjmz5+fcDqpYBo5ciQvvfQSTzzxhAWIJEnKN5YgkiRJKraW\nLFnC4sWLAfjoo48oW7YsNWrUoHr16juNHTp0KAcccACLFi1izJgxPP/88yxbtoxXXnmFcuXK5Xd0\nJWDRokWkpaXx6aefcvzxx/OPf/yDY445hhACVatW5ZxzzmH48OEcffTRTJo0Kem4UoGyfv16Lrnk\nErp3787RRx+ddBxJklSM+DgsSZIkFUufffYZv/3tbwG49957Wb16NZUqVeKAAw7Yaeynn37Krbfe\nysyZM9myZQudO3emc+fO3HXXXZQq5Y/UxcF///tfmjVrRoUKFShbtiyDBg3iz3/+M4sXLyYlJYXq\n1atTu3ZtAP7617/ywgsv0LJly4RTSwXH5MmTadiwIU8//XTSUSRJUjHjn9gkSZJULI0bN46zzz6b\ntm3bMnDgQG677TZ++OEH9ttvv21jFi9ezKOPPsrdd9/NnXfeycqVK+nUqRN33XUXvXv3TjC98tsj\njzxCnz59+Otf/0qVKlW2rf6pXbv2tvLjJ+3ataN9+/YMGDCABg0aJBFXKlCWLVvGiy++yL777pt0\nFEmSVAxZgkiSJKlYql+/Ps8++yxPPPEEF1xwAQCnn346HTp02DamV69e7LXXXrzyyiucdNJJdO7c\nmZtuuskCJIeWLl3KQw89RM+ePSlTpgwVK1akQoUKlClThhBC0vF+1ciRI3n66aeZPXt2piuFdnTc\nccfRr18/+vfvz+uvv14oPqOUl3r16sW3337Lv//976SjSJKkYsg9QSRJklQstWrVio8++mjbniDz\n5s1j1qxZ2wqOt99+mw8//JCRI0dy0kknATB79mxatWqVVORCacuWLdSsWZPrr7+eE044gWbNmlGj\nRg3KlSuX6d4rBVGFChXYsGEDPXr0YN9996VWrVo88sgju5wzePBg5s2bx8svv5xPKaWCaf369Ywd\nO5a3336bJk2aJB1HkiQVQ64EkSRJUrG09957c9FFF3HjjTcyYsQIVq5cSfny5Zk8eTITJ05kxIgR\nPPbYYyxfvpwxY8awbt06Vq9eTaNGjZKOXqiUKlWKunXr8uyzz3LccccB8Prrr3Puuedyww03JBsu\nm7p06cL06dP53//+R+PGjfn2229p3749nTp1+sXj07ZXvnx5hg8fTs+ePRk9ejTlypWjcePGnHDC\nCRx22GHbHqclFXXvv/8+devWpVq1aklHkSRJxZQrQSRJklRsXXfddTz99NOsWbOGY489lp49e3LT\nTTexbNkypk6dyqJFi2jatCn/+te/eO6553jiiSfcCD2HQgh06dKFMWPGAOkFSM+ePXnhhRe4/PLL\nE06XfY0bN6Zjx47Uq1ePFi1a0LFjR2655RbS0tKynHPmmWcyceJEmjRpwoEHHsjEiRPp0qULlSpV\nokuXLnz66af5+AmkZEydOpW2bdsmHUOSJBVj/glOkiRJxVbt2rUJIbBmzRr22Wcf7rjjDrZu3co/\n//lPWrduTb169Rg/fjxHH3100lELtXLlyrF582Y++ugjunfvzvPPP8+pp56adKzdctNNN9G5c2da\ntGjBtddey5lnnknp0qV3Gte0aVOaNm36i2Pjx4+nW7duNG7cmHnz5nHIIYfkV2wp361ZsyZbe+lI\nkiTlFVeCSJIkqdj69ttvAbb9gm7OnDmcdNJJPPXUU4waNYr33nvPAmQ3bdiwgRdeeIE2bdrQr18/\nbrrppkJfgADUr1+fDz74gJ49e3L99dfTpEkTlixZsss5aWlpXHnllfTo0YMOHTrw0EMP0aBBg3xK\nLCVjwYIFPgpLkiQlypUgkiRJKrYWL15MnTp1KFGiBLNmzeLUU09l8ODBXHnllT72ag8ZMmQIDRs2\nZNWqVaxcuZJ+/folHWmPKV26NJdddhn9+vWjf//+DB48mEcffXSncTNnzmTUqFFMnDiRDRs2MGfO\nnEKzKby0u5YsWUKZMmWSjiFJkooxV4JIkiSp2Fq/fj3ly5dn8eLFdOzYkXvvvZdBgwZZgOwhP/zw\nA/fddx8dO3akf//+DB8+PNNHRhV2IQQaNWpEamrqL47HGBk7diynnXYamzZtYuDAgUybNs0CRMXK\nhg0bqFevXtIxJElSMeaf7iRJklRs7bXXXqxcuZJrrrmGrl27csEFFyQdqUgpXbo0mzZtYujQoYwY\nMYI2bdokHSnPfPjhhxx66KEALFq0iEsvvZSpU6dSqVIlnnrqKTp06JBwQilvbd68mZEjR1K5cmXO\nOussSpRI/zuXaWlp7LXXXgmnkyRJxZkliCRJkoqtxo0bs2XLFqZOncr777+fdJwip1KlSqxdu5ay\nZcsWyRUgP1mwYAEvvPACH3zwAWPHjmXgwIF06tSJhx56iFq1am37ZbBUVI0dO5aLLrqIcuXKsXbt\nWsaMGcMDDzxAmTJlqFy5Mh9//DEtWrRIOqYkSSqmLEEkSZJUbFWoUIGvv/4awF9U55GKFSsmHSFP\nbd68mV69etGpUydOO+009tprL/7whz9w9dVXE0JIOp6Up1JTU/nLX/7Cfffdx7Bhw7j44ov573//\nS9u2bXnsscc45JBDWLVqFRMmTOD888+ncuXKSUeWJEnFkCWIJEmSijXLD+XWunXraNasGQsWLCAl\nJYVu3bpxyy23WH6oWJg5cyaXX345GzduZMaMGTRp0gSA5s2b88MPP/DJJ58wdepUKlasyN57780+\n++yTcGJJklRcWYJIkiRJUi5s3ryZihUrcsIJJ9C7d2969eplAaJi4bXXXqNDhw6ULVuWVatWUa5c\nuZ3GNGnSZFsxIkmSlCRLEEmSJEnKhSpVqvDxxx8nHUPKN3fddRf3338/CxYsAOD999/PtACRJEkq\nSFz7L0mSJEmSdunzzz/n+uuv54orruDEE09kzpw5NG3aNOlYkiRJv8oSRJIkSZIk7dJNN91E3759\nGTBgAFOmTOGII45IOpIkSVK2+DgsSZIkSZKUpY0bN/LSSy8xd+7cpKNIkiTlmCtBJEmSJElSlmbO\nnEmtWrWoV69e0lEkSZJyzBJEkiRJkiRlafbs2ZxwwglJx5AkScoVSxBJkiRJkpSlKVOmcOSRRyYd\nQ5IkKVcsQSRJkiRJUpa+//57Dj300KRjSJIk5YoliCRJkiRJ2qVSpUolHUGSJClXLEEkSZIkSZIk\nSVKRZAkiSZIkSZIkSZKKJEsQSZIkSZIkSZJUJFmCSJIkSZKkLJUoUYJ169YlHUOSJClXLEEkSZIk\nSVKW6tSpw1dffZV0DEmSpFyxBJEkSZIkSVk65ZRTmDBhQtIxJEmScsUSRJIkSZIkZal27dosXLgw\n6RiSJEm5YgkiSZIkSZKyVKlSJbZu3Zp0DEmSpFyxBJEkSZIkSVmqWbMmCxcuJMaYdBRJkqQcswSR\nJEmSJElZqlu3LiVKlOB///tf0lEkSZJyzBJEkiRJkiRlKYTAkUceyYwZM5KOIkmSlGOWIJIkSZIk\naZdat27NxIkTk44hSZKUY5YgkiRJkiRplxo3bsyiRYuSjiFJkpRjliCSJEmSJGmXqlWrxpdffpl0\nDEmSpByzBJEkSZIkSbs0d+5cDjrooKRjSJIk5VippANIkiRJkqSC6/PPP+fGG2/kiSeeSDqKJElS\njlmCSJIkSZJUzMQYefvtt5k1axapqamsXr2asmXLcuSRR3LwwQdTvnx5ypcvz4gRIxg2bBh33HEH\n7dq1Szq2JElSjlmCSJIkSZJUjKSmptK7d29ee+01Tj/9dPbff3++/fZbnn/+eQAOOeSQbft/tG7d\nmtGjR9O6deskI0uSJOWaJYgkSZIkScXEpk2bOPfcc0lJSWHevHlUrVp127kxY8ZQsWJFWrVqxfTp\n06lVqxZ16tRJMK0kSdLuswSRJEmSJKmY6NWrFytWrGDcuHHsvffevzjXoUOHba+PO+64/I4mSZKU\nJyxBJEmSJEkqBhYuXMjo0aP5+uuvdypAJEmSiipLkFwIIZQH9gOqAgFYASyLMf6YaDBJkiRJkrJw\n9dVXc/HFF1OtWrWko0iSJOWbQlGChBAqAz2AVsCRQDWgArAc+B6YAbwGvBlj3JxHGZoBvTIyNAVK\n7DAkhhDmAO8Cj8UYZ+/Be1ci/fO3B44AagCbSf/s04FXgFdijFv31D0lSZKUO2lpaUyaNImWLVtS\nosSOPzJKUjLmz5/Pm2++yfz585OOIkmSlK8K9J/KQghlQwi3Ad8Cw4HfAQ2AykAZoCbQHOgDvAp8\nGkLovIczNAwhvAZ8BFyZcb/Mvm8BaAJcDswKIbwTQjhsN+8dQghXAAuA+0kvQQ4CygOVgIbA74EX\ngf+GENrs4lr3hBBiDr7eDyGU2538mWT4OocZtv+6YU9mkSRJyiuPPPIIrVu35vbbb086iiRtM3jw\nYP7whz9Qo0aNpKNIkiTlqwJbgoQQDgRmA38G9srmtAbAqBDC3/ZQhq7ALKDddoenAL1JLyD2Jr2Q\nOAjoDozdbtwpwOwQwu9zee9ywDPAMKAKsIX0suMPwOlAR+AqYHLGlMOBN0MIV2ZxyYEZeQ8FLs74\nHLtyLPBQbrJnJcZ4EOn/ze1L+oqa/2QxdB0whPRVLxVijCHGeMOezCJJkpRXnnnmGbp168bgwYOT\njiJJAIwfP57JkyczZMiQpKNIkiTluwL5OKwQQn1gIlA7l5e4LoRAjPEvu5GhG/A06Ss8ANYCl8QY\nn8tk+MKMr/+EENplzKtE+iO7Hg8hlIwxPpaDe4eMa3TJOPQ+cGGM8fNMht8dQjgdeBKonvF+S4xx\n+PaDYoyR9HJhXsbXoyGEVsCDpBcjmbkghPBRjPEf2c3+azJyrAImAZNCCPOB/9tuyCagdYxx5p66\npyRJUn5Zu3Yt06ZNY968efznP/9hypQpnHTSSUnHklTM3XvvvQwaNIh999036SiSJEn5rsCtBAkh\n7AOM5ucCZAJwIVCf9FUX+5D+2KmrSS8esvLnEELbXGb4LfAEPxcgG4AzsyhAfiHGOBY4G/hpf44A\n/CuEkJM//f6ZnwuQd4BTsihAfrrnm8DxwOKMQ/eEEI7PRtaJwHGk7yuSlaEhhFOzEzqXhgKp271/\nwQJEkiQVVsOHD+eUU06hTp063HzzzTzwwANJR5Ikpk2bRtu2ufrjsSRJUqFX4EoQ0lcmNAK+A06L\nMbaOMT4ZY1wQY9wYY1wbY5yTsTqhIfDPLK4TgL9nrKrIthBCCeAB0vcc+ckNMcb3snuNGOM7wKPb\nHSoJPBRCKJ2N+1cHflrB8h1wboxxfTbuuQA4D0gjfYVPtlZvxBhXAWcCn2QxpCTwbMbqnD0uxrgW\n+Gy7QzPy4j6SJEl5bfny5QwdOpTbbrsNgPPPP5/Ro0ezefPmhJNJKs5SUlJYuXIlhx9+eNJRJEmS\nElGgSpAQwhmk763xX+CoGONbuxofY9wcY7wCyGrXyebAb3MYoytw5HbvfyTromVXhu/wvhFwRjbm\n9QUqZry+Oca4PLs3jDFOAZ7PeHtcCKFFNuetIn3fk7VZDNkXeCWEUDGL87vr2yxeS5IkFRp33XUX\n7dq1o1mzZgAcdNBBVKtWjY8++ijhZJKKsy+++ILatWtTqlSBfBq2JElSniswJUjGio07ga+BtjHG\nlBxMH0z6BuaZaZ3DKOfu8H5qjHFDDq8B6UXOih2Odc3GvI4Z/9wEPJWL+z683esO2Z0UY/yWnfNu\n7wjgqZyurMmmdVm8liRJKhRSU1N57LHHGDhw4LZjP/74I4sXL+bggw9OMJmk4i4lJYVDDjkk6RiS\nJEmJKTAlCHAO6Y+3OjvGuCwnE2OMacCtWZzO6ebqO5Ym2V6Jsb2MDcAX7XB4lz95ZhQMzTPezsrO\nY7AyMZn0R2IBHJ2L+bvSGbh+D18TYON2r7fkwfUlSZLy1KxZs6hYsSJHHXUUaWlpTJ8+nU6dOnHm\nmWdSrVq1pONJKsbmzJnDgQcemHQMSZKkxBSkEuQt4IwY44e5nD+O9NUTO8r2L9VDCBVIf/TT9g7I\nZR7YeVVDlV8ZX5X0/Tzg503OcyTGuImfi5saubnGr/hrCKHLrw/LkbiHrydJkpSvSpcuzdKlS+nW\nrRt169blvPPOo0WLFjz77LNJR5NUzM2cOZMWLbL1pGRJkqQiqcCUIDHG1Rkbiud2/nrgf5mcmpeD\ny+xYgAA0DSGUzV0q9t7h/fe/Mn5PPWrqp3+vu3O9rPZjCcCTIYTGu3FtSZKkIuXoo4/mueee45RT\nTmH06NF8/fXX3HDDDZQpUybpaJKKsRgjU6ZM4aijjko6iiRJUmKK2s5ome1pMS4H81dncqwycBbw\nXE6CZDzaqv4Oh6f8yrTlwFagJFArJ/fb7r7l+XnFydLcXCPDecD7QINMzlUkfaP0Y2OMu9pHRJIk\nqdg488wzk44gSb+wYsUKVq9ezaGHHpp0FEmSpMQUmJUge0j5Hd6/HWP8MruTY4zrgG8yOXVDCCGn\nf43vGGCv7S8PPPkr908DPvppfghhr12Nz0JLfl4B8kEu5v+UZSXQCViTxZCDgWdDCCVzew9JkiRJ\nUt6ZO3cuhxxyiKvSJElSsVbUSpB6272OwOBcXOPtTI41Av6aw+tcuMP752KMX2Rj3qsZ/yyTyTWy\no892r0fnYv42Mca5QE9+3mh9R22BO3fnHpIkSZKkvLFx40YqVqyYdAxJkqREFZkSJIRwBOmPrvrJ\nPTHGGbm4VFarNQaHEH6fzSwHA723O/QDcHU27z+CnzdU/78Qwn7ZnEcIoQ3QOePt9Bjj5OzOzUqM\ncQy7LpOuzO73RZIkSZKUf+bOnUu9evV+faAkSVIRVmRKEKDHdq8nA3/OzUVijBPJeu+Oh0MIvbM4\nB0AIoTTwBD8/mmsTcE6M8bts3v974G8Zb2sCz4UQKvzavBDCYcAzGW9Tgauyc79sZrodeHoXQ0aE\nEI7dU/eTJEmSJO2+NWvWsP/++ycdQ5IkKVFFogQJIVQF+mW8nQN0iTFu3o1L9gE2ZnK8NPBICGFo\nCCGr790DwEkZr9cB7WOM7+bw/rcDozJetwImZpQcmQohdCK9uPlp1ciAGOO0HN7z11wMzMriXDlg\nVAjBn64lSZIkqYBYvHgx5cqVSzqGJElSogp9CRJCCMCDwL7Af4E2Mcblu3PNGONnwOW7GPIn4KUd\nNy4PIfyd9LIA4GugZYwxsz1Gfu3+kfS9OJ7LOHQs8EkI4fkQQu8QwqkhhPYhhKtCCFOBV4CqwFbg\nqhjj/Tm9ZzYybST9UVtLsxhSi/TviTvuSZIkSVIBsHz5curWrZt0DEmSpEQV6hIkowC5B+gKfAuc\nEmNM2RPXjjE+yq43Qz8LmBJCqJOR5e/AoIxzY4CjYowf7Mb9N8QYzwMGACuAUqR/zkeAcRn3uAs4\nPmPKp8DpMca7c3vPbGT6DuhC+iO+MnM8sMcLGEmSJElSzi1dupSaNWsmHUOSJClRhbYEydgw/GXg\nioxDtYHZIYQ+u3hUVY7EGG8GbtnFkObA+yGE/5BegKwB/hBj7BhjXLmHMtwLHAxcBowFviH9UV1r\ngHmkb+R+DtAsN6tOcpFnOumPC8vKxSGE/nmdQ5IkSZK0a99//z0HH3xw0jEkSZISVSrpADkVQigH\nXEr6Ko2qO5w+iPRHY/UKIfw+xvjl7t4vxjgkhPAjcFsWQ/YHziN9dcSJMcY5u3vPTDKsJn2vkQf2\n9LVzI8b4RAihKVlvvn53CGFOxibzkiRJkqQErF27lr333jvpGJIkSYkqFCtBQgiVQwhtQgh3k/7Y\nq2HsXIBs7zhgWgjhxD1x/xjj7cCFwJZdDCsLPB9COHRP3LMQuAZ4I4tzpUj/XhyYj3kkSZIkSRk2\nbdrEd9995+OwJElSsVcoShBgIvAWcCW7Lj+2VxUYG0JotCcCxBifBM4AUncx7DBgRgih3Z64Z0EW\nY9wKdCf9kVyZqQa8EkKokH+pJEmSJEkAW7duBaBixYoJJ5EkSUpWoShBYozNSV9dUBU4AbgO+Cgb\nU/cBXg4hlN3dDCGEKsCfMnLMIOtVIZWAV0MIu9o3o0iIMa4COgGrsxjSDHgs/xJJkiRJkgBWr15N\nCCHpGJIkSYkrFCUIQIwxLca4IsY4LcZ4e4zxSNILkTd/ZWpDYODu3DuE0Bz4gPSVICOBk4C2wLIs\nppQEHgwh7GpT9SIhxvgF6StC0rIYcm4I4S/5GEmSJEmSir3Vq1dTs2ZNSpQoNH/slyRJyhOF+qeh\njELkDKAzkLKLoQNDCKVzc48QwunAu8CBwFigV4wxNcb4LvBbYO4upg8OIfw9N/ctTGKMrwPX7mLI\nzSGEDvmVR5IkSZKKu5SUFMqUKZN0DEmSpMQV6hLkJzHGV4Bjgf9lMaQ6cGZOrxtCOAcYA+wNLAR6\nxBi37QkSY/wfcDzpe5ZkZVAI4fqc3ruwiTHeCTyVxekSwMgQwmH5GEmSJEmSiq2DDz6YhQsXsmxZ\nVg8wkCRJKh6KRAkCEGP8BjgL2JTFkJNzcr0QQnvgGdL3AAG4JMa4094XGcfOAF7YxeWuDyGcnZP7\nF1KXAu9ncW4f0jdKr5SPeSRJkiSpWKpduzbt27fnmWeeSTqKJElSoopMCQIQY/wEuD+L082ze52M\nFQvPAD89QuvNGOP4Xdx3E3AeWW8CHoAHMjZXL7JijBtJfzTZ4iyGNASeCSEUqf/uJEmSJKmgWbx4\nMbNmzeKII45IOookSVKiiuIvo/9G5qtBqmVncgihJPAf0h+B9ZN7fm1ejDENuBh4PIsh1YEbs5Oh\nMIsxLiG9CNmYxZAzSf93JEmSJEnKIzNmzOCwww6jTZs2SUeRJElKVJErQWKMPwCvZnKqQjYv0Rdo\ntt37lcBb2bx3BC4BXs5iyEUhhH2zmaPQijHOJP37kJVrQwjd8iuPJEmSJBUnmzZt4umnn+bggw9O\nOookSVLiilwJkmF0JseW/9qkjMc0Xb3D4Ukxxq3ZvXHG2J7AR5mc3ov0VRJFXoxxJDB0F0MeDSEc\nmV95JEmSJKk4SE1NZciQIUybNo3evXsnHUeSJClxpX59SKH0QSbHlmVj3vFAvR2OzcnpzWOM60MI\n5wIfA+V3ON2arPcOKWquAxoD7TI5Vx54OYRwTP5GkiRJkqSiZenSpVx66aV8/vnnrFixgrS0NMaO\nHctxxx2XdDRJkqTEFdWVIAszOTY/G/NaZHJsaW4CxBi/BIZlcqpBbq5XGGXsk9Id+DyLIXWBF/h5\nA3pJkiRJUg6sWbOGk08+mVq1avHXv/6V0aNHs2LFCgsQSZKkDEV1JcjmTI5NyMa82pkcy2qD7+wY\nAfx5h2NVduN6hU6McU0IoRMwA8hsP5STgS35m0qSJEmSioZ//vOf1K9fn/vvv58QQtJxJEmSCpyi\nuhJkvx3epwKTsjEvs58YK+c2RIzxa2DRDodX5fZ6hVXGqpjzgKz2VnEliCRJkiTlwhtvvMGll15q\nASJJkpSFolqCNNnh/TMxxjXZmJfZo6/2380s3+3wfsluXq9QijG+BQxKOockScpf69atI8aYdAxJ\nKpJSU1OZPn06Rx99dNJRJEmSCqyiWoJ02O51BO7I5rz3Mzl2/G5mKbfD+ym7eb1CK8Z4D8VnU3hJ\nkoqtLVu28PLLL9OhQwf23ntvLrvssqQjSVKR9PHHH1OlShXq1KmTdBRJkqQCq8jtCRJCqAH02u7Q\nEzHGT7M5fSKwBthnu2O/CSHUiDF+n4sspYGDdzj8Uk6vk4/K/PQihFAmxpjZ3iq7qy9wGLtfLkmS\npHy0du1a7rzzTj744AM6d+5M7969tz16Zc2aNcyaNYvFixezdOlS7r//frZu3co333wDQP/+d+s2\nAAAAIABJREFU/ZOMLklF0osvvkjXrl1p1aqVj8KSJEnahSJXggDDgL0yXn8FXJHdiTHGTSGEYcCQ\n7Q6XBvrvcCy7TueXhcpLMcYFubhOfqmww+s9XoLEGDeHELoAs8h8I3pJklSAbN68maVLl9KtWzeq\nVatG586dueOOO3j11Vdp2bIlkyZNYvz48Rx22GHUqVOHqlWrcvfddzNy5EgOPfRQ+vbtyxFHHJH0\nx5CkImXdunVcfPHF/Pvf/6Zr165Jx5EkSSrQCkwJEkI4CvgH6asEvgFGAffHGFfn4BqDSd+AG+BH\noHuMcW0Oo9wFXMQvf0E/KITwXIzxkxxkKQ3cut2hjRTgPTFCCOWBStsdqkkebeIeY/w+hNAZmAyU\nz4t7SJKk3RNj5I477uC2224jNTWVXr16ce+99wLQrFkzxo4dy5w5czjjjDO4/vrreffdd9lrr704\n55xzqFixIj179uSLL76gVq1aCX8SSSp6JkyYQN26denZs2fSUSRJkgq8AlGChBAqAm8A+2UcqgEc\nC/wphPB3YFiMcf0u5pcFbgeuzDj0I9Axxjgzp1lijKtDCOcBk/j5+1MOGBVCaBtj/Dobn6ck6Xtf\nNP3pssBFMcb/5TRPPjpyh/dNgbl5dbMY4+wQQm/gmby6hyRJypkYI1OnTmXcuHG88cYbbNiwgenT\np9OoUaNtYzp06MC0adNYv3497du3Z9myZZxxxhm0bduWtWvXcvPNN/PAAw9Qu3ZtCxBJyiMff/wx\nxx57bNIxJEmSCoWCsjH6YfxcgGxvX+BvwNchhL+GEI4IIWzLHEKoHkLoA3zKzwXI/4ATY4wTchsm\nxjgV+B3pqzd+Uh+YmvEopyyFEBoAbwE//ZWcCAyMMf4nt3nyWkh/gOxVOxy+KOTxg2Uzvie35eU9\nJElS9syZM4eWLVvSo0cPVqxYweWXX8677777iwIkxsj48eP54IMPWLhwIb/97W/5/vvv+c9//sPT\nTz/N6NGjadeuHR06dKB58+YJfhpJKrq2bNlChQoVSEtLSzqKJElSoRBijEln+OlRTPOBA7IxfCOw\nAtg74+snW4D7gL/GGNftoVwtgBeA6juc+oj0x3V9ul2W+kAb4AygZMa45cD5McY39kSevBBCOBy4\nCTgnk9OjgSExxo/z8P4lgJeBjhmHTokxTtxD1z4CmPPT+zlz5vhMckk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CAAAAAAB8JjU1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\nAR/LzMzUg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EAkSXvFEkSSJEmSJEkFyltvvcWjjz7KxIkTf1aASJKUEyWSDiBJ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\nVtjTot1Ckvb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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fbed889c240>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "m.plot(loncoast, latcoast, linewidth=0.25, latlon=True)\n", - "m.plot(lonCTD1, latCTD1, 'ko', ms=1)\n", - "# plt.savefig(os.path.join(figdir, 'f01_03.png'))\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[36.8,\n", - " 36.846,\n", - " 36.892,\n", - " 36.94,\n", - " 36.985,\n", - " 37.031,\n", - " 37.077,\n", - " 37.077,\n", - " 37.03,\n", - " 36.985,\n", - " 36.938,\n", - " 36.891,\n", - " 36.846,\n", - " 36.8,\n", - " 36.8,\n", - " 36.847,\n", - " 36.892,\n", - " 36.938,\n", - " 36.984,\n", - " 37.031,\n", - " 37.078,\n", - " 37.077,\n", - " 37.029,\n", - " 36.983,\n", - " 36.937,\n", - " 36.891,\n", - " 36.845,\n", - " 36.799,\n", - " 36.8,\n", - " 36.845,\n", - " 36.891,\n", - " 36.983,\n", - " 37.031,\n", - " 37.076,\n", - " 36.752,\n", - " 36.753]" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latCTD1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Glider" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "longlider1, latglider1, depthglider1 = alborex_loadglider_coord(gliderfile1)\n", - "logger.info(\"Loading deep glider data\")\n", - "\n", - "longlider2, latglider2, depthglider1 = alborex_loadglider_coord(gliderfile2)\n", - "logger.info(\"Loading coastal glider data\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Generate lists of platforms\n", - "if doplotdrifters:\n", - " socib_api = pysocibclient.ApiClient()\n", - " drifterlist = socib_api.list_platforms(init_datetime=time_init, end_datetime=time_end,\n", - " instrument_type=\"surface_drifter\")\n", - " logger.info(\"Generating list of drifter files\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "fig, m, ax = prepare_map(coordinates, res)\n", - "loncoast2, latcoast2 = m(loncoast, latcoast)\n", - "lonCTD, latCTD = m(lonCTD, latCTD)\n", - "longlider1, latglider1 = m(longlider1, latglider1)\n", - "longlider2, latglider2 = m(longlider2, latglider2)\n", - "\n", - "\n", - "\n", - "m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', units='km', fontsize=12, zorder=3)\n", - "\n", - "# Labels\n", - "xtext, ytext = m(coordinates[1] - .1, coordinates[2] + .25)\n", - "# plt.text(xtext, ytext, \"AFRICA\", va='center', ha='right',\n", - "# fontsize=18, bbox=dict(fc='w', ec=\"w\", lw=0.5,alpha=0.8, pad=5.0))\n", - "\n", - "xa1, ya1 = m(-2.5, 37.7)\n", - "ax.annotate(\"SPAIN\", xy=(xa1,ya1), xytext=(xa1,ya1),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "\n", - "xa1, ya1 = m(-6, 34.8)\n", - "xa2, ya2 = m(-6, 34.8)\n", - "ax.annotate(\"AFRICA\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "\n", - "xa1, ya1 = m(-3, 35.7)\n", - "xa2, ya2 = m(-3, 35.7)\n", - "ax.annotate(\"Alboran Sea\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " zorder=7\n", - " )\n", - "\n", - "# Add drifter trajectories on map\n", - "# -------------------------------\n", - "if doplotdrifters:\n", - "\n", - " londriftertotal, latdriftertotal, ndrifters = 0, 0, 0\n", - "\n", - " for drifter in drifterlist:\n", - " drifter_opendap = drifter.product_list[-1].opendap\n", - " if \"2014-05-25\" in drifter_opendap:\n", - " with netcdf.Dataset(drifter_opendap) as nc:\n", - " timedrifter = nc.variables['time'][:]\n", - " goodtime = np.where((timedrifter > time_min) & (timedrifter < time_max))[0]\n", - " londrifter = nc.variables['LON'][goodtime]\n", - " latdrifter = nc.variables['LAT'][goodtime]\n", - " londrifter, latdrifter = m(londrifter, latdrifter)\n", - " m.plot(londrifter, latdrifter, 'ko', ms=0.1, alpha=.85, zorder=5)\n", - " londriftertotal += londrifter[0]\n", - " latdriftertotal += latdrifter[0]\n", - " ndrifters += 1\n", - " add_logo_on_map(driferlogo, ax, [londriftertotal / ndrifters, latdriftertotal / ndrifters], 0.1, zorder=6)\n", - "\n", - "logger.info(\"Add rectangle for experiment\")\n", - "patch = create_rect_patch(coordinates2, m, 0.1)\n", - "ax.add_patch(patch)\n", - "# and for Gibraltar\n", - "# patch = create_rect_patch(coordinates3, m, 0.2)\n", - "# ax.add_patch(patch)\n", - "\n", - "# CTD and gliders\n", - "# m.plot(lonCTD,latCTD,'ko',ms=1, zorder=6)\n", - "\n", - "# Coastline and continent\n", - "m.plot(loncoast2, latcoast2, 'k-', lw=0.1, zorder=4)\n", - "m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - "\n", - "# plt.title(r\"25$-$31 May, 2014\", fontsize=20)\n", - "\n", - "# Plot inset with CTD and gliders\n", - "if doplotinset:\n", - " axins = zoomed_inset_axes(ax, 4.5, loc=2)\n", - " n1, n2 = m(coordinates2[0], coordinates2[2])\n", - " n3, n4 = m(coordinates2[1], coordinates2[3])\n", - " axins.set_xlim(n1, n3)\n", - " axins.set_ylim(n2, n4)\n", - " plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", - " plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", - "\n", - " # Add gliders tracks and CTD casts\n", - " NN = 34\n", - "\n", - " axins.plot(lonCTD[:NN], latCTD[:NN], 'ks-', lw=0.5, color=\".75\", ms=5, zorder=2,\n", - " label=r\"CTD 1st leg ($\\times$ 34)\", alpha=.7)\n", - " axins.plot(lonCTD[NN:], latCTD[NN:], 'kx-', lw=0.2, ms=2.5, zorder=2, label=r\"CTD 2nd leg ($\\times$ 28)\",\n", - " alpha=.7)\n", - "\n", - " axins.plot(longlider1, latglider1, '-', lw=3, color='k', label=\"Deep glider\", zorder=3)\n", - " axins.plot(longlider1, latglider1, '--', lw=3, color='.75', zorder=3)\n", - "\n", - " axins.plot(longlider2, latglider2, '-', lw=1.5, color='k', label=\"Coastal glider\", zorder=4)\n", - " axins.plot(longlider2, latglider2, '--', lw=1.5, color='.75', zorder=4)\n", - "\n", - " if doplotdrifters:\n", - " axins.plot(londriftertotal / ndrifters, latdriftertotal / ndrifters, 'ko', ms=0.1,\n", - " label=r\"Drifters ($\\times$ 25)\")\n", - " if doplotsst:\n", - " axins.pcolormesh(x, y, sst, cmap=cmapsst, norm=normsst, edgecolor='none')\n", - "\n", - " axins.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., fontsize=12)\n", - "\n", - " add_logo_on_map(gliderlogo, axins, [longlider1[0], latglider1[0]], 0.1, zorder=6)\n", - " add_logo_on_map(gliderlogo, axins, [longlider2[0], latglider2[0]], 0.1, zorder=6)\n", - "\n", - " mark_inset(ax, axins, loc1=1, loc2=3, fc=\"none\", ec=\"0.5\")\n", - "\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, facecolor='w', edgecolor='w',\n", - " transparent=False, bbox_inches='tight', pad_inches=0.1)\n", - "plt.savefig(os.path.join(figdir, figname + '.eps'), dpi=300, facecolor='w', edgecolor='w',\n", - " transparent=False, bbox_inches='tight', pad_inches=0.1)\n", - "\n", - "# plt.show()\n", - "plt.close()" - ] - } - ], - "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 -} diff --git a/python/.ipynb_checkpoints/get_deployments_alborex-checkpoint.ipynb b/python/.ipynb_checkpoints/get_deployments_alborex-checkpoint.ipynb deleted file mode 100644 index 2fd6442..0000000 --- a/python/.ipynb_checkpoints/get_deployments_alborex-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/.ipynb_checkpoints/netcdf2json-checkpoint.ipynb b/python/.ipynb_checkpoints/netcdf2json-checkpoint.ipynb deleted file mode 100644 index 2fd6442..0000000 --- a/python/.ipynb_checkpoints/netcdf2json-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/alborex_functions.py b/python/alborex_functions.py deleted file mode 100644 index b1ca5ab..0000000 --- a/python/alborex_functions.py +++ /dev/null @@ -1,394 +0,0 @@ -import os -import numpy as np -import netCDF4 -import matplotlib.pyplot as plt -from mpl_toolkits.basemap import Basemap - -import six -from six.moves import xrange - -import matplotlib -import matplotlib.cm as cm -import matplotlib.colors as mcolors -import matplotlib.collections as mcollections -import matplotlib.patches as patches -from matplotlib.path import Path -from matplotlib.offsetbox import AnnotationBbox, OffsetImage -from matplotlib._png import read_png - - - - - -def add_logo(imagepath, ax, position, zoom, zorder): - """Add an image on the figure - :param imagepath: path to the image to add - :param ax: axes object - :param position: relative position on the map - :param zoom: zoom level - :param zorder: - :return: - """ - logo2plot = read_png(imagepath) - imagebox = OffsetImage(logo2plot, zoom=zoom) - # coordinates to position this image - - ab = AnnotationBbox(imagebox, position, - xybox=(0., 0.), - xycoords='data', - pad=0.0, - boxcoords="offset points") - ab.zorder = zorder - ax.add_artist(ab) - - -def create_rect_patch(coordinates, m, **kwargs): - """ - Create a rectangular patch to add on the map - :param coordinates: - :param m: Basemap object - :return: patch - """ - xr1, yr1 = m(coordinates[0], coordinates[2]) - xr2, yr2 = m(coordinates[0], coordinates[3]) - xr3, yr3 = m(coordinates[1], coordinates[3]) - xr4, yr4 = m(coordinates[1], coordinates[2]) - verts = [(xr1, yr1), (xr2, yr2), (xr3, yr3), (xr4, yr4), (xr1, yr1), ] - codes = [Path.MOVETO, Path.LINETO, Path.LINETO, - Path.LINETO, Path.CLOSEPOLY, ] - path = Path(verts, codes) - patch = patches.PathPatch(path, **kwargs) - return patch - - -def extract_coastline(coordinates, filename, res='i'): - """ - Extract the coastline in a region delimited by a bounding box - and save the result in a text file - :param coordinates: coordinates delimiting a bounding box (lonmin, lonmax, latmin, latmax) - :param filename: name of the file where the coastline will be saved - :param res: resolution for the extraction - :return: - """ - x, y = gshhs.get_coastline(xlim=[coordinates[0], coordinates[1]], - ylim=[coordinates[2], coordinates[3]], - res=res) - # Save the coastline - np.savetxt(filename, np.ma.vstack((x, y)).T) - - -def load_coast(coastfile, valex=-999.): - """ - Read coastline coordinates from an existing file - :param coastfile: name of the file containing the coastline - :param valex: exclusion value - :return: lon, lat - """ - lon, lat = np.loadtxt(coastfile, usecols=(0, 1), unpack=True) - lon[lon == valex] = np.nan - lat[lat == valex] = np.nan - return lon, lat - - -def load_coast_gshhs(coastfile, coordinates, valex=-999.): - """ - Read coastline coordinates from an existing file in a region delimited - by a bounding box - :param coastfile: name of the file containing the coastline - :param coordinates: coordinates delimiting a bounding box (lonmin, lonmax, latmin, latmax) - :param valex: exclusion value - :return: lon, lat - """ - lon, lat = np.loadtxt(coastfile, usecols=(0, 1), unpack=True) - goodcoord = np.where((lon >= coordinates[0]) & (lon <= coordinates[1]) & - (lat >= coordinates[2]) & (lat <= coordinates[3]))[0] - goodcoord2 = np.where(np.logical_or((lon == valex), (lat == valex)))[0] - goodcoord = np.union1d(goodcoord, goodcoord2) - lon, lat = lon[goodcoord], lat[goodcoord] - lon[lon == valex] = np.nan - lat[lat == valex] = np.nan - - return lon, lat - - -def alborex_load_bathy(bathyfile, coordinates): - """ - Load bathymetry from a netCDF file in a select region - delimited by a list of coordinates - :param bathyfile: name of the netCDF file - :param coordinates: coordinates delimiting a bounding box (lonmin, lonmax, latmin, latmax) - :return: - """ - with netCDF4.Dataset( bathyfile, 'r') as nc: - lon = nc.variables['longitude'][:] - lat = nc.variables['latitude'][:] - depth = nc.variables['depth'][:] - # subset - goodlon = np.where(np.logical_and((lon >= coordinates[0]), - (lon <= coordinates[1])))[0] - goodlat = np.where(np.logical_and((lat >= coordinates[2]), - (lat <= coordinates[3])))[0] - lon = lon[goodlon] - lat = lat[goodlat] - depth = depth[goodlat, :] - depth = depth[:, goodlon] - return lon, lat, depth - - -def load_altimetry(altimetryfile, coordinates): - """ - - :param altimetryfile: - :param coordinates: coordinates delimiting a bounding box (lonmin, lonmax, latmin, latmax) - - :return: - """ - with netCDF4.Dataset(altimetryfile, 'r') as nc: - lon = nc.variables['lon'][:] - 360. - lat = nc.variables['lat'][:] - u = np.squeeze(nc.variables['u'][:]) - v = np.squeeze(nc.variables['v'][:]) - # subset - goodlon = np.where(np.logical_and((lon >= coordinates[0]), - (lon <= coordinates[1])))[0] - goodlat = np.where(np.logical_and((lat >= coordinates[2]), - (lat <= coordinates[3])))[0] - lon = lon[goodlon] - lat = lat[goodlat] - u = u[goodlat, :] - u = u[:, goodlon] - v = v[goodlat, :] - v = v[:, goodlon] - return lon, lat, u, v - - -def load_sst(sstfile, coordinates): - """Return the coordinates, the SST, the time and the satellite name, - given a data file and a list of coordinates delimiting a bounding box - :param sstfile: name of the netCDF4 file containing the data - :param coordinates: coordinates delimiting a bounding box (lonmin, lonmax, latmin, latmax) - :return: - """ - with netCDF4.Dataset(sstfile, 'r') as nc: - lon = nc.variables['lon'][:] - lat = nc.variables['lat'][:] - timesst = nc.variables['time'][:] - - # subset - goodlon = np.where(np.logical_and((lon >= coordinates[0]), - (lon <= coordinates[1])))[0] - goodlat = np.where(np.logical_and((lat >= coordinates[2]), - (lat <= coordinates[3])))[0] - lon = lon[goodlon] - lat = lat[goodlat] - sst = np.squeeze(nc.variables['mcsst'][:, goodlat, goodlon]) - mask = nc.variables['lsmask'][:, goodlat, goodlon].squeeze() - sst = np.ma.masked_where(mask == 1, sst) - - timesst *= 60. - sat = nc.satellite - sensor = nc.sensor_name - sensorsat = sensor.upper() + ' on ' + sat.upper() - return lon, lat, sst, timesst, sensorsat - - -def load_sst_l2(filename): - """ - Load the SST from netCDF L2 file obtained from - https://oceancolor.gsfc.nasa.gov - :param filename: name of the netCDF file - :return: lon, lat, sst, sstflag, sstyear, sstday - """ - if os.path.exists(filename): - with netCDF4.Dataset(filename) as nc: - # Read platform - sat = nc.platform - # Read time information - # Assume all the measurements made the same day (and same year) - year = nc.groups['scan_line_attributes'].variables['year'][0] - day = nc.groups['scan_line_attributes'].variables['day'][0] - # Read coordinates - lon = nc.groups['navigation_data'].variables['longitude'][:] - lat = nc.groups['navigation_data'].variables['latitude'][:] - # Read geophysical variables - try: - sst = nc.groups['geophysical_data'].variables['sst'][:] - sstqual = nc.groups['geophysical_data'].variables['qual_sst'][:] - except KeyError: - sst = nc.groups['geophysical_data'].variables['sst4'][:] - sstqual = nc.groups['geophysical_data'].variables['qual_sst4'][:] - else: - lon, lat, sst, sstqual, year, day, sat = [], [], [], [], [], [], [] - return lon, lat, sst, sstqual, year, day, sat - - -def load_sst_l2_old(sstfile): - """ - Load the SST from netCDF L2 file obtained from - https://oceancolor.gsfc.nasa.gov - :param sstfile: name of the netCDF file - :return: lon, lat, sst, sstflag, sstyear, sstday - """ - if 'SST4' in sstfile: - sstname = 'Geophysical_Data_sst4' - sstflagname = 'Geophysical_Data_qual_sst4' - else: - sstname = 'Geophysical_Data_sst' - sstflagname = 'Geophysical_Data_qual_sst' - - with netCDF4.Dataset(sstfile, 'r') as nc: - lon = nc.variables['Navigation_Data_longitude'][:] - lat = nc.variables['Navigation_Data_latitude'][:] - sst = nc.variables[sstname][:] * 0.005 - sstflag = nc.variables[sstflagname][:] - sst = np.ma.masked_where(sstflag > 1, sst) - sstyear = nc.Start_Year - sstday = nc.Start_Day - return lon, lat, sst, sstflag, sstyear, sstday - -def plot_sst_leaflet(lon, lat, sst, figname, **kwargs): - m = Basemap(llcrnrlon=coordinates[0], - llcrnrlat=coordinates[2], - urcrnrlon=coordinates[1], - urcrnrlat=coordinates[3], resolution = 'l', epsg=3857) - llon, llat = m(lon, lat) - fig = plt.figure(frameon=False) - ax = fig.add_axes([0, 0, 1, 1]) - m.pcolormesh(llon, llat, sst, **kwargs) - ax.axis('off') - #ax.set_xlim(lon.min(), lon.max()) - #ax.set_ylim(lat.min(), lat.max()) - f1 = plt.gca() - f1.axes.get_xaxis().set_ticks([]) - f1.axes.get_yaxis().set_ticks([]) - plt.savefig(figname, transparent=True, - bbox_inches='tight', pad_inches=0) - plt.close() - - -def load_ctd(ctdfile): - """ - Load the coordinates (lon, lat, depth), the temperature and chlorophyll concentration - from the selected netCDF file - :param ctdfile: name of the netCDF file - :return: lon, lat, depth, temp, chloro - """ - with netCDF4.Dataset(ctdfile, 'r') as nc: - lon = nc.variables['LON'][:] - lat = nc.variables['LAT'][:] - depth = nc.variables['DEPTH'][:] - time = nc.variables['time'][:] - temp = nc.variables['WTR_TEM_01'][:] - chloro = nc.variables['CHLO'][:] - chloro = np.ma.masked_where(np.isnan(chloro), chloro) - return lon, lat, depth, time, temp, chloro - - -def load_glider_data(gliderfile, NN=1): - """ - Load the coordinates and the temperature from a glider file - :param gliderfile: name of the netCDF file - :param NN: sub-sampling factor (keep 1 out of NN measurements) - """ - with netCDF4.Dataset(gliderfile, 'r') as nc: - lon = nc.variables['longitude'][::NN] - lat = nc.variables['latitude'][::NN] - depth = nc.variables['depth'][::NN] - temperature = nc.variables['temperature'][::NN] - return lon, lat, depth, temperature - - -def load_glider_coord(gliderfile): - """ - Load the coordinates from a glider file - :param gliderfile: name of the glider netCDF file - :return: lon: longitude - :return: lat: latitude - :return: depth: depth - :return: time: time - """ - with netCDF4.Dataset(gliderfile, 'r') as nc: - lon = nc.variables['longitude'][:] - lat = nc.variables['latitude'][:] - depth = nc.variables['depth'][:] - time = nc.variables['time'][:] - return lon, lat, depth, time - - -def change_wall_prop(ax, coordinates, depths, angles): - ax.w_xaxis.set_pane_color((1.0, 1.0, 1.0, 1.0)) - ax.w_yaxis.set_pane_color((1.0, 1.0, 1.0, 1.0)) - ax.w_zaxis.set_pane_color((1.0, 1.0, 1.0, 1.0)) - ax.w_xaxis.gridlines.set_linestyles(':') - ax.w_yaxis.gridlines.set_linestyles(':') - ax.w_zaxis.gridlines.set_linestyles(':') - ax.view_init(angles[0], angles[1]) - ax.set_xlim(coordinates[0], coordinates[1]) - ax.set_ylim(coordinates[2], coordinates[3]) - ax.set_zlim(depths[0], depths[1]) - ax.set_zlabel('Depth (m)') - - ax.set_zticks(np.arange(depths[0], depths[1] + 10, depths[2])) - ax.set_zticklabels(range(int(-depths[0]), -int(depths[1]) - 10, -int(depths[2]))) - - -def read_l2_wind(windfile, coordinates): - """ - Read the L2 wind from a netCDF file - given a list of coordinates delimiting a bounding box - :param windfile: netCDF file containing the data - :param coordinates: coordinates delimiting a bounding box (lonmin, lonmax, latmin, latmax) - :return: lon, lat, uwind, vwind, windtime - """ - - # Open NetCDF file - with netCDF4.Dataset(windfile) as nc: - lon = nc.variables['lon'][:] - lat = nc.variables['lat'][:] - windspeed = nc.variables['wind_speed'][:] - winddirection = nc.variables['wind_dir'][:] - windtime = nc.variables['time'][:] - - # Change longitudes - lon[lon > 180] -= 360.0 - - # Reduce dimensions - lon = lon.flatten() - lat = lat.flatten() - windspeed = windspeed.flatten() - winddirection = winddirection.flatten() - - # Select sub-region and check if data inside the area of interest - goodlon = np.nonzero(np.logical_and(lon <= coordinates[1], - lon >= coordinates[0])) - goodlon = goodlon[0] - - if goodlon.size != 0: - lat = lat[goodlon] - lon = lon[goodlon] - windspeed = windspeed[goodlon] - winddirection = -winddirection[goodlon] + 90. - goodlat = np.nonzero(np.logical_and(lat <= coordinates[3], - lat >= coordinates[2])) - goodlat = goodlat[0] - if goodlat.size != 0: - lat = lat[goodlat] - lon = lon[goodlat] - windspeed = windspeed[goodlat] - winddirection = winddirection[goodlat] - - uwind = windspeed * np.cos(np.deg2rad(winddirection)) - vwind = windspeed * np.sin(np.deg2rad(winddirection)) - uwind = np.ma.masked_where(uwind == uwind.fill_value, uwind) - vwind = np.ma.masked_where(vwind == vwind.fill_value, vwind) - uwind.data[uwind.data == uwind.data.min()] = 0 - vwind.data[vwind.data == vwind.data.min()] = 0 - else: - # print 'No value in selected region' - # print ' ' - lon, lat, uwind, vwind = [], [], [], [] - else: - print("No value in selected region") - lon, lat, uwind, vwind = [], [], [], [] - - return lon, lat, uwind, vwind, windtime diff --git a/python/alborexconfig.json b/python/alborexconfig.json deleted file mode 100644 index 966c7db..0000000 --- a/python/alborexconfig.json +++ /dev/null @@ -1,32 +0,0 @@ -{ - "datafiles":{ - "adcp": "/home/ctroupin/Data/Alborex/ADCP/dep0023_socib-rv_scb-rdi001_L1_2014-05.nc", - "ctd": "/home/ctroupin/Data/Alborex/CTD/dep0007_socib-rv_scb-sbe9002_L1_2014-05-25.nc", - "ctdlegs": ["/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg1.txt", - "/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg2.txt"], - "gliders": ["/home/ctroupin/Data/Alborex/Gliders/dep0005_icoast00_ime-slcost000_L1_2014-05-25_data_dt.nc", - "/home/ctroupin/Data/Alborex/Gliders/dep0012_ideep00_ime-sldeep000_L1_2014-05-25_data_dt.nc"], - "profilers": ["/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc", - "/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc"], - "coast": "/home/ctroupin/Data/Alborex/Coastline/coastline_cartex_f3.txt", - "rv": "/home/ctroupin/Data/Alborex/RV/dep0015_socib-rv_scb-pos001_L1_2014-05-25.nc", - "altimetry": "/home/ctroupin/Data/Alborex/Altimetry/mean.nc", - "coast": "/home/ctroupin/Data/Alborex/Coastline/coastline_f.dat", - "thermosal": "/home/ctroupin/Data/Alborex/RV/dep0015_socib-rv_scb-tsl001_L1_2014-05-25_HR.nc" - }, - "datadirs":{ - "sst": "/home/ctroupin/Data/Alborex/SST/", - "drifters": "/home/ctroupin/Data/Alborex/Drifters", - "profilers": "/home/ctroupin/Data/Alborex/Profilers", - "adcp": "/home/ctroupin/Data/Alborex/ADCP" - }, - "figdir": "/home/ctroupin/Publis/201703_AlborexData/figures", - "figdirleaflet": "/home/ctroupin/Publis/201703_AlborexData/leaflet/images/", - "domain":{ - "coordinates1": [-6.75, 3.001, 34.75, 40.0], - "coordinates2": [-1.0, -0.25, 36.65, 37.25], - "coordinates3": [-6.0, -5.25, 35.8, 36.2], - "resolution1": [1.0, 1.0], - "resolution2": [0.25, 0.25] - } -} diff --git a/python/alborexdata.py b/python/alborexdata.py deleted file mode 100644 index 60f4a47..0000000 --- a/python/alborexdata.py +++ /dev/null @@ -1,1054 +0,0 @@ -import os -import netCDF4 -import logging -import datetime -import numpy as np -import seawater -from scipy import interpolate -import matplotlib.pyplot as plt -from mpl_toolkits.basemap import Basemap -import matplotlib.patches as patches -from matplotlib.path import Path -from mpl_toolkits.mplot3d import Axes3D -from geopy.distance import vincenty -import cmocean -import scipy.io as sio -import warnings -import matplotlib.cbook -warnings.filterwarnings("ignore",category=matplotlib.cbook.mplDeprecation) - -def prepare_map(coordinates, res='i', proj='merc'): - """Return a fig, m and ax objects - given a set of coordinates defining a bounding box - :param coordinates: list of coordinates (lonmin, lonmax, latmin, latmax) - :param res: resolution in the projection ; 'i' by default (intermediate) - :return: fig - :type fig: Figure object - :return m - :type m: Basemap object - :return ax - :type ax: AxesSubplot object - """ - m = Basemap(projection=proj, - llcrnrlon=coordinates[0], llcrnrlat=coordinates[2], - urcrnrlon=coordinates[1], urcrnrlat=coordinates[3], - lat_ts=0.5 * (coordinates[2] + coordinates[3]), resolution=res) - - fig = plt.figure() - ax = plt.subplot(111) - m.ax = ax - return fig, m, ax - -def create_rect_patch(coordinates, m, **kwargs): - """ - Create a rectangular patch to add on the map - :param coordinates: - :param m: Basemap object - :return: patch - """ - xr1, yr1 = m(coordinates[0], coordinates[2]) - xr2, yr2 = m(coordinates[0], coordinates[3]) - xr3, yr3 = m(coordinates[1], coordinates[3]) - xr4, yr4 = m(coordinates[1], coordinates[2]) - verts = [(xr1, yr1), (xr2, yr2), (xr3, yr3), (xr4, yr4), (xr1, yr1), ] - codes = [Path.MOVETO, Path.LINETO, Path.LINETO, - Path.LINETO, Path.CLOSEPOLY, ] - path = Path(verts, codes) - patch = patches.PathPatch(path, **kwargs) - return patch - -def configure_logging(logfile="./alborexFig2.log"): - """Prepare the logging messages and file - """ - logger = logging.getLogger("alborex_logger") - logger.setLevel(logging.DEBUG) - # Format for our loglines - formatter = logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s") - # Setup console logging - ch = logging.StreamHandler() - ch.setLevel(logging.DEBUG) - ch.setFormatter(formatter) - logger.addHandler(ch) - # Setup file logging as well - fh = logging.FileHandler(logfile) - fh.setLevel(logging.DEBUG) - fh.setFormatter(formatter) - logger.addHandler(fh) - return logger - - -def add_map_grid(m, coordinates, dlon, dlat, **kwargs): - """Add x and y ticks (no line plotted for better visibility) - """ - m.drawparallels(np.arange(round(coordinates[2]), coordinates[3], dlat), labels=[1, 0, 0, 0], **kwargs) - m.drawmeridians(np.arange(round(coordinates[0]), coordinates[1], dlon), labels=[0, 0, 0, 1], **kwargs) - - -def load_lonloat_ctdleg(datafile): - """Return coordinates from the file containing the information - on the different legs - """ - lon, lat = [], [] - with open(datafile) as f: - line = f.readline().rsplit() - while line: - # print(line) - lon.append(float(line[2])) - lat.append(float(line[3])) - line = f.readline().rsplit() - return lon, lat - - -def read_lonlat_coast(filename, valex=999): - """Return the coordinates of the contours - as a list of lists (one list per contour) - """ - with open(filename) as f: - lonall, latall = [], [] - lon, lat = [], [] - line = f.readline().rsplit() - while line: - if float(line[0]) == valex: - lonall.append(lon) - latall.append(lat) - lon, lat = [], [] - else: - lon.append(float(line[0])) - lat.append(float(line[1])) - line = f.readline().rsplit() - return lonall, latall - - -class Front(object): - - def __init__(self, lon=None, lat=None): - self.lon = lon - self.lat = lat - - def get_from_file(self, filename): - """ - Read the coordinates from a text file (lon, lat) - :param filename: file name - :type filename: str - """ - self.lon = [] - self.lat = [] - if os.path.exists(filename): - with open(filename, "r") as df: - for lines in df.readlines(): - self.lon.append(float(lines.rstrip().split(',')[0])) - self.lat.append(float(lines.rstrip().split(',')[1])) - - def smooth(self, n=4, s=0.01, nest=4): - """ - - :param N: subsampling factor - :param s: smoothness parameter - :param nest: estimate of number of knots needed (-1 = maximal) - :return: - """ - npoints = len(self.lon) - if npoints > 0: - if npoints == len(self.lat): - t = np.linspace(0, 1, npoints) - t2 = np.linspace(0, 1, n * npoints) - - # find the knot points - tckp, u = interpolate.splprep([t, self.lon, self.lat], s=s, nest=-1) - - # evaluate spline, including interpolated points - xnew, self.lon, self.lat = interpolate.splev(t2, tckp) - - -class Drifter(object): - - def __init__(self, lon=None, lat=None, time=None, temperature=None, - qclon=None, qclat=None): - self.lon = lon - self.lat = lat - self.time = time - self.temperature = temperature - self.qclon = qclon - self.qclat = qclat - self.timeunits = None - self.dates = None - self.velocity = None - self.distance2front = None - - def get_from_netcdf(self, datafile): - """ - Read the coordinates and the temperature from existing data file - """ - if os.path.exists(datafile): - with netCDF4.Dataset(datafile, 'r') as nc: - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - self.timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.dates = netCDF4.num2date(self.time, self.timeunits) - - try: - self.qclat = nc.get_variables_by_attributes(standard_name='latitude status_flag')[0][:] - except IndexError: - self.qclat = None - - try: - self.qclon = nc.get_variables_by_attributes(standard_name='longitude status_flag')[0][:] - except IndexError: - self.qclon = None - try: - self.temperature = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0][:] - except IndexError: - self.temperature = None - - def apply_qc_latlon(self, QC=[1]): - """ - Discard the measurements of which the position - doesn't have the indicated quality flag - """ - if (self.qclon is not None) and (self.qclat is not None): - badlon = [qc not in QC for qc in self.qclon] - badlat = [qc not in QC for qc in self.qclat] - badposition = np.logical_or(np.array(badlon), np.array(badlat)) - self.lon = np.ma.masked_where(badposition, self.lon) - self.lat = np.ma.masked_where(badposition, self.lat) - - def mask_temp(self, tmin, tmax): - if self.temperature is not None: - self.temperature = np.ma.masked_outside(self.temperature, - tmin, - tmax, - copy=True) - - def select_dates(self, finaldate, initialdate=None): - """ - Mask the time outside the selected period - - finaldate and initialdate are `datetime` obects - for example: finaldate=datatime.datetime(2017, 5, 3, 18, 30, 0) - """ - if initialdate is not None: - self.lon = np.ma.masked_where(np.logical_or(self.dates > finaldate, - self.dates < initialdate), - self.lon) - self.lat = np.ma.masked_where(np.logical_or(self.dates > finaldate, - self.dates < initialdate), - self.lat) - else: - self.lon = np.ma.masked_where(self.dates > finaldate, self.lon) - self.lat = np.ma.masked_where(self.dates > finaldate, self.lat) - - def scatter_plot(self, m, **kwargs): - scat = m.scatter(self.lon, self.lat, c=self.temperature, latlon=True, **kwargs) - return scat - - def point_plot(self, m, **kwargs): - m.plot(self.lon.compressed(), self.lat.compressed(), latlon=True, **kwargs) - - def add_initial_position(self, m, **kwargs): - m.plot(self.lon[0], self.lat[0], latlon=True, linewidth=0, **kwargs) - - def compute_velocity(self, velmax=5.): - """ - Compute the velocity using the Vincenty distance - - The values above velmax are masked - """ - - distancevec = np.zeros(len(self.lon)-1) - timevec = self.time[1:] - self.time[:-1] - for ii in range(0, len(self.lon)-1): - distancevec[ii] = vincenty((self.lat[ii+1], self.lon[ii+1]), - (self.lat[ii], self.lon[ii])).m - self.velocity = distancevec / timevec - self.velocity = np.ma.masked_greater(self.velocity, velmax, copy=True) - - def get_distance_front(self, frontlon, frontlat): - """ - For each position of the drifter, compute the distance to the front, - specified by 2 arrays of longitudes and latitudes - - **Note:** - Brute force approach but could also approximate the front by a parabola - and use the formula to get the distance. - """ - npoints = len(frontlon) - distance2front = np.zeros(len(self.lon)) - jj = 0 - for lond, latd in zip(self.lon, self.lat): - dd = np.zeros(npoints) - ii = 0 - for lonf, latf in zip(frontlon, frontlat): - dd[ii] = vincenty((lonf, latf), (lond, latf)).m - ii += 1 - distance2front[jj] = np.min(dd) - jj += 1 - self.distance2front = distance2front - - -class Thermosal(object): - """ - Thermosalinograph (temperature and salinity measured by the - ship near the surface) - """ - def __init__(self, lon=None, lat=None, time=None, - temperature=None, salinity=None, qclon=None, qclat=None, - qctemp=None, qcsal=None): - self.lon = lon - self.lat = lat - self.time = time - self.temperature = temperature - self.salinity = salinity - - def get_from_netcdf(self, datafile): - """ - Read the coordinates and the field values from a netCDF file - """ - if os.path.exists(datafile): - with netCDF4.Dataset(datafile, 'r') as nc: - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.dates = netCDF4.num2date(self.time, timeunits) - self.salinity = nc.get_variables_by_attributes(standard_name='sea_water_salinity')[0][:] - self.temperature = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0][:] - -class CTD(): - - def __init__(self, lon=None, lat=None, time=None, depth=None, pressure=None, - temperature=None, salinity=None, qclon=None, qclat=None, - qctemp=None, qcsal=None, chloro=None): - self.lon = lon - self.lat = lat - self.time = time - self.depth = depth - self.pressure = pressure - self.temperature = temperature - self.salinity = salinity - self.qclon = qclon - self.qclat = qclat - self.qctemp = qctemp - self.qcsal = qcsal - self.timeunits = None - self.dates = None - self.chloro = chloro - - def get_from_netcdf(self, datafile): - """ - Read the coordinates and the temperature from existing data file - """ - if os.path.exists(datafile): - with netCDF4.Dataset(datafile, 'r') as nc: - - try: - self.pressure = nc.get_variables_by_attributes(standard_name='sea_water_pressure')[0][:] - except IndexError: - self.pressure = None - - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.depth = nc.get_variables_by_attributes(standard_name='depth')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - self.timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.dates = netCDF4.num2date(self.time, self.timeunits) - - try: - self.chloro = nc.variables["CHLO"][:] - except KeyError: - self.chloro = None - - try: - self.qclat = nc.get_variables_by_attributes(standard_name='latitude status_flag')[0][:] - except IndexError: - self.qclat = None - - try: - self.qclon = nc.get_variables_by_attributes(standard_name='longitude status_flag')[0][:] - except IndexError: - self.qclon = None - - # Get salinity - try: - salinityvar = nc.get_variables_by_attributes(standard_name='sea_water_practical_salinity')[0] - salinityqcvar = salinityvar.ancillary_variables - self.salinity = salinityvar[:] - self.qcsal = nc.variables[salinityqcvar][:] - except IndexError: - try: - salinityvar = nc.get_variables_by_attributes(standard_name='sea_water_salinity')[0] - self.salinity = salinityvar[:] - salinityqcvar = salinityvar.ancillary_variables - try: - self.qcsal = nc.variables[salinityqcvar][:] - except KeyError: - self.qcsal = None - except AttributeError: - self.qcsal = None - - - # Get (potential) temperature and convert if necessary - try: - tempvar = nc.get_variables_by_attributes(standard_name='sea_water_temperature')[0] - self.temperature = tempvar[:] - - except IndexError: - try: - tempvar = nc.get_variables_by_attributes(standard_name='sea_water_potential_temperature')[0] - potentialtemp = tempvar[:] - self.temperature = seawater.temp(self.salinity, potentialtemp, self.pressure) - - except IndexError: - self.temperature = None - self.qctemp = None - - try: - tempqcvar = tempvar.ancillary_variables - try: - self.qctemp = nc.variables[tempqcvar][:] - except KeyError: - self.qctemp = None - except AttributeError: - self.qctemp = None - -class Glider(CTD): - - def remove_masked_coords(self): - """ - Remove the masked coordinates (lon, lat, time, dates) - """ - coordmask = np.logical_not(self.lon.mask) - self.time = self.time.compress(coordmask) - self.dates = self.dates.compress(coordmask) - self.lon = self.lon.compressed() - self.lat = self.lat.compressed() - - def get_day_indices(self, ndays=1): - """ - Get the time indices corresponding to the start of days, - separated by "ndays" - """ - day_indices = [] - date_list = [] - - # Convert the time to datses - datestart, dateend = self.dates[0], self.dates[-1] - date = datetime.datetime(datestart.year, datestart.month, datestart.day, - 0, 0, 0) - - while date <= dateend: - # Increment initial date - date += datetime.timedelta(days=ndays) - date_list.append(date) - # Get corresponding index - index = np.argmin(abs(self.time - netCDF4.date2num(date, self.timeunits))) - day_indices.append(index) - - return day_indices, date_list - - def scatter_plot(self, ax, **kwargs): - """ - Add the measurements to a 3D scatter plot - """ - scat3D = ax.scatter(self.lon, self.lat, -self.depth, **kwargs) - return scat3D - -class Profiler(CTD): - """ - Stores Argo profiler data - """ - def select_dates(self, finaldate, initialdate=None): - """ - Mask the time outside the selected period - - finaldate and initialdate are `datetime` obects - for example: finaldate=datatime.datetime(2017, 5, 3, 18, 30, 0) - """ - if initialdate is not None: - dates2mask = np.logical_or(self.dates > finaldate, - self.dates < initialdate) - else: - dates2mask = self.dates > finaldate - - ndepth = self.depth.shape[1] - dates2mask2D = np.matlib.repmat(dates2mask, ndepth, 1).transpose() - self.lon = np.ma.masked_where(dates2mask, self.lon) - self.lat = np.ma.masked_where(dates2mask, self.lat) - self.dates = np.ma.masked_where(dates2mask, self.dates) - self.depth = np.ma.masked_where(dates2mask2D, self.depth) - self.temperature = np.ma.masked_where(dates2mask2D, self.temperature) - self.salinity = np.ma.masked_where(dates2mask2D, self.salinity) - - def read_profile_from_mat(datafile): - """ - Read the profile stored in a mat file - Return - the coordinates lon, lat and time (scalars) - the depth (array) - the temperature and salinity (arrays) - """ - if os.path.exists(datafile): - data_argo = sio.loadmat(datafile) - lon = data_argo["lon"][0][0] - lat = data_argo["lat"][0][0] - time = data_argo["time"] - temperature = np.array([t[0] for t in data_argo["temp"]]) - salinity = np.array([s[0] for s in data_argo["saly"]]) - pressure = np.array([p[0] for p in data_argo["pres"]]) - else: - lon, lat, pressure, time, temperature, salinity = \ - None, None, None, None, None, None - - return lon, lat, pressure, time, temperature, salinity - - def read_profiles_from_list(filelist): - """ - Read all the profiles from a list of files - Return - arrays for lon, lat and time - """ - nfiles = len(filelist) - if nfiles > 0: - # Allocate arrays - # lon, lat and time are fixed for each profile, so we have - # 1D arrays - lon_array = np.empty(nfiles) - lat_array = np.empty(nfiles) - time_array = np.empty(nfiles) - # For the other variables, we use arrays of arrays (one per profile) - # We start with empty lists that will be turned into lists of lists - temp_list = [] - salt_list = [] - pressure_list = [] - for idata, datafile in enumerate(filelist): - # Read the data from the file - lon, lat, pressure, time, temperature, salinity = Profiler.read_profile_from_mat(datafile) - - # Fill the arrays - lon_array[idata] = lon - lat_array[idata] = lat - time_array[idata] = time - temp_list.append(temperature) - salt_list.append(salinity) - pressure_list.append(pressure) - - temp_array = np.array(temp_list) - salt_array = np.array(salt_list) - pressure_array = np.array(pressure_list) - - return lon_array, lat_array, time_array, pressure_array, temp_array, salt_array - - def arrays_to_netcdf(ncfile, lon, lat, t, p, T, S): - """ - Write the arrays into a single netCDF file `ncfile` - with a structure similar to SOCIB files - Inputs: - lon, lat, time, pressure, T and S are numpy ndarrays - (arrays of arrays), one array per profile - """ - - with netCDF4.Dataset(ncfile, "w", format="NETCDF4") as nc: - - ndepth = len(p) - - # Dimensions - time = nc.createDimension("time", None) # unlimited - depth = nc.createDimension("depth", ndepth) - - # Variables and attributes - time = nc.createVariable("time", "f8",("time",), fill_value=np.nan) - time.standard_name = "time" - time.units = "days since 01-01-01 00:00:00" - time.axis = "T" - time.calendar = "gregorian" - - DEPTH = nc.createVariable("DEPTH", "f8",("time", "depth")) - DEPTH.ancillary_variables = "QC_DEPTH" - DEPTH.axis = "Z" - DEPTH.long_name = "Depth coordinate" - DEPTH.positive = "down" - DEPTH.reference_datum = "geographical coordinates, WGS84 projection" - DEPTH.standard_name = "depth" - DEPTH.units = "m" - - LON = nc.createVariable("LON", "f4",("time",)) - LON.standard_name = "longitude" - LON.long_name = "Longitude" - LON.units = "degrees_east" - LON.ancillary_variables = "QC_LON" - LON.axis = "X" - LON.valid_min = -180. - LON.valid_max = 180. - LON.reference_datum = "geographical coordinates, WGS84 projection" ; - - LAT = nc.createVariable("LAT", "f4",("time",)) - LAT.standard_name = "latitude" - LAT.long_name = "Latitude" - LAT.units = "degrees_north" - LAT.ancillary_variables = "QC_LAT" - LAT.axis = "Y" - LAT.valid_min = -90. - LAT.valid_max = 90. - LAT.reference_datum = "geographical coordinates, WGS84 projection" - - WTR_PRE = nc.createVariable("WTR_PRE", "f8",("time", "depth")) - WTR_PRE.ancillary_variables = "QC_WTR_PRE" - WTR_PRE.coordinates = "time LAT LON DEPTH" - WTR_PRE.long_name = "Sea water pressure" - WTR_PRE.observation_type = "measured" - WTR_PRE.original_units = "dbar" - WTR_PRE.precision = "0.1" - WTR_PRE.resolution = "0.1" - WTR_PRE.standard_name = "sea_water_pressure" - WTR_PRE.units = "dbar" - - WTR_TEM = nc.createVariable("WTR_TEM", "f8",("time", "depth")) - WTR_TEM.ancillary_variables = "QC_WTR_TEM" - WTR_TEM.coordinates = "time LAT LON DEPTH" - WTR_TEM.long_name = "Sea water tempature" - WTR_TEM.observation_type = "measured" - WTR_TEM.original_units = "C" - WTR_TEM.precision = "0.001" - WTR_TEM.resolution = "0.001" - WTR_TEM.standard_name = "sea_water_temperature" - WTR_TEM.units = "C" - - SALT = nc.createVariable("SALT", "f8",("time", "depth")) - SALT.ancillary_variables = "QC_SALT" - SALT.coordinates = "time LAT LON DEPTH" - SALT.long_name = "Sea water salinity" - SALT.observation_type = "derived" - SALT.original_units = "psu" - SALT.precision = "0.001" - SALT.resolution = "0.001" - SALT.standard_name = "sea_water_salinity" - SALT.units = "psu" - - # Add values to the variables - LON[:] = lon - LAT[:] = lat - # Remove 365 days because of reference year - time[:] = t - 365 - - for i, Pprofile in enumerate(p): - npoints = len(Pprofile) - if npoints > 0: - WTR_PRE[i,:npoints] = Pprofile - # Convert pressure to depth - depth = seawater.dpth(Pprofile, lat[i]) - DEPTH[i,:npoints] = depth - - for i, Tprofile in enumerate(T): - npoints = len(Tprofile) - WTR_TEM[i,:npoints] = Tprofile - - for i, Sprofile in enumerate(S): - npoints = len(Sprofile) - SALT[i,:npoints] = Sprofile - -class Ship(Drifter): - - def apply_qc(self, qflag=1): - """ - Mask the coordinates with a quality flag different from the specified value - 1 = good data - """ - badcoords = np.logical_or(self.qclon != 1, self.qclat !=1) - self.lon = np.ma.masked_where(badcoords, self.lon) - self.lat = np.ma.masked_where(badcoords, self.lat) - - def plot_track(self, m, **kwargs): - m.plot(self.lon, self.lat, latlon=True, **kwargs) - - - - -class SST(object): - """ - Sea surface temperature field - """ - - def __init__(self, lon=None, lat=None, field=None, qflag=None, - year=None, dayofyear=None): - self.lon = lon - self.lat = lat - self.field = field - self.qflag = qflag - self.timeunits = year - self.year = year - self.dayofyear = dayofyear - - def read_from_oceancolorL2(self, filename): - """ - Load the SST from netCDF L2 file obtained from - https://oceancolor.gsfc.nasa.gov - :param filename: name of the netCDF file - :return: lon, lat, field, qflag, year, dayofyear - """ - - if os.path.exists(filename): - with netCDF4.Dataset(filename) as nc: - # Read platform - sat = nc.platform - # Read time information - # Assume all the measurements made the same day (and same year) - self.year = nc.groups['scan_line_attributes'].variables['year'][0] - self.dayofyear = nc.groups['scan_line_attributes'].variables['day'][0] - # Read coordinates - self.lon = nc.groups['navigation_data'].variables['longitude'][:] - self.lat = nc.groups['navigation_data'].variables['latitude'][:] - # Read geophysical variables - try: - self.field = nc.groups['geophysical_data'].variables['sst'][:] - self.qflag = nc.groups['geophysical_data'].variables['qual_sst'][:] - except KeyError: - self.field = nc.groups['geophysical_data'].variables['sst4'][:] - self.qflag = nc.groups['geophysical_data'].variables['qual_sst4'][:] - - def apply_qc(self, qf=1): - """ - Mask the sst values which don't match the mentioned quality flag - """ - self.field = np.ma.masked_where(self.qflag != 1, self.field) - -class Adcp(object): - - """ - Stores ADCP transects - """ - - def __init_(self, lon=None, lat=None, depth=None, - u=None, v=None, qcu=None, qcv=None, - time=None, dates=None): - self.lon = lon - self.lat = lat - self.depth = depth - self.u = u - self.v = v - self.qclon = qclon - self.qclat = qclat - self.qcu = qcu - self.qcv = qcv - self.time = time - self.dates = dates - - def get_from_netcdf(self, filename): - """ - Read the coordinates and the velocity components - from the netCDF file - """ - if os.path.exists(filename): - with netCDF4.Dataset(filename) as nc: - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.depth = nc.get_variables_by_attributes(standard_name='depth')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - self.timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.dates = netCDF4.num2date(self.time, self.timeunits) - self.qclat = nc.get_variables_by_attributes(standard_name='latitude status_flag')[0][:] - self.qclon = nc.get_variables_by_attributes(standard_name='longitude status_flag')[0][:] - # Velocity components - uvar = nc.get_variables_by_attributes(standard_name='eastward_sea_water_velocity')[0] - vvar = nc.get_variables_by_attributes(standard_name='northward_sea_water_velocity')[0] - self.u = uvar[:] - self.v = vvar[:] - # Quality flags for velocity - uqcvar = uvar.ancillary_variables - vqcvar = vvar.ancillary_variables - self.qcu = nc.variables[uqcvar][:] - self.qcv = nc.variables[uqcvar][:] - - def get_from_matfile(self, filename): - """ - Read the coordinates (lon, lat, depth) and - the velocity components from the .mat files - """ - # Read the mat file - dataadcp = sio.loadmat(filename) - - self.lon = dataadcp["AnFLonDeg"] - self.lat = dataadcp["AnFLatDeg"] - self.u = dataadcp["SerEmmpersec"] - self.v = dataadcp["SerNmmpersec"] - ndepth = self.u.shape[1] - depthmin = 16. - deltadepth = 8. - depthmax = depthmin + (ndepth - 1) * deltadepth - self.depth = np.linspace(depthmin, depthmax, int(nbins)) - - def apply_qc(self, qf=1): - """ - Mask the velocity values which don't match the mentioned quality flag - """ - self.u = np.ma.masked_where(self.qcu != 1, self.u) - self.v = np.ma.masked_where(self.qcv != 1, self.v) - - def get_norm(self): - """ - Compute the norm of the velocity vectors - """ - self.velnorm = np.sqrt(self.u * self.u + self.v * self.v) - - def get_time_index(self, datemin=None, datemax=None): - """ - Return an array of indices corresponding to the dates between - datemin and datemax - """ - if datemin is not None: - if datemax is not None: - gooddates = np.where( (self.dates >= datemin) and (self.dates <= datemax))[0] - else: - gooddates = np.where(self.dates >= datemin)[0] - else: - if datemax is not None: - gooddates = np.where(self.dates <= datemax)[0] - else: - gooddates = np.where(self.dates)[0] - - return gooddates - - def plot_adcp_quiver(self, m, depthindex=0, depth=None, datemin=None, datemax=None): - """ - Plot velocity field with arrows on a map - """ - - gooddates = self.get_time_index(datemin, datemax) - - m.plot(self.lon[gooddates], self.lat[gooddates], "k--", lw=.2, latlon=True) - llon, llat = m(self.lon[gooddates], self.lat[gooddates]) - qv = plt.quiver(llon, llat, - self.u[gooddates, depthindex] / self.velnorm[gooddates, depthindex], - self.v[gooddates, depthindex] / self.velnorm[gooddates, depthindex], - self.velnorm[gooddates, depthindex], headwidth=0, scale=25, cmap=cmocean.cm.speed) - - cb = plt.colorbar(qv, shrink=0.8, extend="max") - cb.set_label("$\|v\|$\n(m/s)", rotation=0, ha="left", fontsize=14) - plt.tick_params(axis='both', which='major', labelsize=12) - plt.clim(0, 1.) - - if depth: - plt.title("Depth: {} m".format(depth), fontsize=20) - - def add_rectangle(self, N1, N2, m, dlon=0.02, dlat=0.02, label=None): - """ - Draw a rectangle around the transect - N1 and N2 are the indices of the extreme points - of the considered section - """ - lonmin = self.lon[N1:N2].min() - dlon - lonmax = self.lon[N1:N2].max() + dlon - latmin = self.lat[N1:N2].min() - dlat - latmax = self.lat[N1:N2].max() + dlat - lonrec = [lonmin, lonmax, lonmax, lonmin, lonmin] - latrec = [latmin, latmin, latmax, latmax, latmin] - m.plot(lonrec, latrec, "k-.", lw=1, latlon=True) - # Add a label on top of the rectangle - if label is not None: - lontext = 0.5 * (lonmin + lonmax) - lattext = latmax - xt, yt = m(lontext, lattext) - plt.text(xt, yt, label, fontsize=16, ha="center", va="bottom") - - @staticmethod - def make_velocity_section(lat, depth, u, frontlat=None, title=None, xlabel=None): - """ - Create a meridional section of zonal velocity - Inputs: - lat: 1-D array of latitudes - depth: 1-D array of depths - u: 2-D array of velocities - """ - - plt.pcolormesh(lat, depth, u, cmap=cmocean.cm.speed, vmin=0, vmax=1.) - - # Front position - if frontlat is not None: - plt.vlines(frontlat, 0, 400, colors='k', linestyles='--', linewidth=.5) - - if xlabel is not None: - plt.xlabel(xlabel, fontsize=14) - - plt.ylabel("Depth\n(m)", rotation=0, ha="right", fontsize=14) - cb = plt.colorbar(extend="max") - cb.set_label("u\n(m/s)", rotation=0, ha="left", fontsize=14) - plt.tick_params(axis='both', which='major', labelsize=12) - - if title is not None: - plt.title(title, fontsize=20) - xticks = np.arange(36.5, 37.5, 0.1) - xticklabels = ["{}°N".format(np.round(xt,1)) for xt in xticks] - plt.xticks(xticks, xticklabels) - plt.xlim(lat.min(), lat.max()) - plt.ylim(0., 400.) - plt.gca().invert_yaxis() - -class Altimetry(object): - - """ - SLA field from altimetry - """ - - def __init__(self, lon=None, lat=None, sla=None, u=None, v=None, - time=None, date=None, speed=None): - self.lon = lon - self.lat = lat - self.sla = sla - self.u = u - self.v = v - self.time = time - self.speed = speed - - def read_from_aviso(self, filename): - """ - - :param filename: name of the netCDF file - :return: lon, lat, SLA, u, v, time - """ - - if os.path.exists(filename): - with netCDF4.Dataset(filename) as nc: - self.lon = nc.get_variables_by_attributes(standard_name='longitude')[0][:] - self.lat = nc.get_variables_by_attributes(standard_name='latitude')[0][:] - self.time = nc.get_variables_by_attributes(standard_name='time')[0][:] - timeunits = nc.get_variables_by_attributes(standard_name='time')[0].units - self.date = netCDF4.num2date(self.time, timeunits) - - self.sla = nc.get_variables_by_attributes(standard_name='sea_surface_height_above_sea_level')[0][0,:] - self.u = nc.get_variables_by_attributes(standard_name='surface_geostrophic_eastward_sea_water_velocity')[0][0,:] - self.v = nc.get_variables_by_attributes(standard_name='surface_geostrophic_northward_sea_water_velocity')[0][0,:] - - def get_speed(self): - """ - Compute current speed - """ - - self.speed = np.sqrt(self.u * self.u + self.v * self.v ) - self.speed = np.ma.masked_greater(self.speed, 1.5) - - def get_vort(self): - llon, llat = np.meshgrid(self.lon, self.lat) - dx = llon[:, 1:] - llon[:, :-1] - dy = llat[1:, :] - llat[:-1, :] - dux, duy = np.gradient(self.u) - dvx, dvy = np.gradient(self.v) - self.vort = dvx/dx.mean() - duy/dy.mean() - - def plot_streamline(self, m=None, cmap=plt.cm.RdBu_r, vmax=0.15, density=3): - - if m is not None: - llon, llat = np.meshgrid(self.lon, self.lat) - self.sla[self.sla >= vmax] = vmax - self.sla[self.sla <= -vmax] = -vmax - m.streamplot(llon, llat, self.u, self.v, color=self.sla, - arrowstyle="fancy", density=density, linewidth=.5, cmap=cmap, latlon=True) - else: - plt.streamplot(self.lon, self.lat, self.u, self.v, color=self.sla, - arrowsize=2, density=density, linewidth=.5, cmap=cmap) - - def plot_sla(self, m=None, cmap=plt.cm.RdBu_r, slalevels=np.arange(-0.3, 0.3, 0.025)): - - if m is not None: - llon, llat = np.meshgrid(self.lon, self.lat) - xx, yy = m(llon, llat) - plt.contour(xx, yy, self.sla, slalevels, cmap=cmap) - - else: - plt.contour(self.lon, self.lat, self.sla, slalevels, cmap=cmap) - - def select_domain(self, coordinates): - """ - Subset based on geographical positions - """ - goodlon = np.where(np.logical_and(self.lon >= coordinates[0], self.lon <= coordinates[1]))[0] - goodlat = np.where(np.logical_and(self.lat >= coordinates[2], self.lat <= coordinates[3]))[0] - self.lon = self.lon[goodlon] - self.lat = self.lat[goodlat] - self.u = self.u[goodlat, :] - self.u = self.u[:, goodlon] - self.v = self.v[goodlat, :] - self.v = self.v[:, goodlon] - self.sla = self.sla[goodlat, :] - self.sla = self.sla[:, goodlon] - -def prepare_3D_scat(): - - fig = plt.figure(figsize=(12, 6)) - fig.patch.set_facecolor('white') - - ax1 = fig.add_subplot(1, 2, 1, projection='3d') - ax1.set_aspect('equal') - ax2 = fig.add_subplot(1, 2, 2, projection='3d') - ax2.set_aspect('equal') - - ax1.set_xlabel("Longitude") - ax1.set_ylabel("Latitude") - ax1.set_xticks(np.arange(-1., 0, 0.2)) - ax1.set_yticks(np.arange(36.8, 37.2, 0.2)) - ax1.set_title("Coastal glider") - - ax2.set_xlabel("Longitude") - ax2.set_ylabel("Latitude") - ax2.set_xticks(np.arange(-1., 0, 0.2)) - ax2.set_yticks(np.arange(36.8, 37.2, 0.2)) - ax2.set_title("Deep glider") - fig.subplots_adjust(right=0.6) - cbar_ax = fig.add_axes([0.65, 0.25, 0.015, 0.5]) - return fig, ax1, ax2, cbar_ax - -def prepare_3D_scat4(): - fig = plt.figure(figsize=(14, 12)) - fig.patch.set_facecolor('white') - - ax1 = fig.add_subplot(2, 2, 1, projection='3d') - ax1.set_aspect('equal') - ax2 = fig.add_subplot(2, 2, 2, projection='3d') - ax2.set_aspect('equal') - ax3 = fig.add_subplot(2, 2, 3, projection='3d') - ax3.set_aspect('equal') - ax4 = fig.add_subplot(2, 2, 4, projection='3d') - ax4.set_aspect('equal') - - ax1.set_xlabel("Longitude") - ax1.set_ylabel("Latitude") - ax1.set_xticks(np.arange(-1., 0, 0.2)) - ax1.set_yticks(np.arange(36.8, 37.2, 0.2)) - ax1.set_title("Coastal glider", fontsize=18) - - ax2.set_xlabel("Longitude") - ax2.set_ylabel("Latitude") - ax2.set_xticks(np.arange(-1., 0, 0.2)) - ax2.set_yticks(np.arange(36.8, 37.2, 0.2)) - ax2.set_title("Deep glider", fontsize=18) - - ax3.set_xlabel("Longitude") - ax3.set_ylabel("Latitude") - ax3.set_xticks(np.arange(-1., 0, 0.2)) - ax3.set_yticks(np.arange(36.8, 37.2, 0.2)) - - ax4.set_xlabel("Longitude") - ax4.set_ylabel("Latitude") - ax4.set_xticks(np.arange(-1., 0, 0.2)) - ax4.set_yticks(np.arange(36.8, 37.2, 0.2)) - - - fig.subplots_adjust(right=0.8) - cbar_ax1 = fig.add_axes([0.85, 0.525, 0.02, 0.35]) - cbar_ax2 = fig.add_axes([0.85, 0.125, 0.02, 0.35]) - return fig, ax1, ax2, ax3, ax4, cbar_ax1, cbar_ax2 - - -def change_wall_prop(ax, coordinates, depths, angles): - ax.w_xaxis.set_pane_color((1.0, 1.0, 1.0, 1.0)) - ax.w_yaxis.set_pane_color((1.0, 1.0, 1.0, 1.0)) - ax.w_zaxis.set_pane_color((1.0, 1.0, 1.0, 1.0)) - ax.w_xaxis.gridlines.set_linestyles(':') - ax.w_yaxis.gridlines.set_linestyles(':') - ax.w_zaxis.gridlines.set_linestyles(':') - ax.view_init(angles[0], angles[1]) - ax.set_xlim(coordinates[0],coordinates[1]) - ax.set_ylim(coordinates[2],coordinates[3]) - ax.set_zlim(depths[0],depths[1]) - ax.set_zlabel('Depth (m)') - - ax.set_zticks(np.arange(depths[0],depths[1]+10,depths[2])) - ax.set_zticklabels(range(int(-depths[0]),-int(depths[1])-10,-int(depths[2]))) diff --git a/python/convert_nutrients_nc.ipynb b/python/convert_nutrients_nc.ipynb deleted file mode 100644 index 55584f4..0000000 --- a/python/convert_nutrients_nc.ipynb +++ /dev/null @@ -1,501 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import netCDF4\n", - "import numpy as np\n", - "import os\n", - "import csv\n", - "import datetime\n", - "from dateutil.parser import parse\n", - "import logging\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = logging.getLogger(\"nutrients\")\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Start\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "datadir = \"/home/ctroupin/Data/Alborex/Nutrient/\"\n", - "nutrientfile = os.path.join(datadir, \"alborex_nutrients.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 191, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def check_var(var, val1=-999999., val2=0.0):\n", - " if (var == \"n.m.\"):\n", - " var = val1 \n", - " elif (var == \"n.r.\"):\n", - " var = val1 \n", - " elif var == \"<D.L.\":\n", - " var = val2\n", - " else:\n", - " var = float(var) \n", - " \n", - " return var" - ] - }, - { - "cell_type": "code", - "execution_count": 192, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def process_line(lines):\n", - " # Split line using taba\n", - " lsplit = lines.split(\"\\t\")\n", - " nsta, depthtarget, depth, day, hour, lon, lat, nitrogen, nitrate, phosphate = lsplit[:]\n", - " depthtarget = float(depthtarget)\n", - " \n", - " # If measured depth is missing, take the target depth\n", - " if len(depth) == 0:\n", - " depth = depthtarget\n", - " else:\n", - " depth = float(depth)\n", - " \n", - " # Parse time: if hour not recorded, use 00:00 AM\n", - " # (will be changed later)\n", - " if hour == \"n.r.\":\n", - " hour = \"00:00:00 AM\"\n", - " ddate = parse(\" \".join((day, hour)))\n", - " \n", - " # Coordinates\n", - " lon = check_var(lon)\n", - " lat = check_var(lat)\n", - " \n", - " # Nutrient variables\n", - " nitrogen = check_var(nitrogen) * 0.001\n", - " nitrate = check_var(nitrate) * 0.001\n", - " phosphate = check_var(phosphate) * 0.001\n", - " \n", - " return nsta, depthtarget, depth, ddate, lon, lat, nitrogen, nitrate, phosphate" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DEBUG:nutrients:Station\tDepth, m\tDepth2, m\tDate\tHour\tLatitude\tLongitude\tN-NO2-, µM\tN-NO3, µM\tP-PO4, µM\n" - ] - } - ], - "source": [ - "station, depths, dates, lonlist, latlist, nitritelist, nitratelist, phosphatelist = \\\n", - "np.array([]), np.array([]), np.array([]), np.array([]), \\\n", - "np.array([]), np.array([]), np.array([]), np.array([])\n", - "\n", - "with open(nutrientfile) as f:\n", - " # Read 1st line\n", - " labelline = f.readline()\n", - " logger.debug(labelline.rstrip())\n", - " for ii, lines in enumerate(f.readlines()):\n", - " nsta, depthtarget, depth, ddate, lon, lat, nitrite, nitrate, phosphate = \\\n", - " process_line(lines.rstrip())\n", - " \n", - " station = np.append(station, nsta)\n", - " depths = np.append(depths, depth) \n", - " dates = np.append(dates, ddate)\n", - " lonlist = np.append(lonlist, lon)\n", - " latlist = np.append(latlist, lat)\n", - " nitritelist = np.append(nitritelist, nitrite)\n", - " nitratelist = np.append(nitratelist, nitrate) \n", - " phosphatelist = np.append(phosphatelist, phosphate)" - ] - }, - { - "cell_type": "code", - "execution_count": 193, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def nutrients_to_nc(ncfile, stations, lon, lat, depths, dates, NO2, NO3, PO4, \n", - " valex=-999.):\n", - " \"\"\"\n", - " Write the nutrient data into a single netCDF file `ncfile`\n", - " Inputs:\n", - " lon, lat, depths, dates, NO2, NO3, PO4 are numpy arrays\n", - " \"\"\"\n", - "\n", - " with netCDF4.Dataset(ncfile, \"w\", format=\"NETCDF4\") as nc:\n", - "\n", - " nstations = len(np.unique(station));\n", - " ndepths = 8\n", - " \n", - " # Dimensions\n", - " time = nc.createDimension(\"time\", nstations) # unlimited\n", - " depth = nc.createDimension(\"depth\", ndepths)\n", - "\n", - " # Variables and attributes\n", - " time = nc.createVariable(\"time\", \"f8\",(\"time\",), fill_value=valex)\n", - " time.standard_name = \"time\"\n", - " time.units = \"seconds since 1970-01-01 00:00:00\"\n", - " time.axis = \"T\"\n", - " time.calendar = \"gregorian\"\n", - "\n", - " DEPTH = nc.createVariable(\"DEPTH\", \"f8\",(\"time\", \"depth\"))\n", - " DEPTH.ancillary_variables = \"QC_DEPTH\"\n", - " DEPTH.axis = \"Z\"\n", - " DEPTH.long_name = \"Depth coordinate\"\n", - " DEPTH.positive = \"down\"\n", - " DEPTH.reference_datum = \"geographical coordinates, WGS84 projection\"\n", - " DEPTH.standard_name = \"depth\"\n", - " DEPTH.units = \"m\"\n", - "\n", - " LON = nc.createVariable(\"LON\", \"f4\",(\"time\",), fill_value=valex)\n", - " LON.standard_name = \"longitude\"\n", - " LON.long_name = \"Longitude\"\n", - " LON.units = \"degrees_east\"\n", - " LON.ancillary_variables = \"QC_LON\"\n", - " LON.axis = \"X\"\n", - " LON.valid_min = -180.\n", - " LON.valid_max = 180.\n", - " LON.reference_datum = \"geographical coordinates, WGS84 projection\" ;\n", - "\n", - " LAT = nc.createVariable(\"LAT\", \"f4\",(\"time\",), fill_value=valex)\n", - " LAT.standard_name = \"latitude\"\n", - " LAT.long_name = \"Latitude\"\n", - " LAT.units = \"degrees_north\"\n", - " LAT.ancillary_variables = \"QC_LAT\"\n", - " LAT.axis = \"Y\"\n", - " LAT.valid_min = -90.\n", - " LAT.valid_max = 90.\n", - " LAT.reference_datum = \"geographical coordinates, WGS84 projection\"\n", - "\n", - " nitrate = nc.createVariable(\"nitrate\", \"f8\",(\"time\", \"depth\"), fill_value=valex)\n", - " nitrate.coordinates = \"time DEPTH\"\n", - " nitrate.long_name = \"Sea water nitrate concentration\"\n", - " nitrate.observation_type = \"measured\"\n", - " nitrate.standard_name = \"mole_concentration_of_nitrate_in_sea_water\"\n", - " nitrate.units = \"mol m-3\"\n", - " nitrate.ancillary_variables = \"QC_nitrate\" ;\n", - " \n", - " QC_nitrate = nc.createVariable(\"nitrate_qc\", \"b\",(\"time\", \"depth\"), fill_value=valex)\n", - " QC_nitrate.coordinates = \"time DEPTH\"\n", - " QC_nitrate.long_name = \"Quality flag for sea water nitrate concentration\"\n", - " \n", - " nitrite = nc.createVariable(\"nitrite\", \"f8\",(\"time\", \"depth\"), fill_value=valex)\n", - " nitrite.coordinates = \"time DEPTH\"\n", - " nitrite.long_name = \"Sea water nitrite concentration\"\n", - " nitrite.observation_type = \"measured\"\n", - " nitrite.standard_name = \"mole_concentration_of_nitrite_in_sea_water\"\n", - " nitrite.units = \"mol m-3\"\n", - " nitrate.ancillary_variables = \"QC_nitrate\" ;\n", - " \n", - " QC_nitrite = nc.createVariable(\"nitrite_qc\", \"b\",(\"time\", \"depth\"), fill_value=valex)\n", - " QC_nitrite.coordinates = \"time DEPTH\"\n", - " QC_nitrite.long_name = \"Quality flag for sea water nitrite concentration\"\n", - "\n", - " phosphate = nc.createVariable(\"phosphate\", \"f8\",(\"time\", \"depth\"), fill_value=valex)\n", - " phosphate.coordinates = \"time DEPTH\"\n", - " phosphate.long_name = \"Sea water phosphate concentration\"\n", - " phosphate.observation_type = \"measured\"\n", - " phosphate.standard_name = \"mole_concentration_of_phosphate_in_sea_water\"\n", - " phosphate.units = \"mol m-3\"\n", - " phosphate.ancillary_variables = \"QC_phosphate\" ;\n", - " \n", - " QC_phosphate = nc.createVariable(\"phosphate_qc\", \"b\",(\"time\", \"depth\"), fill_value=valex)\n", - " QC_phosphate.coordinates = \"time DEPTH\"\n", - " QC_phosphate.long_name = \"Quality flag for sea water phosphate concentration\"\n", - " \n", - " # Loop on the stations\n", - " for ii, sta in enumerate(np.unique(stations)):\n", - " # logger.debug(\"Station: {}\".format(sta))\n", - " goodlines = np.where(stations == sta)[0]\n", - " # logger.debug(goodlines[0])\n", - " ngood = len(goodlines)\n", - " DEPTH[ii,:ngood] = depths[goodlines]\n", - " nitrate[ii,:ngood] = nitratelist[goodlines]\n", - " nitrite[ii,:ngood] = nitritelist[goodlines]\n", - " phosphate[ii,:ngood] = phosphatelist[goodlines]\n", - " time[ii] = (dates[goodlines[0]] - datetime.datetime(1970, 1, 1)).total_seconds()\n", - " LON[ii] = lonlist[goodlines[0]]\n", - " LAT[ii] = latlist[goodlines[0]]" - ] - }, - { - "cell_type": "code", - "execution_count": 194, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "outputfile = \"nutrients.nc\"\n", - "nutrients_to_nc(outputfile, station, lonlist, latlist, depths, dates, \n", - " nitritelist, nitratelist, phosphatelist)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test: read the newly created netCDF" - ] - }, - { - "cell_type": "code", - "execution_count": 195, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def test_coordinates(outputfile):\n", - " with netCDF4.Dataset(outputfile) as nc1:\n", - " lon = nc1.variables[\"LON\"][:]\n", - " lat = nc1.variables[\"LAT\"][:]\n", - " dtime = nc1.variables[\"time\"][:]\n", - " lon = np.ma.masked_less(lon, -180.)\n", - " lat = np.ma.masked_less(lat, -90.)\n", - " plt.plot(lon, lat, \"ko\", markersize=.3)\n", - " plt.scatter(lon, lat, s=5, c=dtime)\n", - " plt.colorbar()\n", - " plt.show()\n", - " plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 213, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def test_dates(outputfile):\n", - " with netCDF4.Dataset(outputfile) as nc1:\n", - " dtime = nc1.variables[\"time\"][:]\n", - " timeunits = nc1.variables[\"time\"].units\n", - " dates = netCDF4.num2date(dtime, timeunits)\n", - " print(dates)" - ] - }, - { - "cell_type": "code", - "execution_count": 214, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[datetime.datetime(2014, 5, 25, 10, 1, 8)\n", - " datetime.datetime(2014, 5, 25, 13, 23, 17)\n", - " datetime.datetime(2014, 5, 26, 6, 29, 7)\n", - " datetime.datetime(2014, 5, 26, 7, 26, 12)\n", - " datetime.datetime(2014, 5, 26, 8, 17, 28)\n", - " datetime.datetime(2014, 5, 26, 9, 2, 24)\n", - " datetime.datetime(2014, 5, 26, 9, 59, 45)\n", - " datetime.datetime(2014, 5, 26, 10, 50, 29)\n", - " datetime.datetime(2014, 5, 26, 11, 39, 40)\n", - " datetime.datetime(2014, 5, 26, 12, 45, 25)\n", - " datetime.datetime(2014, 5, 26, 13, 32, 33)\n", - " datetime.datetime(2014, 5, 26, 14, 33, 25)\n", - " datetime.datetime(2014, 5, 26, 15, 31, 58)\n", - " datetime.datetime(2014, 5, 26, 16, 29, 35)\n", - " datetime.datetime(2014, 5, 26, 17, 16, 15)\n", - " datetime.datetime(2014, 5, 26, 18, 2, 19)\n", - " datetime.datetime(2014, 5, 26, 19, 3, 9)\n", - " datetime.datetime(2014, 5, 26, 19, 47, 28)\n", - " datetime.datetime(2014, 5, 26, 20, 42, 7)\n", - " datetime.datetime(2014, 5, 26, 21, 31, 36)\n", - " datetime.datetime(2014, 5, 26, 22, 18, 43)\n", - " datetime.datetime(2014, 5, 27, 5, 14, 47)\n", - " datetime.datetime(2014, 5, 27, 6, 4, 27)\n", - " datetime.datetime(2014, 5, 27, 7, 3, 56)\n", - " datetime.datetime(2014, 5, 27, 7, 55, 59)\n", - " datetime.datetime(2014, 5, 27, 8, 39, 22)\n", - " datetime.datetime(2014, 5, 27, 9, 19, 18)\n", - " datetime.datetime(2014, 5, 27, 10, 2, 49)\n", - " datetime.datetime(2014, 5, 27, 10, 43, 9)\n", - " datetime.datetime(2014, 5, 27, 11, 24, 39)\n", - " datetime.datetime(2014, 5, 27, 13, 44, 24)\n", - " datetime.datetime(2014, 5, 27, 14, 31, 40)\n", - " datetime.datetime(2014, 5, 27, 15, 15, 40)\n", - " datetime.datetime(2014, 5, 27, 0, 0)\n", - " datetime.datetime(2014, 5, 27, 16, 43, 32)\n", - " datetime.datetime(2014, 5, 27, 17, 29, 1)\n", - " datetime.datetime(2014, 5, 27, 18, 9, 37)\n", - " datetime.datetime(2014, 5, 27, 12, 7, 5)\n", - " datetime.datetime(2014, 5, 27, 13, 2, 55)\n", - " datetime.datetime(2014, 5, 30, 22, 24, 23)\n", - " datetime.datetime(2014, 5, 30, 21, 41, 3)\n", - " datetime.datetime(2014, 5, 30, 20, 56, 15)\n", - " datetime.datetime(2014, 5, 30, 20, 16, 17)\n", - " datetime.datetime(2014, 5, 30, 19, 37, 36)\n", - " datetime.datetime(2014, 5, 30, 18, 54, 47)\n", - " datetime.datetime(2014, 5, 30, 9, 31, 9)\n", - " datetime.datetime(2014, 5, 30, 10, 11, 33)\n", - " datetime.datetime(2014, 5, 30, 10, 53, 5)\n", - " datetime.datetime(2014, 5, 30, 11, 36, 3)\n", - " datetime.datetime(2014, 5, 30, 12, 17, 7)\n", - " datetime.datetime(2014, 5, 30, 13, 2, 38)\n", - " datetime.datetime(2014, 5, 29, 18, 38, 27)\n", - " datetime.datetime(2014, 5, 29, 19, 32, 56)\n", - " datetime.datetime(2014, 5, 29, 20, 19, 47)\n", - " datetime.datetime(2014, 5, 29, 21, 4, 45)\n", - " datetime.datetime(2014, 5, 30, 6, 14, 32)\n", - " datetime.datetime(2014, 5, 30, 7, 1, 18)\n", - " datetime.datetime(2014, 5, 29, 13, 50, 25)\n", - " datetime.datetime(2014, 5, 29, 14, 43, 21)\n", - " datetime.datetime(2014, 5, 29, 15, 26, 35)\n", - " datetime.datetime(2014, 5, 29, 16, 12, 14)\n", - " datetime.datetime(2014, 5, 29, 16, 56, 33)\n", - " datetime.datetime(2014, 5, 29, 17, 36, 18)\n", - " datetime.datetime(2014, 5, 30, 7, 49, 11)\n", - " datetime.datetime(2014, 5, 29, 12, 36, 27)\n", - " datetime.datetime(2014, 5, 30, 8, 47, 10)\n", - " datetime.datetime(2014, 5, 30, 18, 13, 16)]\n" - ] - } - ], - "source": [ - "test_dates(outputfile)" - ] - }, - { - "cell_type": "code", - "execution_count": 208, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def test_profiles(outputfile):\n", - " \"\"\"\n", - " Make a test plot with all the profiles for nitrate, nitrite and phosphate\n", - " \"\"\"\n", - " with netCDF4.Dataset(outputfile) as nc1:\n", - " depth = nc1.variables[\"DEPTH\"][:]\n", - " phosphate = nc1.variables[\"phosphate\"][:]\n", - " nitrate = nc1.variables[\"nitrate\"][:]\n", - " nitrite = nc1.variables[\"nitrite\"][:]\n", - " \n", - " # Mask bad values\n", - " nitrite = np.ma.masked_less(nitrite, 0.0)\n", - " phosphate = np.ma.masked_less(phosphate, 0.0)\n", - " nitrate = np.ma.masked_less(nitrate, 0.0)\n", - " \n", - " fig = plt.figure(figsize=(12,8))\n", - " plt.subplot(1,3,1)\n", - " plt.title(\"Phosphate\")\n", - " plt.plot(phosphate.T * 1000., depth.T)\n", - " plt.ylabel(\"$\\mu$ M\")\n", - " plt.gca().invert_yaxis()\n", - " plt.subplot(1,3,2)\n", - " plt.title(\"Nitrate\")\n", - " plt.plot(nitrate.T * 1000., depth.T)\n", - " plt.gca().invert_yaxis()\n", - " plt.subplot(1,3,3)\n", - " plt.title(\"Nitrite\")\n", - " plt.plot(nitrite.T * 1000., depth.T)\n", - " plt.gca().invert_yaxis()\n", - " plt.show()\n", - " plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 209, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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MwJJaDwte3YHb+c0TtfUmy5AhCJPpsG9g9HZ2sHnBPN68/1c8d+dNLJv1IlJK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\nY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hQhgiIkoLfbMYgCZb4AGRkZ1NfXE0WEOfPJjUS5O2Rge9N2FhxccHgfidm5mGx2qvbu\n5oyzZuAXQnyxceMPPu7CTQ1UH2hj7Ow8HCnm7//At7AnJXPadbfwmydeIH/MOHZ9vJT5N11N3RYL\n/Xq9QDjsYseO2Ud91og6HdnPPsPJ4TC55eVs2rSJ5cuXE43+umZFTcOHkfnG62QueA1tYgLiU3cz\nvOpN/C4fS/62i/aG4xcpakUtc/LnsHL2Sm4YegObGzYze9lsHtr6EG3+Y/uM/yfoEdZHIRKKsm15\nBYlZFnqNSARAiUZp+tP9tL/+OvaLrkQwjkFKMWOffnSnkG/T2PgRihIiNeUCMg9KxEbNbKxdTJu7\njtPPn8GghBS0unQOuRXMEfUCl4VyPN6DxMedhCvoItYUhzYpCbm2Dk0kjGflB8Tn5JATmMqJ0peE\nRR30vZRIRxAU0I2biMnvpG1XIR6PB6vVSr9xKQR9EYL+BBRZOZxfXXToT4CChQsPe3TLXV2HXys3\nrKA97MWhH0KTmARvz4GNj7OptAW9ViTxtBxkTwjvriaWpEuMboswwKQnLHnYltmbJI+HvHfK8fW7\nBrMS4neHnmDTl2exruQeHg58xetVVYwrDbJi5mKUtBHw4VWw8W/wL4ziT+qbyJ9mDKDYq2dlvY6k\npDMYPWolMTF9KSy8nQMHbyUS+X7vU0EQOLF3AgvnjuHjmyZwUt9EXvmyghMfW8+8xXspbf5p/qk9\nHB1z9zkPy2ECohmdIBMVgkQFEbMUQERGMIgoYhBF1nRHrMHRqaM5LKPRqNdPS+taBL2GdElkv+cU\nhGiQybZGIhYHMboZhNOj1DdEySpvQSsYSRu1nLKcOcgo+De/Q9euZt64ZDammCb+saYTZ1sHCwfn\n4o1GuXR/BV2RKAMtJt4fmocnokau63vEdQ+/QuwmVVB3RFSBHfB6cTXUE0k2Ue2uBkAbb0Bw69FJ\ncWj03Yb0igCmThQxAY3dTo5RT4UvSHp6OpFIhObmZojNhjOf5Kya/ZxmzOC5Pc+xt2UvoBYF5gwd\nSVXBLlLTUhiQ0Iu9naU01Xx/1LrD6WPT4lLS+8YyeHL6965/LGJT0jj9xtu5/O//IG/kGLYv/5AP\n//gySs2VGKUBFBbezqGie4j+k7OJaDSS9cLznBiJ0r/wEHv27OH9998n/D/UAjSxZOsAACAASURB\nVP2HIAgC5rFjyV60iPTnnydOaGfoloeJtLXz4SNbaaro+N5tmCQTvx3yW1aevZJz8s9hcclipi+Z\nzkt7X8IX/u805ukR1kdh7/pavK6g2gxGFFAiERruupuO99/Hcc21aJKnoYRlHBf2RZCO/xMqikJ9\nw3sYtEOpeL4QS7uOAtcGkk8eym+eepH+OTEEFRsGk4bNdYHDwjrGsAcAu2MinpAHu96OlJGOXF/H\n8ANbiXa0M2DC+djdQ+lt2MgqRzzG0b0hqiAHI9hPmwpA56drDgvrtPxYrPEGItEc5GgEo8VKS8sa\n2lzraNoVT3zK4MPHHfWqhSaCwUDzx6pRf5ZlKM3GXjBoDqz/C1/t3svoLCuW/Fh0WVZaN9TSosjM\nqQmjq/dSlhagxRLLBW31SDHp1Dy6nvVjX2LyyAUsyr0YXVsJl269m9KtZ/PkwQdZtHMN5w94lI6+\ns2H9n2HZjRD56WLl8nHZnJIlsTcQx+tfVWA0pjF82Nvk5tyC07mSbdvP/F6T/28zMM3GsxcO4/Pf\nn8RFozNZsa+BU57cyNw3drCjqv1XNZ3378LSPdUbDcmENSb0okJUDBBGwKJVI9b2oAdFDIGsRUAg\nIoHVrSGiyFgsgxFFPS0taxD1GuK1Al5dbzqlfvQP7gSNSEtTJjpdEs5TY4m6dGQ1gi52L5o4H+WD\nRhFp2E3bW6swiTqevnAICCEue30jWTqJlwdkU9QV4LeF1UQVhcEWE4uG5OEKRzinoIyGHnHdw68M\nu1EV1F8L66ayYgCMGUnUuNXUO22cEUHWYIhkIXavT0RGa/YSlRJRrGZyTXrKu4U18I0t3aA5CMMu\n4b6iLSTr7Ny58U48ITWgkTNsJIEuL42lJUw97RQkNHyy7OPj3ovlqMzaBYVotCInX94PQTx2bdQP\nJS4tgzNunsfljz9H9tCR7Fz+MTteUfCXnkZt5fvs3DUHn6/6iM+IZjOZL7/EKFlmxJ4CiouLeeut\nt/D7f31e+YIgYJlyEjkfLaHPn29nTOM7iJ2tLH10GyXvb/xBz9Z4Yzz3nnAvH836iLGpY3mu4DnO\n/OhMPiz5UG1s9x+kR1j/E35PiF2rq8keHE9afixyKETdLbfgXrGChFtvxTjkbEIVndhn5SElmr53\ne20tW6nc7KLlnb7EuRJoMTazJyFM1tiJSDo9uKoIKFY0Jh31ngjmkEGNOEtl6PUpRLRqxNxusKNL\nzyBYX8cJu79Alz+I/V/CCOsiBEHmHwaodDQhSCJKIEpc/xzclizCW79AURQsFguCKNB3bAqCmE4k\nFMEQY6K45H60pOLcH4cj7RurQNmrRqzN48dj+mofcVobOfZcnJ4QyuyXaZ70OCUBOxNa3kNoLcF6\nciY6T5iLm2Wmmk0E9znZ0SsOczDI+b4Usha+jZSSwvjfXUe7OZtX+97A8NGLWDNjEZohF3BS+zbe\nPnAnL6ydyUedCjtyZkPBQnj7HPB//6j1WFx3QiLpYgd//vgQnxc7EUUtOTk3MWL4IgB2776Qispn\nkX/EhZcZZ+KBWQPZfNfJ3DK1N7uqXZz74hbOeWEznx5s6nES+RfQy6pHtdanRrX0goCsCRJBxKr1\nISKT5O1AFkMoaBAUgbAkYOxSU0h0pnxkOUxHx3YikhtREMju52BPx8kYvdVkRmqorHOSmXkl/jQ3\nza1mMspq0Ys2ciatpNpxJv4YK4GtC/FuruWUvJFMG91Iu1vH9e9u4iSHhYd6p7Omzc39ZWpXsWFW\nVVy3hiLMKSinKfjrijr18Osm1qxGrF1h9bWxrAQEgaS83tR6apEV+bAziMGfgWBUc7HlYBSDNUhQ\nH0/IIJBn1FMdCGK22oiJiaG2tvabnZz+GFZHLx5pbqapq5EHtzyo2moOHoogilTu2Yk9N5FRhj5U\nt9Vz6NChYx7v7k9raK50M+nCPsTEGv5ff4v4jCxm3HInlz32LFmDhlK8vpri9wZTsamTLV/Nwun8\n9Ij1NRYLma++wgBBYNz2HdTV1rJgwYLDvRd+bQiiiHX6dAYuXcj0aTqMoXbWrg2w9Yr78O3c+YO2\nkWPL4amTnuLN098kNSaV+7fcz7krzmVj3Q8T6P8f9Ajrf2LHyioiIZmxs/OQ/X7qrrse79p1JN1z\nD7GX/Ab3umoMfR2YRiQddzuKLHPoyw28d++juHflM9x+KkK8ROb1J6FIEh5PdwpBRzV+IQF/95kw\nClqMEQOypoX4+JPoDKltUGP1sUgZ6ZSJUfShAJJ5IrLXRX/D5zg1Ik6djlWVq9A6DMihKIonhDtz\nBFJdGQa//3DXxV7DHWpr2WCQMJUEg00obdMQBQl7UvLh45e7I9aWaaei7wpxRnsmKTYjoahMuy/M\nV7bpAIwX9sIrU2j0b+GATeQ3lSGsw5PYFHFRE5fA2BoXJp8JKTGRrDffwJKaygUfvE1RV4Bck4F7\nQlmEz3gS4felcME7WHpN4hLnJ4yq/IhWyY5ctQll/qngOnK0/0OJj3MwSSonK1bPje/soahJvWHZ\nbMMZM/pjkhLPpLLyKXbvuQi/v/57tnYkDrOOW6bms/muk3lw1gBavEGufWsXU5/8gkXba3qcRH4C\nGhQMioDWp0a1DBoBRRslIOswiGHM+Elyu1A0YQRFOhyxloJRpLAA+ixABhRcsmqzmNvHTol3HFGN\nmZGR3TS7Ooi1z0SrtdJyTj6yR0NmtUxYOUj+OBcFAyche5toefE1lHCUx0+/itiULXx+qIs3t1Zy\nRVo816Qn8EpdK6/VqU0vRtjMvDskj+ZQmDkFZTh7xHUPvxLspq8j1t3CurSI+PRMMuNzCMkhmrua\n0ToMKIAukIKo1xIjBFBCUawWGUWU6NDoyDMZiChQHQiRnp5+ZCMVnRnmvMZQdys3iPGsrlrN0rKl\nGMwxpPXpT8Wenbj9EUaNGUVOQh379j5y1GCJs9rNjo8r6T0ykd6jjv8M/1dIyMph5u1/4JJHniZj\nwFAatlk5sDCdtQvvo/DAA8jyNzNbGrudzNfmkycITPxqM662NubPn09RURENDQ3/tmP8OSNotaRc\nNJvznpxFnF1mt2Eym+e9QM3cq/HvP7pf+D8zLHEYb53+Fk9MfoJQNMQN627gqs+u4mDrwX/z0fcI\n6yPoaPZxcGM9/cen4Egx07VlK11ffYW+b19sM2cgGrVIqTGE6j0owWOLprrCA7x9z+2seu7vCFIX\ng89PR58cg9IaJrSmEUnRHM5lxlVFULDhCkVIsxsxSRpsSLhkRc2vDqim93aDHZKSqI630ZrQh2iV\nnmnDtiMSpUqSMGokGroa0HSPwLt2NRMdPBaAtPr6w8JaMkSJhiuRoyH84YOkpV1ERxXEpqQiar6p\n6pa7VGEdPGEwPj2MORQhyapuu8kdYFNZK7Emif7XvQ0JfXlz7xe8lqcjxhOBqMLrOVqkSJhxFTqi\n7hCKoqCNiyPzjdc521lLXKcLncdNTSDEcqcLtDroewa6899EmldGw2lPYVTCtGhteDsaCL0yFYI/\nPp/ZbrcjCTLzRpsx6TRc9fpOnJ6vbZ8sDBjwBP37/x2vt5jtO86gqXnFj96HUafhsrHZbLh9Ms9e\nOAyDVsNdS/Zz3cLdP3pbv3Y0RNHLInqv6rLjizZjC+QQlDMBSBA6SepsR9FEDnftVLTqa6xHh2jM\nA1RLL1foCwCSkkxoLRYC2LEpbhSgqKiKtLSL6bBU4PJlkl5ViVGbjC1vMXLKybSmZBHct4zOTw9g\n0Vl4bNYUNOYiHlxRSH2Hnz/1SmVavJV7S+tZ36YO1kbZzLwzOJeGYJg5BeWE5CO7ifXQw/8SGlcL\nmpYG7EZVULd3R6xbaquJTUkjy5IFQLWnmo5QhCvGmNhmSMYVdDFbdwBn5T4cRvU5WBzwMtKqRxIE\nHq1sJD09A3eLn7a2bxWhJQ2ExH5c2VjN6KRRPLztYcraD5AzbCSLvOmc/tTnGAaZScvbhs5QSvCf\nBreRUJS1CwoxWnVMvLDPf+AXgqScPM6adx8XP/wkGX2H07gtkTWPb2HZi+fh6aw8vJ7W4SDj+X+Q\nVFvL6Y1NBAIBFi1axJIlS37VKYZGu4mz/3IKmf0dFPe5mEPNsVSdey51N91EsPS7riv/jCAInJJ1\nCkvPWsofxvyB8o5yLlh5AXdsvIM6z7+vA2aPsP4WBetqkWXlcDOYmEkTSfjdzQTLyqiYOQvf1i3E\nzuqF7A3jXnd027a9az7hvQfuor2hjnGXTCH/7Aryx51K4o3D+D/2zjw+ivr+/8+Z2XuTvXLfCSQh\nJJCE+1IOOUURsKACoq3aWluPVqu2XrUeVaut91nFeiMoHuCJCqLckEBCIJCQ+z432fuYmd8fiygC\nHv3Vtl+b558z85j9zM7Ozvvz+rzfr3f0lFTksl4WBseh7znysPQ1E2P1YOoPE2PUYtJqcUjQHRaI\nthTSF4go1ja9DV1iEhpZIa7XjZhsJKV/DaqowW3U4gkHsOltCFoRUSviK+/CnJeD22wnpakZ2xE7\nI3dPN3KgHJAI9iUzeNC19Hd1oCoKfveXLb0VrxdBq6XcV83OHIHYHYdJOLKE197nZ3N1FxOzYxFt\nqTD5WvabszkcG0ZyGOjc3UJJgp2JzZ1Y3EQU9CPG7xq7nZxnnubC8p0c0BgoOlhB69fVPYOF5Kyx\nmMMemoou4qrc69B5Owi0ln/vexoVFYUkSUhBF89cOIYeT5CfP7cLf+jLiVFS4gLGjV2LyZRNRcVv\nqKt/8nt/DkScRKYOiSPaoEEQYHbBD6eI/FiRUMgIahHdkWKf2r6tBPXdmORTATAJfmL6e1GEAKgC\ngipgx4EiQHqbCas5E602Br0unl7fNhTJjxBWGJNbi1lu5pA3E40o0NTUREryEkBFPm0QogpxZXF4\nfVVMWNzFzqJhEA7Q88IrAMzMnMG0EZ3IisBLOyuRBIFfpsWjAGvav+z4Ns4WxV05qRzy+tnn/t/L\nlRzgfwM5EOA36+5n9ppH6KjajwmV5uahdD1XQXHmDFrLKtEHo+mP+SUfdXTQ29bP+BIPTziz+ECj\no1Zx0NlcRo9bRUWlpamR6z5azgX2TtZ19nGg24ajaywvr3gdz5FCeva9Dq17kU67iT+fehdaQeXn\n7y2hJLaeaLWVlv4gZa3PImh9HK4eQ2vrsUWMO9bV0tvmZfoFQ4/rS/FDkzg4h7P/cBtL7/grcZmZ\n1Hwa5pU/XnHMMT3PPQ+qSnD6aUeLGB0Ox5ci3P8oWp3E3MuLyRmTQHXKHJoX3YZ7y1ZqzppP87XX\nEaz/9tVsrahlSd4S3ln4Dr8o/AUbGjYw7815rD60+gcZ80Bg/RUyhkVs88o3RmYygiQRe9llZK5c\niWg203DRxfQ8/zCmEbG4N7cQaj/eDiYhazDWhERCfh+1O5oIdCVSffheFCGA9fQsxEUpgErUh26c\n79aiRmeQE7UbjQxqux+zToPkt+GSBcoP3E/gSDWxgIB8uJrsjl4INyP3HQKNHkEJ47VKqEBIDqGT\ndAQIIpo0aKMFmlPiSejsxHBEjW45uB9VrkXSp+OsV6mteYzRZ5yJs72Nl278LV2NkR+paDKhhkJk\nGdOoGKxFcHux9ESWpbrcQXq9IcKyAiE/fPAHlrp30aUYCPUF2KG4UQWRZc0io40aQiqEe760p5Ms\nFub/8hIAZuzcTPHmT4+/GVsfRdYYuTp6JoeiI01p9D3fvw2sKIrYbDZ6e3sZnmpldkECe5v6qGp3\nH3Oc0ZjOqJGvYDCk4XTu/N6fA9DtDrD079vZXd/LA+cWc+6Y9H/qPP/LCILARK+RfkMkrz6xw0lb\n7otohVgAdIQxBRKRRS8gICLiUOxEmRMZ3GLGJJnQ6RxodTZUNYgnZh+iWUtW4HW8so0aoZCwopKY\nmIjRmEJMzGT0LdsJC1ZCjx7AqE3D6VtNcmskv1OwZB0d2x+n/BrR0Mhbexqo9wX4RUUdqQYttwxO\nPuYaxtkiBcj73QOWjAP8OJH0eraNnkNedyMlV1xOgi5EHd2EappI6cngjKSfo3m2iShNMf/osGNW\nFNK7wkyu6eWJoJeNycPJS8qlrKMDT3Qt4w6pTH+rkbWlvyGrfwUP6bsRNQKh1mhefPFF/P3d8OHN\nkFgII5YTb4rjkgQdBo2BR6v/wf6x6zGm/51nyj9A45uMx+OgufnY1L4vhN+DO9qQQ/+Z1aT4QZnk\nnx0ibng37jYB9ciqlnvzZnpefpnDy5byfnk5drsdgHHjxv1HxvnfhiSJzPxZPsOnpHCwK4bmy57B\ncdFFuNavp2bBwqMuZt+GWWsmz5GHVW8lrISPZgT8qxkIrL9CVmEs+acmU7q+gaaDX37hxmEFZK15\nHfvy5fS+8AK9L9yMoAHn2prjlmkSs3P52d8eZ/rFv6K/o5PKNXbKX/Oxa9MNACiJOtbodhAeYsS9\nqYn21l+T6CkDrUCqS0Wn1SH47CgItHS+SpYhUsS1q30X7i1byDBZ8ZgcBFs+oVvOQAX0sZE0jxZP\nCzadjX7c6JKjqG+vxNrnRHI4EDSR8zRVVmCJjWXQyFNRwyHKNr5Jv/5+zvr9RQR9Pl6+6XdU7dyK\ndOTBTlftLBi5HID3KiMeov3+EFdMy+aDinY+fmMF9NRw5qTzmO8REWWVw95aJFXh3mIRQQuCAKHu\nY9W7fV8IxirE3H4rztfXHN2n9Lcil63i+fg5BPRWHpt4Ckh66Dr0T91Xu92O0+lkXVkLb+5p4fzx\n6QxPtR53nChqCYedGI3f336pxenjnCe3cqjdxVMXjGJ+cco/Ndb/dQRgSFBLT1REsbEHouiSDxJQ\n6wDQoSAEc5FFN6ggqiJ1+maKjGMxBiV6q2oRRR2SFIUGC+743WiEFsydm6jwzUKJirRHz8iILFOn\n2s/E1u3GkzYcQRWJ00zGHyhnSPs+wklFqLH5R8eWFp2GI7aWpn4t55RWE1JUXi4cTLz+WPUr3aDD\nLInsH1CsB/gRUzd+JiWDRpHd3E56y152YgX1UhKmVdLmaCbgbOfPZeCRori7rJlUrUh6s8iwxg7C\neTb2DC6mICMDn7mJ2skFTN3i5oFPMwn3bELtvJaq9C4MgQTam7s5+MwvwdUCc+8FUcLp3EWG2M6K\nKTfyxllvMF0ZjahxsiXcwVXdJWxP2Mp7De8ddQ8BmHj2YMbOy+LgtjbevL/0Gzv8/RDIsp+y8kvp\n7v6U1EGzUFWVgNeL3N9P0403sWv6dHbJMoWFhfj9fjIyMhg06NvtfP9XEESBU8/LJS49msrd3URf\neiVRp56KZLEgmL7dSOKw8zA/X/9zrt54NRa9hRWzV/CLwl/8IGMdCKy/ximLcrDFm/j4H/vxe75M\nURANBhJvvIH0Fc+g9Hfh2/0KgWonvr0dx51D0mgpnjWXix/6O6cu/Sm+ThufP1HFa/dchbOtlbAg\no0y2E/PTAhTFRJf3TwyPE8kNSciqhF6O5Kp1h2z0Nd5PWnQqW5u34N25C934CXw8cSaq0s36ynQE\nIEc/GYCq3iosshmv6CcQK9B2YCuJ7e1YFp6DIEkR67/K/aTkFTBx0WwQDLiqJhIKOanvvpZpvxlG\nTFoKb993J3tqD6ECcm8PE3KmA7D98Efo7Dvo8QS5dMpgcmP13FwahXvouUjZ07jAI+GVoM6ickdC\nF9XGWH5VZEQVBbwlx35PJf1eNAI8teSnmCZOpPXGG+lb9w5dwTBvrfsLghKmuugi1o8eQqE1GmKy\noevbc6pOhM1mo7rLy7WryxiVYeeWMwtOeFwo1E847MJoSDvh/pNR0+lm8RNbae8P8PxFYzktbyAF\n5J9FEECLQGts5B61j5lOXGWAgPAJADGqgYPJJlRBQhWCSKpEs66DqjgXGkHH/lffQ0SHqgSxyuNx\nx+1FqHgWBIl93tmIDjsoMrFHJo6O9h5EoCk+sjIUK04EFQJjwjBu2XFW6qOydQRHxNAUCPHs8Cxy\nzce7CoiCQL7ZOBBYD/CjxmbW88y489AkJ3Pe/k2oCLwWtRzt1t+RMynIpx2vEW0vp9hTy6p0Pd4Y\nDYoi8adSPa9/2oulup8KWz4Gbwq1eqi4+CIStx7mhY/zyDPksMPyOIqsMtiRTUHfx9RbxqKkjgWg\nre0NJMlEfNwssu3Z/H7OMmK6zsHesIhFhrn0a12sDa9lyqtTuOqTq3iv9j18YR9jzshi9s+H0dXo\nYvXdO+lqcn/LVf5rkGUve8suoafnc4YOvZuElMg72+fup/HOO9kwNI+auFimTp1KYmIiHo+HadOm\n/c+ngXydA1ta6WxwMfbMLIwG8GzeTNTUqd/4PbmDbu7beR+L3l7E/u79/GHsH1h15irGJI75wcY5\nEFh/Da1eYuZF+Xj7gnz68sHjFGnzxIkMevstDENNyM4Gul/cTaCq5iTnMjB2/iIuefgfpI/X0FhW\nxYf33Ya+tY6Qx40xz0HCchtGcRuDvCLTozTInQL6YOS2vFV3Gh7PIYZFWdjZuoOQ34s0fjwHBw9D\nE5tCS187XtWIraMdgN5AL6ozMgvf0buX9EMHUAQR49yzIvtbW/D2OUnNKyA21YolvpCepsMU568m\nPn4uzW1/J/usGgpmjqRkzw52Zybia2tDPNL2fIQ5D33CWxzuL0cnCdxleY1W1c590iWoqkpCTT8l\nNijPK+TMBB0/87xCRbyW3xcZ8FT1EqjrO/rdlLq8REkSaVYL8VdcDkDNgUrmbdvDtJrVNGbO5I6x\npxKtOVJQGZv9TyvWOrOV993pROklHl82Ep3mxD97vz+y/G8wfHfFuqKlj3Oe3IovJLPyF+MZN+ib\nu3AO8M0IgoCIgMs6Do+2jxqblb52O4oceQFaBAm9A0CDgg9RjbQ1f9u6Ba0ljtqaEozlE1CUIBbX\nWATRA3tewBk7E6/iwCeA5HXTcnA/AOK+NwhaY2kz1hKOUekrrUN/QMA3RYdoi+OrzomKqlJnmYFq\n15NS52aCLeqk15EfZWC/x/c/XXg0wI8bu0lLS1gi7YEHyOzrIMfVxHPtufgcw7F+8juGjR7O3g3v\nc2teGtaAm3tGGTHadGwLhdEKXSyrD3DJ9iALNUMYrk2nwuOh/NLLkPdU8JeXPGQkL6LWUUn/IT0B\ndLzsymPdunWEw346Ot8jLm4WkmRCUcLUNd5Hrr2LNnchI7ZbuLn210xtmcqCzAWUd5Vz3abrmLpq\nKtd+ei31ceWc8dsCVFllzb27qS3r+kG/p3DYw569F9Pbu538/PtITlqEMTqyytz43ru8EQjQmZDA\nggULmDhxIps3byYrK4vMzMwfdFz/1+hudrNp5SFS8+yMOj0T765dKF4vUVOnnPB4RVV4+/DbzHtz\nHs/vf5752fNZt3AdS4cuRSNqftCxDgTWJyA+w8LYs7Ko3t3Bwe1tx+2XrFZS77uX6CmxCJpomm94\nlt6VK0/6EjVF25h32WMMP78D6xAdWmc3799zK5++uIKgIw2H/q+Y8/YRJQlM9BeQ54+kEezrjkUf\nNYOkUDlexU91qoQ0ZgwIAsmFPlDdfNo5huj6bUiqioiI/0je9/bKbQyqq6crphBskWCv+WDEZiYl\nL6IGFs2YCarM7ne3M6zgfoYNe4RAoAV99mrGnZdMp9XImpefwXXEIWRZ+kIkxcEO3/207nmBUS2v\nsDzLw3O7OykrbUNwy3RquqlFYrMnmsnCBmaXeNiUoOX2YQY6X65EdgcJKAr7XD5kVSXHpKfjgQcI\nWiycWzCen7S+iy3sIuO0a46dhcbmRiz3wsd2sPo2ZEXloV0uPKqOR5cUE285uW+pzx/JrTcYv1sa\nx866Hs57ahs6SWTVpRMYlnJ8eskA3w8BUFWBBMmHO9qHvzfACst8CEV+Cyp+ftoMAZ0eBAlRFdEo\nWhQRqmL9hNQg/aVWTPuLMbXnk9QWRgx6aY9fiiKEcLpcaANe6spKob8F6jcjDF8Cgoh3kozrlZWI\nJUYUk5ewtRL5K8/07Ydb2BuwYmjeSsfBPmo6T652FUQZ6Q8rA63OB/jRYjPp8IcUhLx84q+5hlmH\nt9OldXDvnmxCxnjGuV8BVPo3bufXXT00mSXK0lQMYYFes4XGU/7Ex9m7+DBJS3Ywh1GhQRzo66Fk\n8a9Q9IXc+swuzAkKihLNs8zhzawdvFb1Gp9suJ9w2EVi4kIAWlpW4vFUMWnoGIKCjmqPl3jFSkwg\nhkUxi1i/aD0rZq9g3qB5bG/dzm82/IbF287iwOx1dGVUs/aJUko+qP9BJsHhsIs9e39GX99uCgr+\nRlLiAgAMR1LS3i8txRsdzbKlSykuLmbHjh1H1eoBviToD/P+U/vQGzXMvKgAURRwbdyIoNdjHj/+\nuOP3d+/nwvcu5MbPbyTJnMTLZ7zMrRNvxWFw/FvGOxBYn4QRszJIzrGx6ZVD9HWeeEnXsWQ2hqEW\ntIOm037v4zReeimhjuNTQwAMhmSKRt9NVEE3nsHDSB8xml3r3uDp317GNm8xZtbzZDBAV7Cfyeoo\nAKI0Hiq9F5Nn0iIAB8bGI0RHHsi8cAmJZpnKHpGw109RIEBhbCGm7ojCG3OwCp3fT3PyKcjhSIFE\n84H9GKItOFIiiuzIOWMRNQ4ObNoAQEL86Ywb9z4Ox2QC1o8pnlVNWNPL6/ffCYA+IJMlX46ihriq\n5C/4EoZx7fkLSIg2sH5txJB/3KgU0gw6HmvXIOpdjK0KcG6TzDtJWu5JFeleWUlFv5egquKSFUaV\n78G7bTtPzl7IaemJXN22BlLHQNrXijZic0GVoaeW78P96w+xr1tldlw/YwfHfeOx/iM+1sbvoFhv\nONjB8me2ExelZ/VlE8mOP7l6OcB3RxBARSSFRnqtUVh8FrbrC1GOGL07NT3EBSFXm4OADknRoFN0\nqKqIaIpBb4mmVt1JdMUk5NYw6S0yLosRpz6fkC5ii5cYH0d9WSlUvAmoaIsvxKEfg3eCgtTVRqN1\nCpIUhS/2UxQ10qntmaZOHm/s5MJkB/ZQpJL8nbKTt07Oj4o0xBgoYBzg6tGm6wAAIABJREFUx8pR\n/2pvCMdPL+T0DCMaJUy1pYgXylMwaUMMj3Wyb8N6zg4lc0aTi/fSI8+Fzmsls+kmsqM2c7gnzFmT\njbwwuZjRmaM4rLbzeW48uqHnc1Pnk8Rqa5H6L2C8ZTSlsaVU+19EJhqHfQKhUB81tQ9gs41jcv4p\nkYGNmUyMGo1ApHujJEqMSRzDzRNu5pNzPuHJGU8yI2MGn7Vt4pWYB3hp7C3cvfdOnnhuFcF/of98\nOOyidM/P6O/fS0HBgyQmzDu6r72758hBIS6YN4/BubkEAgE2b95MdnY26ekDhe9foKoqG186SF+H\nl1kXF2Cy6FBVFfeGjZjHj0c0Go8e6/Q7uX3r7Zy37jwaXA3cNvE2Xpz7IsNih/1bxzwQWJ8EURSY\n/tNIu9OPnq1AkU9cRWw/eyiiQYdl4Y14d+yk9qz59L//wQmPjYubgcM+DVWnp2DeMC689xHShxWz\npc7I0+u9hCjj854DHHRFlOVzNCF69oQZlnYVaTqZ0hw/ihxEUsNk97Yzc3ISiqqwrSuDae4gMzNm\nkulOAqCoph0hIZle+xDkUGQm3lxZQcqQ/KNKsEYnkZI3AW9fHa2HI/aBel0shcOfYOiQeyBBJmdh\nFXFjIn829Tu3k2RMJ7pjIZUS3JI5hCiTntvm5zPEJ9AiBhg1aSRXZsRT5lGpkArQ6FTmtcPy2iCr\n07Tcjw/XR5HPEmSZjKceozk+kQkXX8jj4j7E3lqYcHkkwvoqsRFnkO+TDvL+vlYe2VDNEE0XZ+V/\n+0zV52+MFL1pvll5Xru3hZ8/t4tBsVGs+uUEUmzGbzx+gO+OgICiCqTRSIM1FoNsxKQK+PyRdCRZ\n9PKOIcjUPgvRQj8aRY+gCiBLmMNROIqG0tbTTF98KWpQQXZNpSFJIswhwvo+RFEkb3gR3U0NyHtW\nRlwGYnOIF6ehWKH91Giss84gIeFMvLbtyJKPda293FTVzOxYC3/OTaMoKR2LpYN13xBYDzUbEID9\nnoE86wF+nNhNRzoueoMIokjeXbczrvcw5VIK2vhcVh0azBhbNYISxlXfyuWdIVyGXhpiBep7A0h9\nUWRl/oqc1hA3NjzLXmOY32dnUTjtNOqkTjY5NiFoWsiRfCheOP+zc1jd/WdyTQEqug389u2rqay+\nj1Coj9ycmxkUF4XVqKXZ6EBCxBCQqdy755gxa0QNE1Mmcvuk29l47kYePu1hpg6aTE1CKY8JdzDl\npanc9tkdlLSXoKj/vHNIKNRHSelyXK59DB/2MAnxpx/dV1JSwtvvvgvASIeDtLGRvPHt27fj8/kG\n1Oqvsf/zFqp2tjN2XhYpQyK1McHaWkKNjURNmwqArMisOriKM988k9erXmfZ0GWsXbiWhTkLEYV/\nf5g7EFh/A5YYI1OW5tJW08/u90/slShF67DMyEBxG0n+20to09Jo/s1vaLn+emTX8Q1NYmPPAKC2\n9l6i4rTM/92NLF0yiTidi5SWDciBHdT3l6NRNHTpXSxtk5HeyqTYZeAQLg7VPsLovgqM4SDxY+cz\nePRk9vQmMaFby5zYGciySEqXSlJTD9pZC0AQkcMK7t4enO2tpOblHzOeCYsiHRS3rH7n6DZBEEhO\nWUTiQw5M/XHYhlWgaKFt/y7Sdr9CsCuVq0yDeb9jJ0+XP02Cp41CJD5RoKHXzzmJDpJ0Em+wGK1J\nJgRceSjAMpuFZwfr+bzLxdSuMKdv3Uh6axOJ11zD8swkhK2Pgi0Dhs7jOGK+X2Bd1e7imlV7KUg0\nMVaqIzX121Vov78ZozH1GwshXt7ewJUrSxmRbmPlpeOJjdJ/p/EM8N0QBFBUgVQa6LRE8uAcskjA\nH0nh0RBiZaALp05klD4TSdajCgo6RYuIiCYnBVWGg8a30QqVOMO/xB+cTUjcTEjXT0pKCoOKR2HV\n+pDa98LwRQCoqw8gdUPfNJGc3FySk36CKgUoHVTFFdVNFEebeDw/E0kQKIorImTazsF2F1XtJ25a\nZNZIZBp1VAwUMA7wI+ULxbrXG0l30jgcnHv6aHq1ZowkoyYXs6E1i+G2VgJOD/G6KKJa32ZPlgmP\nT6arL4RGiqz0FSg+bpJ/h5YA1wk28k+ZwGEvvKK/EEPDBgzBPkpCfuTkcgRB5ayDV/Kr7XOR3rNj\n6jofg5KFIAgUp9nYe+SZjDc66Ol3sf/zjSccv07SMTVtKvdMvofPlm3id6m3kNA3iDeq13Dh+xcy\n67VZ3LfzPvZ17fteaSKhUC+lpctxuw9SOPwx4uJmARHl9ZNPPuHtt98mvivS+MZQEHkf+3w+tmzZ\nQm5uLikpA45SX9DV5OKzV6tIG2pn1JzMo9vdGzYCEDVlCqUdpSx5Zwm3b7udXHsuq+et5vqx12PR\nWf4zg2YgsP5Wcsckkjs2gZ3v1NFW03fCY6ImJqFJMOHZ6SbjuReIvfxy+ta9Q81Z8/Fs237MsYpy\nJGgTQuyruApFCZFUfCqLM/YRO3ESQUGPGPChl/XUm9p4SvUjd0hcXHUbI9z57Kl/kRk921BEDQya\nxvSLfoYqCBzutKM/1MQhoZ2ZJQqKJKKfHQni5bBCc2WkWCtl6LGOGGlDMzBYMmnct+U4VV4vxZHy\n2WiGDLkd1QhxWS4SorYzvWU9C0bfxdysuTy6+1EqPtyFhECJTuWGNeXoBIHL02M5JAylMUkgIKsI\nwJ90FuY4LDw8RE9xV5hfrP8I7YgRFJx1BjTuhMbtMP5XIEochz4KLCnfyRmk3x/iFy/sxqjTcMVI\nI5KgfrfA2tf0jYWLj288zA1vlDMlN47nLxqHxfDvbTLwv4AgRHKsU2mk2xL5HTgUgaA/8l1LQpj2\nkJYHcrQkqVYsshZFULAFI0qGSwcmh46eSoE47R/QWbuIP/BTorrdhCQXGRkZxKVnMizuSH50wUJ8\nFRW43nsfZY+F6Lgu4uJVLJYRdAeGc/vgYuI1Es8XZmGSIn+XxXHFiNF7EeAbVev8qAFnkAF+vHyh\nWDu9X6ZPzDnrFKyCzLqWMLOLJ+BNGEdI1aCXDHQ3lBOuKaDWtpWQBKXB0FHXnaTEhQy1xHBj6Fck\navwEal7iLNZTE7Cy44wzSKCScFDLoUAJZlMecWdMwx17AKMzm7SS02i/ayf1f9vC+UENhg4fXlSG\nZA0DSeK9FU/ScujAN16LUWPkwumLeXLho/zy0F+YVXshGZrBvFT5EkveWcLcNXN5qOQhDvYcb2jw\nVYLBbkpKz8fjraKo8AliY08DIBwO88Ybb7Bp0yZyXC6m7tiJwWTGf6R+adu2bfj9/gG1+isE/WE+\n+HsFBrOGGT8rQBC/FLzcGzYg5Wbzx+qHueC9C+jx93Dv5Ht5ZtYz5Nhz/oOjjjAQWH8HJi8ZQpRN\nz/oVFQT94eP2C5KI7azByL0B3FvaiLv812S+8jKiXk/DT39K+113owQiRXeyHDFwHpJ7PX19JdTU\nPgiJwwEojPVSZh2NIIfRyzr6vG0EWl+mtuIpNKjc0Xg5QyrP5ZTgdjoTx4DBQnRMLOFsKwf649n3\n/nO4lX4m71OpG5mIJiZStBgJrCvQ6PXEZw4+bvx5E6chh3rZu/7YxiiS3Y7S6yQ1ZSl6ewr6gIGM\naa2MPG0fq+67mUssP2G8PJ5ErxVZBwvm5rK1ppvVu5pYlpyAjV7WZ0bhP9L+vba5n139bgyyyoND\n9JTNuYzka6+LKMRbHwaDFUacf/IbEZvzrYq1oqj8duUeGnu8PLZsJL7uVsxm89HOkydDVVV8/mYM\nhuPVAlVVueu9A9zzfiXzipJ5avlojLoTBP8D/H8TSQVRSRLa8ZhAlQQcskDIfyR9SQjh1+ipkDvZ\nZYM40YwiKCR4IilQ/c5+Uopi6GvT4Q5rsC8pghQfiQfOJlcyk56ejiCK5Dt6aA3aUaJTaL/jTkSr\nlX3hcaiqSHv7arpDMndrrkEVFO63q8TpvpxEFcUXIWrcpCcEWVfWctIXbUGUkTpfEE9YPuH+AQb4\nv8xXU0G+QKcRmTcmk60phTT85W/MW3YJvQlTMUgGetxufunZwRkOJ5XJKl1+BfeRjryiqKO46B8M\nsmZzR9cFLGt5m5KUITimzqS+qZG28bEgeHE1jSG0x0gw9SC9xQ+zZcjrPBmzjpWJH3DAdZAhdW4e\nxYwOSGk2kxNOwhyTxpv33kFfx/FGBF8nIdPCsutOZZxuCiM/PJeH417kTxP+RLolnRX7VrBo7SIW\nvLWAx/c8Tm3fsfU+gWAXJaXL8HrrKCp8mpiYiFuFz+fjxRdfpKysjPEOByPeeZfE66/DaLXhc7vw\ner1s27aNoUOHkpSU9C+6O/+3UVWVjS9WRvKqL4nkVX+Bv6cLT8lu3oxv5P269/n58J/z9oK3mZM1\n57/GnnAgsP4O6I0aZlyUj6vbz2erTqyYGgbbMBbG0r+xiXCPH2NhIVlvrMG+dCk9zz1H3aJF+Pfv\nPxpYJyXNJTn5XOrrH6fbUwb2TFIDVXRJIgJgVMzIJhGb6mOnuY9P+17m45j1FHdOxtZ+A+3WuUc/\ne/9oAZ2kUNtSTU59J1EB+HikBumIrZwcVmiqrCA5ZwiS5nibmQk/mQ2ChtIPPjxmu+SwI/dEiiw0\n5misbV78zXlEp3kZPK+CT1dfT1pLMimqnV3RFZxeZGVspoM73z2AyxtivvgB1RYjlTqZkE5kfXUH\nWlHCLwkMaevgT+PSeK9ZD711cGAtjPpZRJk+GbG5EcX6GxSDBz+u4uPKDm6Zl8/YLAdNTU2kpn5z\negdAOOxElt0Yjcd6WMuKyg1vlPPkpzUsG5fOA+cWn9Sub4D/fyKpIGDUWkjVuvHaNMTIIpI/8txI\nggzIxLZ28edhZvRqJODViAHEQDTuPjfpBTGAwL6+0WjSs4i5IB+frYpTvKNJ8EZDxwEscgf7exw0\nP/ssvtJS9Bcsp8eYiOgaRF3LOi4sO0yXGMXv1Lsxu9cdM0aHwUGGJQOro5rDnR4q206cDpJvNqIC\nlZ6BAsYBfnx8tXjxq5w9Oo2AqGFL8nA6b7yRhVffgEY0EVR8DO8r52ZLBo2OT9CH4KWvZFhqNGaK\nCp9mdH2QsEZga/5P+LNqRjp1Oi1trXhT99HXVITh5Wb2b74KoyGd00+/D7uUQCBsZNu0es4ZfAs3\n46VGlJHcClPC+ZwpzWOy5Wz23vsGrso2VPmb0zqi7HoW/m4kg0fEsffNdqzbhvLYtMf5ePHH3DTu\nJhwGB4/vfZyz3jyLxWsX83T509R076WkZCk+XxPFRc/gcEyKfDdOJytWrKChoYEzJ51C5opniZp8\nKrbFizFER+N39bN161YCgQBTp079l96f/8tUfNZC1a4Oxp41iOQc+9HtW1q2cOdDixEUFd+4At6c\n/yZXjrwSk/bbG8T8OxmIEL4jydk2Rs7JoHJLK9W7T+z8YT1jEIIIznURX2vRaCTxlptJ+/vfkZ19\n1J57Hv1btgAgSRK5OTdjNudQsf8aAslDsPVVIh9Jg9AHjHgFPzlZE8hv6qTH38fG7o1cn/EAMiL2\n0mL63q9DDSt0q33Epgdp92mJaaqjJUZkc1zv0cDa73HTVV931Gbv65gsUcSkFdLbupf+ri8txDR2\nO+HeSAdKMdiB4g8TlXMrf9p2HdqowWRNb6AopRqzamCzbhfXf3Ydty8Yii8oc9u6/czW7CI6HOLD\nDC3VOpVRYYlzEu0Iqsotj9xOZlDlt0Y/H36wCQQRxl36zTchJgeCLnC3n3D3+v3tPPhxFYtGpbJ8\nfAZer5fu7u7vlAbi80Ws9oxfUayDYYUrV5byyo5GfjV1MHcsGIYk/nfMiH+sCICsqmi1djLELjqi\nJRyKgD4YUbYkZDSiD7E/RKcUoEuQQVRQJTD2Bgj2B0lx15NgcHHQY0MQBUzWNKpyX8Rrbsa1+jD+\njRtQBZEap4P+J57EUFhIQ04uAPGu0TwYXk6Jy8uddQpDuzT0edehfq2QqSiuiB7pE0Th5O4g+VGR\nvPCBPOsBfowYtBIGrYjTe6yl5Ig0G1mxZjZNXEhg/wF6H3wEAQE3Cvv74lFfv4nFKSoufYiuOpkW\nx5erf1Llu0R1d9M+fCTnBX7DAksHjwhRuCZOxRv20ucoZ8vkcwlZ3NjeMWPVGli+fDkaWYO91M6j\nc/7KNmMPD9FLlbmRT9OqqbS1Y01OIkvMp+8fVbTcsZXulw/g2d2O7DqxHaZWJzH7kmGMPiOTyi2t\nvPVAKaZwNOfmncuzc55l/aL1XDfmOnSSjgdLHmT+uvP5c20rh6KXENRlAdDa2srTTz9Nf38/5y9Z\nQszf/46o15N0xx0IgoAxKhpPfx/btm2joKCAhISBxmIAnQ0uPl9VRXq+g1GzIx1yW9wtXL3xai5d\nfyl5B1wotmhuueh50i3/ne4pA4H192DMmVnEZ0Sz8aVK3L3Hq1Aaq57o09Lx7+/Gf7Dn6PaoU09h\n0Nq3iZ4xHdeRwFppaUGSjAwb9jCy7KEipg1NXy06MRJAGIMm/KKfrLaDmL0C/ukGZhWexj5TNS/E\n/4W+5M9wbWyk49E9RDv1VKfriRb91EUplI1KxSv76AxEAtDuhsOoqnLSwBpg9BlzQPWzefVHR7dJ\ndgdyby9q4y5EXwuKNpaYtFxaPYl4jA/Q2DCSVDkeFYUR7j7KanbwVuNT/HpaNmv3tlDWkc3o3sPU\nJGppSzOTG4Cy9i7SW5v5bMQ4Li5IJT0El8YMZ/uQ68GS/M034BucQQ53urn61T0MT7Fyx4JhCIJA\nc3PEPu+7Fi7Cl81hfEGZnz+/i3fKWvnD6XlcNyfvv2aZ6ceMIAgoiopW6yBdaKbRBFZFQBeKBLZa\nQSZDE6ALM8U1lexKsBAmombLQi3GWh3Wyl1kxXXR43PS3dSILMu0O2NpGXM3mjgdXSVDCMQtZXCf\niOh2k3jTjVQ31GPt7eVZ86nsEsbzc8PHTHeqaJsmIattOJ07jhlncXwxfXITIzOiTpoOkmbQYdGI\nA4H1AD9a7CYdvV9TrAVBYEFxCjudCoHzL8L5ykuEW/fwWVQ+CCKb2tNZsmcFHbZSsltDfFhsJAgQ\n9MCHt0BiISlnvENi/BwW9V3GxdZ6doqN5BdsQNZ66SdAfVs+ylt11J+/HJuismzZMtxuNzvW7WBG\ndg716NEERNaGPuDzwD7Mv8yjf0aILR1v0St1Eqjpo3f1IVrv3E77w6X0fVhHoL4f9SsdoQRRYNy8\nQcy6uICOOher795Fd3NEeEowJ7A8fznPnHYvd2bZmW8X0BozeGTfSma+NpNz3ziXP7z6BwJSgIsv\nvhjLxx/jLysj8Y+3oI2PB8AYbaG/u4twODygVh8h6Avzwd/3YYjSMuNn+QSUAI/vfZz5b87ns6bP\nuKLw14yulbBPm4Eg/femYw4E1t8DSRKZeVEBsqzy0T8OHPMQfkH0KSloYo0419aghr9UuSSbjZS/\n/Q3TzJkIikLtwrPpXbUKsymbIbm30kszdelG8k0Rr90oJRpFUHA2HqAsfjAN6nzOXXQtdlmhXBZo\nGvQ8NYMexdfh5M6DvyKu51QKvD30m/QomogH9Jb2SBDf3XQIQRRJyhly0mvLP3UckjaK6h2bUI5c\nl2S3gyyjrPkNkkmPghm7OZLrVF1eQn39MGJc8wnYGkmeUMLVgoaNW14lOa0Ch93Air1TGeXejzGg\n8FaiRNgZoKTPQ15zPS+evpBim5lV2u3EBMOc75jJvu5vaS8bG1EVvx5Yu/whfvH8LrQakSeWj8Kg\njTxwTU1NEYeT5G8J2PlKcxhDKn2+EMuf2c5nVZ3cffZwLp1yfF76AD8MkVQQFY3GRopaT7dFQkRA\nJpIjr1Flkg1d9KhmCmor8euNhMQw0YoBozUTfWsZfR1BDPluBAQqN2+ktbWVrq4UVJ0XYfxnaIRW\nupsWk+Iy0BRrJZyRQWNTEwfjUnnJnsh51lam+B4nqG9Cah2JoJppbX39mHEWxRUBkJPWT123l4qW\n/hNcyxetzQdSQQb4cWIz6Y5TrAEWjkhBVeHz8Wehyx6Cr+Q5/EE/qafMpsYdQ4dLy1zWIqmQ2Kuw\nQmOGzx+A/iY4/R5EjYFhBQ+QnHg2pzmv5jL9W5gcPdRl5yGLAeprTuG2y35HoLGRuiXnERcMct55\n59HZ2Um4vYpeBUzaVPIH5YMKP131U2oG+UiaOZwPyv9OS2EL8VeMwDIzA0Ej4trQSOfje2m9Yxvd\nr1TiKWlHdkeuK2dMAguvGYkcUnj93t3UlUc6Nfp8TewuWYKVfq6d+gJrFqxj7YK1LIhbQGNXI7vt\nu1nlWMUNm3/Lq58+ijBvBpa5X6Zwijo9Qa+X4cOHExf3zT0W/hdQVZUNL1bS3+1n1sX5bO39nAVv\nLeCxPY8xOXUyby94m/Pl0Sj9/UT9l09EBgLr74ktwcSpi3NoPtjLno8aj9svaCKFjOEuH67Pm4/d\nJwhIWVlodDqMRYW03fJHmi77FXHaqSQ6ZlGTYaLQVg1AkjVSeNgYbaAr20ZZeypi/RYm+HzUWhVc\nyb8nlL2Tbaa7afUc5kz3KaTEX06SYEBorSbGncCG5o8B6GmuIiFrMDrDyf2WRUkis3gSQW811bsj\niW8aRyS3SW7Yj5g9AdnrxWHSES34cTZUMnbYKIROiBs7iYSYZTiye7ki083n799JR4YTlz+K/X2J\njDvo53OdwqcOkT6DkZjEBFzmKHL0Isl7H2Bl62uYwirnllZz+JvyUS3JoDUf4wyiKCrXrNpLXbeX\nR5aOOMZTuqmpifj4ePT6b7fE8/ua0GgsOP16zntqG3ubnDyydCTnjf3vXGr6sfLFmoCocZAkH6Qr\nKvIX5TVGlkm1yNhNDQTRoPj8RHn9KIKCWY7Co1eJ0lh4rXE0zmQNSSmDObD5U+rq6vB6bciBeITq\nV4g13IoadGEafwVtaUPZtfkzqmOSeHPSTGY4O7m7YDSCoKU35iNURYdGnkJH5/uEw56j4xxsHUyU\nNgoxqhyNKJzUHSQ/ysh+jw9loLX5AD9C7CbtcYo1QHqMiTGZdt4sayPumj+BGmbe7ueZufgctHoD\nH/ZNYLJygKC+jfEH/XwS6kfZ8hAM+wlkTARAECSGDr2H5KTFxAZ2E9Rm8lFKFmFhOGIoSJq7k4d+\ndzNqIEj9kqUk9fdz9tlnIzkj7+UKb5DfTvstAGlKGjd8fgNP2z7BMqmAT19+lvqWcizT04m/rIjk\nm8fjWDIEQ56DwGEnvauOqNmPlNK3vh6bBIuuH4U1zsi7j5Wx+6Ot7C5ZQjjsYkTxC1gtRaiqyuFd\nhxF3iFxmuIyVc1ZyccHPqG/ZzxNzYMnwz7n848tZe3gtnpCHtu5uBFVh0sQJ/74b9l9MxaZmqnd3\nkDvLzm31f+CqDVdhkAw8Petp/jr1ryRFJeHeuBG0WsyTJv6nh/uNDATW/wRDJyUxqDiObW8dprPx\n+MIlQ64dQ34Mro8bCDuPbcEtyzKSRkP6M8+QcMMf8GzdSu1Z80numIsxIBCTUgZAVmKkOrgxKZHE\naVNo7PXjKnuH8UGFsOqlxVxAbOwM4iY0sCbqOQ7VrEKypHBqxqVkmbM4tWI45c4yVDVMf+fJ86u/\nyviFcwGFHW9FGtxIhkiYE44Zg5heiOLxYNCKjNK2gCAyJj5yTmNeHMOKbkPKfIqgqOes4T3c4r2T\naVk1bGhPJ73GR5QKzwyOBLidBcNI0muJPvAmuFrJnjKT54wOlLDC4h2HaDpZG2hBOM4Z5LGN1Xy4\nv50b5g5l4uDYo9sVRTlauPhd8PmbkLTJLH5iC3VdHp6+cAxzhw9UaP+7OZpuIziIkavwWCPFtl5D\nIgAaIYw5OnL/OyQ7OY2RlQaPL5qgEGZY8lS8oQA1Hw9m0LBi+trbOLy3BJ1gRnGNw9J4GNWagvuj\nPyMYJSalLuHz2h4+GTqKgtoq7qwuw6CPIy5uFs6YTaiaIIJ3BrLspaPzvaPjlESJwrhCKvt2Myk7\n9qTpIPlRRjzyQGvzAX6c2EzaY1xBvsrZI1Op7nBzULVgKDqfrO5a5FdXMmLOmTj7fXzUNo18zQ5s\nXoUbK14hqKgEp996zDkEQcTuiHRUtIQq+T13sT0vFWvPcCzBIMaGQ3x0292INisNP7uIjM5Olp4x\nFS0qFXIYk86A1WplqmUqt064lZq+Gh61fUDFeJU3H72H9pqIkCWatJiK4nGcM4SkG8YRf3kxlhkZ\nCKKA65MGOh/bi+vRPUzPjGbEEIUe1/UEvG6KCp/HYhlOOBxmzZo1fPbZZ4wcOZKlS5dSkFDAeRvD\nPPiwn2eTruP8/PM52HuQGz6/gckrJ7PJvTXy2eKAa1Bng4vPVlehpPVzbf9F7O3Yy3VjrmP1WasZ\nl/RlF2bXxo2Yx4xGivrv7nQ8EFj/EwiCwLTz8zBEaVn/TAWh4PEPhu3MQagq9L1bc8x2WZaRJAlB\nFHFccAFZr7+GNimJtiuvI3GtHUEbmf1bjZEAozPGxPRTTwdUhOoPGRE7AoDant0Myf0jsgqZk9qx\nNpXSs+0+9GIlY2LnME9TTG5XNqrcjiKHj/OvPhGJgwdjsiXTUbsTjzOAVPlyZMz5FyBGRUE4TGt9\nPZliNwH7YIR6H5JVh5ho4q+1bSxriOHB2H/g7itkcGYfp8euwKJ1s0EX4Iy2fg5YJXSKSrsCuUY9\nbH0E4oZC9nSKpmTwVK+O/pDMObuq6AyepLXsF84gwIbKDv66/hALipO5aFLmMYd1d3cTCARIS0s7\nwUmOp9/dQGmzgR5PkBcvGcuU3IGluf8EXyjWqmhHUMOkW3R4CeM5olhrUDBYGxBRcGrjyKuPrK4o\noWgA+rQCgxzz6W/Q4Qk4kbQ62veXY1Qd2HpiMQQUOrd0okuLI+HKsdRFS7yQPYxYWeGu5x5DH4xM\nhFNSlqBoPMjJuwl7cjEaM2ltXXPMWIvjiql2VjOzwEFTr4+9Tcf73A8UMA7wY8Zm0tF3AsUaYO7w\nJHQakTeqOtCmjaNhxFS6Hn+CgqR0tHoDLjULSfUDKnFtVh5IP58GEr1NAAAgAElEQVQHnMf3Bmhv\newuNJpIKlqeWccXQD3Eb7Si+IkxymJodm+m492/os7NpuvwK8hsbGGyU2I/Mhvc+ISUlhebmZn6S\n+xPWLoh049tlb+D1SQ3c88xv6Os81oxAEAV0qdERNftXxSTdNB7HeUMwDHEQONxDWpuevO23k/DR\nXzj4kJuO8hZeeOEFysvLmT59OvPmzUOSJLy7d9P9zArsixczetZyrhl9DR/85AOeP/15RutG022M\n/F8sfW0x1226jg0NGwjK/3sTcL83xJrHtuOW+ng+4W7OGDSXtQvXsjx/OVrxy99DsLGRYPXh//o0\nEBgIrP9pDFFaZlyYT2+bl62vVx+3X+MwYJmaiq+sC3+18+h2WZbRfMXyTp+dTebKV4i57JcENnqx\nboxs76p9GwCXPkiKUcf46C6ifM1YsucS1iRT270Ln8/InsYsCjtUTD3dxJ02H0vqGoLKy8Qb0vhz\n58UkCpECxpQhx3ZcPBnDpk1HDbex+9V30DRF7PfksP7oDHHT++8TFjR0GzPwVzlRs22ct7eGe+va\nODvBztoxRcxf+AZu/7mYNT7OH7qSTkkl/HkFoqpiRqTaF2SOqxTa98GEX4MgIAgCkxbk8fBhmRZ/\nkHNLqnGGjvcMJzYX+hqpb+3kypWlDE20cNfZhccVFjY1RZTM76JY723sxeNtpNsfw6uXTmBUxre3\nPx/gB+LIbVTFyIs026DiVf14TYkoqoAGmZA2hENy0y05iO37YsVIxBQI0iK2UGQbjF43jNKNH+NI\nS0fo7UQnW0h2H0ZWBfr3yyTcdBNOq56rxkcjqfD47gB2KRo1FHmx2W3j0fmSCKVvIORXSE76CU7n\ndny+hqNDLYovQlEVEuLa0UoC75S1HHc5eWYjIgOB9QA/TuwmLU5f6ISrNVajlhlD43m3sZcwKoHL\nr0aXmUn3Lbcy6tTpNLkqsceOIlm7j0rfVF61ZfJQfTv7XN6j5wgGu+nu2QSomIxZZGVegblnBUNG\nlBPfY2J32ng0isLad9Yi3nsv5gkTaL3pZoqCnRxUZcp3lxMMBnE6nXg8HmwGG3+c8EdemvsSqTGZ\nrM+tZ8nqn1DZtu+k1yiZtZiK49GdIVAz7RqaT3kQ4xQL0Q4b0d4+Xl79Io31DcxOGs+oqCEo3jCK\nx0PL7/+ANiWF+OuvP3ouURDJ0mWRcjCFc2IjPRumxE5kS8sWrtxwJVNfncpNn9/E5ubNhJSTiEs/\nIiq7K7n3vhcIOlUOjfqEp+c/yR2n3EGsMfa4Y90bPwUYCKx/7KTlOyiankb5p81HCxq+SvSUVCSH\nAefbh1GPdDUMh8NIX6tmFXQ64q+6iozbLyG6NPIHZW2OBMR+rZvqkg6W2SsB8GZNJ2QooLG3jE2b\nN3GgJx7lUwlFB6YzJmMYcTaDTC+zzvki7nAvE2LGMT5uHs17v1tb1hGzZwIC+7btQoiPqL3h3t6I\nYg00VVXhtAzG1qeiBmT+KHrY3e/hb3lpPDw0HbMmcm3z5/6Z8nAxSa56Rsbv4UNrEtEhJ72CildW\nmHnoeTDHQ+E5Rz9bNGqYPj+P+8oCVHkDnF9Wc3xzjSPOIHe9tA5JFHhy+agTNmtpbGzEYDDgcHxz\nkLz1cDe/+MdH6KQgC0aPZmjSf64N6gAgHomsVSFyH7J0QQKyF68pnpAqoUXGpwgkGbpoE8xojsy9\n/JowktdEi+BGVAVGJp2CpIuju6EOUQ4j9feS6PmY/8feeQdWVd/v/3XOuXslN3sTIGEkkEDYCMgU\nUFBAxYWzzlrX11XrqLXOtiqOOiquilKVIUMQARkqGzLJgJC9d27uHuf8/rghkIKtHaL1l+cvSO7N\n/Zxzz+dznvN8nvfzdtTqcGWqULIyWJJXRqdKxYV5+0lwymgzb0b2Bh96BUEgtH4acmgpfuU4MTEL\nAIH6+jU9Y82IyEBAoLQrjympkXyeV99T+HsCBklkgEHbV8DYh58lrAYNAVnBdobGaQCLRibQ4Q+w\nEz+ZQ+KIf/EFAp2dxO8+gFrUoLR8zHDjJlxyGFHV+9H47NxdXI2vex41Nm5AUfz4/Z2kpj7MgAF3\nk5Lya0IjXkHSeRhTrWVt5jn4FYV3/vY3NI//lpCLLmTAno14BTDHpFBaGhS+TqREAQyPHM7HCz7l\nl/HX0Ki2cdkXV/L8gT/h9DnPeBxd9mIOZ18FgsCwac8RMXck6qvjWR+aS5fgZbRrBAl1Fto+LqH+\nyb3UPbkdwTiCqAeeQjT0zljetWsXgiAw7pygxWVx0kK2L97O6zNfZ1rSNLZVbePWrbcy45MZPLHn\nCQ40HCAg/7zsIp2eTp7e9zS/W/YyYXXJmCe7eWPJiz1F4WeCfft2NAMGoEn66dc99RHr/xDjFwwg\nPN7IV38twmnrvY0jqCVC5w3A3+TEvjuoZp2wgpwJhqnzGXBua/DflSrUfgGPykPRwXLGy4cokpMo\ndlrw6obhk91sLdxKTHgIoYdFXKNlarTvw6A5ANgG7mZb3UcUdGSTaByMsraTTb95lsr8nH94PCZr\nGFGRkbjc5VQP/yOCTkegrR3BaAQgVKNBjEolodOHV4DyGB0bRw3iytjw01TjxaNnsEXjZWJTESrR\nT2LBETT4sPi7SKjZBWNvBlXvwkJNnIm5U5J5OsdFdqeT6wvKcZ/Sal0JTwm+rr2UV6/IIjHszMHw\nJ/zVovjdl/jWwkaufXc/gyKCRWnx4QP+4bnpww+PE5eQLIQA0F9lxx+w41cZ6JLD0CgBnAGBfuYa\nXIKESxMssG2yKHjU8ciiSJ4ujyQxhCjzImQlONdE2z40Sie2WhOtC738Ijef/C4Xl9Qdw9xeRllE\nEYKkQQmM7qmLCKmbBLIawfwFOl0cYdZzqG9Y3ZNpbdKYSLGmkNuUywUZsdR1usmubj/tmPpam/fh\n54rQnrbmZ7YwnDs4EpMgsBkfSWEGdEOGEPXrB3Ht3s14v550YzYqxYZKpTCpLgNj218osLt4pSoo\nLNXVrwREwsImEx4+FYB+STcxZOgjWAduJrrawwRjBOsyJ+NAYNny5Sh33smYyWMAsOcXMrDbDpiT\n0/veJ4kSt828n6WJDzOwxsh7he8z/7P5fFHxRS8RqqurkOzsJYiihlFZH2E0DuTo0aO8++67aLRq\nrl5yHTZzLOub3HSOjUU7EAKtbWiHzMP2lYf6p/bR9nEJzpwmWmubyMnJYdSoUUR2d1l0dXWhFtVM\nip/EU5OeYsdlO3hp2kuMjx3PhrIN3LD5BmatnMWz+58lpynnewlkP1XIisyqo6uYv2Y+2w59yzmV\ni4hPC+HaK+Yhid8dnxewO3AcOPA/oVZDH7H+j6FSS8y6IR2vK8BXHxSddtHrhoahG2zFtrWKgM17\nmhWkF8IGIumDX4nSaMDsA4/ooba6AX1zGV/JIzhY1opPNwQBkQZtA8Mr2tD6QD3oHBrbP6NNaEQO\n689k2iGpP0fat/CFMxttiJEMZRJlr+9g1ROPUV9acuYxdFSRpd0PchcHDzuRrFYC7e3UtgZzuYcO\nHsJet4csr0BtrI614wYz1HTmtBG1ysRNe3x4HTMZ7ThGaXN/0uyH6ZKM5EWkwphfnPF9xtExXJAU\nzqMFLna127mtsBJ/t4KxrFBEVgSuSfUyKfX07SIAj8dDU1PTP7SBrMmu4ZblhxgaY+bxC4Kqtk7/\n/Qod+/AD4oQVRAh6ppOkNhRv0IvYHohHjYzDrSElPOizbw0NPmi1G9tQ+4I3qqbmPHzaVkaHWdAY\n5gNgdzbidEuo593Oe+G3srNLzWNJEVhKi4iymCkp3o237G+AhpZl+QRsXkSvEU3rWFTWXQQCTmJj\nL8btrumVaT0icgS5zbnMGBqJRiWeMR0kzaij0u2lq6+1eR9+ZgjVBz2wZ0oGAVBLIqMEFQfw96ja\n1iuuwDxrJuaCbOR2kV3NKcQlyETYR2OwH6F/x9e8UFbHoaYS7PZCQCE19eFewk1iwtWMnXMOguRl\nds5OpveLYW3mJNoRef+vfyXsigVY/T7yu/xM2roNtSRRWFhIWVnZaWOcPGcxdyb9gvN3x6D3qrh/\n5/3cvOVmyjrLsNnyOZy9BEnUMyprBQZDfw4cOMCKFSuIiIjgxhtvJDk1gUX3ZZGcEcGOL6v4dste\nvHUriX4gC+tlg9GmhuIuaaPtbyU4XylmnjuLMaQidQaPx23vHYCglbRMT5rOH879AzsW7+CP5/6R\njMgMPi35lKs3Xc3sVbN54eALFLYW/k+R7LzmPK78/Eoe3/M4KYZBXFX9AOYQPXNuyED4J43XHLu/\nBZ8P09Rzz9Jo/zP8qMRaEIRzBEFoEAShXhCEIYIg3CsIwtWCIPzqxxzXv4rweBMTFg2kMr+VI7tO\nj9gLmT8QxS/Tuan8HyrWXc6jOAzBiaJyeQiV9HgkDwHJRZlzLKXGcRwsa0MdUBHmCcNm7SR51zGq\nYlREh92GXt+P4qOPQup5jHV7aE3vAlR0tZdiujMdw8QYUi2jSO8aw+Ynnmftn56kpbqy9yA2Pcig\n0HZElYba4j34wxPwtrexryAfgGU2PyqfTDISw0fG9lg/zgShyk7Y1yJJopYBqngMqjrKD0ahwseT\naUuobFmFopyZbFgvGshCRcuDx7xsaunk7uIqdpY08cyWclo1sYwynm69OYF/1hjm/d0V3PNxLmOT\nw/jwpvGolCAZOrXrYh9Ox9mYr0I3s5aFoPUoTGlB8gQf6tr9iUHF2qclNbIYEYUmc/A77tSUYvBo\nEH3gC6hpifoQg18g1ZiEMTILBYEN1cP425zFbGUGF4mbGdsZVMWGpKVhb2ulK9AC7l0EbB6al+WD\nX0HbMgtR5aKx8XMiI2chSaZemdYjokZg99lpclcxdVAkG/NPt4OkdT94FvWp1n04izgb89VqPNHW\n/MyKdafLxwRZxAdsyq8/MS5i77wSld5P1e4o2m3NhFjakH1wlfpmbPaPMPo6+VXecfxIxMYuwmRM\nPe1v90+9lOQR0HpsAFe3PcF5/aKD5FpU8dHqjxmt9nGs3wg8BQX0a2hABFasWNHLEnICU5Zcz4SU\nKUxdr+HmuKs40nKEezZdxN6Di5FUJrKyVqDVJrBlyxY+//xzUlJSuO666zCbgwKARqdi7i3DGaQu\npdY6irxx9xPQaDGOjCL88iHEPjIe7VXJZKsqMBlNeHY10PZmIZKgpv1QJc7cJuQzPJwY1AbmJM9h\n6bSl7LxsJ09PepqU0BQ+KPyAyzZcxrw183gl+xVK20+v8/qpoNXVyqPfPspVG6+iydnE05Oe4dK6\nu/B0ysy+aRg60+kFq38P+46diBYLhpEjz8KI/3P82Ir1VCBWUZRYIAIIVxTlA8AqCMK4f/jOnxgy\npiWQlBbGtytLaat39PqdOkKPeUoCzuwmfHbPGYm1osiUFD+CJySYIiALArERg/Cq3IjaZo65JiHl\n1pJb3kpadRlRzkgs1fVYa20cGBaKLjaMIUOewuWqot7sQKsoRNiKEKQI8FWybuVqwi5MJeKm4VjC\nopgRtwRjhZ4P7r+TTX9+gc6mRijeCCUbUU9/gJTR5xDwHKM6NJOjikKzPXhMEX4vD+qDi4kn8R9H\n3rj/8iWKDqypsRiUWEj6BJ9XxFrWyDdMZnfpuxw6fAVOZ8Vp7xXUEuFLhrK4zs8djQqrypu56cPD\npEabCUtKRzgly/rvcaJwMT6+N1FWFIWXtx3jt+uOMCstmnevH4NJq8LlrkWlCkWlMv/D4+nDDz9f\nT4hSflmLIKjx+zvQejsQAx46AnFoCeCW1eg0HqIFJ426oBfbpgkWH7Ua42iJiED6vAB3TBdDdBJq\n/7moBJnNyZN4pqqZORYHlwTeorz8K8xmMxnjzwGgWS2iuBsIvzYdf1vQE61zDcHbFUdt7UdIkp7o\n6At6ZVqPiBwBQG5z0A7SaPNwoKLt1EMivZtYH/lHGe196MN/H1P5gefrSSvImRXrvJoOhiORoFax\nOrub0CoK0jdPEjfZh+JSGFbTRnXp14RE6olvHkWsRkNs6zuUS3F8riwgZeCvv/PzJ8yfjCKrqc6N\n5FrnfYyOCWNV5iTa1VriNUV4cWD+8xtY6+qRgTC3mw8//JCWlt7CjChKnH/HfUT3G4Cy/BBvZNzB\nL6O8tPl8vNAg8XV9IatXr+bbb79l9OjRXH755af1R+j6cjMJW15kXEItzY0BPn3uYA8XEESBXUf3\nk6+vJu6u0cQ+Mg7r4kHodEacze20rSih7vd7aXo9F9u2Kry19tMa0Jk0JuYPnM9rM19j++LtPD7h\ncWJNsSzLX8bCdQtZuHYhb+a+SaXt78SyHwl+2c/ywuXMXzOfDWUbuD79etYvXE+/qkzKcpoZv2Ag\nMQNC/unfUWQZ+86dmCZNQlD/cxL+U8CPRqwFQYgCFgBlgiDMAs4Hirp/Xdj9/79/z82CIBwUBOFg\nc3Pz2Rvs94AgCEy/digqrcSWd44QOKXrIoB5WiJSiBZPi+OMxLqu7mM6bdmYUi4CwK3WEB6RiF8d\nQKVqpcE/lBGhKnyKQL/j1fQzpDMjO4BbK1A+MBJ1nIkw6wRiYy/hqGcLLkliqL0OjSEERCNtO/YS\n8AfQDQwl5p5RGEfFMMQ0lguH/Ir6A0W8c/fNbHvtWRwhQ2H8L8mcNQvwUipLHLKGU2cN2i7ujTST\n2hGgigDtuu++fBy7d+Pdc4SuOQEwC2g8EpMHzkcVsZ3OajWCAh/WLaGzvYB9++dRU7O8x7t6Aqpw\nPWGLB3NpThfRh9vwyDIjz01EihoMrcdAls/42TU1NURERKDXn7SoyLLC7zcU8cKWoyzKiuf1q7J6\nOjS63TXo9X1q9T/CvzNfu9/3L83ZEzuC3oCCWh2K19uO0edG62qh0x+HRpFxy8HrLl5bT60QXGht\numBklk0bRUClwt4VQVPzBhAURhpk6vpNYdO0RSTWV/BbkxFJkHA6d5OamkpodAyhMbE0SQqKz4du\nYCjhVw0BwNLppat0BrauPLq6jhAbe3GvTOtEcyJhujBymnKYOTQanVrk8/zedpA4rZpQldTns+7D\nWcPZmq/WbmL9XVnW2VUdhCAyPyqE/eVtVLc54cgaqPwGaeIdCIPPJa7Dhjovj/hBahqO2bhryEOM\n0O1nnLKb1cKlfLJy/XdaHqwxRpIzIugqv4CuzjLu9N5PpMXEyoxz6NIamKk+yt6AhmH33wdA/7w8\nrI2NfPDBB3R29o7H1Oj0LHjwUUKSfDTW/haTNo6U9NdREcnaj9dSUFDA6MmjueCCC067h/ubm2l4\n/Hfohg9n1IOXs+D/RuJz+1n13EGqjrTS3NxMfn4+Y8eOxWQyIZk0GLOiMUSHIQzQEnlbJuZpiSh+\nGduWSppeyab+6X20fVKCM6/5NDU7VBfKxYMuZtl5y9h26TZ+M+43WDQWXs15lXlr5rF4/WLeLXiX\nOvvpSUVnAwcaDnDp+kt57sBzDI8czuoLV/N/o/8Pe22Ab1eWkpwRwYhZ3y8K111QQKC1FdO0aT/w\nqP97+NGItaIoTYqijAHmAa8QfKI+UfnjBmLO8J6/KIoyWlGU0T/FFqDGEC3Trx5CS7Wdfet6e7lE\njUTIvP74fX7o6l1B7fW2UHr8D4SGjiNk8HUIioLNaEAvheISXLjEIIEMmRCLhEKtYGXuqm+YWKTw\n7TAVBikETXxQPU5N+TWSJoRmq44xPht6cz+kiNHgbWLLX9cGx6JTEXbpIMKvHopeMnNe/LVM6T+Z\n3EYzyw7F8vUnHxHZLxmVyYrHU4oixJIxcxYAkt2FucnFbvy0Oc68mCqyTOMf/4QUG4ljqkybOoDG\nD7f4FC7XbEBS6tE2usiOG8/uz4bjaQ2h5Ohvycm5Dre790KgGxrGi1ECnQ4f52TF8l5HJ18J0eB3\nQ+fpnS8VRTmtMYw/IPPAqjze+bac6yYm86dLMlFJJy99l6sWna7PX/2P8O/M1+73/YtzNsisvX4Z\ntdqKz9eB0edG5W3D7o9BK8i4hQB+v5oEUxk2Ofjw5Je8qEPU6NwhKEDd0CjMG77G3vwNXVYDn0w/\nD2tnK4t3rWHLSy8hBTIItVaQmhrcYu6XkUUzAQLe4DWtHRCM+5N8MkMazkWSQ6itXUGIJatXprUg\nCGRGZpLbnItRq2L6kCg25jcQOEVtEgShr4CxD2cVZ2u+hvwTj3VuVTsWBC5MCtaxfHawAr58FKKH\nIw+6AlIm0ho6iLTaFjrzgnMquiaF2SEKVytvYfY7WKYzsPW9N76TXI+YmYjHCWbfq3hcZTzAMwS0\nOjYMn0inoidv10YcoaGoVSo6YmKYtGUroSUlLF++HKezdwqITzhG4vSjeB1qKr8cQj/1cCbXTibS\nF0lOTA6P1T3Gqzmv4vKfnMuKolD/6GPILhdxzz2LoFYTMyCES349GnO4ng2v5vLZJxvRaDRMnNi7\nY6DeZMZl70Lbz0LIeclE3zGS2IfHYb10ENoBIbiK2mj7qPikmr29W80+5VxE6CO4YsgVvD/3fbZc\nsoX7Rt+HSlTxwqEXmL1qNks2LuHDog9pdv7wYmSDo4H7d97PDZtvwOV3sXTaUt6Y+Qb9Q/rjcfrY\n/FYBhhANM64delrYwXfBvmMHiCKmyZN+2MH/F/FjW0FQFOUI8A6QCJyIeDADrT/aoP4D9M+MJG1y\nHNlbqqgp6Z0QoB8WgaIRkJvdBOwnSemxY88QCLgYMvj3eG0aRFlBNggQMOIngF1UY4zspKlEQ7y+\nlWpCibC7UAfgi0wFi2xCFRkkGGq1lUGpj9IVLhCuBIi3KIQnjCGgMlO4bQ0e18lOkPr0CKLvyUKX\nrCE6MI7L069jaNY09n/2KX/+1Y1UmEOQ/ZWEtOq4Nms4glpNoF1ECCjswU+748yLaee6dXiKirDe\ncQOooa77KkvIW809baEMijlI4KgdBYHqi++heE0kzdmD6Og4xN59c6mrX9mzcLz9TTmbmmzcZg3h\nuWwnCyxmXnJ0bx+1nm4HaW9vx+l09hBrty/A7R8dZuWhGu6emcpv56chnlIooShKULHuI9bfCz/0\nfD2x1p4g1h5fB0afC8XfiVMOR1JE3KKXrq5wUqOOgXJSOYqI1xHTATa9kfqBkYi+AF1ln3PXKDV6\nGS7/chNRJjMuWydF60V0Whsx3fSiX8YIAkCLr9uu0Z1E44k1YhUl+uU/QmPdJgIBx2mZ1pmRmVTY\nKmh3t3PB8Dha7B72lfU+HWkmHUUOd19r8z6cVfzQ81USBSw61Rk91oqiUFLVgYhAQpiB8QPCWLO3\nGKWzBuY+h2jUgSBQNPQ60GqJ27KBiDgVhd+WoiZAs8fBaM9XFFtT2dpVwbZ33kA5wy5lXGookUlm\nju3VkDn8HcJ9BVwvfcrNVSJfqtJpEYx8unIlIaGhdI0ciW7IEMbv+pqQffv48MMP8XiC98S2tm/J\nzb0Rg6EfqYkvUlPZxptvvIHD4eC6a67jrWveYnbybP6S9xcWrl3I9qrtKIpC5+rV2HfsIOr/7kE7\n4GSylCVcz6L7s4gaqqa2uZwYYwo6Xe9Cf73Zgrurd/GiZNZgHBVN+JVDiXtkPJG3ZmCe2q1mbz5F\nzf70aFDNdp0U6mKMMVybfi0fXfARGxdt5K6su3D73Ty7/1lmfDqDGzbfwCcln9DuPj296D+BN+Bl\nWf4yLvzsQrZXb+eXmb/ks4s+Y0bSDARBQFEUvvprMY52D7NvHIbO+P0tHV07dqDPGokUGvpfHfMP\niR/TCnLq44oXeBLI6P5/GvDFWR/UfwmTLkklNMrAtvcKcZ9CPgVBAKOEFBDo/KICgLa23TQ0fka/\nfjdjNA7Esf8goqKgNXjx+YLroEfyEJ8Rh7ttAGPCCuj0a/Fr9XTGmKmMBsHjxJWT3fM50dHzKdJF\noAD99LmYVGbK0iQUfztbl63sNVbJqCZc/Xus+jdR/HGkdY5GmnM/ZVGJRLmdgILf20FbaS2iyUTA\naQSNSC4B2s6wmMouF81LX0I3bBjm84O7jRXd6rDQaeOo5hL+qFxGqDkbocbBRnRMe+RZOkujKPqk\nP5IcR1HRg+Tl38KOouM8vbGIOekx/N9tY5B0Kh7e3k5CXLCLZE5Z7mmff2pjGLvHzy/eP8DmI408\nNi+Nu2cOOu0p2etrRZbdfYkg/wRna76eWJC8gQAadRg+bycGv4eAbAdEFH84XtGDrSucAdFliMrJ\nJcwSBWF2mQprDDZ3JE1DTNx//YPY1AovH3ZxjmYcLdUVTLrqOhwNDmp3x9DZuQOApPQMBKBRDl7T\nPf7GCD2HnQHUjZHEHPoFDXXrTsu0HhF10mc9fUgUerXEhr+zg6SZ9DgDMhWu//86q/Xh7ONs3l+t\nRs0ZFevKVmcP6RMNahYN1lPm1JLT/0ZIPgdRH0zH8mpDUC9Zgtntw3BkHY42De62/sihs8lp+4zJ\n3lL+lr6I2qINbH37tdPItSAIjJiVSEejk87agYwc8T7T5M9J9ncwIqBhi28QDeZQWlpaqGtsJOHt\nZRgnT2LU/gNYN2/mk48/pqnpK3LzbsRgSCZr5HJkcxKeAekEPB4yo8NITk4m0hDJM5Of4Z3Z76BX\n6blz+5089OkvqH/qKQxjx2K9+urTzoFGp8IfVYtKVOMoDmH9y7m9OIHObMH1d6kgvY5NEtAmhxAy\n+xQ1+5JBaPuH4DrS0q1m76HpjVxs26vx1p1UsxPNidw4/EZWXriStRet5dbMW2l2NvP7vb9n2ifT\nuHXLrXxW+hk2r+1f/9JPwa6aXSxcu5CXDr/ExLiJrF2wlttG3IZOpet5Td5XNZTlNDNh0ffzVZ+A\nr7ERT2ER5v+RmL0T+DEV60sEQdgpCMK9wE5FUb4F3IIg3AB0KIqy60cc238EtVZi1g1pODu97Pyo\npNe2TQAZbbQJ58FG3JWtlBx9DL0+ieR+vwSC3mRJAIvKidwVvAl7RA/6yOBiMsBtJKOlDH1dDbrr\nrwSgXWilcsnVND3/AorXiyAI7CmLpt2iIk7YTMAv03/mMNuYGo8AACAASURBVHzaMEp2r8PeccpE\nLliFULEL4/nTKL9+MLkmgUtKRG4ecAWquEEIagMBbyHrnv8Uv0pC8YWhTQnFD7TZTycJbe//FX9D\nA1EP3I9abUYBioVgkUeTpj+HLZMJb9PwzpUXoq5qwK8orEDPkmeWYo1MY/8bIqJtFkdrCrhjxSGS\nrPCnxZmoLFrCrxyC0Obi4RIdXeoQ8ipy2NTc0evza2pqUKvVaEyhXLVsH3vL2nj+0kxumNT/jN+V\n2xUk4n2K9T/F2Zmv3XzA45NRa4JWEIPPjZtgEZDfH4UiQFtXKBq1j7jAyZuCSVWOqAg4NGH4UfHU\n4rspj0vkieWvoW/2kGqMJ1QTSVNVE57wGFoLreRuDfILrcFImFpLE90pNYHgnJU0EjU+BdX0RIyt\nw3GtcaNRRRNmndiTaZ0eno5KUJHbnIteIzFjaBRfFDTgPyV/vaeAsc8O0oezg7N2fw01aM6oWOdU\nd2DutnaJehVz615Bi5c1hkuDPzOc0oE4fRieqZNJLtiGIHixV01nyagnCNNZEQNbMBDgk8lXYtv3\nEV/+5dXTyPXArChMVi05W6oICRlJVtZy+msKGO8T8fpEioZNoi4kAllR+ObgQRJffZWQhQtJLzhC\nzGfvkJdzKwZDClkjl5OTc5yPP/6Y6JgYxvSLp/CLdeRt29zzWWNixvDJ/E+4L+texr29H5ffxbar\n0/DIp5+Duro6iouLmTTlHGZdm0H98Q5WPnuQ9obgeqY3m/HY7WdU4s8EyazBOLpbzX50QlDNPjcR\nxRPAtrmCppezqX9mP20rj+LMb0bujjgcEDqAX474JesWrGPl/JVcl34dFbYKHv32UaZ+PJU7vrqD\njWUbv7NBzplQbavmV9t+xe3bbkcURN6c+SZLpy0l3tS7Xqmx3Mbu1UFfdeaM7+erPoH/pW6Lp+LH\n9Fh/qijKuYqiPK8oSnb3z55UFOUdRVFe+LHG9d9CVD8LYy/sT+mhJkr2NfT8PBAIoEuwIJo1NK08\niNNRweBBTyBJOmSvF+eBg0hqFRrFR0xDUJH1qX1U1ZXjU9vQto9nfuU3uLRatBMmA9CWqCL0kotp\nfestyhdfRnv2Yex1Hr7R6wlxdWE0fsms5PM4MKQNRXbwxesfBAfj7oTNv0GJy+I562wurajhj1NC\n8Z6XSFiVkwXOMYxMm4Ait+ASInEqJhD02PWdmHWq0wpW/C0ttP7lL5hmzMA4diyiqKNViCHcG/RC\n7wk/D1eoHtnhZ6R1MLecY0Sqc/LX2lbsOiOLH3uKzFnns/9v9by0+w78soqbhv6e8mP/h8/XjrZ/\nCCFz+iMXtqPVJ5PpqeWWI5Xsajv5oFBTU0NkdCyXv7WPojobr12VxcWjvps0u91BYt3nsf7HOFvz\ntccKEpBRq0Lx+jox+l24hO6HTH/Q99nmDKaBxAcau8cHes8BAKw2HbtSR1AQncaTh5cyat9+HCWb\nUDQSoyPnU/Lt13jD44hICaN0m5+yvCDHiNEZaRcUXPYulBPEWhu0migDQmFKG/r6VJqW7ycmelFP\nprVOpWNo+FBymoINKOZlxNHm8LL7+Mnd9sEGHZJAn8+6D2cFZ/P+ajWoz5gKkl3VTlR3zwapcz/m\nkpWcF+NkXbENr19GNPS2AyT97hbkRCeRzTl0Vo7CJIZwd9bdFDbv5uIwG4cs6TSMz6R5zyo2v/ES\n8indCCVJJGN6InXHOmiqtGExDyMxaRpZcnD+xns8NE2YSo01ip07d3IoN5fYp59Cf815JBQ2Ynld\nS0vNZXz11X42btxIamoq1113HXNuvI3kEaPY9vZrvZqrqUU18w8LDKkMcOjyTF6sW87CtQvZVdP7\neWXHjh3odDrGjx/PkPGxLLgnC6/bz8rnDlFd2IbeZEZRZNzO3kli3we91Oy7soj9zTisl6Si7WfB\nVdBC24fF1D2xl6Y3c7HtqMbbnVAyOGwwd4+6m02LNvHR+R9xxZArKGwt5MGvH+Tcj8/l3h33srVy\nK27/mVOMnD4nLx9+mYvWXsSBhgPcO+peVl+4monxE097rdsR9FUbQ7T/kq/6BOw7dqBOSEAzcOC/\nfH5+TPzoHuufM0ae14+41FB2rThKZ3Pwhur3+1Fp1OhnmhCbDSTafkV4eJAgu7JzUFwuVAYDAUVk\nWMdhANQhaioqKlCFO5Eb3IyvK2Rn8nDKG7YCUB6oIfqJ35Hw2p/xNzeTe/tt6LwS76mC3RKTzO+S\nbu1PW4oDxZJIZe4W2uqb4aunUOxN3JdyDy9Wt3BFbBgbRw/GkmFijWYfikkiqT0NAYGAtwLLgGAs\n2cY1L6N226ipa+p1vM1//jOyx0PUvfcCwS26MmEYV7UEc3/3aIahCu8uNmt189C0uQxwNCILArcc\n+BpJpWbGL35J8YRbqPFbuNB5iBFJ82lu/pK9++bS3LIN0+R4dOnh+NojGeasYqBBy7X55RzsdODz\n+ahvaGB3g0Jtu4v3rh/D7PQz1uj0wOU6Qaz7UkF+Cjix7Hr9MmpNGKBg9LlxatRoxHbc/igAnAEV\nsltFkjFY7KrIOqT27ShCgC69mpLYfoytyWNJ22Y0M88nvmIjcrJEuCaSZE0CVjmM+Xffh9bsZeNL\nL2FraSLWGAKCQHVBbo8VRNVNrL2eADHnTadlyCr8xX7UX/dHkow9mdaZkZkUtBTgk31MHRyJUSPx\n+SnNYnSSyEC9jkJHH7Huw88LVoPmjKkgOdUdpIcZgADqA7+DkCQWzZpCh9PHjpImBK10siEUChV1\nL9J+g0BMyz78XjXlOQ1clHIRwyOG882x55hpUfHH/tczepiLmt0b+OLPLyIHTpLrtElxqHUSOVuD\nQo4+NIZkRCRJZlelm1/F+zkel0xFWDQbNmxgy9b3KJvwBZ5rY9AfVajc8i179uxhzJgxXH755Wg0\nGkRJYt5dDxIWl8D6F56htSb4tz3Hj9P0/AuYpk3jxodW8NZ5b6GW1Ny+7Xbu/OpOau211NTUcPTo\nUSZOnIhOF7RFxA7sLmoM07L+1Vyaa4KKsrvrP7NjAEgWDcbRMYRfNZS4R8cTeUsG5inxKO4Ati8q\naHrpMA3P7Kd91TFcBS0ongDDI4dz/5j72XLJFt6b8x4LUhZwsPEg9+y4h3M/PpeHvn6IXTW78AV8\nKIrC5orNXLT2It7KD/rN1y9cz3XDrkMtne6ZVhSFbe8X4ej0BPOq/wVfNYDsduPYswfT1Kn/MiH/\nsdFHrH9AiKLAzOvTEESBre8eQQ7IPQ1iKtTP4bKWYswf2xOl49i9GyQJtSWUgCKQ6T4OgE/lw+v1\nMmbmYOLq96KSZVYlTOdA82fB9wUcFLcVY54+nQHr19E1aCB6j8AxtRqbFEJUZydlZX9iRtIMvkmr\nBsXPphdfRTnwFisSFrJaSuaVoUm8MCQJgyTy1VdfYdd4ib1jFGGT+xGrH4joL0ZlSUV2NzL5F9eh\n87soKSph5VOP0nD8GJ6yMjo++RTrZZehHXDSdtHhjmZ+65cIgozTJWKJDPrG/W1BgvHxZXNQNTjY\n6wllc9Ve3t9dwfZ6hV+MCCXZXsm2F3KI1j+ORh1GXt7NFBX/GsvCWGRdfyRXMyuSQojRqrgqr4xV\n2UUoskxDwMiHN41nYsqZOzOeCre7BrU6DFX3Q0gfflycWEA93cWLiqJg8HtwanToVM04/dEA+EQf\nXW0WEmO7ibXPgt/WQkGywuEUCxFd7Yw4XkZzhQFp1gICkh7P+hcRE/RkWKeia3BgtqQxdAH4fV7W\n/vEpQgwmVLJCZV5OT/HiCcXa6/KjUpnRjtPTkroOd7aNUOdkmpqCmdYjokbgDrg52nYUnVpiVlo0\nXxxpwHtK7GaaSddnBenDzw4h+tMVa7cvwJE6G4NDDBilLxDaiuC83zN5SDwRJg1rsmsRRAFRE6Qg\nTjGX9vY9qOIj8E8tRePpIH/FXkRB5KGxD9HqaiE1sB2dWsMDg+/m8vQayvdsYeOrz/eQa61eRdqk\nOEoPNdHV5kY0qpEQGBFtRN3p4r7SBpY4KmmNSaQsIpbd31bS0DiDAbd/zJ4brqcpOprBRcVEAKJ4\nkhppDQYWPvhbJLWaNc89jqOtlboHf41oMBD7xO8QBIHxseNZNX8V94y6h731e1nw2QI+WPcBeoOe\nceN6R4YHixpH0W9YOCX7glZGx99F//2nECSxZ4c3+q4sYh8ai/XiVDRJZpx5zbQuL+pWs/Po2llN\noNFFVlQWD49/mG2XbuOt895ibv+57KrZxe3bbmfKx1OY8ekM7tt5Hxa1hffnvM8zk58hyhD1nWPI\n3VZNRV4LExelEN3f8i8fg2PvXhS3+3/OBgJ9xPoHhzlMx7lXDqKhzMahLyoJBAK43WW0dXyLfrYB\nxRWg88tgoLtj9270GRlIOgNeQUeI4kUrqGj3BCt4M0elkdC8m6bwVGrMUZR2nSSOe+r2AKAKC6Mz\nLpp4c2yw4toRhbUtQEP1CqZHJnI8rBJdzDAaKrM54h3IR0N/yebRg7g0JhiHVFtbS2FhIRMnTsQc\nYib0glRiq46iKAHUxhj8jcUMnzKLwWmDUUXE01h+nA9/cw+f/fbXOM1GIn51e6/jH11TBKKA2qjC\n4FGIiQ3GAvpbg9tMcaEGfpkYAaLIbVtL+f2GQmYOjebhxRNZ8uxSwhMS+eLF5fgqL6Nf0m3U169m\nf+58AhPDAdCu2sHHGQPRAO8eCbZp/8M1UxmR+P0qiF3umj61+ieEE7qExy+jUVvBKyApMg6tDrXU\nisMfDUqQWNtaQklK7CbWATPfms9n3agIBtR7SPceQQSOuvpjyzlC6cCFyEV5dPmykUQ16fposrdU\n0m/QTPpNr6GpsoyDLbWEuX1U5GWjdBNrtS5IrH2e4M07Pv5KWvuvRhndgSF3FAHZSVPTF2RGZgKQ\n03zSDtLp8vFt6clGFOkmPTVuH52+3nGbfejD/zKsBg12j7/XQ+SRuk78ssIArQuLajlK8mRIu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Ez5F9r6GJVdP5eTkty/Lxd7hBUTAVfUi5qT/NMSkYonyE1Rah8ipkb96EaNWAAvvyG/jd+iNM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Yi13+4fIdbeYWJ9dIGemkzT0mMlb2grWptAzspCJoCv83TsNS5k77EXTCTSwPbtnweLjs9V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\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iiTZTWvYGsuylKnoQqqRk6p59jkhNH5RK/xJxs9FJerEaheDFZCimKX8ICD6GRB7B4/Q/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\nQ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xlsbx1rZAPgVWSS9Q3IZif25yAeP8jAwPOAIQWBw8QaIQuChqo4xqQgm1tH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\nigTWWcS2K4G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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f17a80a85f8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "test_coordinates(outputfile)" - ] - } - ], - "metadata": { - "@webio": { - "lastCommId": "BF390FC6D89C40D09388EB6E13D5C346", - "lastKernelId": "98e3b7c7-aaab-4af2-bac4-1e6edb6f8c40" - }, - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/count_glider_profiles.ipynb b/python/count_glider_profiles.ipynb deleted file mode 100644 index 99033de..0000000 --- a/python/count_glider_profiles.ipynb +++ /dev/null @@ -1,182 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import netCDF4\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3\n" - ] - } - ], - "source": [ - "datadir = \"/home/ctroupin/Data/Alborex/Glider/\"\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir, \"*nc\")))\n", - "nfiles = len(datafilelist)\n", - "print(nfiles)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Working on dep0005_icoast00_ime-slcost000_L1_2014-05-25_data_dt.nc\n", - "Number of profiles: 392.5\n", - "Number of profiles: 0.5\n", - "Working on dep0012_ideep00_ime-sldeep000_L1_2014-05-25_data_dt.nc\n", - "Number of profiles: 160.5\n", - "Number of profiles: 0.5\n", - "Working on dep0012_ideep00_ime-sldeep000_L2_2014-05-25_data_dt.nc\n", - "Number of profiles: 160.0\n", - "Number of profiles: 1.0\n" - ] - } - ], - "source": [ - "for datafile in datafilelist:\n", - " with netCDF4.Dataset(datafile) as nc:\n", - " profiles = nc.variables[\"profile_index\"][:]\n", - " print(\"Working on {}\".format(os.path.basename(datafile)))\n", - " print(\"Number of profiles: {0}\".format(profiles.max()))\n", - " print(\"Number of profiles: {0}\".format(profiles.min()))" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "392.5" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "profiles.max()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n" - ] - } - ], - "source": [ - "datadir2 = \"/home/ctroupin/Data/Alborex/Profilers/\"\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir2, \"*nc\")))\n", - "nfiles = len(datafilelist)\n", - "print(nfiles)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Working on dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc\n", - "Number of profiles: 12\n", - "Working on dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc\n", - "Number of profiles: 71\n" - ] - } - ], - "source": [ - "for datafile in datafilelist:\n", - " with netCDF4.Dataset(datafile) as nc:\n", - " time = nc.variables[\"time\"][:]\n", - " print(\"Working on {}\".format(os.path.basename(datafile)))\n", - " print(\"Number of profiles: {0}\".format(len(time)))" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "554" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "393+161" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure1_AlborexData.ipynb b/python/figure1_AlborexData.ipynb deleted file mode 100644 index c0deb31..0000000 --- a/python/figure1_AlborexData.ipynb +++ /dev/null @@ -1,517 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Main figure of the Alborex Data paper in ESSD journal. \n", - "Only show the position of all the deployments (to keep things simple)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import json\n", - "import logging\n", - "import numpy as np\n", - "import netCDF4 as netcdf\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from matplotlib import colors\n", - "import datetime, time, calendar\n", - "import matplotlib.text as text\n", - "from matplotlib.path import Path\n", - "import matplotlib.patches as patches\n", - "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", - "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", - "import alborexdata\n", - "import alborex_functions\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration\n", - "Most of the configuration (file paths, domain, resolution, ...) is done in the json file `alborexconfig.json`." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'datadirs': {'adcp': '/home/ctroupin/Data/Alborex/ADCP/',\n", - " 'drifters': '/home/ctroupin/Data/Alborex/Drifters',\n", - " 'profilers': '/home/ctroupin/Data/Alborex/Profilers',\n", - " 'sst': '/home/ctroupin/Data/Alborex/SST/'},\n", - " 'datafiles': {'altimetry': '/home/ctroupin/DataOceano/AVISO/MedSea/Aviso_gridded/Alborex/dt_med_allsat_madt_uv_20140523_20141010.nc',\n", - " 'coast': '/home/ctroupin/Data/Alborex/Coastline/coastline_f.dat',\n", - " 'ctd': '/home/ctroupin/Data/Alborex/CTD/dep0007_socib-rv_scb-sbe9002_L1_2014-05-25.nc',\n", - " 'ctdlegs': ['/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg1.txt',\n", - " '/home/ctroupin/Data/Alborex/CTD/ctd_positions_Leg2.txt'],\n", - " 'gliders': ['/home/ctroupin/Data/Alborex/Gliders/dep0005_icoast00_ime-slcost000_L1_2014-05-25_data_dt.nc',\n", - " '/home/ctroupin/Data/Alborex/Gliders/dep0012_ideep00_ime-sldeep000_L1_2014-05-25_data_dt.nc'],\n", - " 'rv': '/home/ctroupin/Data/Alborex/RV/dep0015_socib-rv_scb-pos001_L1_2014-05-25.nc'},\n", - " 'domain': {'coordinates1': [-6.75, 3.001, 34.75, 40.0],\n", - " 'coordinates2': [-1.0, -0.25, 36.65, 37.25],\n", - " 'coordinates3': [-6.0, -5.25, 35.8, 36.2],\n", - " 'resolution1': [1.0, 1.0],\n", - " 'resolution2': [0.25, 0.25]},\n", - " 'figdir': '/home/ctroupin/Publis/201703_AlborexData/figures'}" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)\n", - "config" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Flags for the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "doplotsst, doplotvectors, doplotstream, doplotdrifters, doplotinset = 0, 0, 0, 1, 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logger" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Starting\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Time interval for the drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "tt = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", - "tt_end = datetime.datetime(2014, 6, 4, 0, 0, 0)\n", - "time_min = int(tt.strftime('%s'))\n", - "time_max = int(tt_end.strftime('%s'))\n", - "time_init = '2014-05-25T000000'\n", - "time_end = '2014-05-26T000000'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Colormap and other things related to pcolor" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "cmapsst = plt.cm.RdYlBu_r\n", - "# Min and max values\n", - "sstmin, sstmax = 16., 21.\n", - "normsst = colors.Normalize(vmin=sstmin, vmax=sstmax)\n", - "boundsst = np.arange(sstmin, sstmax + .001, 1.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load data" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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vv//Gxo0bsXz5cq6hwyhGZmYmli1bhrS0NNSoUQODBw9G586dy67zzsuOHTsw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\nd6pSpYrO/SdPnqRq1aoVu39TbNeqVYv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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f65f4ae3080>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "dlon, dlat = config[\"domain\"][\"resolution1\"]\n", - "\n", - "fig, m, ax = alborexdata.prepare_map(coordinates, res='l')\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "m.drawcoastlines(linewidth=0.5)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Load coast" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "coastfile = config[\"datafiles\"][\"coast\"]\n", - "loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ERFgaQ3p6uk5ISLA0huTkZJ2cnFy7HR8f7/EYEhISdHp6usfHrUtERITOzs62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\nQRCENsj/A1OiJrs8v7d7AAAAAElFTkSuQmCC\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f65f2706748>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), color='k', linewidth=.25, latlon=True)\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CTD" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "ctd = alborexdata.CTD()\n", - "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])\n", - "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(config[\"datafiles\"][\"ctdlegs\"][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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WvFVDb96ISI0XoDuwCnjdd30WsBJ9le3vPjOAGHQn/r+AFGDcpbdLTEyUhx56SEREtm/f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\nv6kP5sXfsU0u9e6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AOoDdnV7zBfBzPfs8C6lLLkCqlHAAvt23c3FxoZdeeomIiHJzc2nx4sX0ox/9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\nMb1SZGSkwQM3O28JO2/JQHb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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f65f2506dd8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborex_functions.prepare_map(coordinates, res='l')\n", - "alborexdata.add_map_grid(m, coordinates, dlon, dlat)\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - " m.plot(lonCTD1, latCTD1, 'ko', ms=1, latlon=True)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gliders" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider1 = alborexdata.Glider()\n", - "glider1.get_from_netcdf(config[\"datafiles\"][\"gliders\"][0])\n", - "glider2 = alborexdata.Glider()\n", - "glider2.get_from_netcdf(config[\"datafiles\"][\"gliders\"][1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "drifterlist = sorted(glob.glob(os.path.join(config[\"datadirs\"][\"drifters\"], \"*nc\")))" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'str' object has no attribute 'product_list'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-39-1fbe092084bb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdrifter\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdrifterlist\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m \u001b[0mdrifter_opendap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdrifter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproduct_list\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopendap\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 36\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m\"2014-05-25\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdrifter_opendap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mnetcdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdrifter_opendap\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: 'str' object has no attribute 'product_list'" - ] - } - ], - "source": [ - "fig, m, ax = alborexdata.prepare_map(coordinates, \"l\")\n", - "\n", - "m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', units='km', fontsize=12, zorder=3)\n", - "\n", - "# Labels\n", - "xtext, ytext = m(coordinates[1] - .1, coordinates[2] + .25)\n", - "# plt.text(xtext, ytext, \"AFRICA\", va='center', ha='right',\n", - "# fontsize=18, bbox=dict(fc='w', ec=\"w\", lw=0.5,alpha=0.8, pad=5.0))\n", - "\n", - "xa1, ya1 = m(-2.5, 37.7)\n", - "ax.annotate(\"SPAIN\", xy=(xa1,ya1), xytext=(xa1,ya1),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "\n", - "xa1, ya1 = m(-6, 34.8)\n", - "xa2, ya2 = m(-6, 34.8)\n", - "ax.annotate(\"AFRICA\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "\n", - "xa1, ya1 = m(-3, 35.7)\n", - "xa2, ya2 = m(-3, 35.7)\n", - "ax.annotate(\"Alboran Sea\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " zorder=7\n", - " )\n", - "\n", - "# Add drifter trajectories on map\n", - "# -------------------------------\n", - "if doplotdrifters:\n", - "\n", - " londriftertotal, latdriftertotal, ndrifters = 0, 0, 0\n", - "\n", - " for drifter in drifterlist:\n", - " with netcdf.Dataset(drifter_opendap) as nc:\n", - " timedrifter = nc.variables['time'][:]\n", - " goodtime = np.where((timedrifter > time_min) & (timedrifter < time_max))[0]\n", - " londrifter = nc.variables['LON'][goodtime]\n", - " latdrifter = nc.variables['LAT'][goodtime]\n", - " londrifter, latdrifter = m(londrifter, latdrifter)\n", - " m.plot(londrifter, latdrifter, 'ko', ms=0.1, alpha=.85, zorder=5)\n", - " londriftertotal += londrifter[0]\n", - " latdriftertotal += latdrifter[0]\n", - " ndrifters += 1\n", - " add_logo_on_map(driferlogo, ax, [londriftertotal / ndrifters, latdriftertotal / ndrifters], 0.1, zorder=6)\n", - "\n", - "logger.info(\"Add rectangle for experiment\")\n", - "patch = create_rect_patch(coordinates2, m, 0.1)\n", - "ax.add_patch(patch)\n", - "# and for Gibraltar\n", - "# patch = create_rect_patch(coordinates3, m, 0.2)\n", - "# ax.add_patch(patch)\n", - "\n", - "# CTD and gliders\n", - "# m.plot(lonCTD,latCTD,'ko',ms=1, zorder=6)\n", - "\n", - "# Coastline and continent\n", - "m.plot(loncoast2, latcoast2, 'k-', lw=0.1, zorder=4)\n", - "m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - "\n", - "# plt.title(r\"25$-$31 May, 2014\", fontsize=20)\n", - "\n", - "# Plot inset with CTD and gliders\n", - "if doplotinset:\n", - " axins = zoomed_inset_axes(ax, 4.5, loc=2)\n", - " n1, n2 = m(coordinates2[0], coordinates2[2])\n", - " n3, n4 = m(coordinates2[1], coordinates2[3])\n", - " axins.set_xlim(n1, n3)\n", - " axins.set_ylim(n2, n4)\n", - " plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", - " plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", - "\n", - " # Add gliders tracks and CTD casts\n", - " NN = 34\n", - "\n", - " axins.plot(lonCTD[:NN], latCTD[:NN], 'ks-', lw=0.5, color=\".75\", ms=5, zorder=2,\n", - " label=r\"CTD 1st leg ($\\times$ 34)\", alpha=.7)\n", - " axins.plot(lonCTD[NN:], latCTD[NN:], 'kx-', lw=0.2, ms=2.5, zorder=2, label=r\"CTD 2nd leg ($\\times$ 28)\",\n", - " alpha=.7)\n", - "\n", - " axins.plot(longlider1, latglider1, '-', lw=3, color='k', label=\"Deep glider\", zorder=3)\n", - " axins.plot(longlider1, latglider1, '--', lw=3, color='.75', zorder=3)\n", - "\n", - " axins.plot(longlider2, latglider2, '-', lw=1.5, color='k', label=\"Coastal glider\", zorder=4)\n", - " axins.plot(longlider2, latglider2, '--', lw=1.5, color='.75', zorder=4)\n", - "\n", - " if doplotdrifters:\n", - " axins.plot(londriftertotal / ndrifters, latdriftertotal / ndrifters, 'ko', ms=0.1,\n", - " label=r\"Drifters ($\\times$ 25)\")\n", - " if doplotsst:\n", - " axins.pcolormesh(x, y, sst, cmap=cmapsst, norm=normsst, edgecolor='none')\n", - "\n", - " axins.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., fontsize=12)\n", - "\n", - " add_logo_on_map(gliderlogo, axins, [longlider1[0], latglider1[0]], 0.1, zorder=6)\n", - " add_logo_on_map(gliderlogo, axins, [longlider2[0], latglider2[0]], 0.1, zorder=6)\n", - "\n", - " mark_inset(ax, axins, loc1=1, loc2=3, fc=\"none\", ec=\"0.5\")\n", - "\n", - "\"\"\"\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, facecolor='w', edgecolor='w',\n", - " transparent=False, bbox_inches='tight', pad_inches=0.1)\n", - "plt.savefig(os.path.join(figdir, figname + '.eps'), dpi=300, facecolor='w', edgecolor='w',\n", - " transparent=False, bbox_inches='tight', pad_inches=0.1)\n", - "\"\"\"\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure1_main.ipynb b/python/figure1_main.ipynb deleted file mode 100644 index a2bcbd6..0000000 --- a/python/figure1_main.ipynb +++ /dev/null @@ -1,453 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Main figure of the Alborex Data paper in ESSD journal: \n", - "positions of all the deployments (to keep it simple and clear)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import json\n", - "import logging\n", - "import netCDF4\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from matplotlib import colors\n", - "import datetime, time, calendar\n", - "import matplotlib.text as text\n", - "from matplotlib.path import Path\n", - "import matplotlib.patches as patches\n", - "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", - "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", - "import alborexdata\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration\n", - "Most of the configuration (file paths, domain, resolution, ...) is done in the json file [`alborexconfig.json`](./alborexconfig.json)." - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logger" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Starting\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Figures" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "figname = os.path.join(figdir, 'fig01')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Time interval for the drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "tt = datetime.datetime(2014, 5, 25, 0, 0, 0)\n", - "tt_end = datetime.datetime(2014, 6, 15, 0, 0, 0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]\n", - "dlon, dlat = config[\"domain\"][\"coordinates1\"][0], config[\"domain\"][\"coordinates1\"][1]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load data\n", - "## Coast" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(config[\"datafiles\"][\"coast\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Ship" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "rv = alborexdata.Ship()\n", - "rv.get_from_netcdf(config[\"datafiles\"][\"rv\"])\n", - "rv.apply_qc()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CTD" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ctd = alborexdata.CTD()\n", - "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])\n", - "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(\"../data/ctd_positions_Leg1.txt\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gliders" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider1 = alborexdata.Glider()\n", - "glider1.get_from_netcdf(config[\"datafiles\"][\"gliders\"][0])\n", - "glider2 = alborexdata.Glider()\n", - "glider2.get_from_netcdf(config[\"datafiles\"][\"gliders\"][1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "drifterdir = config[\"datadirs\"][\"drifters\"]\n", - "drifterlist = sorted(glob.glob(os.path.join(drifterdir, \"*nc\")))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Profilers" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [], - "source": [ - "profiler1 = alborexdata.Profiler()\n", - "profiler2 = alborexdata.Profiler()\n", - "profiler1.get_from_netcdf(config[\"datafiles\"][\"profilers\"][0])\n", - "profiler2.get_from_netcdf(config[\"datafiles\"][\"profilers\"][1])\n", - "profiler1.select_dates(initialdate=datetime.datetime(2014, 5, 30, 8, 0),\n", - " finaldate=drifterend)\n", - "profiler2.select_dates(initialdate=drifterstart,\n", - " finaldate=drifterend)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Create the figure" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4771: RuntimeWarning: invalid value encountered in greater\n", - " lonsin = np.where(lonsin > lon_0+180, lonsin-360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4772: RuntimeWarning: invalid value encountered in less\n", - " lonsin = np.where(lonsin < lon_0-180, lonsin+360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4776: RuntimeWarning: invalid value encountered in greater_equal\n", - " itemindex = len(lonsin)-np.where(londiff>=thresh)[0]\n" - ] - }, - { - "data": { - "image/png": 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SkhJVmyGT3NxcPHjwAAAwZ84cANBY/RqLxQKXy1WrH6wmwWKxYGBggNLSUrUoL+Pn54eM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6/eRNJcLhfx8fEaV2jV1NQgPT0dr732mo5nVq/nEwgEyM/PN2RI2ilSqRT5+fkwNTXVaxGHWCxu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c71m1iuDgYOrq6pg4caL0qnUCmZmZ3HDDDdTV1XWqyTAdVUFBAX369DE6DCGEF8gYNR9RV1dH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\nCSGEEEL4qP8DxmQr6f68cz4AAAAASUVORK5CYII=\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7fc56e3c0b00>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, m, ax = alborexdata.prepare_map(coordinates, 'h')\n", - "fig.set_size_inches(10, 10)\n", - "\n", - "# Map scale\n", - "m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', \n", - " units='km', fontsize=12, zorder=3)\n", - "\n", - "# Labels\n", - "xa1, ya1 = m(-2.5, 37.7)\n", - "ax.annotate(\"SPAIN\", xy=(xa1,ya1), xytext=(xa1,ya1),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "xa1, ya1 = m(-6, 34.8)\n", - "xa2, ya2 = m(-6, 34.8)\n", - "ax.annotate(\"AFRICA\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16\n", - " )\n", - "xa1, ya1 = m(-3.5, 35.8)\n", - "xa2, ya2 = m(-3.5, 35.8)\n", - "ax.annotate(\"Alboran Sea\", xy=(xa1,ya1), xytext=(xa2,ya2),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " zorder=7\n", - " )\n", - "# Add drifter trajectories on map\n", - "for drifterfile in drifterlist:\n", - " drifter = alborexdata.Drifter()\n", - " drifter.get_from_netcdf(drifterfile)\n", - " \n", - " # Take only good time\n", - " drifter.select_dates(initialdate=drifterstart, finaldate=drifterend)\n", - " if drifterfile == drifterlist[0]:\n", - " m.plot(drifter.lon.compressed(), drifter.lat.compressed(), \n", - " 'ko', ms=0.1, alpha=.85, zorder=5, latlon=True, label=\"Drifters\")\n", - " else:\n", - " m.plot(drifter.lon.compressed(), drifter.lat.compressed(), \n", - " 'ko', ms=0.1, alpha=.85, zorder=5, latlon=True)\n", - " \n", - " \n", - "# CTD\n", - "m.plot(ctd.lon, ctd.lat, 'ko', ms=1, zorder=6, latlon=True)\n", - "\n", - "# Glider\n", - "llong1, llatg1 = m(glider1.lon.compressed(), glider1.lat.compressed())\n", - "llong2, llatg2 = m(glider2.lon.compressed(), glider2.lat.compressed())\n", - "\n", - "m.plot(glider1.lon.compressed(), glider1.lat.compressed(), \n", - " '-', lw=3, color='k', zorder=3, latlon=True)\n", - "m.plot(glider2.lon.compressed(), glider2.lat.compressed(), \n", - " '-', lw=1.5, color='k', zorder=3, latlon=True)\n", - "\n", - "# Profilers\n", - "lonp1, latp1 = m(profiler1.lon, profiler1.lat)\n", - "lonp2, latp2 = m(profiler2.lon, profiler2.lat)\n", - "\n", - "m.plot(profiler1.lon, profiler1.lat, \"o--\", zorder=6,\n", - " color=\".7\", latlon=True, ms=3)\n", - "m.plot(profiler2.lon, profiler2.lat, \"o--\", zorder=6,\n", - " color=\".7\", latlon=True, ms=3)\n", - "\n", - "# Ship trajectory\n", - "lonrv, latrv = m(rv.lon.compressed(), rv.lat.compressed())\n", - "m.plot(rv.lon, rv.lat, 'k-.', linewidth=.5, latlon=True)\n", - "\n", - "# Coastline and continent\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - "\n", - "m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - "m.drawcountries(linewidth=.2, color=\"k\")\n", - "\n", - "# Add rectangle around study area\n", - "patch = alborexdata.create_rect_patch(coordinates2, m, color=\".95\")\n", - "ax.add_patch(patch)\n", - "\n", - "# Plot inset with CTD and gliders\n", - "axins = zoomed_inset_axes(ax, 4.5, loc=2)\n", - "n1, n2 = m(coordinates2[0], coordinates2[2])\n", - "n3, n4 = m(coordinates2[1], coordinates2[3])\n", - "axins.set_xlim(n1, n3)\n", - "axins.set_ylim(n2, n4)\n", - "plt.gca().xaxis.set_major_locator(plt.NullLocator())\n", - "plt.gca().yaxis.set_major_locator(plt.NullLocator())\n", - "\n", - "# Add gliders tracks and CTD casts\n", - "NN = 34\n", - "\n", - "llon, llat = m(ctd.lon[:NN], ctd.lat[:NN])\n", - "axins.plot(llon, llat, 'ks-', lw=0.5, color=\".75\", ms=5, \n", - " zorder=4, label=r\"CTD 1st leg ($\\times$ 34)\", alpha=.7)\n", - "llon, llat = m(ctd.lon[NN:], ctd.lat[NN:])\n", - "axins.plot(llon, llat, 'kx-', lw=0.2, ms=2.5, \n", - " zorder=4, label=r\"CTD 2nd leg ($\\times$ 28)\",\n", - " alpha=.7)\n", - "\n", - "\n", - "axins.plot(lonp1, latp1, \"o--\", zorder=6, color=\".7\", label=\"Profiling floats\")\n", - "axins.plot(lonp2, latp2, \"o--\", zorder=6, color=\".7\")\n", - "axins.plot(lonrv, latrv, 'k-.', linewidth=.5, label=\"Research vessel\")\n", - "axins.plot(llong1, llatg1, '-', lw=3, color='k', zorder=3, label=\"Deep glider\", )\n", - "axins.plot(llong2, llatg2, '-', lw=1.5, color='k', zorder=3, label=\"Coastal glider\")\n", - "axins.legend(bbox_to_anchor=(1.05, .95), fontsize=12)\n", - "\n", - "#axins.plot(londriftertotal / ndrifters, latdriftertotal / ndrifters, 'ko', ms=0.1,\n", - "# label=r\"Drifters ($\\times$ 25)\")\n", - "mark_inset(ax, axins, loc1=1, loc2=3, fc=\"none\", ec=\"0.5\")\n", - "ax.legend(loc=7, fontsize=12)\n", - "\n", - "alborexdata.add_map_grid(m, coordinates, dlon=2., dlat=2.,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - " edgecolor='white', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure2_SatelliteData.ipynb b/python/figure2_SatelliteData.ipynb deleted file mode 100644 index 3c3cc07..0000000 --- a/python/figure2_SatelliteData.ipynb +++ /dev/null @@ -1,527 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborex_functions\n", - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\",category=matplotlib.cbook.mplDeprecation)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "makeFigs, makeFigsLeaflet = 1, 0" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a logger" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging(\"./logs/alborexFigure2.log\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a list of netCDF files containing SST" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-28 10:30:04,652 - alborex_logger - INFO - Working on 2 SST files\n" - ] - } - ], - "source": [ - "coastfile = config[\"datafiles\"][\"coast\"]\n", - "sstfilelist = sorted(glob.glob(os.path.join(config[\"datadirs\"][\"sst\"], '*SST*.nc')))\n", - "nfiles = len(sstfilelist)\n", - "if nfiles == 0:\n", - " logger.warning(\"No SST files in directory {0}\".format(sstdir))\n", - "else:\n", - " logger.info(\"Working on {0} SST files\".format(nfiles))" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "cmap = plt.cm.RdYlBu_r" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Data reading and plotting\n", - "\n", - "Make figure directory if necessary." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-28 10:30:13,926 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/figures already exists\n", - "2018-08-28 10:30:13,932 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/leaflet/images/ already exists\n" - ] - } - ], - "source": [ - "if os.path.isdir(config[\"figdir\"]):\n", - " logger.debug(\"Figure directory {0} already exists\".format(config[\"figdir\"]))\n", - "else:\n", - " os.makedirs(config[\"figdir\"])\n", - " logger.debug(\"Creating figure directory {0}\".format(config[\"figdir\"]))\n", - " \n", - "if os.path.isdir(config[\"figdirleaflet\"]):\n", - " logger.debug(\"Figure directory {0} already exists\".format(config[\"figdirleaflet\"]))\n", - "else:\n", - " os.makedirs(config[\"figdirleaflet\"])\n", - " logger.debug(\"Creating figure directory {0}\".format(config[\"figdirleaflet\"]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(config[\"datafiles\"][\"coast\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create the projection (only once)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(projection='merc', llcrnrlon=coordinates[0], llcrnrlat=coordinates[2],\n", - " urcrnrlon=coordinates[1], urcrnrlat=coordinates[3],\n", - " lat_ts=0.5 * (coordinates[2] + coordinates[3]), resolution='h')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Projection for overlay in leaflet" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m2 = Basemap(llcrnrlon=coordinates[0],\n", - " llcrnrlat=coordinates[2],\n", - " urcrnrlon=coordinates[1],\n", - " urcrnrlat=coordinates[3], resolution = 'l', epsg=3857)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Two plots on the same figure \n", - "Required by the journal" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-28 10:53:21,350 - alborex_logger - INFO - Working on file: A2014145125000.L2_LAC_SST.nc\n", - "2018-08-28 10:53:21,985 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST.nc\n" - ] - } - ], - "source": [ - "# Rectangle for the region of interest\n", - "xrect = (coordinates2[0], coordinates2[1], coordinates2[1], coordinates2[0], coordinates2[0])\n", - "yrect = (coordinates2[2], coordinates2[2], coordinates2[3], coordinates2[3], coordinates2[2])\n", - " \n", - "figname = \"fig02.png\"\n", - "fig = plt.figure(figsize=(10, 10))\n", - "\n", - "for ii, sstfiles in enumerate(sstfilelist):\n", - " logger.info(\"Working on file: {0}\".format(os.path.basename(sstfiles)))\n", - " \n", - " # Read data from file\n", - " lon, lat, sst, sstqual, year, day, platform = alborex_functions.load_sst_l2(sstfiles)\n", - " \n", - " # Create date from year and day\n", - " titledate = (datetime.datetime(int(year), 1, 1) + datetime.timedelta(int(day) - 1)).strftime('%Y-%m-%d')\n", - " figtitle = ' '.join(('MODIS', platform, '$-$', titledate))\n", - " \n", - " # Make the SST when flag > 1\n", - " sst = np.ma.masked_where(sstqual > 1, sst)\n", - "\n", - " ax = plt.subplot(2,1,ii+1)\n", - " m.ax = ax\n", - " pcm = m.pcolormesh(lon, lat, sst, latlon=True, \n", - " vmin=18., vmax=20.5, cmap=cmap)\n", - "\n", - " # Add the coastline\n", - " for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - "\n", - " alborexdata.add_map_grid(m, coordinates, dlon=2., dlat=2.,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "\n", - " m.drawmapscale(-.75, 35.25, -1, 35.25, 75, fontsize=12)\n", - "\n", - " m.plot(xrect, yrect, \":\", color='k', latlon=True)\n", - "\n", - " xtext1, ytext1 = m(-3.2, 37.)\n", - " xfig1, yfig1 = m(coordinates2[0], coordinates2[2])\n", - "\n", - " # Plot front\n", - " m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - " ax.set_title(figtitle, fontsize=20)\n", - "\n", - "fig.subplots_adjust(right=0.95)\n", - "cbar_ax = fig.add_axes([0.85, 0.15, 0.035, 0.7])\n", - "cb = plt.colorbar(pcm, cax=cbar_ax, extend='both')\n", - "cb.set_label('$^{\\circ}$C', rotation=0, ha='left', fontsize=16)\n", - "cb.ax.tick_params(labelsize=14)\n", - "\n", - "# plt.show()\n", - "plt.savefig(os.path.join(config[\"figdir\"], figname), dpi=300, bbox_inches='tight')\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loop on the files" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-07-30 10:07:59,791 - alborex_logger - INFO - Working on file: A2014145125000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:00,293 - alborex_logger - INFO - Making figure A2014145125000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:04,481 - alborex_logger - INFO - Working on file: A2014146023000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:04,928 - alborex_logger - INFO - Making figure A2014146023000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:08,735 - alborex_logger - INFO - Working on file: A2014147013500.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:09,137 - alborex_logger - INFO - Making figure A2014147013500_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:12,756 - alborex_logger - INFO - Working on file: A2014148132000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:13,172 - alborex_logger - INFO - Making figure A2014148132000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:18,754 - alborex_logger - INFO - Working on file: A2014149012000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:19,226 - alborex_logger - INFO - Making figure A2014149012000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:23,703 - alborex_logger - INFO - Working on file: A2014149122500.L2_LAC_SST.nc\n", - "2018-07-30 10:08:24,116 - alborex_logger - INFO - Making figure A2014149122500_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:27,975 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST.nc\n", - "2018-07-30 10:08:28,396 - alborex_logger - INFO - Making figure A2014150020500_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:32,622 - alborex_logger - INFO - Working on file: A2014150020500.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:32,906 - alborex_logger - INFO - Making figure A2014150020500_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:36,894 - alborex_logger - INFO - Working on file: T2014145111000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:37,360 - alborex_logger - INFO - Making figure T2014145111000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:41,215 - alborex_logger - INFO - Working on file: T2014145221500.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:41,734 - alborex_logger - INFO - Making figure T2014145221500_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:45,844 - alborex_logger - INFO - Working on file: T2014146212000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:46,258 - alborex_logger - INFO - Making figure T2014146212000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:50,637 - alborex_logger - INFO - Working on file: T2014149215000.L2_LAC_SST.nc\n", - "2018-07-30 10:08:51,090 - alborex_logger - INFO - Making figure T2014149215000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:08:55,240 - alborex_logger - INFO - Working on file: T2014149215000.L2_LAC_SST4.nc\n", - "2018-07-30 10:08:55,661 - alborex_logger - INFO - Making figure T2014149215000_L2_LAC_SST4_cm.png\n", - "2018-07-30 10:08:59,812 - alborex_logger - INFO - Working on file: T2014150113000.L2_LAC_SST.nc\n", - "2018-07-30 10:09:00,331 - alborex_logger - INFO - Making figure T2014150113000_L2_LAC_SST_cm.png\n", - "2018-07-30 10:09:04,373 - alborex_logger - INFO - Working on file: T2014150223500.L2_LAC_SST4.nc\n", - "2018-07-30 10:09:04,863 - alborex_logger - INFO - Making figure T2014150223500_L2_LAC_SST4_cm.png\n" - ] - } - ], - "source": [ - "for sstfiles in sstfilelist:\n", - " logger.info(\"Working on file: {0}\".format(os.path.basename(sstfiles)))\n", - " \n", - " # Read data from file\n", - " lon, lat, sst, sstqual, year, day, platform = alborex_functions.load_sst_l2(sstfiles)\n", - " \n", - " # Create date from year and day\n", - " titledate = (datetime.datetime(int(year), 1, 1) + datetime.timedelta(int(day) - 1)).strftime('%Y-%m-%d')\n", - " figtitle = ' '.join(('MODIS', platform, '$-$', titledate))\n", - " # logger.debug(title)\n", - " \n", - " # Make the SST when flag > 1\n", - " sst = np.ma.masked_where(sstqual > 1, sst)\n", - "\n", - " # Create figure name (remove .nc extension and substitute . by _)\n", - " figname = ''.join(('_'.join(os.path.basename(sstfiles).split('.')[:-1]), '_cm.png'))\n", - " logger.info(\"Making figure {0}\".format(figname))\n", - " \n", - " # Rectangle for the region of interest\n", - " xrect = (coordinates2[0], coordinates2[1], coordinates2[1], coordinates2[0], coordinates2[0])\n", - " yrect = (coordinates2[2], coordinates2[2], coordinates2[3], coordinates2[3], coordinates2[2])\n", - " \n", - " if makeFigs:\n", - " # Normal figures\n", - " fig = plt.figure(figsize=(10, 10))\n", - " ax = plt.subplot(111)\n", - " m.ax = ax\n", - " pcm = m.pcolormesh(lon, lat, sst, latlon=True, \n", - " vmin=18., vmax=20.5, cmap=cmocean.cm.thermal)\n", - "\n", - " # Add the contours\n", - " for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - "\n", - " alborexdata.add_map_grid(m, coordinates, dlon=2., dlat=2.,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "\n", - " #m.fillcontinents(color='w', zorder=2)\n", - " #ax.set_xlim(coordinates[0], coordinates[1])\n", - " #ax.set_ylim(coordinates[2], coordinates[3])\n", - "\n", - " cb = plt.colorbar(pcm, extend='both', shrink=0.6)\n", - " cb.set_label('$^{\\circ}$C', rotation=0, ha='left', fontsize=16)\n", - " m.drawmapscale(-.75, 35.25, -1, 35.25, 75, fontsize=12)\n", - " \n", - " m.plot(xrect, yrect, \":\", color='.25', latlon=True)\n", - "\n", - " xtext1, ytext1 = m(-3.2, 37.)\n", - " xfig1, yfig1 = m(coordinates2[0], coordinates2[2])\n", - " \n", - " # Plot front\n", - " m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - " \"\"\"\n", - " ax.annotate(\"Region of interest\", xy=(xfig1, yfig1), \n", - " xytext=(xtext1, ytext1),\n", - " xycoords='data', textcoords='data', fontsize=16,\n", - " horizontalalignment=\"center\"\n", - " )\n", - " \"\"\"\n", - " \n", - " plt.title(figtitle, fontsize=20)\n", - " plt.savefig(os.path.join(config[\"figdir\"], figname), dpi=300, bbox_inches='tight')\n", - " plt.close()\n", - " \n", - " if makeFigsLeaflet:\n", - " \n", - " # Figures without border and axes\n", - " llon, llat = m2(lon, lat)\n", - " fig = plt.figure(frameon=False)\n", - " ax = fig.add_axes([0, 0, 1, 1])\n", - " m2.pcolormesh(llon, llat, sst, vmin=17., vmax=20., cmap=cmap)\n", - " ax.axis('off')\n", - " #ax.set_xlim(lon.min(), lon.max())\n", - " #ax.set_ylim(lat.min(), lat.max())\n", - " f1 = plt.gca()\n", - " f1.axes.get_xaxis().set_ticks([])\n", - " f1.axes.get_yaxis().set_ticks([])\n", - " plt.savefig(os.path.join(config[\"figdirleaflet\"], figname), transparent=True, \n", - " bbox_inches='tight', pad_inches=0)\n", - " plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure3_DrifterTemperature.ipynb b/python/figure3_DrifterTemperature.ipynb deleted file mode 100644 index d94b163..0000000 --- a/python/figure3_DrifterTemperature.ipynb +++ /dev/null @@ -1,449 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\",category=matplotlib.cbook.mplDeprecation)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging(\"./logs/alborexFigure3.log\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "datadir = config[\"datadirs\"][\"drifters\"]\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir, \"*.nc\")))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coastfile = config[\"datafiles\"][\"coast\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data \n", - "### Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-28 12:40:47,414 - alborex_logger - INFO - /home/ctroupin/Data/Alborex/Coastline/coastline_f.dat exists\n" - ] - } - ], - "source": [ - "if os.path.exists(coastfile):\n", - " logger.info(\"{0} exists\".format(coastfile))\n", - " loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)\n", - "else:\n", - " logger.warning(\"{0} does't exist\".format(coastfile)) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create the projection" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(projection='merc', llcrnrlon=coordinates[0], llcrnrlat=coordinates[2],\n", - " urcrnrlon=coordinates[1], urcrnrlat=coordinates[3],\n", - " lat_ts=0.5 * (coordinates[2] + coordinates[3]), resolution='h')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "mzoom = Basemap(projection='merc', llcrnrlon=-1., llcrnrlat=36,\n", - " urcrnrlon=1., urcrnrlat=37.5,\n", - " lat_ts=36.5, resolution='h')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loop on the files" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-28 12:41:01,523 - alborex_logger - INFO - Making figure fig08\n" - ] - }, - { - "data": { - "image/png": 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OZtCgQZhMJgYOHIjJZCI1NZVDhw7hdDpdARa//PJLtm3bRlRUFBMmTGg3mrXJ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\ndsLCwrqkgwQQFRXF0aNHA35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69u3rlW1NURSF/fv3N1olqCgKJ0+edK08O92cbL5QVVXF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4AAAg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iBc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\n3ce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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f862fdc3780>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig08\"\n", - "figtitle = \"Drifter trajectories and temperature\"\n", - "logger.info(\"Making figure {0}\".format(figname))\n", - "\n", - "tmin, tmax = 18., 20.5\n", - "fig = plt.figure(figsize=(10, 10))\n", - "ax = plt.subplot(111)\n", - "m.ax = ax\n", - "\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.5, latlon=True)\n", - "\n", - "alborexdata.add_map_grid(m, coordinates, dlon=2., dlat=2.,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "\n", - "# Front position\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True, zorder=5, alpha=.7)\n", - "\n", - "for datafiles in datafilelist:\n", - " \n", - " # logger.debug(\"Working on file: {0}\".format(os.path.basename(datafiles)))\n", - " \n", - " # Read data from file\n", - " drifter = alborexdata.Drifter()\n", - " drifter.get_from_netcdf(datafiles)\n", - " \n", - " # Apply quality flags\n", - " drifter.apply_qc_latlon(QC=[1])\n", - "\n", - " # Add to plot\n", - " drifter.point_plot(m, marker='o', linestyle=\"\",\n", - " color=\".3\", ms=.1, zorder=3, alpha=.7) \n", - " \n", - " if drifter.temperature is not None:\n", - " # drifter.mask_temp(tmin, tmax)\n", - " drifter.select_dates(finaldate=datetime.datetime(2014, 6, 1, 0, 0))\n", - " scat = drifter.scatter_plot(m, vmin=tmin, vmax=tmax, s=3,\n", - " cmap=cmocean.cm.thermal, zorder=4)\n", - " \n", - "cb = plt.colorbar(scat, extend='both', shrink=0.6)\n", - "cb.set_label('$^{\\circ}$C', rotation=0, ha='left', fontsize=16)\n", - "\n", - "xtext1, ytext1 = m(-3.2, 37.)\n", - "xfig1, yfig1 = m(coordinates2[0], coordinates2[2])\n", - "\n", - "plt.title(figtitle, fontsize=20)\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot with limited data in time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Temperature and velocity on the same plot" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/numpy/ma/core.py:2163: RuntimeWarning: invalid value encountered in less\n", - " condition = (xf < v1) | (xf > v2)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/numpy/ma/core.py:2163: RuntimeWarning: invalid value encountered in greater\n", - " condition = (xf < v1) | (xf > v2)\n", - "/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py:264: RuntimeWarning: divide by zero encountered in true_divide\n", - " self.velocity = distancevec / timevec\n", - "/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py:264: RuntimeWarning: invalid value encountered in true_divide\n", - " self.velocity = distancevec / timevec\n" - ] - }, - { - "data": { - "image/png": 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i4tpj/woRuUZELhGR2b3zi2aObM4Qr1n7HtOOGc/EI0Zy+1238N+nHiAWjabt\n8/WCsT1aW3uCwSAeT1aNi2UPnTKddtl7hswyr/zgOgKxTqirZ/MD96X1szVDbJfmXO3R2mYwk+Jj\n344CLgIOA+aIyBHA8caYu4EdwPl77P9r4O/GmNuAKyXLphxla3xgydJXuevvt7B9Rz2NTa1c85tf\n8Z3LL+MPt/86bW3QnKs9Wlt7NEOcuYyk/lA9k1Ud4mzNEFc9+Ahedl/tDnjS/w9Ytn6ZygRaW3u0\nthkqDSPExpjnjDEhY0wHsBw4HViXfHlF8nl3H+v2OsDwHv9eGSwbM8SPPXk/n/3K+eBZgNud2Obz\nehDA503fFHHNudqjtbUnHA4Tj8f7uhlqb3SEOO2yaq5Ell3QB+Clr12Fxzh4AF8gxsAZgyk/7+K0\nt0OnLdmjOVd7tLYZLPVFtcpFZHG3rX8xxvxlz11FJB+oAqLAzqkunUD/PXb1mt1XVXe+vimFVmaU\nbMkQ3/PA3fz9n/dx9hnn4M8Jc8M1o6htXcdVV8LDDw/hos9ezJBBQznx2DPS1ibNudqjtbVHM8SZ\nK/VFtbKvP2RbVnWI+5oT6SK6/HU84w7HHUytAxl68zma/nU/AUqIkvgiE+w3gEEXfa83mtojmiG2\nS2trj9Y2q9UZY2btx36fB/4P+AxQnNyWDzTssV97tz/v7fWDWl9liDu7Gnn6pQspNFHKcvszbNzF\nFJSfeMAXsH/yi6uJRCN8am6ImWMH0+gUIm1CwO/hp9/rx4lzv9XLv8G+6QVje7S29uh9iDNYGvqz\nIvIDoBYoNMbc2m37OUBp8mmHMeYB+63pe1k1ZbqvNf3223Q8+ntaf/P/6NpWldJ7hV5+BoACXwce\n4sQcw8Srf9AbzewxzRDbpTlXe7S2GcqR1B/7QUTOBh41xrQBzwKTki9NBJ5J7rOzk7xQREYn/5xj\njFnbe79w3+ur+MDm6qcJta6hwONj/svrmDHnM0w9euwBv9/553wagAmjgnRFWhlZNpWZI89maOFY\nCotG9Vaze0RzrvZobe3RDPGhS0SOBUqNMfcBxSJyZLeXv2uMudMYcyfwpb5pYfplVYe4rzPEpq0Z\nkcRMhdADN6T0XkVf+wniNuQHwky/5eeccOdveqmVB0azmPZobe3R2mYwy4tqicglwM3Af0VkGTAH\nWCQiFwMDgPtFpBR4LHnIT4GLReS7yT9nlb7KEA8ZOAdvTjmO43DPo1sIhePU1jcd8Pvd9OubueX6\nW7nrkRp+LGhsAAAgAElEQVQ6uuI88O5rPFtXylHH/oVpM37fiy3ff5pztUdra49miDNXGhbVOh1Y\nlfzzSj64psY7yTsuHA7c1vu/XWbKqinTfZ0h9p/1VaJP/BGA3LO+mtJ7+QqLGHT9Pb3RrF6h05bs\n0ZyrPVrbzGScxCOV4/e5T2K16H2dzBuA45P71wBXHnirMltfZYiDgf58+sy3cByHxpZ+QOrn6k+f\n+xnOPuMcfD4fJ2VAVk5zrvZobe3RDHEG651/1uaIyOXdnndfZ6MM2Hllcs81NX4C3AHcwP/ejSFr\nZVWHuK/lzZoLs+b2dTN6nWaI7dLa2qO1zVCG/Vop+kNl34LJ1vX1fYhdLhfvv7maV954mZOOOznl\n98ukv9t6wdgera09miHOei8YY772Ia/VAbnJP++5Zsb1wNdJXCx+EMi+js1eZNWUaWWHZojt0pyr\nPVrbDKY3WUyrTIgPlJaUcvYZ51BYUNjXTelVmnO1R2trj2aIM1fKp8d9nyKfAqYk/zwRmC8iO/9h\nnmSMaTPGPAl4rfyCGSirOsR9nSHOZpnwZSpbaW3t0dpmqDTch1h9UDbehzhTaM7VHq2tPZohPnQZ\nY14DOkXkS0Bz8vHn5Ms3ici3ReRc4Pa+amO6ZdWU6b7OEO8UamzjmRsewYnEOPKzJzB05pi+blLK\ndNqSPZpztUdrq1RCX2SIjTH85+35uMTN2bNO2bV9w+o/UlP1bwYPnMvQcd/E7T24/55qztUera09\nmiHOYGnozhhjfrnHpguS25+w/+mZJ6s6xKla+uIanv/XEjyBHAaMrOCY08YzZFTZRx7z5C//wdYV\nWxh/0mSO/+ppAKx9dRXbNtbhweHFm//DF+67LGM66wdCM8R2aW3t0dpmsFQm9OhkoB5LNUPsODHa\na5+jrX4J0XgMb3AIFUPPw+PNx4nV0tnyFo0tlRRVnEZ+fuLuVc8ufZqv3fFjAIoCLk6cPAdjDPXb\nnsUlQn3D2+Rtn0D5kLNT/v36kl4wtkdra49miDOXSbHPkOrxh6KsmjKdih1bGrj/hmep2tDImmU7\nWPDocq795r+59Oy7WPfeVpz4/043e+2Op6l8fwtdcWHta6t2bX/18fdoiXhoi7lpi7q5+3v38NTv\nn97rlO7Viyt56JYX6WjP3ByHZojt0pyrPVrbDJWm+xCr3VKND3TUP0+ocTHh0BZaGt+ltuox3n/1\ns6xZfCmtO55h85bnWb7yr7y28FPEoiFamjbgr/83v5nTypXHNBKgDoDOlvcZXHE4IwedgLj9LF17\nN//8z0Sqqp/+n8904l3UVz9Ea/3LKbXdNs252qO1tUczxBlMeuGheiSrRohTyRDXb9qBSwwuDC4x\nxI0QjzvEuzq5/cr/MHxCf770s4+Tm+8HoLO1gxUvLiNuXICQW1a86726Qp20R1y4RCghRmRbE401\njUydN41n73mdUdOHcfx5hwPw5588gTGw5OUNHHvmZIaMqaC8fx7RSJxhEzJnqpBmMe3R2tqjtc1M\nBkhlyQddLqLnUs0QO04IjzeIy+1BxAUmBhg62tazuW0TLv8HR/K2rH2QgLeBgCdKIE8YUJQYjYrF\nQrTF2llTv4wghh0NywBYvf4uSnKCxCM7CJYdjyenHw01/2bbhkdYVFfHNqeU08cdw8ihcwmHKiku\nPRyvrxi3J5DS79UbNOdqj9bWnnA4TG5u7r53VGmX6rqReorsuazqEKcyLXnc7LEM7beQjvYIX7zh\nAooHlfH2C+t47b/vUVdVz9Y1NVz3hb/y9RvOZ+CoCnx5foKFAeLNnRQMKOGkr526671GTR3GlgVV\nAPTrn8eQ0WX0G9mPN59cxoZlVWxeVsU7r2yitja8qxMfDnXx7IPv4PG48bvidMWhf4mLnBwPH79k\nDjgOI2aO6rOp1zptyR7Nudqjtc1QDqmN8ur6UD2WaobYXzgLnAi5pYczvPAowqEtbNt0H22N72JM\nnHhnCwOLD2P4YVfi8QYZPPw4dmyqxucqJhoPUbX+DsrKjiQnfxKvbfoydc0bCeQUMmvk+dQ3r6Az\ndDy33nE7nzlzJpHwg8RjUaLxNtqjUe5fvwFj1tPU/D7j33yA/IJcSsoDRDtq6D/wVAqKJlFefhRF\nRRN7qVo9ozlXe7S29miGOIOl+lVfR4h7LKs6xKnweDx86+5LPrBt9rzxzDh+JAsfXsKr/34Hr4ly\n92X3c/alpzHpuPFc+Ofv7PW9jv7MMby0cAsA515xJoPH9ANg/btVLF+wkpaIh8ZVdUQcwSuCKzm9\nQQRcLqE+5CbqCK2dhtGlHTx546O4XC6Ou/B4ivoVMGR6ejvGmiG2S2trj9Y2U6V46yS9/N1jqWaI\nfYEh+AIX7HoeLBjF6Kk/o6V+EZWrbyMWqSMeaWLzsmuYdPSdFPU7noLyY/Bu+APrVt9DZcMqnrp/\nOMX5I5g27BjqWzYzqHw6Rx/5B0KhdsYfPgbjxNle18TlFx+R+JBYFxUlIyjJWUFjZ5hQJfzqme0I\n8OPv5NF/0EC2bp1PVfVTuFwepk/9CUXFUygoHJ/S79pTesHYHq2tPZohVmo37RDvgz/Xh+elJziu\nxEVHzMW6UAEv3fEsEo8x8cTD9npM/2Gl3Pj4NwDweBJfQp69+2WikRjDZwxn2VtbceEQ8Ag5QR8n\nnjONmSeNoaA4MXXlR5/7By1Nnbi9HmafN5XlTy0mHonyzj8WIC7h2K+cyqjZE/+nU9zZ2EK0o5P8\nwf16tQbGGNra2nS0zZKWlhYKC7PrvpyZQmuboQyYFEZ5Uzn2UGUrPvDos8u58mdPMGJwLjddMYl4\ndDtLXvsCU468DX+gPwMHn09D3WKeX/UK1e1emiNV/L85f6U4p5ARQ88DYHvbVnwBL5EwjBhawdsN\nIV7aWsu62mauOuYYbr/gTkxgCI8+/hjPPHMTjjE4xkVucDi5BYexbduL5LgDrFlxIyCcMOdpfP6S\nD7TTODFCze+TExyGN6dkL7/Jgauurmbw4MG9+p4qQWtrT11dHfn5+fj9/r5uitpDqlOmVc9lVYe4\nN+5DvHFlLY/eu4SuGEhuLqd8fBQx4wYg3xujuDxIqKGN5+9/i0FTRlJYkkukM8odP3+K9uYw044f\nRWtDB6d9bhZ5RYls0/JX1jD/n+/R2Onlc1+fwcRjx/P0fW/RsKOdzlAXp3xm5q6OM8DP7jyf5/61\njJPOmkRZ/3xmnTGdzvYwj//4Pkykk1V3PcrWZ1/n+J9ejCSv+kdDYV798a0Yx2HGdz5L6cRRKdei\nO81i2qO1tUdrm6GMjhCnW2/ch9iJh2neNp+2xqV0RTvx5Q7k2Wcfx3EMG6pCLFq/nakjA9DVxD+f\n+S6VHM2Pz/oOkyb8kK/6B7K+bjUN7dUsW/xDtrVUcucb/2bC6M/zwup3+MylY4lGXFx43k854abT\nMcYwedA47l6xmTuOuAKAL372uxTkFxGPLmbK9BlMHPklEGhqep+67Quo2vQPAp4Ai186j+HjvsHA\n4efjGAeXuNix6QFaal/G5fIxetat1DWtIDdQQV4g9QvImnO1R2trj2aIM5hOmU67rOoQpzqN+I7r\nFvLaM2sB2B72ETfCi89u4gcT4oi46H/kZMYfO5v7b3yBqi0Rrr3kEa578PNUrqll/bKtOHFDzaYG\nRCAn4OUTF8+mrqaZ/9y7lNqQh4vHVcHzVSwumsrczxzOw7e+TMWgQjweF40NHZSU5uI4htt/8QJb\nNzVx1CljAcgJ+skJ+jn/5q+y4dk3WffEa9Rv3sGLV/+ZwlyINLUw8ZILd10QcGK7b7TeXt9KqLGN\nfmMHpVQbnbZkj46826O1VSoh1QyxEwvRUPlX2ps20NnVSEdnA6ZpGRfMM2zcHMTnD1DtXcuA8HAG\n5w1kZKCRt9c8xBvrj2GsazGmq4FSd5QcvxsTj/DQi4bGQRFm9HuTS6cW8NMb3mDtanjsbycRm1WM\nP9iJ47j47JHn0tXVhGMiBPz9+NjsCWxa8Rie5mAyauSipGQqxcWTKe93HKsWX0ZXNMTqFTfy8Mt3\nsqXzZYb3P5pzJ1wIGIyJ8/76+3nmzW/jdvk4a/atVJQdTkH+yAOujeZc7dHa2qMZ4gymHdq0y6oO\ncareemH9rj+XFrppDgtO3PD79eP57e3zGDcxcU/i6fOmEb7/FWbk7mDba0sYccRUxkwZxNp3tyIu\n8HjdDBiUz73fvpMVWw0trTGOrGjGI8lhjcoNrF81gEknTWGgs4PfX3gLCzcFGTiijOv+NI81y7bj\nEli9tIb3XlrLkpfW8fnLT2Hw8ELiLc2IP0CsPUzT1kY8OZ3gEkJbtjH7Z98g0haiePRQAGJdUf51\n2V04jsNJ3zidkuH98fq9BIuCGMcgrv37G6cZYru0tvZobTOUQUeI0yzVDHEsUo0geHx5uGMdiMsD\nTpwB5QFu/+UJDBl5Dg+99Utq4g4DceF3uzh3dCGVta8xY8o8muuX4vXkYTrrae3oYs17UY6fNpoj\nS/xs7gqzPnEtmpZt7cSa8vl8cQ73/uk1fvLiGxz1sSjjC3x8Yu7DtNe+DsbQ0bqGzvZN1Kz5E3HJ\nZ9S0K/C73AwYcCxrNz+G4xgammsIBj1UbX+DolMfIbdoAoG8USxedw/GGPw4vLn4csTl4dwz3qC1\nZTVlZbOIO1143AFcLu9+1UYvGNujtbVHM8SZK+VVprVD3WPaIe7mk18+gifuX8q8T03lzM9NB2Dj\nukaiUWdXZ3jNynr+dPsq+uUEyZMdbHh4Pv1nT+eSa8+iqa4NdzxCfr8SXr13IS07mnE6fYh4eb+p\nkPGF7QDEjZv5j64mx204sn8LPgP9c71s3tjE+Wf8iwBupg9xeG/BStw7KimXGP+4+gFmzBqIbFiN\nibkADz5XDGPA+INsq2knd1R8V2fYOIauji7isTjxWJx3n1xMzYZaxO2ibGg5Ozbu4OM/OItY3GHI\nxMEE8j/81hWaIbZLc672aG0zk9EMcdqlGh/w+oeRkz8Mr7+UAeMvxe0tIR7roKX+TfKLp+Lzl/OV\ns85k5eLLaGl8h7j4Kc8rpjw/RqBgPLX+o/jNwnuIOTGmBreS78rHtzxA3pEj6Kh8j7GzgqxfHOKI\nGW6OPMbhyQcb6Ag7bFzmMOK4GFNKS7jr+W9T1VjDWcMn4qGLTWv+yE+uf4HXl2zlOxe9y0XnzsBL\nHJfLg2NiFHi8DMgrJiIeFr9/PUdN+wleTy6zJn0XlwjNDUvYsWMhtTs6ufaGeUwc105p6Xgam5cT\n8Fcwc+a1RKOtDBv88cStpj6E5lzt0draoxniDKYd2rTLqg5xqhni0z49ldM+PfUD20aO+eDiG0sX\nbaMjFMXjDrOhI49h0kH1i28wZM5sQm+/TfXjz1E6YzJTzj6Dxq0NzJ4ynIIh/ek3tJQF97xMzRvv\n4XaDMUI4JlS1+sjzxsnzxIg7cTo7YWxRK8fl1uOEoTPfjQCFEYdNSzYzssAh4HYIOW7iwULC4SYa\nGxxiTy1iy9INjDppGg2VtTTUtlGzqgZ/Xg6xSAf162vwApG4hx0btgPCS/e/SuO2ZsqHlTHxuAn4\n83I47MRJe62NZjHt0drao7XNUJohTrtUM8Ti8pNf8YkPbPN48ygdMLfbh8RpaVyCMYYoYeIUUOEK\nEYu2M3nMJ7g10I7XJaxo2MHnTvAQdNrpirYxZ8aXGT99EOvfuRgwuHPy6ZgTomu+w9nnjyFYNoA7\n32jgyDFFlJTkgwkRNzG8TgeLl2/HAM+9+i4nn1zBkMKBbOjyUebzMaRCiDoNtEcaWL72TtyeXCq3\nv0JF4VhCtQuJOQ44Xm69rQPHVHH0ET4+9+lawNDRuYOFr34RERctLWsJdWxl/JgvUVI8+X9qozlX\ne7S29miGWKndsqpD3Ju3Iop0RmlrCrPivR30H1zAGy9sYOCwIjweF4OH5jEsVsf6lgChiAv51/NU\nHDGF1U+/RUs4SOuyKsZ8tYizrjpv1/utf2UFuU47Ho+Ljk7D2OIQAbdD2BHCjhuv2yFqXMnfI/kz\n8QRjDEF3nNzcODmS+FLjxA3NFaNZ8eYm+vm7KPbFyCnK5837F4KBuMsNLmHQxCF0toZo2rgNT46H\nc676DOH2MNtWb6Wxrp2GmiacuOHl+1/FGEPp4BKK+xfjz/vgFUOdtmSPjrzbo7XNUEYwKdyHWEeI\ney7VDPGewu2b6eiooa11LbiDVFU/RlAMVaGt+N0Bgh4fDY0riOGQs+M5cnyF3PXOfBZvq+S4wYWM\nLR/IcDoBiG19Fq/Lz4DC0YTCO/CIcPKUARw71UV9+xZispWV23LZ2FDPSTM7+FjpELq6Wok6Ua75\n9mweX7iG804voyEa4a8Lb6JfwUCKvX48Xoh3xgn4huH3jqey5iWq616neserjCoYhlvcDB10Kl7v\nU8TiwpDBx3DS8deyZt1f8Qf6s2zlzYBhzfq76Yo0UVv/DifM/hMF+aNxu3fHMTTnao/W1h7NEGcw\nXVQr7bKqQ9wbjGOofPU9/vanxeyojxGK+zAYBCEWN9R3enC5hIKRQ1i1tYN3gaZIE/ef9Q+ml3gY\nGIzT1OrQ0dDKtrVbWfLo27Ru2Y5PHARDvssQCIDHk5g2mGMEMEQd4dTBzaxv8dPPH6Ej7qbDnctz\nlSWMrHAY762lPeIi7vgIlhfhHjuGoWMGsHpxFS6XIWzcbFi2Ba8YRCBYFOSweTOZNGcKObk51G/a\nQV5ZAf7k1OhhU4bjxB1mnDYNj9fN3698EE+Oh3/+9GEcY7joxs9TMrAY0AyxbVpbe7S2GUozxGmX\naoZ4p872zWzf9ABtjcvY3roWETfNkSaMiROORwnFQgD4xIuDQ2hHiNW1i3G5vMQi/ajw+1hdu4N4\nVxWTxp1JqKOaznBiVLarsx4X4MLBJW4iXc0E3TmIeLj7U/msbYkQcQ9i+KA5xOniwZc2c9+zG7j+\n8wXkB+IMLRnK5FOuoTFcT4fjYeOm+3Hw8Ye/QEvrIn70wznk5lbiijQzqP+J9B94CsOGncvLz9Sw\neu0qTjj2RNxuN4fP+BUAQwefTiTSyqp1d1C55b/4XG5eXHAuRYUTmHPyo7tqoheM7dHa2qMZ4gym\nHdq00w5xN50t7Sy45m90NTQTai7E4/biRA1FpQHiMUP5wDyGugNs2tDMifNGs/LWZfhcDpWtubTH\n3KxsyicUc5PvdXj8e38AIGYEX3Lk2gCxnCBxt5dh44fTvKOJpqo6jOMQdDkY4kwpCxHwGLqMl9o2\nN/1yOgj7+rFgW5zqVh/icnH+kaOZe/ZkSgYU4vG6Wf73p/G54kSSI8xuMRz1qdmMPWEKAPG2Zgqk\nhcaaLqrfvZdhR0ynfOQZiBOj3/ByxOXiO/dcQn11A/dd8QAAL969gOFTh3H4x2dqhtgyzbnao7XN\nTAbBpNAh7oU77B1yeiM+0LJtPts2PkAs1okxcVziBnFRVDCOppaVDC4/irXbXsTvyQVjME4Et8tD\nONoOdDK7rJxoSZyhBdPwuXOIdjUSj3cl392Fz5NLe1czMU8uEmsmauK4cOEhl4IcN8cNKMHgonrL\n88Qdh2i4i7PmCNvb/AwtG4krGmbttlruqezg7i/dwaghZ7Bu3SOce+KTFAwbxYqmRwA4bdg0ps34\nFTk5JRjjEIm/x9Qpw/jPC9fT0PIyn5xzE0WFo8EVoKx0FMeW/JEjpv2CN966hFCoinCoirdfu5hx\nky6lsOgwzblapLW1RzPEGUxHiNMuqzrEqWaIa1dW0tHYhgfDEYMijPzUyYyYNoz8Qj++nA+WavPr\ny7lwfB0F0k5Ve5C1zXlUBLqoCuVigAm0EXHcDPJ3Evf66DdlNDM+eQz9hpd/4H0628MgwvN/eZ5l\nL6+jwBcj4IrjMoYyXydFni4iPjf1xYaoE6WkXwFvPbWMmuWVjCw3DJw2mrIiN5FQjEgs8Z4ut0Pl\nq2+Rv+pOgsU5hN5vwol0UV2ez5jztiOudwivCtJy7114+g+h9Du/xOV2UTGsnHOvOIu1b63j/RdX\nsOndzYw+YjSFFQWaxbRIa2uP1laphN64D3F73RuIuHG5vOTmjWHoYVfg9hWSlz8GcBBxc3Sohni0\nhdVLr2Lj1lomD5/Cyu0vYYDt7RsTbYlH8btzyMspJM+TDy43uYFyWjwj+Pkzj/Dg1//GoMJyVrxz\nG1+94gZy/W18/ytDKMkHv1uIGYNL3MybXIzLVYHbm8f29rU8UxPl3vfWYNx+Xn7lc4Q76yguGMcx\n03Np9HjZuDnxe5h4F4te+xLNHdV4AoOo3PE6ANtbuwgG4vzjmXPA56OxdSOnHnkDR078Bj5fEUfN\nuoXNlY+wZf3dNDW+w+rlN3DE0bdrztUira09miHOYJLqVV+9atxTWdUhTjVDPGDaaAYePh5fnp+p\nn5mLJ+fDb7kwdNYEjmzrIFhayFFeF6/f/BBbQj7quxzmDNiBMcKiphJGz57GiWdOp2JYGdVvr6LZ\nbSgaUgGAE3fw5yWmMH/80o8TPGwTdZV1TBiTzzM3P4XP7VDsj9LcGKbc10WgxMfoCTk8+4qhPDdK\n5+Yaqiorof9ApLOWMRU7GD26geCpIVwtEfyvt2PqhFjXQAQI1fnAQCTswVNTDwjR7VtYcc8/KVv/\nHIw7gvDoucw4fTqr39yAO9bFvd+9kzMvP4eBk1K7j7H6cDrybo/WNkMZgRQyxGiGuMd6I0NcOOgM\nZMdLBEtnUVBx7B4rL7sBCAQHAgMZN+0ayvovoHzQGeTmluPz5vDmhod58sUaXlzQyMdO8HLqCe0M\nGvdNwo2L6OpqpsKs577P/JANyy+noXgSq+pfonpbDMeJ87Ur1/G9L4xl0HihMFBCdXU904bnEPTn\nEXW6CHfVc1iwg7MnT2VLRycvb1xMma+e1lAN/QNlDCDCZ8ecQHtnHbF4iNrm5RgMTaEaEv9DCZCH\nY1poiwbpCq9GMKxc/3fefPc3RONNHHfY9xg7/FxCLWtorn+LQCzE6jcvYdCkG1Kurdo7zRDboxli\npXbLqg5xqryBHI7+5jn7ta/L42bcqbN2PR8y9ygi899ieG49pTlRjIEKf4QNb61lwxurGOTv2pUb\nLp04koGTR7LkHy8ydu4MJp42i0V3PkH/qaM46cuz2VrVQmzSTEJtHWxdu46B+V20RnMwGNo3bOQL\n84pZtcahy3HTYQzNm5ooH1jC6P5LaW7xEZQYpsBNQ1chJgIvbBuNB8P2zjzevXIwF//uizzztyco\nCw9hU72Hya2vYIJdRN57g0VPN5A7oJzapigeY/D5DI/e9E8+8Y25+MqHMHhsv15dvExpztUmrW1m\nMgadMp1mvZEhzis9grzSI/Zr3/ziyeQnV2TOmfhDmivv4pixn+WXN9xOuLONBa9HueC0EWyvfgyX\neIg7EWKhauq2vUpDZyNb1v+XODDnND8L5rvw5zlsCazl6LG/4o2XtrGh+j1MUTMjzVby3T4MDh1d\nLRxXvI72ojza29oJuEswOGxu28TIwrG0dVQTcyLJDLuHTidCV9xLvsdNSKC0IEx+/lGsaS7ihKGT\nWLxuEXWb65CiOgyGuh0Lad7+Ag0dNRgnxpvvtuEv9GC2nMcZs77LoLJJFOSPxok24/LkJ+7VrFKi\nGWJ7NEOs1G5Z9a91e3s7y5Yto6CggPz8fAoLC/F4ev9XDLd2ULl0I8NnjqKrLczK55YyaMIgti0u\nINTQjD/qRkQoz+lia9hFaU4Ut8vsWkRmx8rKRKdSYPuKzfh8burWVFG3poqWdVXc+d8Wajp8lAbj\nHF3WRa4njsdlcLuihLtyWbaoC+gChFDcg4ihflsr/9l+OC4x5FeFqavLw4fB5zZEHYgbFyA4cVj9\n2hq2b6xjG0UYAyubPEQdF7UdhYwMtkNriAH+YuKluXz+qy/g98XwLJ3Pg3cfw8C5Z5JXFGTy7NEE\nC//33sUmHgWXB+JRaK+DwoHagd4Hzbnao7XNUHrbpbRrbGxk0aJFTJkyxcqFIseJJ3LFLi/LN/2b\nUHg7A4vGsar6eTZveZwjh84lz1/AVz4/jnsfXMsXzppCXk6MSKQ9kTkmSMTpIhLaTjgWTY7ZCvPm\nTaVswluAYWy/6Ty94Hb+fm8tDhDMDcLoBspy8sFAjBgN7VW4XInZXR2xEDHjAIbajq3EnAjGGDri\nESLxGM/WeBlVkMOsEg+xeAeCIdYZ5pOjjuPb1zzMlsomBpTncPn3RtApbkwkRENXLQB/f8LF6dOm\nsjC6ElNpWLjle3x1bD4Dg0Nwu31QMIU3W/K55OTL6AxtYfv6uwkWT6E2vIUl793AoAFHMmvG78gL\n6uyrj6IZYns0Q5zBNEOcdlnVId62bRtXX331ruff/OY3mTdvHpDIF998880UFBRQVFREaWkpZWVl\nVFRUUFpa+j8d57baJjw5PurWVtPZ2kHcgTfve4FJ8w5n65oaajdsZ91rQ3Da26nfXMfa+YvI9Th0\nxL10xj0EvYk5fSMrXMQ7nF1f/lwuYeKpRzBm7kzef2A+zeurqXz+LQRwu6H2vXUMCQaJY5he0kqO\nx+BK3H+JaNybuCexN4xLHLaF8xiT28rWrgCDchtZ11ZBzHHRWF+A4xgiAuDCYPCJA7gQgZoNtR/4\nPtka87Ng+wjcGI4qbcAlhlGFXfg8HXhciT1Njot+wWZe/88Swh0x5v/tdX76z69hoh2YUA1m1X0Q\nnEhs4d1I8WCM2wv1m3Ad/QXYuhw8XjzzrkI8vXvrj2ygOVd7tLaZS0eI06uuro5rrrmGv/3tb7s6\nxMuWLePGG2+kuLiY4uJiSkpKdv0sLS2lvLycYcOG/c/5MRptp7lpGTmB/qxZ/zcqKmbz5GuX0BVp\n5tiZ1/Lkm1cQi4cpchfQ4rRjjMGJNLKxvQkQrrr8ZOJOlEc2vsfcIVPJFSEnpwg/wqScEuaM/H+s\n2PYmb69/gpsXbWZmeTGlnhDHjT2dv1b/ngEVucwcF+T0GXnEHD+t0RYE8Lr9xOJdDCmZRE3jSvI8\neVBayPoAACAASURBVHQ6XYRjYXzuIHEnRjwxPIzbJZzQ30NpToyw47B1QynFRXk8/lwN14cfItQR\nhWAO1106i0DBYD536cOceJzh5ONdBLwBvnVOLm4T4Y2tXtyxPKImQpE3H2PixOOdlHocHn/3IS46\n4nw2r7ieeFcz8998kkrzHjk+Ibb1VTbXHM0RU3/EqrV3MGXCdxk/5qJ0/2+R8TRDbI9miDOYdmjT\nLqs6xHuORHbPD3Z0dLBgwYIPPa6kpIQvfv4L+DZ24A3ksPaFJdS01FPkD5KbEyDQvxwn5rB50VqK\nRwxgx7oa2lauIeiOAQH8rjgGFy6XG487zoiiOtY2lBNu7+Sc332Lt+95juol6/GZOJvnv0HV/Nfw\nSoyuuAdxuXC7hDhuQnEPw0viDClowbB7dWqXx0VOwM3dSwuZXtJEwAMrWkr44qgQR5VvoTzYwPR+\nldSEi1nRMJw2VwEjpg5j3eKNGAOxaAwRcBxD5TsbiOGiqCzIpGFuNry/HY8II/KaWd5WyuTDyvFu\n3kS03cXah0YyZFwrOTtqGZTfSE5NK2FyiUWj3PL1mzl25BKmjawGE8PpfDvR3qYtEChK3EN522rM\nliUAOItuhebVuP4/e2ceH1V1/v/3ubNPZjLZ9xAIIRD2HQQBES2I4o57W7Wt7Vdtq1artbbVale/\n32rrUltt3eq+I4LIprKFLQRIgISE7HtmJsnsM/fe8/sjiNpqfwpEos779bov5t57zrkn585w7nPP\n83membcikocf/y/Al5S4znXgiI/t4ETq8TzEXzQfuEx/1AXV7Xbj9Xrxer2fWu/JJ58kJSUFgA3v\nPcyyN57G4YzgcPhwpJgx27xQ/U98wV5Ap9NdhUSiafDc8zFOOVtit4PDaEGXoEudQ95adna2IoFS\nn8pVs27jpfeuJc3iZHJGMX1Nr5KPTl/SCMYmS8DI0uIhGHyNXFg8hnOHRxGAqqsgTIQ0sJssyIQx\njLZbSM+YTGJCMaXbtzNhhAWbxYUiTISlwOnMpdFdTjjmIxoLEop6MSpGJpeoSNnDdVek8qdXfHQa\nBDNn5qNZ2qhpFpw0N0hQg97uMRgyW0EJYRI1XDSsgK6YhVHpC7CqIbSoF11x8EjZ+yxI87Nz47eI\n6TEef8HPuq1tpGTYOO/KEK7kIjw9h9hf/XeCoXZ2VdzLgZrHcTqGMn/2Y0dWub/uxDXEA0dcQzx4\nOVbHyrhj5ufnhBvEQojzgHOBHuCXUsreo20rISGBMWPG0NfXh8/n+5ir5H+b8KWUuN1uuvY1EtnR\njtR0oqg8u305wqBgFgbGzp6CWTUwcdgUcqekUOQcjmnjVgyKwKBIxi2dT+LIIjx1TdjefYBg0IpJ\nSSEx04XV5aCurA4pFYSiYCMM6AQ0U7/RqwtiUkHTJTGpIAwCDAZMZiMFI9NxJZoZd/W57LrpF9w1\nsQNj0UiUWadyeksLG18P49Ngtr0HqylCvsNNdzAJ3a/g3VfDWTcswZLkYPVDK3G3uEm3RgCFkCaY\nOikXS8VmpqRIzFYNsxaksMBKT3svNpNKUDOB20DEM47kKTZG7F3G97PL2ZFyA1XbttNcY2CNZzTF\n2e3YnVYYdiZEkzFmj0BaU6GnDmEJIbV9SOMIqF8Oukqk/GXCtnk4J0zAYPtPt+uvG/EJaeCIj+1g\nJe4y/VkRQvweuBDwAWdLKZuOpp3ExERmzJjxseBa/21eBDAajSQnJx/Zf//dP/H+xs4PV+gVI6oW\nwuVKpMOj4kqD1G8O58cX7GLReSfT0hDl2QcTeO7+qRSO/i7ThI3mhlcxhhto7uuiPRxjauEiSuvf\n4YC3AYGkKHkILZ59gKQkdTy3T5uM1FUi0V76+ur7vakOG/dC2KgNeWn1u9GR9LQ3s0EYuHTOudz3\nl2XYja2k5BTh8waYPTSfRGsqRqONIYmF9Pmaibkmk5Q0ks7Gl/CE2jEajJgUjVsvtRGKRegO19Hi\n0wmb6pk4NYYQAt0UotHfjkQyJnkkrb1bOWnSL8g1hFlT18KK/UEm5ycyO6kKXWqEYn40BPXtHjLS\nFSIRA6dOvJGUhHRiQzK454XncBklV8yZQEv7Wny+Oir3P0Ri4nAK8pccza3+ShHXEA8ccQ3xICbu\nMv2Fc1wNYiHEPODvQAbwpJTyhsPHS4EZ/1b8TKAKOF1K+W0hRDFwtxDiMeB64HvApVLK5z/S/lTg\nt0A3cLeUcv9HG8zOzub3v//9J/YtKSmJm266Ca/Xi8fj6TeAu7ro6urC4/EAMHLGBKqrfSTlpWEe\nnU5G+waM1v7IzO29XQA0rn6LZavfAmBRyiiG25OZ/4frMTms7N+/n2HTx2BST8Nef5BFc/NwLLwY\nxWggZ2wB7QeaOeUn51H9z1eI9PpR0NGFxKqoeFQ7ui7IGJ6FPTWRSefPxp7swOr80GBMmzWdnvIK\nhp+7gM5nn6K3NUQ0nInX5GBVw3im5xzEbNToCCUjFIVYMMLOJ55k8UUVLL18BNvXJOGpDeEP2bAq\nBva+W8tYl8BkNtLSZ2aYPcieGo1Mi45ZERiFRoatBxp6qU07g46+8xm1YBKnnTSN/KIgyx8rxRIw\nsGHdSeTPHI11azl6uIak8X6Ce8twnHwKsuJ19KiZlHNy0ZVvEqveRPuGADHPcwT27yf3qquO4pv2\n1SKucx044mMbZzAhhPgR8L/0z727pZSTDh/3AY5/K/4rYANwlpSySAjxDeBNIcTdwD3AKOAvUsof\nf6T9bwL3AX7gOinlWx+cS05O5o477vjYBc4++2zmzp2Lx+M5Mjd+8G93d/cHbR4pL0Uxgi4SnMMQ\nwoDVmo6UGrqu0Nm6g/ZmjW88voSUxCH87o6/c81115CamEp10/no1lQKCwuZNXE0XQ3PscSSRkbO\nIkaOuIp9jWtYu/sBUhz5WDLmUtu4ApC4LEnoWhSHJQm7YsJsciCNCaRkzsViSSFmTqav5nH8kQZi\nukJImkhzDsNmjqLaKjlrznAMZiM/e7+ZWQfCPLh0CFrUR6IzH6spkZjqQ+3dRVpCHlaDHX/UjSpV\nzIqNJEsadqOLpkADTYEYSWaJrgrWvl/LtNn943LI10xfzMea0sfITrPgC7Ry49TTuXdnN+NHuAhG\n++jUJULt5dafzCTQV47BlEJtzd85KHUag9MYmrGKhq5EMnIfprK5jMzEJCoPPASAzZpBRvq/Pzp9\nvYhriAeOuIY4TpwPOW4GsRDCBcwGZgKzgNeFEMuBFqAUuAWIHS7+GLAOWAIsB5BSVgshnFLKPcA1\nQoiJwN+FEGVSyurDZXYIIV4E6v7dGD58/lP753A4mD9//ieei8VidHd3k56ezrjpEwGoqKhg5JgS\nWltbCYfDn1hv6b23kJHRn0Kpurr6yMNGRkYGw4cPZ3iynaJ9+xk5ciSLbrvoSL3ArAnUrdzEqAvn\nE1z1OiAYMbEYa8yDc+ZoHBOnfuL1hl52Plx2PgBdRiNp1jCFwxyofTGIQsuQ88guzmWCgJ5DLVRv\n2Edylhuh9iJ829GipzB/0jYOteaxt66YNEsQgY46agYVm7sodecSU6HGr5NTkITPGyJd68EoNA6t\n2UOqKUzjUzUcOuTHX1XN+Y4GWkUiUjfi27kLkz2MEDqRhn0gBNH6Q8g+OyCJdih4duxHD5hRkhWi\nqqDjYAd9f3uGoivOw5Tw9dWxxHWuA0d8bAcnX8co00KIfPpfBBcDVwK/EkLcAuwDauifFz+YbB4C\n/gz8EngRQEr5jhDiISnlK8ArQgg/8CMhxFtSyncOl3laCLEAqPioMQyfnIfYaDSSlpZGWlraZ/ob\nLrnsL4ybUElra+uRraurCyklJ02fRWFhIV3+V3FXmygpnsqSBRa2bmvm9TdeRtVVttdVEENy4fxz\nmDZuLiMiuRQXSUbmzueey2pJdKbQ66vHsOvOfqlQQiENzW+iaTrVXVbM5hi3fmsrdmsmQhi496US\nunobyEkZzk1LNmGx9K9m76t/nSmzJU2xdqabU7nvjInYnMUIcwZCDSOlREr18L8aUupYTXaiWgCh\nx5CqGWEUZCXmk2DJpcMYpN1TztqnHLi9Plz24SxYlIsePEBfzEeqpYBW72qk1NnUuJwFQyYTUkMI\nwKr1IhSB31eOInTC0XbCkf4+RELbMZkkRVl9vLTlfmS4BndIUOjMoD0cYPXmmzip5CoKi7/7mb9n\nXzXiGuKBI64hHryIeB7iL5zjuUIcBX4n+63St4QQuwANCHywUgwghCgAKqWUYSFEGXAjsEIIUUT/\nW+0PqKF/0f8lIcQMKeUHDwrq4Xb/g6ONZmwymf5DpzJ27Fj+/Oc/I6Wkp6eH1tZWmpubaWxspLGx\nkY6ODtLT04+Ur62tPfK5s7OTzs5OtmzZcuRYXl4ed999N2lpaYxcejrFF55Gb0sXrduSUb1eYnUH\nINBNtKmBtnfWYWg/RPo3vwOOZIJhyBg7/GN/X8GNNxHt6KBQSNoe+CMIQerUWUi1B8ekaaizRxPo\nC1NVCcnJfrq7XVRWOjhgmo/V5SJjdBpD/XuxqX7Sgs8z+oarYMxilv/lHaxOK067kZShWVS9aSTc\n4cas9GuQMRixbFiGGYWYRSHNHqIxmEYgIoilxxg3qglraoCo8TskTDsN/6t/I3ZoL8q+laAXA4LE\nieNoadwJ3b2EunvpHF5AzvyZCMMJ9+A/IcR1rgNHfGwHKVJ87Qxi+ue3RYfnyDuFEDfTP5+5P1gp\nBhBCzAI6pZS9h18q/xn4tRDiVOCj1kF/Mnl4QwiR9RG5kXp4+xjHIw9xUVERRUVFHzsWi8Xo6Oig\npaWFhrZ3eHvrL+loEbz2tIWAN0BhrglNDVLXUUYgagQEm0tXUlexmsR0O8OL7+OK7/yKppZGfv6T\nXzJ14jS+vbgSi0VSVvm/CGFAlZCX2u/evXLDtfi8OzCbHGQnFRMKtJGaOPyIMQwweui5JCxKw2pO\n5t2t19Ppfg1Dt42ClHuwmNLIsCQQi4UQWhSTyYGma/jDbmJSxx/zE1NU0p0l6FEPTqvCaSY7I059\nkx+cprDu/eUkJAeJ+kMU5OUxx2JEF2msP7QHT7CdVLODZENTv7EtFDRhRtejOOy5VHTW0B6KUL/V\niCIETtdoTClbaDhg5uRZXagWkLqkzjuEXnbQHiojUfpJzpyH01GA0fD1C0oZ1xAPHHEN8SAm7jL9\nhXPcLBApZeiDz0KIBGAv8K78z2Xb84DXD9epFUKsFUI8CfQCv/hIuSj9uqky4AH6Xai/cIQQRyJw\njhkz5lPLWa1WioqKqK+vR1U//iyihiN0tLbiK68hpO6jadk71JkEb24oZUhyFrMXzsVU1UBhggFj\nbglUlYHQ6V7+Jrq7g5hUcM8+n2ifD1yplJwxHYHEWlAAUpJ48ino4TB9G9YR62wnVLWPrO/9kG/c\nehEdhzp47dcvEAlGMZoNWIWBPLWLKRecgcUwGXXFXRCN0vLCChJmSs6/5TyevuGf1LZ6MBgNXP3I\nNbxx3X3YDFECmhGXEsRk0IlpoAor+z0O6gMOxiR20+u2oSSFMaQVkjjlHARGEk9ZQNSzCeFMI/ua\n24m+eQPmngdwZC3E39qHbjTiW/Ys9Sv+RdZ1N2EbXoyUkl0PPkdffStFF5xOzoxxKIZjz6E5WIlP\nSANHfGwHJ5JjNIiPY1++KKSURwS7Qoh0+r2n7v+EOfIW4I3DddYLIVYIIWroN6jP/kg5FTgd2Ahs\npd+F+lM5HnmIdV1D0yOYjB+uKplMJvLy8sjLyyO/S+PgintpbxFIKbE6rUyZX8DMsd/k5bd24a+B\naMhImlXiC7vJcrp5c813aWrR0HWdp554iKfxoap+XGk2XOk9jCjOYUhhEkKtRiJ5v7yCCUMk4YgP\nLbyLPKuTXVt2smP9dIonJzOu5GKmFZ1DknMoroQ8Zk++m407f05G6hQ27LwdgCXznmXI+KtAanhb\n3sDbthaXlPRFPLgjXjrCbs6Zdh8b3ruaFGMMly2RnoZnWVVfyoG+OrK0XiQQrr2YkTOnYxIRZg1Z\nSEd3JV2hZiJqlK5ID2FdI6ZGCOsqGbEYRsVBbyzA7Hnn4OvMZ8lpi1n6rfMQCM6ZN4+Khhhb3j2A\nNbGS2ecomBWFiA5/fHEcroQ8br54H0aDmUBPBS0H/ozRkkHq0MtxJY8+5ns7WIlriAeOuIZ48HLM\nQbWOTze+Vhz3JTkhxBzgN0AbYOPjb7QBFtNv6AIgpXwNeO2T2pJSNgghLqN/Bfk9KeW/jnd/P8q2\n9+p44K71TJ83lB/+6tTPVXf+/PnMnz+fcE8vK6+9mZZeLx1+N9VuHy0+H66kdKqefZsEQwRFQNme\n3RzsbOJgZxNrq7ZjMZrIS8pgaHWYEqeDkSlGLEETLkCROvqGNzFLnZZQIoEtG/B4dTKLshl16UKM\n0xbgzE6h+5l/EutoQ3Emc/Bnt2HOyGTIj3/MD574EdFwFBmNUXrrvSAEvsY2GuvayJ/8TdTSN4mE\nILJuLWmLF2Ox9xsRCbYI+ruPMj6jhnRLiKhqJBRNQAhB1OCESJhiZx+5tiAuU4TusJW1r0xkSpob\n69s/xiJ7cX73bqzX/YtY+Uq0l27FbGlDMSiMvSAbUfJTSm+7F7PagZQQqK4iHDWgWMx07a4CCXv+\n8Qbugy1M+PbiAbjjg4O4znXgiI/t4ERKgZRHb6D9N3nMYEcIcR39c2QfkAK4/63IHGDCBztSytuA\n2z6pLSnlZiHEHcBvhBAPSymv/bTrHqt8QNUiPPr6ZHr9DSxd8ArD8xb+R5mc9Flcf3459ROe5f8C\nj+NKstAzpIUp84s5c8l6ury7cBlK2PruvZRVVyGcnWS4zFx9oYPKml7aG1sIR6OApKMtQGurRtWe\nBnTZRG5OMtNPSqe8yYemmonpRmYMD4GEoiwLGclepOyhbNev2Lnr53RFgswp+Ramvu0MTxvP0KKr\nqKx9GoDqg4+yYdO3mTbpN4wacRXJueeixnpYV/Yr6tu3IBC8t/se3EQYkjQJEevAZkvhvJIzedL3\nAlq0F5PBRKZTo77xLTp7wGCsxR8NENEjaLqOLxZGoqNKiSoVWoKdJJvtDEuIEtBe4rXyDN6rLOX5\nx1+icl8Zjz31FGYTuLsMZJHEzy5cgR6sYvnmHwOSvmALHZ4KOr27SdH8hKJ++vztNLS9y5RZj5GY\nVHJM93ewEtcQDxxxDfHgJR5l+otnIHxUa4AngD/SHzzkyAQthEgDwlLKvs/amJRylRDiLuARIcTO\n/1b2Ay1wWloauq7jdrsRQnzm/a3v1aBrOru3Nh9VfbfbTffK9WQ6ksl1JuI0ZdEZdhLWdHojMUAS\n0QxYDRoN3g4sioYqBRoKEU2l1t1CY9jNu6okPyOHu+76JXWvvo1rRCHOxl1IVSfP1gexPqwWM6ZW\nN5V/rKEulEze5CLy556ELJqEIdyHFtpO6FAtja++QuKQoRjzhxI2wtCrzsXQF6LrYBMd2/fRscfC\nKXfdSfCJx9Ezs3H39XHhry+l+50/4OpYTazCTrbTSCxqwWjQUKWCkJLyQAYliV5SilNI83XhbVBo\nDDkZ5epCapJIbwzVZMb96OPkXXMtcutLyGiI2JBJJEydgxxyOm6vh7zLzqTtH89glBE6S2sJL9uJ\nAGzJiQR7Aqi6gh5Tj/p+fBn2pZSDqj9fpf2enh5cLteg6c9Xaf+YtH1fT5fpD9gIvEq/jvg9YOwH\nJw4Hl1SllC2ftTEp5W8P64b/Rwjx1qeVU1WV6upqUlJSSEtLo6urC6/X+5n3m1pqCPamIUSU+rZ3\nSbRM/tTy4yf8nJ/dcRr/WvcHHKYghZmTCflimPRkQoH3mT5pLEMLhtPj19FlA0NO7mHC2AzWrO+l\nvcNNW3s3Jt2BqikYlBgGRaW7PYKvy8It581hw77XmTv+e7y6fDOpaV4SRA8pzjQ0mUKexY3R2IlL\nDCPY0o0iTHT43mH1vjJyk77F6OHzqDpwHbqazdbtr9HWWkv2kIlYjSUMSfoB0bwUcrIKWL/1Twgt\nlQSTxtT86XR3tePxq1w47mospgCtrfV4AjGCAUEkasCoZ6CrKahaLQ3+brLtw9H1ZMbnD2Vny4to\n0WTqD+aSlNOMZmhh0hQnedYwVe2PkmCbym9vmUKzpwO7bTZnfeMmfCE7fcFhjM28EEV5gyRjMa+s\n/DkhrY70ZBv1nWEMMo3sBJXRkSAtB6swSHHU93ew7vv9fvLy8gZNf75K+zU1NeTn58fHd4D2j4m4\nQfuFIwbqTbsQ4krgFinlmI8cuxpQpJSPfYb6T0gprzz8WQBvAUOAh4F9Usp3/73O1KlT5Y4dO466\nzz3uIMuf28Pk2UMYPSnnqNpQ/QF23nwnQoLVGEMXgnBCNllzp9G3vwbP/no0g5GgCFPb0Uqtp4sm\nkyCMhsFsRDEYQMCiRYu47rrrjrT75N/+hgxFKGprITUYAKGAruOL2YjoRiLSiJQQ0k3Y0lNITzXQ\nXdeNS+nDG7EhFSNjLl9E44r3iPb5yZ43g4Z3d6LHNBISFBQ1hidsIWl4LnPuuIraf96Op97N8IR2\nvL126mJjmHLlOTzyizUg9cMujzq3fKP/+SuWejKHcr6Jccdz0NiEzRIkHEwBCYkzZpBc6EA/sBHb\nWdch0gsAhe4N69BNiXTu3Ee4cjcRzYoqjEjtw+Av1ux0Cr4xm5w5nxxo7KtAJBKJu/YOEPGxHViE\nEDullJ/rxymEuPGRs6f96aJxBUd9XV1K0n77ynYp5fSjbuQEczijwhVSSutHjv2T/jnyys9Qv0ZK\nWXT4swA6gET6JUmlUsr7P1p+8uTJsqys7Jj6vGP/I7R272DB1N+SYMs4qjb83n1c/t1vUl3Xwe9u\nOYWxo0ditGWRln0qvS3LQe2jt7eNmjo3VXU91Dcr1B7qQDGlcs89tzN5cn9wTJ/Px+WXX46UEpNF\nUBctJbfQwhUzrCgWBYsQKMKA2WBC1XU6wz6klNjMqVgI0B5qR0GgSYE3FsJgsDFrwq94a9udKIqB\nfFcWjZ6DCGEk326nMWymN9LH2SVnk2O288bBjeTYrIxKTGBrhU5yagq7Ioks21tOX0SwsCSdb43P\nxRI9gJRgTbuGK//nDiafHCJhqIEeaaYkqQ+TwcjpRefR0LERVQsjMFJddTFXf+sS/vXiPzjz1DMJ\nuR/BarGxuXUDITVEoslOW7DfbXtYyiTufzZKTyDCfT/5DReedvZ/vwFfMnw+X9xteoAIBAJYLBaM\nxq9n/JaB5mjmxw/qua4fM/lYrh3Z2UV4S+fFUsoXj6WdrxMD+SvYQb9G6qOcDVzzeRuSUkohxBXA\nTvp1xpcee/f+k6RUO1dcP/OY2jA6EpjxyL2ffPLMT45yLaWkvb2dPXv2UF5eTnl5OZMnf/hb0DSN\nlevXEwgE0FUVR2sL49MzmDxsGMnODBR/CIOU/VE5pSTU6aWtW0MAvViQQoCm0frSK6ii3+XZluLE\nmZ9N76FmIkEVxdCvy+upayUaDFO6PhGEE+/IGRysdeMwqiRsbuTUq+ax/vH1JBtjhHXo9SdQ502h\nuzOL088bRizjXJQVP0FKONiUTDRsxp6aR8NzryAl+Hc8ROGig/irRlF1wAIIrFadcDSBdJsXV4qg\nqc2Ffvg9Tbiti4NPv47RbMSYYMNTVknm3Gl0b99DyvgSFIsJqWokFg09pvt2IokbbANHfGwHJ8es\nIf5yrxB/wHLg3H87dgaw4PM2dHiOnEl/KsOl9Gd2+BjHQ0M8teQHx9yGN+hkR0UzmqaxeV8W5176\nYegQx6j+DFK5wOjZH9aJRqMcOHCA0aM/1MqWl5cfcZ2PRSTpsfEEKqP8uawJe0orhUVmlsyeCCKE\nQcTIsSchEBiFEb/a/+ijI4npOlJKVDXA3oOPIaWOqumcPOlOXnzvu2hahKAapSccBARNvc3sD0XZ\n721nvxdefzGNjuRenPkKzRs1jCVpuIwx1jd1MDc/jzFOC0mOIdz39lMsvvgyNr+3DLs1gCXVQCBi\nZKgrgSbPLrrDHgxCEPOOIBY6xA9uvILKfR6eeuZNorpGgl3w21tHYEx0EAs04Y/1IQGnHsXjCyAl\nvLPhYUZm7sNqy6anp4Li4u/T2rmR3Kz5JDqO/gXUiSRuDA8ccQ3x4EV8KSNlfLk5nmmX7MBIKeWu\nw4cW0x8d84PzCYBNStn5GZv8mKhBSukRQlwAbDoe/R1MCCHIzs4mOzubhQsXouv6x1JkVFdXEwgE\n+nc0jU6fnzU+P5s0DWdiNyVJacwdPw2luhlnTga9Td0Y0FAEWMyCYWfMoHPlGqwihjE1i1goSuaM\n8aROHE3LpnISnBaiPV5q39nZHzDL00NacR49jZ0MnT2NlurVGDSV2vf2cPE/TsdffYjm3fX0BQw8\nsPG0w72MEXtwNUuum0+QRBQZYl9PGt2RJE52h7Ac/m1HVSPVK0aSbOpD0r/CEAr3P6iFNRNDRT3O\n7C5q3MMIRxRAousKVY+/jNEg0GMqPVW1RLq9tL+/DanrCGDIBYtpXr+N/NNnkzP3y7WaHNe5Dhzx\nsY0zWBBCpAKnSymfP3zoe8CDHzmfDpiklPs+Y5Omj+5IKQ8JIb4NPPNJhQdLCrLXl796ZH57a9Vy\n7vnFb/+/EbDNZjPjx4//2LGMjAwWLFhAWVkZXq8Xi8mGxWTD3bMbb71KW4Pkrpuewdv1FP5gM33u\nnQihAAp2g42QZiKkxqgLGpmekYbQfNj1MNJmp6HTSqpjKqdOvA1fsIUkAyQ27+DlbYd49/1Orlwy\nDyGqcRgFoye4OJCQTpdaR8oIBTXgQM3uJEWLUpTQgUASjfZx+xlj+cZrq3n0j7fz4Du/ID9lBG/8\n4yAXz3GQPkNDCIhGzZRub6KhqYm89BR0XRIIRjCajQSCOvta2zD728lxFQJgEAp+vZMbLw5QVZPO\n3FEN1NQ8hSajSAmHWtfiD7VjtaRhtufjCzZz/oLXSHIWDsi9HQjiGuKBI64hHrzENcRfPMdzgc9s\n3AAAIABJREFUhXgs/emWDtD/dnrbv+VBPANY+f9rRAhhpP8N98LDLtYvSSl9AFLKMiHE9Z9W98sc\naOWjKIrysbf5BQUF3HzzzZSWlrJjxw5kQQFS1zA4HAR1lZ2eds4/fSbjf9L/wODeVUHne5twFA7D\nrKh4V7+N3aijYiTc0Q0CGp5/g4TcTEacezp6KETbX+8j1+bGqybSWVrG3GsWYcvsz02ZO66A9x5+\nnY6abp649lHSMhLQNElmuhl/q8oHMV9Ts12EI2D+wfMYLUZOf+ZnxAIHqdrcg12aScz0ItrtSBRU\naSTT4qUjkoyCTqItTIGrFSkFsZggO6GVlGw3+1uLCUbtSF3FMXwo/sY2UiePpW31RlxFQ/EfrEbo\nMdzLXiXiN1D/5jqiYZXe+lZKLluE2TH4c+wNlgfVryLxsR2cyK+nhngJ8E8hxN/oX8ndIKW88yPn\nbwU2/P8aEUJY6I/PkX/YxfrnUso2ACnls0KI0z+p3iflIT4RHKg+cORzb18PkUjkqFJCjRw5kpEj\nRyKlpK6ujm3btrFlyxbqW95BEYK83GRycoaQk3MHAO+8s4q169YxekIOhyJP0x5Npi/kRddVKty9\nnD+0hHafj9wESe5QI/WVv2Ti2B+QmjGLDdt+gkt6OFCVgpQCzW/gif+pY//Bx6iqeRyLZyg7Pa24\nIg7mzxvFOncLUuq0hNwU2HO474kDpGR6GZM/gvnF5zDJ5eT+15cx6bwEPBEfHX3lTCo4jUOtmznn\nTCOaBm/uSkG2hTF2BhhVlI6uh3juqSiz5lvJmxbm7dfNRCJw3kUeDCaYOzGI0+LCaHSAYiQUaifR\nOQwhID+piKgeoamjnt1Vj9Hp2cWQrHnMGP+JsdoGFfE8xANHPA/x4CVu0H7xHM+0S9uA9P9y/uXP\n2I4KPHd4+6Tz//i0ukebh3iwY7fbmTdvHvPmzSMWi7Fnzx5KS0vZunUrXq+X5ORkxo49EpeFej3C\nXyu2Mz/dwQQpMSkKUghSZ52EoStMb10r3l178e6upLWsmsTsZEINbsyKJHFIJi1rNuHeWcHU3/20\n//opTsacO5f6378GWgxnZjKehk7yxg2lsf0gadYYikEhpziLp3/wAA6jxoJLCkiNloJJkJVUTJsn\nm+FjO+jp1lFjRvS8kaSNLcZRvplgh5+0okTsvWEEkjZPFtJsI8USI2OImbaGCCmOXnyeRIquvpj0\nSaMZdsEZ1P3yNswGL5qioKlGkhLMpC6Zz94nVyCEILEgi2ELZ52o2/aZiefKHTjiYztYEUiOIcr0\nl9CdTEr5BP0BJz/t/M2fsZ0I8MPD2yedv+qTjh+PPMTHg1///B6yM7Pp7O7i/CXnH7NLrBCCwsJC\nCgsLueSSS3htZYg1615iyrhvf6zchg0bqazcx2vvPICuRykePZRzzr6Z7V1/IIakU+RisbThDWjk\nJCSghavZs+MWzNYMOryVmAwa9yw14QtbGJW9k46m15g49iYs9iRSGzdz2eRLYIGOO6ry/lYjUurM\nmnItK3eswDStG6cpl78tWMiqDdfS7vdQjoHK7kacFhslQrKncQ12ow0Ag8HM0MxuqosTmDjRyZKT\nJTfc7cdWko41aQrjsx00HnqbaEynxyNJS9cJaSESzIUsmPssCfZM2rs28fraCwBBmjUZGfVRkjcf\nn7+Rlo6NtHZsZsLIa7BaUo5p/AeaeB7igSOeh3jwIsSxzXHHWv/ryIAF1ToRHGtQrS8bUkr279+P\n1+tl9uwPBVf3338/a9eu/aAQIzLSWXjWEoarBnreL0VVNXRdoCkmVBU0KdCEASnBZLcSC4QIy/4A\nX+ljCpl27QW0le6hrcWHNcXF8MlDUUxG6qs6WfGnZdiVGCDAZscV60EiSEwxc9q4VRiETnDyPdRv\nPIT/4G5SczsxZM6ntbQWJNgnT6JwwTSS0m10338j0bDE75xA8Y++j9HpREpJ6K/fo3KfE384AUVI\nSi48hYyFp1N78w+RahQdBXSwjplA/jXfZ9cDz9PX1E7apNEEu3uZcOWZWBLjWpk4cY43RxtU66Gz\nZv5p6dhhR31dXUqy/vD8lzqo1hfN121+/CiBQIArrrgCVVWpbX2fqBrEac8kL20SGKOMGJdBwYRh\nvFH9KABL8hKYmJyCKmNIKekKuwGJVGz4o26EUMiwZdMa6mLmuJ+yq+ZxTNLAN8Zeiy11Bs2+LvLT\nJ2HV9nLbS9+n29dOkj2FqycsYV/bXnIcqWzvsfLPsp2cMnIaPxg3HHfzCiIGE2EtDGoAqcdwB3W2\nNYXZUZdNVkoWW9zNKIpg0/Xf4h87alix8nVyRhi5aLINQ8wDgI6BC85YT5+vklUb+5N8NIaHU+X2\n88N5f+DHP74Rk9XNDTeMxWpWyM2cw0mT7jpRtyZOnK8sxxJUK/XHJccUVCu0o5vgpq54UK3PQTy0\n3JcYIcTHgoxAv5G8d+/ejxbiYFc3Bx9/HOELUKwpzB07kdxpJ5ORaaN+3U5ifSEkArPLgRYKIwwG\nhAoyptFZfpC3f/Y3jL1uhKIw9IJvsO72v2KyWzn9Tz+mZvow2nbXEono+HqCmG39X6kko5X3tsym\n+IIF1D67nZCnD3QHfVU2UuorkJoZKRS828rYeqCBM++/gaw7nyLc0YX7//5K9V+fpPiGawgdqsF6\n2b0U7K+m6ukViFiYmjc3YB01muzrb6J3w7soisC/o5RY9R6EEEz+0aXEAmFWXn8vQgga388lqSCD\npOF5mOy2L/IWfSbiOteBIz62gxOJQD8Gl2n9q/Me9wvj6ywfSEhI4J///CcbN25k/buFlO/Zjt2S\n3H9SNXNwVw/jiwrIc4CBKH7LKPaQyVinkT7PbsKaxGY04UoaRbB7G7qu0uhrRJUqpbt/Q18ol4hS\nxTtVz1PZ9QcCEQ/zxnyHWaMuZ2bRaRxo3cEIp5WVB1ZR3dOJQHDL1HM57+x52NPn0VT7BCaDCUWq\nxFQ/MT2GQSgMcblItZvwtXWRW3AWW72tLC3pYGX5L2jyukgYYyI9KUJx8c/obnoan68Wl8lO+a47\n8PiqyE0fS1LqyfzppRfRkdy36u90u3swGCyE/Vn0ybfp8pSTmzkPTQ8zNPeMQedpF9cQDxxxDfHg\nRTlWDfHx6cbXiq+UQfxVWu0+WoQQPPLII2zfvp01a9b0a44Pj4t0JrA/EiWnMIuxHRUE93XjNDoJ\nCAOuoTlMv/VKQl1eehvacLe4ObiiFFUFf7ufHIskqulseeZdkg0akd4AG55+l55d+7FKcGs2JDog\nQUAsECSmKex8qwyLHkUc1kRLNIxCJ8EUIxAzYwTsiRq62oZizKZv/240fy8BXx/1v/0p3nYjBpPC\n+GunMnyyj6pSG4R1tt79CCkTRjPlh1cROlhFcG859tEfuo0rVhM5k0YQOXiAvspK6patw5GXyaxf\nfu4g5wPO1/lBdaCJj+3g5GuqIT6hDBYN8YkiOTmZJUuWsGTJEjo7O1m7di1r1qyhs7MTIQSLFy3h\nfMdZlNVvYlX527zzzLPsHKugO+0gjHxn7s2cPPpq9h96GpvBSk3N09S6y8i1ZxMOJxORkoivCn+o\nB11K9tU8w5b9z9Loi3Ba4XgskSYMBiOalJgUAxEtyvJDW7A372eS03RYBCAxCANRotjMyZgBk8VF\nxBdl1csv8OhPRtHoqUVKGOVSGZnkRZc6b2//NR1hMyMcDpLNCr6evWhajL5oDcNyFzM6ZzT72vZz\nxfwrUMvDFBbmc+qci3n+/R58agZvvX8VRhFjzrT/ZVThZSf2Rv0bcQ3xwBHXEA9ejvm9VNwi/tx8\npQziwfZm80RhMpmYNWsWs2bNwuPxsG7dOtasWUNLSwuKxcxZ55yNYflyot2S1EklrNu8k4XjcwiX\nb8K/7CkST15E7tKLKDh5Ig1lNZSv3kuLP0g4FEMAAoEmFHoqWwmpCjaLwKHFMBy+vtShzqOQZLGh\n90RQdbClpXHWDWfgff1BknrrQDHiGX0lVet34a4Psfflexh/0f+RXGIlMNKD0qMTdNsBI3pM59CL\nK+huy8RqBU2PIWIGfHv3EekNYBsxkmG//zDlZu1ddxLt7sZmsaNGIXaoFnAggZZtlWRNLMZgNv3n\nwJ0g4jrXgSM+toMUKZDyGDTEcYv4czNYNMSDgYyMDC699FIuueQS9u7dS3V1NRkZ/VkP7lr+vxza\nVUdfmUZzZZTRY0ZRPMFGRmIhtz8zkUDYw63nr2bRN96ms3k5vd49JBjeI8RYjGjYzEm0B7pJt5po\nD4Vp88OL6/ZwaL3C6G+BUZgwCsnb9dup621D8zbRYU9k/tjvkGGMYnHvIqpHyE6bRGdXGUbFxI0X\nOlixvQklUkGyyU5EwrJdKcwZ04suoTfSh6Ya2O8FtETGpySRYnFwwGviwkdX8ch372HOqKkYFAPT\nR+Tyx1fP5IF33mL1/qG09nTyzekTGZO4jdbuHZjNqRTmLTyxN+gjxDXEA0dcQzx4OWYN8XHqx9eJ\nr5RBHOc/SUlJ4cILL+SCCy7gwIEDlJWVUVxcjH799UQ7O9lZU8sbK3/BspVvcNLIoSzJszNidynO\nRRfhyk5h/JnTGX9mv0zP0+zGYDYQ8gYI9gZIyk9n5/Iyxp4ymqY99dRuq8ZpN+FxB4h1hjA7FcK9\nQYSA7g4fpc9vpqvawVkFoGcVMeLixVSV7scYCuApddE7pRlX0UnkL20hsnUfwZ0HMETNJM2ZT6Cp\nHFrD2DOTSZY7aWwaipQqW2/5NcPPnEzuORcf+ZujbjcABj0GmDDarUy79tuUPfYmu/7+BvknT2DC\nlWeeiNvxicQnpIEjPrZx4vRzPPIQf9UQQjB+/PiPpXTKTcpjb81+khLSGZExnMbafeytcLN62dnk\njrWSW2KkunUTBRkTyRxyDplDzmHE+Ntxe9sI+CpJSxtDY/NyMtJPorZ5JdMCTRRccAlvnvQ/uKWT\npr4weqyB5lAMVUp0Kaj1BfDt/Re6LpmbMZRCZyK+UCepiQX0BVpJS8rmim/k0eg9wNiCi+jsfI/J\nhSNwWdMJaTU0hQIIdHQEL1RYiIz2U9nnY4wrgWvG+rn/rQc5ZfTTANR3lFLVaWdbYzJZLg0BzBi1\nhKGJU9lacT+7q5/ksjPWkJk66QTdlY8Tz0M8cMTzEA9e4ivEXzxxg/hrghCCkpISSkpKAFDMZqx5\neax8+GGEoiA1nV29QXY0tzKqNcqixu8xdXQhqZd+D0NyKj6fj5S8VABcGUlH2j39ewsAyB6RzfQL\nTvrYNZt317H58dXYc9LoKK+hbV8DUlr4V/XJnHvxUnasKOdAk2B8qkakz8j2B1/j1P+7CWPOxRjO\nldgWeElzJPX3Tz+b9JZ2zJ5KupdVIBQJukDTjbSt24hj3CwSh+UhhCBr6VJ6t2wm69LL0DFgzc5E\nMRqxJCYQ7O7B5LAS7vVjdTm+oNH/78R1rgNHfGwHJ5K4y/QXTVw+8Nn4x1VPsXrkaipKKyndUkpv\nqAddQp8P9DIHdbuN1Gz4B++cdi9Txyxm6ZwHeGvVC/zwnjtxOpxsfHk9JSN/AEBqyoQj7d5YUHHk\ns6pFUXWVX7x0Ca09tQxNtNLurUJK+Ed1mJvHjmFE5lRQQwRjUayWZIwGCzPylpBWsBSAM7Qwmhak\n11dHctJY2rzVPLjyUcK7Kqno2oOwQEMgxKQ8B0nOWnr7anA6hjJz5HfoCr6ELv24/Rpb736eouxi\n6lvXAvcBglCog0i0F4v5xP/fGdcQDxxxDfHgRTnGTAriS5iJ4UTzlTKI4250n5+zzz0XqUvKy3cR\nbW1FDYSo2FfF/v2V5G5ycHFA5Yxb7jiqh6m8CcO46P5+ze76B5ZxqLQKRZGcsqAAs7uFiuc3kmjS\naQs7sMkIeKMsu+EBFvz8WyRmpyASP0wHIRSFhMxUfM88jl0PkJGdil/JItTWgtuXTPc9jzGxuIKM\nK24nec5ckufMBcB3oJqavzxC1qLTGH3eHDRdZ9djb1G7ciszbryYjLHDj89AHgPxB9WBIz62gxMp\niRvEXzBfdw3xZ8VisnLWvCWcNW8JHo+HO//yXVasWIFJpuINa3gCvXRmGJlqCLCt6mmmp5ewb28Z\nuq7iDwRo72zH5fxQqtHatQVfqIXivPOPxNIwGswYDWbuvWwZANWtm/nja2cSViVWo5nuhAk88a/3\nWbdyD8Wn2PjHt5ZiUCxE+irYsqOB6ZOuw2CwsX7jVXR2bSMrYzbz5z7FULWAp3a+TFKboGSehUlD\nLBzo9bPD28G+5+aS5cijMOcmHrryfu5+/WGumnsOCb41tPS8hZK2mOzhvyPf0sH6Td/FZHJy6Tm7\nMRhOrKt9XEM8cMQ1xHHifMhXyiCOa4g/P9OnT2f69OkcOnSIJ3/xCzaWbkEaDOi6oDUU42BIZfaq\nN7AOHwlpaUd9nfk/PJuTvxfFU7aHzhdfoLNcw6inogkjM79zJvtfeAfd58ce8LDnV/disFqwpqeA\nLnEUDsGzq5JYIIjUCzAbIqTlu8iePIFdrwQwixgxaeBg0zBMu7aRmjflyHWbX36DQHM7vvonCETM\nKBYz0ZBAKAqh7t7jMYTHTFznOnDEx3aQEg+q9YUT1xB/flJSUvjLna/yv7dH+fmDN/DKqytQomES\ni5JJNkbIyJxBZ9cB2g5VcNqENOae9kNGDi8+Ut/bV82jby1EAEtmdTGp+H8+8TrFObN49FoP1e17\neGbNUjbt+yvYBVrATv02leSfnU2oez26FiVLNFO77XoisRCmUAsZ1hTCvZWsXTmbiUNcPH9vIZX1\nPgwunccrYszIb8dqEDQFo2TGNG595fcsnj2PVbc9QU93OXUVL6Hqfl7ctIy3G7uYNSSPGQ6daKwP\nTY+ecIM4riEeOOIa4sHLsZozcWvo8/OVMojjHD2FhYXc+fTTNFdU8PzDf2X12nXoCBbnZ+Bbswyx\nwYr1rr9QWlrKSSedhMFg+P83+m+YrGZcQ3PpBBSLGcViwZXoZMSsEhyJFrbe/zyGw4EE9HCEYFMb\nAMHWjsNLSv0/cgWFQJsX35srSDNb0DUdn2pGjVioXNlK8rbvkzF5DJnn/QglKRW1qRsiEqlrAMy6\n9ds0b6lg/yvriQZCjDhz9qf0+IshPiENHPGxHZzoiP784UddP24Rf17iGuKjx2w287sf/4XRU4pp\nbWkhy/w2oYgkFG7nT2+up6bMgMWaztjiLlpaWsjNzQU++pJeIMSnj39bdzO//9f/MW/iSWQlj6Iv\n2I7NmorFFeA7V3+H5Kx5tLgP4KIBpEY05kdVQyBVDIqCUGPEYj5CuoqUkoxMPwCLCrsRSoQUi8Ci\npOKOHmTxPDOjk3awdcczXPHdnxOLBbjzJ6nYMCKlRmbaVCaPWEhX85use+c0Zs15isTE4k/t+0AT\n1xAPHHEN8eAlriH+4okbxHGOIBSF/PHjufKii5kjDTRICLfFEKoJx/ChrPjzH3jk9RUMGTOOK664\ngtmzZ3/uVXlrTjajf/fr/hXav79Bx66DdOw5yN5lpQRVBXN6BgVT8vFU1eNu9mAQkqGnTKGvYj8B\nTx8GRWDOy4NeN9Gwrz9wllCI6gqJRhViOm0tGXS3tbNv9d2YMzMwKAKJgjHBQck1F5NSlEfVa+8S\n9QWpX7fzhBvEcZ3rwBEf28FKfIX4iyYuHzg2jAYjV827gWjMx8tvLmOvz0vM42FPmYZBS0KqIV54\n5X5WrV7GGQvP5fLLLyc9fQRXL15FX6CF0QXnH2krEAyweesmZkydSaIzkd889UdeWr+OF9atoerZ\n9whE2ohGPeSln4nF8hShyE8YO+b7hAJtBD1bMfTup75lC+0hHZvRSF7WTIL+g9iMDg40HKLJY2B4\nvqCvy0JiWgSLMQF3tJeQFgNzlGa1gsbN15JbKDm030Jji44lP4eZebncvPBWtNAhWmqfREqNrs7N\nJ9QgjmuIB464hnjwohxjlOljzWP8deQr9co4riE+PqSfegqTfnMnxXnF9DV04EsuIVo0hueffhK1\nvZHmQ7X84Q9/4Oabb6aysvJzt2+w2VAsFroq6pBS0lV5iMI54zHZrBSeNp0RV5xL/uVLORhKpkrP\npuCCRUz748845bHfMefvv2XCHTfQmzuerMImxs4oY+TU3WhSHNkkYBISUyyIv6GFib/+KbbxEwn4\nolQ++SYAoy86jdQhqViifbRtKju+A/g5iT+oDhzxsR2cfKAhPpYtzucjriE+PphNTs5bvImspBEY\nTYIzzk8ge0gq3kAHPaFuOt3lrF27lu9///s8/MjDLLjxZk776W/Ysv/DeeY7117J966/mgu/eR4A\nJ4+bjhCCEXm5OG0uclLH0NK9HYlOONpDb6AJAFtCNqn555I/5jaebFZ5uKqTcjmNSdP/zMxT3mTi\n7Gd5aXMeK7e4cJkX8vLTgleeSqCvaRYjXNmH0yaCSZEoCWFOXhxh4YJ8Fl74EPdtd/Pant08vel1\nXEljyM1dTLI1A3fTG0RCHSdgpPuJa4gHjlAohKZpJ7obcT4BIY5ti/P5+UqtEMc1xMcPS1oa2fNP\novH1VZiTEjn0wntMyCpiS2sNQY8XqalU6Tq33XYbM2bM4Morr/zcb3Fn3HAxHXtqKJrmw8BORvzt\neoRiRovFOPDIs4xyhpn4w7MwWUw8f/u/6OvsY+mvLyEp1cqUCTptB2fR632PxpZcjAK6olYcxhhm\n8aFDZdCWxKo7n8SVlYSUkmB3D+///CFO/vUPMMoY0VCYxlUbyTpp4pGAJ180cZ3rwBEf2zhx+olr\niP8fe3cdH0ed/3H89Z31zcbd2tQt1dSoUyiUYkVKKXa4X5FiV+CH9Q45DtfDjoPiroUWKlB3Idq4\nZ+PZ3azNfH9/pBQ9Ski3De08H4950N1sZmY/bHbmO9/ve777j80ax/zZy3n/i2MgwUvvfolsyi6n\nemckTZUGquvWEmZP5q23m6j31WJOdrB19y4mDBkNQH1jHT6/j4qqMgDOnHEOx42fhcMWgbInjpQ1\n4GIaW4sIM0eyK/thXOkn0HdPL/PitU9SWp9HuNXBzcffz5e73uG+T65hWPp4XrznFj5a8jWrNpVz\n4sxxVNU0cdIRyYRHJjE0roL2gJcmbyNbG3KwKiaiR9bx8vKTiLWl4fTYKfruAS77aCETJw5lQLSC\nFnDRULOClF5zf70YIaZniENHzxB3X13tIe7qPMaHo0Oqh1i3fyVNHsPYf90GCExGE0ePPoobZp3P\nhIhYaHMRbGlBCwRYv349V111FcuXL+/U+uMGZTD45GEo5U8gy99E1n0NgBYIEvR4EQZBsM1Ne6uH\nuqJafB4flbmV+Fe9gbbmDRKb1tOqzKSpIQ5FAYcpgEc1AYKAZiCgKahtbnxtHpy7q0BK/AFJc2UD\nH1z4d0zJSQiDAU+1k93vfIE8SD0o+gEpdPTadleiY+qlLiy6ztEzxPuX3RrH2SdvYea014mjnONG\nDObKi4cy+zSVqFgXTS159EiL5fZrruH8Y+fyl2POQFVVpJSk9U4Bq5lm1Yfb3QpAZHgMBuMPfRRW\ncwQnTnyCYHsZxeUfs2LN5WhaEIDq5jI0qeHxu5BS49u8z5FS4pD1rFu5gIX3PMSLr79LuKMnT95+\nHJE2D09v2cg/tuRjUayk2GOYkTyWQVH98QXqMQrJ2JQ6LhteTmpUMen9m3nq2fW0qX4a2muoLHqF\nOueGgzIKT88Qh05YWBhG4yHVL6bT/WH6X4Jun/qefxqV32wgUFOPd8N2ZvQdxRG9B/FZzi625RVg\nS0slMiWZESNGdH7l5iiw9wRvLVrjZqS3DmPPcxl7ywW0O5tIGjMET009E08egduvMGDiQHw760Bq\nKEl96PuXK0mrb8TX0EjJzkq2vb8Gn6qQaPECgkijn9agCSMaAbVjwJiUEquisntdAfHmjuFCFV+u\nxrlxJ+MWXYvBcmB7UvSca+jote2eNARaF4Y9a/rF707T4wOhERsznD697sZkqWR79iOkpElOPctO\nbp6fMOtXJBp2cuW567BY7Lz88ssUFhZywvQT2LBjJ5PHZGG3OX5z/T1SjqG08gsSogezfs3F9Btw\nOVdMv420mN5kpmYhpcbQtJF4fK3MzJxGoOwNoiKMtLbBqJGTSBwwB1nwDMWu9Vw6sAc+tQ1N82M1\nWIiz2ugfnkSt102PMAM7m9qp9xsYHjGNOWfZaHZvAlQ21W1m2WfTyBp4JceMe/DAFHYPPUMcOnqG\nuPvS76l14B1SDWI9Qxwa5ohwIsaPwOYL4nU24uiZSu23GzljyGiO7NWLD3KyGdKqouXk4e3fH3NU\nJJu3biEqKop+/fr95rqFYsY05kU050rU7EVoUoJlCJG9RhHVOw1fcxub7nkKgGHzz8Xn9vHfx3Zh\nkFM47dxzsQPWuBiscTFkRMSw89ONBKURf1IihoYaFL8Pu0FDERKfZgAEJiWIzaBhM3hRzGbUPSeK\nvuZWqjZms+v1ZaQdkcnQc2aGuLId9BPV0NFr201JgZR/vMdS/67vPD1DHDqR4aPp128eLncFdQ2b\nUH1t9OxXCNJPRVsl/3wtGdUVzrolQwkGNXbu3Mkt59/EGWecsc+ozsC+59I343RWLJtJY8NGVq9e\nT4MKZxz3NQ57Mg9+cgVr8j/FYrIxcehbfNiym7/cYKSgzsOcUzqGOdusESyceBLOuo04TA7q2p0I\nSxjGoIthMekoQmFLQy1+zYdfE3yeV8iWMgtXThrN4ITNuIMepNTYXbmaio/G0diaz9yjPyY9aVLI\na6tniENHn4e4++rykOn9tB+Hk0OqQaxniEMnPDwcS5yF4X+7Ei0YRG33EmhzEWPoz8W2WEBS/vEy\n3A0foloUnm0opqnWydFHHsml187H4fjtq+AiYjBY4lDzggTW3oVxxDGYZ16FUPbcIUBKhNFAwBdA\nUzWkMOBz+/b+vnP1BmqXr+a464/H0SsDi8MGQH1RNd/e/Tx24cdu0PCqRsyKhk9TkMCRjA9gAAAg\nAElEQVS0u69m9W1Pgt+HySAofu1Dgh5B+eodZBw5CqQkPC0xdIVFz7mGkl7b7qmrw5715nDn6Rni\n0ElOTkYIwaRxjwKwu+wTVmy6haTooWwr+QCAouI2csu/QZMaceGpvPaGm8XvPc/182/m2OnH/+b6\njUYbKamzKCr8L0JKYhXIL1zM8MF/xWS0gADjnvmCt9dVsrMqlzBr1N7ft0QOJ70tjwTLKCpq1jNk\n0NVk9D0fj7uCDZtvRfGU0MsRTnZzM3ajkdOzrPRPrqKhOciQcQvp0fYl92/YyZpdzQyJdnN0mp/c\n0vdp9VSTkTyVMFtCiCqrZ4hDSc8Qd1/6tEsHnjiUrrSPHj1abtq06WDvxmHF3+qi8JV3wNOGJkw0\n55fwce42Nrob8dY3AoJe40dx0Vnn0MOtETN8ENFD/vcUDu2v3IR0ZiMcZrQGP6ZjLkfrNQnV68cW\nG4GvIIdGLYIgBtIHpeGpriMsLYkNVy1EahrmyHBGPXD7D/vX7uf5y54GNciYoREY0GgqqqLBawJg\nwBAb6datFO2OwdUejlAUTKmpRMSHUbW1GAmMvXQmjoQIjGl9QSgH7eZbOl13I4TYLKUc3cnfue6B\nGUc9dNLAAX94u5qUDH7i6Y1SyrH72NYU4A4p5VFCiEjgCqAJsEopH/3ZaxVgHdADeEpKefcf3sFu\nSD8+Hhzrdj3KxuzHiY/K5MO1X5L9TYD2eoFHNRBUVWzmMM4/9SriR5up89Vx9dG3Exf+6xdha6pX\nsmH9FSgIVCQoZqZOe5e8ugL6J42kuimPRlcVTZ4WRmZMB9mOEAp2fwmVu18FIG3gpUTFT9+7zu07\n/k5h0avYDDYSo4fhbithSUUO1V43CjC9Vxaqt4KnssMpafURZ7dw47gYvL42GtpyibAlMWfi44RH\nZWIw2jCZY/TOCZ2OP3Z8/P73BtzaZ1RXtt2wpon65Y1zpZRvdWU9h5NDqodYFxpSStra2n61t80c\n4WDQVecDEGhzkf/Is5yYOhnPxk1srm8EJFX5Rdw2/zqGJ6VzyrAxDJw5hbBePfHUNhA9dABhaT9c\nATafdD1y6ZmgaQQDFsh7C1PBo5iz/krjkgK8eTlYeg0g9fIb+e7RF2nJLSJh0mhsSXF4quoIH9Cb\ngsUfkDB6KJED+mC2mZl337m8fccbrNvRxuy/nUpasJ1vH/8ANaiSZNqJTa2lZ1IbJeV9UYRGZXEV\n5YUWrEJiNWi43n6CoEXFbA4g7A5sR56CofdolKj9c+Vaz7mGjl7b7kkeoHmIpZSrhBC2PQ9vAj6V\nUq4RQnwohPhUSrn7Ry8/FThPSpn7h3esG9PjA6HzWznX8ZnXMD7zGgAiI29jU8bzhLmP5vEX3ybo\nAVUL8Mq7D+BZYqb3rGi8vmqykqPRbBOpaannkilXYreEAZCYNIXkpKk0OtdhlBrtmp+Vy09BUUyE\nG+7k0SUXoUqFy499Dn+ggcc+nAXAghNeBwSKYsDlc1FT8CypSceA5mdo5o2IYDvO6mUYjSb69j+X\ntLanqPHmEWY0UFW/k2BA47qxg8mu3kVyZB/uW1eCwaAwr28cfl8DOTvuxagYEUISGTuWyJhRpPSY\njWLo+qgEPUMcOnqGWKf7wSHVID6Ueru7m99zMmUKdzDk9gUAjKpz8v49D/Beznbqa+oAwfaacorc\nzZzmrCAzqSeaFJR98AWJY4bQ5+JzAFDC49CsseBtQOk9EYMvF9w+ZO5iohxVtPeMwBdMw7dzDSZX\nBRlxRXhbkhh2xw0AbFr0JNW7C8lfth1jWhreZheTrp9L0O1BoFC6vYQwEWD4uceSltWf8g/eZf3X\npcSn24kyliABgyJRNA2ERg+Hk+8aMgioBkamFhJldBJc/izBdYsxDpmKcfjJiKiUkNdW98fotT2k\nxQshftzl+W8p5b9/5XXffwhGAe/v+XcuMA74cYN4IvC4EGIxcJOU8pAK3eoZ4tD5vTnX48Yt4rhx\ni5BSkjEwhv/8932ayxKobthBjywbiqLQ1PAV3zSpfFO7Ag3Jp1seYdFpz5LV+zi8AR8JiVNobtiM\nRBAfO5p65zqCapCNm65mTBTktAUpKHmb9IRxZO65GOjRjAye8B9cnhpKdt5GW2spFXnPIaXGC3nh\n5DT6mZHejn19I8u3Xs9RM6KwGBSaXBofPW3C71e4+OJcYpMaCHrXc0L/TNZVuUiI6ElksIBt9Vux\nGCxkRg+irmYFzrpvqK/5mojooWT0vwxF+eOnmnqGOHT0DHH31dVBFvogjc47pBrE+jCd0Ons1Ae2\nhHjOevyfnNjWxr+ffJolH32EOcKB2u6lyduOPTURV3ktoNG4aTsRI4aR/9zrCMVA5rX3Et4jBoMt\nDlmfjbb7Y/BWIbw1mGPsBHLycb+TR3KMEXNUDZg/o3bbFBKGD8UaG4nc3YDBpNBS4UQIQc7nGwg3\nagSDQfKWbCDCqCI1jdUvLiUx0Y6UgrqydiJjLKh+PyMzcogMayO/djg9rv0/cha+gETg6jmN6IQG\nKFyBorahbX0Xf8U2TJMuQenZ6VExe+k519DRa9s97acMsXNfQ6Z/Jg84GtgE2AHXT9Yp5XVCiFuB\nF4Hz9/z3kKFniEOnszlXIQSnTn+MU6c/xrZt2/h02QscOXMQQ/ucxbMfT6KksphglYaSLDErflbl\nvMUlrz5IdUstw1PjeOOiF7GYHHz65UyE9BMbk0Wrcx0GxURquIXckrcoLP+IBHMkOa31eDf+H9FH\nPovdHIerrXLP34+kwQtLChuIjAjwXilYK3dy1sl+jMY6RtriSTVN5mv/UqSmUVjkJTYJ3Cokyo1M\njTWSkX4Vzc53aGoqwaSo2GPG0Na4GQjS1pKNqyWXgL+JHn3+gi0s/YDUVvf76Rni7kvp4p0y9NZQ\n5x1SDWJdaAgh/vCXZnh4OAtuuYlpM47iiSeeIDo6musfeACj0Yi3vpHKD5cQMagvzdm7QYJUVRp3\nFRIxoD8tObtpr20mYfINCH8TsuRzjJEjIGcRaBrmdD9Ko4qUHgpfe5HSzwbTXlHNiLlTSZ46juJv\nd+FpbMUUEU7x+jwQIDWJBFQJQlOpq27DbhCoCIqUXnjaGjmpb07HvhtqWPHo27QFFMyKJGd9LUVm\nA1NveRxj6ZdoW96FhhICH/8fpjkPoyT+sUykfkAKHb223ZOUHIxpl+4GFgkhLgWmAbf+cr+kRwgx\nH7jtD+9cN6XPQxw6XZkrd8SIEYwY8fjex9edto3bb7+V9MqdxFkNZPRXOTLzUh5cfjkApY11uLUw\nXC4n3qAbRQiSU2aQmn4Sbk8FebWbaCmrJKB6KXSDX9PIrdnCMx9OpsxjIMwUxlmDjiIlbiz2muVM\n7qOy07kLg6IwerCFljoLsSk+YqxRhNlaMSgSVYXlX7Wzbo2Ncy+244hoJ8YSpKbg/7AbLQyOSmN7\nUwUr81+gZ9IUpg6/hdxt/wdagPqqZbQ2bmf01Lf+UKeFPg9x6ISFhR3sXdD9D12/y7Q+Yraz9Aax\nbp9+K0P8e2VlZfHkk0/icrn2TgRvjYthvQ0CBTnMOeEk/M2tICUpR0+iubqRB274FIngYrdKn+Mn\nIwadC0DEaaORlUsQqdOgyUT1hm3UNcUR1VqJVDW8jW201jRTtCabftNH0nvyUBL6pVJf6mTdy8tw\nBQ2Ehyko7e0YTEaCAUCAp9GFxMjm4kEkRzQSGdHMUdYP2eLvT1lLLxTNR9Cv4QuYMY06jx1bHThq\nV9A7oZTAOwswnXI/SsqQTtdGz7mGjl7b7knKA5Mh/unvyEbgSiHE8cBjUspWIYQBsEsp24QQQnbk\nbmKBr/7wznVTenwgdPZnzvXLL5eyc2c2BsVAUzGYPSmEZcWxcNZfeX39a8wZPYP0mAym/ONaTF4L\nw5IbyPn2ek6b/AxZw/5GRksBhRVLkcBxo+9gyeYHMWqttKsKmqbiCbhJ6n8Nr659mrLGBp656Dk0\naSS3OpfYhpfQ/Ikolig2lC/F6a5k7DjIy7bS3Bog4Jc0V0jCMiOx0E5luxOBoF94GnajHRQ79c05\nhEcPx5Y2m23ZD5NqjSHMG2TLt+cwcuJ/UBTTQaut7qf0DHH3pQ+ZPvAOqQaxniEOnf1xMmW323+S\nV/nuu+944403kFKyfft2brzxxr3Do6oqKwlKBZC46fiybt7yNYGaXKKPuhpD77loJa8j4gwkXvpv\nRuVWkPvOMqJi7GSccCRrX/qC+t1VtNY00mfKMOL7pRLVI4GyLbup2F6Evz2IWRE44qOYed9lbH9r\nOflLNmAMs1LRnIRPNTMhrgaAlOgmHONnU/L5elAla/75KiaLGb/Lg5Q9SYupxIwPddtbiPhbECbb\nL957qGur+3V6bbsniUDrwqCu35uGFUIMBfoIITKBNiATMEopn9vzkuOAyUKIu4C1QohPgF1Sytf/\n8M51U3qGOHT2Z8516tSp5OTksHz5cgBqa2u5+eabmTdvHqv/tnxvT3+Dy02SYSBmw1I0DVZufYRt\neYuJcCRx1Wnbqaj+mtzCl7hg2kOYrXFs2PUIW8o3MaLvWWjCwrcFn6GqQZbuepvzJ99ETFgUnmgj\n1QXPEAy0AyCEkfPPOgd36xBE28fUON1kDNHIb9iOS/N3nHMJeP5zSebkY/moaB3jM/rx8GvxmBUD\nIDEoJvoYbQTaq2moXkZ86nEHrba6n9IzxN3XgZiHWAixAKgDIqWUT/zsZwOByXQcD9d2aWf+JA6p\nBrGeIQ6dUAxbWrZs2d6LGAUFBVx33XVcd911jBs3jp6DUjj1r0cS9PkZOmskQXcL9tK7kBKcSzwk\nTpoK1R1Xwc3JM6jaUkxrXQvuNi9jIx0MmjmWlqoG+k8fiRpUefnGV2muaWHuHadRX1iNsb0ViSBu\nQA+8rW6GnT6N9LGDKPhyA6Xf7qRdxqAZRMeZtw965DyNMT6G3c4MtICKL+DBFh1BVEYytmOmIL/5\nJ5SvQV39FMZpCzpVBz3nGjp6bbuvA3SX6Z3Aj8OLpT/7+SfAJ3seDv/DO/QnoGeIQ2d/5lztdjvX\nX389o0eP5sknn8Tj8aBpGosXLyY3N5cFCxYQHh7OO1c/wzufPMfK5WvoOdBHr3AjinsrLjdszk+n\nrupTWl1FrN16G7NnLKG27luSzUFSw6ykx/RhRI9JVDTu5shBJ/Pxtje5/9Ob6R0/gPtnXICz9B1G\nJoxFFUYyh5+B1dGP1vokPEEXS9ZfQ7gRDMZkalzl+Fxmjp/aAOJLKI/kzRVFTBntYOpIC1L6ycq8\nCZo243OXUp7/DDZHHxyR/3vqxVDWVvdTeob48CWEmATESin/JYS4XQgxTkq5fs/PBgCXSCk7dzL7\nJ6eHinT71JUM8W+ZP38+F1544d4h1G63m0WLFvHKK68gpWT8cZlMmj0KIQSKxYbHZwYBm3eqiIhB\naNZeyLCeaL4qBkztwQmTVnL82GUENn9AfP8UTnrgUgbOHIPP7aOhohEpJc6yBuY8fClmuwUkFC3f\nwkdXP8K2Fz+gvaSMpuJqhCII792H0r538/6W6URbPQgkybHN9Bzbg8SR/bBFOVCaavGUVWAcMBUR\n1xfNJ1F3fYVWsaNTddAPSKGj17Z70vb0EHdl0XWOniEOnVBcMJ4yZQqPP/44gwcP3vvc5s2beeqp\npwAYnNqXWy9cxKwJlzAg8kqClo7ZDjQJLr+KwxyDEEaS48bjdpcREZaKUSiUVX6Os34D957xGq9c\nvoGecQPYVPwNEkmRM5eo1JOITZ1FhC2RtLjB5G27gx3fnkd5/rN8s+ohpAShmDjqiMd58+0U3M40\nFEWgCBiVYiImEqLTJxCfNBthPZ7X128hrse5KMKEWbFSlfcEmvr7R+7oGeLQCQsL23v+petelC4u\nv+MIOQvI2fPv7D2Pv/cYUCqEeHRPw/mwoB8hdfskpaS1tXW/r1cIwSmnnMIDDzxAfHz83uffeust\n7rjjjp9sUzGa+aLiWh547XiU9KnUbMhnzeIU/K0VaPkPYd36BGq9BekNEljxIsEdy/b+rj3SzonX\nzmL8qWPJnDaYuuJaPOHxmJMT9r6/7BU5rH5xKXERkugoM4rfS1hkOOEpSTijBmJKMGJPCmNg8DUs\nZctob2zFpxkRzXX43e0oJ/wTNAFBP4GvH0X62393HVpaWvZDNXW/Rq9tNyV/yBH/0UXXOXp8IHQq\nKipCst6EhAT+8Y9/MGfOHAAiIyO56KKL9v7cYDKxYP793HzdPzly3L18VJXKl/X9SQ5LRrZXEaGE\nU1G1jA++PptvKsvZ2aLR2FrIslXzCATce9dz5fSFzBx6KnfMfgyDYuCfG1dx97Yialwd359VriIK\nGnfQ2KpRVhROk9/A8p1PMnvGXFasExTlReDzRpOYVsbc48vIbd3Ov75Zwgtrc3ljzbc8uWotCanH\nI4RC0NdIfdn7/F6hqq2uI0Ps9XoP9m7ofoUQsksLHUOujxJCbPrRcumPNhEHNO35txdI6tiuCAMy\ngCeAfwFvCyEOi+FFh9SlIT1DHDqhPJnq168fjzzyCA8++CBbt24FYNu2bRQUFJCVlbX3dWcsmIW7\ndTqOSBvlS9dQ127G5TYTY/WgVTaAFATdDmRQwd/iw+BtR7F25HkHTvzhDtDr3lpDfakTX1wEM646\nhfyvt1L9XRl+DdqLS/EHLHia22kuqmTQ7Kn0PeFCAHzPzQUU7GYfJiVAUFOo9oWx4flPmTj/NAxT\nr0Rd+RQ0lhF470ZMJ92DsEfv8/3rJ6qho9dWp+ugZ4hDJ5Q5V4PBwHnnnceAAQOw2WzExcXt/ZnT\n6SQ6Ohqj0cjglAH8+5IvAIEh2ED57qdZtc7LqCyNeq+KBAJSgLARbomntXErMQkTEUKQGJnC7Sc9\nDMD2so1sLFmDpqnkaqcwLW0EJd/djxCQntpCaqqZzfVlNFcsxe3IJijhv4vbOPq4RAaPtqBqQWwG\nFZvJzE2j7ViEgzzZRmLGBbgaN6MFXTRVf4FiMBPX45R9vn89Qxw6eoa4+9pPGeKvpJSX/Y+XOOmY\nfhAgHGjY828z0C6l1IAyIUQVHY3lsi7t0J/AIdVDrGeIQyfUw5YiIiK48847mTt3LgBnnnnmTxrD\n0PH/1xHZ0cCNHj2cjfVRPLZ4BrWtkzHGuSDMgHHug/iSptP02cfUv/gYAFpLA5r3h4PqmFPHE5MW\nyxFzJ5I+bjBTrj2dQceNZcJlJ5A6fQLRKR2NWDWg8t3by/F7Oq6gmuc8jPGoa5GRPZncZytZ6XkA\nVG7OZ+dz71CdrxGMHwpIZE0ugSX3ITX1d713XWjote2evp+HuCuLrnP0DHHoHIic67hx4xg2bNje\nxy0tLdxyyy3ccccduFwuVn3zPjfdeBHlu7cTE92fBa8YeX+Vwn9eloyMziDV5iA1aginHbmYnGIL\nb3y4kIbalbh9LraVbSGoBgEYkDyUYWlZpMVkcPTQ00kfcBljRj9CTNQgwkzhxFljcBhtBDSobWui\n98SO4fjJMTNx1o4mMfwSpiY2MSm2DKerAoMisXle586PbmJ5SwRCMaEoRpqrv6StfuM+37eeIQ4d\nPUPcfSmia8vvaA59Bnz/hTIY+EIIESmlbAJ8QgjHnp85gcqQvMlu5pDqIdaFRqgyxD+nKArnnHMO\nWVlZDBjwQ4+ulJItW7YwatSovRc9rA4rUQnhtDa4CQ8zoLgDGNRWmr79DLMlDIUgSksZvp1rcL/9\nBMJiJerGpxBmKz2HZ3DuQxcAULajlE/+9SG9RvUm6+xhwDB6nwkb7nmG3XmNaAiWXXUvI86eQcrR\nkzBEpZCSvQuZD3ZzOzYb+AOS4Pb11CNh6mQS0w3I8q3I8m2oBasQZjMEa0CqHdfeEIikIxHt1RCV\nqR+QQkivbfckpTgY8xAf1vQMcegc6JxrIBDgnnvuoa6ujrq6Om644QaWr19CS5uLotJKVn6+ifSk\nNArcPtzRRsJtVo6x96PBb+Sz9et4alkLEuib8TnP5t9HaWMpxw87ibtn34/VZOXp8zpush5Ug5z6\n1Mnk1+bxxLynGJVgJX/LXUzKmMxbuWsZGNmKiHJz9MIEthS0sOTTMmy2Is47PYAE3sxr4rsWjSHx\nXmr8yzAoRiaf+Rim+o8xmew0VbyPMNjwuEpobNyCPWIgtc41ZPQ6k2DQgyOsB+ERfQ9obQ8n+jzE\n3Veo5yGWUq4WQhwphLgQaN6zPAPMA64G/iaE2AncL6Xcd8/OIUBvEOv2aX/MQ9wZgwYN+snjt99+\nm1deeYWZM2dy2WWXYTQaMZoM/O35c1BVDaMSpPmF3YSppcS0fYAyfA7s1lB81QRW/huEQPp9yGAA\nYf7pfHtFm3YT8Pop3FDwk+fH3HopJVc8SsDjRZVQv/U7Igf2wZ6aRHDgcdRuKCSoKUxJ3YZqsFNY\nn4Ep2E5k5iBMvWfgeuhMVJ8Jy2f3YnAEUaKCYDJCmAAEsugl0ALQYw5+rwtbv7MRtsRQl/awo89D\n3D1J6FIvr94e7jw9PhA6B3quXKPRyNixY8nL2zNKqbISvBD0Bzl2+mQAVj75IetztjCq3zC25L2O\nzfkuNpMkRWxlUn87a3e7Ee27qWspR9NU6lprf7GdVm8L+bV5aFJjRf4Kjhx0D6l9L2b5rvtIsrah\nyo6LUw9tsDM+vh4AxQLLloURER5k5Bg/E9KrKW6LpsavEWWPJiN1Eu2GJjR/La7mIkp3/p1mTzVB\nzUtr8RuoMkhNzUpARUpwRMwhPt5O5pDrEEK/qLM/6fMQH96klIt+9tS8Pc9vBPY9fOMQc0h9u+gZ\n4tA5WCdTW7Zs4ZVXXgFgyZIl3H333bS3d9ywSjEomMxGhNHKlog5eIJGMEhk9rs4UkoxJbRikOWY\nbc1YU82o2Z8T3PoemqYhPfVIKRlz6ngyjxrGrOtO/Ml2haJw3F1/YfjsCcRm9sPb1Mb2vz9J5Rer\niMocRNw580mdOhahKCh+F3XNBtriBxExeCDt33xAwL1nLmIJqBKEEbCAMQyMDvYmPCo+wlTzIVru\nYwemoIcZvRHQPUk6eoi7sug6R88Qh86BzrkKITjjjDO4+eabMZlMAPTvO5QJIyYzaVxHLtdoMDIx\ncyw2i5Vh/eaQ3xIEVNBaOXeKl0fPlxhMTs7uFeTYZIHPmcepiwaxa/cneLxO2txlxITFcvPMWzh6\n0Awun3oFAGm9zmBo7zOxmRykxQ5me2UySQ6V9fV5XPmXFoZNaydmiJVJQ68ixtYxfDPD4eb83oJH\nT7kZu9mGxSJR/S0dN/8BTEYbIHCEpQOCMEcPAFTNT3X1JvILnqOubs0BrfHhoL29HVU9LDr//nS6\nHirS20OddUj1EOsZ4tA5WFMfZGZmMnXqVFauXAnA1q1bue2227jzzjt/sk9riyO549PTefHUL+gR\n0YJBSIQq0NosCEC0VeFf9jKKWWJu24Ws+BoyjsYSO53JmS2YRvSkrb6Vr59bivD5CDQ0MPmq2VTk\n11KdU4vdoJJuF3hq6ilb8g3Jk7IwZfYlkJ5G/abNTGQtbd5SWr9JR27/GgBNNeBzRxJ+8nWInlkI\ng4m9DWF/I3iqUKu/RFZ+jDutFVpuwBF+O4qi92juL3qGuHvqag5YP9R3np4hDp2DlXOdNGkS8fHx\n3HPPPbS0tCAlPPjgg7hcLmbN+mEWlTafi83ONno67AgpCWodeeHsxp1IVBItZjxqBdFhkn+8eQVT\n+6gUFwc5dtoirIGtXDz+GJKjUnhk2SMsz/6Cs3uqTO89m8S+FxJwn0pADVLrthBrgwsHziHG0Ztx\nQ6+hpn42n6x7lIb6Jfi1Zl5e/SRXR/THppgwmsMxqwGs4QPISJqB2ZaE0RRBMOjGYLBRW7sCTdP4\nds2tGBUj2zZeT2raCWSO+L+DUutDkZ4h7r6ULjZn9OZQ5x1SPcS60DhQGeJfYzabWbBgAfPmzdv7\nXH5+PrfccguNjY17n7tm/jiu+uskDLNfoCjmRgoqe1BnOxIMJjBakNZk0ASa30BjtpPCDYNo3laK\n7/37CXzzGsFdX7P9vRWUbC2mOLsST2MbO99biTnMAlISm9mXARefSX12EUXvL6Xg9U8QBiPKkCl4\nCnMRSOyGVlwfv4xxzCwUYwDFohJx9aMY+kxAMVoQQkEI0bFYYhHRQzEOXoAy7T+ohjpUtZKAf9dB\nqPKhSz/Yd09SovcQH2B6hjh0DuZcuQMGDOChhx4iPT0d6Bgp9/nnnxMIBPa+JiUqieEpvVlW6cYv\njXxeZWRnE1htySiKCZstmkhzkDCjSq8EI7ubGvHaW7ni2oWs2vofXll2NnUtFTy1/ElyanfzQVEN\nPncZrfXrMRgMWM0WTjziSjIHXk5B8WLW71xEZd1qkuLGsCvPSbhZQxFQ1bCLJ7/6G0iBNTyVyOQj\nSOp/FWGRAzCZIxFCYDI5UBQDyclHkZo6g9NOXUV89AhU1UN52XscJnHGA0Kfh7j7UoTs0qI3iDtP\n/0vQ7dOBzhD/nBCCs846i6ioKJ555hmklJSVlXHTTTdxzz33kJycTLjDzLwzMwHwpc4gp+cI+g5N\nwOhtQFjCUMuz8X/1PMaJZ9D24bdoqpM2VzoBg4X6Go0McwLJhU8SbsogKiEC4TPQWFBO/KCenPz3\n84hKjUMxKESs34lz8y6ssVHk/vcDjHFxFDqT8UcqREc0ERlfj3XgSCz9RoLJghKdss/353JHYjbP\nxO9ficfzBAZjAkZjv1CX9bCgZ4h1ug56fCB0DnSG+OcSEhK4//77ufPOO2lra+Ouu+7aO5QawB/0\nc9fanahagGbLaM6beQ/egJcJvYfT0JxNTOQg/rvkRFzttUwafiPvfTMfaVJJSFVxY8SoxPBN9qvE\nWPy0+k3M6NUHkyGIp+4bjh3/GPaIgcRGD6GmfjObsp9AoLC54E1WbH0Bj6OFLaVGXOWSb1aoDB5W\nycITj6a5YR1RMUfsc2RfTXU9A4dcx47NCwn4nKxZMYcjpr6Fouinr12lZ4i7LztCRvgAACAASURB\nVKWL46D0IdOdd0h9o+gZ4tDpDidTs2bNwuFw8NBDD6GqKnV1dRQWFv5iuNqiW1eyeV0V4yalcXJC\nCe7qOkZcfwFhlz8LQLKjF40rVxJ71NFsfngx/lYXrMwlvUcss027CDvzWja8u5Gy/HasWhsRidFI\nVQWDwpDL5qL6TmHHo/+lpaAUa2Isqi2KwiYDM9KLAYH63RLc364GIOLqhzHE/PbNsgKBIJGRc/H7\nPwcUgsF8vUG8n3SHz63ul/Qh0weeniEOne4wV254eDiLFi3C5XIRExOz9/mGhgbCI8KxmW14/FBY\n3cBJC87HFK1w89mX8Z9vH2NEjyxevGAlQgiCqo+S2nWUlhdzwSUTWVH4LC0+H0JRGBDTjtWkMG30\nfHK2/R2LwccrX/2L+TMfIDoySFJcFpeelkeFczOLl85FSo0437F8urGeulw3BIJkb61g9fJrMIlS\nwsL7MnLC87/5vjweD2lpWcQnTKSq/EPa3WWoajuKcvB65Q8V+jzEOt0PDqkGsZ4hDp2DOSTsx6ZM\nmYLNZuO+++7jwgsvZNKkSb94jaZ2nC4H/UGacosQiqApp5CwlAQAbL16k9qrNwDxWUOo/nYz8VlD\nUK0jKHr9I1LrYdXOAOXNMcSlOvnymofQNEG/uTPoNWEwZpuFhDFDaSupJHHMMHqkJlP15us4G+Mw\nhgnieowDVmM0eAh89k+U2QsRjphf7Of3IiIiEMKC0XEiHr5EUSrQr9fuH3qGuHvSp1068PQMceh0\nl7lybTYbNptt7+P6+npuvPFGhg8fzlcLPqbQWcxV990KKgQaNTYWryOoBdlcuhGP302YxYHRYOGM\naR2N1PL6bL4pfgGL0cakQfNYmv0Vze2NvLvjC97cUghSMi3Jz9er5pAcO4KRmTeQmDSd1PgsLOYI\nhOoiPX4V583qx3+8Trx1rcyYNJbICDPuVomnrYjC7EfoM/ja//mevq9t34FXABrRsaMxmbrH+cif\nnZ4h7r5El6dd0nXWIdUg1oXGwcwQ/5oxY8bw7LPPEhcX95PnW1tbiYiI4LZ7p5K9w0nm8AScaxy4\nymtJOmLkr66r/9kn0v/sjjtM73roeXwNzVQsWYHTH4eiBKizDya6MZfGdoU1Ly2lfEcJR193CmnT\nx5M2fTz5H39L4XNvMdBRAW4b1b40Kr5xYko+md41r6JVZONf+hSm6ZegRP56T/H3tVWVVpASn9y+\nH6t1eOtOn1vdD/Rplw48PUMcOt3lgvGPud1ubrvtNurr6/nqq68wGAxcffXVLLrgrzz/4X0MGTyL\nC2fN4x+f3snEvlMJszh+sY70uME8d3kpQijkVW+jyJlLUAuwvWIbIJACoqxmjIofv6uYTRuuY+z4\np0lInMgtZ5ewct217C75kh2BCLQxtVgJ55rTxuFyFeBX7Hi9NfiLX0ca7PTudwGKYvrFPnxfW4s1\nnsHD7wh12Q4r+jzE3Zd+U60DT28Q6/bpYGeIf82PG8NSShYvXszSpUu59957SUlJIWtcR3bXNmQo\nMWOzMNr33TvSc/YxlLz7OclHT+J6Wwyb3v6G8Uf3xretjO0bG2jwhhH0BtBUDcXQcXJpDrcR0Axo\nUkERGpVOgbd+B1owQAHjsFt8TFPWIxvKsV787K9u9/ucq9kfhfQGMNvGwS/PC3R/gJ4h7p4kXevl\n1XuIO0+PD4TOwc4Q/xq73c6QIUM65igGvvzyS4xGIz0y3uDs8Y2kpTYQH57AVdPnMyR1BJrUUH5l\nnl/Dnqxuv8ShBKWV9qDKrqpqTh5xMjXNJRw74TyWrr6KqEiQMsDatReDYuXYY75ixJBr+XL1+/jb\nNASCjJhkqio+RsoAX9eUUet1MzA8iqqGJ2hsVhk77opfbP/72vq9TnasvRQpNYaOfwarvXv0yv+Z\n6Rni7kvpcg+xfpDsrEPqkrGeIQ6d7nwy9frrr/Pmm2/S2NjIwoULqa6uBiB7SyU3n/MmN857nevO\nfJMbznkbd5vvf64nvHcPht54GXEjh2AoLySpajt5L71NsPdopo71YbGaqMktZ8trXyA1jWC7l6bv\ndpM6bgj2q+5kY2MvgpqJxAgPU5JyGRhVidtvJRAAfuPmWt/XNuDbAFoA1ZuzX+tzOOvOn9vDWddn\nWNQvf3eWniEOne6QIf45IQRXX301Rx111N7nPvvsMz77tJSgJmnztXHBCydz1zsX8vc3T2fqP3ry\n8JLb/+f6jAYTZ4y7glp3BCeNmMmqnHfJqdzI48ufZXuzQrGrFRAYUXj5Uxd/ufkcdpQsw5ocSfGO\nLbBCY836GnJb2gloASbGJ5JsDaOirZ07/lXNnAvvITv3u19s9/vaulrzQQaRmp/WJn0U1f6gz0Pc\nfSnILi36EbLzDqkGsZ4hDp3uOCTse8OGDdubj2toaODWW2+loaGB1qZ2FAW87QEanW7qqtsoL276\nXeuM6NsTYTCQ44rmi/9upCDhVCxREWhBlba1y2j/5GnqtuVRtz2fmg270FxeDFKgAAnhXoQQxIa1\nM6pfHRZjEOks+d/bskOw7Hmsu7MJ29qAfdVq1NU3oW59BE317ocKHb6606gG3Q/0aZcOPD1DHDrd\nJUP8c0II5s+fz7Rp0/Y+V1jYmyc/dvPY+k/oEWlhbu++nJwWwbE9erI899PfXN9l066l8N5s7pp9\nP5lpowlIhe9qCslvMVHbHgSpYDOG0+Yysn5nCR+uW0h9626On5NEjyOTGNjHzYb6GtgzBWG/mB5M\nSEzkodtSiIkU1NTW/GKbycnJtNVvonb3SxiFgkFAVcHzFG29jabq5WiaftHzj9IzxN1X16dd0jsI\nO+uQahDrQqO7ZYh/LjMzkzvuuGPvCZ/T6eTOO+8kc1wSl99+FLc9cRKzzhzGSWcPp3/mb9/x+Xvh\nvdI54om7scVEIqWkZukqeqcYEUhKW+KoLmoidnBvwlMTiMvsi8OukhbmxGrw0+SPQjOaURSF6PYq\nAj4TtLf96ggGLehBZF+AWv06aBqKV+sYT1q1Dna/h3xvBuqa25Hehv1ZssNGd/7c6nQHkp4hDp3u\nfMFYURSuvfbavTegFMJE3nontblepNRYuDaHV3J2kx7Vk7+d8K/fvd5Hz3mXBcfdh1ExIlDY2mwi\nzDGQcGsst83LID42mgkDL8FmjmJq5pXMGBbBgGRBz+geGEU6KeF96GF3UO2txCc8XHzBBI6cMv0X\n21Fd31Kz+zkC/sa9x1ADAq+rmKaK9yjZcgMNFZ8gpT4CorP0eYh1uh/oR0jdPkkpaW1tPdi78ZuG\nDRvGwoULMRgMAJSUlHDvvfcydFwq8amRjJuawal/GYHm+99Dpn/NWQ+cx5HHDyJGa8aVV4DBZMCq\naNSI/hiDbYxfMJesa86i9e0XSbC20ctRB031EPAhA35U1UDQb0bzeah44P+QUv5k6KJW/RZSa9/7\nOJjsQPQ/ByL7gOh4L1SuQFt2KVrDd2h5/0HWfNv1gh0mWlpaDvYu6H6FPmT6wNPjA6FTUVFxsHfh\nNxkMBhYsWMDYsWMxGsxMGDGF0489lXUVbRyZ0kJPWzYWQw0DkwbS7vt9x3ohBKeOmsfj57xErMUD\nBGnyB7GZI0iITuDzJx6iT49j+ftfSjGYY9lSuZlA0Esvs53Kag9Go41YazxBqVLuqcJv/Zztef9G\nDfrx+117t1NRlocQApPRgdUSg9kahyN2NIrBDEiCARcNFR/hatxCa8MmynOfxN9eG5pCHmKcTide\nrz4KrTsSomuLrvMOqUtDeoY4dP4MJ1NZWVnMnz+fhx9+GIAdO3bw8MMPU7I2FVerjyn9NdL8lQy7\n+BRSjhj2u9ZpsVvod/wklhbUk5GZRoQ/SMGSDVRuLqC87jOiHQEirvs3tmFZtK34AlfQilfr+LOS\nEoKaEavFAxK0pkranr4e0VCIiE7BcfUziMhRUPUKAKpFwdz3bgyOMTD4MmTzbrQNf4eW3dBeh1z5\nVzBoSAWUmZ8iTPodIvflz/C5PRxJoCv9OXpfUOfpGeLQ6Y4Z4p8zGo3cdNNNvPzyy5x11lk4HA6O\nr87js69nITQ3FbWbuOiBocQl2fnXBdsIt/3vqQK/J4RgTMZ45oy7mhW5nzEg8waMFc/hD7jI3bGI\nJ7J3MrL3MZw76SYMiglFqqSEJZBb48JkCkeaJEKaQAQAKK5cylvr7qTd5+KqE9+jb8oMNBFHZPQA\nFKMFoymciJQzEYoJKVWcpW/SXLMcJLTWb6Gp9mukVAkGmuk19NZQl/RPT5+HuPtSunhTLL23s/MO\nqZrpGeLQ6c5Dwn5s+vTpnHfeeUDH52Hw4MEEAxqKImhrcCEUQUtpdafWuWJZCR+u9fPkS6WYWhv2\nXH2T7K5NobHFilRVok6cS+QtD7MjOACXMYbytkRU1Yg5azruYWfhi8kketRA1NpCkCCbqpFqEEPE\nMOSAJ1F6XYN1yFsYHWP2bldE9UWZ8SIMvgiAQLuktiABr+wLRv2ukL+HniHurgRSdm3RdY6eIQ6d\n7poh/jmLxcKll16Kw9ExxdKg5AEkJ8yloFrhldeMrH0T1n/ooa29/nev0x/08er6VyhrdrJ446ts\nqKvBr3owyHZO7xGP8NeREt2XF64o5tIjb2Bt41qqHRspbq3GbArjvTVDsNiGIwPpFNY00+53I5Hk\nlX9OUPXRc8DxRCTNICx2GuEpZyH2TM0khIGEjLPoPeoBUgb+lVbnalTVT1D1YY8YFJL6HWr0DHH3\npWeID7xDqodYFxrdPUP8c6effjqtra0MGjSICRMmcMQYFxUlTfRIUGgpKCNt8qhOrS/MYUZqYLEZ\nad68nQiDkQBGbAaoak7E9+onJE8bz8av8sDVgsHio0k4iDW34l2zlrCwVuo0C+vLo0kMH8oRabuR\n1kia7jwHx3m3YO03Ahj4q9sWQmAYcj6qI5nyF9+muS6a+sZohh4PGLpeq0Pdn+lzezjRAK0Lw541\nfUqJTtMzxKHzZ7lg/HOlZaXcf9eXtHljibRaQKvDHEgiJab/716HIhTMRgu+gBdnazWbnfncMqwP\nRtqJtxixU8eqNZczNuvvfLZxEc1eDyBYU7mePpGpTIsx8caL+dingSpb6B/bixGpMZQUv8FL5Z9w\n/uxtmIyZ/3P7RnM0doMNYbAR8NaAMBAIdO+IV3ehz0PcfXV92iVdZ+lHSN0+/RkyxD8mhOCiiy5i\nwoQJAMQmOohvyKforXdp0SxsWJaDpv7+4YOTZg7grn+fwj/+cwZ9zjqJ9Kx+TP7bXzBYLQiDkfrN\nO9n58Av0TQHFIPELI2FRFoxCxaiADJpwuqMAaPCEEbHwdbSWNkAQLCv4XTlXQ89jcUw6BwUNWurY\n/c+H/1BtDjd6hribkh2Rgq4sus7R4wOh090zxL8mGAxy5TVXk1+0m6oqJx7NyfRZfbngilHkVSz7\n3esxGky8cflSHpr3EnfMfoQ+SSPYoRxBXNJ0AlqQBlcpxeUf8sqSuSRF9cViMGA1WMhKyETKIPNm\n9cZktuLXOuYXr/daGZJyJMFgO+2+BopL8va5D4rBSp+s+zEYwlBQcJZ/QH3F510pz2FBzxB3X12f\ndkk/SHbWIdUg1jPEofNnPpkK+nw8+88Huf2FZ/n2ubf5/KXVZK8r6tQ6UnvFUF7YgCu+F4OvOg9L\nbBQ9Tj+e6PFZIMEoA3hXfsG4eCcnPXszQ06egFe1o6oCLWgiVrQTY2nFI80IRSH8gluxTJlNsDib\nwLuPI4PBfe5D8oxpJB09GRSF9soq/A2Nf7Qkh40/8+f2UKYhurzoOkfPEIfOnyFD/HNGo5Grr7wa\ng0EBJO7mRqrqN7G74U2e//wUvsv9jrzd+26MAsQ6Eugd14dtJcu565THueaYuykWmWjp1+AOgiYl\nVQ2rqW3YQVV9OJOGPEJRaz4f5L9Di7eCB/46iPExaWjBMIRiJ2vIfIYPuJThveexecsDFBS+ss99\nMJkjGXLEswhhQNMC1FV+jpT6HLu/RZ+HWKf7wSE1ZFrPEIfOn3VIGMDjTz3F6hYnASF5O2c9kwYm\nk9Bj3zcM+bHiXCcP3vQZSLjjmVOo/M+rtNc2EDdyENFHH4XZ24S69VsM4eG0bFhP/SefAKApZiBA\nuCnAqLgKlLB86u+Zh98fQdTRMwmW5aMgUatLMKb33ed+JJ84i6Y169C8Xqre+4CMSy78AxU5fOgZ\n4m6qizlgPUPceXqGOHT+LBninztuxrH8+/4neP6lpyh3bqE6x0hsvJeMjAGceNYJAHy4+COGDhq6\nz3Xd/f5fKKzbxRNL70aTQwmSC8AlUxeSW74Km2kVHm8TnoCBjQV34Pc7cRihzlNPWlgCp/aOYkpy\nkOZANetWnII9ahCVDRuQmo+c3GL69Tl3n/tgtsYTl3Y8dRUf4fWU0ta0k4iYEV0r0iFMzxB3X11u\nzuiHyE47pHqIdaHxZ8sQ/9yMGTNw9EjDkRSLLc5He3I1RoupU+uw2r+/kYfAYjNijY0CKbElxjJk\n7tGkzz6OqLMuIuNvt1L75ptoXi/G6Gh8fbKo8YSjSQWLtZ1Imxu7pZGY6CKUrc8gktJocTuoffUF\n5O/owVHMZqKG9ifW3ojdU6qPitiHP/PnVqfbn/QMcej8mS8Yz5s3jxnTj6dP8niiwhJp2DWYWMYg\nhEAIgcfj/n/2zjssqmvrw+8+0xlg6IgioiL23kuMxpKmRo0ppvdebnLT2029qTffTb2mmF41xhRb\nYi+xa+wKogLSOwwMU8/+/hgsCNgQhWHe55nH8ZzdZj+Hc85ae/32Oql2gkyhSCmpcHjYnZmGp+p5\nNqTDWF644gdGDHiX/t1e4aJ+Y7Da83CoeHeHtpWRX16KqqrY3KXohYtd+dtYtvsL8hwV9Ew4j05R\nfck5OOukxhHRciwut51KRwkV5amnOSvNA38e4sZLvTfVOtc/oAnif0L6OSFNTUN8LN26deOWyeNx\nZaXizkpn/uxfueeKf51SGzFxIbzxzdW88d3VRMYE0/2+axn4yj9oN3E0ACue/5SNn8zlwOJNhAwb\nhjY0lJirriQwbS3BOjcHbSFoY9pg10bh8FhAgNAoSE8RLbvtxaAk4Uj6+6TGEtquBRqNRM3ah6xs\neqF6ZxO/hrhxop6Bj59Twy8faDiaoob4EEIIHnroITzavQh3KbaKLH6f/QV33jyMj97+mIF9B1Ur\nvzV5Iyu31NQYPzvxcx6+eBpud1+6x/bns1vm8d1dS4mP6MDSnV8zbeEDzNr0JkO7TkWv0WNSFAza\nAPaWH2Rd3mY++zmNbbu1SMUEigaEwK26mbd9M59v+YKklBkn9XuM5jZ4VDcgKcheeiamyGfxa4gb\nL76uIRZCdBZC1DvEUQjxhhAiqo5zIUKIB4UQppNpy6cMYv9qWcPR1F+mLrlsEiMSWgMCtyrYlrqS\n1NTUU2rDEh7AX/N3M+/bzSAUDGEhrJm1jk1z/66Kb5EIRaHFlVeR8OJLuHavw6hUEGSy0uP2a7Dc\n/hphD39F6JMzcAx/Gs/IZwhooaLReQiOLkY6nUiP44TjMPYYCFodKBo8pYWnNR/NhaZ+3foy/rRL\nZxe/hrjhaIoa4qMxGo3cf9dQ9DoH0l2JOUBPuzjB6PNHVyu3fucq/jFjAs/NuYGv5k+rdk6vNdI2\nPIJbBwn+e81UElp0pMCawQuzbyWzOK2qlKBVRA/evL2Me8cvpMRRgQdwS1i23spf62KYMnEH40cv\nI7b1zZzf7z/YnFpcqpvp6zdSWLqfcruV9PysOn+LEILI6OEYtCZwl/rfC4+DX0PceKnvCrHSiB+R\nQoguwA1Sys/OQHORUsq82k5IKUuAb4FpQogThkL4VKyEX0PccDTlkDAArSWMh2cuIOv2yTiTcsgs\nUnj6yReZ/vmHGI0nl9N377Ys5n23GSR06BGD4qxk7ax1SBWuem4SAXpBaELs4fL61u2xb1yONjIG\n9fd/U/K7glsbhbvTefw1Px2hCMbecSWu9e9gzQ8mQn0WdaeKMuo/iOjexx2LIhwIPbhzM9DFxNVr\nbnwZv4a4cSKp3ypvUzbthBCdgcGHXgaEEArwBdAFSMb7onDiXfaqt3kR4JBS1rkk5tcQNxxNVUN8\nNEMH3EPK+A3s2lvOkBEKlfZFVNiyMQcc+W35JTmHv2cWpiKlxGarwGz25jX+Ydld5JUkcTB/My/e\nmMbrc+4ntyyDlNw4Hh3/LaGBMYQFtgQgKqInZmM4NkcxehnIrf8oY0vBQXo8N4w4i6SwsoghOS4K\nyypwqQHklrl59Ove2J16Fq9vxZNX3c8/Jt1a628RQqAIHU57Pt67hT9HYW34NcR+zjZCCD3wKXDx\nGWirF7DleGWklAVCiD+AF4GnjlfWp1aI/TQMTV1DfAiDNZlHhtkJ0+Si2q1sXL+brVu3nnT9Vm3D\nsIQGEBIRQExcKFHxkehNBgLDAwkIDWT1b5vZMn/z4fIBA0cS9a9paIMDsVea8LgEankxYs+aw/oO\nQ5fheFpfi6hUUPQuEGBbP4fSv5bX6dlWhIvgyEKCwgrRR1rqMyU+jy9ct75IfVeHz+UKsRDieSFE\nkRBikRBigRCiUgiRVvV9lRDCJYSYWEfd2jzjHQCblLIfkAXU2MFICDFVCDFXCPGFEOJjIcRHVce+\nAZBSLgB6CSHqfMnwa4gbjqbuMAYIjxyOsV0AnYfZ0CiS7bvc/Dr/q2plLh06hUmd7mVE7NU8OvVl\nrrttKgm92vLutHcA6NH2MgCkEsyBvO0MaDcKgAHtR1FQ/Dc/r7iDjALv+6tBF8ijVydx92XLUXVl\nVLg9xATkU1BeRFujE61wIwU8e91MInSdGRKvejM6aO1c0C2D3WlL6vwtWkWLThuAyRSNEH5juC78\nGuLGiyLq92nEy4O3AslSyjOhZ5sEzD6Jcj8C1wshjuu59D8h/ZyQpq4hPkxIW1q3iOSmUR3QG8N4\n+YlHGDBgwElXD7SYeOHzq7jkmr6UFdsICg/ivs/u4s4PbyVlbTL716ew4ouluJ2uw3UUkxl3SRkg\n8GiCqVBaous1ghFPXceF/76Dv+duZtbP+aSWRVN0IJZKpT/5qzNwr30H1/Z51fr3lJfiyc9ETf0d\nbaQNxagi/A+z4+LXEDdODq0QN1ENsQ3oJaUcLaW8CMgFfpdSXiSlHAZMqK3SUZ7x1445lQJYhBAb\ngHhgx1F1FCHEd8BdeA3pm6SUdwD3AQOBbke18x7wZF0Pfb98oOFoyhrio2nXaiwVbicb9rj5/keV\nx558mzvvvrOazvSBKU/zr5veRqvRsnr9aqSULF62EIBLB76InSjyy1J5b/5dPHDha/z+8D7uueAF\n5qx7irS89SzY8MLhtgz6INbvW4Zb9eYWd6oaLo3PpsKTRJfQQm4bNI49u+czZcTVDGkVTydLGLFm\nM22irIQGLqCk4kjotMfjoLIsCZs1hYrSPYCKUPxREcfDryFuvDQFDbEQ4g4hhEMIkSSE6Fp1rJMQ\nYpsQ4t46qt0NLD2qjRghxKtCiM1CiHghxBIhhFUI8W8hhF4I8T8hRLkQYrUQIvSYttpIKdOr2hku\nhHhTCPFeVfmrDxWS3vxrm4Dbj/d7fOpt2q8VaTh84WVKmMLRXD6bi4LfZ0joImTaLMp+KcMy6eaT\nbmPet5v5c8YWtDoN7/x2K1n78lj8/Xq6DmxDUGQwLTu2RKOr/mdlmXIbFSsXUFkhce5KoWDZX3Qc\nN5nyvGJS5qzELFXSbRG0LinBk6YjOLqI4IgCxI7/ILtfAlLF/tX9VKbkARo0JhemOAVNh84o0R3P\n8Cz5Fr5w3foi3sd1PdIunVv/99xDD+HakFLOP/RycAy1esarHtZT62juMWA8kCilLDyqjksI8RDw\nv6OOuYUQPwFPAg8c25BfQ9xwNHUN8SEuGvQfOsVP4s3pV2Arr8BWYmfbtg189tln3HPPPTXKf/TO\nJ/z0ywwevu9RAOzOUmL0+ahSxRIoUVUPM1Y9TklFNl3ixrEvexkDO1XfR6d19HB+XRuMTvEQY3ah\nc7twSR0eoeH39b+yaK2VA+pWoiLcTG1rIdISzcbMEsDGnHUvct0F07CX7aQg7UcclQU4neUoKHiE\nlph2J07V1JyprKwkICDgXA/DTy0IUU97pr71TwIp5cdCiD7AQCnlzqpje4QQ66WUH9QYkhCt8EZA\nHZ3gXACBQBxwCXBl1ecDvFqHT/A6kVcCdwCvV7XVAa/E6BBvSCkHVZ1bRc1F8mTgIryh07XiUyvE\nfg1xw+ELIWEA0uNG3TIHs2JHp7fjKchBSsnatWtPyqES1cqCqkrCW3jnY+70Vexau59FP2yix4TB\n9J00pMZ1qG/bicCxV6Ae2IVZX0nIwP4AbH1rGgNDD9DVkkGLbm1BCDz52Rg6j0QoGojujRACz44/\nkXn7QQqQKh6bhvLkSJzq8XXGfvwaYj9nnkMP/tMoU80zfiKqVpQfAeZLKbNr6UMCbx1zeAVwS227\navo1xA2HL2iID7HzwC+ERBcxeLSdlq0lJpOW+fPnM2v2LP5YNL+aY2XsBRfy8bvT6ZTYCQCtxojZ\nGIFOY2Bo5+vYn7uBNXu+Z2f6YoLNsUwZ9C86tR5Vrb8B7Qbx2JUruKTjYNoHBdIuKISRPR+kZ8IN\nHHSANsbO+T06Y3N7WJpdQZzGQ5SlA4rQ0DF2JAC2whUgPXg8DjweB26PDaSK3tTi7E1cE8SvIW68\nNKG0S5/ilescWiE+j7qfc4fkQIc3I5BSZuHVAZdLKT+UUhYAn1edni+l3CylTAP+AhKOamsy1cOl\nOwshHqrak+NnYN8xfWcCx01K7lMGsZ+GwVc0xABCo0V7/m0osT3QD5lMlsfEw9dO5ZVXXmHp0hO/\nqw4e25GXvphKYo+WLPppK/0v7EpAsJGQcDNzpi1l+pMza9Qpyy1h0evfo6oSodUSGBtO0fPX0Vbs\nQghJgNbNoPsmY+o3FK0eyldtQh3xJcqAu3BvewLpTEEIiSGoHEVXteKpZb+DpAAAIABJREFUCiqX\n/4Htj2/9kRHHwVeuW19DSlClqNenKVGHZ/xEDADC8YZ61YqUMuWYQ8mAGTjv2LJ+DXHD4SsOY4CB\nXe6gZXhvJk4exsDB3SgpT6PUmsuNt9zAHQ/czrczvq6zrlZj4MaL/yRAF8yC9c9iq8wiPDgOg85M\naupXrPr7edZvP9aHAwVFiygu3Y4iFGLDOrFm93dsT/6QlUmL2ZS1F1WaaWWJ5sJW0Zj1IUxqfx7B\nhsd49utHeOSzgVidlRgCojCZY6oc0hKnq5zdGx+ltHBzzYH6Afwa4sZMUwiZBpBSbgS24o2AAq+u\n9+c6iodX/XtsSE21rc6llJW11HUAuqP+31lKufuo/78EvF01ljFSyg3H1LcBJiGEuY6x+Q1iPyfG\nZzTEVegGTMFw3mUYcj9l5ZqP2LZuDarTwccff0xRUdEJ6+/blcPKubv5+ZN1tExowV1vXkm3YQlI\nVRLaouYmV6u/XMTBHJUthS1QwiKxLpmHdLowGlRAIMyB6A0Gdu3xkFcSQFGJkYptm/Hs/wRZtBac\ny1E69ENj9GCK12KeeDnCEgFSpWL5HOxJO2oO0g/g1xA3VuQZ+DQxanjGT4JDW9af+KZUhZTSBpRQ\niyfcLx9oOHxFQwwQYUnk7omrybdmENFtJ061gILSJFS3SkVJBRrl+JtUFRRvIbeigHJnOfPWPcHj\nk+bzwCXfEqg3IxCEBLWtVl5VPXy57Gk2FpRwoFLL8owkrPYsJJIBrcz0Ck/kvBg313S/jS05ZvZV\nZFDoyOCXtT8RE1FMccUuthUVo9MHYg5qSVSrkQSF9cWlOnA6i9m38z84KnMbcsqaLH4NsZ8zxHS8\nm1aFAp46DFqAQ8frFa5U5WCudtOVUr6F1xHsBOYKIe6qo3qd2iGfcg35V8oaDl97mZJlB0HRcP3w\nCFYm2ShTNFRUVPDBBx/wzDPPHDf8vn2XFgQGG7GEB5C8MY3fPl1FaFQQ3Ud2odeImprexOHdSN+y\nH63JgFqYjkdVMfQcSODg0VjadOFg0gHcTieujDR0JgkIclZspMNDE5AV+1BiJ6Mbck21NrUdRlP6\n2b8pz6yg4rNpxNz3KIa4+DM8S00fX7tufQUJqPW4Xden7jmiLs/48ThU9lSXH21A5LEH/RrihsNX\nNMSHUFU3ZbZsjGaFnsMl+9dF079vNE6nm+6dex637o5tlVgLFQLCPLQOvYB//9ATj8dB//ixtAmK\npEPc+GrlFUVD77Yj2JK6nBKng0pnGWAkrVDHuP53cH7EZlqEWJi/M5th7UqotBWwP7uYe8bezZq0\nj7AEKvTucBWW8K6AihAaIgGhDyU7fRb2ymy2r7uPfiNqRm81d/wa4sZLffMIn2UF6TfAG8CXwCvH\nKXdI+lNfLdsk4JejDwghLpVSzhVCDAA+A+4Fjk6WHggUH8dY960VYr+GuOHwpZAwANHxcpT+D6Ef\n/S43DBmGPXkn7qIC1q9fz8qVK49bNyImmNd/vJ4xV/Tk+/+tpdIlKMm3snHRLr5/fUGN8u0GdeKO\n7x7jov97lJwKExnlQfyx2YyI7ciy175lw1sz2fTJb7QbPwJVKAgkWmFHEzkM7eCZCHMr1Irkam1q\nQiIIuukphEaLQbHiWDUb6T6l1KXNguamIc6d9RMHXnsVR27jXhE5tKlWfT5NjNPxjK/DG0rW5zT6\nq2H9+jXEDYcvaYgBtBo9t186jzF9nmXK5McgNI3M4nVYLIG89957dToa96fu46Enn2bW9ABmvm9h\n+f7FpJbZsbs9ZOWupDBvJan7vqlR74Fxv/HZfaUMans5laUKW/4UTOpyC3rdPmanbeatVbMZ1jGC\nBVuisNrD6NBqGFP6duLxixZw16jv2HVwERX2wmopluI73UNo5GAkErsjn9zMms/m5k5z0xBv3bGF\nPuf14Ka7rm/0DsJ6a4jP4iNSSlmMV8/bXkq57jhFN+N9FrY55riGo+xRccSYO9pGFRxJKN63KlT7\naJ4QQuiqNqmcTfUNt6jqc/3xfodPGcR+GgZf0hAfQmh0KAnj2PvNcsJtOga1bo+s9Hr5p0+fTmVl\nnU6kw6xfshe3W0VrMnDhtQNQUWjbI7bO8m6psLkolh2lMQSV5LDkwTfJ3p9PUaWGjPU7qVwyB40Q\n6LQu9I5CVFs5asFC3Ptfx73zAaS7olp7urAIoq+9HoPejXvPRtwHTrjXT7PD167b4yHdboqXLcOR\nlUXZpmOfFY0Lr4a4fp8mxil7xqWUucB3wEQhxLEvEAAIIabUsoFWIN4NRKrh1xA3HL7mMAZoF3Me\nLSL6smjrByQOVdDoJS5PJe3bt8fhcNRax+32oFE06HQ6Jl4+BrunDEVoaNfqQrqGJ6AVWkLD6t4M\nMlINY9nXgYSGe9ia9y47933GP/v1o6Unlgfeepc/1x3go3kmYnRhfDNzNuOvvIT//n4xs9c8x1dL\nau6C3aHHs2j1oaiqk5Rd/3fG5sZXaG4a4hk//0hWdhaLli0kM7vGLbJRUX+X8Vl/SH7Kkc2wakVK\n6QAWAD0OHRNCJALXAi2FEHcJISKAZ6tO3yaE6CCEmACMBEYIIS4HCqlJf2CjEOIVvLtJ33/M+a7A\nrOONr/n8Jfg5baSUWK1Wn1xt04UEQ6aGqy++hNQNaynMyaZQ9fDDDz9w883HT8c05c7BGE06MpOy\nWfjDJlQpyE4vqbO8Vq9FH2DAU1mJRiO8eRedHpxSIdthJtpuI8LooMQeiEdVMO3cT3hiOEgVNGZQ\ndDXaNHbqiS0sjoID5RT/8CttH++M4l8JOkxpaSkWS01dty8itFoiLr0UW3IyloGDzvVwjksTT7t0\nLHrgRJ6Xoz3ju06h7fvx6o8XCCGuk1JuAhDepbCbgANHh4AJIULwGt01POF++UDDkZGRQWxs3c7Q\npkqgMQwhFAKCdNxy29WEhsfTvUeHOh0AiQmJzPz6Z4qLixg9ciwz17zCrvQF2Avnk2kOo21wPG5H\nfp39De43gX/etp8DLEOKQkDy0yoXf2604vAIkBKtIpBSJTUnC1V6sFcIjCYNYUGta7Sn0RiIbTuV\nvAPfYdCayE2dQXT8lWdqepo8+fn5BAUFYTQaz/VQzhyqitdeMoESWO3UDVNvYvW6v+jVozexLRv3\n32u9Q6bPzDBOGinlEmDJSRR9A3iZqvRJUspk4IJjyrxI9fRIe4Hfjvp/DcNWSlnnRSyECADaAXXv\nCIiPGcR+DXHD4asvUwl33YgjvxCdWs4Vu//k/ZyDyMoKFi5cyNSpU4/7oIiODWH0pG68889kXG6J\nRkhcTjd2mxNjQE2jVFEUbpr+IAD525KpLLEif1qKpryEg5VmCirN2FUTLXWFlMkAUqd/RcWIocRN\n+gpUF4iaBrEwmNAOuxyZ+g2uvDxs+1II7NzlzE1QE8dXr9u6iLjoYrjo4nM9jGZB1art1UAMcLEQ\n4jpgZpUXvBpSSocQ4pBnfP7J9iGlLBVCDMGbj/hrIYSKN51ELjBNSnnsFrpd8W42UsMgbuwhgk0Z\nX9MQH6JtiwE8c5U3JeFnS59g6cF3WZ2jIyq4De/8OIuvNs7hih6j+OTRI6uv/fsMOPz9qqHPMi13\nDh/siMalCl7oW05U2V7qCjAPCOvP/Q99QUlFDi/OGIlGetCHpjOkfwYr10Vj0nq4ZSyku4pp3X0b\nV4fruXDY50S3CaRVRLda22wVfwXl2X8iVSdleSuJjJuEUotzuTnimxriNKDY+1XtAsqRd7iOHTqy\ndO6KczOsU0Sp5wpvo3IZH4WUcq0QYo8QYqiU8q+z1O0dwGNSyuPuIOdTMVR+DXHD4YshYQCKRoOp\nRRT2BdM5v42ZLtEBnD9wAB988MFJeU1bd4zGGGgEBB4pKMqxsnb+iUOXI3sk4ql0QLkVFQ2tA+2Y\ntBIVDRUePVrFg1nroHL1Mtz7PsK97SY86dNqbSu4V280gV5PaN4vv9Raprnii1ENvoAvhExLKdOk\nlK9LKYWUMlZK+U1txvBRvAGMOY1+KqWUL0gpu0gpu0kpL5NS3lGLMQxwIfCWlNKvIT6L+JqG+Gha\nhCZSYitkV+ZqVKniUVUCjWF8Pu9HnFY7M7YtOm790JhbKHbqKXfr2VbkIj31B5yO4jrLK4qOsKDW\nxEYPwe3JwqVNIjrMxpVjDnLn5AyiwzTY3BWEGnV0bCfJL3+frxdN5bUfupNZsLXWNiPiJqHVmdEo\nCtb840kcmxe+qSE+ei8VvxOwkfJPYJIQIvyEJeuJEKI3oEopjxsuDT5mEPtpGHxRQ3wsul4XIIxm\nXnzmSR579Q3kn7Ox7fj7hPUURdAmMRKBxBJiINjgZt/iDWTtObE+RaPTQpXSIyAxgS43jqfSKUmv\nDMHpUZASMmwBlO7biJTgzt1WaztCq0VbZfi5y8tP5Wf7PL5+3TZVvKmTmtWmWkgp1wJ7hBBDG6L9\nKi1xX+CD2s77NcQNh686jA/ROqILoeYYjLpAbhv6Mff84w50yUW4dxVwWcfhx607pP0A2gTaaRlg\np3OImxJHKcv+uhm3+/j7dNw35kP0WiNuigGFcUOfp1ubSaSVJrP74Eo0ig6rW2FV2g7cHgdSuskp\n3FJrW0GhvTAHtsQUEIHAv/nkIXxTQ9we76b+rUFpuqvf9d9UqxF4jeugynH8ODDgRGXrgxDCAoRJ\nKd89mfL+J6SfE+JreYhrw9BnFJYnv8XUfxypb7xO8eq1FH8zDafTifsEuzdXlNow6CA2IZKIIEF5\nQRlbF5zYmG49sj/9H7+Z6N4JhJkhqkcCLqnQ0lSOSevB6tGTWhHCwt96k70hgtI5xZQu/h1PWXXv\nuvR4cGRWGeD+sMhq+PMQN04OpV1qyivEp0mDeMaFEAreF4y7pJS13rCam3zgbOJLeYhrI9AYwvu3\nbuHL+w7yd/oCNmxdjiGggk7hYVzefexx665Lns9lbQqY0jYf1TIQVaoUFe+gqLj21dxDGA2BXHn+\nPArzR2FzhlPusBFkMFedVcmxlbA6XyWjEvLsOizOQIrTvyIrcwGqWv1a1+gCEYoOoejR6Mw1O2um\n+GQeYkUBpQ0oNTLPNSkUUb9PY3cZSyk9UsqTlg+dZh+lUsrFJ1vepwxiv4a44WguL1NlmzbispZj\nd2tYSwB33nknf/zxx3Hr3PTMxVxwZR86dI1G1zoOU1Q42XuzmP3KT6ieug1UIQS2/GIqtu+iaMsu\n0mbOo1P3qvdkAQ6PDoNJh5QGwtuVEDiwhPIlMyl4+wnk0YavEN4VYkUhavyEMzENPkNzuW6bGvIM\nfJoiDegZHw68K6U8WFcBv4a44fBVDfGxuD0u1qX9QJs+OgQQEhDJjBkzSD+YxuDRAxg0qj95+dVT\nvrVucQGLD4aztcBEqdNKqkOLRhfG0pXXk7zvq+P29/3iRVjMNnTaIv7Y/DodEu4iLrw7oICQ2FUt\nUgo0VoGit7Jhz27+3vQEO3e8Va0djS6YsDbXYYkZR0Bo3zM8K02XyspKPB7PuR6Gn1pQ6vlp7AZx\nY8SnYiX8GuKGw9dDwg4R3Lcf5du3s6a0jO+2bKEiM5cPN+9gSLcehLapuYslQFh0MLtW7CY724bD\nrWAwamkTWE5FUTnWgjIs0SF19rdr4d8ESEBAcMe2xJw/FamqLLjtWdyqQrjRycWvj8W1eylIiSHc\nhbPQQN57rxA6+Xr0reMRikK7Z57FbbWij4hooJlpmvg1xI0TKQWqPP37dX3qnmuq8iSeUc+4lHLZ\nicr4NcQNhy9riI9Gq9FxYa87WWeaQ4S1DcXFFSzcMo99D+4iOzsfAaxev5qJl046XGdgwiAeuOhe\nVm59ke3pC1CEBo+rjLZmHXtTviah7bUoiqbW/kzBFezNzKRFNAihEGLpwHXjNzBr6Y1gK6BFGPw+\nu5BWPXagN4DNXUrqQQtC8ztl1n0MGvQhGo1XNqM3tQJTq7MxTU0G39QQ+wb1DXn2m0Onjk+tEPtp\nGJqDhvgQ+ogI4h95lEmPPYYpJwOKcyktKeb7Dz8+br3wGAvaqhtYh56tSBzSiYg2kXz98Ockr95T\nZ70uE4ZSaI4lYtJlBLSIwuNwYs3OI9ceRKHTjEYn2TY3H0IuQESNJXjy80ihx5W+H+uSuYfbUQwG\nvzFcC83lum1qNNcV4nOJX0PccDQXhzHATSNe53937qT7+d3Ymr4ep9tO8p699Ondh2FDhjP6/NE1\n6nRq1R+NEN5UMkLQr/MtGM3t2J67gXd+bEuFvfZUTDdecCu73Vo25kUzcdDrpOZuQkpJgMtGe3MA\neodgb6RKlqMzBXmCNSsC6JB4EQ5nCfn5ayksbNz52M81vqkh9uPn9PD/Jfg5Ib6ch7guRGkx49rE\n8mVhETqTnqVJO7neaq3zxef6FyZRmFVM8sY0LJFB7N2WRUHOAVSXh33r95I4pFOt9cLaRBMaLCic\n/SuFQmDp2I72N1+FRlHRClBsZSQv2ESEaTdRLXMQATqCzxtG+YbN2JN3kv+/N4i48xGE/2W3VppT\nHmI/fo6HXz7QcPhqHuLjkWFIQm/R4iz1EBXYgkvOH8/tt99ea9n2LUfw8BVb2JOxlJziFDbkB5BV\n2IIYuQVcVgpK9mBuUVPz2T66I++MvYE5u1/j5zWPotUYuHXM5+TkWnn6fzvJbheI1ahFdVdyR28t\nF48XKJYAjGoMwl3BhjV30r3nv4iLv6Khp6NJ0hTzEEsp+WXOz+j1Bi69cNy5Hk6D0dTyEPsCPmUQ\n+zXEDUdze5nSt2rNJbfcyhLrBxTqDNjdTj565gWuvng8rS4cXiM8X6NRWD93Gxv/2EGlS8HtkUS3\nDqHf0EQi4yPZt34v7Qd0qNHPjt9W48jIRqPx7jctVYkpNAiTQYPH5cYlvWGOIeHejbTUtLno0wwE\nDruX0rk/4di3G9VhR2NqurspNiS+et2WJ+8ld/6fRF88lsDEmtdVQ+Fxuijdk4IpJrq6jv00qM/t\n2n+rP3X8GuKGo7loiI/mnxe/QOlBG5nLS4gMasGPv8xgkXM994+9jWEdBtYor9WYmLnyIfJsejYV\nRqIILVd2HUmP2Fg2HViKRhdGbHjXanUqbNkkH1iIS3UB3mtYSpUDSXZyCipxKxJtZws9ossQQuBy\n21i14116JFyHoXgVIMnMmOc3iOugKeYh/nPxAh5+6h8gITwsnEH9B5/rIVVjTfLfFJQWYaln1Eh9\nlzj8BvGp41MGsV9D3HA0p5Aw8F5LEZdM5LbgCF59+SUc6WnM351Ej3KwdGpHUHxNPXFM+yikKgmL\nNlOQa6PvqM506dOSn174ESRMeeEqWiRU15q1GdiZVWt3YI4y0m50f6IG9Qag93VjSf1rOz2uGInD\nWkHKVhPhho1ElhUijMEEDBiOJzsZfdZCXN/eh3LTNITWrxE8Fl+Nasia9Qv2jEyyKipIfOqxs9Zv\nypezKPx7B6pH4ha6025HAmo9Htn1qdtc8WuIG47moiE+mq6tevHT83/y+OOPs614L1uUbMTeTPYW\n7mfzc4txOR08/OVjlNlsvHfb6xj1wZgMFoLdVvQaPSC44YL/8M2SG0nP38rqPd/x1s3V5UUmYyRR\nEQEsXBqI0KuolW3pdddlGKaGsmrTA7Rs2Z6uvdvicOSg8CflqvfeEGyOoVPbV0je+R/Ki7eRsucD\nEjrde24mqhHTFDXEYWHhhxe/LJa692c5F+zJ3M+EV+/Ao3qgnrfbeq8Q+x+Rp4xPGcR+GobmpCE+\nlqFDhxKr15Ji9+ZMXF+QyQVRtW/n33dMV7oMTiArOYudy3bSa1hbdAYtilc4hc6gw1ZmIyD4iEc2\nND4ahIaS7ELKVy2hbM5MWt99D+1H9qb9yN54XG4WPf8hwy5cgKKRpOweRdcbHkToTAR264QrexGy\nJAdpK0EER52NKWlS+Op1GzlqBDm/zSXighFntV+NQQfSG40jNKf/xJXSv0J8tvFriBuO5uYwPoQQ\ngqf+9QxtnxiKBBRVcFG3CwBYuXsRP/61CgmMWvcTN1xwB89fu5v8snS+WPEWZmMIbcLjiAntSGbh\nLqJDEkjO2UbrsARMeu8zUlG0JMQNQq9uQtF5KA9NZ/JbHdmwSMOkUSO4bOAUbnvsToYPsxIc6iJI\nqzBp6Nd0jp+AEILk7a8DkoK81X6DuBbM5qaXgqp/nwEs/HUpWo2GtvHtzvVwqqHX6kBURavW0yL1\nrxCfffwGsZ8T0hw1xIcQQnDVLbfx6pOPYw4Lp9P1l6MNqFtvYwo0MP/9P7CV2igpsNFnXB9u/egu\nKoor+P7xr5Cq5KpXriUy3mu8OsvtmFxWLBo77pwChCIonP87FaFBhF91Iw5rJfaiYhSNRErQSxtu\nj0CnA02XC3Dv34jc+xfOn/+F8ab/na1paTL4koa4IimJ8u3bCB8zltAB/Qkd0L9B+yvekUTK17Mx\nREVQUVBGl9um0P7aiUQP6w8aLc6ycvjf86fVtneF+PTxB/+eOr4qH2gMNEcN8SEsAUFM6XcJy/as\n4aMbXuWCzkMB6Bnfl/CgIGwOB0M6DQHAoAtkR8YmNhxYhCoFVpeRib0f4NJ+/+TT5W9zz5fjaBnS\nhq/uXHm4/YMZGfTsUURquZEKuxaHtNJz2AAySvOJiopElRJzwCEPmYLLfvBwtGCPfm+wY9MT2CvS\nyDgwk9i2/tDpo2mKGmKADu1ryoTKrGX869/P0rpVax66958NHjFqdzq49IWb2Z+TjmLS0SaqFXOf\n+JQVL35PTkkB6SVZ3PTJ5afdfn2H7zeITx2fMoj9GuKGozm/TJ0/fgI2rY6RI0diNpupLChhy/9m\nENy2FV2uvaTGjbfHqG5sWrCVpJ15pCT9yVWPXEjmpj24HW4AyovKDxvEQdGhtBrbn/IlK7FqQojp\nEY9j23qcAhRTAOGTp9Lz2gkUO914klNwby9i545/0eud1xEaHUpYKzyKgrRmIqWKEP5VoKNpLNdt\n+brllC+Zj2XiNZg69zitNjI//QTV4UB1uYmZOvUMj7Am2cvW4iwuxVFcikvVkLViI5b2cQS1i6t3\n21IKZD1SJ9WnbnPFryFuOJqjhvgQQgg+ufF13G43y5cv59HPHkX2tLDzwFbKDxRhNhoJDYg+XL5b\n6yEYdSbSSxV+2DCbnzb/zuKH57Nm7zw8KuSUVk+lndDmFvYV/0LLgBICAuJJKw5mRXo6iqLQtUMX\nZn38I7PmvkqYPoU0x0G+++sp9PoQOre/jpDQnoBEQWAtqzvbQ3OlsWiICwoLuPLWK1AUhRmfzSQs\nJOyU2/h+5rf89MsMFEXD6BFj6NGtZwOM9Ah7s1LZnpqEy+NCOgQldis7D+6lX/vudI5NAOCmBh2B\nnzONT709+zXEDUdzDQkD0Gg0jBs3DrPZTHlaJtte+5DKtHQOLt2A22avUX74tcO4e9pt6I1aVI9K\nUJgZS4tQhCKwtAghvnfbauUj2sdhdetJKwvAGd8dUSUeMcTFAxDbKZOwkE1E9C1E0asgj7zY6gZf\ngzbMgFZfibrp24abhCZKY4lqsC6cg7sgF+uSeadct3jhPHI+fZ+AxESERkNg164nrnQauCpsuO12\nyg5k4LY7aHPZWEK6dCDq/EGEdm5H3IXDzlhfZyvtkhBiuBBicdV3ixDiCSHEnUKIB2spO0QI8agQ\n4nEhhM/pD/wa4oajOWqIj+X555/n//7v//h+7iw+nPYxGocHgEqHg8y8g6TkpJGUtZ/YsPb8eH8S\nk/rehBCC0IBQDFoTISYtgTq4aWj10OY2cYl0DOtA95BWtNOnMiTxEjSKQnxkNFqNloG9BzCsewoh\nJgdxAd5oICm9zmetLpC2CTdj0AZgzV+DozLn7E5KI6e+GuKMgi3MWH4PB/M312scK9as4ED6Afan\n7mfthjV1lisoK+KxL15l9po/Dh/LL97FF78PBeN6FEUhxBJCm6p3pzOJw+VkR3oye7NTWbl7A11a\nJ3D18HH0TehOj/admdB3FL3iO5+x/hRRv4/fHDp1fGqF2E/D0Jw1xMeSvWwtFUXFFDtsdL3sMnRm\nU63ltHoNUSYXTsWNo7iMAZcPJmFgIpbokBqOm8JFKwjSOjEIyd7vFhCSMIB+905BG1z1cBdhSMWN\ndEicRifbstrRq6qu0OqRGh3SBTI3GU1D/vgmSGO5bi2XXU35sgVYLp580nU8djuoHkrm/QJCIfTS\nicTefkeDjM+aepDtb3yMUAQOF5hbRtH/X/fR9R+3NEh/ElDrEdBzsnWllCuEEIf+SB8D5kopVwsh\nfhVCzJVSphxV/FVgBNAaeAG4+/RH2Pjwa4gbjubsMD7E8OHDWbthHXmlhWBT2JWXw1VjxtAxLoG8\nShsTX70JgK/uepPJAy/EqAvCrWooKC9Hpw3g/ZvXUFyeQ4eYvtXa9ThTMOPGYAjhjxw7ZQVv88GN\nT7H+YDG3fPkwz196M0ZdEE6XxFNh4cf/VpK7bjpffOLtL8DcGqPegskQisueh8HU4izPTOOlvhri\nrxZdS0FpCsmZS3jmmtNfgR81fBR9evRFq9EwfMj5dZZ7ZeYHfLnkZ6YvmsmwLr3RaypZv/Mdcgo3\nI8RW/l69B0tgDBrNmX8TuvTlW9lyYBceqaLT63j1mkd4984Xzng/h/BriM8+/ieknxMipaSsrOxc\nD+OcY7PZWFWWw5ublvF7eQ4drxhTd2EpkaqKogiKsksQwrup1i/Pf8+KzxZWC+83d01A0WjwaE1I\nVVKy9yD2rOzDZdyu1XjMOjAoOHUqbperWleixzXgEciUdchSvwf8aEpLS8/1EAAI6N6XqPufxtAu\n8aTKl+/axd7HHyPt7bcx9xuMLjIKc/feDTY+R2EpQghUlxsQeByuE9ZpQhyKm+9z1Pc9wOHcMEKI\nRMAtvaQD553dITY8jUU+4ItkZGSc6yGcc0aOHEmrFi2JCYsiQDHwzIg7eevB/3D7pLv5O2334XKb\nD+wEwO6uBClwelxklWQTEdSKVUmzue2jrvx9YPHh8qXWAJweQaVja//SAAAgAElEQVRbUuKwo0qV\n7ft/YV3Snyz4+TceeXoCgRoDYcZIdm5z0a1HNItX7Tn8/IyIGUNYSCIGfSDWnIVnd1IaOfn5+djt\nNaPcTpb46EEoQkN8dM00W6eCJdjCrC9m8eP0GQSaA+ssNzCxF0IIYsOjmbN0DF/82gu9NgCTIZz2\nsRcSGtyqQYxhgLS8TNweT5X0RGJznv68nQz1XiFu0NH5Jj61QuzXEDcc/pcp7/U1b8UytHEtKFSd\n7Nq1i3YR0ZTs2UfkgJ5oTUc2ptDqdUx9/QY+eXwmC75eh8ESiKwopyA1l/wDOQy86jwMZm95y+De\nJEwYy/xnPsNhy6S1sYS0/32MZdBgWl05GSkrkFodpZUmCg62pqXBjjW7gKCYCG9nOiMep0DRqKgV\nRWgsfg/4Ic7VdSvdboT21G+vjpwcHJkZOAuLEIqCs6AA45C+hE+8As1xXhROFWdhIe7yCuylNhwF\nRUQN60/CDZPRBpnxuDwEt617gyA1fTOuRW+j6T7utPuXCGQ9HtlVdSOFEBuPOvyxlPLj41RLAkYD\nG4EAoPyocxFA8VH/Dz3twTVS/BrihqM5a4gPodPpGD9+PEVFRQDs3LQN91VuPl0+g7iolkzsPRqX\n6ua5KfcB8I/R91NYXsxPm3/j0veuYM0Ti5m7eRoSya8b36d321EAOF1anlsdTHJOOe2iYrgo0cFA\nQxiJUS5m60vJSLGi14Wg1WgZNMqGpWAnl13Z+3AklhAC6XEhpQeXPe/cTE4jpb4a4qkjPmXcgJcJ\nCjg77xxThowlwpxCq/DO/LlqKlKqpGSvp33nV7m053VnTDbpdLuYv2kZrcJbMHP9fEZ1G8wvT05j\nzsal9IzvTIXTxsQBtS+ION0uJr50O/tz0us1Br9Be/bxKYPYryFuOPwhYd7wohEjRrBgwQIA5s2b\nx8hCFWeplfK0DDrcUH1HQUt0CC6HB6EIrEUV9B7ZmfS/9xOVEHPYGIYjOtcLHr+aA3+sxr1iHk6X\npGD1eoytYzEmOpEacHEk76u9uOywQezKyMNWZEGjlRgs0fg5wrnQEBcv/oOi338meMhwIq+89qTr\nSVXlwOuvgaoSftHFRE6cSMWiXymbPwtX9kHCr73zjIzPbbOR/PLrSFXF5tTiUXRoTEaiBvc5ufpb\nfiMzzYMub8Fpj0HKMxIynS+lHHAK1V4EXhZC3IE3NPrpo87l4zWSD+E4/dE1Tvwa4obDryH2MmbM\nGL799lvcbjfJycm8PWMary//HEUI/nj8S/rEH9n/QK/VExceh0Dg8rhwuB1cPvBhVu35mcsHPny4\nXExMDNNuf5l35n/G2K5xpO38nfveWgFSw51XdWbTThORoR0BCeXZqKobh1p0uL6qeqNdhNCg0flG\nxoEzRX01xEJ4cz6fLZZv/Q/LtrwGwHUjP2dD8g/M2rke9/7niI/oSLfYU3kc1M3TX73JN0tn41bd\nOPQqHy3+nryP1vP45BNHeKVkpbIhaSsel7teY1Dqac/4zaFTxx8y7eeE+DXER7j44osPf18280e0\npbsxKjYCYmoaoooimPrkJRgUla3zN6Ez6rnsuavpeF5XDmzci6x6qz80t+X7UilctJSSSgNu1Rv2\nY4xpQdmBfeB2E9KqnLghaUT2CEFzcBf2A/uQUpK/ci1WVzBOYUGYw8/CLDQdzsV1W5mSBEJQmZJ8\nSvVcZVak241UVZzFJYSdPwJTu3YgJfq4Bsi3KATaKg18QMvaHSnqjq/wzLkJWZR0+Fi+ZRR/p3dl\nXdLJhX/XxdnYVKtaf1IWSSnvATKBd6WUZUIIjRAiSEq5FzACCCHaAcvq8dMaJX4NccPhdxh7sVgs\nDBvm3XzPWlnBS//3Bu4yFwJBZFDNnYPvGH4zHaI74HB7eOvPD5g69CnevnElOSX72JuzCfDObZ92\n/fjy3g/ZeuBj9rv/pscYJy63ilAC+PS9/4D0UGHLokNANL1aDqKl4UaeefVZikuLsRasJc9hR2j0\nmCwNsyFhU8VsNqM9jUimc0WwuSUg0GqMxLcaTd9uT+CSCoqiISq45RnvT6NoUBSF9tFx6DQ152lf\nVhr97r2USc/fjsPljUbrFNseIzqExx+x2tRoOn8Jfs4ZzTkP8bG0a9eOjh07kpSUhKOkmL/SM5h8\nWV9ixtS+A6/qcqPTgKPcQXlxBYpWYdbTXwMw7ObRdB7ZvVquXCEEErBFJzL0ievRmkwkL7eQEGND\nCkH7DmngTqN4exT2rSZChhqIvCwVJNgzJ+OxlqAJCjlLs9H4ORd5iKOuvI6ydasJ7HVyK64AqsOB\nMzcXEdUKd1EhYed7NxYJv+k+pL0SxVS/1BhSVXHbKinetofQ7h1JfOYJ3OXlmFrHIj0eFJ2u9no7\nvkK6najJv6IZ9BgA5raJoKxGoz/9x4eU9UuddLJ1hRDdgfZCiG6AFegGaKWUn1QVuRivXvhxvKvH\njwEmqq8e+wR+2UvD0ZzzEB/LJZdcwrJlyyitsOLKKye4QyQf3/QKrcNrriTqNDryrIV4VJUNqd6d\nin/46xX+2DodgOl3JVOYV3p4boVQqErCgKlVAMkxUei1VpyucirthZTai1DtBTic01i12Ybr3bWI\neMmag3vpGdmSlyZdjttVgVZXv82kfIXGnIe4qCiPcVdeiMPh4Ncf5qDo84kN68rdE5YTHNACo95C\nl1Z9+eau9Wg1OoKMp//e43A5cbicLNu6Bpujkpeu+yfndR1Az7ad0em0RASF1RqB+tvahaTlHiSz\nIJvd6Xvp1b4riqLQL7E7a3fVb+dtpZ4rvH7356njUwaxX0PccPhfpo5w6aWXkpSUhKF1G1bb3dw2\n+eo6y7bv244eF/YiK7UIRadF0SjojHocNgemYO/q3KG5De/Vhe6P34k1I5e9389l7VP/ZeBLD5Kx\nrQtCL4kfkgcerzEQ0jkfRacipUDV6EAFT9ISctatpdTcDVN8HG2uubzZrwqdi+tWGxpG2EWnpq89\nMO0TbPsPENK/H62fffLwcSEEop7GcMlff5Hzw/eo5lBKSiVB7ePo/sgd6MO9KzZCUZBSUrF8Dqge\nzCMmIKqum9XJ48jZV87QtoM55H8PiYum771TUDQKTHvktMYkgfooWk+2rpRyO95dow+Rdsz5OcCc\nqu9LgCX1GFajxq8hbjj8GuIjdOrUif79+3Nl+3asLtxNdGQU4/uPqrP8B9e8yT9/fInuMT3wqB4s\nAZEIIdBrTWgUHUW521BKviC4xRievGIFuw8uYkbANNIDC1iwZyNuw9MI4zbc1lQ80gNIbLKSEWNK\n0GpXsaswCo9USS3NI3nLs7ikikcoJHZ5hPCoQWi1zdc4bix5iGtj89bVZGXnIpEs+esTSt2fAjBl\nzLxqmuVQc2S9+imtsDLgwfEUl5eiSIFGo8FkMHLZ4LHVx7N3O2/P/JibL7qKUX28CyDxoTFoi5wY\n9BAX4X1C/vjTp6QsXsXQvj2ZxZbTHpdSTxWx8KuQTxmfMoj9GuKGwx8SdoShQ4fyySefYAXKgO2p\naSRWuNn17Txiz+tN7HlHVgaFIti0Yh8leVbkR8u58bnxTP3vbTislQRFeVcuD628lx/MYu/nP1Ge\nU4jqAenyYC8oZsJ/H8TtdLP+w59w79+EMbiSjgNSMBnsSCFwGY2oJQqeYi2VLiMVpbkUH8wneflu\nQhPbMODRG8/BLDUOGmtUgzMrg5xP3sPQph1RN96B9KiAqPr3zFKRtAeEQHHaQBoxhNX0pLvSUyhf\n+DMAurgEDAndAMhLdyBRyE2tpOVQb9n81DzmvP17vcYk8a4Sn3Z9v+/zlPFriBsOv4b4CEIInnvu\nOQCurzqmqiq3ffQkuzJT+Oqet0ho0eZw+bSCbFJyM9iXm8nEPhdxWb8H6NxqMBFBrXF73FgLVvHY\ne7/StvVCLrgilv2Zf9De5CGxq5Z96lBCgxMJ7fkMEfkbWbjxRayeEtyqC71OA0iGt9CQZyskPqg9\nUqrYHAVIKdnx99Oo0kXXni/QsvXpbxDYlKmvhrgh+ebHWThdbrp26sCAvsNYuM5rEEvpOaP95BTn\nU2qzIpGogCIlUZaa0rOHPnieHalJrN21mZRv/gIgLSMdraKAKskvLiTMEsp///ce+aqTgq1/12tc\n9TZn/ObQKeNTBrGfhsGvIa6OXq9n9OjRzJ49m5CQEKxWK/s2rKIk5SDlWfnVDGKAzgPbsnbudhSX\ng7K8UoKjLOQmZ/Hdw9OJ7daGcU9OASB35QYqs/NQAFXREdwxnn2zF5JwxUUExrag99WjSP/VTXFW\nCTtXxxCoP4ixjZPo0UWIQEHwDf0wV7TBtSKX8goVmV6Afe8ekl78Ny2vuJygzh3PwWydWxrrdWvb\ntR1PaQm2rZuQLidt774DW2oq5oSEM95X1OWXo4+MJLBHD9oYA9Fagkletp3IhBhCY70bszk1ZrKc\nLYgMrEQbfWRBtc+t48lPSqfLhCOSAJ1R73/WNkGae7RIQ+J3GB+f5OxUflr3Bx7VwxdLfsK2/SAa\nrYZXnn2VXnFdUISCW3Xz586ljOw0iIQWfbht+igyivbTvWww25Jy2Z+dT0z/9UhUNFoDwTo93QJz\n+W359Vw6bDqWiL6M7fMg1uItvDn9Y8oqPVx9USKbC1YALopchYig82gROYzigjXYK3OQEnZtf43U\n/d/Qf8jH6HSN04HaUJxOHuIDqfu56qYpREZEMfPrnxGKm4OFu2jfoh8a5cyYFG63mwWL5gMQHR1H\np/aXEhAwE0XR0DJqUL3bd7ldh/XBHWPb8dL1j7AvO40bRk1Gp9WRW5TPB798wY0XXkmgKQApJbGm\ncHZVuBg13PsslFLy49df4i6zMWLYKBLbtAfgkfv/wT/ffg2Ptn732/qvEJ9EGSH+CeQBFinl+7Wc\nnw58LaVcVq/BNBH8BrGfE+LXENfkkksuoXfv3vTo0YOSTVs5sGshwcEmYi4aXqPshDtHULA1iaKk\nVJZ/sYTxj00ic2caSEnmzvTDOteYkYOpyMgmpEsi9vJKMhetAeCAYQnd77mG3e9+hrOwCEWvo/WE\ni0md+Ru6CiuOjgaMMRa0Gb+jt7pJvOYVPMF9SF2wBuf6ZThy88id/weBiQmIBsrR11hpaA2xaq9E\n6HSIWjbcOBZPWSl57/8bxWgi7Mb7cGZnYmybgKL3Gu1BnTudkTHlffkxtp3bKDe2RDWH0vUftxI5\nfsLh8xtnrGT7nPVodFpumP4gAGs//YPi/CBKw7rSOsg7XyU5Jcz74E8AOlw4EEOQN7QupEUIN71/\nOwD3ffvQaY3xDKVd8nMK+GUvDYdfQ1w7JSUl/LloIY998xoyWCUqJIxol4n//PYTQghGDR/FRWMu\n4c0rn+DxWS/x/fqfubj7SPrHdyOjaD8SSVCbGMLCIoiPi6dnQlsy8lfRq814Fu/4AJdtM/mlu+iZ\nuBqzIZqkpI9IyV1PWEgkM345gN6VzsixsaSXZ6FRXXy75VNMumCmDvuOBLOD9NSZlJRsp7wsheyM\n+cS1vepcT9lZ5XQ0xH8u+YOsnCxy83JYt2Ia87I/o6gij2Gdp3LzBe9UK2t32MnOziK+Tds6Izh3\nJ+3i7ofuoF/vAfS9OIAFf7/PhH6P8OIzLzN3we888dBTAMTFjDjt33k0a/b+zbjXb8ekM6CWOHh4\n8u08csWRDA6l5WWc/8BkJJLswjxevvUxVmz4izVr/iIILUM6dMXp/n/2zjtMqiLrw2/djjM9OWeY\nwDAw5Cg5CIhiQFSM4Orquq7o6mfeVXRNKKuuiIIJTKgEBVQQA0jOmYEhDJNzjt3T8db3Rw9JMsMA\ny/bL0w/3doVbXdN961bV+Z1jQ7ogt6IIodOwZeeWw5/vptH3cO01d7Jt7076djk/Xq9bAiFEfyBY\nSvmWEOJ5IURvKeXGo9KvA85frMf/Ai6rJWOPhrjl8DxMHUtERARdu3ZFo9FQuWk70uHA5CWIH9n3\nhPnjeyQhFIWEHu4dwK439KbLdb0Y9fSYw31rLq3CXGVG4+uDuaAUcOs7/RPjKF63DUt5lTtcjd1B\nQEo8sVf1B5tC1ZxQan62odQ6QJU4Dr6E0zyZ5JuGETN2DIbQIJw5GeT8+98XpnMuIVrye2s9uJei\niQ9T8vqzSNfJzbjURovbaVZuJq7aKhwlhdSs+J3qbbtxWB3nvV2W3TuRDjtUl9KQU0j6j2ux1BwJ\nuesXHoBUJb6hRxa4AlqFIyUEtjqizXLYHIdNkx3WY/vRFGDCFHDu2rtDYZea8/Jwdng0xC2HR0N8\nPBkZGdx99928P30aJbtzEEIwYcQ4rh86CqPRiNFopFOHLgD0jO+MVtFg0OpJiUjCx+jPE9e8zYgO\nt3DDFXexe+M+FnwzH60tlyBsfD5rAfYmr746XSBZxat5b+VH7Clajdleg39kPlqNlp6dQoj3jWVE\n3BCc0i3VMNvrmPzTGFalb6Zrryn4+bt3qA+kv0Ve9uyL2GMXnsbGRlynGLtOxA2jRtOlU1cG9krC\nT7OGWnMxqnRSbS45Lu/VY4Yz8Op+XHFlT5I6t2bF6uXH5Znx5UcUVqbzzXezWLt3DlKqrNn3NfX6\nl+k3aiMRUedX6rFm3xZcqouaxnosThsfLJ7FF7/Px6W6+8GgN+Bn8kURCq0j3Itc0eFRCCFwuhxM\nXf0v/jTjOgwGA23atEVRNPj6HrtZZNDr6dO5Z7PaqQjRrNcZSEivAfY2Hac3nQMghIjHvWG69wTl\nLlsuqx1ij4a45fCYhJ2cuFuuJ9/bi4gBJzflieuRwtqVBeQVmEkFjD5eXHH7QGpKaihMzyeoXxAF\nv63FWlFN3pLVdHn8HorXbCUgJZ5dU2YhkCgaHag2DD4GbD9MITimNcarRlD1669Y93tT2RhJQA8N\nzuB6tDk7kL4VBHTvhqO4kMplS3GUFSOdDoT2xB6FL0da0qrBWVYMQsFVW4102BEar+PyOIoLKJ3y\nEkKrI/zJV/HpMwTF25vKHfuRTid127YRPGz4eW1X2D1/xbx7J656DaX7SklbuJX92wq4+bVxFGze\nR0NuITdOGo9fpFsnZbfayS+yoG+bTIebBx+uJ7RVKGMm3gISwuLPb3xrt5fp5pX3cHZ4NMQth0dD\nfDwJCQn4+vqiqipx/pGkRHZi/KAxBPsGkL7ZHZLukBl/Ymhr2oV1ZF9xJkU15UQGhHNVx1u4sv2N\nfLthHrZMO4l+Oqpr0nE67VRXO8lfpWfcnbeCUsmqHa/jNPRkQ7mKyeAgyj+aZZ8PITByBEU5XyNU\nJ91DUymv30epswaj1sXuvIXcoptIzyums+KXoaiqi6qKLcTFn9xJ5uXGuWiII8IjWTR3CZV5X1OQ\nOY/bErpTbUhkRJ9XjsknpSQrJwuXy0VuXg4A8xbOZfCAIcfk803ZyYBQO6IhnPuGvcNP26bQI34o\n23a/CkgKyzcREnD+5F73DrmFvUVZSKdK+v69ZJXn8/Snk9BptAxL7cPENyZyf9/RXHP1dbRr1QaA\njds34WPwIqJLGHV+2eRX5SCl5Lvp37B4+c9c2XfIaa569jQ7DrH7vyubIicc4iMp5UdNxyFAddOx\nFYgAEEJogaullNOEEJ2b1Yj/Mi6rCbGHlsGjIT45u3btYvny5WzcuJFpY66hbON2smcvInrkIGKu\nOmI+veHnPVSX1bP6+51cPf7IxHnOP2bhsDmoK6mj/Y3DSf/yR6IH9cArNIiEG4fjsDSiMehQrVZ0\nWomCxMtRSX2mDUqz8Pvr29jy8pCZ27AXmShfpiH8CgvCUo2z9i9or5xN8IirsOdkYM/OoPST94n4\n66MXo6suCi3xvZVSBZcT7x79MK9ZAo0NqPXVKMYjE2KpqiAlzpoqBMK9Y+uw4d1vOEKrJTK1J9Wr\nVhE48HgT+7PBWVNNyfT/gE6PNi6ZkJEj8W7fEe/2HQkFSj5bhizagW+oH6qqsu69+QgBOpMXHW9y\nh3Yq2ltA4Z58JFCaVUJ0yhHTz6i20c1q38mQCFSPyfQFxaMhbjk8C8bHo9FoGDhwID/++CNto+IZ\nGtEVrUZD18evo6q+hl8mfkZKjFt3mVdVzKasnThdLuZv+Znurd1O/eZs/oq3lr4BwMIJi4gMH0BV\n5T7y8sowmVK4cfAUVu16iYOFv9EhSNI2IJGdJQfJrc4m19INe/HvJHZ8jowd/8SgKIxKaMv3e0pw\nmbJpsO9n2qzHmTDuP7TrPJHt256lsHgp4UVLiYwadtH67UJyLhriQwTF3o7QRRBuqyAs9gYUzZGx\n1motR6fz4/VJj/DpvNdQ7b7UlYXz8AN/P5ynzlKGjzGYRrUcjUYhJjGQttF9QSgkR/REOMqwO820\nj7+5WZ/x2a/+zSdL59IpOpkRHfvz5C0PMPOBSQDklhXS54kbUVWViMAQPvzyI378dREajYax191y\nuI53P32f8qoK1L2SB596kL5JQxBCEBIUwt033dWs9p2M5nqJbiq/TEr5wEmylAOHXIz7ApVNxwOB\nu4QQY4HWwGghxCgpZWGzGvRfgGeE9HBapJTU1dVd7GZcknz99dcsXbqU+vp6Vq9eTenqzTjNFkpX\nbTwm37DbepDYIZIQk8r8l+eiNnkT9vL3RqoSn2AfLHWNVBbVkTb7d+zmRgB03l70eeMJfCJDsNkl\njS4DqlSQAirN/myd/DmxD03AEBvn9kpocWEtsQMSVV+PatmBotej8/MFAU5zA/9L1NbWntf6pOrC\nMn0C5sm34craCdUlYDdjz0w/nEe1NlL8yuMUPT8BTXAoAWPvIejOv+JstJM96TWyXnkZjclE5O23\nY4xu3oSzMWMfjsoK7IV51Kxeyeqn3qAyv/xwer+7h3L7W/cy/O/XoSgKoanxCJ2OiA7xh/NEt4+l\nVZfWJPZMJDwx4kSXOe8c8jLdnJeHs8Mje2k5CgoKLnYTLkkGDx58+HjdunXszEynsLKEBpuFFXuO\njJGRviGMTO5PiJ8/n234nM/XfQNAsCmEKH0MGkWDyeBHY8NBFOp569UR/L5oFV5GL0b0fI0/Xb2Y\n3NJtlFTsomNEIg6px6E6mbFrFdtL9xHf8XmklLikjUFtjLjXK1VmzJwDgF9Ae0BBAg57zQXsoYtL\neXk5Vqv1nMpuOPANjy+8h0WZvx8zGc7J+ZYlSwbw229X4fLaTreBVrpfWU5lVQn1De7nyEWb3+CJ\nT9swecFIHrl2HiO6PMSfh33AGwvG8M6icfxn8TiG957MqH7vo9Meb3l1Nny5ciFWh43NWWm8MXsa\ngx8ec1he2Sosmk1v/8CqN+YypFNf+vbogyIUYqNiCQsNY+mK3xh7901cN+RqoiOieOqB/+NvQ5+i\nS1zzzKHPhOabTJ/2Ej8BnZqO2wO/CCH8pZS/Syn7SikHA58Bj/4vTIbhMpsQezTELYfnYerEHD3g\nL/niKxzFhfglRJM0/qZj8oXHBTHgqiR0zkYK9uRjrjEDcPvr4xj13A10HNYZjb7JYOOPdzIpsZVX\noGnaVwsfMZQSTVuK6iLcMwsg/LEXMbTvjNWpJWdXArbUzuAIQaZtRqougq6/Gb1BQVTk4yg/Xutz\nuXLev7cOG7K6GBDI+nJ8rr0Lrx6DMXbth5QSZ30Drvpa1IYGpOrCVVpM5ZqN5H3yGXU7mmISSol0\nOs9Lc0yduuLTrSciOBJVQoXNSPG+AnZ/t5Jd85YjpcQ/IhBFUSjJLGXbtjKKHT74xRwxgdYZdFz3\n1I1c89j1aHUXzmhINvPl4ezwaIhbDo+G+MS0adPmsDl5VW01459/CL3UMKh9L8b2G3U435//9ifW\nfjwfm6sSFSdzNi8AYGTHUTxx5T/48ZFfCfYJQVEMSCQu9ch9XQjBztzl5Jhd7C6QlJUKHrrmC6Zs\nW8/emmpU6SIgpAcd+32KlBId4FOeyJZfg7j6Zl92Zy/E1zeBqOirkKqDvNzvLmgfXUzORUN8iJ93\nzqDBWs9vad8e835V1Q5A0thYwtAuTxHu14utK0wIocM/0ECdpZT9hWuQUiW3bDt2azG52dP59rcR\nNNrrkKhYHebz8OncvDn+WdpGxqN1AEj252SyesNqxt59Ez8vXUJMSATJ0QkAvDvjPRSNhu5demDQ\nG3j06UdYtXYl77//H9TqBm4cft15a9fpUBDNep1uh1lKuRawCiHuBWqaXh9cgI92yXJZmUx7NMQt\nh8ck7MT07duXadOmIaVkz44d1PqEEdUqBv+2CcflTe6bQtGBYoIiA/ANdvenzqAjOimGvLRcTAF+\nJAzvxcEl69k8dR79nhkPgL22HqRE0QjCk0JxFWTSZngnzE5vIvoeCfEUfM8jHHjwnyAlObMFydEH\nkOIHZHRPpDEW6bSDEDjLStCFXpidwIvN+dYQC4M3xtsmopbnoes6Av1Reuy8z7+iZvMWQkdcSdBt\nf8ZlrseY2gXrrNkgBKrNSuyEh1H0evQhIed0/fq0NKpWrKTOL5bIAT0ISYgm9I57CAX2rUgjprCK\nkKgA1nzzCwgIb9ea8Kbd4LqKOoQQ2Bvt2K12DCaPDOJ/CY+GuOXwaIhPjBCCAQMGMHfuXKrqazE6\n63jr/iEERfQjyOeI9/+KygpUVSWk0EhEryQmXntE9ti9XXeqzbVMWfw+Y4e9z68rR1FXuIyY3AUk\ntroRgMySDUhA7yP5fm4FfWM/5Lle/TFG3UzH2Kt4/+OpREdGExPcDXPZSvp0Efgn+1DRkMO3q/5C\nh/jR2GwVgKSubv8F7qWLR3PiEN/a51k+Wf4Mg9rdeMz7qamPodF4ERLSk6jQbjx262rGDaugynyQ\naT+7tbb3XTWbUL9WdE8aQ0Wt22+T02XjL1f+m/yqHLomXH1Obaox13H/e89SVVtNp/BEXrrvaW7r\nfy239b+WA3lZvP7FuwzvPYgXXn2OvfvT2bVnJ/u2HDxcPq8gF6fLSVZuFgDXXX09n86agUBQUVlB\nXkEe7VNSz6ltlyJSylf+8Nbtf0h/8cK15uJzWU2IPbQMHmRYVeEAACAASURBVA3xyfHz86Ndu3ak\np6fjFR1Jnq+e3mNGnTCvqkrSN+bgsDtJ7N2WoKhAANKXprHq8xUA9B2aiFAE5tKqw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bkQ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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f862b7d40f0>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig09\"\n", - "fig = plt.figure(figsize=(15, 10))\n", - "ax1 = plt.subplot(121)\n", - "ax1.set_title(\"Temperature\", fontsize=20)\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " mzoom.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.5, latlon=True, ax=ax1)\n", - "\n", - "alborexdata.add_map_grid(mzoom, coordinates, dlon=.5, dlat=.5,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\", ax=ax1)\n", - "\n", - "mzoom.plot(f.lon, f.lat, \"--\", linewidth=3, color=\"k\", latlon=True, zorder=5, alpha=.7, ax=ax1)\n", - "\n", - "ax2 = plt.subplot(122)\n", - "ax2.set_title(\"Velocity\", fontsize=20)\n", - "\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " mzoom.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.5, latlon=True, ax=ax2)\n", - "\n", - "alborexdata.add_map_grid(mzoom, coordinates, dlon=.5, dlat=.5,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\", ax=ax2)\n", - "\n", - "mzoom.plot(f.lon, f.lat, \"--\", linewidth=3, color=\"k\", latlon=True, zorder=5, alpha=.7, ax=ax2)\n", - "\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " mzoom.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.5, latlon=True)\n", - "\n", - "alborexdata.add_map_grid(mzoom, coordinates, dlon=.5, dlat=.5,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\", ax=ax2)\n", - "\n", - "for datafiles in datafilelist:\n", - " \n", - " # Read data from file\n", - " drifter = alborexdata.Drifter()\n", - " drifter.get_from_netcdf(datafiles)\n", - " \n", - " # Select mission period\n", - " drifter.select_dates(finaldate=datetime.datetime(2014, 6, 1, 0, 0))\n", - "\n", - " # Compute the velocity\n", - " drifter.compute_velocity(velmax=5.)\n", - " \n", - " if drifter.temperature is not None:\n", - " drifter.mask_temp(tmin, tmax)\n", - " scat1 = drifter.scatter_plot(mzoom, vmin=tmin, vmax=tmax, \n", - " s=2.5, cmap=cmocean.cm.thermal, zorder=4, ax=ax1)\n", - " \n", - " scat2 = mzoom.scatter(drifter.lon[:-1], drifter.lat[:-1], s=3, c=drifter.velocity, \n", - " vmin=0., vmax=1., cmap=cmocean.cm.speed, latlon=True, ax=ax2)\n", - "\n", - "divider = make_axes_locatable(ax1)\n", - "cax1 = divider.append_axes('right', size='5%', pad=0.2)\n", - "cb1 = plt.colorbar(scat1, cax=cax1, orientation='vertical', extend=\"both\")\n", - "cb1.set_label(\"T ($^{\\circ}$C)\", rotation=0, ha=\"left\", fontsize=16)\n", - "\n", - "divider = make_axes_locatable(ax2)\n", - "cax2 = divider.append_axes('right', size='5%', pad=0.2)\n", - "cb2 = plt.colorbar(scat2, cax=cax2, extend=\"max\")\n", - "cb2.set_label(\"v (m/s)\", rotation=0, ha=\"left\", fontsize=16)\n", - "\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight',)\n", - "\n", - "plt.show()\n", - "plt.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure4_GliderTracks.ipynb b/python/figure4_GliderTracks.ipynb deleted file mode 100644 index 2bbcef0..0000000 --- a/python/figure4_GliderTracks.ipynb +++ /dev/null @@ -1,396 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborex_functions\n", - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\",category=matplotlib.cbook.mplDeprecation)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a logger" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging(\"./logs/alborexFigure4.log\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a list of netCDF files containing SST" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "sstdir = config[\"datadirs\"][\"sst\"]\n", - "coastfile = config[\"datafiles\"][\"coast\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Data reading and plotting\n", - "\n", - "Make figure directory if necessary." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-07-30 10:25:18,887 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/figures already exists\n" - ] - } - ], - "source": [ - "if os.path.isdir(figdir):\n", - " logger.debug(\"Figure directory {0} already exists\".format(figdir))\n", - "else:\n", - " os.makedirs(figdir)\n", - " logger.debug(\"Creating figure directory {0}\".format(figdir))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data\n", - "### Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SST" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "sstfile = os.path.join(sstdir, \"A2014150020500.L2_LAC_SST4.nc\")\n", - "sst = alborexdata.SST()\n", - "sst.read_from_oceancolorL2(sstfile)\n", - "# sst.apply_qc()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create the projection" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(projection='merc', llcrnrlon=coordinates2[0], llcrnrlat=coordinates2[2],\n", - " urcrnrlon=coordinates2[1], urcrnrlat=coordinates2[3],\n", - " lat_ts=0.5 * (coordinates2[2] + coordinates2[3]), resolution='h')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Make the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-07-30 10:26:54,140 - alborex_logger - INFO - Making figure fig06a\n" - ] - }, - { - "data": { - "image/png": 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mpTU+//xzPP/88znbTjnlFADAypUrHR/Hblv4wTYSiRgsYl4GT9uhtLS0RwQPy6xh6XTa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\n0KSE6MQyCaUBzm63IxqNil4ERtpkZBCrqalBZWWl6NUaUBqIZ86cqfg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pAAAg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\ndSqHDh0q44x84sQJ/dylpaWsXLmSqVOn0qBBAwD9AaYNfo0aNWLKlCmkpKT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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f4d8faf3f98>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig06\"\n", - "fignamesst = \"fig06_sst\"\n", - "figtitle = \"Glider tracks\"\n", - "logger.info(\"Making figure {0}\".format(figname))\n", - "\n", - "fig = plt.figure(figsize=(10, 10))\n", - "ax = plt.subplot(111)\n", - "m.ax = ax\n", - "\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.5, latlon=True)\n", - "\n", - "# Grid\n", - "alborexdata.add_map_grid(m, coordinates, dlon=.25, dlat=.25,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "# Front position\n", - "m.plot(f.lon, f.lat, \"--\", color=\".25\", linewidth=15, latlon=True, alpha=.5)\n", - "xf, yf = m(-0.95, 37.05)\n", - "plt.text(xf, yf, \"Front\", fontsize=18, ha='left', va=\"center\")\n", - "\n", - "colorlist = [\"k\", \".75\"]\n", - "\n", - "for ii, datafiles in enumerate(config[\"datafiles\"][\"gliders\"]):\n", - " \n", - " # Read data from file\n", - " glider = alborexdata.Glider()\n", - " glider.get_from_netcdf(datafiles)\n", - " \n", - " # Remove masked values\n", - " glider.remove_masked_coords()\n", - " \n", - " # Get indices for the different days\n", - " day_indices, date_list = glider.get_day_indices(ndays=1)\n", - " \n", - " \n", - " # Add first point\n", - " if ii==0:\n", - " deploymenttext = \"Coastal glider deployment\"\n", - " glider.point_plot(m, marker='o', color=colorlist[ii],\n", - " linestyle='-', ms=.1, zorder=3) \n", - " else:\n", - " deploymenttext = \"Deep glider deployment\"\n", - " glider.point_plot(m, color=colorlist[ii], linewidth=2,\n", - " linestyle='--', ms=.1, zorder=3) \n", - " glider.point_plot(m, color=\"k\",\n", - " linestyle=':', ms=.1, zorder=3) \n", - " \n", - " glider.add_initial_position(m, marker='>', markersize=10, \n", - " color=colorlist[ii], label=deploymenttext)\n", - " \n", - " xp, yp = m(glider.lon[day_indices[:-1]], glider.lat[day_indices[:-1]])\n", - " \n", - " cc = 0\n", - " for xx, yy, tt in zip(xp, yp, date_list[:-1]):\n", - " if np.mod(cc, 2) == 0:\n", - " haparam = \"left\"\n", - " vaparam = \"bottom\"\n", - " else:\n", - " haparam = \"right\"\n", - " vaparam = \"top\"\n", - " \n", - " plt.text(xx + 1000 * (-1)** cc, yy + 1000 * (-1)** cc, tt.strftime(\"%Y-%m-%d\"), \n", - " bbox=dict(facecolor='.95', alpha=0.85),\n", - " va=vaparam, ha=haparam, fontsize=16)\n", - " cc += 1\n", - " \n", - " m.plot(glider.lon[day_indices[:-1]], glider.lat[day_indices[:-1]], marker='*',\n", - " linewidth=0, color=colorlist[ii], ms=10, latlon=True)\n", - "\n", - " plt.legend(loc=3, fontsize=18, framealpha=1)\n", - " \n", - "plt.title(figtitle, fontsize=20)\n", - "\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "\n", - "# Add SST as background\n", - "pcm = m.pcolormesh(sst.lon, sst.lat, sst.field, latlon=True, \n", - " vmin=18.5, vmax=20.5, cmap=plt.cm.gray_r)\n", - "cb = plt.colorbar(pcm, shrink=.8, extend=\"both\", pad=.1)\n", - "cb.set_label(\"($^{\\circ}$C)\", rotation=0, ha=\"left\")\n", - "plt.savefig(os.path.join(figdir, fignamesst), dpi=300, bbox_inches='tight')\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure4b_GliderSections.ipynb b/python/figure4b_GliderSections.ipynb deleted file mode 100644 index da7a40d..0000000 --- a/python/figure4b_GliderSections.ipynb +++ /dev/null @@ -1,567 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborex_functions\n", - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "from matplotlib import colors\n", - "import cmocean\n", - "import numpy as np\n", - "import datetime\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\",category=matplotlib.cbook.mplDeprecation)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a logger" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging(\"./logs/alborexFigure4.log\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a list of netCDF files containing SST" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "sstdir = config[\"datadirs\"][\"sst\"]\n", - "coastfile = config[\"datafiles\"][\"coast\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Data reading and plotting\n", - "\n", - "Make figure directory if necessary." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-28 11:12:12,937 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/figures already exists\n" - ] - } - ], - "source": [ - "if os.path.isdir(figdir):\n", - " logger.debug(\"Figure directory {0} already exists\".format(figdir))\n", - "else:\n", - " os.makedirs(figdir)\n", - " logger.debug(\"Creating figure directory {0}\".format(figdir))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data\n", - "### Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gliders" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider1 = alborexdata.Glider()\n", - "glider1.get_from_netcdf(config[\"datafiles\"][\"gliders\"][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider2 = alborexdata.Glider()\n", - "glider2.get_from_netcdf(config[\"datafiles\"][\"gliders\"][1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Apply some quality control" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "glider1.temperature = np.ma.masked_outside(glider1.temperature, 13., 20., copy=True)\n", - "glider2.temperature = np.ma.masked_outside(glider2.temperature, 13., 20., copy=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot options\n", - "### Colorbar limits" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "Tmin, Tmax = 13., 20.\n", - "boundsT = np.arange(Tmin, Tmax, 1.)\n", - "normT = colors.Normalize(vmin=Tmin, vmax=Tmax)\n", - "\n", - "Smin, Smax = 36.5, 38.5\n", - "boundsS = np.arange(Smin, Smax, 0.25)\n", - "normS = colors.Normalize(vmin=Smin, vmax=Smax)\n", - "\n", - "chloroCTDmin,chloroCTDmax = 0.01,1.5\n", - "normchloro = colors.LogNorm(vmin=chloroCTDmin,vmax=chloroCTDmax)\n", - "cmapCTDchloro = plt.cm.YlGnBu_r" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Depths and angles" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "depths = np.array((-600, 0, 100))\n", - "angles = np.array((40, -20))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Make the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Coordinates of the front in the region of interest\n", - "goodcoords = np.where( (f.lon >= coordinates2[0]) & (f.lon <= coordinates2[1]))[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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SNIToBGLLT0f63Uj56dhy/y6Xq03LTzd3JWjw4MH07t2b0tLSBo8z6CziWY2z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Yo9nCWLYiJruNj0CBOCoYG5eUvFCM2kqjNqMkREtJOFr0mNjPPZJFZxDxExSDKQ2kqdmBZ7t2QY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7sXTpUsyaNQuAMm9VoGOibS4RSbj11lsDUiSB4zhcvHhRdF+NjIxAp9PBaDTCaDTa5KRdbex4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N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\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aTw9iLRk8+/bt4/Lly5w9e5YDBw6seux6MitKTE5OsnfvXp588knuuuuukVPRCGvC4KJW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\nog0TITG+5NstW7YwNTXF6dO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8DoPFI4YcQ7iyDSZvWh1HaPMFJqT5AYecUBllnpgjJSKQ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\n7w+xWIx77rkHK1asgLu7u97zulNOeVhYG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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fdde6edc390>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig07\"\n", - "fig, ax1, ax2, ax3, ax4, cbar_ax1, cbar_ax2 = alborexdata.prepare_3D_scat4()\n", - "\n", - "# Change wall properties\n", - "alborexdata.change_wall_prop(ax1, coordinates2, np.array((-200, 0., 50)), angles)\n", - "alborexdata.change_wall_prop(ax2, coordinates2, np.array((-500, 0., 100)), angles)\n", - "alborexdata.change_wall_prop(ax3, coordinates2, np.array((-200, 0., 50)), angles)\n", - "alborexdata.change_wall_prop(ax4, coordinates2, np.array((-500, 0., 100)), angles)\n", - "\n", - "NN = 1\n", - "# Plot the glider profiles\n", - "scat3Dg1 = ax1.scatter(glider1.lon[::NN], glider1.lat[::NN], -glider1.depth[::NN],\n", - " s=3, c=glider1.temperature[::NN], edgecolor=None,\n", - " cmap=cmocean.cm.thermal, zorder=4, vmin=Tmin, vmax=Tmax)\n", - "\n", - "scat3Dg2 = ax2.scatter(glider2.lon[::NN], glider2.lat[::NN], -glider2.depth[::NN],\n", - " s=3, c=glider2.temperature[::NN], edgecolor=None,\n", - " cmap=cmocean.cm.thermal, zorder=4, vmin=Tmin, vmax=Tmax)\n", - "\n", - "scat3Dg3 = ax3.scatter(glider1.lon[::NN], glider1.lat[::NN], -glider1.depth[::NN],\n", - " s=3, c=glider1.salinity[::NN], edgecolor=None,\n", - " cmap=cmocean.cm.haline, zorder=4, vmin=Smin, vmax=Smax)\n", - "\n", - "scat3Dg3 = ax4.scatter(glider2.lon[::NN], glider2.lat[::NN], -glider2.depth[::NN],\n", - " s=3, c=glider2.salinity[::NN], edgecolor=None,\n", - " cmap=cmocean.cm.haline, zorder=4, vmin=Smin, vmax=Smax)\n", - "\n", - "# Plot the glider tracks\n", - "ax1.plot3D(glider1.lon, glider1.lat, 0. , '--', color=\"0.25\")\n", - "ax2.plot3D(glider2.lon, glider2.lat, 0. , '--', color=\"0.25\")\n", - "ax3.plot3D(glider1.lon, glider1.lat ,0 , '--', color=\"0.25\")\n", - "ax4.plot3D(glider2.lon, glider2.lat ,0 , '--', color=\"0.25\")\n", - "\n", - "# Plot the front :)\n", - "ax1.plot3D(f.lon[goodcoords], f.lat[goodcoords], 0.0, \"--\", \n", - " color=\".5\", linewidth=2, alpha=.9)\n", - "ax2.plot3D(f.lon[goodcoords], f.lat[goodcoords], 0.0, \"--\", \n", - " color=\".5\", linewidth=2, alpha=.9)\n", - "ax3.plot3D(f.lon[goodcoords], f.lat[goodcoords], 0.0, \"--\", \n", - " color=\".5\", linewidth=2, alpha=.9)\n", - "ax4.plot3D(f.lon[goodcoords], f.lat[goodcoords], 0.0, \"--\", \n", - " color=\".5\", linewidth=2, alpha=.9)\n", - "\n", - "## Add the colorbars\n", - "# Temperature\n", - "cbar1 = fig.colorbar(scat3Dg1, cax=cbar_ax1, orientation='vertical', \n", - " norm=normT, extend='both')\n", - "\n", - "cbar1.set_label('T ($^{\\circ}$C)', rotation=0, ha=\"left\", fontsize=16)\n", - "cbar1.set_clim(Tmin, Tmax)\n", - "#cbar1.set_ticks(boundsT)\n", - "#cbar1.ax.set_xticklabels(boundsT, fontsize=16)\n", - "\n", - "### Salinity\n", - "cbar2 = fig.colorbar(scat3Dg3, cax=cbar_ax2, orientation='vertical', \n", - " norm=normS, extend='both')\n", - "\n", - "cbar2.set_label(' S', rotation=0, ha=\"left\", fontsize=16)\n", - "cbar2.set_clim(Smin, Smax)\n", - "#cbar2.set_ticks(boundsS)\n", - "#cbar2.ax.set_xticklabels(boundsS, fontsize=16)\n", - "\n", - "fig.subplots_adjust(wspace=0.05, hspace=.05)\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, facecolor='w', \n", - " edgecolor='w',transparent=False, \n", - " bbox_inches='tight', pad_inches=0.)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Some diagnostics (mean resolution, number of profiles etc)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f24e8b6fc88>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(abs(glider1.depth[1:] - glider1.depth[:-1]), zorder=2)\n", - "plt.hlines(np.mean(abs(glider1.depth[1:] - glider1.depth[:-1])), 0, len(glider1.depth),\n", - " color='k', zorder=3)\n", - "plt.hlines(np.median(abs(glider1.depth[1:] - glider1.depth[:-1])), 0, len(glider1.depth),\n", - " color='k', linestyle=\"--\", zorder=3)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.16849587419667525" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.mean(abs(glider1.depth[1:] - glider1.depth[:-1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.16018559029585439" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.mean(abs(glider2.depth[1:] - glider2.depth[:-1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.16424501147875503" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.median(abs(glider1.depth[1:] - glider1.depth[:-1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "121513" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(glider1.temperature.compressed())" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "226717" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(glider2.temperature.compressed())" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure5_CTD_casts.ipynb b/python/figure5_CTD_casts.ipynb deleted file mode 100644 index b7d2527..0000000 --- a/python/figure5_CTD_casts.ipynb +++ /dev/null @@ -1,398 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborex_functions\n", - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\",category=matplotlib.cbook.mplDeprecation)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging(\"./logs/alborexFigure5.log\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]\n", - "dlon, dlat = config[\"domain\"][\"coordinates1\"][0], config[\"domain\"][\"coordinates1\"][1]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Directories" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "sstdir = config[\"datadirs\"][\"sst\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coastfile = config[\"datafiles\"][\"coast\"]\n", - "rvfile = config[\"datafiles\"][\"rv\"]\n", - "ctdfile = config[\"datafiles\"][\"ctd\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Data reading and plotting\n", - "\n", - "Make figure directory if necessary." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-07-30 09:42:33,175 - alborex_logger - DEBUG - Figure directory /home/ctroupin/Publis/201703_AlborexData/figures already exists\n" - ] - } - ], - "source": [ - "if os.path.isdir(figdir):\n", - " logger.debug(\"Figure directory {0} already exists\".format(figdir))\n", - "else:\n", - " os.makedirs(figdir)\n", - " logger.debug(\"Creating figure directory {0}\".format(figdir))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Ship track" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ship = alborexdata.Ship()\n", - "ship.get_from_netcdf(rvfile)\n", - "ship.apply_qc_latlon(QC=[1, 2])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## SST" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "sstfile = os.path.join(sstdir, \"A2014150020500.L2_LAC_SST4.nc\")\n", - "lonsst, latsst, sst, sstqual, year, day, platform = alborex_functions.load_sst_l2(sstfile)\n", - "# Make the SST when flag > 1\n", - "sst = np.ma.masked_where(sstqual > 1, sst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Add front position\n", - "datafile = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(datafile)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create the projection (only once)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(projection='merc', llcrnrlon=coordinates2[0], llcrnrlat=coordinates2[2],\n", - " urcrnrlon=coordinates2[1], urcrnrlat=coordinates2[3],\n", - " lat_ts=0.5 * (coordinates2[2] + coordinates2[3]), resolution='h')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot CTD positions" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-07-30 09:45:20,274 - alborex_logger - INFO - Making figure fig03\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4771: RuntimeWarning: invalid value encountered in greater\n", - " lonsin = np.where(lonsin > lon_0+180, lonsin-360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4772: RuntimeWarning: invalid value encountered in less\n", - " lonsin = np.where(lonsin < lon_0-180, lonsin+360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4776: RuntimeWarning: invalid value encountered in greater_equal\n", - " itemindex = len(lonsin)-np.where(londiff>=thresh)[0]\n", - "2018-07-30 09:45:21,391 - alborex_logger - INFO - Figure saved as /home/ctroupin/Publis/201703_AlborexData/figures/fig03\n" - ] - }, - { - "data": { - "image/png": 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DkWjC2PZGQUEBu3btQmJiItzd3YUQFRFX7du3x4MHD2BhYQEHBwd4e3vnfcsXI6Kquavq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IkTJ4Q2Q7SMGzcOI0aMsCtkOhDpbwZif2zfvh3Lli3jyBrXtLS0uF3mQkiY65mTk4N169YhKyvL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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7efee03fcd30>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig03\"\n", - "figtitle = \"CTD casts\"\n", - "logger.info(\"Making figure {0}\".format(figname))\n", - "\n", - "fig = plt.figure(figsize=(10, 10))\n", - "ax = plt.subplot(111)\n", - "m.ax = ax\n", - "\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - "\n", - "alborexdata.add_map_grid(m, coordinates, dlon=.25, dlat=.25,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - " \n", - "# Read data from file\n", - "ctd = alborexdata.CTD()\n", - "ctd.get_from_netcdf(ctdfile)\n", - "\n", - "# Add to plot\n", - "m.plot(ctd.lon[:38], ctd.lat[:38], 's', ms=15, color=\"k\",\n", - " latlon=True, label=\"1st leg: 26-27 May\", zorder=4)\n", - "m.plot(ctd.lon[38:], ctd.lat[38:], 'o', color=\".7\", ms=12, \n", - " markeredgecolor=\"w\", markeredgewidth=2,\n", - " latlon=True, label=\"2nd leg: 29-30 May\", zorder=5)\n", - "\n", - "# Add ship track\n", - "ship.lon.mask = False\n", - "ship.lat.mask = False\n", - "ship.select_dates(finaldate=ctd.dates[38])\n", - "ship.plot_track(m, color=\"k\", zorder=3)\n", - "\n", - "# Reset mask\n", - "ship.lon.mask = False\n", - "ship.lat.mask = False\n", - "ship.select_dates(finaldate=ctd.dates[-1], initialdate=ctd.dates[39])\n", - "ship.plot_track(m, color=\".7\", zorder=3, linestyle=\"-\")\n", - "\n", - "# Plot front\n", - "m.plot(f.lon, f.lat, \"--\", color=\".4\", linewidth=15, latlon=True, alpha=.5, label=\"Front\")\n", - "\n", - "# Map scale\n", - "m.drawmapscale(-0.9, 36.7, -0.9, 36.7, 10, barstyle='simple', \n", - " units='km', fontsize=12, zorder=3)\n", - "\n", - "# Legend\n", - "plt.legend(loc=1, fontsize=18, framealpha=.8)\n", - "plt.title(figtitle, fontsize=20)\n", - "\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "logger.info(\"Figure saved as {}\".format(os.path.join(figdir, figname)))\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure5b_CTD_TSdiagram.ipynb b/python/figure5b_CTD_TSdiagram.ipynb deleted file mode 100644 index 1b5a2b6..0000000 --- a/python/figure5b_CTD_TSdiagram.ipynb +++ /dev/null @@ -1,357 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a T-S diagram using the CTD measurements. \n", - "Distinguish the northern and southern parts of the front" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from scipy.optimize import curve_fit\n", - "import alborexdata\n", - "import json\n", - "import cmocean" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]\n", - "figname = \"fig04\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data and front position" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "f = alborexdata.Front()\n", - "ctd = alborexdata.CTD()\n", - "f.get_from_file(\"../data/front_coordinates.dat\")\n", - "f.smooth()\n", - "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "f.get_from_file(\"../data/front_coordinates.dat\")\n", - "f.smooth()\n", - "ctd.get_from_netcdf(config[\"datafiles\"][\"ctd\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Select zone of interest (CTD)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "goodlons = np.where((f.lon >= -1.) & (f.lon <= -0.25))[0]\n", - "lon2fit = f.lon[goodlons]\n", - "lat2fit = f.lat[goodlons]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Fit coordinates of the front" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# We use a quadratic function for the fit\n", - "def front_fun(x, a, b, c):\n", - " return a * x**2 + b * x + c" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "popt, pcov = curve_fit(front_fun, lon2fit, lat2fit)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simple plot to check it worked" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "latcalc = front_fun(np.array(f.lon), popt[0], popt[1], popt[2])" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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GlKoaNWpQvXp1Fi5cGOhQAEvyxhhT6nr06MGSJUvIzs4OdCiW5I0xprR1796d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\n6KOPmDdvHvXq1WPGjBnk5OT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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f1d387a6748>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(f.lon, f.lat, \"k--\", label=\"Smoothed front\")\n", - "plt.plot(f.lon, latcalc, \"r:\", label=\"Fitted front in the CTD area\")\n", - "plt.plot(lon2fit, lat2fit, \"ko\")\n", - "plt.legend()\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Find CTD casts north/south of the front " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "latcalc = front_fun(ctd.lon, popt[0], popt[1], popt[2])\n", - "ctd_north = np.where(ctd.lat > latcalc)[0]\n", - "ctd_south = np.where(ctd.lat <= latcalc)[0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Another check" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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yBlEJWtbgF7/4BSeffHKdIqqdufJzikhG/vo1kOnSLaeUsurLGoiISGVytfK5\n8b1kMhl5rXxRq1CKiEh1DAwMcP755+PuNVlTXkleRKTG8rcCjJK6a0REaiiVSrF06VLMjEQiEflk\nKF3Ji4jUSP7A6+7duyPfOERX8iIiNaLJUC1g7969XHTRRdx77731DkVEGowmQ5UplYL+fmhry/xb\ng71xA42NjdHb20symdQsVxEpUI/JUE2f5FMpGByEdBrcM/8ODtY+0W/btu3oAIqWGhaRIMPDwwWV\nNVFvHNL0A69DQ5DXxcXEROZ4ueMYTz75JD/+8Y/5+c9/zrvf/W4ee+wxli1bxtatW7nlllv427/9\nW9ydq6++mtWrV3PllVfywAMPsH379qPr22zbto2NGzfS1dXF1772tQp/ShFpBbnB1XXr1rF7925O\nOOEEbrrppkgnQzX9lXxYV1YlXVxbt27lwIEDbNiwgZ07dxYsMfz2t78dgN7eXt74xjcC8La3vY3T\nTz+dlSszs4xPPvlkNm/ezI9//OPyAxGRljMwMEA6nWZycpJ0Oq2doWYT1pVVSRfXBRdcwCOPPMJZ\nZ53FPffcU7DEcDFySw23tTX9SywiVfbQQw9xzTXX8Pzzz0f+XE2fgYaHIX/yWCyWOV6uf/u3f+Nb\n3/oWV155JVu2bClYYrizs/NoGdT4+DiTk5OYGe6u1SZFZEapVIp3vetdrF+/ntNPP107Q81mYABG\nRiCZBLPMvyMj5ffHAzzwwANcc801jI+Pc++99xYsMXz66afz05/+lLVr1/LKK6/w0EMPcdJJJ/Gj\nH/2Ie+65hx07drBt2zZ+9atfsXfvXvJX2RSRuSk3GWp8fByAZ555JvKdobTUcB3NlZ9TRDL6+/tJ\np9MFx5PJJLt27SqpLS01LCLSYDQZSkSkhWkylIhIC6vHZKiGTfL1HiuIWqv/fCJSKLczVDKZxMzm\n7s5Q3d3djI+PE4/HMbN6h1N17s74+Djd3d31DkVEamxgYCDyCVBTNWSSX7FiBU899VRNJgrUS3d3\nNytWrKh3GCLS4hoyyXd0dHDiiSfWOwwRkabXsH3yIiJSOSV5EZEWpiQvItLC6r6sgZk9DxTO862u\nxcALET9HqRoxJlBcpWrEuBoxJlBcpZotrqS7L5mtkbon+Vows+3FrPFQS40YEyiuUjViXI0YEyiu\nUlUrLnXXiIi0MCV5EZEWNleS/Ei9AwjQiDGB4ipVI8bViDGB4ipVVeKaE33yIiJz1Vy5khcRmZOU\n5EVEWlgslmRjAAAENklEQVRDrl1TKTPrAa4GJt39cwH3G3AJ8BzwM3d/uhHiyp7zB8AX3P1P6x2T\nmS0Evg6cCfzI3dfWIqbZ4sre/zEyv79ed/9yDeM6HrgS+HfgEXf/6ZT72oBrgceA04Hb3f2pesc1\n5Zy/AH4H7HD33zRITMcD33P3t0QdTzFxmVk7cDvwR2R+jx9w90M1iCnw/WxmrwMuBCaA77v7k6W2\n3ZJX8u7+MrAdCFvL93PAg+5+d60SfDFxmVkX8CfA/AaJ6T8ClwJvBFaZ2R82Qlxm9jYg7u6bgePM\n7KxaxQXcBIy6+23AJ236WtinAa9y938AtgLva5C4cklk3N2/W4sEX2RMBlwMHK5RPMXEdRYwBLwe\n6AP+POpgZnk/bwDWA18mk7dK1pJJPivw09fM3krmF/lOM7vZzDprG1ZwXFkfAr5Wq0CmCIzJ3f/J\n3Q+4+wSZq5p/r21Yoa/Ve4BfZL/+efb7WvkT4JdTvu+f8vUTwLlmdgbwWuCuRojLzJJkkulrzWyD\nmfXWO6asi4BRYLJG8eSExuXuP3X3Z939CPAw8P9qEE/g+zn71+zvuft+d38FONHMSu59afruGjNb\nB7wu7/B3gZdCHvLnwNfd/U4zu53Mn2231DsuMzsXuN/dJ6LaKKWM1yr3uIXAmLvvbpC4FgMvZr8+\nCCytYVxL/FhJWu65dwJkf3d/DQwD29z92UaIi0zS+I6732FmnwQ+C/y3esZkZm8Cdrv7s1FuDFTG\na5V7XDsw390fiCy4Y8Lez8cBv51y3u+AJZT4wdP0Sd7dbwo6bmbnhDykm2Mv3A+A8yMIq5y4LgNe\nnX3Dn25mQ+5e1Y0fy4gp52Lg09WMZaoy4noeyG2UuRAYjyCswLjM7Owp30577uwV8rvIJNW7zOyD\n7n5nveOi8D2/oQFiuhQ4bcr7/Uvu/tEGiCvn/cAN1Y4nRNj7eZzp3ZUxZrkgC9LK3TXTmFlvtu/t\nAeBN2cMdwIP1i+pYXO5+obuf4+7nkBkMim5n3yJjyn79X4Dvuvs+M3t1vWLKi+tu4NTs4dcDP6ph\nGP9sZq/Nft3l7k+a2cLsld/vAYezV4mfB85okLj+hcxAMNT2PR8ak7v/Zd77veoJvpy4AMzsHcC/\nuvvTNXrP57+ft5hZb7aLJm1mMTPrJvOXz8ulNt6SST7bb/VW4A1mdlz28O3AKe7+P4D5ZnY+kAQ2\nNkJctYqhlJjMbC2ZQZ9/NLMdQE0qfmaLy93/BThoZh8GXnL3+2oVF3AdsNrM/jL7NWT+yjmPTB/u\ny2b258A5RHDFXE5c7v5/gV+a2UXAfyIz8FjXmGr0/GFC4zKz/wxsAjab2cPA5VEHk/9+zt6+mr37\nr4BPkKk0u6ac9jXjVUSkhbXklbyIiGQoyYuItDAleRGRFqYkLyLSwpTkRURamJK8iEgLU5IXEWlh\nSvIiIi3s/wNYaFaKXrNqngAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f1d36698470>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.plot(ctd.lon[ctd_north], ctd.lat[ctd_north], \"go\", label=\"north\")\n", - "plt.plot(ctd.lon[ctd_south], ctd.lat[ctd_south], \"bo\", label=\"south\")\n", - "plt.plot(f.lon, f.lat, \"ko--\")\n", - "plt.legend(loc=3)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Main figure" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Compute min and max values to ensure the same axis limits." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "xmin, xmax = np.nanmin(ctd.salinity), np.nanmax(ctd.salinity)\n", - "ymin, ymax = np.nanmin(ctd.temperature), np.nanmax(ctd.temperature)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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gp8XUaDQ7zGox1nqdzOYJJcPTbsFBRE4qpc7stDyaraFjsDUaTQ3LsGthIYIQMxMopTid\ne42J4jWmCxNcLl/AV94OS6rRNMZXPr4uNbDtNEqZqgvNbJ624Q6lPJ/EQBIrap8WEdlpmTRbQ3uw\nNRpNDVNMHmx/gtniFAm7jc5QDyW/SNkv1to4XomJ/FX2x0d2UFKN5iZZd5EldwHbCHGtOAYoDkaO\n0R3q22nR7loapUydmJigVCpRLBa1F3sDiIhlhi0SA0lM28S0TcJtER/QRvYdjDawNbue+qlIQKd+\n2maiZowD8SO1cui2hLDExlFBlbeSU+RC/rQ2sDW7gpy7xLnsKRQqmH2pmCQTpSvawN4EBS+Ppzzi\nZoK1nKiNQkGUUriui+u6pFIpraObJNYTd3zPx7RNAKLdMZYmFhCRpFKquYpJml2HDhHR7HrqpyJ1\nKd7tx1Me30p/jS9Of4q35l5FEO5PPEqUONn8Igu5OUJGZKfF1GgAyHtZAFSl4LdU/kWM2Ib6UTqs\nhFTpBqezrzGaO1WZCdgYw8PDmKZJIpHQOrpJRGSgtFgk2nnz+2qYBuH2KJGO6OIOiqbZItqDrdn1\nrJyK3EwlR01AM8UfUsVpcm6g1+fKsyw687TZHfTa+1DhwEs4kjxxO8XWaFalw+5mvHgZFEQkSleo\nF1D0h4dWPaboFjDEIGSGUcpnrHiOrL9I3EhyJHJvbR3CXmPWuYHCRwFpZ4aD65ROX6lPqjpF6+jm\nCSXDU6FECDGWzxaE28JVL/Z9esHjnYk2sDW7npVTkRuddtQVxWDOSTNTnqSUd4gaSdLp9KrXImSE\nqESHoBSEzTBvZV5hKn8dgGPt9xO1dJo+ze7ANkI81PYkc+UUE4WrLJbnOJK4b9ViM+cyb3Fq9mVA\neOfQ+2iLtpP3Ay94wc+R9RZos/ZmAaUOq7s2I9DexDWon1Hs6enRunaDVBc22rHQLftEhFhPnHw6\nf1pEDFWN2dPcMezN13TNHUmzK9RXttvrYSUlv8hY/iyL7hzlthxlq7CqdynvZhnNvoVlWSTsdh7o\nfIyIGWOmMImnPDzlcaNiaGs0uwVDTC7lRsl6i8w5Ka7mL6za9kz69UqmEY/TqdexJUzVclGAbYRv\ni8y7ETsbJZJpp8cdYiR6z7rtu7u7lxWT2eu6diOIiJVP5Yj1rh7rbkVsTNsk3p/U8Ut3INrA1twx\nNKu8V7Zb+RDYa3jKrS1FFxEGhgZW9S7dKI7jKReAsirSEQqu2b7YAUwxMcVkKH7oNkit0WwMhV/5\nX62Zpq8r0oMhJqZY9ET7iRhRDoeP02X1cTh8jOgGY7fvJtLpNCE3QjFVXnOBY9WJAXDixImaPtnr\nunYjxHrijh2zawsbVyPaHaM4l0dEkrdJNE2L0CEimjuGRmmhmmm31wsfRI04PXY/KWeahNVOpx1c\niwVnjqv5C4SNKEfi92IZFjEziYGBj0/ICCMV0/y+znewL34AS0zaQntz+lyzuzmefJBL2bNYRohD\n8WOrtnvn0LcxNj+KZVgcbj8OQMSIElXRNY3KvUCzOnZlaEiVva5rm0VEBsyQSdtwx7ptqwsefcdb\npIm0fSLyL4AZoF0p9esr9v058DTwV0qpj25Oek2zaANbc8fQrPJu1G4vxwaKCAdjxzjITaOjWhLd\nx6Pg5RgvXuZQ7Bj9kUFMw6Dg5umPDCEiKKWY8SYpGDm6zf4dPBONpjGOX2Y8N4avfPZHRwitEeZh\nGTYnuu6v/a6Uz8XiGTxcBIMD4SO0mesbPncjzerOZg1xTWNWW9i4Gs0ueBSRdwLdSql/LyI/LyJP\nKqVerux7HPiPSqnvaclJaNZFh4ho7gi2WiFMxwY24uaaGd/3WHTm8fHpDe/jQPwIYTNIxbfgZ5j3\n0xRVgevlS/zlxT/mr6/8Ed+48UVdMU+zLZT8Im8tvsLr819n3gnuWU95nF18g1cyX2aqsHwdwNXc\nReadDAUvx9nF1zY0louHT1CZVOFT8HKtOYm7hEa6s6enZ1loCOgqjs0iIo+ttrBxjWOI9SQAfnWd\npt8BnK38fKbye5V3A78lIr8rIns3Duo2og1szY7QSBmvpaC3aiDr2MDliAjHEg8QNqLEzSRThXHe\nnP8mr6S/gue7y9oqFL7vo1SQafjMzGly5TyZ0iwzhakdOgPN3cz1/Bh5L0tZlbiYCxx2M8VJ5p0M\njipzJX8exy83PNa2QlwsnCbjzDY1loVF0mhHEExMOiytI+ppVndWdfT4+Dijo6NcunRJG9yNOWJF\n7Q2HI1kRC+B+EXm17vOxFc16gLnKz0VgoLpDKfXvgMNACvjZzQqvaR4dIqLZERrF8K0W1wc3pyRt\n22Z0dHTDoR46NvBWOkPddIaeZqY4xVwpU/HilVlyF2qLGwEyxVmylbzYF2fGKLklPN/DV96aU/Ea\nzWYxxUSQoDpjxQ9kiIFQnXeR2voAgIPxY5T8AiW/iG3b5P0shXIOEwtTTOJmcplBo5RizkkhCNni\nIqfn3iBmx3m89znCRoSiV8BXHjErcVvPezdSrzvXCrWr6mgRwTAMZmdn6erqWjMl6N5FYHPx/iml\n1GNr7J8Fqt7pJLDMI6WUckXkZ4Df2czgmo2hDWzNjtAohm+tuL6qkh8dHV3VCK9nJ8qrO36Z+VKG\ntlBHLbxio5S9Et+a/RoFL8/JznfQH1u9WEarSFptABiYgCwzKspeibQzg1IKEcEUg+5YN/FQDIVi\ntjBFV0Q/PDWtZX/0CK7ycFSJg9Fg7UBfeB85d4kld4Hh6GEsw661tw2bk+2PsuBmuFYao2qGn118\nHV8pesMDHEuerLUfy55jthTMvmRLizh+mYVSmQvzpxlKHuJi9jQA+yL7OZQ4fpvOeudYcue5UJkp\nOBq/jzarcQz6Wk6QKslkEsdxiMfjZDIZent7t03uOxZhswb2enwa+CDwn4H7gM+ISLtSakFEpJJL\nOwl8dTsG1yxHG9iaHaGRR7kZL3O9Eb6WN2VlSMl2F0Nw/DJfnnyxkuJOeH7f+4lYGw9zu7BwmrlS\nCoXitdRLfGD/97Yks8Fa5xy14jza9SyLzhwdoW5CRhjXd3hl+quU/ALRWBQIvH5Hu48RMe1aKrQl\nZ2HLsmk0K7EMm2OJk5S8IjlvibAfwTJsRhJr52ZeKM3huCUs00YpcCspJ2dLU8sM7HknVYu7DlsR\n8uUcBga2GWaqeB2/kvJvujSxKw3sVuuwK4ULeATX6lrhIvcnGztJ13KCXL58mWKxSCQS4fHHH2d0\ndJSuri4cx9myfHcb22VfK6W+JiLvFpEfBeYrn/8I/ADwVRH5JvA28FutH12zEm1ga+5YmgkpaVRe\nvRkvzEZZLM/jKRdXuZhikSmlGLQObLgfA6M2NS7rZ2RqilQqxdjYGNFodNVzjllxYnXVGc+kX2e2\nMIVpmkSJ1rbPF2/OOArCsY6TaO4ulFI4fhnbCO1o2rqCl+eN+ZdAgWlYPNr57C3VGX3ls1ieI2rF\nUSguZ8+j8DEw6YsOVsJLhHZ7uUe2LzzIROEKAAPR/YRUmJgVpz8xyKw7SUhFcNwybaGulp9XK4zj\nVuowR5VxuGkEm2Kv2nalE6T+XKqGtOM4XLp0qRbSd/jw4S3Jd1cimw4RWRel1K+s2PQDle3PbsuA\nmlXRBrZmx9jMg6b+wdJMSEn979VFlLZt4zhOSxc8Ju12RAxMLAToDG+u72MdJyl4efJulns7H26J\ngZNOp4lGoxQKBQYHB9dtv1DOcKM0TsgOoVCU3TK2aeP5Hjfmp4iH40GcJQbtOif2XYVSildTX2Gu\nlCZsRni67z2EzJ2Js19wMiilAm+ygrybI2m3L5P15ekvslAO1nQ92vtsXYw2dNrdDESGcVWZrlDf\nsr4Tdht2KUzMjHM4eZwjbfdQ8POMFc+i8AmHwjh+iZJXwFc+hrQuH0ArjONWpskrqxKxUJyikweE\ngchw08fWn0tbWxtzc3OEw2EmJiYwTRPf93X8dSO2L0REs4vQBvYeZLfkhG7mQbNS1voHy1ohJY3O\nsTre4uIi0Wi04XGbJWSGeX7fB5grpWgPdRHdRHgIBFPjj/Q+01LZqtdscHBw3b+3UorXU9+g7JVR\nSmGKiSrBlewYbiW7SOBdDypEzham6I3ua6m8mp1jyVlgoZxB4VP2SswUJxmOb84DeX3pEjPFKfYn\nRujbxHek3e4EpFJB1Fo2wwJBWNZcKV2r4JgpznCi7UGu5S/RYXfRFxls+IIapPs7hcKn5BeZKlxj\nKHaoVsG0ioiQd5eYL6foCvfd0s9maYVx3MpF21GJYUsICRmYmE3nAE+lUhQKBUSEoaEh0uk0AwMD\nzM4G2Vscx8GyLFKplDayG6DN67sfbWDvQVrhQWmFkd7Mg2alrM0+WBqd48pV7qudv1KKJXcBS6wN\nZREImxEGYs17f24XG3kYLzhzZMuLuH4w3evj8Y6Bp5nN38D1XWwzhGmYlZR9PguleW1g30VEzCi1\nR79AorIAdqOkizOcnnsNT3nMFKZ4YfCDRFcYyOsRNeM80vkMOXeJdrvzlvAQ27CJWjFKXgGArkgf\nvdEB+qPrLQxW3PRzK/zKz3EjSYfZxYKXoegVcD0HA4Ow2dqX8d2W0cgQk8P2CRzK2ISa9tafP38e\nx3GwbXuZE8Oygr+T7/tEIhGdRaQh2xciotk9aAN7D9IKD0orjPSNLmrcCI2Oq463MsPISi7lzpEu\nzwCKw/F76A0PNGx3N5J1FlB1BWgUipgd5yPHfoizmVOMLZ0LtiofEWEwtvE4c83uJWSGebL3BW4U\nxukM99CxyVCnYsXohcBcL3ulDRvYEBj8kVUMXBGDd+77NqbzEyTstqZlNcXiaOIk1/IXiZkJBqP7\nK/0Jw+HDDHOYuXKKWaaImnHUHiimZIhBmI1lPnIcJ4jXr8Re1+vX8+fPYxgGS0tLTYWl7Tl0iMie\nQBvYe5BWeFBuV6nczcq61nHr9Zkuz9QyDMyWpvaUgR02I0TsGLlSkPe6NzKAaZgA3Nf9MDl3kenC\nJCAoH6K2Lgh2t5EMtZMMta/fcA0GokNcC40xV0oxEBumbZti9W0jxHBi4yEs/ZFB+iOrG36doR5m\ni1NcK4xxLX+RkcQ97Isuf5ncLaF2O0V1LYttB4siF9w55t00nR3dxGIxyuUyoVBoT16bptD29V2P\nNrA1m2K3TXNuhtUekB12N/NOUH2sO7S3crh2hfqIW3F85dEb7ucdPUE8ePVaJRPdXHMvV1oLmWKK\n7ujeukaa9TENi6cH3tN0++n8JNezl+iPDrE/eavBXK0iujJ8IUjry7ZkO0mXp/FV8KI9U5y6xcDe\njmxEdxLHjx+v6c+Cl+NycRSFz5ybon//AWbGZ1FK6RjsBojIjmbo0dwetIGt2XZ2q6dntQfkscR9\nzDsZLLGXZS3YC0wVrpFzsoAiXZrBVQ6jmbcZmz9H3GyjUFqqa61IFae1ga3ZEnkny6uzX8VXHjOF\nSeJ2glgozpK7QMJqx8TkzNLrlFWJ/tAgB2NB4ZmF8hxvzX8TX/nc2/4wvZHWrgXoCvWRKk0DNOz7\nds3i7UZW6vQFd66WwUWA2bkZ5ubma6XTd5Pe3x3oGOy9gDawNdvOSkN2pXJezQDfbsN8tQekiEFn\naPc+EHzlU/QKRMxoS9OHAThemdoCMBHOF96mZBfoSHbg+z5m2cQWG8dzsAyLrk3G6Gq2zof++XtI\nF2bv+Beckl+qy/ku5NwlrrtjQbaastBp9FBWJQBmylMMRg5hGzZj2bO1QjIXls40bWArpZjKX2fR\nmWc4foiEfXMhZ85d4krxPJ7vMRw6Ql9kCEushi/ad8Ms3mZJpVNgK1LpwDudNNuxvDBlo4Dth0lN\nBiFmvu9rT20jZHtmXTS7C21gtxgRiQH/AuhTSv1kZdt7gRcAE3hbKfWH6/VTLBbvmqm1RkVf6g3u\n1TzJm52CXcswv3TpErOzs/T29jIyMrKt13e+nCHrLtAT7iditiZW2fEdvn7jcxT9AjErwTN9763F\nSG+VdHGG0YW3AYVl2Ay3H6ZIHoWPbYUACNkhcsUc0VAUpSBstTbDgqZ5hu/bx2cu/wX/6L6P7rQo\nW6Ij1EV/dJCp/HU6wl0kw+1kSrMofAQDMQwMDHx8DAwcv0y6PE3ICFWKMkHEaH6B3kxxinOLb+Ir\nj6nCdZ4Ci6zoAAAgAElEQVTvfz+mETwKL5XOocTHN3zOZV/nya4Xavs0AY5fpjAwh688QoSZTc2S\nSWfIL7ooZWKEDQzDwPeDxaHJZHKHJd6NaA/2XkBrjtbTBthAEmoG98eBJ5RSSkS+KSJfVUpdW6sT\nEblrYvtWenpWGtyrlT/f7BTsWob57OwshmEwOzvLyMjI1k9uFRacDGcWX8NHcb1wmSe6nr8lzdhm\nSBdnKPklfOVTcPPMlVP0RPpbIDGMLZ6txZw6rkPEiVMKFWtxrgHBQ8FXPr6vGJ1/i3f0PI2ljZDb\njhiC4+/+MtQlr0i6NEPSbm/oCRYRHu27WWTOUx5W2cKt5GHfF9pPWCLkvSxddj9vLb4SFH9BGIgO\nIwiH4s2XMy+4uVpmEF/5QfXVyqNQKT+wfSrfc8d3ttXA3s5Zuu3qe3z+Gr7hgQEuDrML09hGuJb3\nWimFmQSnI4/4BkWnsH6new1BL3LcA7R2flmDUuoGcLlu07uAJXXTSvkmldKl6/Rzx8T2VSskplKp\nptr39PRw4sSJmtKv/31iYoKFhQUmJiZuadcs3d3d+L7f8Pr19vbi+z69vds7rZ51lyrp7oKUdmW/\n1JJ+g+nsahl1RdxqnXeoI9SNISYoIayiFGcceu0BOkI9RM04glAo5ym5RRzXoeyVmMxd42s3Ptcy\nGTTNk18o8ML+99++8dwsS87CiheutXF9l1fSX+bi0mlez3ydJWdh3WNMMbk39g6ORx/gvtgjWIZN\nX3iQQ7HjzDspPOWi8PHw6Az1cLztgQ1Vm9wX20/YjKCUoifcR9i86f0eCh3G9VxKTpGoihPZ5hma\nemfAndJ3Ya5INeBaEHraA506MDBAe3s7HfuS5PsyEPbxIy6z5kTTz4Y9RbVc+kY+mjsK7XbaHuqf\nQDGg3sV4Azi4XgeRSOSO8V63cjV99eG9kYf4StaKjRwZGdlWz3VNhlA/4/nLeMolaXcQMW6GiOSc\nJd5MfxMQHup+gpjdfDGbhJ3kyb53kSrO0BsZ2HTFyEYcaz9JzIpzNT1Gvlgk3GExGDrAeO4Ks8VJ\nss4SJa8IsCxX9nwpXcmLrd/Xbye/98/+jJ969V/elrFuFMa5uHQaEAZj+xlJ3NvUcUUvH8x2VMI7\nFp35phYOG2Lgei6v3vgcthHiHX1PETYjt3js2+yNp/8LmxGGYgcZWzzHbOkGl5dGOZw8AUB3qI8u\nuzfwot+GWZntXCi5mb6XnAXOL7xFyAhzT8fD2IZ9S5u+9gFm0hDpCDHUcYCwEaGv5+Yj7kvXP4My\nFV5lNkx8r+Yw0QToLCJ7A21gbz8vASMi8phS6lXgKHC9UUMR+RjwMYADB25vAY+tTCdu9iHRaMzh\n4eGWPHB2OnNJ2IzweNdzlP0yYSOyTJm+nvoGC+UMAG+kX+aZgfduqO/2UBftoa5NybXWdREJ0u5d\nK1wCYG5hmlhbnNNz3wJYbtzUvf8krTZtXN8mdkpHXMleqP39x3NX1zSwlVLMFqZwlUtfdJCoFafo\n5RAMujdQcvzrk3/HkrNQC9d4at8LDESGSJWm8PHpDvUvK0JT8oqU/RIJq+0W46XkFVlwMiTtDqJm\njInclSDXvYLx3JWagQ3BfWC1IJyrGdZyBmxVh63W91qpDV9Pf52iV0AwMMTkZOcjDfsFSM+mWfKz\nhHuCGYC3336bubk5CkN5jMoiPqUU5qKFMjfvMLlr0fb1XY82sLcZpdSkiHwv8LMi8jXgWSoPyAZt\nfxP4TYDHHnvstmqkiYkJSqUSxWJxXWW+UvFvdjV9I8/3Zvpq9CDaDTlqDTEbVqGrrwy3FU/9Zljv\nulxevFD72Vc+N/I3lwpYhoXrufh18gtCwSvg+E5Db5emteyUjqhm6wBwfYc/OvtbPD34Hg623zob\ndGH+NOcXTgMwEBvi0d5nyblLRM0Y1ga+I27FoFcoHL8MQNxK8ljXc7i+S8i4GRYyX07zRuYbAHSH\n+3ig8/HaPscv82rmqygVFEW/r+1h8m6uNgtT7UcpRd7NEjLD2EaoaTm3i+3QYRP5q1xYfBtTLB7u\neuqW2QTXD/7OCr92/RsxPj5OuVymUCjUZJubm0NEMOfD+H0Fqqot7Edp62xbta89ia7kuCfQbqfb\ngFLq00qpvw98DsgAX9xZiW6lauiVy+V146lbFdu3Vqz0StaK814pTyqVYmFhgdnZ2VqVsZ1GKUWq\neINMaZYHu58gabfTZnfwUM8TLR1nvXj49a55R7iz5o22rRB5shh1aqJqlBhi1LzYCr9mAGl2N0op\nUoVpUoXpDb3c9Yf3BRk7lKLoFCh6Bb4y/rdM5caXvXDlnCUm89fwlIunXGYLUyw688TM+IaMa4DH\nB54jasZI2u083PtkbbspFmFz+azQVP46vvLwlcdscWrZueXcbC1mG+DC0mlypRxFp0jRKZIr54Bg\nZunzE5/iM9f+nPlS62OiN8pG9GOzjC2dQaFwlcOV7IVb9j/Q9TghI0zcauNY+/2r9lO99vXPi87O\nTpRSxOKxZaF+0c5wrZy6pops8qO5k9Ae7O3hljtBRMLALwE/pLbRbbnZacXh4WHGx8fJ5XKUSqU1\nvSatihvciLd6LW9OozSAAJZlLVPsOxk2cm7xFLOlG6DgQPwIzw9+YFvGWc/rtd41f2rg3ZzOvMa8\nmyEWjmGKxaO9z1L0iozNnWO6OAGAZdi1HNzD8cNEW5SGULO9jM6/yZWlwLA6mDzKvZ0PL9ufc7Jc\nzV4kbiU4kDhSM6SOtp3kyuJFyqqM45aJhmIUnSKfv/Zp+mL7+LaDH2Z07i1G598K8ldjBMeK8Hrq\n69hmmKd7372hjBx9sUE+NPL9QJBZpOjlCRvRhqENXaFepgvBdzNmxZe1SVptWBIY94KBbYSwrRBl\nN8i/PZw4hK88rmcv1Y65ujRGxzo53tPONPNumg6rh267+dCXtWg0O7geWXeR+XKajlA3CWttT3HY\niJL3gpfmqBm/ZX9vZIAX9n1o3TGHhoZIp9MUi8Wavrn//sAgP5s5xVIuVZmpE7wWvyTcFWh7eU+g\nDewWIyIDBJlDHhCRe4Bx4DngAeCnlVJXt3P89Qys1YzM+nzUhUKBRCLB6Ojosnb1x544caLmLb0d\nButaRn2jNIDFYrGWiaVaWGJyfpI2o6upKddWG+OZ8mwtBV6qNM2hxLGmjtuoHFt9+QmbER7qeYK3\nF79FwctxLXWFs6W3Gek4XosbB/B8l3AowfsPfKTlxW4028dUfry2+OxGfmKZga2U4pXUl3H8MoaY\niAgHEkeAwGNZ9sq4ykFEsA2bIkVc32Eyew1f+VxaPFf7jifsNmwzTEnl8fBQXpElZwFDTJaceXoj\n+5rO/FHyipXUfB4Jq417k++4xcjujw0RMsMUvTy9kcFl+0zD4vGu51hyF4lbCTzlYYpJwclxIHGM\nofgBlAoy8hQqseKd4bXvtbyXZbJ8DYVPvpwjasSJNTBYN8pq+lspxVTxOnkvy2DkADErWBhd9PKc\nmns5WESaM3ik69k1X3Yf6nqSa9mLhMwIB+JHNi1nVefW66cqCaeTpdwSpmXiu4r3HXsUy9Smxkr0\nIse7H/1kbDFKqRtKqR9RSj2qlDqnlMoqpf5GKfXvttu4hvWnFdcK7+ju7iYcDnPkyBEcx7ml3cpj\nx8fHWVhYYHx8HNh4ur4qzRy3kZR9PT09PPTQQzz88MP09PRwdu4N3sq8Qio0zg3zalPGZ6tTXA1E\n9mNgYmAwGN1/y/7VrsFG5dhsasN6TLF4sO0J2lU3i8V5POVyYe4MsbqUgApF1EmQSWfW6ElzO7i2\neIkXL3+SUzOvrBv2MRw/hCkmppgMxw8t2xfEOgczPr7yyLu5Zfvf0fs0ISNMwm7jge7HMcXCMmz6\nY/swxKA70l/p22IgNkSmOBv0qxR+Jab35dkvcmbuDb4+/bmaob8eGWcWT7n4+GTdRYp+47zKMSvB\nvJPhYvbMLSFLpmHREerCNkJEzCgPdz3F0/3vZSgeLBQVEU5GHqPHGeJ45AEOJNfONOTh1dWeBB93\nreZNs5r+ni5OcC1/kZnSJG8vvlpbx5F3cxU5FEKQSnEtImaU4+0PcChxrCUvxlV9A9T019J8FtO0\nQMCwjNrMgqaOzaTo0wb5HYd+rbwD2IgXc71pxY14gle2W3ls9Q28+v9mF+U0e9xmvcqp0nTtYe6G\nS7fFE7ySI8l76IvswxCTuHVrWr7VrkF3dzez6VlybRm+OTPN8faT605dtwIRIe8sN7ASdpL5cqoW\ncxtTbXdNMaQ7lbyT5UvXX8RTHqn8NJ2Rbg60rW4cHus4SW80KCneEV6eicYQg5HkCS4tnSNsRDiY\nWO7hHIzvZzB+8+WwO9JDzs0yWDFSH+t7lvHsVUwxGYwfIF2cZa6UxjRMjrXdR9ZdrCw0VDgKil6h\n4b2wkriZrGUSMcRYtrixnjOLb7DozCEIjl/mgY7H1u27nsXMEj3GPvwFHwbWbpsw2mi3ulhw52i3\nOokbrVnEt5r+LvoFfIL7zlMePgoTaA91EjIjlLwCthmmY5PZhbZK/aLH3sFuWLy5b+WLmqaCtpfv\nerSBfQfQytXkzcb1NWq3cls1Dq9RRcaN0Oxxm70Oh5PHOT33Gig4lGwuNGOzmVHWYq38v6tdg56e\nHjLWDeZzaZTv83r6JV7Y96GWTi8WvTzj+StEjChDsUO1vo90nODi/Bkc3yUairLkzROxYpS9MpZY\nxJ12HVu5w1SzPkCw5rTkrV/QaKVhXc+RtnsYqaSsW+871hXtpYubBZsMMZd5fp/d9z4mclcImxH6\nY0PknCUuLp4FIG4lmg6paLM7uCf5EDl3ia5QL6aYDds5lWJOCrWpwk4b0V8iwv7wEfY3X99mS+yL\n7CdVvkHZLzEUPVi7BqZYPNL5LCW/SDaT5eL5sR1ZY+I4DqVSCRFhqG8/+4r7mSpfI2rG1p0N2JPo\nLCJ7Am1g3wFsZzGCrbDSCN2sUdrscZu9DvsTI/RE+lGoWuzibmOtaxBkPwim/uszNrSKN+ZepuQX\nMTDwURyIBw/Ejkg3BzoOM1dO4/keC8V5QLAMi3cNf5BkSKfe2mnawh3c1/0w5zJv0Rcb4HB7cy+Q\na9GqlzfTMDmQPIJSiiUn+O482fsCPh5xK0mmOEvMjhO11je02+zOhkVlJgtXuZK7QMgIcyh+jItL\nZxERjiVPbljete7BnLPERP4qSbudgegwABl3lry/RLfVT8xcW69cWbjAhfkz9ET7ebj3iQ3njQ+b\nER7rfA6l1C1/H0MMomaMa5nr25qadK0ZRNu2UUrVsjY9feAFXXxqTXTIx15AG9h3ANvhTb1T2Myq\n+kas9xBfOc5Gw1G2M0PJkeQ9LDkLFN08J9ofbKn3WilFqeLtq8a4XiydxsVlwNzPwz1P80bqG0zn\nJmql3x2/zNcmP8e7hj/Q0kqSms3x6MAzPDrwzE6LsSoXsm8zXZhkPp9BEI633890YYLFclA2/dl9\n710z7CnvZsl7OTrs7mXVFZVSXFg8CwRhJ0vOPM/0bqxoUzN4yuO1zNdwlYtRCOLXw3aEyfJVFD4L\nboZ7Y4+s6lnPOzleT72MrzxybpbuaN+mvbpr3fvb7YhZawaxWiDMtm1OnTqFUorh4eE9+9zSaEAb\n2JoWkEqlmJiYWKZUmzU412t3uwrGrBxno+Nup5whM8wTvc+3tM8qIsKh+DGu5C5gi0UkHKFEAd/3\nOZs7xYPJx3ms75186vIfLzsu5y7xxuzLPL3v3dsil2bnyLlZXp39CmW/xL0dD9+yGLIZ5kppLi2d\nJW61MeelyJWCxXcKxdjiWVzfQ1Viiqdy46sa2EvOPG/OfzPIXCJhHut6Z80rem3pEunsLKCIhxOE\nYrcWdSp7Jc4unML1y5xof5CEvfFZF893a2s4FD55L4dYQnVWSaHwK5lJGlHNHV/7bZuytG63I6be\ngF+t2Njo6CilUol5leLM+Cv0zg3wniMf3FB6xr2ACIihPdh3O3r+Zg+y2Wwfq/WRTqcplUqUy+Va\ntotms1+s1S6VSlEoFMjn86t6ZVpxLnDr6v2NFnnYjqIQt4uD8SM81/vtPN3zXuJmAhR84+JXeeXS\nS/zOqd9gsbTAvV0PY66Y7p3KXedb4y/d9mqUmu1lbOEMRS+PrzzOzr2x4eN95fNG5iXmymkm81fx\nXLfieRYEoS3USdxOYIqFKSbdkSCHtFKKc3Nv8uXJz3B9KchJPe+k8fErebALnJt/kwsLp3E8h0uL\no1SN3EI5z7XcGOP5K8tkGV14i1TxBnPlNKcyLzclv+u7vDz1JV688knGly4TMsPsq2T+sYwQFzJn\neXn8y6ACA6nT6l2z8mPcTvBA96PErARDiUPsTx7ewNXcPdRnKFpNb3d3d+PjMRG5SNEI1nacy7y1\nQxLvYnQWkT2Bfq3cg7TC21rto5qiT0SwbXvNBY+NvNX17S5dusTs7Cy9vb2MjIyQTqeJx+Pkcrma\nIl8p72bOpZEc9Xldq7m9q+mnmuFOD+OppuzqtQZZLC6SLWbxVVD97nzmNA8MPELeynJh8gyGYVaK\nicB46RIHiofpja6TdkFzxxAxY5V4fB/b3HjJ8MCjG3infXzyTg7f9ziYPELCbuNAIgiPmM5Pcnnx\nPC9Nf572UBfHOk5yaXEUT7m8kQ6M4c5oL9dylxCBbDHLtJoMji1N0h8dYrE8j1I+lmnjKodL2XP0\nR4awK1UjPeXVPMjNpgU8lznFeO4KSilenv4y7eEuhmKHmMxdJVOYxfGCVIYXb5zj7438VxjG+n6q\nox33crTj3g1cxd1NVW/btr2sFkJPTw/TqWmorTFV3Ji+QT+pO1o/th5tMO8FtIG9B2lFrF61DxEh\nFovh+/4yg7SqTOsN46qne2xsrLat3jAdGxvDMAxmZ2cZGRlZNkazVRyboT6l1MoiOsVikVgsdsek\nn8s5Wa4uXqQt3MFQ/OCW47MVirAZwTKsWoaKvLHEtfIlJjLXUAQ5koNxBASm8xPawL6LONJ+LwpF\n0ctztO2+po/zlc+5+TdZdOYZih5iujhOySvhVnJrR8woI203dUTMjjNfKV6UdRbJFGdqhrlSijdS\n3+C9w9/Fo13vpODleKX4FSB4mfeUy0j7cboi3cyWbjDnpAJDWilenv0Cjl/mRNuDHG+/n2Imj6sc\n7ut4ZFXZHb/MRO4qYTMcpKdUlXhnBbOFaYp+DqdSZKeKaVh7tlhIVW+/8cYby3RpKpUit5ij1z/A\nXHSKGAmG7EN3jD69behKjnsCbWDvQTbrbW0Ud9eokleVld7l7u5uxsbGiEajDRVub29vzYNdL2f9\nGKvF/m1E9pX5u+tlVUrdMaEevvL5wvinKHlFTDFRfWrL089XyxcoSI4Hhh9kPj9PNBQlEopyafos\nBadQmamslrYI/t3IT3B/96OtOCXNLsAUkxMdD9R+vzh/ltH5N4lYMZ4deB8R69ZYZ4Dx3BWm8tdw\nlctcYZaHup9ibOkMeZUDFH3RfUznJ7iev0xvZIDe8ADU4pMVg7EDpIszFa+0AhG+MPEpTnY9yqG2\no/RF9jHvZVBKETVjhM0IA/Fh+mODXMqOsuQu4PsemVIQLnZu4U3eM/idPNW3/jqBV1NfJessIgj7\n4yOM54IFjIYY9EYHmCunMDAJWSEMDNpDXZzseqShgZ33sgjSsBT5TtHqRdjV/srlEvS5eF0Oby98\nCysTx3Vdkk4nXX4fbW1tLMwt1nS6ph5tYd/taANb07TyrRqhExMTDTN7rOxnpXe53qu9cmoRYGRk\nhJGRW1fX148xOjq65WI2K/N3w01P+J208t31XcqVvMee8lgoz7GfrRnYBVUAETqTvXTFesm7OSbn\nrtWmxQEqtg+CYBoWnZHd/zKi2Rye7zG68CamaeKoEufmT/Fwz1PL2pT9EpZY+MrDV4qyG3wnX0+/\nxBN9weLcuJ1AMHg19RV8fObLaeJdSZ7qfzfj2Sv0xQbpjvbxzMD7eHn6CzXPto/PxcUzHGo7ysM9\nT5EppfCUQ3e4r+5F2eBIMgi/OL9wmvlSJghvWSMueiU5ZxGFjyIwkD90+PtIFabpCHcTtxMk7CSm\nGOTcLPvjI6tmz5ksXWPWmUQBg6ED9IUGG7a73bR6EXa1v1AihNfpIgIlv0gRB9d1a3+bXC5HV1cX\njuOs0+NeQ4eI7AW0ga1hYmKCUqlEsVhsqgqkUqqhsl6pxNcqVrNZQ7kVxWyaKaKzGtuZjm+jhMwQ\nB5JHuL50CcuwOZQ8uuU+E5JkpjCJYZgcj97PmaXXqV/DGLXjDCUPkDQ7EAmmyQ8kj6zeoeaOxhDB\nNMyawbTkLCzbf2HpNLOlKQwxub/tEWbykxTdfG1/zllkMHGQkBFmsTxfq0boK4+yV2QwfpCeaH+t\nfcgM8dzg+zmV+ibjuSsAJK0g88eSu0DWW6DD7sZYJWPHkbZ7oBLeUnALfH7yrxiOH+Zw8jjj2cuE\njDCDDUKpDiaOcSV7IciqkzhG2IwwlDhY2y8iDDWRTSXjzgRx30qRKt/YNQZ2M3pzrpjm+uJlBuJD\n9MX3NdXfvr59TMqlWgpPt+iRbEuyZMxRpMD++GF8986YEbyt6BCRPYE2sDW1LBCNskFsJCzEtu1l\nIR5rsbJts4Zro8WIzaQFbNUixGZfRm4Xj/U/ywM9j2Ib9qpGBzR3fZVSjC9cIZ2bQSkIdYQpOyVM\nw8RXHrYZIh6Js+BkKOddjsbu2xXXQLN9iBjErSR5L0iz1xm++ff2lMtMaQpQeMpltnSDx/ue4+Xp\nL5EqzhA2w4yXLnO9dIm+8CBdVh+lcomQHcL1XFwvWHS45CxwYeE0YTPKQHSQpN3Bsfb7mMpfQ6GY\nd9IslDOMZt/Ex2eyeJV74g83rEhpisnx9vuZyF3hXOEtfDyuZy8xnZsIQkBEKHh5jrYvjy0/1n6S\nA4kjmGJiVRZIrqTslXF9h5i9euhHVOIU/OAFo+AV8JVfW0C8k6yn//JOjr8e+894voshJt955B/Q\nFV29/VR+nLH8ee6J38/RjvsYnT5Dec7DXzSwDhSYyF1EAWUjxwdOfGQbzugOR9iz8ft7iZ2/8zU7\nzvDwMO3t7QwPD9+yr1E6pmq6psXFRV5++WUuXQpSajmO03A6sFEqvZVt6xdANpNyb6VczaYF3Cpr\nvYzsFGEzUjOul8oLZJ2lW9qsdX2mcuNcXriA6zukc0GWBNd3GJs/h6ucmpFgm3bwUBAo2Iuk0ltL\njai5M3i87/nAC5w4zr0dD9W2G5iEjBAgiBLmy2m+lvoc7dEO3jf8XYTtSG3R4kxpEsuwKDoF5nIZ\n8qV8LczimzNfYbowybXsGN+Y/hKfvf6XpIoziBgVz6gwV0rXsoH4yudbs19dU2bbCNfNwAtZd6mW\n7m+u1Ph7GyzubWxcz+Sn+NPzn+DPL/4Br02/tOq4MeNmRcfNlmzfKkopHH9jIRlLlaI/iqBS5Fxp\ndT06nZvis5N/zcXSWf5m/JPgGzjXBCetME2T6fwkrnLxlEu6OLulc7mrkU18NHcU2oOtWdO7sVo6\nJoDZ2dmGWT9WerbrU/pV969su94CyNXkWist4EZo1oNerVi2G6c8z6bf4O30awA82vcsIx03Mzas\ndn0uzJ3h9ZlvAHApeg6p0+JKBenWDMNgqZDF9T1CVhgEQn6Enm7tvd4LRMwoJztvzcAhIjzY/gQz\npSk832GiECwMzJRT7IvmKXslbMuulPc26Ah388TA81xaOM9w4hC9sSDzjOuXgeD7plAo5VP0CkEM\ntQ+2YbMvtp8bc9dRonA9l/lCplY2vPqyW+8R7I0MMJK8h0xplgOJI6SLM1xaOAcijLTds+FrcDZ9\nCk8FWXXOZk7xSP/TDdt12t1Mlq4F182IEjYiTY+Rd7NcL1wmYkbYHz2yKc933snyp+d+n5yzxPGu\nk7zn4Hc05SntifbTHu5kvpgmbEYYTh5ctr9eP86RrmkJpeDtC2/iukHYoOs62AtxJBG0ON7VfBaa\nPYXOa70n0Aa2Zk3WipleLevHShql26sWLKgfB2jaeF051lZDQJpdBLSVcVoRv71WH+fnz9Ry/Z6f\nf3uZgb2a3JO56zXDIVWYoTfeT76cQwQKTrn2DIiGYiwWFvB8j4gV4TsPf3BVb59m7xA2I+yPHWbJ\nWWCicKWyVWEbIQ4nTjC2dBbTMDnZ8SgiwsG2oxxsW75W4P6uRzk993rwPawYzX3RAY60nSDnLhG3\nkpiGxfH4A3xl8rN4vsORjnsREa4uXuS12W9gGRbvHPw2OisVIUWEQ8ljHEoeA6An0s/BxFFMw9zQ\n4scqPbEBJrPX8FENQ1OqRMwYDyWfoOgXiZnxpsMAlFKcWXodVzmIY2BiMhzbeDn10cxp8m4OheLi\n3FmeGHyOZGh59cpGOsQ0grCQvJMlZsdvCTer14+HjxwjRISiyhNTCbrsXtJmGg+X0FFF2I6RWLqX\ntnIX9w88uOFz2DNoA/uuRxvYmqZo5AFdLevHSppJ6Vffrp7btaiwFbnB16OVBX4a9dEf28f1pSsA\nDMSGmurvWMe9TOfGAeFQ+zFCRpirmWDRUtiOYGDgKQ/Pc4lYEVzPYST6CGWvVMsiotEk7XaOJk4G\nC/vCg8StJCNtJ9ifGMEQY9Uy4gBD8YMMxQ9S9ArM5CeZL2d4efrL9EUHeLjnyVpp9K5oL0/0Pc8X\nr7/I+dQZDiaP8mb6VRQ+jl/mTOZ1nt33vlXHWS294FrknCxT+ev0xQZ4avDdFNw8w8mDXFg8TdSM\nMRQ7dIsRbRk2iU28fFZfdBU+5YpXf6N0hLswxMBXHoaYRMxbPeir6RBDDBKhxqXk6/Vj2ArzbOR9\n5EpZbAmBglgshtUNeWsBBKyksD9+YFPnsCfQIR97Av101DRFKxYJNio+s5KVBnWr00utNV61UM52\nGfVbDmMpTDMbGccqhTnafes09xMD72JffD+GmAwnDjXV52DiAN858v2UvTLt4U7ybo4zs2/g+GV6\nEvvXCmwAACAASURBVL3EwjEK5QKZXCoIDTFDTJavcH3yIpZYPD/4fqLW7sn3q1mb+VKGJWeevugg\n4Yrx5fgOlmy9aEp/dIj+6PIXO3sDhmbEjNIe6uJU6pv4+EzkrtIfG2KwzlD78vjf1uKFv3L9s8Qi\ncdz/n70zj4/jLu//+5nZUytpdVvWZfm+7Ti24xxOnJsc5OAMKaFAaClQUmgptNBfaaGUtkAp5b4h\n5SgQIAGa+yaJczlxHJ/ybd3H6tbeu/P9/bG7siztSitpV6tj3n7pZe3OzHeeWUnf+czzfY5QrAGM\ny5JcHE6ViBHm6dYHiRgRNBEuqryS+sIV7O58lKARQBMdpRS1+ZP3NI9GRFiat4rTvuPYNDvVzvop\njbO0aCVX1F1Hh7eVtWWbk3binMo8NHr+HxkqV1ZWFuvC29uOuM6Glt175Gfctva9OK3JSxoubEyF\nvRAwBfY8YjaVkEtFsi6KI0nWnCabnuVkAj5bon46DymBiJ9nWx8lqqLous6yvLGl8TTRxiy/p0Oe\nNZ+8uA5yWfN506p3srvzCRx2R0y4OPLxhoYIhgMopQhpAUQJYaVo8zWf053PZPbSE+zi5Xhy4LH+\nQ1y2+DoO9O6h09+KXXdwYcWVw6I7VxwbOIiBEVsZUQoZlYefCEsSBKtm5ZLFV9HQux+bZmd18cZk\nQ06ZQNSPoaKx+thKoy/YQ7G9jKARAGKlBr2RsQnFU6XCUU2FI/nKU5e/nb2e3QjC1opLKbGnnkeK\njQoMn47yCiRx2mfKWZIY4+TJk7S0tOB0OhlsHWLQ1UPXYCehcJAXG3azofK8WXs/yimmvp73mFVE\n5hHJKkUkq+CRS5J1URxJaWnpOZ0UExVLsjVBjz5fqveyzUQ/p2A0cM5rX2Qoa7YMRgbQtLNTg1IK\nXSwUWouolmXoYgEVq5HsthVnzQ6TzNIb7EYpA0NFCasQ/aFeuvztsWoX0SDtvqZcm8hgpA93XhHu\nPDduVzH5toJztl9TfxM1BUtYUrIMm8PK0f4DbC67gHWl56FrqcNQpoLLUkCRvQwtXrqvylUbe4h1\nrQIEq1ipzZ+ZGvAHe18loiKEVZhDPa+Ou+9MVVSC2LzV0tISK3/o91PpqKGlu2n4YdxtKZkRO+Yc\nwtlEx8l8mcwpTA/2PCKZtzfbIRaTpbq6mpaWllgjBo8nacMXGD+MJJNMp+lMJpno51RoK6LKVUfT\n0CnyrYVUpxkCMhUKbUWgFIP+QZw2B4OBQfr9vRRY3awsWU9XTwdGQYiq4lpKHRVZs8Mks1Q6qzk5\ncASFosBaRKHVjUIRjoSx6BZc1oKJB8ky5fbF9EY9ww/gnmAHBVb38PZCexE7qi9jX8+LRFWU7mAH\nPUEPpY7MtuL2R3w83/oU4WiI7RWXUu5cNJxvsLxwDfUFK9HQZqyWsUN34o94AVJ2kUwwE/kkCbq7\nu7FYLASDQWw2G+VFFfxJ7Z/TNHAKZ9hFZFDNyopLOUcENFMwz3dMgT2PSCYMJ9P8ZSZIJ656Jh4K\nZls4zUQ3RRHhgsrL2K4uzepNPWKE2d/7CoZhEAmHaB7qHK5l7I0MYckXNpRvoi/Ygzc8SMQIm9VE\n5gguawGXV92AP+Ij31qIIlbyzlAGkWiEUDS77azDRojX+17GF/WyJG85da6x3t91RVvY0/sMERWz\nJdkKiVWzkahCbyhFb8hDkb1k3ETKyfJC69M0D55GofC3+bh1xZ+csz2T50qHLWUXcbRvPyIaq4vG\nD4WZSQdBaWkpfX196LpONBqlpaWFzZs34y7fMiPnn9OYHul5jymw5zmpmr9kg3RF60Ricrza25li\ntnn2070pZttj9kLH0xzp3A+AzWLHpluHBbYuOgU2N52+Nl7seBIQ8iz5XFnzRrMr2RzBqtmw2mKJ\nb8FogKgRK+toKMVgqA9ctVk7d6u/EW9kEIXitPcYVc66MQ9nmqZxfvHFdIc6ceouCq1FY8YptBWx\nzn0exwYO4YsMcaL/MP3BHraWX5IxW8NGeLixTcSIZGzcqWLXHWws3Z5rM4Y5efLksONm+fLlHD16\nFDi3Addsc2LMKswcxwWBKbDnOTO9XJiJWtLj1d7OFDP5ucwlOofahoVFMBJgbflGym2V+KM+6gqX\nYdPtHOzeO1xveyjcT0SFY+W6TOYUdt1BTf4SmodOY9PsGamGMR42zY4gsW6BaMPl90Zj0awsSpHs\nl6DYXkZf4Gx3x54U3RmnQqe/FZvdQqW+mGAowJLCFWm1PPf4Onmi8X5AuHrJjZQ4Z8eqYTbo6urC\nMAxaWlooLCxk1apVsz48cXaRPYUtIh8DOgG3UurrSbb/APiJUuqprBhgMoyZ5DjPyXaS4EgymRzo\n8Xjw+/34fL6Mi+CEZ8VqtdLd3Z12AuhsSxjNBhtKz0fi//JseSzOq6G+aCVrSzfjshYQNaK0DJ6J\ndd1TCqtmxyJmiMhcZUv5Rbyh7i1cU3credb0yi36Iz72db/EoZ69RCbRkrvSUUNt3jJKbOVsKto+\nrTCLrkAbqLMe0zLHoimPNZqDfa8SUWF0Tcdus9Pqb+RE/+EJj3u66SH6g730B3v4Y9OjGbNnNlJe\nXk4kEjmn8+7o+4zVaqWnpwer1ZwfkpKFVukishMoVUr9BCgWkR2jtt8E5GfsGkzGxfRgm4xhqkt7\nmYz96+7uxuVyYRhG1sJDurq6KCkpSdvDshA8MhbdSlFeEYZSFNrdlIxIYjw1cJT9nj0YymAgMIBV\ns7KybIMZHjLHsSWplTwee7qeZTDch6ARVmE2l16Q1nEiQn3+yqmYCMRiuM94T4CCoz0HiMQbs9g1\nO+uLMxfzq4lOVEVjbdsZvxzf8d7DtHtbWVWybkS4i2BJ0oCpy9/OPs+L2DQH2xftnNP145ctW0Zh\nYeG4q4AzGZ4450hUEck8NwCJp8FD8dcvAojIUmKab+KnRZOMYApskzHkSkiO9Cz7/X5EhOrq9DoS\nToZEeEh5eTnhcDjlDWL0g8ZEYSVzPeawbaiZJ888GF/CFzTReL7tSa6qfSNKKfZ0PEcwHEATDbvu\nYFXxBtaVnZdrs01mmGDUD8Q6DnrDg5wabKDEXo7blrqF+ER0+zt57Mz/Yagou2rfQFX+2C6A+3v3\nMBDuBUDXdYjGxPDm0h3YdPuE51DxNuypMJRBm6+Jmryl9IW6CRshevxdWDUbywvXDu/X7m3hdc/L\n6Fho87YQVRHODBznDfVv4qW2ZxARLq25Zsz4r3Q+R8gI4sPLwZ69bKvYOa69jQMnOejZS6WrmvMq\ndsyaB1mPx8OpU6cIBAI4HI4x8+HIeXy8+XVBM/UIkTIR2TPi9XeVUt8duR3ojX8fACoBRMQCXK+U\n+qaIbJ7SmU0mjSmwTcaQjSTDdMTnaM9ypr3Xybo2jrdfIBAgLy9v+EFjIg/9ZB9MZpsg7/Sdjb9W\nxLqxBSN+2oaaaBo4TSgcHN7XqtvYXDF7kq5MZo4NxVvZ1/MSuuiElJ9TQw2cGTrOBeW7yLNMbfX5\nxdY/Dpehe67lCd62+j1j9vFHvcO/n5qmoYmOhlDqHL9UZFRFearpATp9bVTm1bCr9rqk8dQHel+h\nw9+CAFV5S9hadgmGMmIBU3FxayiDZ1oeJqqiGIbCiOciKGJ/Ezcsf0tKOxLnFCRWS34c/GEfTzU+\nSFRF8fg6KHKUstQ9de9/JknMjYZhEAgExsx3LS0tBINB7HY7mzebWi45U65r7VFKbRtnexeQqONY\nACSKkF8G3CEibwfqgVtF5EalVMtUjDBJDzMG22QMiXi6cDicsYYF6TQ/SMRwl5eXTyqWO93Y6HQb\nMCT2U0pNyo7JxqDPZEOI8VBK0eFrwWXLx6rZkPgSty4WVrjX8uip33PA8ypRwxj2bK8sWpdTm01y\nR6WrhjfUvpkt5ReNaByVuvlRIOqncegEPcGulGM6rXnxro2C05Kk/SCwvGBd7PcPnXVFW9hYupUr\nat44YV3odm8LPf7Y3ODxd9Dpa0u6X2/Qg6GiRFWU3njSpCbn1rpO5B4A6PGVHIB69woKbe6xg3I2\nTnzHol2U2MupzKthfcn4IS2J8BeIifdQNJh65xmmtLQUh8OBpmnneLAT83AoFALOrShiMoqpxF+n\np8cfADbFv18HPCwibqXUE0qpi5VSlwM/Bj5qiuvsY3qwTVKSbqWNdDyx6Yw11RjudD3H6V5PYr+a\nmpqsxqDPlkomx/oPcmqwAYD1FRtpHjyDSExkDwT7Yuopfq/cWLaNsrwKoipKf7AXt93s5LjQ8EW8\naCIU2Upx6C58kSHsmpNgJMDeruepya+n3LkYiHl8X+x8irARRkQ4r2RH0uZEF1ddiU17jogKs60y\neehEpbOaCsficzzK6ZBncZ2zMpOXIva5Pn8lR/tjJSrrC5J7i3VN54LKXezzvEiBrYidVVfHHkpT\n2HO09yCvdb2Ew+Lkypob2Fk1NnQkGQW2QjaWb+WQZx/leYtYXrQmreOyych5fvv27cOvE3R3d2NI\nlFPOgwTExxLnihxaO9vJTmdGpdRzInKFiNwJ9MW/vg3cnvGTmUyIKbAzjIjkAR8DKpRSd8XfuwbY\nQWy5pkgp9W85NDFtRgrG8UR0OgI3m80P0hWq6dowGVsneriIqigvdzxDd6CTFe61rC4+2yQiFx0j\nk9EVaB8uu9cX6kHXLCgMDGWQZyug0OamN9BDiaOMRdTwbOMjhAiCwJV1N7LIVZXjKzCZKU4NHuXE\nwCEA1hWdzwVlu2JxxeEhnm17hKiK0jx0iitrbsJlLSBkBIkYYRQGSkF/uDepwLZbHFxSc9WE55+o\nVF4yih2lXFJ1FU2Dp6grXEahfWxtbYAlBSuocFYhIjj05F50iHmr690Ti0elFK91vRhrVhPxcrhn\nH9srLx2zX+tQI6f6jrHEvYKagiXD729ZdCFbFl2YdOyIEaY30EuxoyRpQmU2GD3Pj3xtK7DynPcx\nBsP95Nmd2Kw2Gv0n2HfkNarLJueoWBAIqCzF1CulPjfqrdtHbf/nrJzYZAxmiEjmKQSsxOKfEnxB\nKfU5pdS3gO0isjb5obknVbjFeOEMmSzPNxVmshThaCYK8zjc9jptQ80EowEO976ON5x8GT2XLMlf\nEYtnFZ26/OWsKd6IP+RnwD+Iy5LPLSv/hOsq38KKyCYa2xoJ6yFEF0QTGgdP5tp8kxmkceg4Rvzf\nGe8xRAS77sAf9XF2DVvwR3wA2DUHbltsXlBKMRQcmLYNYSNMdJLNX6oLlnBh1eVJkycTDIYG2Nvx\nIg3dB4Zjq6dD4rOBWJOmvCSt6PuCvTx88j4Ode/j4ZP3cbLt+ITjBiJ+vv3qV/jxvm/xvb1fnbHw\nkdHz/MjXzzQ+Tm+om7AKMxA4W3HFptlyHgJnYpIrTA92hlFKtYvIKWDkTF4jIucppV4DKoD+3Fg3\nMam80bMlnGE6ZCOpcKLPxTfkP+cxNh0P3EwnP9bk11PiKMdQUfKthbQONtHr6yNihHnw5L3csf4v\nGOgdRNd1BrQeICYelFI4UsTLmsxPiu1ldPrbEIES29lGKouc1RTaiugNeih1lFPiiG0TEYqtpbQP\nNaPEoHHoBP6ol+0VlxE1IhzpfR1BWF2yCas2cb3k4/2HOdyzD02ECyuvSOoNnyoPn74Pb3gQXXQM\nFFsq0is/OB5X1t7IoZ7XyLcUsrZk05jtQ6GBWHiJij2etPe2smzx+N7xxv7TBMJ+wkYYb9hL80Aj\ny4qznwA5esUt8X13dzdGVKGJRlRFsek26gtXUBgoZaBnkPLy+dtwZ+pkJ0TEZHZhCuzsMDq743PA\n/SLydeC/lVKtObApLVIJxvHCGbq7uwkGg5w4cWJ4X5iaUMymuMxG+cGJwjyWFq/E3+clpPtYW7Z5\nwoSsbNk5ESPjUgdCI5//BF/EO/x74bX3ntPg47WOl3DbiqkrzG4XQJPZwYbibbQ7mtHQWOQ8W0JT\n13R2VV+ftOOhw+KMa4lY7HRv0EOnv5UTvYfp8LWCwGCon4uqrpzw/Ed7D6AwiKrY9xctnviYdEl4\n3aMqymAoMz6QApubHZW7Um5f7KqhxFFOh6+NPClgeXnq6kYJyl2LUCh00VFKUZaXuYeMyZKYq5aq\n1eilGkOhQS5fci2a38LRplj79IGB6a9azDvMVukLAlNgzwxfBa4D/hp4Y45tGZepxAWXlpZy4sSJ\nc7p6wdSEYjbFZS688OXl5ewqTy+xKUGuVwuWFa1iX8fLdPk7qCtcSrlzEZInlJWVceb0Efp9fWgi\nGEoRVRF2tzxhCuwFgiYaVXl19AQ9PNbyOwDOL7t42JOcENdt/kZ6Qx4qnbVUueroC/Zweujo8DhW\nzcZgeAADAxQMhlML2qiK8mTjA3R4W3A7i4cr2bjtU6+7nYxtiy7h5fZnset2NpePVwntLIkHzanW\nqNY1nZtXvoOIEUYXS1rjFDtKePemD3Cm/yRLi5ZTaB9bveRI3+s0eU/ithZzftklk4rT7vF3Y9Nt\n5NvGhrSMJjFXVZZVsqFsw/D7Dc0NRKNRotEokUgEj8djxmGPxvRgz3tMgT0zfB74CPA2YmVzNiQr\nkSMi7wfeD1BXlzpWcCYYz5M8ettIQT1SFE6lCkk2xeVsSSqciHTszKan36bbuG3de8d4IyNGBCVR\nQGEoNbxOk06TD5PMMFvmiEM9rxI2YuXYDvS8wq6q64e39Ya6OTnUgEGU3pCHbSWXsb50C8X2Upq8\nJ1nkrKbUUcGmsgt4of1JBNhUljoco3WoEY+vA4ViKDDAqpL1lDjLqStYntFrWlu6kTUlMZGYjtDt\nDXRz39H/JRjxc0nNVWysOB+AqBGh299Jgb0orRUrYEQXyPSocC2iwpW8Pbw3MkTT0AkMDPrDvbT5\nmqjNX5rWuA8d/wPPNj8NCO/aeCerS8dPF0o1VyXmccMwsFgs87r77ZQQAc0U2PMdU2BnGRFxA9cp\npT4J/Gu8i9Lbgf8avW+8I9N3AbZt25bTIqLjeZKTbUs20aYraEeOl6tkxWTMtkYwI5mqp38y1zR6\nqf90/3GOdh0lqqIUO924HcUUWNxsXzx+RzqTzDFb5gi77kTiXudEIl+CsHFu0l1YhbDjoCq/7pwk\nw6r8Wm5dfke8a3Tq3IRzy+zB8qK1WSsPORlP9Cttu4eb4+xueYKNFedjqCgPnPr1cDLz9UvfMuOl\nLC1iIRF/IIA9xQPwj/Y9whef/w0X1azhW9d/GJtuZXfLs0TiCaTPNj41ocAeD5fLRSgUwmazzenc\nnaxghogsCMwqItlh5J9OYNTr3UDTzJozecarDJLpqiG5rkKSilQVQtJtbJNN0vnMktmZ7JrO9J/k\nsOfA8I11NBEjQuPgCV7teJFQNETUiNIfGOTqJTdxVf0bU5Y9M5m/bC69gGpXPdWuJWwpu+icbaX2\nRRRYCxGEckcVLj11qEGskcv4t6FSZwUXVV3BksLlXFpzTVLB2h/qpcvfjqGMqV3QFCi0Fw13ZMyz\nxnIYBkMDDIUGiRhhDCNK61DjjNmTwK472FJ2IWX2SlYUrqPcsXjMPu1DvXz0ke9wsq+Ne4/s5qcH\nngSgprAOq2bFptlYVjy1OtYej4cTJ04gIhQWFrJ58+ZZ56DINYpYmb7JfpnMLUwPdoYRkUpgF7BR\nRNYopY6IyD+KyD8AJwE78JucGpkG43mfMx1qMdF4ufIkpwpXyUUS4mjS+Rkks3P0Ne1tf5lnmh4D\n4KDnNd665o4x47zU8TQ9QQ8Ou5XivCJ6fX1YNCvPNz9Fy9AZih3lXL/sTWaoyALCptvZVLo96TZd\ndDYV7cjIebzhIV5ofYqoinLh4l1JH+ZavGc41LcXISbuRwv+bLG18mI00RgMDXB+Zeyc+dYCbLqd\ncFRQKCryMl8j3lAGAyEvblt+So97maOSMkdlyjFGH6bFfUDv2fTn7G3fQ57VxYbys1VP0pmDE/sE\nAgGcTid+v5+qKrNGvsnCxRTYGUYp1Q68Z9R7fwD+kBODZjnpTNy5ErQTxRfONo/7aJLZOfqaTvUf\nI2yEAWgZTO5t6w52ArHl8yJnMd6gD7vFQvPQGQxl0B3ooqHnIBvLz8/i1ZgsRJ5vfYKeQBdRFeWZ\nlke5cdnbiBgR/BEf+dYCRIR2X/Nw3WpPoGPGbNM1nW2LLxn1noU3Lns7rd4mih2lFGU4EdMfCfLO\nBz7Fib4m1pQs5SfXfw6bPrn4bYBFrmK+ft2H+NILv+Gi6rW8c8MVQCz/Ykf1xWP2T2cObm5uJhQK\nDXuu8/Pz6e7uZmBggHA4PCtD7XKGmGX6FgKmwDbJKelM3LNN0GYzWTKT3vp07NxUsZWmgdOAsK50\nY9J9/CE/DmsszjbfWoDbUYAR78wHMe+XWQ/bJCvoipKC2N99MBCiN9DDz/Z/j7ARZnnxam5e9bZY\nVZNQFwJJwyEmQ9PgKQ71vIbbXsL2ikvQp9Al0W5xsNSdnbrUz7e+TtNgOxEV5WR/M690HOKiqs0A\nRI0oPz7wKK1D3bx/8w0sco0f+/2ujVfxro0Td8+E9ObghDfdZrOxevVqGhoa0DSNrq4uSkpKzETH\nkZgx2AsCU2Cb5BSr1UpXV9dwM4JkAjOTgnY2Jy7C+A8c2bB9RfFq3rvpQwQiAcrzklclWOSsptXb\niGEottRejNtWzJHu/dgtdty2Yhbn17GiaE1G7DExSWAoA00/q0RsVisPnf41TruDgC/A8d4GfGEv\ni1215NsKCUdDFNun/ncRMcLs6XwWQxn4IkOc6C9jVfH6DF1NZqgrrIxV8AEMpagpOPs3+1977uUL\nL/2KcDTCfcd288q7v5Gx86YzB1dXV58jwhOivLy8fNiDbTIC04M97zEFtklOCYfDlJSUMDAwQEND\nA36/H5fLlTVvx2yInx6P8TxF2bK90F5E4Tjh05fVXEuXvwOHxUmhzU1tQT3bFu1EEw2F4mTfUc4M\nnGRJ4bIp1wM2MRmNJhqF1iK84UEMDLyhWMUOh9WOXbchorG7+Sk2L9oWezicfKTEnGNFUS3fufof\neKZlL5fXbqO24Gyc9UHPafyRWOnE0/0zFyqToKysjMLiQrzhwVgDnDlSFjUnCChzqpz3mALbJKck\nBKWIoGkaIoJhGFitVhoaGjLuaZ5t4SajGe+mlCvbRYSKvEqaB0/TNtTEMvcqrLoNgMdP38/p/lgH\nz03lW7mgyizZZ5IeSinCRhirZk35YLal9BK6Ax34wz5eHPgjECtDt7RoJc2DpznSs5+TfQ3cufmu\nSdeSHo1Fs7K94lIO9uylyF7CcvfEXRVzwbbK9WyrHOtZ/+i2N/Pw6VcJRIL8/Y7bZtyuvkAPvzz0\nY6IqwuL8Wm5d9Y7hn+tsXzmcecwY7IWAKbBNckpCUCYm4OrqasrKyobj9zLtrZ3LXpVc2t7QfYAX\n255GKcWhzn3srL+KwXAf7d4WIvEkyaaBU6bANkmLcDTE3a9/lw5vG3Xuev5k/Z3omj5mP110KpxV\n4IwJ8pahRpa6V9E62MyZgZMARFSUUDQ0bYENUFNQT01B/bTHyQWbK5Zx5i/+h2A0TL5t5nMijvce\nIRQNolC0DDYyFBqkwF4IzP6VwxnHjMFeEJgC2yQrTNZjMVo8znZP80Kj1dtENF6pwY+XfT0vYiiD\nRUUV+Lv8AKwv35JLE03mECd6j9Lj96BQtA220Dx4hiXuZeMeU+9eSX08ebDIXsLh7n0MBPvZWLZl\nuA71QseqW7DqubmtL3ItRtAQFBYs+Ab8tPa0Zb1D75zF9GDPe0yBbZIVpuuxmMue5vnImpKNNPWf\nRKEodyyKN/RQCBo3r3w7Tkue2XDGBIDXu17meP9hCmxudlZdw+n+Y4SiQdaUbhru+ljsKMUY7s6o\nJv27k2d18a4NH4glQk7QqMZkZqgtXMoVldfT0tvImoqN9PX0zcoOvbMBFf8ymd+YAttk0oz0TgNJ\nPdWmx2J+sTi/hretfS+haBCrZuVFz1NEjQiljkVU5C02kxsXKOFoCF3T0SQW3uGP+DjRfwSFYig0\nwPOtT9DhbcVQijZvM9ctfTMAi/IX87a17+R4TwNryzZQ7JhaveipiOt9Ha/S2H+abVUXsjjfbISS\nSdbXbmJ9baxBjcfiMe8BqTDrYC8ITIFtMmlGt9tO5qnOlQfaTKbJHk5LHk5LHgC7Kq8nZISwaw5T\nXC9QDna/yuGefeiahcurb6DYUYpFs8ZanysDEY1ANDAcWjQQ6jvn+OXFq1hevGpGbT7sOcivD/+C\nsBFiT9tLfOqSz2C3ZKYDactgMy+07KbeXc/WxRdkZMy5jLkKOQHmtDnvMdfWTFLi8XhoaGjA4/Gc\n835paSmGYQzH1iW+nw2MFv+ZJNXnsZAwVJR2bwve8BAO3WmK6wXM4Z59KBQRI8zRvgMAWDUrl1Zf\nS03+UjaUns/W8ouwiAUNjfPKcy86Pb7OeHgTRFUEX9ibkXEDkQDf2PMVdjc/w68P/5IDXfszMq7J\nPCVepm+yXyZzC9ODbZKSVHHUoz0Ts8lLkc3QFDMTHp5ovB+PvxOlFFfU3UClqzrXJpnkCJe1AG94\nEE00iuxnuwaWOsoprSwffv22NXeilJGRKh/T5bzKbexufoa+QC8bK86jyDF+t8N08Ud8w576qDLo\n9nVlZFyTeYoAmqmY5zumwDZJyVyMo87msuRc/DwySdSIea8TnBk4bgrsOYqhDIbCA7gs+VNqBw5w\nec0NnOw/gtPiYmlh6lAPXXSQsSX4ckGBrYBPXPSPhI0wtngt90xQZC9my6Kt7Gl7iSJHEVsXb8/Y\n2HMRM1RvfBSCMlf/5j2mwDZJiRlDdy4L/fPQNZ1SRwX9wV4Uipr8+lybZDIFDBXl8aY/MBgawKJZ\nubbuVhyWydVNVkph1aysLz2fYCTAM82PEIwG2V65k6IpJizOFCKSUXGdGPMd6+/grWtvQxfLgg+d\nMlf7JsCsg70gMAX2PCTT3gPTG2GS4Jr6W2gbasJlK6DEYf4uzEX6gj0MhQaIqggY0O5rpr5wlXLs\nuQAAIABJREFUZdrH+8Jenmy+n2A0QH3hSnwhL02Dp1Aonmp6kFtXvjOL1s8uwtEQB7r24bA4WVO6\nflphMFEjiibavBDnC321b0LMKiILAlNgz0Om6z0YLagXsjfCfLg4FwHK8ipw6Hm5NsVkirisBYgI\nmtIARZF9ch7n0wPHCEQDgOLMwHEKrcWoeFXfiIpk3uARePwdtHobqcyrpiIv9yX27jn8U5oGGxGg\n29fFzrorpjTOE6cf5GDXaxTYCnn7uneTZ83PrKEzzEJf7UsHsw72/MesIjIPmW5lj9GVOGaqUshs\nrNKRqaoks/HaJstQaICHGn/Do033safzmVybYzJF7LqDq2tvYVPZdi6vuZEi++T+rgts7lhcNaBr\nFrZXXkKRvZQ8Sz47q6/KhskADIUHea7tMY73H+b59ifpD/Zm7Vzp0jrUTMQIEzbCnI63bp8s3tAQ\nhz2vx2qHhwc57DErkCwIZApfJnMK04M9D5mu92D08t5MeSNmo6c8U0uds/HaJkvj0EnCRgiItU4P\nRYPY9MzUEDaZWfJthay0rZ/SsTX59RgqSn+wl6XuVRTY3Lxx+dszbOFZlFK0e1vwR71IXGUIgjcy\niNuemSogU2Xb4ot4seVZENhRdUlaxyileOzoKxjK4JpV27DpdnTRiaoomuhzviOqueo3MbGye6Zi\nnu+YAttkDLla3puNcXtT+SyS3WBm47VNliJ7CbroGMrApttmRdk1k5lHRFhSuCLj4/aHevFFBilz\nVGLVziYhPtn4AGcGTqKUotpdQzTiJd9ayCLnzIaINA2c5rWOV6h3L2NjxRYALl9yDect2oZVs+Ky\npRfW8c8P/Yjv7P4DAtyx7Vq+eMsHeevaP+X1zlepdC1mRfGaLF5F9pkPzoQZwdTX854JBbaI/DPw\nFuB1YCmwGbgXKAauANYppU5nz0ST+cB4Xo2R21avXp0jCzPneUl2g5lrMYkN3Yf4v2P34rQ4ES1W\nMeKWVbexveIyBsJ91OYvnVKbapOFh1KK3kAP+bb8lCsePUEP+3tfBuDU0DEuLL9i+PfrdP/x4RrT\nKiq8cek7sIxTqUMplfFEQW9oiF8cvJuwEeaI5wD5tgKWFsUeMiZbS/uBgy/gCwUAeOjwi3zxlg9S\nllfBlfXXZdTmTPPYyb3s6zjJW9ddyhJ3Rcr95oMzIeuYSY4LgnQ82C3AdqVUQETeA3xOKXUHgIjc\nlk3jMomI3KWU+lqu7ViojOfVmC0ej0zZMRdvMKMfLn595H8JRYMYKoymxYTOY6ce4Pb176WSmhxb\nazJXUErx0/0/5HjvMSyazge3fpSyvPIx+/WHujGIieiQESRshLDrDgCq8uto8zaDUiwrWoU1xcpJ\n62AzP3jtW0RUhEvrd+K2F7Gh9HycFte0r8MX8Q0npSmgP9A33u7j8qcXvIHPPfKT4e/nAo+e3Mtt\nv/484WiELz//W0781Y9wWGzD84bVaiUcDg/PH3PJmZArzM6M8590BPa9SqlAim2/Zw4kSorIFuAz\ngCmws0A6nt/xRGe6gjTVZJ4pMiWM5+INZvTDhVWzEooGh6tDaGjj1kpuH2rl3oafE1ERbl75dpa4\nl82U6SazGG94iGM9DURVlKgRYV/Hq1y19FxRqZTCqbvQREeAAksRNu2sp/vapTfTNHAapyWPCtfi\nlOd66MT9eMNeVlWsYDDShzc6gC/iZVf19D3DZc5y1pSu50DXa5Q4SllbtmHKY9112Vu4cuX5RJXB\npqrl07ZtJtjXfpJQNELEiOINB+j09lPnLh+eN7q6uigpKcm5k2TOYCYtLggmFMdKqZRlD5RSfiAk\nIp8QkX8RkZdF5FYRcYrIJ0XkjIhsEpHnRKRdRC4WkTtF5KSIHBGRWhGpEZGvishvReRDItIrIi+I\nyBIAifGXIvKP8fc/ICJa/P8jIvJmEWkTkY+KyEYR+YGI/EP8nOtExAm8GygSkX8XkUvj+xyPj79W\nRHaLyPdFxBG/llMicpOI9MTHL4if/4si8pKIpJfNskBIp9JGWVkZq1evTjr5jrct2Xm6uroyUtlj\nqnbMR0ZXirljw50scddT665nSeFyVpas5Q3Lbkp5/OOnH2AoPEgg4ufhk7+bKbNNZjlOSx5Oax66\n6Fg0CzWFdWP2ebzxAR48cR+NntMsc63hvJILzwnx0ERniXv5uOIaoNhZgkUsWHXLcHhJyAgCEIwG\n+GPzQzx0+jd0+tqGjznSc4K/evwf+Zfd/4037Es5tohw86q38smLP8ufbfkwdotjUp/DaNYvXjos\nro/0NPJKx1GUmr2F2966biduex4Oi5VdSzZRW3g2t8QwDMrLy9OqNDUfqillAkUsyXGyXyZzi0wk\nOf498JhS6nkReR74FbAEeBH4HFAF7AS+C3wVuEsptUxEHgD+nJhnuRW4AfgGsBZ4PP79G4E7gB6l\n1DdE5DfAfuCPwBPAt4AaYgLaA/wL8Cul1M9FpA74c6XUX4vI14EPK6X+HkBEHMAuAKXUYRF5ElgE\nhIFXgLr4Z/MXwD7gP4HPKqWaReRDwC9FZIlS8cDABc5Ent9MxTYnzlNeXj7swZ7oHGZGe3qM9rqH\nDD8Om44iTH3xSrZV7hxzjKEMlFLomo7Lmo8mGkqpOV/D1+QsUSOCP+LDZc1HphBzr2s6H9r21xzo\nfI1FrsWsKDm3pXrYCHOm/zgKRTQaoXmgkZr8pVOy9cYVt+DQ7fgiQ9g1OwrFeWU7ANjftYc2bzMK\nxTMtj/CWle8G4O+f/jx9wQEsmoVCez4f2fq+cc8xlc9gPH5y6FE+9ez3EYQ71l7D5y8d//y5or5o\nEcfv+iGdvn7qCsuHH4Amu1o3W8IBc47pwV4QZEJgvwcYEpEdgBN4FlgMNAFKKfUQgIjsAZYqpZ6P\nH/caUKmUioqIBzitlHo8vu8XgO+LiCU+/m4R+Wj8uEfj4/8x/vpepVRT/LjPAidEZAUxkdycwubR\nrgJFzNioiDTGX9+nlFIiogO3AIfik0oJcCD+f9ekPql5ykSTbKYm1fHOk+ocuZ7Q56rAb+g9OJxY\ndrzvyBiB7fF38vCpe4kYEbZX7uQNy2/mqTOPEDEiXL7k2lyYbJJhAhE/jzf/gYgRptBWxK7q66eU\n2Oq2u7mkdlfSbRaxkG8rwBeOleBb5Jp6ZRCbbuP6FTcn3aZStPUIRmNlJw1l4I+kioRMTetQF8+3\nHWDrojXUF47vYU/Gzw4/jj8Ss+Geo0/PWoEN4LTaxyQ3TnZ+m4v5KdnB9EgvBDIhsGuBnymlOuOv\n/w0gLnJHMtrba5A6ROVg3LZ8YkL5k0qpl+LbvhIfP2H7yJmzGfgksBvYC6ROdU5NQmwnxq0E8pVS\nX5nCWLOamRJ/MzGppjrHdM6dic8n1wJ/qtTkL6HHH/uTrnRVj9m+r/Ol4ZrYr3Y+z7qyzVy//NYZ\ntdEku7T5Yk1UoirKQKif/lAvxZNsSjMRIsItK27nZN9RCu1F1BQsyej4CTaWbWMoPIgv4mVbxcXD\n73/64o/y5Ze/R6mzmD/bdPukxvT4+7jh3r8makQB4cE3f4Wagsndcm5afhGHuk8jIly95PxJHTsb\nSDa/DYUH8AQ6KLVXEBwInzOHzsX8FBOTqZIJgd0OvBX4JoCIlBIr4TcdbECXUqpPRNri478UH98K\nbCRWNnA09wF/p5R6RkQuGGd8A9DTtKULsIvIDUqpB+I2rAHalFL9aY4xK5kp8TcTk2qqc0zn3Jn4\nfOaqx2Zd6XkUO0oJRUPUFZ5dsvd4PHR2d2Kx2tFEx4h7ufuCPZNuuW0yu0n8PDU0RASXJTuhPw6L\nk3Vlm7My9shzXFF7w5j3L6rayj23bJ3SmA29jSil8EWCuKwO9nuOT1pg/+V5t3Be+XKGwn6urpt7\nAnv0/BaI+Hi27VGUMhARagKrsGvOOedgyDZKQGmmB3u+M1mBrSc55n+BL8Y9yvuB24G/BOoZG2U0\n3uvKEd9fTlywx8f/mogMAU8DtwGfHmVTgi1AuYiUAOcDvSKyDAgBuogUEosJ7wCq4omULuBiYHCE\nV1xERFSMUDz2+24R+TixePGblFJ3jfl05hhzVfzNFJn4fOaqx0ZEqMofm5B2ovsIzdpxVFiRZ80j\noiI4rU72d+/h0iozNGQ+UWwv5dKqa+kOdLHYVZPRrp2DwQHuP/4HrJqVG1bchNMaq1BjKIOwEcY+\nBzqEbi5bSYHNhQIcuo0LKqfWGfOS6qlXJMk1o+e3wfAAAAYGOhZshRa87V5EBI/HMyfnwmwQ6+SY\naytMsk3aAltEtgJvBypE5M+Ae+Ie3H8mFo/8GeA0sZhpAd4FaCLyXuARYkmM60XkcmIJiVcBbhFJ\nzC55IvL/gCBQRizUA2LJkbXAXcQSHj+glPKIyIfj2z8iIp+J2/Jl4EfAb4D/Az4VH2sPsaTIPwJv\nUUodEZH/JRZG8h1iceObgB3AdcRCV/5ORL6slAoBH4rb8d/EYsf/NN3PbTaTTfE3V2OPRzJXxXE2\n8VhaUYYCDXTRsVvsCIJNt018sMmco8RRToljbN3q6fLDfd/jTF8sNGIgNMB7N/8ZA8E+ftvwM4KR\nAGvKNrKrbnY/sOXbnDzylq/S0HuGFUW1FNjycm1Szim2l2LX7QQiCjGEQr0Y5RyYk2FyWcVMclwQ\nyGwoDRQX7O9QSl2da1tmC9u2bVN79uzJtRlTpqGhAU3TMAxjuDvjfBDdC5UuXzsefwddvjY8gQ4Q\noTKvGltcYG8o3TrcGGQOM6dueXN5jvjsHz9NTyBWZrPOvYS/2fEJXmx9hlfbXwBiYSnv2fSX0y6H\nZzJ5gtEAh7pfwyJW1pZuxqJNbqE7qqIcPLYfuzjBOHclcB7M+9OeI0TkNtvlq39hu3DyvQKG/v3B\nV5VSU4tpMplxMhGDnQnM57l5RrLwirma8DffmOyDTk+giyebHsBQBrqms65kM1bdxnL3GvQUN9++\nQA8vt+2mwOZm++KL0bV0Ux5MFgJvW3cbP973A3RN502r3wpAiaMMi2YhYkSw6XYsevKOjSbZ5emm\nh+nytYEIg6F+Lq6+Mu1jE3NLvrXQ7Ow4HqbiWRDkXGCLyCrgVmLhI1copZ7MtU3TQUTygI8BFYk4\nbRF5nVhiZoIvKqU+kQv7Zopkk6oZ8z07mOyDTm/c06gwQGlUumoocZSf0wxkNL898jOGwoPo8bSG\nC6svzYzxJvOCtWXr+Y+rvnzOeyuK16BQ9Pq7WVO2AV3Mh7JcMBjqw8AABf2h3kkdm5hbwuHw8Mrl\neCzUVc1Yo5lcW2GSbXIusJVSR4Ebc21HBikErEABgIisBz5LLA7dAD5CLOZ7wWF6MmYHk33Qqc5f\nwuuePRBVOC0u7jv6CwwV5aolN7KseFXSY3wRLwBRFWEg2IfH10lvoId69zKsZry2SRJEhFUl63Jt\nxpzFF/ZxtOcYtYW1lDqnXtHn/IqL2N32BILGeRU7JnXsZOeWBbuqKUCW6mCLyMeATsCtlPr6iPff\nSSx/zAbcEO/EbZJFci6w5xtKqXYROUWsfjfAMaXUwcR2EdkC/HtOjDMxYfIPOg6Lk5uX3Y4/4uXR\nU/83XP/6uZYnxgjsYCTA74//CqtuJWpEsetOqgvq+OG+b6KUwmXN54Nb/8YMGVkAKKV4qvEhjvUe\npjq/juuWvWnCn3u3v5OmoZOUOxdTnZ+dmtizgZ5AP7859jgVeSXctOyyKTXwGUkwEuQTT/wDvrAX\nBXz+8s+yOL9ywuOSsbRoFXXu5QgyabsSc0uiJfpEnumRgnyhebOz4cEWkZ1AqVLqP0XkH0Vkh1Lq\nxfjmV5VSPxOR7wIrSV7q2CSDZLbvq0mC4czReBUSAETEDQzOlxbriUnU4/FkZf+5TDauNZefn67p\n5NsKcduL0ERH0Mi3FY7Z70j3fnoD3SgUFt3K7evvpNPbTsSIDDcsefz0QzNuv8nM0+Vr51jvYSJG\nmJahRk73Hxt3f3/ExwsdT9I4dJLXPC/QHegcd/9URKJRfvPcI9z66Q/wT3d/hXAkMqVxssl7H/4n\nvr73F/zLC9/l7oN/mPZ4rUNteEND+CMBDMPgkOfwtMbTRZ+W6B/pmU5GYi4DWL16NWVlZXR3dxMM\nBjlx4sSCuEdkiRuAxA//UPw1AEqpwxKL6ztKrBu1SZYxBfbMch2QUl2IyPtFZI+I7Onqmv1d2Cea\nRKe7/3jMdrGeyWvN5pjpYCiDYDTWRvrS2qvZVL6VdWWbuG7pLWP2zbPmD9+YNdGwaFZWlqw9Z59O\nb3v2jZ6nzIU5ImJE6A/0Y9PsMKJKlcMyfhm7xO9YgkSY0WTwhQJc9rn3cddX/4mXGvbxk0fv5WeP\n/27Mfl2DvXz1iV/xu9f+SC4qaZ0eaCWiovgjQQ50n5j2eIvzF5NndeG0ONBEY13ZmgxYOXVKS0sx\nDCNlqEiyuay0tBS/34/T6ZzxOW6mUSJT+gLKEn//8a/3jxq6DEgEzgc4t78IxEoO/y2wPasXaAIs\ngBAREVlELOaoE/hPYt7lv1VKBScxxnnAPjX9mfha4G9SbVRKfZdYvW22bduW+/qJEzDZeLtMJDkm\nlhEDgQB5eXkpY/dyvdyYjYTOXCSJesOD/OH4LwlGAtS7V3JZ7bVcWH1Zyv1XFK/BFx6iw9vKpopt\n2HQbNYV1XFh9KS+1PIeIcEntrhmzf74x2+eIvkAfn3v2X/CGvawtW8sNy2/kcM/r1LtXUF0wtnHR\nSNy2YiqcVbT5msi3FrI4r+ac7Wf6m/j+vrspsOXzgS3vo9BeMGaM54+9TmtPJ4pYmGvEiDLoHzpn\nH6UU1/33R2nu68KqWxgM+Ljjwuume+mT4s71t/Kjg7/Dqll497qbpj2ew2LnC1f+K4e7G6h311GW\nl9sQi4nC0JLNZYn9F0wi/NRCRDxKqW3jbO8CEk+yBcA5TypKqW+ISBexWOwXMckq81pgx5vY7FRK\nfTve8OYxYomG7wK+P2rfpcDfEWt04ycmyhsBJ7Eb2mdF5LNKqfAUbdEA11xvrz5auE5GvE60fzqi\nOOH5UEql7SHJhcDORkJnLpJET/QeIRAJoDA4PXCc7ZGd5FldKfcXETYv2o5SCm9kkIgRwaJZuLL+\nDeyo3olFLNgts79Ln8nU2NP2Mt6Ql4iKcMRzhHesu52bVrx9wuOiKkqXt511xVvYVnEJkiQ84d+e\n/086fJ3oomPTbXx0+4fG7LOysi7m7cu3I74QG5eu4U+veTM/fu1RGrqbef/W66ktKOd0TztKKcLR\nCHvOHJ5xgf2R8/+EP133RhwWO84M/T24bC62Lc5Nu/XJOjRSzWULJhE+e50cHwCuB34FrAMeFhH3\nKN1xkpin2yTLzFuBLSIuYi3Vb4u/pcW/DEY9O8Y91L8B3qSUej3+nhDrDNmvlOoWkfuJVQP5JBOT\n7E/nIuD5KVzKrCKbwjWdsROej5qamuF9kk3uZknAzOB2lKCLRkQZWMSSVrtspRTPtD5Cb9CDLhau\nrLmRPGs+rnGEucn8oLqgBk3TkKhg0SwU2sfG6Y9GKcW9R35ObzDmbFtftoXF+TUsLVp+zn7BaGzR\n0VAG/kjyAgh1pZX84WNf4clDe7h87VY2163iB3sf5uOPfZ9AOMTPDzzJ6b+6m/dedCM/e+lhrLqF\nOy9J7UHu8w3itNmxWzJT+ebZpoM8enovNyzfzo6qicvYzRVy7dCYk2RBYCulnhORK0TkTqAv/vXt\neCjJ74FfE3Mgfi/zZzcZzbwV2MRqUT86IqzjZ8CXiIWIfDyxU1xI/xT4QUJcAyillIh8Argz/voF\nEflXEVmilDqT6qQiUgnsAjaKyBql1JH4phsZ5TWfi0xVuCZEsNVqPacBwWTHTubhSDa558ITkuuw\nlGywpHA5l9ZeQ7e/ixXFa9Pq6uaNDNIb9BBVUZRStHgbWVlkll9bCKwtW8sHzv8gZ/pPs23xdhxp\ndGL87bEnaPe2osdXpp5v+SP+cIAbV9zKlsqzoaJ/vf3DfP2V7+Cy5nHnpnelHG9T7Uo21a4cfn3Y\n04g/HEKh8PgGCEbDfOltf8XHrn0nhY48XHZn0nH+6f4f8M0/3ovTauf+D32RjVWT77w3kiPdTdx8\nz2fwRYJ87eXf88qdX2Np0aJpjTlbmO59YT7NmWmRxTJ9SqnPjXrr9vj/V2TlhCYpmZcCOy6aPwAM\nB4sqpQLAh5PsvhNYD4zJhFFKhUXkpyPe2g38BfCpVOdWSrUD70nyfspj5hJTEa4ej4cTJ07gdDrp\n6+ujpKQkqadjqqJ4tkzu89WLU+9eSb175cQ7xnHoeehiQSmFiFBsN1cRFhIbKzaysWLjxDvG+a9X\n7+H6uiryrTYsmkYgEiBshDnW03COwN5UsZ7vXv/VSdvzga038osDT9MX9PLh7TfhiHujF7tT/14a\nhsHXnvo1RjyM5NvP3Mc3bkuZPpMWx3paz0kAPtnXNm8EdmLuDhthDnr2xpKbi9dNWIlkvs6ZE2E2\nmlkYzEuBDWwgFmN0Ko19t8T/P51so1JqZCr7ceAuxhHYJmPp7u7G6XTi9/spLy8f9mBniqkK80xP\n7nMxLCUUDfP9139Jq7eD9218O0vdtePun85DiUWLhYW0eBsptpdS5pwfIsIk84SjESqUm/95+TWW\nF7rZumwJdl2waFbOr7yAcDjMDx+8B6vVyp9cdTMO2+TjlVeUVHHmI3cTiIRx2Sb2qANomkZdcSXN\nfZ3YdAubq5eP2SdqRAlE/eRZXON2NU1w5ZLNLHGXc7SnldWl1eysWT/pa8kk/kiAE72nqCusSZow\nOhWePPMA7d5mQOgNdHNh1fgJzXNxzswImsS+TOY181VgryQWO51OvenEZ5BOsdSu+NgmkyAxiVZV\nVY0RZblcIsz05D4XE3TuPvgb7mm4n5ARYW/nIe5/8w9S7hs1ohztOIRTd0E3415rnjX/nLAQf9gH\ngNM6fqk2k4WDUoo3/effsL/xGP5ggANdTfhKe/jJl79Kod2Ny5rP9g/cQkdfLDb7oZef5lef/voE\noyZH13Rctsk1N3row1/i7hcepLZ4Ebdvu/qcbb6wl18c+iGBiJ+qgjpuWXnbhCLbZXPw8nv/mx7/\nEKXOgrREeYJXjuynZ7CXK86/GIs+/du2PxLggw9/jKGwD4vofOPaL4zb/THdebo70EU0ftv1+Dom\ntGMuzpkZw9TX8575KrAdpCeYARLdD5YCR8bbkViFkcw86i8QPB4Pzc3NKW8mJ0+eJBgM0t/fP+MT\n7XiT+0wK/2ycK90xPb4eQkYEhWIw5B0O60jGH47/ko5QK4YyqM9fyUq1Ak0mFi2HPK/z1JlY+fcr\n629gTemGqV2UybyixzvA3tNHCEcjIBC0ajS2tXDfvQ/w+LNPcPGFO+nsO1tlbM/R/TNqX2VhKX93\n7R1Jtx2PV9eJqihtQ030BropcU78t6uJRlnexImfI/n5I/fy6e99CU2Ey867kO9/6kuTOj4ZJ3pP\nMRT24Y/4ceh29ncd4vK6nSn3T3e1b3P5dl5uewYFLHXMnyTOjCOYAnsBMF8bzXQD6ZYseARoBZLW\nkhKRrSNeOohl5ZqkSXd3N6FQiGAwSHd395gGMZF4l7XILOu2NpNNXXLZlOY9G95KVf4iHLqdj217\nX0pxHVVRWoeaYomLKJp9pzjoeS0tW/a07SaqokRVlD1tuyd9LSbzk+K8AurKKnFY7aAgz9AocRXy\npW//F7v3vMDXf/CNuAZRgOL8jaumfK4jnoM8cPz3tAw2Z8T2Umf5cI6aho7Lmj9mn3uP7uaTT/2I\nA12np3Wu+3c/jj8YwBvw89TezBSiWuKuxaLpOONJqKtLVoy7/0SNYxKsK9vMVusuNquLGWoJTKoR\n2GxvHmZiMlnmqwf7daBARAqUUoPj7aiUCorIXcDdIvKKUur+xDYReQfnthRdHB/bJE0S3blEZDgk\nY6QnpLKykq6uLsrLy6d8jmx4gCcKH8nkOXPZlGZxfgX33DzxsrsuOlX5tbQONQGxGFVveGjcY5Qy\n6Al4sOk2BEETnUWuqvQvwmReo2kaj3zyWzy6/wWcYkULRdAV/PnHPwiAjrDrsnW0DvWQX+TgM2/9\n6JTOc7rvJD878GPCRpgXWp7lExd9mnzbWEE8GaoL6rhx+Vto97ayongt9lHVUh459Sp/9sBX8EWC\n/OD1hznxgR9SYJtaeNTbrnwjLxzYi6YJN1x05bTsTlBgy+eb13yR17sOsbpkBYvzx8+TmEwoR2XZ\n4uGk9snktyy4hEfTgz3vmZcCWynVJiKvECu0PmG3IqXUb0WkF/i0iHySWDJjF/BTpdRIgZ202ohJ\nalKV1UsIv2XLlrFs2fTKX2VjYp7ohpLJc86VpjSbyrcTjATwRb0U2t1sKBu/qcXz7U/S4WvFatOx\nhWyg4Iq6mW3oYTJ7CET8HOzei67prC/ZglW3UeB08eYLrhrexzAM3njNjTz4xEO8Ydc1fPq9n+SL\nL/wHIvDgid+zpnQNuja5WOouX+fZFwoGgv3TFtgAde5l1LmTz10NPc1ElQFA2Iji8Q1MWWDfetl1\nrKtfRd9QP9vWbJ6yvaMpcRZzed0lGRsvwVQ6Mno8HgKBAEopampqJj5grpPFMn0ms4f5GiIC8B/A\nG9LdWSn1pFLqCqXUTqXUe5RSH1dK7Ru123bghxm1ch6RzhJfWVkZq1evPqdJzHSXBdNdvswkuThn\nLun0tvPbhv/lVN8pery9XF13M/m21OkIURWl3deCIhbT7bQ5iarIcBfOHr+HYCQwg1dgkmt2tz3B\nif4jHOs7xJ7OZ4ff//2ep3jfd/6Z+/c+g6ZpfO2zX+b4s4f4s7+6i8+/8FN6gyEMFaHb76HD2z7p\n864v30Sh3Y0mGvVFy6jMXzztazEMg7+5579Z8+nb+If7vs3ZdgsxbltzGRV5ReiicePyC6h3T6+S\nzqq6ZVywbguaNvtv2ZNd3UuUcRURnE7nwvBew9k47Ml8mcwp5qUHG0ApdY+IfEtESpUW7JhBAAAg\nAElEQVRS0w5uFZGbgW/O9Vbn2SSZVzfVZJt4PxAIkJeXNy1PcDa8tRPdJBZa9ntvoBsZnuGF/mAv\nbkdRyv01NNy2YobCA0SMCOFIiB1VlyIIvzv2S9q9LQjC29b8aVrJYSZzH294CIVCKcVQOBa5t7/x\nGHf9+N/xh4I8tv8FHv7UtwhaAnz62f+kw9vHqf4oIQNuX1WDXdd46MSDVLoqecPy69P2ZOdZ8/jY\nhZ8iGAngsDgnVb0jFU8f28s9ex7HGwpw9/MPcPPmS9mx9GzZvQpXEUfe/1284UDanutXGhs47mnh\n+nU7KHTM3a6nk13dG1nGtapqYYSQiZgO7IXAvBXYcf4a+HMR+Z/pCON4K3WnUurnmTNt/pEs7jeV\n6D569CgAVqsVh8NBaWnprOrqlemwk9l0bVNhadFKihzFdPu7qHBVUl0wfr1sEWFX9XW0eZtwWQso\ntpchInjDQ7TFkyUBTvQ1UOIs43jPMfqD/Wyq2IxVt87EJZlMgFKKnoAHlzUfhyV5t8PJcH75hTzf\n/iSaaJxXvgOAjv7uc5qvdA308s1jP6Q32I9Vh+oCjTO9sKZsB019r7Kn7WWsmhWLZuHa5emHG2mi\nZbREpNNqJ+GzVkoNN68Zfc50xfVjDXu4438+h4jwpcd/wUt/+52MPAjkgsnmlKQq4zrX58wJmZs/\nXpNJMK8Fdrx749dEZLoBdyeUUumVTFjAJPPqphLdANFoFJfLxerVsXJODQ0NsybJJdOJh3M9gcem\n27hz818SjAaw6460bv4WzUptwbkxqg6LE4clL1YXWxQVeYt5oeV57jn0CxB4rvlZ/mr71JLZTDKH\nUooHT95Ly+AZQLh11e2U500vzKG6YAlvyX83wPDvz66127hw5UaeOvQKl605n4tXbebu0y6UoVAC\nkajC6je4c9Nb+PsnngMgYkTo8fdMy5bpcuGyDXz82ndy32t/5B3br2Zz7fTaIzx1bC/+cBCAk92t\nnGxp5OP/72N0ebr40me+wI6tO6Zt8/GeVt73wFeIGAY/uPEjrCkd/yF5qkx2dS/V/qPnzHkluEXm\n7AOUSfrM/oCuDKCU+v/snXd8VMXXh5/Zmt4bCYRA6ITeRDqIAnaxoSKKDSv27k/F9tqwFwQVsaAo\nCioqCIIFBOmdAKEmpJOe7XfeP242dVPJhiTswycfsntn5s7dJOeee+bM99Qsd1B7/xqVSFoqTSGL\nVDnnGlTn1cfHh4CAAGJiYiq831zyml3N+1SofG3u+Ozd/fMUQpzyErtWaDk7ZjQWhwWr3cbBnH3s\nytiBVbFidVg5lHOwEWfsoaHYFCvH8g5hV+zYFRsHTu5plHFFJcdCr9Ox8J6XSf1wJZ/d+TxajZZZ\nw+8npNiXor0nyf5iDzNix/LJ+mUMbTMOrdAS7B3M+I7nNsp8ToWZ465i9QPvcdvIS095rEv7jMRH\nb8TX4MXw+N68/vYrrN2wlj2Je7j+zhtOfbLArb++zX8n9rM57QA3/Dy7UcZ0J5VtZlNKpzYJnhzs\nVk+rjmB7qJnTFVUtH7FwOoXOqESLj0xUQ+Vrc8dn31Q/T0UqKFJBp6nefEgpUaTiMk92b9ZOlBKF\nhZ0Z2xjf4SL2ZO1GCEGfiL5um7eHuqPXGPA3BFJsKwQBbfzcE+10RbRfJEtuns+Pm1ZxZ/gcZu/6\nFc0uDQFePux+9DP8ja2vGuiAdl3Z+sgnpORm0iemE/c8dg/I2vudSbSmsuqeHOwzA4+DfQZzug2W\nc/d4ffVSWwOnU/v6VDief4yPt32ATbFxQadLGNpWrf5mc1iRSAxaI+lFaczZ8g4mm4kJ8Rcwqn1F\n7d7YwI4cyz+MBCJ929AzPIHHh/2PIlshsQHt3TZ3D3VHCMHkbtdxKHc/QcYQomvJuXfH+VcW7KHY\nZAYJCgpWu43UvGz8I1qfgw0QFRBCVIBarvyZh58mLT2djKwMXp/1aqOMP3fSTKYvewOHojDv/JmN\nMqY7qRwwaG0BmJbqYAshugJPA3ullM9VOuaHuvftIinloCaajw6YDjwhpazXDUQIMRz4H/CllPIz\nIcSFwJPAI1LKNac6N4+DfQZzug3Wmbh73ElL0b6uzKojy7E41FzR5Yd+YWjb4RzJPcjyw0uQwOjY\n89iRvoNiW1FJm58ZGTumQlpAv8hBBHkFU2wromuIqrwQ5hNGGK3n5tka8NJ50yOs8XSXq0ORCvtP\nJmLQ6OkYXFZRsFdoB3wDvMnLK0BIQf+2XYgPOzPsRERYBN9/9l2jjhkf3IY/r3vllMfJMxWxMnET\n3SJj6dmmg8s2dcmXrq3N6Q4AuZPmnvEhhOgAPAJYABNgAI4B3sB8IBbY76KrFTgKNLxyXP3RAHkl\nc6ov24F2lP041gHdGmleHgfbg/upzpBWt3vcw+mlphtfpE8USTkHUaSDEG812vZf6t+lqiD/nfiH\ndv6d0Gv02BU7AcbAKjnbQgg6Bp3apjAPrYfv9n7D1vRNIGF8x4mMjTsHgFt6X0CA0Zcjeamc03Yg\n/dt0rrMOdL4lF73G0KjKIR7A7nAw+q27SS84iSIlP9zyAkM7JFRpVxfJ1tpS2k53AMitNOMUkRLV\ntMXApVLKHSXvCWA2kFdSyO+Qq75SSqsQ4njTzbb0nBsb2LdACJFR7nW2ECK3sebmcbA9uJ3qDGmr\nNqAtmJpufOd2nISvwY9CayEjYkcDEOYdSY75JCAJ9Y5gZOxYtEJHjvkkI2PHAFBozSe1MIVI32gC\njIFNfEUemjN7snZidVgB2J6+pdTBFkJwdbeaS4P/s38b+1KPcFG/UUQEBAOw5ugKNqWuRwi4vNt1\ntK+m2qKH+pNZmEtybiZWhw2B4K+D21062M7giTHAwB9HVhDiFYJXrh9arbbUrrTmCHVtaIRAo2l+\nHnaJI/0F8LHTuQaQUkohxMOoqRgASg3DnI7dAzXNpzYqz7fR5u9xsD24nYYa0tqK1LQKuaZmSE0/\nL61GW+o0g/qzaGOOwyvQBy8fL3qF91fbtC9rY7IV892+BSgoCODybjfgbwhoikvx0ALoFzmA9SfW\nIaVkUPRZde63as9/3DD3WRQpeWvF12yZ9QV6rY7NaetxSDtI2Jj6bwUHW0rJ/iMH8fPxIyby1Cs6\nng7envsOi5Z8y6XnX8IDd9zfpOeO9A8mIboD+zOOI6VkQg/X8oFOB/qN/14i35yHVqNlWMRoYpT2\npXbFVYDljLHtzTeCPRzoCSytfEBKaRNCfFHuLSGEeBm4BVgqpbzR1YBCiGjgUSAfOBt4TUr5ixBi\nHPAY8DNwLZAmpbxQCHFJyTy8gbbAraipKg+gVud+HvgIyAGulVJuKXeuPqjVtqOBC4GDwEJgAjBe\nSrlSCBELrADullL+Xp8PRwgxC7ABvYBjUsoHa2rvcbA9uJ2GRqqri6S2dE3pmmgON5j6/Lyys7PR\nafWE2trQNaqr6zbmDCQSu2JDr9GTVZzucbA9sHf/Xtas/ZORQ0fQp19/9Fo9Mf5t69x/8+F9mG3q\n5trswlxyigqICAgmwqcNGUWpCCFo519xz9P/3n6Rr376Fgl88Mxszhtec4S8ubFlx1ZeeedVTCYT\nR48fZdjgszlrYN0fSk4VjUbD8jteZ9OxROJCo4gOrN5OSCR55lwkEkVRKCCvtOZBdbRm214eATTD\nADZAv5L/j7g6KKUsKvdyKGpE+z0gSQjxnJTSVerIYmCalHK/EGIgsLZko+QGVEd4GHAj0FUIkQDc\nL6UcCSCEeBdYAEwCdgB3AnrUPOlvgc+FEL3KnaszMAj4ALhHSnm9EOL6kuvJLGmTBfzRAOc6AbhO\nStlRCBEOZAghXqqpUvgZoYPtoelpDE3m6nSxa9LLbgptb3fS0rRe66JdHuHTBr3WgF5jQKvR4W8I\n5ERBMkpJ3raHM4/jKcc59/IJzHr1OSZcOQlRoKmXcw1w6YDR+Hn54K03MqJrP8L9gwC4ssf1jIk7\nj0mdLmVw9LAKfRb+/B0mixmzxcz8779stOtpKux2NTUD1AiozW5v8jkYdHrO7phQo3MNaiXLoW1H\noBFajFovzooZXuvYzakWgjtxyvTV96sJcAZd6/KLtU5KmSylPAakA1WWhIQQA4DOUsr9AFLKTcBe\nVIe7ENXp/UVKuUtKuRi4Dfiv3BDzgHNRI9mZQL6UcrGUMhd4BugBlC5RSSm/k1IqwEbnfKSUmcBn\nwF0lzS5Ddc7rywFgqhBCD4wsea/GIoaeCLYHt9AYkYjqIqk1RVhbegSkpeUl1iXabdAaubLbjZw0\nZWBz2PlsxxwAovyiuabndE9FszOQfQf2odFosNqsGAwG9h1IpH27+kk0do6KZftzX5Ken0N8eEzp\n75FRa6R/lOvUhcG9B/Dfjs0AjBky4tQu4jQwqN8gpl87nR+W/cCF513A8CHDau90GpkQfyGjYseh\n1xpq1M13cqbsy2nGEewDJf93APbVo58d1/5kZ9SIc3mSUB1mUPOdZaX2iZXaUq59eXaX/B+EGpWu\naT5vAVuFEE8Ao1DTTuqFlNIihIgBHkaNqkMtYjAeB9uDWzhdjmJLc1Ar01pvMAatgSi/tvx1dCU2\nRd3QllJwHJO9GB+972menYemZuigoYSHhuNQHISFhnH24LMbNE6Atx8B3jUGkSrwyYvvsWzNckKC\nghk9uPaIanNDCMGzjzzNs488fbqnUmcaouTSHFLl3E3z9K9ZAZwArgRmVT4ohBggpdxcTV9Xl3QM\nCBBCxEgpU8q1S3TR1tm+R6UxFdRc6u6V2hpQnfODqE52tfORUiYKIf4AXgYOSSnrvZFRCDEWuENK\nObrkda19PA62B7dwuhzF1uqgthZiAzvwX+o6BOBr8MdL5326p+ThNODn68e6X//hWMpxYmPaYTAY\nmuS8XkYjk8+7qEnO5aHhtPSVyNoQonlGsEuitHcDnwkhNksplzmPCSGuBnY5X7roLsr97/z+X1St\n6ZuBZ4UQWqALcEe5fuXL/X4ErBNCxEspk4AhwPdSynQhRHcgRAhhkFJagdHAV1LKXCFEcA3zcTIb\nWEm5lBIX83X12kk/IFAIYaQsRSRCCFEopXSZk+rJwfbgwcMpY7Hb2Jt5DIvdVmO7uKB4rk24ifM6\nXsQNvWegER4TdKZiMBjo1CG+yZzrloLFamX52j/YsX9Po4+tKAovvvESF0+9lFV/rWr08RuL1p6L\nLVAjoPX9agqklN8DFwEPCiH+EULMF0K8ilq5cVeJTvYQYIwQopsQ4gIgEpgshAgErgDaCCEuKYkU\nTwZGl2xYnI0aBU4TQoxAVSyZIoToUnLuTaiqJJ8JIZ4Hzkd1zp3YgSeEEPcBY4C7S3KipwMIIW4V\nQrRHVRvpIYQYXO66/kB11o843xNCDAISgAuFEDFCiPNQN15eKYQIqfTRfIeac70TNXq+D/VB4WR1\nn6VoQKTcQxMwcOBAuWnTptM9DQ9uwJ3Ln+4YW0pJUl4i+dYcOgf1wN8QSJGtCIfiIMAYQL6lmCFz\n7iGzKI9w30A23PY2AcYWWeCjGcaUqudMsBFSSvKLC/H39q1TkZn/9mxj/e6tnDdkJF1j45tgho2L\nyWzmmkduZdeBPSiKwjuPv8ykkeMbbfxvlizigf89iMlkwsvoxe61OwkKdLW67qEaTtlGCCGuCris\n59f+53Wpd9+U237YIqUccKpzaIkIIUYD86WUcQ3sPxzoIKX8vDHnVROeFBEPLYbWkpfnzuVPd4x9\nOP8A2zI34JB2juYn0dEvgbnbPkIiuaTLpdjtwWQX51NkM6MpFqw9upuJXQY1yrk9nFmY7BY+2bkM\ni2Ljxp4TufPtZ/l792bahbfhl2c/IsjXv9q+uw4lcs2zd2O1WXl38XzWffgDYUGVg1DNl//74HXe\nmf8BDsWB8DEiNBp+/WdlozrYefl5KIpak0ORCmaLudHGbozy6GcKagT7dM+ixdGgCvNCiMtRI84X\nA9Mae1I14Vmf9dCkVJbRq4+sXkuTsKuM81r1er3blj/dsbRaYM1TC3cANsXK8sO/YVNs2BU7yw/9\nRo+I9jikgkGrxS4d9AiPbbRze2idnCg8xvKjP7A+dQ12pUwR7PF/PmL2lm94Z+tipi1+jg37d2BX\nHKTlZPHb5r8qjKEoCp8unM+zr84iJTWFfUeTEELgKHEgj6an0FKw2W28/en7OBwOkKBzgLfRi8vO\nuaBRz3PN5CkM7jeIwIBAHr77IaIiohpt7Mr22ZVtb+k2vLFw5mDX9+tMRQjRBrgOiBJCXFHP7tej\nFqd5U0rZeE+UdcATwfbgFqqLVFSOsNYUca08RktXCHFeq81mq7XgQkNxxybPTkHdOJJ/AIvDTJeg\nnmgc/hzPO45EEhsQS2xgOE+MHc62E8l0jwjDLLNQU/KqIqXE4jBj0Bo9+dctkL1Ze0grPEH/qIEE\nejUstcCh2Pk3bTWKdFBozSPIGEK3kN4AJJ48hsWh5vGnWLIpC1hJOka1qzDOnPlzeOGNl7Barfyw\nbAmrf1pN8FeBOBwOusR2pHd8ZdGB5otOqyMiNJyM7EyMBiPXXjaF6VdOpWPbuEY9j5+vH0s+/6FR\nx3RS2T67su16vZ7MzEzCw8PdMoeWQjOW6WuWSClTgZtKvurb97TtavY42B5Kaczlu+oc58pGuCan\nufIYLV0hpKU+IPjq/bmo4xQUqaDVaOkdPoho/2gsdgvD2g1DkQoB3jAyXpUqzSxOo2tIz9L+2aZM\nMovSaRcQx47sjaQVJaPXGhjX7gK8dR6JvpbCroydfLbjExTpYPWRVTw98nm0Gm3tHV1StvdHrQuh\n8sjga7lp+f/hkApPjbyBjmMjWfrvKoZ278vgLr0rjLD3wD7MFjNSSlJSUwj09WftBz+QkZNFm9CI\nOuVsNxZJR5J4b977dGjfgTum345WW7/PRQjBjx9/x8dfz6djbBxTL7umyea/L+s405fORiD49JL7\n6RJav4I/TirbZ1f2zmazERISgs1W82bo1o7Akz5wJuBxsD2U0pj5u9U5k5WNcE1Oc3NySBvj4eN0\nPSA0xtyFEGiF6jRohIaz25YVuDiSdxC9Vo/NYUMrdHQPLXOEMovT+XbvAgSg0+gJ8Q8BJFaHleMF\nh+kSnHAql+ahCTmWf7RUw7zIVoTJXoyfofqc6OrQanQMjhzFzuxNBBqC6Rxc9jA2qm1f9tzwOYqU\neOlUdZHeca5Xe+6YfjvLfv+FwsJC7p0xE41Gg0ajISa88dIe6oKUkgumXERmdiZeRi+EENx1850V\n2tgVB4knj9LGL4wQrwCX48RGt+XZ+59siilXYPrS2WxJPYhAcPOPb/LXja81yriu7F11Nr2yjWrt\nudrNVaavPEKIbqh62Jeiqnc8JKVcc1on1cLwONiNjBDCB3gAiJBS3l3ufV/gXuA48KeU8uhpmmK1\nNKZD2xjOZHOKWLdkXVZ3zt3qsLAtcwNGnRGDzoC/PpBQ77Ll3xMFx5FSwS4daskuRXI8P42tqYks\n1/3Lld0uZmzcuZ5qji2AgW0G8fcxNWe6W1gPfPV1L/BSmXb+HWjn38HlMYO2cuE313Tr3I3Nf2/m\n0T/f5F9zKv+kbGV4TL8Gz6mhKIpCdk42UkrMFjNHjh2pcFxKydRfn2ZX1iGEgG8veImuIfWrWulO\nRMk/AI0bhXRqcprrkzrYGmgJDjYwHxgBLAf+ompFRg+14FmlaHwCUH8RS0M7QghvYAmwSEq5oDk6\n16A6tF27dm1WBq0+myDdSW2bB5vLPF3hLk1Zi8PM0oNfUWgtwOawohU6wrwjKrSJC4xHq9Gh1xgw\nao2cyE3n3+O7MNmtnDTns3T/zxzNO9yo8/LgHiJ8I3lm5As8Ouwppve5pVk8FM3bvYT1mbtJyktm\n5upXUKSCoiik5mVhdziaZA5arZbH73sMrVZLRHgEd9x0e4XjmaYctmXsp9hupthmYcXRDU0yr7ry\n6SX3MzimC0PaduXji+9z23lq2uBY2UaFhoZSXFxMfn4+27dvb5Z29VTQCIFOU/+vpkII0RmIllLa\npJQbgDTgzM7raQCeCHYjUyKgfhgoL6XwErBUSnngNE2rxdJcIhm1RdObyzxd4a6VgKzidBzSjkRB\nI7S0949nYOSwCm0CvYKZ1ut20otO8MXOT7EpNmT5/FtkqUKJh+aPUWfEqDM22ng2h40cczYh3mE4\n7A40QoNeXzFQZrZaOJpynMjQcIICAkvfl1Ly179/Y/W1IrQaJGC127jgzQfYc+IQ0UHh/PHw+wR4\nV83z33H8AE8sfp/IgFBev/peAn0aHo0HuPe2mdx9811oNJoqDx4hXoGEeQeRYykAYEBk89p82SW0\nLX82UlpIdWRlZWEymRBCEBMTU+V4eRvljHRLKdVN0RZLs7Srp0ILyMGOQi1R7sRTMKUBeBxs91D6\nyyiE8AduBR4TQnwKbJFSvnPaZtaCcGWU65qb19Q5fM0pX7ypCPEOBwQ6jR6BoFfYAJeb3rz1PoT7\nqHmxUkq8dTosdgcaIYgNaEfHoE5NPHMPzQGz3cS7G2dTZCvi8MbjLJ+/Bp1ex8IPv2D4YPVB7WR+\nLsOvmUjGgUNIKbn9xhk8/9gsAP7b8h9bP1+FYXw79KG+3JRwEduOHeBAulpRNKPgJKv2bOTSAaOr\nnHvKB0+Snp+NXqsjwNuX2VNOPXJb3cZGnUbLj5e8zspj/9E5qB19I+pfYKSlk52dja+vL4qi1GqP\ny6st2e129Hp9q7OrzVlFRAgxCrgNCBZC/B9qiojzWAfgTSBQSjlaCDEQ+AL4Wkr5TEmbW4A4wLlb\n9g7UVf37gYnAHOA1YBJwELgTCAIGAzdLKXcLIRJQc7/9gHuAYCmluSQv/AZU33UQcJ2U8rgQIqLy\nOKgVFh9ELc3+JfAKkAWMkVLmCSE0wH2oGtnjUYOgb5VcwxTUkurjgXVSyscb8lk284eoVsHZwFHU\nX6r7gMeFEOef3ik1DeXTJqpLocjKymL79u1s27atyjGnUfby8io1ynXVUW1qvdXmmF7jbrx1PlwU\nfzVD24zhwvir8dGXRQqllBzKOcixvCMA+Br8mNjpIgK9AvHSGvAzGAjy8mVU+zEIj1zfGcnh3CSK\n7cXYFCt/LPoHm92GyWTipbdeLm3z1MtPk554EKkoICVz5s/BalU3WhqNXkiTndxFe8idu42+gZ1o\nHxaFIiUCgaJIurZRc53NdguHco9hK5EANNssgJo/XWQxuf1ag738uaLLuFbpXBdY89iZtYnjBdWn\netUnTc3ZVq/XEx4eTkBAQKuzq81ZB1tK+SfwEZAjpXxUSrm63LHDqOmuztebgNKcJyHEBFQH9gkp\n5TQgFLU8ehFwANXZPQzMRHWu3wZel1LOBFaj5n0DPA3MkVI+ArxYMrYv8DkwS0r5IOpzyj0l7V2N\nkwkko5ZjzwLiUZ3pK0v63KVegnwJVSf7DSGEnxDibCBeSvkCqpM/s6E+myeC7X7CgOQSgXOzEGIp\ncC6wrHJDIcStqNFuYmNbfrGOyk6uqxSKlJQU8vPz0Wq1LiX9UlJSkFKSlZVVLy3sMzGi7C5qWg3w\n0fsRF1g1Ar3s4BK2pm0CJGPizmV4u9EMaDOEAW2GcCzvGKuPriYuKI5BbTwVH+tDS7YRq/9Zw9wF\ncxl+1nBuv3EGkb5tkFKiFTqCIgOwFtvQarV061SmGrJy5YoKY4SGhJamkPRN6ENwUDCmNBMSycq/\nVvH0kGH8ct8bLN+1nuGd+9IjugN5lgKm//oARbZiwn1CmXfeK3x04+Pc99UbhPsH8fTFtzTp59Ca\ncCgOVh9fhlWxoBU6BIK2/nFV2lWXpubKtjjblj/W2mjOEew6UDldpPzrOykX8QbmAYtQndlkIFdK\nuQpKi8cMAaaXpFXpgAwhhBYoBL4VQtwFfABYUR3jY1LK4pKxLwVs1Y1TMq/ckj4rS865DTX9BdTI\n+hUAUso/hBDxUspCIcQ0QBFC3FvSbjnQoJKwHgfb/aRQ9gMFOAH4uGoopfwI9cmRgQMHtricp9oK\nw7gyllLK0qVVV5J+ddHCrslIezh1GpJfvidrZ6mk286MbQxvN7r0WGxgLNN6N2nF2lZDS7URmdmZ\nTL39ekxmE3+v/4e42DgmnTORGf3v5lBuEtfNuYlF33yHv68/t15/c2m/wf0HsfLPVdgdDrp06szC\nOV9WyHEuKFTzmu12O3sS9wLQq20nerUte+jbnL6DYrsJs8NCtimHfSeTGNdjMDueX9hEV996sSlW\n7Iq6KqBIB/nW3Hr1r8m2tGYbruZgt1wPuwY6A3+Ue52Emh4SgerwlrdZsYBNSvlm5UGEEPej2rnt\nqE76nUB71Ag0AFLK7JK23WsYp7KNtAPOXK7K4zmXYGKBz6WUX5W8rjJuXfGszbqH8n85awGDEMKp\nXdYRWNz0U3I/lSPW5dMmqkuhaNu2LaGhoXTp0sWlMa3L0qKn/K57CQ0NZUvuf3yV+imfbJuDzWGt\ntU9CeB8MGgN6jZ4+Ef0rHCuw5GF1WMguzmTu1neYs+Ut0ovS3DV9D82AgsKC0s2tUkqystV0MJti\nJdI3gvioeJ649zHuueUuvIxepf3mvvkRN157I3169uKma6YT27Zi1P6+2+9FCIEQgl49erk8d6eg\nOKSUGDRq5LtdQLQ7LvGMxEvnTTv/jggEBq0XcQH120/hLoWj5o5GgLYBX80EhTIntTLHgB7lXgsg\nD0h30TYV6CSE6FvaWIhBJbnRgVLKK4BzUCPVU1GDlcNLUkWc7YfVMk5NpAATyvWJFELEl4x3efmG\nQoghtYzlEk8Eu5ERQkQBo4BeQohuUsp9QohrgGeEEDuBjVLKjad3lu6hcsS6LhsNy+dWl399Kuf1\n0Lho/TRsL9yCXbGTlHOAzWmbOCvmbEDdqHYk7yBBxmCi/MoqwE2Mv4geYb3Qa/TEBJSVuF51+Bd2\nZ21DI7QYtT6kFqagSIU5W95lRLsxjIgdhU7jMUutjY7tOzJ9yo18svBT+ib0YXhNvUoAACAASURB\nVPKFl7EldQP/JKvBrvjgrpzf6bIq/XLzclnw9QJMZhOJB/cTF9uesSPGlh63WCxotVrsdjvvznuX\n+2+/Fx/viguEsQExvDf+BXZk7mVQVB9CGljivTxSShRFqXfFxtbIoKgR9A0fgk6jIzv7JMezU+q8\nubwuUerWWHSmBaSI6Kioey0oCxymA12FECGoEesEoEgIoQM+BOYJIR6WUuagpm7MlVLaS1aeSv9g\npJTHhBDrgCVCiIcAMzBUSrlRCHGvEOLBktSNBSXnXga8AywUQrwEDABOSCnX1jCOBqosFThff4m6\nJy4ZNR/8emAGsBBYIYR4F/gOdWPm5w39ED00IlLKNNRdruXf2wxsPi0TakIqG8u6phbU1K4uY7Tm\npcTmgF6jx2mTBAKjVpVpk1Lyw/4vMdmKADinw4XEBnRU2wlBXFDHCuMoUmFHpvpn4JAOimwmrHYb\nRTYzdlnATweWkmM+yWXdrmiiK/PQWCiKwleLv+JY8nFumHID0VFtqrR57vFZPPf4rNLX+4/sxVaS\nXnA496DLcXPz8kq/l0hS0yuudPj6+KLT6rDb7ei0umpLt8cHtSc+qGpxl4OHk9i2cxujho0kPDTc\nRc+qbNu1ncumTaa4uJjXn3uNay+/pk79WjN6rbrSXp29rq+TXL69c8yUlJRW42gLIdA0Ax15Vwgh\n2gG3AG1K8pHNQDRwpRBiO7AS2ALsQ5Ug3oJa/yNeSvl9iYb2YiHEWlQn/QkhRBBwFRAthLhFSjm3\n5HRTgI9Lvv4CnLmDfYGVQoifUdNKPpdSWoUQF6M68T8Db0gp361unBJlkQuA7kKIEUA+MBDoIISI\nQ908GYWaArIXuEFKKYHfhRD3AI8AlwCPSil3NeSz9DjYHupEQ6IIjbEh8VSi0w2NfLTGiMmp4Gfw\n59qEaaw5spK4oI70jlBX4qwOC4XWAmSJXGpqYXKpg+2KrWmbKLSY0Wm06LU6bIqCj96bfKuq4mBT\nbKQUpLj/gjw0Oh8tmMvzs1/AarXy3Y+L2bJ6U619EsL7kl50AiR0Cu5W+v6BQwfRabV0aN+Brp26\ncPlFk1m4eCEJ3RK4ZNLFFca4+bqbOHT0MHsSd/PozEcxGuuu0b3vQCLjJ6tVRL29vNm0aiP+frXr\nYf/fm/9HXr7q+D/54lNud7DTszJYvnoFPbv2YEDv/rV3OI1UZ6/ru4+jvFMtpUQIgZSy2dYaqC/u\n1MEWQjyAuskvsJwD6pSeuxfVGZ5aogBSBSnlcVRn+Kpyb39TqdkEqkFK+TLwcqW3rcDtJV+Vz3Wu\nizFGVzP2X1RMQalxHKDyslhCpde3lXxVHu8d1Gj5KeFxsD3UiYZsdKtrZLmmdqcSnW5o8ZemLhrT\nEhz6LiFdWZe8hm3p/5FtyuDahOkYtEZi/GNJK1Kd4vigrtX2Tyk4ztL9i7EpNjRCg93qRYy/PwKJ\nUefF8fw0tBotEzudEQqWrY7d+3ZjMqkPSsdPHEdRFDSaml2IhPC+2B0KH2//mEWJe3jozx/pbQpl\nzYdfgYQXnnieG6ZMIz5OfWhLSU0mMysT39gyOUij0cjrs16t11yPZJ7g6cUfkJmWjqIRmIuKQEDS\nkST6JvSptX98h3j+Xq/KCraNbltr+5qQUvLwM4/w+aIv6NUjge8/+76Ck7/vYCJjrzgXu8OB0WBg\n0ZyFDB3QoHTQJqE6e13XQIlDcbD56AZyi3KI0MSUk2Q00rZt21aTCuiuFBEhxHAgVEr5uhDiKSHE\nECnlBqHmZxRLKYcIIW4CngU8xtbNeBxsD3WioZHkrKys0ihE27bqzaiyM9nYDqZzPL1ej81mq/ec\nGzunu6bry8rKIikpCW9v72YdmUnK2U+OKRuJJK0wheSCo7QP7MiEjpeSY87CR+eHt96lOA4AJpup\nVP1BUSDMxxt9iQPm7xPE3YMeRiM0nvzrFsrtN85g2e/LKCou5u6b767VuXay/sR6jhYUsSu7ELss\n5LA9A723QJNjYt4X85h65XU89/oLOBwOTqSn8ehLT/F/jz3H2x+9w7qN/3LH9Nu5/qqp9Zrr9R88\nSeKJo2g1GhwdwzDutxMZFkG3ztU/IJbnfw8+RVBgEFnZWdw7495q2xWbivH28q6xpPzhY4f5avFC\nbHYbe/fvY/FPi7lhSpnCzl2PzcRms4EQmC0WNm3f3KwdbDg1VaffD//MwZP7EECBzKONPQ4Ag8HQ\nqlIB1U2ObkkRmYSa7gCwp+T1hpLUh6Ul728Ehrrj5B4q4rmbeagTDTVu2dnZWCyW0u+hqh62s01S\nUlKFfg11uJ0R6Pz8fLy9vevdv7ENeW055t7e3phMJqKjm6+6QbBXaJkKBJJAYzAAxbZCVhxaSqGt\ngAFRZ9M/6iyX/TsGd6J7aE92Z+7ETxvGyqOHuSA+DgmMjh6JQWtw2c9Dy6BH1x4krt+HyWwmwN+/\nzv3a+rdDULZSrdVq8fLxQWcWjBk+Bo1GQ1BgENkns0GqWtdD1qzEbrcD8NhzjzN2xJh6RZLziguR\nSOwOB+i0IOGqS66qoF5SE0ajkYfuerDa44qiMPWOaaxYvYL4uHiWf/srgeVKvJcn0D+w1AEXQhAV\nEVXhuFPz2ylnOmlctSvzTY6Ukqc/nc3y//7k8lHn89AUdaX9VFYAUwuPo+AAIFfJprNfAiaTqTQ4\n01o4hRSRMCFE+dSOj0qkO0uPAzkl35upKBHs5BzU4i8e3IzHwfbgVkJDQzGbzUgpq9XDDg0NLY3i\nJicnY7FYTimi64xACyHclupRn6h7XXLMo6Ojm110pvw1Roa14fLu13LwZCLdwxLwNfix4siPpBYe\nx2q3IJFsTltH74gB6DT6KmNphIare04tHbNzUCoHTKkMbRPPx9s/R0Eyc+AdtA9sWcVTPJSh1+tL\nHcK6MqnT+XjrfbHKX9ibncnUHmMZ0G0aOp2eSedMRAjB26+/x40PzcAuFZScAuxKmbStRKIG5yry\n47+rWLN9PVeOnMRZPfpVOPbW9Q9zxycvkpWZgWN/Cg6rhZ17dzbsol2wJ3EPf637C0VRSElN5ufl\nP3PtFddWaHMiLZW5C+YS3SaaLz/6gs8WfsbwIcM4b2zFNNJ3XnyT2x++i2JTMW89P5v49tXvcWhq\n/tq+gYWrfqTYbOKjn75k/KAR9O3Uw6W9q6u97Bc5hLXJqwFJr9ABGK3GZmkbTxVBgzc5ZkkpB9Zw\nPJOyOhv+QAXtWiFEJ+ColHJPQ07uoX54HGwPbsVVNLi619nZ2ZjN5lojurUZ66aoBFZblKbyHFui\nAkrla4wP7kJ8sFrqeWfmFlIKjuKQDoTQIKUDg9aIRtQsW1aqiY66HP/4mmc4mn8cgHc2fchr4150\n70V5aFYUmorJTrbyfL8bGdCpp8s244eOZvSkCazbsYnivCKcfklYaBj3zbiXdjHtKrTfsHcb933w\nPCaLmaVrV7L2rUVEhZQphIzuMZA9r33Pi2++xDub3kXn7cMd0yvsvTolIiMiS7+XQMe4qk7xJVMv\n4cjxoxj0Bu6/4z4+eftjl2N1iovn90W/NtrcGhOtVltaNkQCuhIFl/I2zWkHzWYzPj4+tQY7+kYN\nIj64C0Jo8DOUrYS0hH0q9UEtle6WFJFfUGXlFqFuBlwuhAiUUuYJISKBPlLKxUIIP9Qy4UU1z1NE\nAoaSTYQ1IoToL6Xc0gjX0GrwONge3EpdDWNlp7imqEVdlyDd6bzWlqfd1Bsl3UFN16gpp+EvhKBT\nYDf6Rg7BptgosOQS7BVWrWRaefQatbyy83sPLYcT6aksWvY98e07csHYCVVyjY8cO4Kvr2+18neK\nojBp1gxST2YgpWTuXc8xrk/VFCOtVsuCR2fz3vw5HO12mLDgEEYNG83wIcNcjns8M7VU6FYIyMg9\nWcHBdvL4vY9xy9Sb8fbyxtfHl5lL3+GnPf9yacIIXrtgRo250zURHhrO0i+WsGjpIkacNYKhg6qm\nux5LOY7D4cDkMLFv/74Gned0MyxhILdeOIVfNqzhyjEXkNCxag670w46dcPrEuzwN1ZNp8nKysIk\ni7Fl2lqsPS2PRgh0bnCwSzShxwghpqOWCc8FPiwpOb4csAshHkPNUqkpEo4QIgFVpi5MCDETtWje\nrc7od4kM3vtAL1SZPCGEmCGl/LDRL6yF4rmjeaiWxoga1NXRLH+url1r3mzUkE2IjR0Bqc15bw3F\nb2q6xm4hCWSbMskyZTAg8izaB8aTb8njk23v4JB2gr3CmNJzegVH3BV3DriND7bMRUEyo99N7rgM\nD25AURQmTZ9M5sksDHoDNpuNyyZcVHr86ZefYd7nHyOE4PP3P2PMiDFVxig0F3M0PQW7oubcrt27\nxaWDDfDqe6/x1odvY3fYiWkTwxP3P1Ht3CYOHsXcX75h1+H9jOl7FrGhkUy59RoOHTnM84/PYvzo\n8aVtnc7/mqRtfL1tNUVWM19s+Z3Leo1gWFxlRa+60793P/r37lft8UdnPsJLb/wfvr4+3HPr3Q0+\nz+lECMFDU2bw0JQZpe/ZHDZ0Gl3pw4nTDrZt2/aU7O4/BWtIzN2LTqvn3tgHifR1lVrcclBVRNyj\ngy2lfL7SW1NK/u9buW11lFRL/B9wlZRSCiHOAZLKp5ZIKTOEEH8B7zsj10KIcUKIiVLK5rns0sR4\nHGwP1VKTc1xXh7WujmZycjJWqxWTyVSrIa7s+NVlLk0dUW7OqR+NgVajY2S7MkfFodjZk7UNm2LD\nIe2cNGdx0pRFmE9Elb7FNhOf7V6MxW5hWsLlPD3icfVnmJKNPlTXqj+31oLJbCLzZBYOhwOzYmZH\n4u4KDvYnX36K2WIGYM6Cj1w62P7evgzq0pu/UveiaCBf2Ko932///oElyhdNRiEpqSmcSEt1WcwG\nwNfLh+X/Nx+H4kCr0fLsK7NY/c8abDYbN9w1nWPbj1SpwOitN5bmcksp8dY1zqZbp4ZzZe69bSa3\nTbsVg97QKqpBSin5JWkxh3MPEmgM5sru0zDqvFzawfoGO0y2Yvbl7UFBweFwsPHEBi7ofHGt/Zoz\nGtHsKzk+APwuyzY4fAC8JIS4U0pZWK5dXynl2+VevwesFUIsl1IqTTXZ5oq7tM49tAJCQ0OrXdYr\n77A2BuV30teXusylpmvxUDeysrJITEwkKysLgMO5R1i6/0f2Ze3l670fsyNjM4p0oBM6dBodAUbX\nJalf3ziX7xKXsfTg7zz5z2tA4/8+eXAvvj6+XHXBZAx6PQF+/lx78ZUVjvdN6IO3lzc+3j4MHzLc\n5RhCCIb0G4hGrwEBn29cTr6pakro8fxMdgz0xzK+K+Yr+6Lx0mOzWWudozNFSaPVlKYhVSmaXMKQ\n2O48ec5U+sd05tlzb6B/2y61jl8b83f/QqdPr2TIV7dwJC+1ynFvL+9W4VwDZJsyOZZ/BImk0JrP\nwZzq017q+rfutDcFuYX4GfzRCi16jYF2AS1/I7RAoGnAV5PMTb0JzwBWl3vbWa78unLtulMmCQhA\nSU53AapSyRmPJ4LtoVpqisLWNTJdl8hxVlYWUkqMRiMxMTH1nmdd5uKOiHJr23hTG+V/loq35Ll/\nXsDmsKHVaBkY3RWDVouvwYfuoX3oEzmoWum9E4Xp2BRVZi29KBNoHSk1Zxqzn3iJx25/gAA/f4yG\nihUUv563kMU/fU9IcAjnj59U7RhRgaHotXrsigWDVodBp6qQ7Ew7zOSFsyiymrlh8Hno9HosOEAI\nrp1xG+3bVS17vjfjGHaHnV5tKm4qnHnrTPYnHeDQkUM899iz1Tq19wy/jHuGVy781jCklDy34VPs\nioP04pO8u30xr428q97jnMzPZdehRHp36k6QX8ApzWfdf+swGAwM6jeoweNUh6/er8z9E4Igr5DS\nY5U3mztVpWqT3nPam5yTOdw3+CE2p20i0jeSnuG9Gn3+TY07U0QagQRUub/DzjeklAVCiC9QKzE6\nc6ynAW+46H8QtariCjfPs9njcbA9NIi6OqzVOU7ljW52dja+vr4oitIgR/V0pWM0p42M7nT2i23F\n5FvyCAkJ5uTJHEJDQ0kpPIEQAgUFvdCTZ8rHz+CNv9GfAW2G4q2rvujMHf2m8vCfL2JT7MzsPx1o\n/Sk1rYmCokJSM9OJbxdHeIjrn5mvj2+dCsBcN+Q8Mgpy2JF8kJnjrsRLrz6UPbJ8Hsfz1Ievtzct\nxY6CTmoIKHQw7bJLUaSC2WKmsLCQiLAI5qz/iSd/+wSAe0dM5olxaqBNSkmAvz+fv/9ZlXPvzT5E\nnrWIwVE9Xe4VKCwqJCMrg7h2cXUunONECEGoVyAZxTkYtXra+VVNlaqNzNxsRt9zFXaHAy+DkTVv\nf0Owv2s97dr430tPM/+bz0DC/Xfcx301FMhpCN56Hy7teg2J2buJ8Y8lxr8sylw5Yu3j41Nq660O\ndSXC1cN4+XtHoFcQY+NaT1BUiAbL9DUFnYE8KaWj0vvvAzOEEMNQi9UESynTXfTPBOpWtamV43Gw\nPbiV6hwnp9FNSVHLbNcW0WiO0eJTjbo25jW5y9lPKUjmrf9eR5GSLiFdubW/Kmfmb/cnzDuU9KIM\nov1CkFKhwFJEtF/7Gp1rgF7h3fhlsurwNFSpwcPp4UjKMSbefhVWm42+3RL49vVPqjifWSezOXL8\nCL2798JgqDmXWavR8tC511Z5P8IvCINGh1U4sNnV+7xuzV44UcSkHydiPSsO1h9CpwiuvOhy/ou2\nY7KpBa0WbF7BQyOv5JqZN7J283rGDB3Fgtc+Qqcru939cOAPnt8wD40QjI0dzMsjZlY4/8HDSYyf\nfC5Wm5WzB5/NqJFj0Gq03HDFVLy96laQ5pvzZ/HutsW084/gjr71j4xv2rcDu8NOoakYgB1JexnV\n1/Um0NpY+tuPFBer4yz+6ftGd7ABIn2jifStKq3qtJN6vZ78/HyEEMTExLA5dRMLdsxHCJje52Z6\nR1bcg9eaH7pFE6Z8NAAvwF75TSnlTiHEP6hR7Gjgx2r6W4CGL7e0IjwOtocKNJUj6zS6ziqPRqO6\nxJyYmFjFEIeFhVVxIGubZ32OQ8MqR57qDaAxnWJ3pVhsSd2ExaH+jPZm76bYVoyP3gejzshLY14g\nx5zDFzvnkmtWi4dlFpcFNGr6GXgc65bJsr9XUmQyYXfY2bp3JykZqbSLKkvrOnDoAOdefT5SSuLj\nOrLi618alGf85qTb8dYb+SnpP7JM+QCIwycxl+y5UrYdQ1js2IFFS77l5lee4UhOGgDndRnEmvV/\ns3XPDqSUbNi2kfVb/2P4oLPLruPw35hLfq//OPZflfMvWbaEwqJCFEXh783/sm7XZrQaLTv27eKD\nF96q0zV0CIzm9VENVwjp27knQgj8vH3QabW0C2tDVk42YcHV/42vOLKZbRlJTO4ygvigsk2gF0+8\niPlfqxHsyy+a3OA5VUdNf+tOO5mYmFi6Uqn1M3L9V7PJtpjpFezLTwd+rOJgt2bUFJHTPYtqyQZ8\nqzn2PvAp4A1cWU0bL8qqSZ7ReBxsDxWobwGVhuI0utu2bcNqtSKlJCUlBYvFgt1uL402OedR2YGs\nbZ51PZ6SklJa3KapUz3q6xTX5SbW2HQI6oheYwAk/gZ/vHRl0TuN0BDqHcrI2LEsO7AERSoYtQZy\nzCdxFCrsObibPWILllwT45RJJERUfwPdmLqd9OIsxsaejY++/uXtPTQN/bv3Qq/TodVq8PP1q5Ii\nsnzN75gtZux2O/uTDnD8RDJxLvKlayPI248PLrqHI18+yeqjOwAQ0UGQot63NXlmpFYgpCAwIICB\n2kiGXno/Qq9jYtfB7Dm4D6VE/k9RFCLDIyuMP6nDcLZmJKIRgtHtqsoB9+vdF6PRiN1uR2oEDocD\nh8PBjn2NV/GxJjJzspn6xB3YC4q5ZNz5DOzai3NuvQwJ/O/WB7nxkilV+qw6uo1pv7yK2W7l3a0/\nsm/6x/jo1cDFrEefZdI5E9Hp9AzqV6P8cYOoS7CgvL37eOevZJjNKFKyLbuQyZ0jXfZptYhmHWTY\nAfgLIfyllAWVji1Gzbve6yKFxEmbkjHOeDwOtocKNHUBlbZt25aeLzk5GbvdjsPhQK/XYzAY0Ov1\nJCYmVtHHrm2edT0upay1cqQ7qOwsN0epQYCEiN7c1v8O0ovS6BvZ32Wuar+owRzI2UtmcRpWaeaP\nI8voySAOsIdCJR8ErDj8Mz3D+7i8qfx2aA2zN81DIllyYAXzJrzcFJfmoQEM7TOIr1+dy66D+5g4\nfBxelTY3njVgCHqdHoPeQFBAIG0iy/SKn375WeYv/JSBfQfyxYef4+1V+4PUE8Ov5nBuGlkFeUR1\n70xq6kYoKZXuHxjI+GFj+XXFL8x8/F46dejEH0tWApDQpQfvz3qTZat/45JzL6RzXHyFcS/rPI6u\nIXHkWQoZElVV73rcyHF8+eEXfPXzt/y66S+sJ9Uo+pRLr67fB9ZA5ixewIGjSdgdDr79dQm79u3G\nUqKc8vbCuUwYPpbPfv6GmIhorp1wGRqNhj3ZR7EpDhQkFruNTFMe7fVq7rcQwmXBm8airhvNQbVj\nOhsYNHrMDis6jZbBxiFkZWXVuVZCS08d0TS8VLrbkVKmCiE2o1aC3FDpmFUIMRc1il0dPYHX3TjF\nFoPHwfZQgVMpoNIQA1je6AYEBGCxWPDz88NoNNK1a1cSExNdOpW1zbOux+tSOdIdVHaW65ICc7qU\nNjqHdKFzSM2yZTqhLXW+JbC2YD17CvcT6RuABg16jb7avpvTd5Yu1x/IOVytdrCH5sGghH4MSnBd\nRGVgnwH88uWP7Nm/l3NGji1VF0k6ksS8z+dhtpjZsOU/vv/pe669omrudXle+PtrXv53EQ6Hg4CD\n+eQVWtB4GVCK1d+VPp17EuQXQFG0P45OEWxOU0tye5XkSE8cfS4TR59b7fg9Q+OrPQYw6uyRJPTs\nxcaZV5Pr503H6FimT65942ZjEB4Ugk6nUzc4Go0M7NGHg8cOoUhJny49ueyhm0jJSMWg11NkKmLG\n5Glc1nkYb235gTxzEWNi+xDr77qCpjuo6wqa086ND04gt7eJnZmHuSJyCP5G31oDB81pU/mpIqA5\n52ADvAycRyUHG0BK+VR1nYQQUUCWlHKrG+fWYvA42B7qRU2GtL4G0OlEms1mfHx8sNlsxMfHV3Ai\n9Xo9mZmZhIe752ZxujbSVHaW65IC05w3/YyJm8SqI8sAybj2k3jyr+fINp1ECAgy+nFdwtRqneYL\n4s/hz+OqHR/VbojHuW7hJHTrSUK3nhXe8/XxpUyKWhAcHOKiZ0Vmb/geq0Pda1UYbsA/30TswD60\nsxk5kXqCTVs3sS/1CI7+saDTgL8Pqw5t4/we1W8EXPzbUr748RvOGzGOGVNqrxwaGhjMuo9+5Kvv\nv+aJ5x6n86AuLHh/PuNGjqu176kw/ZJryM7LJfHIQe677jYSOnWjZ3w3zBYzV024lK6Th6EoCiaL\ng32HDwIQ4x/GnhvnkmMuJMInqFn+HTntXGR4BM90n0ZWVhbJyckUFxfXKtHamqQ8m7mKCFLKb4UQ\nHwghQqWU9SlOcDtQfz3KVorHwfbQaNTXADqrNwoh8PLyKo3WhoWFcejQIZKSktQNMVot+fn5tY53\nKkuITb38WNlZrvy6pd1Mgr1CmNz1Okx2E946b86KHszvR/4go7iAs2JGEuVXffpNn4jufH3hu+RZ\nC4gLqFkb10PLJCoiik/e+piPFsxl1NkjmThuQq194nxC2X3yOEiJrsCKl97I0zfM5KknHyb5hKo+\nZM7JBiKRAhS9IKO4+r1VSccO8+DLT2K2mNm+bxfBbaM4Z+AIQr0DkFKycesmjEYjfXr2rtDPy2Dk\n/XnvYbWqKRrPvDLL7Q62Xqfn8ZvKlE0UqTB46BAifUPw0Xtz75RbePvrefh4+XBruai6Qasn0jfY\nrXOTUnI04wSBvv4E11Obu7Kdq49Ea3MOMDSE5vgAVIn7gFuEEAuklHm1NRZCXAgsl1Imun9qLQOP\ng+2h0aivAXQaGIPBUJpf7Yxo5OXlodfrsdlseHt718kYncoSYnNbfmxpNxOrw8oHm98ivSiVGP92\n3NrvLvpF9UUrtHQLLUsvSStMY0vaJqJ8o+gbpeZ0v7LxSxbs+Y2+4Z1ZMOHJlnDj8dAAzht7LueN\nrT5lozKPdjyP29c8j7WgCJ8TxSz8ZBHbd+8g3VqoRsMliAIzIjEV+9ntAcEjaz9jycENrDq8DW+H\n5JreY3hp4u346I0UFheVRg0L+4Zy57Z5GHcv4PuLn+Gn+V+xYNEXSCl56v4nuPX6WyrMpVOHTqSc\nSAEBnTt2bsRPpXaklFz58yw2pu3FoNGz4vJXeeC625kxeRpGgwGdtmlv4498+hrf/v0bGo1g4SOz\nGdyld+2dqqE+gQSH4qDAWkigMaDF24hmLtMHgJTSDLwjhPCrY5c1LjZFntF4HGwPp42YmJgqxjU7\nOxur1YpWq8XhcBAaGorD4UBKWVqiOzk5GZvNhl6vp23btlVylPV6Pdu3by/V1q7LJsLTHTFuTht4\nGjKXLakbSc5PRqKQVniCrWkb6d9mMDpNmYkpthXx2vr/w1BSunpt8p8MbTeBd7YuRgJrkrfxyqav\neHTwddWfyMMZwyXjzmfJD9+xZu+fXDzhIgb1G0RBYQGaAF+0Qb44klJBSjT5JjXxXyewOuz8fnQr\nwggmAZ8cWI3FS8OH595D7649ufqCy/ls6ddYOwaCALPDyme7V7Bm2RKKS/Smv1m6qIqD/dHsObz3\n8XtotVruvOmOel/LSVM2B3P2ExfYkQjf+ilmnCjKZkPqHiwOGzZh56ekddzTfzK+3jXrzddEkamY\n9Nws4iLb1quIjpSSL1f/hCIVABasXFJvB7uyfamLWlWeJY8Hfn+MAlsh8X4deP6cp11uuG4pCNGs\nKzlWQEpZWMd2Hue6Eh4H28Npw5VxDQ0NxWQylUYonM61r69vaSUwq9WK4sqnXgAAIABJREFUxWJB\nSukyRzkxMbFUX7u6TYR1mUtdaQznuDlF0Os7F4fi4IfE7zGXVGUDC/8k/8He7B1cl3ALWo0Ws72Y\nv479ToRvEAWWQiSqZvbH2+eiEQJHib5xcomWsQcPer2eL+d8UeG9c0adw32HbmL2qm+wd0hA2uxo\nA3zwNnih0QpMdtUuaIRQbYgW9p9MBtQVsxfu/x/7TRn8YT4KBi0CGBbTE59xE/j2p8VIKbl4wkVV\n5hLg789j9z7qcp5H847y84Gfyc03Me/n1YT4BvHt3a/QMSIGi93Kl3t/ISl7LVqhPlgO8x3PYy8/\nj5+3L5+88C7x7eJq/BzCvAMJMPiQby1GIzT0jTi1CPrh1OOc/+iNWGxWzurRjy+eeLPOEWEhBN3b\ndSQp9TgajeCs7vXTrs7KyiIpKalUFvX3jH9YuPd7YgPa8tKox/E3qMFSp2Sr2WwmLCyMDSc2UWQr\nQkHhcNFRUgpO0K4Fp5NpEGhb8AOCh7rhcbA9NCvKO8l5eXlYLBaMRiOKoqDX68nKysJisSCEwG63\no9dXVadwppYYDIZqNxHWB6cD7Ry3vCNd+YZRV8m9yjRmBP1UHf76zsXiMJcWowEwavVIFPIsOSSl\nHkAWCvYqm8m0pBPo5YdBqyez6CRWxc7+3DQCDRqKbJIAvRfTYsbWe74ezixumXIDK/Rr2bYjF7td\njyIlgwxtcQQXkpF6ghNHi7BE+YC/HhTJOb5l8p42h50NfnmYigRaKZnefSydTQEs2LOLfj37cs9t\ndzN2+Jg6z0WRCq+ufxWT3YTDIYmMNnDoUDov/zyfOdOfYOaaN9idtZsh4SHoNRqMWiNvLHqH1Mx0\nhBD8750X+fKVj2o8h1GrZ+Xlr/PToXX0DO3AsJiqsoJO0jLSmHzDFRxPOcZTDz7FLVNvrtLmp3Wr\nKDQV41Ac/Lt7C2knM2kTWvdS7t8/+S7fr11BdGgE4/sNq3M/UB/evb29KSwspMhezIKD32CXDpJy\nj7AsaSXnhA+vUIDMarWSmJiI1iLUsK8ErdAS7OXePHN309w3OXpoHDyPUB6aJaGhoRgMBoxGIzEx\nMXTt2pX8/HwsFgtarRa9Xk94eDg2m61KX5vNRkREBAEBAQ12eMvjjOhmZmaWRnbLH3PqaLtSAKkr\nYWFhdO3atdb5ZWVlkZiYWJouU9N863P+hszFiY/el8HRZ6EVWry0XvgZfZBSIqXEVmAnw3qSlKJU\nJApCCMJ8wogO6MSOk5lYFAfBRg1Xx8czb9BMOkTFNmjOHs4cgrwCuLHfVXSOD0SjEQR4+fLChbei\nKzBBsQ2vbBOBO7PxX5dK0F8n8C1SSvtmmwrIsxSjIHHYJBGBEVx18xQ2bdvEhs0b+HPtn/WaiyKV\n0odLjQCjUYtBpyciMJQim4l/UraSVlyExeHArkhyLSb2H01DCIFWo8Xf17/KmFJKtqdvY0vqZhSp\n8OPfKxh/6xV8/dHnxBlq/pt87+P3OXDoAEXFxTz54lOlGzPL07dTdwx6PQadHn8fP0ID6uesBvj4\nccP4yzi3//B650KHhoZiNBrx8fEhwNe/NM1DKzQEGgNKbZfBYCAwMBCDwYBGo8HP5MvU2KsZEzaS\nl8bMws9QXaHBloEoKTRT3y8PLQtPBNtDs8RVyoYQAq1Wi5T/z955x8dxlmv7eqdsL5JWsmVJtmW5\nyL0kjp1mpzmkQgiQOAVyUiAEAiSUk3Joh48DORDgnACHEgIkEEhCgJBAKunFiXsvkm3ZsrWypFXb\n3mbm/f5Y72Yly43YieXsxY+fpZ32zmz0zj3PPM/9yIK4HirKerhdHw9Gfn+Dj9nd3U0qlcq1hR6f\n89TNt3rf39jy2x1uk5k8h9sx7WgSTvfz8s7nsKk2PjL5o3y48VIe3fRHtvc1k1FUhExRWV/FV16+\nG49d44y6RuyqjXPqL6KlP8gjzS+hIHCoOrfO/wpVrnfPt7fE8OaqaR/hqmkfQe5NLRJCcIZ7Hn/K\n/gPNpmCkLIQlqZ1bS3x0lu5kH5XOcka6yxjnrGR7+24QMME3qiBCDcukK9w74Did8R5uev6HdMT7\n+fZpN7Bo7IkDlmuKxuIpi/lL05+xaTqTKqqYdmo5f429ykO/f54yXcGt2XmtowtF2tgZjmHNCDBq\nq4szGubw3Vv3tRT+65a/8FLrS/Sm08RMneal24hGw0TiUX74x1/yo1u+ud/rMqJyBLquY5omLqer\n0BG3mIWz5vPAnT9k086tXHzKOUgBf1n/GiM8ZSwYN+Owv4vDodglKhQK8flJ1/FqeDmN5Q2c6J3O\nnvY9Q9bOVFVVUZYtY96YuVT6hk/x9/4Qx3CjmRJHjpLALjFsKC6KLJ58gQMK0wN5aR+OuC2OiDc1\nNRX8u/MWU/mmONlsdkDXycHkRXJbW9sAH/BDeQA41I5pxfs5WgWUf9nyR0LxXDQuY2U4pXYhZY4K\nFKFiWBZum5/VsY2krBTxhMWfm1dw5ZRLGOWp44UdLzDZ7ydlmng0nYBzeNgRlji2KI7q3X71zYx7\nfjR9s8JcfcFHuX/Ln3ls23M8tetlVnev5/tn3Mm4sjF09+4V0RIeWvk893z/x9z0tS9geew86t3N\nbf0djCurJpyOMO/BzxDOZFEEXPvMf9P6qYdRFbVwzF3hXfSn+nEoOlkrS3D3Nta9sRNpV9AXVDNn\n0lhqXC6EgFeCEUwZQ/M7OPnys/janCu4+IqL2NPZwfe+8d9c/uHLAFgfWk8sm2RjfxgL0Bq96NE0\nmT6Dx1e/wiXrl3HGjHlDXo+brv00feE+tm7fylc+9+X9FjCeNn0up03PtUy/6Lf/wfLdTUgkP7jo\n0/zbiecdgW/mbfLzj+qx8budz6IIwUW+k6ioqKDMKuP8WYuQUnLjE9/nhc51nFY5hQdm/ceAfeTn\n3uMHgTjGXURKvHNKArvEsGEoD1VFUQgGgwME5OAobzabpaKiYp90kpaWFoLBIE6ns7D/YgY3wsmL\n+XzOtZSSRCJRcDgZLH73J2zzbeHj8TiKouyzn3fSoXIojkQBpZSSv2z5E8va32J8+URumH0jyWwc\nSS4VJBjZxX1dP0VKyTjveOx2Lw9u/gdvtDfh0WxEs2m8mpsFgdxNfUL5RFZ1rMStSapcI4a1I0CJ\nYwNVVbnyvEsLv++O7SFjZXGrCuFUL7c8fycL6k5g1rgyXm+KIyU4HQp1s6egXHsa0UwSTZHc8fL3\n+fkHvsGi+75MWGZAEVhSkjENfrf6ea494QMIIWiPtvNfb3wHISWaogAyJ66lhJSJtTVC3Rx34SHg\ntFF+IskoiX9s46n77mGZ73d0dnUgLcktX72Vyy75GEIIzhx7Fg+s+wMyfyICHJU+MuE+ktk0X7r3\nu6z8yd+GvAa6rvONr+y30d6QLGndRMbMzY1PbVl2xAV2fv756tKfsyGyA4CdVe3cOeEqdF2nqamJ\nHVYvz+xZTcJM83JoAy/vXsvZY+YcU8XfR5Lh5CJS4l+ndFcrMWwJBALE43Hi8TjpdJpgMEhTUxPZ\nbJbe3t5CAWQgECgUSebzl7u7uwkGgwghSCaTA5blyU/uUkosyyoI6HzOdV1dHQ6HA0VR2L59e+FY\nPT09hf2Hw2GCweCAcVdWVuJ0OvF6vQP2U+yUcqSvU378/yrtsSBLg2+SNtNs69vKus41XDD+wzg0\nJ16bD8MyMaSBiUl3shO77sOSkpSZQgJfn/wZfjjrTtScExon153KDbNv5COTL+OL879yZE60RIki\nbphxOQ7VhiAnaLy6yvrQeirLDeZM9FJTrbNHaWZqYDQe3YmmAEiQffxs6f20Fc0FNkVhotPJj5c+\nwBOb3wRgZ3gnAkHayhbEsNuT8+zXdI1542dS7alFU3LzkGllqAvH6N/VgZSSUG93QXzrDq3w85lj\nz+SS+ivIhsEyJUYKJnjq0RQVgcA/RN72O+HymWfg1h04dTvXzX1n4tqSFq9vW81b61cW5tL8/NNv\nxjGkiSFNupK9NDY2ks1mc2/94imkKDxS0JnoZW1o6xGZu45FBIeff13KwR5+lCLYJYYtxdHqZDKJ\n3W5HURTi8fiAiHWxM0lx8V9eKNfW1hKJRMhkMiSTyX18tYu9tiEnvGtqagqf5SPawWCQeDwOUMjN\nBgr/FpPfd/F+jlbe9JFoWuNQHciCjJAkskncNi9fOOkOFKHwz5anWN7+JkjJOP9ETho1h/vXP4Km\nqIxwVTKtdirhvv4B5zetav9uCCVKvFOmBCbwyZqr+WXTb9BdCoojJ1AkkoDfhmW38OouvDYXb13z\nI679x63YNYO0lSEpU2iGINOXRbg1Lpg0Ao9dRUpY27WcS6aeyuTAFFRFw4akzFHBNxd8k+DMTn7+\n1wcYM7KWz3z0GiQWG7vX8fS2J+hI9+HwOyA/LyiCCSfUk0lmOfvyBQPGfsGUBfzs5X+wcnMTs0dP\nZFzGwZpoEgRcNufIOu384tJbuWn+xVS4fIwtPzyP7jypTBq7buMTT3+X13avQwjBT+bcyIcqzynM\nP//pvYnPPn8XAsENYy4C3p4HT6mfwXecN/DwlpcION186637ALhp5oe59YTFR+xcjxUEHPONZkq8\nc8RQN/8S7z1z586VK1aseK+HccxTnIYB7NdODygU1lRVVeHz+Qakb6xdu7ZgCThr1qx/aQzJZJJE\nIoFpmni9Xurq6g459/lYajSzP9Z0rOblHS8gsiqrwxtQhMK8mpO46YQbkVKyra8ZiWRi+SSEUOhL\nhQlG9zCpogGbaivsp/hcpUvwn0vuIZqJc8f8m5gaeHe75A1iWN3xSnPEQDJmFkUoaEU50rFkgku+\n93l2RHdz+qwpqBUxfHYfY8sa6U5GuH7G5ZTZPaztWkMo3sdvN/4ZS0rsqo2FgUWs2rGD606+kCd3\nP0A+gDi9ajY3zP4kH33iG2zs3o5bU3n4g9+hI7qTN9reYF7NPBaNWzRgbNFMlN+suY/1HRvZs6mD\n7UtaSe5JcstPrydjZvjI5MVMqpgyYBspJYlMGpfNTuM5JxCJRQA4Zc48HvvlQwD8/s9/5LFnHudj\nF13KVZdeMWD7eCbGvat/RjwTYX1rGPd6g6/c8AWmThp4nHeClJKb77qdv7/6HL7KckKnlhX+iv5t\n4iLuXnTzgPUPZZ4769HP0RJuB2CMdySvLf75ERvvEeAdzxFCiMULP3Xaw/MXn3jwlQdx96Ifr5JS\nHv6GJd4TShHsI4wQwgV8GRghpfx80ed/AT6y99fpUsqN78X4jjcGR2cP1BUslUoVItuDtxuqq+RQ\n4n2oG0N+X/k270IIamtrDytyPFSu4cFuRvnjZTKZgp3h0RDn+XH4dD+nKAt4IvkkWSv3dmBZ+3Ju\nOuFGhBBMrMgVdt695M/8bMU/WDh2OvddfCv6oFbOxef6wOYnWNO5haRpcfurd/P3Sw/sCVyixFA8\n1vwMP151P3bVxo/O/nrhQc3jdPHCf/4awzTQVA0pZeFVu2EY9Mf6ufvNu0ibaRKGga7opM0MilBY\nMGk6t511LRt7drJ7c5o6jw0QLBq3iPZYD2tCW0mbWZKmwqPNL9DWt4yMmWFXZBf1/nomVEwojM9r\n8/LZE2/mqy99nfSENJaQXDP9Gq6cv5jO+B42da/BtAymVM5ASsmqjqXsDLdwQvU8xtkncNYpC3j+\n9ZeQUnLhWbl282s2ruVr3/8myVSSletWMWPydGZMefut0LL2N0hkw2iqwsx6Hz989p+8et1HaX5t\nw2F1bzwQLcFWnl3yEpZl0dvdi5XxImwqdlVj3ojJNDU1DZi/DmVOPL/+ZO7f+CQgOL/+ZGB4BCAO\nB4VSDvb7gZLAPvL4AB0oJMoJIcYBTwM3A5aUsus9Gtuw5Z1MsEPlUhdTHNkeqogyn1JysGKb4lSP\nA419qHMZyh3kYAU++bbyg7tWHmmKfcCdTicNiXraM0GEUJg5YqCt1/bedv644XEun1aFKdt5cMNT\nXDdrYGe84nNN7zFojRtICd2pHnqSEQJO3xE/hxLHN/eu+yOmNEkYSe5f/yjfP3OgC4W29yEvL66b\ntjVz4RUXIdxwwe2LQAWXplHnGUlLuI2J5Q2cWD0LKSUPrn+ISocgmc2QtiTfeeNHfHHezZTbvfRn\nYgigsbyWtr7csQSCpJHcZ4xdiW66kz28ds8bJPuSrFfXM3vyTF6PPk3WyrK1bzNOzcnOcCsv7nwO\nh6azM7ydm+Z8kf/71o94YcnL+Dw+Tjkh5yASjkZQlNz5KEIQjoYHHM+te7AkqEDWkliWJB6PkzWy\n2G32I3LdA/6KgquKANLBJPZRPm4++SPMtNcdcP7a35x+29yrOb12FlJanFaTa8N+3BU7CoEoFXYf\n95QE9hFGStkhhNgBFHfMuAWwASuklGvem5ENbw53gi2evPeXS51fLxgMoqoqHR0dA1JLhvLTPliO\ndL4LWb7ocbCrCbBP58f8ekO1jT/QMfNt5QHsdvtRKwQa7AN+yYwPsVBZSCwT20dga6rGWeMqsWu5\nm24ovhkYKLCLz/XkUfN5tHklBhY21cba0DbOHnPCUTmPEsOP3ZE2wukwUwKTB9jjDWaUeyQ7wrtQ\nFY1x/tEH3e99D/6a/nA/IgJdLSFqG2vQhMbo3bV8YsZHmTRtAj986y6i6QjhdDQXbRQCO5J4NsKv\n1vya5z72A55sWULA7iSWakNBoiCwqSrrO1eiKYK+VC/Tq2bhs/spd5SR7EmS6E1gZkyELvj2U79h\nhdrOjBEVnNswhhV7VvJcy/OARFNUxpXV8Plnf0LcyHDXmZ+iobymcA4L5p3G+Wedx3Mv/5Pzzz6P\nU+eeMuAc59aczIbQdpYH1/P6yu24tvZy5xduP2LiGqDM6+MvP/wNDz/7N3rtJi9ndnHG2JncdvLl\n9PX2HXD+yr99K657gdxD0Gk1A+eVQCBAMBg8JKel4YBAlHKw3weUBPbRYXBi+w7gDOAtIcR1UsqH\n3oMxDWsOt3lKsajNdyXM+1cXC+ZUKlUodswXSeaFb7EQzFfERyKRA+Z5BwKBgoDO+1wXr9vW1oZp\nmsRiMWpqagZEzxsaGgacw8Fepx6J4sVDYajjVLKfJjdOJy7NgSWzCBQayg8sds4YPQe37sSUFpqi\nMqtq/BEbd4nhzfL2Ffx89S9REEypnMqX59+633V/eNbXeGTL3/HbfVzWeOFB9z110hScTieZdIZN\nj2zlu4/+N+d+8HzisTi6pvOln36OUKaLtGnyZqifmGHQ6HNR7ciJU4fqoMzuIZrYSHt/hLSRxqM7\nsDt1hBBs729mV7QFiWT5niV8fu5tuHQX/3bq9bzieA1FGFDm4cnEdtKWwZ5onKlVNazbuRJpz90+\nspbJtt4ES7rXIoAPP3Erryy+D5fq4H+efJCO/m7u+NJ/8PO7fjLkOSpC5frZ13D9bOAi4BuH+w0c\nGjMmTmXGxKn7fH6w+Sn/NuFQ3DGGsl8dzuScbUoC+3inJLDfBaSU9wD3CCEuBh4QQjwhpYwPXk8I\ncSNwI8CYMcd/y+jDSfs4XDF5sJQLgHQ6TTQaRVEUamtrBxQ+Dh5j3gs7FApRUVFR+Heoyd5ut+fa\nhGezhfzofOFkMBhE0zTsdjuVlZVs3769kH6RF9jDOd/w/rW/QggDIQTV7mounviRIdezpMVv1z/M\nqo61fOuUxfgdIzhhxCQCTv+7POLhxftpjniz/S0yZq7L4tqutQdct9zh56bZHz/kfV975b9hs9nY\n0bqD6666lr6+PrLpLIZhoGs68UgcHNAcjtGXydnw7U6kOaV6Gqqicd2sT9DS1cKOtiCecluhANKw\nTHQ1Z7lnShOARDZO1sxgSsn/rv0tDZ+dQ7olylkLzuIX61YCuWJBI+mlt7cDZ1WutXs4bLAp0YGw\ng6IITCw29bTw0lvL+NULfyFjZFnSvJZl3/3DYV7Z9558wMJms1FbW3tI27xbHWrfDYQodXJ8P1BK\nAnoXkVL+A3gFGLKMW0p5r5RyrpRy7lBdB483BgveI0llZWUhcp2n2FM1n16hKAqaphUKHwdvk0/5\niMfjJBIJqqqqsCyr8O/gyb6npwe3243D4QAgmUwSiUQKN5Ta2lr8fn/hplK8v3fjuhxtepM9WNLC\ntCzcug+H5sCSFlt6tnHvmj9y/qOf4MZn7+DF1tf5x7ZnaQm38odNjzCzcixVrrL3evjHPO+nOWL+\nqHnYVBsO1c6MI2zpKITg6o9dxbUfv46ucC+Txk9i+pTpOOwOfF4fl59wBZqioasqApjmdzM/UEYw\nspNTR82npyvMB268mkfufYknHl5BJJ0gnEnQm4phV91MKJtU6NTXUDYRu+YgaaQwpYnmtuGdWUV1\nhcLpY2rw2HSmVVbw0qoXGFFnsG59mDeXhbh80tX854KPI4RAWuDVXUwLjKe1ew/pbJasKgjGcn9v\ng2kN7aEvHjmi1+xI0tPTg8vlwul0HjCIkH/rmE8LGTw/D2dKPtjHP6UI9rvPdiD0Xg/iWODdjkgM\nFQXP5/Vls1mWLl1aSNXIp2643W6SySQ2m41UKlVw6ihu0z74nPJOIlJKFEVBVdUB3SaL26g3NDTs\nkxoynCM1542/iH9sfQykIJZN8uz2Z1jV1cybweX0Z1MAbOvbyevBlYVtBIKXW1/Arbs4d9x5OHXn\nezX8EscQ82vnUe0ZSX86zLTKfVMQ3imvr17Kv331ZoRQOGPuqTz50N9pa29jZNVI7HY7p0RPRRXL\nAJ06p0BTBCD5/epH6HsrSSaaewnZubWTeHZ8kYGbRiwbyaUBIIimIywNvolTc7Jo9DR6U/2s7+mg\nM97HRRPquXBCPW+ubaE/YMeSFt+54pMsGvcBWiMtPLr5QS5rmIzXMYobZl5DmcPLv3/oWp5uWUlM\nM8gqClc89GX+cMX30fc2tPnawz/ld6/+HUUIHrrle5wy6fBsR48EUkraY0Fsio0q94h9lgcCATpD\nXaxMttK6M8q5Y08sCMj83Lol0clX/nkfPqeT753yCRZVnv5un8ZRQxEKaqnI8binJLCPDoWpVghh\nB6ZIKdfstfCLSClb37uhHTsc7Rzig6VaFB9/6dKlA1I1QqFQoWnN+PHj9ylMHBxlLs61FkLgcrmA\n3CvQYrF9KDZ8lZWVRCIRtm/fTiQS2UeAH8spJPNrT2VO9Vxuf/HfWde1jk2hTYRSMVJmurCOBGyK\nmxMrZ7GhZzMTy6pZFnwTiaQtspvPzv38/g9Q4n3FWP9Yxu5nmSUtlHcgUv783BMk07mHvmfeeAGA\nMXVvp91cOvlyLpp4CZqi8/E/3ojbl4tJ9/VmqTvZxVWLzmHr6iDLn9mC3+4nnA5jIUlmEwj8OZcI\nKQnG2uhOdpE1c10LfTY70ytG8saeXYRiUWRMw7JnmDi6Crtmw+uw05/uYVXHUgwri65AJtvBK63P\nEE1HOLfhQspGVNDfF8KUkrd27iIY3UW9P1e/cP/Lj5M1DQB+/uwjPLzkEcL2JF8+5yZmjGjkaJHM\npnl01UuUu7yYegdvBt8AJJdNvZK5o+YNWLeyspI7Vj3AMy3LMaVJvdfNBWNm8pGq8zDSWdxuN597\n7qfoZRmiepQvrL+HBwI+fBn7MTnvHS4C8Y7+2y0xPCgJ7COMEKKaXEHjDCHEZCAGPC6EWAW8Dvzg\nvRzf+4nDKYqpqqoqFBt2d3ejKAqZTIZRo0YVtm1paSEWi9HS0lKIMuu6XhDf/f39VFRUFOwA82kg\n+fWi0eiAKvihRHr+5pEX+MW52UOdVyQS2W+R5JFmKF9wh8/Bz5t+Q3tsD1dNvYyO6A629TaTyOZ6\nopvSpFz3kzTDqMIiZlh0Jg1+uuYFbh1/ISel57MmtIQyf654rCtRcrAscWCklKzoep1gfCc+vYwF\nteehK7aDbziIs+cv4O+vPIsQgsnjJg7pDW1Tc/9dfvrEm7jz8bsxTfjCBR9hY99SAKadVM+p40/j\nK2ffyh0v3k4o2UMw1oEh08weOZOsmSac7UERCpFUDHNvOoeu6lgoTB4xC7Wqm7SZBlTGlNfQEtlC\nS2QLo5xjEQgkElUobAytxbAM/rDhN1w8ZT6/XPoUAFNrApQ7ijqkjh7PluAOFKGwZfdalKk2pKVw\n/qN3UOMdzXcXXse59XMO+3odjCt+802W7dyMEIJZDWVMGesB4M221/cR2ACvta0nuffBuy0eZknH\nCqrVSuZ7ZpFIJPBWGph7vxMTk0e2PMenJ1xyfBQ5ilKR4/uBksA+wkgpO4BrB328vyBMif1wJKK0\nh5NqUZyq0dTUhN1ux7IsfL6cJ3O+IFHX9YLozbdfV1WVcDiMy+Wit7d3gNjNt2fPZrM4HI4BFn75\nfVVVVe3zMFAs+A90XvkiycEWg0eDoXzBn9j6FNv6WjClya/WPsD0ilokEo/uIp5N4tW8XFTxQTqt\nPlyKk2vevLfQcn1deBcrV65GdRssmDcKRShc2jh0UWSJEnmi2TAdid0AxI0owVgr9b6DdwDd3tfM\n6s6VTCxvZNbIE/jQmedTU1VNsGsP555y5pDbWNKkM9nOlLE1vHHbwwghWLVnOZv6lxXWqZrgYmXH\nW8SyuZQRiSSeTXLRhA/TGd/DczsfB8ClO4nvffCcUz2N/1zwbZbsfpm3gh0oQsGu2ZC8nU+dMCN4\n7B4S2QSaqqFrGrGUyZ5oN253gg9MH4FH9/Kts76E356rXwjFO/n61VezfmsbYwN13Pbz2/Ao1YTi\nFuGMpL9nF1f+/S46bn5oQMfLI8Gyti1ENQMla9EbloXurVMrZ+wzn4dCIca5dSrsChkLDEOCyBWJ\n1tbW0t3djaYKzL2dphUU6myVJBKJQy6KPLYRhRz9EscvJYFd4pjknfheH07XsP01fclHpYtzp91u\nN319fZSXlxe2DwQC9Pf34/f7SSaTOJ1OQqEQPp9vSC/t4lQTAKfTSUdHB5qmYbPZ8Pl8rFmzBiEE\n48ePHzD+4rHm87jzEWxd14+qhVV3dzepVAopJXV1dUDuO6rwVqDaWy7WAAAgAElEQVT2KrniLUUr\nGFR6bU6uGv0JjLCJy+4iY2Qo95dzReMZPLZtCYoQzHGP5Y3MUuKJNE8808qHTljIrJFHPrJW4vjC\nrjoo7ljt1j0H3aY/1cdDGx8ga2XZ0r2BckcFY/z1zJ02m7nTZg9Yt7jb48b+VfSmcwXKUSPCeO9k\nZo08gae2PUHKSOLU7fQkO3l11wuMr6hhY9cOhBBMGzEJj82HQ3PitfmJZsIoQuDQ7LmotGLSHF7P\n7JEnsb5rNeF0GKc6sMGSU3MRS8dx2eyF8aQsk+5UlLSVptpvx6ZAysyluXTFO/nlqh+TNbKkzAx/\n/d3fWDzrgzze9zqW3VaIhltSIvcK12C0k6d3vEK9r46HXn6JDcHt/MeF13LJnIWH9Z20RbuJlymY\npoqJyk0LruCEsdU4NAeTKibT3Nw8YH7asmcbUbMPIQQ2BdwOhfmjTuD6k6/CoeXeGlw99jz+uOs5\nVEVncd05XFh7KlLKYR+9hlwEu+QicvxTEtgljkneie/14UzAQ21X3JEx7zTS09ODYRjY7XYMwyhs\nX7yux+MpdDsc7KWdF8dut5t4PI7HkxMFXV25lAhN03A6nWSzWRKJBKZpDth/8Vjz/tqBQKAQeR+c\nvpEn//n+fLsP5zq5XC4syxpwnRqs8YSMbtZ2rWNS2Vimj5hJJBViTvVJRFviKIrC853P05xthg64\nYPwFmFnJg+tf4hvL/4QrEUfXNc6dNp+7r/jiYY+rxPsPu+rgtFGLaI1uo9JRTZVzFABZK8uO/iZs\nqoOxvvEDXsHHszHeFuWCcLofAFMarO9fQTQbocY5mvb+IJu611LmqOCSiVcQzvRhkftb7M/khLaq\nqHxx/u2sD61l5Z4lxLJRkBY2RefCyQtQhMBlc2NKE121sXjK9fxhw70kiWNXbJQ5y/E6PBhWFr+j\njBtmf47fb74Pn91FLBVDVRScuovdkVZsmo1kNo1dsyGAUCJM2szixVY45wpn7m++LdKaE9DCYnNf\nlGa9nzPLfDx74e9JSoMvvPpLmvva+e6Ca9FVjbSZ4bpnbieWSSCEYNvuBLGsyQ2PfI9zpp6Ex+5E\nSsn/e+Ae/vbas3xg3kLu+tTtQ6bSNPW04dBsZC0Tt+4gUF4+4GF58Hw+uqoWgYLEQggYX1bP5ydf\nS+v2nYU56vazbuRL1vX09/TR3t5OIpEoPNwPdwQlV5D3AyWBXeKYZKjo84HSRvYnyA/Wpnx/2w0W\nxvlOYrBv7lyxyM53Oxzspd3c3Fz4vaqqikgkQiKRKORrm6ZJMpkspKSoqlqIMg0+x7y/diqVOmi0\nPi/K81Hy4m0Odk2HOrbL72JN5ypqPLWMcI9EVzSi6U4q7Da6Eu082rQDh62Gq6Zfy47oDkKhEK1G\n694cU1jS9iYPb2jCkhI0Qdan40kIzp1yEh5HyT2kxKFR4aiiwjEwfeqlXU/Rk+wEBNFMmBlVJxai\n0aM8tUyqmMym7vWMcI9klK8aKS26UnuIZsNYWOyMbqOlZxsSSSTdT3PvJurc42iNbQVgtOvtGge3\nzcPJtafht/t5cttfABjjH4uqisJyVRS1ELdS2FU71WWj9nakFIx1TyBjplnfs4IqdzlCCHRNpyfa\nja4amNLEY3OyKdTBjliGUDJFtcuOU4H+dIoadxmjfCPYGWlmYyhBwDkCTWg839LGqs4wht/GI71r\n+WrF5wD466UDO81E0jFSRhoLi2hCEtEEUtOIOSR7Yr1MtNeysnk9Dz73VxLpFH999RkunH8WZ8w+\neZ/vY35NIyNcZVjSosLhZeHogbaKxXMkQP2oMfzknG9yz6rfUuWs4OunfIE9O4MDgh35uSmZTOJ2\nuwc83A93ShHs9wclgV1i2HCgKPXBBOZQ7h+DuzUOxeDl+4uq9/T0EI1GSSaTBSu/4mUApmkWcrvz\nIl1KiaqqGIaBoihEo1F0XSeZTJLNZmlpaSkUR9bV1dHY2MiaNWvIZDL7CPChyAtjTdMwDAPDMAa0\nGj7UyH9lZSX+cj93vfH/SBq5B4PPnfRF6nyjMa1chE8AacNkfe9Gvr/8t9x64sdpaGhg1+ZdvLjz\nRSwpWdHURsbIgiJyFoY2Hb2ynHtbXmHU6NGcPe7dtxQrcXzQmwoVmrt0xoMYWoa4GWWEvYaJnmlc\nPvXj9KS7aIquozm2EV8qSDKdpDfRjcvuRldyjj9IEELBY/NS75nISEdtLkdadexzzCmV0xlfPpHm\n3k2sDS3Dhs7UqtlM8E8d8CAuALfdg6IoCCGwLIs3u14CwKW6Cj7HilRQFRW/vYyUkUICrbEM63p7\nsSTsSSa5ZdaJ2FWNvkQfkVSEf25/GsMyEUJQ728gGN+CISUogrZ0L72pbiocQ7goOcs5vXYurwWX\nowkBZHNjFYJ/bH+BLwauwaHb325LLCWO/bRZ99icrLzuJ7T072FcWTWx/ghNrcEBD+75ngL5GpQ5\nI6dx/wVv1/xnBgU78nNT/noNR9vS/ZNrll7i+Kb0DZcYNhQ3iiluQFBM8ef5vOF4PF6YnIv3cTgc\nLNKbb1yjqiqhUGjAOAKBAC6XC5/PR0NDA42NjdTW1uJ2u3G5XCiKUmjXLovyI1OpFB0dHaTTaTKZ\nDMFgsCCuiz1jD0S+OUNDQwOqquLxeAb4dx/O9ehL9ZLIxulORtjU38FXX7uLrniIa2Zch8fmJ5Y1\n2BIJY0jJQ1ue5vZX/5eZv7uSO5Y8RHtKZZJzPpu392Hvy4CUaNEktt39RDftZOXWDXz00W+TNrKH\n87WUKFFgcsVMFKGiCpVRvjqSZq7osDvdQdLMFRd2ZzqwsLAwaY/vYne0hYyRJhzvY6p/Nh+csJhJ\n5VM5pfYMxvlzhZNOzTWkuM5jU+2sCy1DYpE204STfQPW11Ub59Z/CEtauTxoKZF77fy6Ih209u/E\nrjgQCGyKjQ/Uf4iLGxYz3t+IJtRC3rZL07l2xnzqK+roTfQRzyZJZJOE07G9udUWO8LbmT7Cia4o\naIrCxZMnsq572ZDjFkLwnQVf4m8f/gUvXvkLPHYFAYzwKmRkFIDpDY3cefXNzGiYzK2X3cD8qfuv\nkbBrOlMqx+DQbEM2y8rPkU6nk7a2tn3m7/xcBbB5y2bWRjfz+p7lWNJC13V6enoOOt8NF/IpIqVG\nM8c3pQh2iWFDcTQ5784xOPI6eGIfKm/4X81BPlCkt7Kyktra2gGuIPlozfjx46mrqxtwsymO6mSz\nWeLxOG63uxBltiwLVVXR9VzziLy/dl58W5aF2+0+5Jzz4uMVi+nDuR4BZyXlzgo29u/BkpKeZB/3\nb3iY2+Z/nm8t/C9Wd21m6wvfosymkjItXm9bTjybiyhu7G1nfuVcBAJNCgybgqs9iZCAlDg7E6S8\nTgzLxI5+SOMpUaKY2SPmMbF8CprQSVgxwpHevUtEoQlLwDaSnnQXILArTqIynFtDCLx6GU7NxUj3\nqMM+tkNzkTBiqELFo/v2Wd5QPon6svE0920gYSZQhGBd50okEilNMtkMpjBIyxTLu16nxjOGk0ad\nzlttS2j0uwglPZzbMJNZI+v2jvft2Jiy15FCItFVnRqfnbs+sBC75qDM4UAXdt7Y/SIrOlbz603r\n6Usn+PrJ13DjzIsRQhBw5hxIfnje1Ty48S+4dCeLJ3+osP8bLlrMDRctPqzrkU+pK7YlLZ6DwuEw\nmUyGZDIJvN3wKz9PPhp8miU9K5ASNoe3cbH/TMrKyo4Liz4opYi8XygJ7BLDkv3lTg/+/Eh1RDyU\nostiq7/u7u59HEMGC/S8aI/H4zidTvr6+vD7/aiqSkVFBclkknHjxhXWy+dsCyHwer2FXO9DLWR8\np419csVdt7H2qZsJp6OoiopHdxWWj/VWU+nITSkuoVAhFfoye9NHhGDu6Cn8/pPfZFnLJn7T+hL9\n9n5k1gIBNreTu8//DG7b/iOFJUocDLfuBcCOg/HuKfQbvYxy1BV8sivtI3GoLjJWCrfq5Q3jecLp\nXiaVT8epuQ606wNybv2H2Ni9GrfuZVrl7CHXUYTK5IpcCpQlLbb2bCaejeW6+ikaWSsDkMsNT+zh\n1bbnqCuvoSPSxZk1CpPKc3OPEILGERPY3Jmr65gUmABCksgk2B0OUuUqwylc1PlGsXT3Mt5Krcau\n2VjXF6FMj1Nhg7uX/Zbrp18wwKrvmmmXsbjxErb0tPBS6xrOHeegzpvLc98V3sV9a3+DXbXz6Tk3\nUuk68JxanI7XGepiU6qNka5yGivHUllZyfLly0mlUgghCsEIeHu+XrV2A1mZKyZfG2nig2VnkUwm\nqamp+Ve/omOMUkT6/UBJYJcYluxPLA7+/EhFOw5XnA4VMS7+ubu7m2QyiRCi4HmtaRrhcJjy8nJ0\nXcfj8RAMBslkMthstgGiOl8EFAwGC64k+VzrwYWMxewv1eVQix1tqo3vLvw69639PRXOcq6dcWVh\nma5oaIqGYRkIYOHoeVT19fPS7s3YVRuq0Dlr8gmcNXkuFzbP5fPaz9m1fSeLxp/I/15zBwrQH+6n\nzF92yNe5RIn9MdJZy0j29Uz2aF4gJ8TPHn3xETmW1+bn5JozD3l9RSicP+6jrOpcgk11MKPyBN7s\neIlopp/J5bNY170SQxooQqHKE2B3X4pkNolNtyGkwKm5mD1qJpFMHwZpdMVGXaCOXeF2UkaaSDZM\n1hhBdG/6SCKbokIzyagCCYx2q9y3+sfMqZ7L/NoFhXE92/I8Nzz7K0wJ+qu/Y8U1P2O0r4qfrvg/\nOhKdCAT3r3+Ar8z/0kHPMR+U+PbWh1jXux0LyU/O+iLnjp2HrutIKdF1nUAgULAAzc8/mT4Ny5t7\nW7dndxzvNC91dXXHRfQacm8dlFKG7nFPSWCXKHGUOJDYz1v2WZZFQ0MDPp+P7du34/f70XWdxsZG\nmpqaSKfThZQRyKW85L25U6kU6XQa0zTp6+sDcqkkhmHQ1NQ0pFgOBoOk0+l9RPjh2BzW+8fwXwu/\nWvi9WJx/Zf4tPNb0BBPLJ/CJGVdy43M/ImtapM0kN/7zf9j+yd8DYJMqvzrzC1gLrVzh5oa1XPLx\nD5POpPnCjZ/nP26981+86iVKDA+8Nh9njD6/8Pu5Yy4p/Nyb6qY3Fcr5PjtHctKIBawIvU5fPPd3\nPt4/if50X2H9XKqJxOPwkMwmMWSaPbFdWPLtxjWmNHFpGnHDoMzhJOAt4609b+C3B2gMTEFKyd+2\nvoApwZASIQ2WdzThs9uQMskIh5ekkUUW7fNA5F2a3nptU6G51N9b3uDcsfMKqSCDiyDzXNBwDv/7\nwoMAnFI/m9mzc28FdvR34NTsVHvKGdYcxZxqIcSXgS7AL6X8adHn5cDXgNVSygePysFLDKAksEuU\neA8YnHIyVMQ7H9kxDANVVYnHc0Vb6XS68EpVCIFpmoX8bFVVMU2TcDhMMpncRyznc7iLHUiGaiJz\nOBSL8xMb5zB7xEyWtL3By60v49btqIqKZRm4tLcdCAaf/89+/TNi8RgA9/zyxyWBXeJ9zfzqhTg1\nF4ZlMLNqLk7Nha7prOp6k7SRYn3XWnx2H16bn4QZw+f0Y0mL/kQ/jVUN2FR9b8ObySwNriFpGEgp\nKbO7qXDZOLl2Mhs6m+mO97Gh83+o8Y1gevUExvq9aIpASNAUjVNqprKifWmu66AAl27jsskfO+Tz\nEEKwsHYWKzq3YEqLixtOA4Z2Z8rPIRWBCqIuyajGSVxQN4t/Pyv3luybr/2ee5Y/DlLyy7M/y+I5\n5xzZi/4uIjg6rdKFEKcDASnlD4UQXxdCzJdSLgWQUvYJIZoo6b53jdKFLlHiPWColJPBkZxiL+7t\n27fj8Xiw2+1IKQtpI5DL7c4XRTocjoIoh1wxqK7rBas/n8+3j0/3UE1kDgfd6+TfX7uPHjPBD/03\n0tS9nDd2v4FEMqliMhePP5mueD/fXXA9AKFQiIeXPsefX32aHctWc/Lk2cyfdWKhic+Y2jGHf0FL\nlDiO0FUbJ448dcBnkyqmogqV53c+iSkNYpkYC+rOpTPZxp5UGx67h4UTTiUU6Sxs43W6mD/mBN7a\ntRaHpnPa2Nloau62vyq4HoCEkWbayAkoQmHqiLF845QyNnYHaSyvImP2EXBWoik6WSuDQ3NQ6z28\nVuW/Pu8/WNK+nmpXBY0VYwuf5998ecp8/KrpRbaG2rjt9MtZtvFlfrD0rySMNJv6dnPLGZdhQ+cX\nq54ibeZchn625qnhLbCFOFpFjhcCm/f+vGnv70uLlmeOxkFLDE1JYJcocQwxOFUjfxMqzs+uq6tj\nx44dBdEshMBmszFp0iR6enqw2+0kk0nsdjvpdJquri5UVUXTtIK4Lhbxh9s1czA/bXqaV0KbyVoG\nl/39O1w3eTyZvQVbwehu/vuEO+jp6UH2ponYI9z16L08sPEl1EgSMcrH0vWrqTy3igkfmkyyP8mn\nP/zJI3Y9S5Q4nqhwViKxUFCQSIQCfUY3HrsHIQSaogGikMYRT8eocFcwpzonoHVNxzANwskw9f5R\nBKMhFCFIG2mceq7AuMzpYGoggKrAxu41hDN+DKWWmVVVnDvubHT18Fx+EpkYOlESEZOmUKqQFpKf\n6779yu95uuctEJKrn/xvbjn9coy9fuZZy2DL9q14FTuzKutZ3rkVJJwyctIRva7vNgKBItSDr7gv\nlUKIFUW/3yulvLd4OZDPHUoB1f/iEEscAUoCu0SJY4ihXFDyTiNCCCKRCNXV1aRSqUI79by4rqys\nJBKJFBxFDMMgFoshhCCbzRYKigZbGR5KceOB6I9FMPfmiKdSKTZtTrAz1s+0iRVcOOEigsEg9z/y\nAA899jCappEe6UEbUYYaz4lw029nZ6iVrq1d2P0Ogsqed3oZS5Q4Lil3BLh00tUEo62M8TeQD4Ka\nlomiKHsLGpPoQi10hk9nUyQyCdw2N4Zp0BPrwbAM3DYHkwKjURSdlr4go7yVeHQnm7v3sKqjCUUI\nAu5uXgu2YkqTleWjuXr6VXTEOkmbGcb6RwMQTUdQhILb5tlnvIZl8KvVPyZppBBSsKBiEfQMfLBf\nk9iKqucCBZYnxbUzFvHXpjfY0LWTiX4fd679PmcG5nH3nKt5qm0Vfpubs6unvVuX/KjwDiLY3VLK\nuQdYHgLydjheoOcA65Y4ypQEdokSxxCDU0fyN6G8YM43XHA6ncRisdxNtSifOpvNomkaUkoSiQQ2\nm410Oo3NZkPX9YIIL26d7nK53pG/7A1jz6S5bzet8U5Ea5TnE6vQVI06zzjELDu7Ep38c0QT5Z89\ngb4nmpC7exHlnvz9H5fHw6bfbSDWH0PRFDpGt8Oid3IVS5Q4fhnpHlXw6pZSMs47iS29G+hJdJPK\npOiJ91LjH1lY3hXtwrAMzq6/gPWhFRiWUbQ3QbWvilH+EUgpUaTC2q5tWEgsKVnfvZuUmXsQ3hlu\nZcr9H8OhKIzzuvjopItoLK/juZanEMAljZcxfcRAi8KeRA8pI4UlTQSCnkyIadUzBhRGz64Zzz93\n5XSgz+aia1c7j11wB3/e8CSPdDxDUho83/MmH2pcxOIJpxMKhQrpccOZo1Tk+BRwAfAnYCrwrBDC\nL+Vew/cS7yolgV2ixDFMcR52cWQ7lUrhdrvJZrMFi758VKirqwvTNNF1HUVRsNvtqKpamNCz2Vwe\nY75QEnI34sFt2Qcfd38CvLFmHF9Incbrva/y5239WFKSMbKsatvEj5Z30h5PEdFUuvol4oxGFvaX\nsXv1JiLenE2VZcTIJPZ6AJsSkSz5w5YocSgIIZjon8ZE/zTaIq3sDLfgrfPSEtmMqqiY0kRNavid\nftJmgg+M+zB/2vJbktkkAoHf6SdjZAknw+iqzpljPkBjoJk9sU76U1Em+Dx0JVMIQFdBAmnLojed\n4pmWF+geWY+516/69d0vDxDYOyPtfPzJ25lVUU6Vw4lDdzCreg49PT0kk0ncbjdtbW1cX3MuHbFe\ndkY78Zp+lnY0M59J1FbVIDpE4TxHVVbTsztERUVFYQ4bruQ6Mx55mz4p5RtCiLOEENcD/Xv//wvg\nSiGEG5gLWEKIP0kpE0d8ACUGUBLYJUoMAwYL7UwmU/CRtdvt+7iRCCEwDIPGxkYikQihUAivN+f9\nm4+K50V3KpXC6XQSCoUKIjwv2A9k31csvsfVjWNJ/+ucOK2SpetCaKrKqLF2gok4cdPC5lBRFAPL\nEvROLOMzJ3+KvyWfR7WpWFkL5Z81NG9qRrPprO7fzc///gc+88Gr38UrXKLE8KbONxan3cmWyBoc\nNgfq3iYyTpuTaDxCrbcej+7Fptvx2N0AJLIp2sMdGJaBIlQ6ku18ZMZCDMugpXsXL25fzoLqCvpS\nCVoTbz+Qu1Ubs0ZMo84boDm7BQGM8dUPGM/TLa8RyyZ5vTOBT3fw6AfvIRzMzSdCCCzLQgjBX4NL\nWdbVQtYySWfD3LLqAV676NtcPHURIaufN1qXc4pzBpGO/ndcL3KsIBAoHJ1AgpTyvwZ9dOXez+PA\n547KQUsMSUlglygxjMgL3nwqSN4zu5jy8nJ6enqw2Wy0tbWRTqdxOp1ks9mCKK6uriabzRa6qSWT\nSaqqqgoR7GKrwP3d0AbY802aS1e8k3Fl2/jeBz9Aa6SDe1b9mt54bv8yFMXdkSIW8NO+vomftb9G\n7aUTcoJewhmLFvK1L3+T639wB619nfzgT/exYMZJTK8f3sVMJUq8m3SnO7Cw0FUbpmUghMCj+VjY\ncAEuPSeqp1bOYFd0J26HG1c6yZ5wBwCWNEnKGA5y4nxseS2XzyzDrtnoT0Z5YdtaHPaR1HtHMnfk\nJE6pPQmAtZ0rUYXKzJFzBoxlauV47KoNU5rYNAcBVxlaIDdv1NbWFgIGf1+5DEOaCAG6BkZaEk0l\nCIVCnKRMobG8BpvNRigUoqGhobDd/rz+hwOi1MnxfUFJYJcoMYzIC968QB5K+E6fPp2WlhZCoRDZ\nbBan00k0GsWyLNra2gqpJYFAgGAwiGVZjB8//rDbq+fHstNq489v/oNTak/ilnlfBGBq1TTCMYub\nH7sH9vTCq9uRAgJVFaS6+ghZFr7ZlZRNDDBWr+NT593AptZtA/afb65TokSJQ6PKXk13ugOH5kRB\nIWAbwThvIzY1Z+/Zn+mlylFNglzxs0N3UO4qoy/Rj9jrPiKlRBEKAUclqhCY0qTSVc53zrwdh+Lk\n+Z3/oD3WRG9yHCPc1Zw4av6QYzmjbi7/c9ZtbOvfxfn1p6Mr2pDNt85vmMefml4mY2XBVFhcMw9F\nUzn929cTSyW58sRzuXT2ArbSQmxnknPqzzysxljHJOKo5WCXOIYoCewSJYYRh9Kyvbu7m1AohNPp\nxLKsgpVfviDSsqyCOB7sf32oLdPzY0nbs9z7/O/ImBle3b6KzmkxrphzAUIIbnv8V2TSFuqOflTD\nQgCpPT2cveBslixfQvDRZj73ze/xnd/9hJk/OImAy8dpZy5kc2+Qy8+4kJkNk4/UZStR4n1BhX0E\ns8tPJWOl8OsVKEV5vuvDK9jUuQ5VKFSXjyJvMzKmYgwTRk5EFSqWZZLJZnDpLsKZvkInSEVR8Ohe\nXtz5NB3xIJqq8XTLY3x82o1sCG3AptqYHJiMJa1CagrAqTWzObUml5edn1ssTwbLbjDOPwmX7ub2\naR9jghUgm85woq8Bt9vNA8ueI5KMI4GHVv6T1Lgu2uMd0A5L21dw46Rrh3WqyNHKwS5xbFES2CVK\nHCfko9ZCCJxOZyHto6Ojo9Dd0efzFZxIdF3fJwre1tZGJpMpdIEcSnBLKXlq1Wv0RPuZPmksCoKO\njiQ7diRZt+7/eG7FMu7+yOcKERplTCVqWx/SqaFNHIX7pAamhvvRNZ0XVy2hd08HZiRGRzjGC489\nTuuaHajqv+QRW6LE+x635sHNQMs8KSUd8TYsaWJZJrFkFLfDS9bM4LS7CqI4F8E2SZnJXGoXkM5k\nmF05H7viIGOmqXBXwN7W7F97+Q7aYt1kLANd0ZhQNpKpldO4bMrV+wjInp4e+mSILT2rQQjWd63k\n8inX09fbx6LRJ5BIJHA4HAQCASZ2jMVhs5POZqkur2RPvKOwn9Wd66g89eCBhmOZnA92KYJ9vFMS\n2CVKHCeEQiEsyyKbzWK32xk/fnzB6xooFDUGg0H8fj/JZBKn0zlgH8VOI01NTYUc7ebmZtra2qir\nq+NPy5/nB0/8FsuSzKyfyIKzTmD5mmexLEnayvJiyxp2duzisvkL+NOy1xg3ehJVC6fz+uubsEx4\naunrWP09yF0hxkS6URGYe50G09k0v9vwHIunno1Lt1OiRIl3jhCCMnuA7kgIiaQ/kXP7mVo+i12p\nFiAnwvN+2sVs795Gb6yPaCqFQRK/MyfeNUWjK9FLZq/tX9Yy6E/H2dG/nY74HvSUfcDDeSAQYHtw\nMxZ7PfPNJBkzXXibVltbSzDeyQsbluC0FD55+iV0hHu4cdFH+WXzvbSncx0qxzgPr5PksYo4SkWO\nJY4dSgK7RInjhKqqKoLBIC6XC4fDUYjwJJO5aJTX6y2kjiSTSRwOxz5dIzOZDKlUCkVRiEajBbcS\nIQSZTIaenh7ebFpDIp0CYH3rVp44+f/wZur4+hO/QkpJ48gxfHHd/7KuK4LUTTbu3MKEkSOQ+ZRq\nIcCe8+revWsndocLRVNRNQ25oJ6vv/UAj+9Ywt8+/O336EqWKHH8cWLgNPxaOS2RJjwOL3bNwVjv\nBExMgqldSGlhWiaWtDD3uors6t2FYRmE4p2E4mEaR47L5WqzV4wXRWEFYFc1bKrGY01/pFarZ6Rt\nFFa3VUhtGxUaTSgbRGJR6xlLtC9Ge3s7Ukr+uuM5Htz2OBnToK81S0W2gv+54CaseJpvnnQnj21+\nAoHgrLqFw7rAEUopIu8XSgK7RInjhIaGBnw+H8FgkGQySXd39z72flVVVUQiEXRdx+v1EolEEEIU\nlueb1uS7QHo8HjRNy70u3msLeN7k+by6aQUSuOKU8wFIOSrNstUAACAASURBVATZCgcZI8syM8i4\njI4E9GASTNjZ2onbbSMeS4OQiL4Iis9O2Qcn0fuH9bhdbsZ+/gI2pTswjDSrurbt/0RLlChx2KhC\npbFsBmgQMfoQCLozXdS5xxFM7AQkTt1FNBUma2X3pjEoqELFbXczcdRURvpG0BvrwrIsoskIo8tG\nsbVnF6aUXDrxg6StMH3JbgwrS2tmK11WGwF7FVOYAoDfXs7EyBx8AS/T6qfT3NxMOp3GMAweb3se\nQ5ooisAzUmX7+j38vektZtdMoK6ujjOrF+zTiXbYCuxSisj7gpLALlHiOGJ/3tXF9n5Op7Pwc96q\nL5PJEAgEyGQyBX9aRVEwTZP6+vrCfpqampg/fjq/uupO7C4n1f5c/nY4lcDUFSxVxZSSKreXPbEM\n2b1Ra8MwSXbHMFZvxzmrmrIbZoMiMCNpdE3HMA0+NeMi7lz9ewBumHHBu3/xSpR4HxA1wsi9/+vN\nduHXygvLhCKKChtVqstGYVfHIhBUllUT6t9TeKPlcXjJWgaaovHxqYs5r+EDbAyt4ZVd/8TY6wBk\nYdKd6cSSJr2pblalX0P4VFzGVIQQBAIBUqkUhmEw1dPA0vAGMkaWVNjC0hR+u/EF/n97dx4f11ke\nevz3nGX2GW0jS5bkTd6XOE6ckISQEBoIhH0rELpAF9JCG1rgU6Apve2nC6W03JZbLpSU0r295V6g\ntAFaSiCBOMTY2Rwv8SJ5k23ZHu3SaLZz3vvHGY0lWXa8yNJIer7+6OM5Z84ZvY9Ges8z73kXf/d3\n+Xw4xHXNKypdTubyAEdAZxFZIDTBVmqemeoCNHnfiRMnMMaQywVdPXK5HGfPnq1cPG3bJhQKYbs2\nn3zmcxwY7OTeFa/gHUteT29vL6uWrpgwQPKBm9/IN3b/kH1nj2M/fZg3Nd/D7731Vv7kX/6Oxw7t\nAs+HXBFxbUafP034hqXYYQvz/RNA0KLTTh3P/OwXGSmOsqJm8Qz/1JRaGOrdNL3FswA0uE2E7Qhr\na67n+EgHSbeGmnA9mWw3YTdSOadYKoAxOLZDsbx0OsANi9dxY8t64lGLrqEjrKhdzenhU3SPnGCk\nOIhjOzTGmrHE5okT3ydPUN+cdA6zhRsrd9g6Ozt5q3U3G1OrOdZ3hiG/yN+ffoTRUgHHsth1upPW\nUA2NjY2XNJNStQvmwdYuIvOdJthKzTNTXYAmdxUBiMfjlT7WY0uqj46OAucGRP7ozNPsHThA0ZR4\nuOMRXtt+N6n6Wo6cOMqNG7YQDoUAqI8madvWzdEdOwD44z/7NDcP/CSPHX4eyRVxe7NgwErG8Aaz\nDB4ZIRaKkBvOUSoV8XyPJ3c+yctuuR2onbkfllILzIrYWtJeM444xOxgwGJztJWmSAtPDz6BR4ma\nWB0lr4RnShhjsMWmdyhDxI1QKBUoegX6s33kinlEBM/3OTNyEs/3ef7UXmyx2Ni4kVtb72BxYgnA\nhOn7SsUSXd1d1DXUIgSDqn2Bz+79L/q8fvqGS6ScEE75nFvb1s2LJdLHiGgXkYVAE2ylFpCxriJj\n82GPXxmts7OzcpwxhmKxSIQwmLF9Pjt+/BQf+/TvIiKsaF3Kd/7665Up9TasXc/O557C80rUrl7G\nE4d2YSzBxEP4w3msfIlS2MYsSsIP9lJI13LdkpUc6A9mKnn9Pa+bjR+JUguKiJByzv8Qa/DxjFd+\nHCw2Y4xN2A5zff0t7Bx4HNu2qY3XMTDSj2O7UMzhWE7lHINPIhRDRDgy0ElDdBGf3P4ljg508Z5N\nb6Ep1srZwQzfO7OTnJPFGbEBIZlN88ip52mtG6WFMLnaEDtGR/jsS3+eW1ZuoiGRor+3n0hNiJHi\nEHE3OZM/smknWFiiU5HOd5pgK7WAjHUVaWtrO29FtY6ODmzbxvd9UqkU2WyWtbEV3FW6hY7CMW5N\nbeFH27ZTKAat3h3HDrPv4Au44tDQ0MDv/+bv0dbaxrHjx1mycS1/+Pi/ll/dYAazeKMFvKYk9u4T\n4BuswRz3vPUtuIObuW3ZRtas0mXRlZotlti0RpZxIneEkERYk9qEj0fMTlAyRRw7GOwsCIsbltBc\n38Zwboh9XbuA4EO5b3wssRhrnH3m9NN4ZpilqVpOZ/fjWK08fnIvty9fW2mdBsNoqp98MoPVF3wA\niLqQjsW5oWUFO4ceYbR/hEXxZoYy/ZCBO9pexYrauVtfiPbBXhA0wVZqAblY/8XGxkbOnj2L4zhk\nMhlEhFAoxJ11N3O7d2Nwq3gNfP2xb2GJRbqunkI2T7Y0wsDAADU1NbzrTe+kp6eHgYEBbjuxie8f\n34W75yzSlwXAGcxXZirJ+yU+eeDb5P0S288coilWy13ptXN6+i2l5rLWyDJawkvPS/5cQkSsGDk/\ni+uEglkwLItUtIb2RasZzA7gWA4Fv0BNNMVQbgiDIeI63Ny8grHbYH25DBsbl5AvFQnbLkCQkNuw\nqWk5R/pPUDIG2w/xiY2v5z0P/xmZ3AD3bGxjfcsQDfE6LBH29jw3txNsnUVkQdAEWykFBNP8tbe3\ns337diBokcrn84RCITzPI1fM05Mf5sH7P4IYw41rN+OVglvKpVKpMnPJ2MwAg2GffCqEJENY/UGC\nXbO8hRFsTM8gLZvXs98vgedTzI6w/dDzPLz/SYaKOb74tg+xNr1k1n4WSi1UU7WsiggbElsY9gY5\nNtIBTlA/GAzJaA0n+7oYzWdpSKZpSi2iJlZDyA5RKOXJFrKUyovRWGKxtXkLJ4b68Pxh6qMpRopD\nAKTjNfzE8ht57PgeyIf43Uf/gT4rOO8bzxxhUa2Db3xaa5or/brnLJ0He0HQBHuaiUgM+AiwyBjz\nwKTn7gNebYx572yUTalL0djYyLFjxyrbxWIwCPG3/u0L9GYHMcbwO294H67tYCybSCQyYdn1sVby\nDzhvYfv/+zS59Y34A8PYx/rIHTzGyrs3QiHKbnsYKRZJHejF8g3fOfot+tfW41vwzq98kmc/8IVZ\n/CkopcazxCbl1LEmcR07+x4nEUvh2i6RUJQ1LRvY2fEjSn4J13aJuhFAGC3mKfkeUSdGMpSiLpJm\na/Ot3NIStF4b4/N413fpL/XgFsP84Mhhvt+ZwfMhGi/BiAFLcOxgcRvbD7MldRtuX5SMnZmzd7oE\nXclxIdAEe/qlABeYMApDRJLAbwC7ZqNQSl2q9vZ2BgcHGRoaQkQolUr0Z4c4O9xP0SshCM+f6GDV\noiW0trbS3t4+5eu8beMd/NO3v8ajz2+Ho72Ibyh5hsMvnAVXCNs2IQEMiG/A87CGC3ipECOF3MwG\nrZS6JCE7TFtkOT3+GVzbDbqSOWFCThjXCRN3Y4wWR3n+xO5Kn+wNzRtoT62mvWYdjhUk155fwsfn\njiX38ML+FyjkC+w4/hVG8kF3Es+2cIdHqV9Uxx2b0zg4bLK24Pda2DF7Ti80A6J9sBcATbCnmTGm\nW0QOA0snPfUrwD8Cm2e+VEpdnra2tspc2dlslvp4Dc2pBs4O92GM4bqWlQCcPHmSTCZDOBymtbX1\nvAvex9/4czzz7FMMlret1kYAfATLNxjAhB2cvEfIDZFuXcqo5fHXb/7wDEarlLocS+LtZIeG8Y0H\nWHT3nWRr+y3YlgMYOk8foj5Wi2PZDBdH6Rvt5ZDZx/7ePbxl9U+RGT3DE92P4BuftuQyVjRs4Gh/\nB594xT3sOHWMb3fuopT3qBsSPvPW+0lG42AgmUji+z6+78/phWaCafq0i8h8pwn2tWHGb4jIRqAL\n/XmrOWL8YMhMJkNHRwd/9NZfYc+JThbXNNCYrGM0l+OZ/buor6lj3fLVRCKRCed0dXXxhWe/ib1x\nKX5DGHtnB7Yj+Gbi93LSEeLpKB+95xd5781vmulQlVKXSURYl7q+sh2piZGzs4gIvu8znBsk5AQt\n1fXRGmKhGJ7xKJoSp0ZPcLBvT2XFyJPDx2ltXsaZ4aM0pqK8OrGGAW+A504f59433k423E+XHOC6\n5hsIF8PzYhC0ziKyMGjCNzPeDXwCeM/FDhKR+4H7AZYundwArtTsGLuYdXV1sVksRARjDJ/6u89y\n+NRxjDHc/+af5s4bX1q5+PX09LCtax//cXgHOa8IMQfbdcl398OyNMYCywcnLETXxvHCNp/Z+8+8\n56Y36oXnIrSOUNVoWXQlBwt78IyHb3xKXum8YwqlPCEnxOliFzWhWnpzwWqSru1yduAM2WK2cmwq\nHEUsKIXyHLH344vPtjPfoynVRGqwhrtS95IMpWYsvuln6SDHBUDf4WtMRN4JfMWMzU12EcaYh4wx\nNxljbmpsbJyB0il1adLpNFu2bGHp0qVEIhGMMew/1kG+kKdQLPD0C7solUqVVSIbGhqIhEITBvJY\ndQnsfImS+BRTEcKLYrilLJR8ikMlpGQ4cOAAmUxmtsKselpHqGpkWTZrwtexwl1Lb1+GWDiObTnY\nlk0ykqLoBSswer7HmcFTtCVWsDTZTsSNYIlNd/54pa4wxnB2ZAAXOLF3L2OTahsMJVMkWxpmT8/T\nsxXqtLAErPJqjpfzpeYWTbCvvXcB3xCRI8CfAm8XkYdmt0hKXZn29nZuueUWRISb128hHAoTcl3u\nuOE2APYf7+Q7O35IXX0db7zhTu5bfyct0VrCZ0ZwxcauS2AlwxjXImcLdYko8Sz4XTn6dvZR8M8l\n6UqpuUNEiNox7mx5NY3JJm5Y8RI2Lb2BlvqlNNW20FzbSsgOMVoYYXv3YzTH2rDFxuCDFcy1jYGC\nV2RZ1OHmRfWE1oQ4dfAshZJH1IkStsNYYhN1YrMd7lUKBjle7peaW7SLyLVR+UswxrylslPkvcBd\nxpj7Z6NQSk0Xx3H44Dvfx6GuI9QkkjTVN/LciUN85nv/gmVZ3LXpZn7zNe/hga2v541tN/CLzz1I\nEfBdm6IbVDu2IzTf1IRY0LQ0xp7tvfzjs4/wG6969+wGp5S6Khtqt3DaP0HEjXImewrLshCEh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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f1d342354a8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(10, 5))\n", - "ax1 = plt.subplot(121)\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "plt.scatter(ctd.salinity[ctd_north, :], ctd.temperature[ctd_north, :], \n", - " c=ctd.chloro[ctd_north, :], s=7, vmin=0, vmax=.5, zorder=3,\n", - " cmap=cmocean.cm.algae)\n", - "plt.plot(ctd.salinity[ctd_south, :], ctd.temperature[ctd_south, :], \n", - " \"o\", color=\".75\", alpha=.5, ms=2, zorder=2)\n", - "ax1.set_xlim(xmin, xmax)\n", - "ax1.set_ylim(ymin, ymax)\n", - "ax1.spines['right'].set_visible(False)\n", - "ax1.spines['top'].set_visible(False)\n", - "ax1.set_title(\"North of the front\", fontsize=14)\n", - "plt.xlabel(\"Salinity\", fontsize=14)\n", - "plt.ylabel(\"Temperature\\n($^{\\circ}$C)\", rotation=0, ha=\"right\", fontsize=14)\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "\n", - "ax2 = plt.subplot(122)\n", - "ax2.set_yticklabels(\"\")\n", - "scat2 = plt.scatter(ctd.salinity[ctd_south, :], ctd.temperature[ctd_south, :],\n", - " c=ctd.chloro[ctd_south, :], s=7, vmin=0, vmax=.5, zorder=3,\n", - " cmap=cmocean.cm.algae)\n", - "plt.plot(ctd.salinity[ctd_north, :], ctd.temperature[ctd_north, :], \n", - " \"o\", color=\".75\", alpha=.5, ms=2, zorder=2)\n", - "ax2.set_xlim(xmin, xmax)\n", - "ax2.set_ylim(ymin, ymax)\n", - "ax2.spines['right'].set_visible(False)\n", - "ax2.spines['top'].set_visible(False)\n", - "ax2.set_title(\"South of the front\", fontsize=14)\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "\n", - "fig.subplots_adjust(right=0.8)\n", - "cbar_ax = fig.add_axes([0.825, 0.15, 0.02, 0.7])\n", - "cb = plt.colorbar(scat2, cax=cbar_ax, extend=\"max\")\n", - "cb.set_label(\"Chlorophyll a\\nfluorescence\\n(V)\", rotation=0, ha=\"left\", fontsize=14)\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure6_thermosal_timeseries.ipynb b/python/figure6_thermosal_timeseries.ipynb deleted file mode 100644 index 79ff43e..0000000 --- a/python/figure6_thermosal_timeseries.ipynb +++ /dev/null @@ -1,309 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import numpy as np\n", - "import os\n", - "import netCDF4\n", - "import cmocean\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import rcParams\n", - "from geopy.distance import vincenty\n", - "from mpl_toolkits.basemap import Basemap\n", - "import json\n", - "rcParams.update({'font.size': 20})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figname = \"fig05\"\n", - "figdir = config[\"figdir\"]\n", - "thermosalfile = config[\"datafiles\"][\"thermosal\"]\n", - "ctdfile = config[\"datafiles\"][\"ctd\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(llcrnrlon=-1, llcrnrlat=36.5999, \n", - " urcrnrlon=-.3, urcrnrlat=37.2, \n", - " projection='merc', resolution='c')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "color1 = \"#6C92EE\"\n", - "color2 = \"#43D26A\"\n", - "NN = -400" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data \n", - "### CTD" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "ctd = alborexdata.CTD()\n", - "ctd.get_from_netcdf(ctdfile)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Thermosalinograph" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "thermosal = alborexdata.Thermosal()\n", - "thermosal.get_from_netcdf(thermosalfile)\n", - "thermosal.temperature = np.ma.masked_greater(thermosal.temperature, 22., copy=True)\n", - "thermosal.salinity = np.ma.masked_less(thermosal.salinity, 35., copy=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontfile = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontfile)\n", - "f.smooth()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "N1 = [3650, 5020, 13945, 15000, 17200]\n", - "N2 = [4585, 5620, 14620, 15800, 18470]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Add distance bar " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def get_lat_distref(ax, lon, distref=10., center=.5):\n", - " xmin, xmax = ax.get_xlim()\n", - " xcenter = xmin + center * (xmax - xmin)\n", - " xdiff = xmax - xmin\n", - " dist = vincenty((xmin, lon), (xmax, lon))\n", - " aa = xcenter - xdiff * (distref / dist.kilometers) / 2\n", - " bb = xcenter + xdiff * (distref / dist.kilometers) / 2\n", - " return aa, bb" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Main plot" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4771: RuntimeWarning: invalid value encountered in greater\n", - " lonsin = np.where(lonsin > lon_0+180, lonsin-360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4772: RuntimeWarning: invalid value encountered in less\n", - " lonsin = np.where(lonsin < lon_0-180, lonsin+360 ,lonsin)\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:4776: RuntimeWarning: invalid value encountered in greater_equal\n", - " itemindex = len(lonsin)-np.where(londiff>=thresh)[0]\n" - ] - }, - { - "data": { - "image/png": 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kJ4g9XqNnpLJb4fTeg/5u+OrPqATdmwBWda8HEne5ikWxXcifZ/ycSyaeQlXh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vCoRuy3TRgr15sbPZSVlXVdY/LoG/BIjU69mYDuG2jIkYUQwNA5iAnVfAD1ahb70jJ4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oaLpAi4tFGGaYWEmlmzf/uxEBfLeiLBRD3UxZTSNrNm4lK7MPXp8OGNS4XAxPT6Pa1Ui9y0WM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ln23ucUuUnfZKN/nLwYiAlTc7TITWSwijED9IwbpOO2X/NAkLgh+LIWHc/qkBc8IQEqIoOV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\nUFBoKx7ucZ3n79UV28i25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4BngT1z0i4EHgfaq7hd56Tf1aT0/XTgBeBLWY/VwbrU6lir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\n/gAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f29bf35d3c8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(12, 10))\n", - "axloc = ( (0, 2), (1, 2), (2, 0), (2, 1), (2, 2))\n", - "\n", - "# Main map with tracks\n", - "ax = plt.subplot2grid((3, 3), (0, 0), rowspan=2, colspan=2)\n", - "i = 0\n", - "Nind = [0, 1, 2, 4, 3]\n", - "Nax = len(Nind)\n", - "for nn in Nind:\n", - " i += 1\n", - " m.plot(thermosal.lon[N1[nn]:N2[nn]], thermosal.lat[N1[nn]:N2[nn]], '--',\n", - " lw=2, zorder=6, color='k', latlon=True)\n", - " xt, yt = m(thermosal.lon[N1[nn]], thermosal.lat[N1[nn]])\n", - " plt.text(xt, yt, str(i) + ' ', va=\"bottom\", ha=\"right\", color='k', fontsize=24)\n", - " xt, yt = m(thermosal.lon[N2[nn]-1], thermosal.lat[N2[nn]-1])\n", - " plt.text(xt, yt, str(i) + ' ', va=\"bottom\", ha=\"right\", color='k', fontsize=24)\n", - "scat = m.scatter(thermosal.lon[:NN], thermosal.lat[:NN], c=thermosal.salinity[:NN], s=.5, \n", - " vmin=36.5, vmax=38,\n", - " edgecolor=None, zorder=5, latlon=True, cmap=cmocean.cm.haline)\n", - "m.colorbar(scat, extend=\"both\")\n", - "m.drawparallels(np.arange(36.6, 37.201, 0.2), labels=[1, 0, 0, 0], linewidth=.2)\n", - "m.drawmeridians(np.arange(-1., -0.3, 0.2), labels=[0, 0, 1, 0], linewidth=.2)\n", - "m.drawmapscale(-.8, 36.7, .8, 36.7, 10, barstyle='simple', units='km', fontsize=12)\n", - "\n", - "# Front\n", - "m.plot(f.lon, f.lat, \"--\", color=\".4\", linewidth=15, latlon=True, alpha=.5, label=\"Front\")\n", - "\n", - "# Subplots\n", - "for i, nn in enumerate(Nind):\n", - " ax = plt.subplot2grid((3, 3), axloc[i], rowspan=1, colspan=1)\n", - " ax.plot(thermosal.lat[N1[nn]:N2[nn]], thermosal.temperature[N1[nn]:N2[nn]], \n", - " \"-\", color=color1)\n", - " aa, bb = get_lat_distref(ax, np.nanmean(thermosal.lon[N1[nn]:N2[nn]]), \n", - " distref=10., center=.35)\n", - " ax.hlines(20.25, aa, bb, colors='k', linestyles='solid', label='10 km', linewidth=3)\n", - " plt.text(.5 * (aa + bb), 20.35, \"10 km\", ha=\"center\")\n", - " plt.text(.025, .98, str(i+1), transform=ax.transAxes, \n", - " color='k', fontsize=24, ha='left', va='top')\n", - " if i > Nax:\n", - " ax.set_yticklabels(\" \")\n", - " if i == 2:\n", - " ax.set_ylabel(\"T [$^{\\circ}$C]\", rotation=0, ha=\"right\", fontsize=18, color=color1)\n", - " if i == 3:\n", - " ax.set_xlabel(\"Latitude [$^{\\circ}$N]\", fontsize=18, color='k')\n", - " ax.set_ylim(18.5, 20.75)\n", - " ax.tick_params('y', colors=color1, color=color2)\n", - " ax2 = ax.twinx()\n", - " ax2.plot(thermosal.lat[N1[nn]:N2[nn]], thermosal.salinity[N1[nn]:N2[nn]], \n", - " \"-\", color=color2)\n", - " if i > Nax:\n", - " ax2.set_yticklabels(\" \")\n", - " if i in (0, 1, 4):\n", - " ax2.set_ylabel(\"S\", rotation=0, fontsize=18, color=color2)\n", - " ax2.set_ylim(36.4, 38.2)\n", - " ax2.tick_params('y', colors=color2)\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure7_Profilers.ipynb b/python/figure7_Profilers.ipynb deleted file mode 100644 index 0e1297e..0000000 --- a/python/figure7_Profilers.ipynb +++ /dev/null @@ -1,500 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import scipy.io as sio\n", - "from scipy import interpolate\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\",category=matplotlib.cbook.mplDeprecation)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging(\"./logs/alborexFigure7.log\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc',\n", - " '/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-arvorc_socib_arvorc_L0_2014-05-25.nc',\n", - " '/home/ctroupin/Data/Alborex/Profilers/dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc']" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "figdir = config[\"figdir\"]\n", - "datadir = config[\"datadirs\"][\"profilers\"]\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir, \"*.nc\")))\n", - "coastfile = config[\"datafiles\"][\"coast\"]\n", - "datafilelist" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data \n", - "### Coastline" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-11-21 16:04:37,281 - alborex_logger - INFO - /home/ctroupin/Data/Alborex/Coastline/coastline_f.dat exists\n" - ] - } - ], - "source": [ - "if os.path.exists(coastfile):\n", - " logger.info(\"{0} exists\".format(coastfile))\n", - " loncoast, latcoast = alborexdata.read_lonlat_coast(coastfile)\n", - "else:\n", - " logger.warning(\"{0} does't exist\".format(coastfile)) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Front position" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot\n", - "\n", - "Create the projection" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = (-1.5, 1., 35.25, 37.25)\n", - "m = Basemap(projection='merc', llcrnrlon=coordinates[0], llcrnrlat=coordinates[2],\n", - " urcrnrlon=coordinates[1], urcrnrlat=coordinates[3],\n", - " lat_ts=0.5 * (coordinates[2] + coordinates[3]), resolution='h')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loop on the files" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-11-21 16:27:33,712 - alborex_logger - INFO - Making figure fig10_new\n", - "2018-11-21 16:27:33,783 - alborex_logger - DEBUG - Working on file: dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc\n", - "2018-11-21 16:27:33,881 - alborex_logger - DEBUG - Working on file: dep0001_profiler-drifter-arvorc_socib_arvorc_L0_2014-05-25.nc\n", - "2018-11-21 16:27:49,129 - alborex_logger - DEBUG - Working on file: dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc\n" - ] - }, - { - "data": { - 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kc+dTaPnh1kp7d3W+gue3of4OUqkNRC1673w/yc6dz+BphraOJ6goHZY09UHT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\n7vLhtsgaUlmP1Lzaef3fODC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SIBepDIjYlYUEcvxgjIx+VPtuo71ihDOeHGOWYsp3KWTO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KqyefNmOnTocET7V5VYLEY4HGbHjh00atSIjAyzzQaPFsr6vZdERL5Q1X61OCVLA6eu/hdbAvz4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MPKKniJICQeuKoxSBNmqwJZEbzVsMNBntZXJzVg7kQASDWocddP11UBVsDAg66jYq9PVpNf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\n51WTEdgQh+o8IUIpQY+/ioka7BBdc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R3mdWYVsoOAoixHygoYtS6ySmzQ8PvCylokv7Zd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\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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f9b19fd6320>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig10_new\"\n", - "figtitle = \"Profiling floats trajectories\"\n", - "logger.info(\"Making figure {0}\".format(figname))\n", - "finaldate = datetime.datetime(2014, 6, 15)\n", - "\n", - "tmin, tmax = 18., 20.5\n", - "\n", - "fig = plt.figure(figsize=(14, 10))\n", - "# 1st subplot: trajectories\n", - "\n", - "ax0 = plt.subplot(2, 2, 1)\n", - "m.ax = ax0\n", - "\n", - "# Add the coastline\n", - "for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.5, latlon=True, zorder=4, ax=ax0)\n", - "\n", - "alborexdata.add_map_grid(m, coordinates, dlon=.5, dlat=.5,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\", ax=ax0)\n", - "\n", - "m.fillcontinents(color=\"w\", zorder=3, ax=ax0)\n", - "# Front position\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True, zorder=5, alpha=.7)\n", - "plt.title(figtitle, fontsize=18)\n", - "\n", - "colorlist = [\"b\", \"g\", \"k\"]\n", - "stylelist = [\"-\", \"-.\", \"-\"]\n", - "namelist = [\"Arvor-A3\", \"Arvor-C\", \"Provor-bio\"]\n", - "\n", - "ii = 0\n", - "for datafiles in datafilelist:\n", - " \n", - " logger.debug(\"Working on file: {0}\".format(os.path.basename(datafiles)))\n", - " \n", - " # Read data from file\n", - " p = alborexdata.Profiler()\n", - " p.get_from_netcdf(datafiles)\n", - " # p.select_dates(finaldate=finaldate)\n", - "\n", - " # Hard-coded !!!!\n", - " # because the 1st profiler has some issues in the first positions\n", - " if ii == 0:\n", - " p.lon = p.lon[3:]\n", - " p.lat = p.lat[3:]\n", - " p.dates = p.dates[3:]\n", - " p.depth = p.depth[3:, :]\n", - " p.temperature = p.temperature[3:, :]\n", - " p.salinity = p.salinity[3:, :]\n", - " \n", - " \n", - " \n", - " m.plot(p.lon, p.lat, \"o:\", color=colorlist[ii], \n", - " linestyle=stylelist[ii], ms=4, latlon=True, label=namelist[ii])\n", - " \n", - " ii += 1\n", - " \n", - " # Select good dates\n", - " p.select_dates(finaldate=finaldate)\n", - " ndepth = p.depth.shape[1]\n", - " dates = np.matlib.repmat(p.dates.T, ndepth, 1)\n", - " dates = dates.transpose()\n", - "\n", - " ax = plt.subplot(2, 2, ii+1)\n", - " #ax2.plot(p.salinity, p.temperature, \"ko\", ms=2)\n", - " scat = ax.scatter(dates, p.depth, s=4, c=p.salinity, \n", - " vmin=36.75, vmax=38.5,\n", - " cmap=cmocean.cm.haline)\n", - " ax.set_title(namelist[ii-1], fontsize=18)\n", - " #plt.yticks(range(0, 2000, 100))\n", - " #plt.ylim(0, 400.)\n", - " plt.ylabel(\"Depth\\n(m)\", fontsize=14, rotation=0, ha=\"right\")\n", - " plt.xlim(datetime.datetime(2014, 5, 25), finaldate)\n", - " cb = plt.colorbar(scat, extend=\"both\")\n", - " cb.set_label(\"S\", rotation=0, fontsize=14)\n", - " plt.gca().invert_yaxis()\n", - " plt.tick_params(axis='both', which='major', labelsize=12)\n", - " fig.autofmt_xdate()\n", - "\n", - "\n", - "ax.set_title(namelist[ii-1], fontsize=18)\n", - "# plt.ylim(0, 400.)\n", - "plt.xlim(datetime.datetime(2014, 5, 25), finaldate)\n", - "#plt.gca().invert_yaxis()\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "fig.autofmt_xdate()\n", - "# ---------------------------------------------------\n", - "\n", - "\n", - "ax0.legend(fontsize=16, loc=4)\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "\n", - "plt.subplots_adjust(hspace=0.3)\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "p = alborexdata.Profiler()\n", - "p.get_from_netcdf(datafilelist[1]) \n", - "p.select_dates(finaldate=datetime.datetime(2014, 6, 14))" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "455" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.dates.count()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## T-S diagram" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2018-08-02 22:08:41,535 - alborex_logger - INFO - Making figure fig08b\n", - "2018-08-02 22:08:41,579 - alborex_logger - DEBUG - Working on file: dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc\n" - ] - }, - { - "data": { - "image/png": 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+fQ0/LIfoKZwxmPKRu2+QJd1v1LfPki5SRY8RyAua7YMr25Jn+DHtz6thm8La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\nCIIwLKEC1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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f2a34790908>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig08b\"\n", - "figtitle = \"Profiling floats trajectories\"\n", - "logger.info(\"Making figure {0}\".format(figname))\n", - "finaldate = datetime.datetime(2014, 6, 15)\n", - "\n", - "fig = plt.figure(figsize=(10, 10))\n", - "ax0 = plt.subplot(111)\n", - "\n", - "ii = 0\n", - "for datafiles in datafilelist:\n", - " \n", - " logger.debug(\"Working on file: {0}\".format(os.path.basename(datafiles)))\n", - " \n", - " # Read data from file\n", - " p = alborexdata.Profiler()\n", - " p.get_from_netcdf(datafiles)\n", - " p.select_dates(finaldate=finaldate)\n", - "\n", - " # Hard-coded !!!!\n", - " # because the 1st profiler has some issues in the first positions\n", - " \"\"\"\n", - " if ii == -1:\n", - " p.lon = p.lon[3:]\n", - " p.lat = p.lat[3:]\n", - " p.dates = p.dates[3:]\n", - " p.depth = p.depth[3:, :]\n", - " p.temperature = p.temperature[3:, :]\n", - " p.salinity = p.salinity[3:, :]\n", - " \"\"\"\n", - " \n", - " \n", - " plt.plot(p.salinity.compressed(), p.temperature.compressed(), \"o\", ms=1)\n", - "\n", - "np = p.depth.shape[0]\n", - "depth4interp = 25\n", - "t, s = [], []\n", - "ii = 0\n", - "dd = p.dates[0]\n", - "while (dd <= finaldate):\n", - " depthinterp = p.depth[ii]\n", - " tempinterp = p.temperature[ii]\n", - " saltinterp = p.salinity[ii]\n", - " f1 = interpolate.interp1d(depthinterp, tempinterp)\n", - " f2 = interpolate.interp1d(depthinterp, saltinterp)\n", - " t.append(f1(depth4interp))\n", - " s.append(f2(depth4interp))\n", - " ii += 1\n", - " dd = p.dates.data[ii]\n", - " \n", - "plt.plot(s, t, \"ro-\")\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "\n", - "# plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure8_ADCP.ipynb b/python/figure8_ADCP.ipynb deleted file mode 100644 index 484d438..0000000 --- a/python/figure8_ADCP.ipynb +++ /dev/null @@ -1,337 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import netCDF4\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "from importlib import reload" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "datafile = config[\"datafiles\"][\"adcp\"]\n", - "os.path.exists(datafile)\n", - "figdir = \"../figures/ADCP/\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Front" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Data reading and quality control" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py:617: RuntimeWarning: invalid value encountered in sqrt\n", - " self.velnorm = np.sqrt(self.u * self.u + self.v * self.v)\n" - ] - } - ], - "source": [ - "adcp = alborexdata.Adcp()\n", - "adcp.get_from_netcdf(datafile)\n", - "adcp.apply_qc(qf=1)\n", - "adcp.get_norm()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Figures\n", - "### Projection" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(projection='merc', llcrnrlon=coordinates2[0], llcrnrlat=coordinates2[2],\n", - " urcrnrlon=coordinates2[1], urcrnrlat=coordinates2[3],\n", - " lat_ts=0.5 * (coordinates2[2] + coordinates2[3]), resolution='h')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Quiver plot all depths\n", - "Plot the velocity fields with arrows. \n", - "The arrow lengths are all the same but the color change, so the visualisation of both the direction and the intensity is easier. No quiver key is needed." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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TuWr5pPRwcgfRQ5umZfGk08M8+cTjrKhPARBKbKfr7EsA1Lb8BL1nH8CIrKcw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\nRK5CYII=\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f3b28939668>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for idepth, depth in enumerate(adcp.depth[0:1]):\n", - " \n", - " figname = \"ADCP_{}\".format(str(idepth).zfill(4))\n", - " plt.figure(figsize=(10, 10))\n", - " ax = plt.subplot(211)\n", - " adcp.plot_adcp_quiver(m, depthindex=idepth, depth=depth, \n", - " datemax=datetime.datetime(2014, 5, 28, 0, 0, 0))\n", - " \n", - " m.drawparallels(np.arange(36.5, coordinates2[3], 0.25), labels=[1, 0, 0, 0],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - " m.drawmeridians(np.arange(-1, coordinates2[1], 0.25), labels=[0, 0, 0, 1],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - " ax = plt.subplot(212)\n", - " adcp.plot_adcp_quiver(m, depthindex=idepth, depth=depth, \n", - " datemin=datetime.datetime(2014, 5, 28))\n", - " \n", - " m.drawparallels(np.arange(36.5, coordinates2[3], 0.25), labels=[1, 0, 0, 0],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - " m.drawmeridians(np.arange(-1, coordinates2[1], 0.25), labels=[0, 0, 0, 1],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - " #plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - " plt.show()\n", - " plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot selected sections" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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eFkLMBq74MDjOPLTtUsqfCSFWARPH0hTNqBwD8pfsRYsgKYkcm439wAWcxrUB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x8TJkyweLXeUjmthatKGqwOHTrUeWHUkpymtE/ubQy1vshap6atKzc3t81qLJpq01Mrk5qtUcN2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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f3b266726d8>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(8, 8))\n", - "ax = plt.subplot(111)\n", - "#NN1, NN2 = 1462, 1600\n", - "#NN1, NN2 = 1640, 1780\n", - "count = 0\n", - "for lon, lat in zip(adcp.lon[::100], adcp.lat[::100]):\n", - " if lon <= coordinates2[1] and lon >= coordinates2[0] and lat <= coordinates2[3]:\n", - " m.plot(lon, lat, \"ro\", markersize=7, latlon=True)\n", - " llon, llat = m(lon, lat)\n", - " plt.text(llon, llat, \" \" + str(count), ha=\"left\")\n", - " count += 100\n", - " \n", - "NN1, NN2 = 1462, 1600\n", - "adcp.add_rectangle(NN1, NN2, m, label=\"1\")\n", - "\n", - "llon, llat = m(adcp.lon[NN1:NN2], adcp.lat[NN1:NN2])\n", - "m.plot(adcp.lon, adcp.lat, \"k--\", lw=.2, latlon=True)\n", - "plt.quiver(llon, llat, adcp.u[NN1:NN2,0], adcp.v[NN1:NN2,0], headwidth=1)\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - "m.drawparallels(np.arange(36.5, coordinates2[3], 0.05), labels=[1, 0, 0, 0],\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "m.drawmeridians(np.arange(-1, coordinates2[1], 0.1), labels=[0, 0, 0, 1],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Combined plot\n", - "Quiver plot and 2 north-south sections " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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X82r/aP1a+L6eLWxoNlmflVrGZ8Vy6SCprNffE+/nfEadydE9qbJC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bFy44ALy8pjmyksMw5YCMmNJNchZB9C0rGsHKnxX2KbWbyNN9O+Yg+bNm3CttYz0fsARi6KmZtk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\nZ27+Aofs92rOfM1pHLzfgWW/im5jGj1nHvYufrf+m9z317045lWv5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QDYX0SeBP4BmCci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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f3b288cba20>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig11\"\n", - "fig = plt.figure(figsize=(15, 10))\n", - "ax1 = plt.subplot2grid((2,2), (0,0), rowspan=2)\n", - "\n", - "adcp.plot_adcp_quiver(m, depthindex=3, depth=40)\n", - "NN1, NN2 = 900, 1070\n", - "adcp.add_rectangle(NN1, NN2, m, label=\"S1\")\n", - "NN1, NN2 = 1462, 1600\n", - "adcp.add_rectangle(NN1, NN2, m, label=\"S2\")\n", - "\n", - "m.drawparallels(np.arange(36.5, coordinates2[3], 0.25), labels=[1, 0, 0, 0],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "m.drawmeridians(np.arange(-1, coordinates2[1], 0.25), labels=[0, 0, 0, 1],\n", - " fontname='Times New Roman', fontsize=14,\n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - "\n", - "ax2 = plt.subplot2grid((2,2), (0,1))\n", - "NN1, NN2 = 900, 1070\n", - "adcp.make_velocity_section(adcp.lat[NN2:NN1:-1], adcp.depth, \n", - " adcp.u[NN2:NN1:-1,:].T, frontlat=36.985,\n", - " title=\"S1 $-$ Zonal velocity (26 May)\")\n", - "\n", - "ax3 = plt.subplot2grid((2,2), (1,1))\n", - "NN1, NN2 = 1462, 1600\n", - "# 1640, 1780\n", - "adcp.make_velocity_section(adcp.lat[NN2:NN1:-1], adcp.depth, \n", - " adcp.u[NN2:NN1:-1,:].T, frontlat=36.92,\n", - " xlabel=\"Longitude\", title=\"S2 $-$ Zonal velocity (27 May)\")\n", - "\n", - "plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "plt.show()\n", - "plt.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure8_ADCP_matfiles.ipynb b/python/figure8_ADCP_matfiles.ipynb deleted file mode 100644 index 08b7c99..0000000 --- a/python/figure8_ADCP_matfiles.ipynb +++ /dev/null @@ -1,316 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborex_functions\n", - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "import scipy.io as sio\n", - "from importlib import reload" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "datadir = config[\"datadirs\"][\"adcp\"]\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir, \"*.mat\")))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Front" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Figure" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(projection='merc', llcrnrlon=coordinates2[0], llcrnrlat=coordinates2[2],\n", - " urcrnrlon=coordinates2[1], urcrnrlat=coordinates2[3],\n", - " lat_ts=0.5 * (coordinates2[2] + coordinates2[3]), resolution='h')" - ] - }, - { - "cell_type": "code", - "execution_count": 171, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "class Adcp(object):\n", - " \n", - " \"\"\"\n", - " Stores ADCP transects\n", - " \"\"\"\n", - " \n", - " def __init_(self, lon=None, lat=None, depth=None, u=None, v=None):\n", - " self.lon = lon\n", - " self.lat = lat\n", - " self.depth = depth\n", - " self.u = u\n", - " self.v = v\n", - " \n", - " def read_adcp_matfile(self, filename):\n", - " \"\"\"\n", - " Read the coordinates (lon, lat, depth) and \n", - " the velocity components from the .matfile\n", - " \"\"\"\n", - " # Read the mat file\n", - " dataadcp = sio.loadmat(filename)\n", - "\n", - " self.lon = dataadcp[\"AnFLonDeg\"]\n", - " self.lat = dataadcp[\"AnFLatDeg\"]\n", - " self.u = dataadcp[\"SerEmmpersec\"]\n", - " self.v = dataadcp[\"SerNmmpersec\"]\n", - " ndepth = self.u.shape[1]\n", - " depthmin = 16.\n", - " deltadepth = 8.\n", - " depthmax = depthmin + (ndepth - 1) * deltadepth\n", - " self.depth = np.linspace(depthmin, depthmax, int(nbins)) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### One subplot per file" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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uugmTJ0/m7u5+9atfITk5Ge+++65J9tnlW0fb2tqQlZV1xX7HgtC3taVW2Cu6\nlr6+Pjpr1qwRz96cnJzo6tWrBT1PTk4O72MNuaOClfRy29ra6M8//3zNf8XFxXr33PV16bOXKVOm\njOgBJyUl0Y8++kiwc508eZL3sYbeIVtLmZrT999/T3Nycujg4CCllNLvvvtuRHm6urrS//u//zPq\nudflVq9eTdeuXUvLy8sNLiNbrKOWMFxHtVot9ff3H1GmM2fOpOvXrxfsXOaqo4aUp83eiY7G0dER\nhw8fRk1NDd5//31MmzYNfX193Nqkrq4uvPrqqyMWK5ubtS3ZMZanpydCQ0ONmoJ+NZfOqszOzsbO\nnTvxwAMPQKFQIDc3d8TSi8OHD/N69iWE8VaeptDV1YWTJ0+iqakJAHDfffehsrISb731FhITE9HZ\n2Ykvv/ySS35SVlaGuro6o87p5uaGadOmwcnJyeC/DVam+hmuoyKRCJWVldi6dSuWL18OmUyGo0eP\n4vjx4wCGbtgOHjzIO1uRsUxVnuOyER0WGBiI559/HtnZ2aisrOQy52zcuBF/+ctfEBkZiXnz5mHr\n1q28UsUNdVgMd2n+YVtztZ4YIQSenp5G74YzFnt7eyxatAjr169HS0sLNm/ejJdffhnAUKalG264\nAUFBQXj11Vd5XXz5liellMvYxVxbQEAA4uLiRmTrmjBhAlatWoXTp0+jsLAQn3zyCbdGddWqVQgO\nDsatt96K3bt38843nZ2djb6+PoPWPdpyHbUkBwcH3HHHHfj+++/R3NyMb7/9Fk899RSAoTXHc+bM\nwYQJE/D222/jwoULBr8/3zra29uLc+fO8Tp2LOO6Eb3UhAkTuFmBycnJePDBB+Ho6Ij9+/dj6dKl\nCAsLM/jCy7dno9FoLNYbMxYhBIQQaDQalJeXIycnB21tbXB1dTVrz93BwQFLly5FamoqAKCxsRGx\nsbFobm7GX/7yF4SGhmLp0qUoKyvT+z35xk8IsYpk5dautrYWYrH4mo3hxIkT8Zvf/AbA/7bMs7e3\nx08//YRFixYhOjoan3/+uUHnbGhogJeXl8H795ri+ez1RqFQYMWKFVyOgLa2NoSFhaGmpgZ/+MMf\nEBgYiAceeAANDQ16vyffOiqXy9He3s7r2LFcN43opZKTk/H111+jvr4ef//73xEVFQVXV1fu4fjW\nrVv1uvjy3fEjIiLCJBNjzEGn00Gn00Emk+GOO+7AjTfeeNVJQuY2a9YsFBYW4uDBg7jrrrtACMGP\nP/7I3R3toHhNAAAgAElEQVQ3NzePOdrAd3cIwDqSlVs7BwcHbNy4Efv27RtzggchBBs2bEBtbS3e\neustBAcHo6KigtvMmVKq18U3JiYG3t7eBo80ubm5meyie7265ZZbUFFRgV27duGWW26BWq3G1q1b\nuUxSjY2NY442WGMdvS4b0WGurq549tlnUVxcjL1794IQgq6uLqxcuRIxMTG44447uPywV8M3ibyz\ns7NNzvpTq9XIysrCnj17cODAAaxfvx51dXUYHBxER0eHxRsSQghuuOEGbNy4EdXV1diwYQOXo/jh\nhx9GREQEPvroo2vO1DZmUwCpVHrdrCvkSyaTISoqCsePH0deXp5efy/e3t5YtWoVzp07h23btuGZ\nZ54BABw4cIDbjWa0oXQvLy+0t7cblPIPGBq5stbt+myZSCTCwoULsWPHDlRWVuKbb76Bi4sLKKVY\nvHgx4uLi8OWXX15zJMCYOkopNckI4HXdiA4TiUTcxr1KpRL33HMPJBIJfvzxR6SmpmLRokVXfUZi\nzJ6Nra2tvI+1FJVKBScnJ8TFxUGhUECr1aKkpATnz5+HRqOxqokY/v7+uPfeewEMPQ+prKxEdXU1\nnn32WUyYMAEffPDBFY3pwMDAFfuf6svHxweFhYVGxz2eNTc3o7OzE9HR0ejv7zdo2ZlYLMZtt93G\n7VAy3Ah/9913SExMxPLly6/amJ4/fx6tra0GPw8jhNhkHbUlYWFhuPPOOwEM3YW2tbWhpKQEjzzy\nCKKiovDPf/7zisbUmM66l5cXN5IhJNaIXsbHxweff/45zp8/j1WrVkEul2P37t1oa2sDMHIz7crK\nSt7nWbRokdGxmptcLsekSZMQFBQENzc3AEO9O7lcbtQwi6nJ5XIUFRXhhx9+QEpKCpqbm/HCCy/g\nL3/5y4jXtbS08F7r6e3tjZSUFCHCHbdCQkLQ39+PoqIi6HQ6o+4Kfvvb36KyshJPP/00pFIpNm/e\njNmzZ1/RMHd1dXF7lxo6MYnvtniM4fz9/VFRUYENGzZg4sSJqK6uxmOPPYZPP/10xOuqqqp4TzAL\nDg42SRJ61oheg6+vL9566y2cP38en376KZea7ve//z3uuusuVFZW8r7zunDhgs0mxB6eFDV//nys\nXr0aq1evxooVKyCVSq16spRIJMKSJUtw4sQJ/PTTT5g1axaefvppAEOzN7/99lsuiT4fra2tgi/v\nGW86OzsRHh4Od3d3VFRUoKenx6j3CwkJwUcffYRz587hmWeewe9+9zs4OjqCUoo333wT9fX1cHBw\nwOnTp9Ha2mrQc1FbrqO2yt7eHvfffz/OnDmD//znP5g9ezYefvhhAEMpQX/88UduNYChtFotOjs7\nTTJaRgy5NU5JSaEnT54UPAhb0dPTg6CgIHR1dcHe3h5Lly7F2rVrDd4b79SpU1fdlupaCCGnKKWC\n3+YYWp4dHR04duzY5bGhvLwcXV1dcHZ2xooVK3jvFWgJlFKkpaUhKysLsbGxePvtt3H77bcb/D62\nWqbm9Pnnn6OwsBAxMTFYtGiRyTa93rJlC5YtWwaZTIYZM2bg6aefRkBAAOLj4/XePYaVp/VQqVSI\ni4tDRUUFJk+ejHXr1nGz8g1hSJkaUp6s62wAhUKBs2fPYuXKldBoNPjvf/+LyMhI/PDDDwa9j52d\nnU1OoR9OKg4MDWsfOXIEL774Il555RW89957yM/Pt7nE+pRS/PrXv0ZgYCCKi4uxZMkSLFmyBOfP\nn7d0aONOSEgIwsPDuUlCpkp7mZiYiKVLl2JgYAD79+/HihUr8MUXX5jkXIzpEULwzDPPwNPTE/n5\n+ZgxYwYefPBBNDc3G/Q+bHaulQgMDMS//vUv5OfnY/r06ejq6uKWuug7Vu/v74/GxkZThmkSGo0G\ndXV1+M1vfoM777wT7733Hurr6zF79mzs2rULX3/9NYKDgy0dpkFEIhEefPBBlJWV4cknn4RcLse2\nbdvw2WefWTq0caeurg4SiQRTpkxBRkaGUTMtRxMZGYnNmzfj6NGjCAoKQl9fH/7zn/8YNBFQKpXy\nnmTGCMve3h5PP/00Kioq8NBDD0EqleKbb77Bxo0bLR0aANaI8paYmIi9e/fi1KlT3ISSxx9/HI8+\n+ii6urpGPdbT0xMtLS3mCFNQtbW1eP755wEA77zzDt566y386U9/wp///GdMnTrVwtEZRyaT4e23\n30ZJSQmeeOIJvPLKKwCA48eP48CBA2Mez3eyw/XE3t4ehYWFKC0tBaXU5M8c09LS8MYbb+Cuu+7C\nypUrIZfLodVq8dFHH425TjUkJARVVVUmjY8xjIuLCz788EOcPXsWTz31FJ544gkA4K7DYzFVHWWN\nqBGcnZ0xZcoUAEOZUb799lt88cUXmDhxInbs2HHN44Yz/tiasLAwvP322/jggw+g1Wrh4+ODiRMn\nYuLEiVfdwcXWKBQKBAQE4OOPP4ZcLsfAwAAefPBBZGRk4Ne//vWoM3d9fX1RW1trxmhtj4eHByZN\nmgR3d3eUlJQYtURMX8NrUxMTE9HV1YV//OMfePbZZ5GYmIhDhw5d8ziFQmGTa7nHO4VCgYiICKxd\nuxZ2dnZoa2vDr371K0yfPh0vv/zyqJ0juVw+5g0OH6wRNUJTUxOXTNvf3x+5ublITU1FQ0MDbrvt\nNtx///3c0pjLTZ8+3ZyhCoIQgpCQEFRWVsLHxwd+fn6YNWvWiE2abV1+fj73f7FYjBUrVsDe3h6f\nffYZ4uLisHv37qseFxQUJPxmv+NMXV0dKioq0NzcjN7eXrMMlxYXF3MzxxsbG5GamspNUklPT8eT\nTz6J3t7eqx5ri3X0enBpHZXJZLj//vuh0+nw17/+FZMnT75i8uOw2NhYk1yrWCNqhMbGxhEzUSdO\nnIgjR47g/fffh0wmw+bNm696d3Lu3DmbXA5BCEF7ezsCAgLg7u6O8PBwvWc72opLRwgkEglee+01\n5ObmYurUqairq8OiRYvw448/jjiGUoqqqiqbLFNz8vDwgK+vLwIDAzF58mSTPRO91MDAALRaLXp6\neiAWizF9+nScOnUKr732Guzs7PDJJ59g0aJFV0w6sdU6ej24tI46Ojri/fffx9GjRxEbG4uysjLM\nnj37ioa0p6fHZMvQ2F+JEbRa7RU5Y8ViMZ5//nkUFBTg22+/xeTJkwEMTbsfnpHb1dVlk7Nz+/r6\nMDg4yCXyr6qqui7yi8bHx+PYsWNYs2YNpk2bxiXKGN5aixDCa0eK641MJoNYLEZfXx8KCwvNMi+A\nEIK2tjbublOj0UAqlWL16tU4efIkEhISsGrVKhBCoNVquXXCra2tFk9jyehvxowZyMvLw0svvYQb\nb7yRWwIzXEednJxMNuOeNaJGGG3hbnh4OO666y4A/1u3lpaWhqqqKiQmJtrkVksODg4ICAhAR0cH\n8vLykJ2dfd1cbOzs7PDSSy/h6NGjkEql6OzsREJCAtatW8dtCceMrqWlBSKRCNHR0bj55pu5VJum\nZGdnB3d3d/T19aG9vX1EnZ00aRJyc3O5zERr1qzBggUL0NzcjIkTJ7I0jlZIqVTCwcHhqj+TSqVY\ns2YNfv75Z4hEItTX1yMqKgrff/89RCIRm1hkjfS9cPr7+yM0NJRb7Lt3716bvOiq1WoUFxcjJycH\nHR0diI+PR2Njo82tDb0WpVI55p6owyMPW7duRWlpKZ544gmsXLkSHh4eRm8gPd7Z29ujra0NOTk5\n2LVrl1kmFjk4OMDR0REKhQLd3d1X/K0Ol2d/fz/WrVuH/fv3IykpCQUFBePm73o8aW5uHvMxwHCZ\nrl+/HufPn8fdd9+NF154ARKJxCRlyhpRI7i7u+v1uhkzZiA3NxeLFy9GR0cHFi9ejH/9618mjk54\nGo0G7u7ucHZ2RmpqKpydnTFr1iyDd8iwVgMDA3rnAH744YexYcMGyGQyfPPNN1i6dClycnJMHKFt\n8/b2RkhICOLj45GSkgIXFxeTn1OhUECn08Hd3R2hoaHXfIbv6OiInJwczJo1Cw0NDUhPT8fmzZtt\nsrM7nul0Or33hl21ahU++ugj2NnZ4YMPPsAzzzyDo0ePCh4Ta0SNMGHCBL1f6+bmhu3bt+ONN94A\nMJS0wdam0ItEIpSUlCA5ORlOTk6QSCQW30dUSG5ublxifX3cf//9yM7ORkREBM6cOYM333yTXXRH\n0dTUhJaWFnR2dkKpVJol17JUKkVPTw96enpw4cKFUZeW+fn5Yf/+/XjuueegVqvxt7/97ZozPW3B\neFy7HBYWpvfkIEIInn76aWRmZsLf35+b9Ck01ogawdCtkkQiEf74xz/i8OHDePnll+Hq6oqDBw+a\nLP2Z0AYGBhAZGYmsrCx88803BnUibIWhZZqQkICTJ09ixYoV2Lx5MzdBhbmSTqdDR0cHtyWaObbO\nU6lUcHd3R0NDA06fPj1mkgV7e3t88MEH+Oqrr/DXv/4VM2fOBACbLNPy8vIRXzc3N3OrBXQ6nc0m\nkzC0js6cORO5ubm455578O233wIQtjxZI2oEvrO9XF1doVKpcPbsWdxyyy2YNm0a8vLyhA3OBORy\nOerq6tDS0oJ77rnHqvYPFQqfMnVxccFzzz2H0NBQ6HQ63HfffVi1atW4vBMwhr+/P0JCQuDv7w8v\nLy+z7JLS1dUFSiliYmLg6uqq936SCQkJePHFFwEAhw4dwpQpU1BRUWHKUAU3nMVncHAQ77//PjZt\n2gQ/Pz9otVp8+OGHNrmuWaPR8Epq4uPjg9/97nfw9PSESqXCTTfdhPfff1+QkSPWiBqBbyPi7OyM\n7u5u+Pr6YsqUKWhoaMDs2bOxb98+gSMUVnt7O1QqFdLT0xEdHQ1XV9dxNXwpxGc5deoUtmzZgjVr\n1uCBBx7gptgzQ8O5jY2NUCgUCAkJMUsnbGBgAJ2dndBqtXBxccGECRP07twMz7r+85//jIKCAm5u\ng604efIkzpw5g4ULF6KoqAje3t5Qq9W48847MWvWLHR1daGlpQVqtdpmOnzd3d1wdXU16j1++eUX\n7Nu3D7/97W/xwgsvGP3ZWSNqBL4X3eFG1NPTE7/88gvuu+8+9PX14eabb75iIb81kclkCAwMRHh4\nOLZs2YINGzbYTOXTR39/v9HJI6ZOnYpdu3ZBLpfju+++w5133jnmEOL1QqVSQaFQwNvb22xpL1Uq\nFSilKCoqQnV1NZRKpV7P1ORyOfr6+kAIwbZt23DTTTehtbUVc+bMGTVdoDV55JFHsGbNGqjValBK\nsX37dtx2222YOnUqTp48ic2bN2PdunXIy8uzmc5wR0eH0RPSFi9ejP/+97+wt7fH3//+d/zf//2f\nUX+PrBE1At+etFwu5/KwSqVSfPvtt3jyySehUqnwzTffWO0ftEajgVgsxpYtW9DQ0ICFCxeOq42L\nu7u7eVfQS8ts/vz52LdvH9zd3fHTTz/hzjvvtNoyNaegoCC4urqitbXV6A259SWXy6HRaBAfH4/2\n9nYUFRXp1fFzcXHh8qwqFAps374dd999N3p6enDTTTfZxEzsiRMnYv369XjjjTdQXV0NR0dHuLi4\n4MSJE/jXv/6Fzz77DH5+fjh58iTWrVuH/Px8q8/p3dPTwyV7MdSldfDuu+/GTz/9BEdHR3z99dd4\n7LHHeMfEGlEj8L0wisXiERVZJBJh7dq1+PLLL/Hvf//bahPUD2d/cXFxwZtvvgl/f39LhySo3t5e\nwXJrTps2DYcOHUJISAieeuopm3h+3NjYiNbWVpSVlaGiogJKpRL9/f2oqKhATk4O8vLysH//fuh0\nOmg0GoP//ru6ulBSUoL29nazpYtUKpWws7NDfX09nJ2dkZCQoNdx3t7eI/arlEgk+O677/DYY48h\nIyODy0Rm7ezt7TF37lz8v//3/3DPPfeAUooTJ07Azs4OfX19+OMf/4h9+/Zh+fLlaGlpwXPPPYc3\n3njjiklJ1uJqWeL0dXkdXLBgAX755RcEBATg0Ucf5R3T+FmfYAGxsbG8jw0PDx/xNSEEDz/8MACg\nra0NCxcuxJNPPomVK1caE6KgKKWQy+V48sknr5k1xJYFBATw/lyXlycAxMXFobS0lEvgsHv3bsyc\nOdPqEvZTSvH111+joKAATU1NcHFxgUqlQnt7O3p7eyESiaBUKuHp6QmxWIyPPvoI7u7uGBgYgFqt\nhp2dHaKiohAaGgqJRAK1Wo358+cjMDAQlFLu4qVUKuHt7Q1/f3+zzXb18/NDf38/JBIJurq6UFVV\nBT8/vzGHdMViMcLCwq743qeffgqVSsUljjhz5gzmzp1ryo8gmIyMDMyYMQPr1q3DmjVrIJVKcfPN\nN6O4uBgxMTEICgrCW2+9hcWLF1ttpy8mJob3sVero2lpaaisrOTq6Pbt27Fw4UKD3pc1okbgm2Sg\ns7Nz1PWIO3bswMmTJ/Hwww9b1TpMT09PPP/88+M2MbejoyPvY6910RmunJs2bcI999yDmTNnYteu\nXbzPYwq1tbXw9PTEjBkzMDg4iMHBQXR3d8PHxwd2dnbQarWQyWTIy8tDUVERt+5SrVZjYGAA/f39\nOHLkCFQqFTQaDbRaLTdZhVI6IuWaVCqFq6srvL29QQiBUqmEs7MzBgcHodFoQAhBcHAw2tra0Nzc\njMDAQGi1WhBCuGE8BwcHyOVy2Nvbo6urC56entDpdOjr64NMJuO+J5PJ0NnZCblcDplMhtjYWL1n\nBV+rjhJCuLWnGRkZKCkpwbZt24QtEBOSyWR44YUXsGTJEtx///3Ytm0b5s6diy+//BLx8fGWDm9M\npkjsMlxHP/74Yzz11FNYsmSJQcdbzxXaBpWXl8PX19fgO4vq6mo4OTldcw/OlStXoqGhAa+88goe\nfPBBIUIVBN9nEbYkNzcXSUlJBh9XWVmJ5OTka/48KSkJfn5+OHz4MG6//XZjQhRccHAwgoODx3yd\noReXYb29vXBycgIhBGq1mmv8ent74eLigpycHG7WbG9vL37++Wc0NTVhzpw5KCsrg1gsRm9vL8rL\nyzE4OIj29nbU1NRwuZyrq6vR3d0NZ2dnqFQqqFQqNDQ0oKmpCVKpFKGhodydY2xsrF53WWOVp1wu\nR3p6Os6cOcP792JJEyZMwOHDh62qk64vU9XRtLQ0uLq6Gjy50/Z+g1aku7sbERERBh/n5eWFCxcu\njPpM8Q9/+ANUKhVWr15tTIiMgfjONh7r+WB4eDj279+P9PR0q1/KJDS5XM79f7jj6OLiwk3iunw4\n9NLnlpcOB19OpVJxoyJ2dnaoqqpCU1MT15iGh4dj7dq1cHNzQ3R0NLq7u1FZWYmwsLAxU8eJxWJo\nNJprNjKEEHz44YdQqVT47LPPxvgNWCdbbEABYZaiXc2UKVPwyy+/YN68edzET33Y5m/RivB5duDl\n5YWioqIxJ+b86U9/QktLC9atW8c3PMaKREVFYefOnUhPTzfb7FRbN1r9kkgkI74OCwu74jnmTTfd\nhJSUFIPP6+npidbWVvj6+o4a28cff4zW1lZs2bLF4HMwhjP1LPeUlBT88MMPmDdvnt7HjM+HW1bO\n3t5er0X4hBCsXbvWDBEx5jJlyhRs3brV0mEwY/D29tZrv1OxWIwNGzaYISIGGNrT+NKRDVPIyMgw\n6PWsEbVy42kdprXr6+vjPbnIkB7yjTfeyOscjPlIJBIMDg7q9drxOFPdWrW0tMDb25vXsaa6i2WN\nqBH03ZLnaqKiogSMhBGCSqXinU80Ojpa4GgYIXh6evI+lpWp9RGLxbzT/pnqmsueiRohNDT0iu9R\nSjE4OAh7e3uIxWJ0dXWhsbHxiq2fjFljypjGtZYdDS/bGJ4KX1lZif7+fgwODnLP7Ib3WWWsy7Xq\n6PAG7CKRCO3t7WhuboZSqRwxsSwxMdGMkTL6CAkJueJ7lFIu+YdEIoFWq8W5c+egVCqhUqm41/n4\n+JikjrJG1EgtLS2oqakZMQFCKpUiIiICYrEYUqkUQUFBkEqlNjsb7nqTm5s74mJqZ2cHLy8v7i7V\n09MTDg4OkEgkVrsonfmf+vp6NDY2cl+LRCJIpVJER0dDJBJBJpMhJCQEUqmUPT6xAVqtFvn5+dzM\nbUop7O3t4evrCx8fHxBC4OPjAwcHB9jb25u8jrKrupG8vb1HHaNnz0tsz1hr0IxNgM2YV0BAwKjD\n9OZKQcgIQywWj7reUyQSmXVUiD0TZRiGYRieWCPKMAzDMDyxRpRhGIZheGKNKMMwDMPwxBpRhmEY\nhuGJNaIMwzAMwxNrRBmGYRiGJ9aIMgzDMAxPrBFlGIZhGJ5YI8owDMMwPLFGlGEYhmF4Yo0owzAM\nw/DEGlGGYRiG4Yk1ogzDMAzDE6GU6v9iQi4AqDZdOMw1hFBKvYR+U1aeFsXKdHxh5Tm+6F2eBjWi\nDMMwDMP8DxvOZRiGYRieWCPKMAzDMDyxRpRhGIZheLL5RpQQ8jMhZKoA73MvIeRrAUJijCBEeRJC\nthBC6MV/cULFxvAjUJk6EUJeIYQ8QAgJESo2xnDGlich5Mwl9ZMSQt4RMj5zs/mJRYSQcAA1lFK1\nEe+hAHAQwBlK6UqhYmMMZ2x5EkLCAMwD8BMAHaW0Rcj4GMMJUKYyANsBPEEpLRc0OMZgxpTnxU5t\nLIC9AHQAngVwhFJ6UNgozcfmG1EhEEJeBqACkMgaUdtGCPk7AAmAzyml+ZaOhzHexTKtoJT+w9Kx\nMMYhhEgopapLvt4M4G5KqdaCYRnFztIBGIMQkgJgLYBVlNLMy75/y1UO6aeUjhg6uNgzqoON/y7G\nAyHKE0AVgHQAWYSQhyil/zFVvMzYjC3Ti6NEjwFYRQj5F4BcSula00bNXIux5XlZA+oCoMeWG1DA\nxhsOSulJQsgVz3UppScBnNTzbe4D8EcADwoZG2M4IcqTUvohgA8JIbcAWE8I2U4p7RM4VEZPApRp\nGoaSDXwGwAFAMSHkHKX0Z2EjZfQh0DV32EIAuwUJzIJsuhG9aODybxBCpgO44yqv7aOUvnHJ6+4G\n8D2llBJCTBgiYwDe5XkpSulPhJCDGHr+YmjlZoRlTJl6AqijlCoBKAkh2wAsAMAaUcsRpI5iqBxf\nEDIwSxgPjegVKKXZALL1eOk9AKZcbEDlABwIISpK6WOmjI8xjAHleblKABcEDocRgAFlWg/A95Kv\nGwA4miQohjdD6+jFu1knSmmX6aIyj3HZiOqLUsr1nAghKwHMYQ2o7SKESAHEUkrzCSGOALoppSzv\nqG07CkBCCPGilF4AMAHAxxaOiTHeDADHLR2EEGx6nSghJApABIAFhBCxpeNhjCNAeXoB2EYI+QHA\nbwC8K2R8jOGMLdOLyyjuA/BnQsivAeRQSnMEDpPRk4DX3MUAdggTlWWxJS4MwzAMw5NN34kyDMMw\njCWxRpRhGIZheGKNKMMwDMPwxBpRhmEYhuHJoCUunp6eNDQ01EShmJdGo8HAwAAUCoWlQxnTqVOn\nWimlXkK/73gqTwDo6+uDRCKBvb29pUMZEyvT0VFK0d3dDQBwcXGxcDRjY+Wpn97eXjg4OMDOzrpX\nVxpSngZ9ktDQUJw8OX6Sv6hUKhw5cgQzZsyATCazdDjXRAgxyVrH8VaeAFBcXAyRSITo6GhLhzIq\nVqZjKy0tRWNjIy5cuIAlS5ZYdeeIlaf+Tp8+DWdnZ4SFhVk6lGsypDyv6+FciUSCuXPnIi8vDy0t\nbMes8SA2NhZOTk7j7sJzPYqIiMCMGTPg5uaGb775Bm1tbZYOiRHApEmToNPpcObMGUuHIgjrvqc2\nA0II0tLS0N/fb+lQGIEEBgbC3d3d0mEwRhKLxRCLxQgPD4erqytKSkoQFRUFLy/BR00ZMwsPDx83\n19zr+k70Uo6OQ+k46+vrLRwJI4Th8uzo6EBfH9vExZaFhoYiPj4e06dPR1lZGUpLSy0dEiOA4Tra\n3NwMlUo1xqutF2tELyOVSpGVlWXpMBiBuLm54cyZM2wo0IYRQrjJKDNmzEBPTw9277b5HbSYi7y9\nvXHs2DH09vZaOhReWCN6GU9PT8TFxeHgwYNgKRHHhxkzZqC6uhoNDQ2WDoUxkkgkQkpKCiIjI/Hv\nf/+b1dFxgBCCOXPm2GxnlzWiV6FQKJCamooDBw5Ao9FYOhxGAElJSejo6EBVVZWlQ2EEEB4ejnnz\n5uH111+HVqu1dDiMANLS0nD+/Hmbe6TGGtFrkEqlmDNnDhobGy0dCiOQuLg4iETsT3688PHxwdNP\nP40vv/ySdXbHieTkZJsrS3ZFGYVIJEJQUBAAsGGjcSIkJAQAK8/xwt3dHb/61a+wbds2VFZWWjoc\nRgC2VkdZI6qnU6dOobm52dJhMAJpa2tDdna2pcNgBCCTyXDnnXdi8+bNbFLgONLQ0ID8/HxLhzEm\n1ojqKSUlBc3NzaiuNkliEsbMPD09ERMTwyaQjROEELz00kvYu3cvDh8+bOlwGAEEBATA39/f6ju7\nrBE1QGJiIgYGBlBWVmbpUBgBuLi4YPr06di/fz+bnDJOvPbaazhx4gS+/PJLS4fCCMDb2xsxMTE4\ndOiQ1XZ2WSNqoJiYGEgkEtTV1Vk6FEYADg4OmDNnDnJyciwdCiOQF154AS4uLlizZo3VXngZ/bm4\nuGDatGk4deqUpUO5KtaI8hAaGorAwEBLh8EIRCwWIzU11dJhMAIhhGDZsmW4++678dVXX0Gn01k6\nJMZIDg4OSElJsXQYV8UaUSPl5+ez3u440tDQwDYjGCfCwsKwfPly/OlPf0Jubq6lw2EEUlVVha6u\nLkuHwWGNqJEiIyORmZnJervjhL+/PxoaGlBbW2vpUBgBODs744UXXkBWVhZKSkpYh3ccCAsLQ3Fx\nsdV0dlkjaiQnJyfMmjULBw4csOkkysz/TJ48Gb29vaioqLB0KIwA3Nzc8OCDD2L79u04f/68pcNh\nBJCammo1nV3WiArA3t4eGRkZNp1EmRkpNjYWhBCcPXvW0qEwAnBycsJzzz2HPXv2IC8vj83GHges\npSP8EAUAACAASURBVLPLGlGBDCdRJoRYOhRGIOHh4QgNDbV0GIxAJBIJHn/8cdjb26Ouro4N7Y4D\nsbGx8PPzs2gMrBEVmJOTEwDY5G4EzJXkcjkAVp7jBSEE8fHx6O3txd69ezE4OGjpkBgjWfqayxpR\nE2lsbGQ7howjEokEmZmZ7O5lnIiLi4OHhweOHj3KhnbHkWPHjpn9nKwRNZH4+HhoNBoUFxdbOhRG\nAAqFAmlpadi/f7/N7TLBXF1KSgocHBywdetWdkc6Dnh4eCAxMdHsnV3WiJpQZGQknJycbCKJMjM2\niUSCuXPn4tChQ+jv77d0OIwA0tLS4Ofnhx9++IGNMowDcrmc6+yq1WqznJM1oiYWHBwMPz8/tLe3\nWzoURgAikQhz5861iqn1jDBmzZqF+Ph47Nq1i3WOxoHhzq65HqeNq0bUWodkfHx84O7uDgBsLek4\nQAhBdHQ0AFae40V8fDwWLlyIwsJC1NfXWzocxkgikQhRUVEATF9H7Uz67jzU1dVBLpfD3t4eYrEY\n/f39kMvlIISAEAKxWAxCCCil3HISSina29tRWVmJadOmGXzO8vJyuLm5cee0s7Pj/gmtrKwM3d3d\ncHZ2Rnx8vODvzwDt7e3o6emBs7Mz7OzsuDK1t7cXfAlSb28viouLYW9vj+joaLi4uAj6/gzQ1dWF\no0ePYurUqVAqlZBIJFAqlZDJZHBzc4NOp4NOp0NHRwe8vLyg0WggEolw6NAh+Pj4YOLEiXrVZZFI\nhJSUFGzbtg179uzB5MmTkZSUZIZPeP1pbm6GWq2GXC7n6qdYLDZJHe3o6EBFRQXs7e0RHx8PR0dH\nQd/fqhrRxsZGnDp1CrfffjuAoTtLV1dX9PX1gVKKvr4+SCQSODo6QqlUwtnZGX19fdDpdDhy5Ahm\nzpzJ67whISGor6+HVquFRqOBVquFVCpFREQEAKCwsBBKpXLEMXK5HNHR0WhqakJtbS2mTp2q17ni\n4+Nx4cIFlJaW8oqVGZurqys0Gg3a29tHlOmECRPg5OSE1tbWq+4LGxMTA0dHR+zcuROLFy/W61zu\n7u6YOXMmDhw4IPTHYC7Ky8vDF198gYCAAAwODkIsFkMsFmNwcBAymQwSiQRFRUXo7+/H+fPnodFo\nIJFIuI3XBwcHoVQqMXv27DHPRQjBkiVLsG/fPkydOhVPPfUUPvzwQzN8yuuLl5cXmpub0dbWxtVP\njUbD7ZLV2NiIhoaGK46Lj48HIQSZmZlYsGCBXufy8fGBj48Pdu7caZIbI6tqRL28vEb8YqRSKYCh\nmZHAUB7MYTKZbMT3FixYAIlEwuu8EokEYWFh1/x5XFzcqDEbOvyj0+kQEhJi0DGM/kQiEby9veHt\n7X3Vn3t6esLT0/Oax1/ruNEoFAp2F2oiKSkpeOuttxATE3PN1yQnJ1/xvdTUVHR0dODw4cMGJ82Q\ny+XIzMxEQUEBNBqNSS6+1zORSDRqkgQ/P79Rfz78eMwQ3t7evNuI0VjVM9HhYRg+7Ozs0N3dbfBx\ndXV16Ovr43VOYOgudbRG9mq8vb0REBDA+5zM6Iy9y+czS3PKlClGnZO5ttLSUojFYl7lIpfL0dvb\ni4SEBIOOmzx5MqRSKR544AHWgJpASUmJUcdbUx21qkZULBbzzj0rEolG3Knqq7Oz06hKolQq4eDg\nYNAxhBDenQVmbMbkL+7u7uZGPgwhFot5n5MZXWdnJ6RSKa9nZWKxGC4uLgYfa29vD61Wy8rVRIyp\no9XV1bxG8kxVllZ1Jbe3t+dSOBlqYGAAAwMDBh83ODho1C0+38aQLZGwTuXl5aMOG15LTU2NCaJh\ngKHHLXyvC/X19byOVavVuHDhgtnWGjL6a21t5fXIxVTXXKtqRAGgv7+fV2MIDM3C4sOY2WB8d1tv\nbm7mfU7GdJKTk3n9PVjL3objkUaj4V1HKaW44YYbDD7O3t6em/TCWJerPf/Wh6muuQaNY545cwav\nvPIK3nzzTQDA73//e7i7u3MPgQMCAhAaGsol7eZDIpGgq6uLmzikL7FYDB8fH4MnAVgqS4k15OvM\nz89HVFQUpkyZgo0bNwIA1q9fj97eXq5Mh5NF2NLwsyXKlBBiFRNQzpw5g8mTJ+OTTz5BWloaSkpK\nsH37dvj5+cHX1xeBgYEIDg7mfWdnCYQQ3r9XFxcXXn+7IpEIYrHY4Ec1Qjt9+jRiYmIwb948fPzx\nxwCAjz/+GGKxGL6+vvD390dwcDC8vb1ZHR2DTqczyfsa9JepVqu5jB79/f149913r3jNo48+is8/\n/xw6nQ7Lli1DaGgoIiMjERERgcjISAQFBV1zbLqtrQ3vvfceHn74YYM/SGFhIZ588kk8/vjjBh3v\n7u6O3t5egxv+np4eFBYWIjU11dBQr7q8whK0Wi3Ky8vh4eHBfe+9995DQUHBiNdNnjwZeXl5AIB3\n3nkHGo1mRJka02kyhebmZpSXl8Pd3R3V1dVwdXX9/+ydd1xUZ/b/P3cqDL1IkyKCICoiWDDGrrFE\nU9WNphhTzTdxk9UkvzSzySbGbJKVxGg2cV2TmMSYYnSN0RgbxQKiAoKIoNJlYOgMZWBm7vn9wXJX\nLDB3mAGE5/16+XrJvfd5njNz5rnnKeecR+i0PM/D3t4eMpkMSqUSOp0Oer0eCoUCx44dQ1RUFNzd\n3VFTUwNXV1fIZDLo9XoQERobG8FxHPR6PbRaLRwcHKDX63Hp0iVUVlZixIgRPW5E9Xo9zp49K3ze\n5ORkvPLKK9c9d+jQIcyYMQOnT5/Gjz/+iCFDhgj/fHx8etULef/+/XjwwQdx8eJFUcY/PT0dBw8e\nxIsvvii6zcOHD+Pxxx/H6tWrkZCQ0GNH4hkMBmRnZ2PYsGHCtb/97W8oLy9v99zcuXOxb98+AMDq\n1avh4OAg6DMoKMjisZFdxdzByaFDhzB9+nSzfp+FhYVm5RHoDFE9Pjw8HK+++iqA1pFETEwM1Gq1\n8K+4uFjIEqFWq7Fr167r6li5ciViYmLQ3NyMjz/+GMOHD0dERAT8/Pzg5uaGN998U/QsFGhdVv3i\niy8gl8tFlRs8eLDottowx5EJAMrLyxEdHW12u5YiIiIC27dvbzcqXLZsGXJycoQ4rcLCQvj6+gr3\nN2zYgOLi4nb1zJ8/H3v27AEA7NmzB97e3hgxYkSPjeLnzZuHlpYWyOVyuLm5CbGFLS0twsukzSFM\nLpcLiTvavKalUins7OyE63K5HDzPC3vnGo0Grq6uUCgUyM7OxqhRo3Dq1CkhJKsnCQ8Px1dffSVk\nVBo6dChWrVqF0tJSlJSUoLi4GIWFhYJ3+PHjx68bDNvZ2SEhIQFRUVHIzs5Gbm4uIiIi4O3t3SPn\n5f7973/H3LlzUVdXJ8qIqlQqzJ4926w2iQhnz55FYmJij+bUHTlyJL7//nvht0dEeO6553DlyhWo\n1WpcuXKlnT6NRiM++uij67L0PPnkk9i8eTMAYMeOHQgODsawYcOsEvJhCmK9pdtwcHAwe4DXURhj\nlyAik/+NHj2aTEWr1dLPP/9M77//Pj3++OM0efJk8vb2ps2bNxMRUXp6OgEQ/rm6utLMmTNp7dq1\nVFdXRzzPE8/zJrdHRHThwgVqaGgQVaYrnD592qxyNTU1op4HcJpE6MnUf6bq02AwEBERz/O0adMm\nevHFF+nuu++mYcOGkVKppGXLlgn3HRwcCABJpVIKDw+nRx99lHbs2CHq8/YU5urTYDDQlStXRJXp\nSZ0ajUahb50+fZrWrFlDjz76KE2YMIEGDBhAAKiiooKIiN5++22hj3p6etKcOXPo9ddfp+rqalGf\nt6f47bffzCqXn59PiYmJJr9Peksf1el0tHHjRnrhhRdo3rx5FBISQjKZjF577TUiIqqrqxP0qVAo\nKCoqip588kn6448/TGqnpzG3jxKJe++K0afV1p7s7e2xcOHCGxptoHW0+5e//AXnzp1DWloaKioq\ncOjQISxYsAAKhQKnTp3CPffcg/Hjx+O2227DxIkTMWbMmA5HTmfPnoWtrS38/f2t9bEswq0WlN+2\n/M5xHJ5++ul294xGo+Cu3tjYiPnz5+Ps2bO4cOECMjIykJGRAScnJyxYsAB6vR4zZsxAVFQUJkyY\ngMmTJ8PLy6vbP4+lkUgkPTaiN4erR/KjR4++zlGjqqpKCGb39/fH1KlTkZaWhrKyMuzfvx8HDx7E\n6tWrAQAxMTE4efIkxo8fj0mTJmHUqFE9vqR9NW3vG7EMHDgQFy9ehFqtxuDBg3tkBi6Gtj6qVCrx\n3HPPtbun1+uFjGtarRYLFy5Eeno6cnJykJKSgpSUFAQFBWHWrFmoqKjAfffdh9tuuw0TJkzApEmT\n2m333MpY7b1rqrUlkTNRMfA8T0VFRbR7925KSUmh4uJi2rhxY7uZKgBSqVQUHx9PREQNDQ2k1+uF\nOpqbm+nw4cPCCLo76MqoqLy83ORn0cOjXHNoaGigxMRE+uyzz+jYsWNE1Pp9XavT0NBQ+vHHH60m\nhxjM1adOp6Nz586JKnOr6ZTnecrNzaUdO3ZQTEyMcH3q1Knt9Ono6Ej33nuv6FUkaxEXF2d22e++\n+47Onz9v0rO3mj6JiGpraykhIYE++eQTOnv2LBER7dmz57o+Gh4eTgcOHLCaHGLoje/cXjFk5DgO\nvr6+8PX1RXV1NX777TcsWrQId9xxB5KSkpCYmIiEhARkZWUhLCwMAPDFF1/gnXfewcyZMzF79mxE\nR0fj8uXL8Pf3h6ura7eMHLuSQD4vL6/D1HO3OiqVCuPHj2/neBUWFoaDBw8iMTERx44dw7Fjx5Cd\nnS3M4s6cOYOnn34ac+bMwezZs3HbbbeJ3uPuCubqU6FQQCKRQK1Wd5iq7FaG4zgEBgZet6/0z3/+\nEydOnMCJEycQHx+Py5cvo7y8XOh/ixYtglwux5w5czBr1qxuX3m42iFHLG2JGnie71WOVpbC0dER\nkyZNapdTePLkydi7d6/QRxMTE5GRkSEkIPn999/x7rvvCn10zJgx3ZqQoivv3JKSEjg4OFjed8FU\na0tWHhVdzZkzZyguLo4aGxvbXb96JPH4449fN2Ly8fGh9PT0bpGxqyQnJ5s8WsctOMo1hZaWFkpM\nTKTa2loiInrvvfeum9UsWbKE8vLyelROUygtLaXk5GSTn++rOi0qKqK0tDQiat1/k8lk7XQ6duxY\n+vLLL7tNnpSUFKqvrzer7N69e+ngwYPtVrxuRl/VZ1NTE8XHx1NLSwsREa1YsaKdPt3d3WnZsmWk\n0Wh6VE5T0Ov1lJKSYtKzYvTZq4ZXTU1NuP322zFmzBjMnTsXa9asaRfsfPXMbcuWLcjNzcXnn3+O\ne++9FzY2NlCr1Rg9ejTeeecdPPfcc/jzn/+M48ePdxgfVFdXh4kTJ+L3338XLa+5h77qdDoEBwfj\n8uXLZpXvK8jlcowfP17wcl65ciX279+Pv/zlLxg6dCjq6urw448/CqPgPXv2YMuWLZ0m1cjNzcWX\nX34pWqfm6pOI2BmU/8XX1xcREREAWv0izp07h/Xr12Pu3LmwtbXFqVOnkJubC6A1W9irr76KM2fO\noPW9ZXm2b99u1kyptLQU/v7+yMnJuc4bvT9hY2ODyZMnCytCa9euxe7du/Hss88iMDAQFRUV2Llz\np7DfuG3bNmzbtq1Laf06wtw+ajAYQETWic831dpSN42KYmNjSa/XU0tLC2m1WpNnazqdji5fvkyb\nNm2iX375hVQqlTBa8vf3p5dfflkYIV8Nz/P00EMPkUwmIzs7O/ruu+9MlvXEiRMmP3s1eXl5dOLE\nCWEG1hnoo6Pczrh06RJt375d+Hv69OkEgORyOd111120bds20mq115X75JNPKDIykjiOI5lMRvPn\nz6empqZO20tMTDRLzrq6Ovriiy8oKyvL5DL9UacNDQ20e/duunjxIhER7du3T+ijQ4YMoTfffNPk\nPUhTWbhwIWVnZ4sut3LlSsHLfO3atZ3+fvqjPnmep8zMTNq5c6dwLSwsjACQra0tLVq0iH755ReT\n+p6pmNtHq6qq6NSpU3T58mWTnhejz16n0P3799OBAwfM+uLLy8tp3bp1lJOTQydPnqSXXnqJ/Pz8\nhI76f//3f0TUqvyrlx+SkpJo+/btlJqaKipE5tSpU6JlNIf+2EFvxFdffUUzZ84kiUQi6DQyMvK6\n53799Vf68MMPafv27ZSbm0vx8fGUmpra6YDMXKcFnufp0KFDosownRJlZWXRihUryMPDo90Sodjv\nsiN27txJOp1OdLmkpCSKi4ujzZs30w8//CCEkNwMps/W0KkNGzbQxIkT2+lz7ty5FmujK45FYhCj\nz161nAsAfn5+qK2tNWt57PLlyxgwYAA4jsPYsWPx0UcfIT8/H8eOHcOKFSvw1FNPAQASExPh4+OD\ne++9F3v37sXgwYPh5eWF+vr66w7ftgYsb655LFu2DAcPHkRJSQk2btyICRMmYNGiRQBal8jHjRuH\ntWvXorq6Gl5eXnBzc4O9vT0mT56MUaNGWc3ZjMhKy0R9nKFDh2LDhg24cuUKDh06hCeeeAIhISFC\nrtu1a9diyZIliIuLax3xm0FdXZ1ZzmkajQb19fWYM2cOHnjgAXaaiwlIJBKsWLECR48eRWFhIT76\n6CNERkYKoY4VFRUYPXo0PvnkE7PznJtLY2MjtFqtdSo31dpSN42KKioqKC4ujtRqteiyu3fvpm+/\n/bbTTe5PP/2UpFKpMFIaNGgQLV++nNLT00W55ps7ExVbDmyUe1OMRiMREf3888+CPmUyGY0cOZJi\nYmIEhwhT6Moo99tvvxX1PNPpjWnTJ8/zNGjQIEGnw4YNo40bN5q8BdLGv//9b6qqqhItx549eygm\nJoYSEhJMeicwfd6cNp1u2LBB0KetrS09+eSTlJqaKqquriREOXPmjMnPi9Fnr5uJ2tvb4+zZs7h0\n6ZKohMFGo1HIGdpZOr4///nPKC4uxvvvv4+AgADk5+dj69atKCwsRHl5ucmzUXMD7N3c3FBRUWFW\nWUZ72kIP7rvvPuzbtw933303jEYj0tPTsWrVKhw+fNjkuroSTtOWU5rRNdr0yXEc4uLi8Ne//hVe\nXl44f/48VqxYgcWLF4uqTyaTmXUqlKurK0JCQtDU1ISGhgbR5Rn/o02nTz/9NHbs2IGZM2eiqakJ\n//73vxEZGYmsrCyT6zK3j0qlUqsloO91RlSpVMLd3R05OTmorKw0uZxGo8HgwYMRGRlp0hft5eWF\nV199FZcvX8aePXuwZMkSGI1GlJWVYdKkSbj77rtx7NixDpeRRo4cabJ8VzNo0CDBQ5FhGaRSKebO\nnYvdu3fj888/R3R0NHx9fTFx4kQAwMaNGxETE9Phko65+gRaY9A6+q0wxBMQEIC//e1vKCgowA8/\n/IBJkyYJh0uUlZXhkUceQUpKSod1uLi4oKSkRPS5oKNGjUJJSQmqqqo6bYNhGgqFAgsWLMDBgweR\nlZWF559/HrNnzxZi/999911s2rSpw0FPV/qo1bZcTJ2yUjcsLeh0Orr77rvJ0dGRAgMD6eOPP74u\nVvRmxMfHU2BgINnb29P06dNFL+GcOnWKduzYQVu3biWlUiksO0yYMIH++OMPi2dgEeNlBrZUJIrt\n27dTTEwMHThwgPLy8qi+vp7c3NwIADk7O9Nbb71l8dyv7733Hh09etTk55lOzaOtH65evVroo7Nm\nzbqpp/zBgwcpNzfXrLY+//xz2rVrFx08eLDTWFOmT/No02dpaanw3vXw8KCPPvrI4nnQi4qKqLCw\n0KRnxeiz181E23LlRkVFYfLkySafBFJYWAgnJydMnz4djz76KJqbm00qV1FRgaCgIIwdOxaLFi3C\n888/j1WrVuG1116Dq6srTpw4gdmzZ+Orr766rmx6erqoz3Y1veHEj75KW67Q7OxsGAwG2NjY4Kuv\nvsKkSZNQU1ODv/3tbwgMDMTWrVvblSssLDTb4YHneVy8eNES4jM6oM057Omnn8aqVatgb2+PAwcO\nYMKECZgzZ851y+oPPfQQpk2bhsLCQlHtbNiwAc899xwWLFiAzZs3o7a21mKfgfE/2vTp5uaGr7/+\nGpGRkdBoNHj55ZcRGBiIX3/9td3z6enpZq/4GI1GqxwJ16uMqFKpxMSJE7FmzRr8+OOPiIqKMtmj\n8uGHH8batWsxb948DBgwwOQjk9zd3fH222/jP//5D5KSklBeXo6//vWveO+991BQUID3338fISEh\ngofZ0aNHkZSUBADXHTckhsjISLPLMjpGpVJBqVSivr4ecXFx0Gq1uOuuu5CQkID4+HhMnz4dNTU1\n8PT0BADU19ejqakJCoXC7P0vR0fHdolBGNbFz88P69atQ35+Pt544w04ODjAYDAIL8m2raAPP/wQ\ne/bsgZ+fn6j677rrLsTHx2P9+vVISkrCoUOHrLanxmjdu168eDHOnDmDvXv3YuzYsdBoNILeamtr\nodfrwfO82cuyAQEBVkmm36uMKNBqSPPy8swaceTm5qKoqAhVVVWiZnpDhw5FeXk5NBoN9Ho9bGxs\nwHEc7O3t8eqrryIrK0t4ST799NO47bbbsGjRIrMzmbA9Fusil8vh4eEBJycnBAYGthuITZ48GYcP\nH0ZycrJw1uSaNWsQGhqKbdu2mb1CkJ2dDXt7exbq0s24ublhzZo1yMvLw6ZNmwC0rij4+/vjiSee\nQHl5OQoLC01emWojOzsbeXl5cHJyQlxcHB555JE+mT+3t8FxHO68806cPHkSycnJwmTj+eefR3h4\nOA4fPmxWuJHRaERaWpqlxQXQC40ox3FoaWmBTqcT7QygVCrh6OiIqqoqUS8zW1tb+Pr6oq6uDgUF\nBdfdb+s8er0eCxYsgK2tLXbs2IGFCxfiL3/5i+ilHp7nmROKFTEajWhqagIRQalUwt7e/rpnxo4d\nC47jwPM84uPjUVRUhJdeegkzZ85EQkKC6DYdHR3N8gJlWAY3NzcEBQUBAI4dO4aWlhZ8+eWXeOON\nN/DTTz+JXqaXSqXw8PCAi4sLM549QFusP9Dq+X7y5ElkZ2fjpZdewqRJk0RPRKRSqdVWinrdr8PZ\n2RmVlZXQaDSiPjTP86ivr4fBYMDQoUNFhZ84ODjg4sWLqKysRG5u7k2X9GxtbbFmzRrk5OTg8ccf\nB8/zWL9+/Q33SzvC1dW124ON+xM8z+PSpUuQyWQYNGhQh78jiUSC48ePY+vWrfD09ER6ejqmTJmC\nd999V1SbHMfB0dGx15872R948MEHkZWVhYULF6KlpQXffPMNoqOjRfU5iUQiLCGKncUyLItKpUJG\nRgY2btwIFxcXHD9+HGPHjsW//vWvnhYNQC80ogMHDoSPjw88PDxEjQC1Wi14noe9vT2GDBkiasrv\n5eWF8PBwhIaGAuh8r9PX1xdbtmzB7t27sXTpUjz77LMAgEOHDiEjI6PT9gYOHNivk1pbG6VSiQED\nBkAqlUKj0XQa8iSRSLB06VIcOnQIb7/9NmxtbTFr1iwArYcimLKqIZfLoVar2ayllxAcHIyff/4Z\na9asQWBgICIjI+Hi4gIAJmWuCQwMRHV1NaRSKU6cOMEci3oYuVyO5557DocPH8aqVatga2uL6dOn\nA2j1aTBlZc9aq3+9rsfb2Njg/PnzOHHihKiN/NraWhAR4uLi8NJLLyE/P9/kskqlEpcuXUJqaioa\nGhpM9gi+6667sHXrVigUCmi1Wjz66KOIiorCW2+91aEhViqVLDjfihARZDIZnJycRA3GRowYgbfe\negtFRUWIjo4GAKxatQoTJkxAZmZmh2VlMhmqq6tZYH4vIzo6Gu+//z4++OADAEBmZib8/f3x8ccf\ndzg4GjRoEPR6PdRqNYKCgljav15CZGQk1q1bh4KCAgQHB4OI8NBDD+GOO+7o9IQXq22jmRoLQ90Q\ns1RVVUXBwcFkY2NDixcvNjlGlIjo+PHjZG9vTzY2NvTZZ5+ZHNdZXl5Ovr6+xHEcSaVSGjRoEGVk\nZJhUtqGhQYg3rKuro2effVaIXRsxYkSH50sWFxeb1AYRi0ETy65du+i7776j+Ph4Ud8zEVFJSYnw\n/9raWvL39xdOjnnnnXdumkbwyy+/pM8++4xKS0tNaofptHuYMmUKcRxHQ4YMoczMTHr33XeFPjp+\n/Pibnhrz7bffkkKhIJVKRfPnz6f9+/d3+E5h+uw+ru6jhYWF5O7uTgBIpVLRp59+KqQZvBatVmty\nfLgYffY6hX7zzTd07tw5s5IbVFRU0JEjRyg3N1dU+cTERIqNjaW4uDgqKSkxueyFCxeorq6u3bX4\n+HgKDg4mACSRSCguLu66cmIPCWYdVBy7du2iNWvW0K5du0QNxIiuz2tcW1tLy5cvF168o0aNuu7I\nM57nacOGDfTZZ5/dtANfC9Np9xAbG0vr16+nTz75hK5cuUJErXlxfXx8CAApFApat27ddX3+0KFD\ntH37dpo1axbZ2tpScHBwhwc6M312H9f2UY1GQ4sXLxb66KRJk65LqtDc3Cwqj7YYffa65VwPDw84\nOzub5aBRWlqKS5cuoampSVR5Ly8vlJaWIj09XdRepVarFQ6MbmPy5MlIT0/Hyy+/jClTpghp5672\nNO5saZDRNaRSKRwdHZGZmYnz5893Kb7P0dERX3zxBY4cOYLBgwfj/Pnz1zmacByHsrIy5OXlsWX6\nXobRaERwcDAiIiKE5bz58+cjMzMTTz75JFpaWpCVlXXd+6JtWX7VqlVISkpCVlYWi+3upQwYMADb\nt2/Hf/7zH3h5eSE9Pf26Pm80GnHhwgWrtN/rjOiAAQNQU1NjlkdcY2Mj7r//fgwePFhUOVdXV/A8\nL8QUdtUV2tbWFh9++CEOHDgAqVSK0tJSDB06VMiQExAQwHLnWpHq6mrY2NjglVdewejRoy3i7DNt\n2jSkpaVhz549iIiIAAD885//FA4SUCqVqKysRFVVVZfbYliO5uZmcByHy5cvo6qqSni5Ojs7StOF\nawAAIABJREFUY/Pmzfj999/xySefAADS0tKEDDkBAQFobm5GdXU1amtr2eCol8Dz/E0nSPfccw8y\nMjKwe/duBAQEgIjw8ccfQ6vVwtbW1mo67HVGtM2d2ZxsQAaDASdOnEB2draoco6OjggJCYGnpydk\nMhnKyspa17q7iEwmAwB8++23yM3NxbJly/Dkk0/CyckJ5eXlXa6fcWMcHR1RU1ODdevWiVpZ6KiD\nAq2hUG1eu7/88guee+45REVFITk5GVKplA2OeiEajQbV1dUYNmzYDR2E5syZAzs7OzQ1NWHJkiW4\n55578Oqrr2L48OGoqKhAfX09ysvLWRKNXkJlZSXc3d1vet/d3R1TpkwBAHz22WdYtWoVoqOjceHC\nBXAcZ5H3+rX0OiPq5+cHnU4n2suxubkZCQkJOHfunBCqIpbU1FSUlJRApVKZtBxs6pLxSy+9hC1b\ntsDGxgZbtmzBxIkT2cHcVsRoNEImk8HLywsymczkjlNVVWVyWrCxY8di/PjxKCoqwqRJk3DhwgXk\n5eV1egwfo3txcHBAc3MzZDJZh7HjSqUSTzzxBKRSKT744APMmjUL9vb2qKurg1arZUa0l1BWViak\n6+yMGTNmYPjw4cjKysLYsWNx/vx5qwxye50RValUaGlpQXZ2tqhRQ0FBAZqamnDq1Cl88MEHon/0\n4eHhCA4OhkqlMnkPLTw83KTnOI7D448/jsTERAQGBuLMmTNYv349y3BjJRwdHWFrawtbW1uUl5eb\n/DtydnY2Oceqv78/4uPj8dxzzwkB/ceOHROdJIRhXQIDA+Hr6wt3d/cO44UlEgleeuklHDlyBJ6e\nnoiNjcXq1ashkUhAREhKSmL9tRcQEhJicghiWFgYkpKSsHjxYtTX1+Oxxx7D+++/b3GZepURra+v\nR3h4OFauXInPPvtMVIaR3bt344MPPkBcXByGDRtmsiHU6XRYtGgRHB0dMWPGDMybNw+ffPKJScvJ\nYg/lHjVqFM6cOYPHHnsMW7duhUQi6VISe8aNycvLQ1VVFebPn4+wsDCT90RlMpmoeECFQoGNGzfi\nm2++gUKhgJubG5qamlhMYS/isccewz333IO3337bpNWtyZMnIyUlBWPGjIFWqxWMqFwuR11dXTdI\nzOgIse9ce3t7fP/991i/fj0UCgWmTZtmeaFMdeMlke7WZWVllJGRQTzPiwo3SUhIoAsXLpj8/NXk\n5+fT119/TZmZmaTX600ut2/fPvr+++/p0KFD1NjYaHKYQkcu7x1x4cIF0uv11NLSQnfccQetWrWK\nDAbDTZ8Hc58Xxe7du2nz5s309ddfU0VFhaiy5ur0zTffpNWrV9P27dtp3759nf6GmU67h3379tED\nDzxAY8aMuWlM6M3KjR07Vgib8PX1pezs7Ju+y5g+uwee5yk1NdWssocPHxb+v3PnTioqKrrps2L0\nabWZaNts4NixY6I8FnU6HTIyMnD+/HnRm8AKhQJ+fn7gOE7UbMDe3h4cx2HgwIGwsbExeeZi7j6J\nTCZDfX09kpOTERsbi5iYGCxYsIAtF1kIvV6P0tJS2Nvbd5ry71rM1amdnR30ej0qKyuxaNEijB8/\nHkePHjWrLoblqKurw8MPP4zPP/8cvr6+JpezsbHBY489hp07d2L48OEoLi7GQw89BJ1OZ0VpGZ3R\n2Nho9klLTk5OAICEhAT86U9/QnR0dJfOhG7DakZUKpVi3LhxmDBhgqgz3JRKJc6ePQuDwSA6VrS5\nuRl1dXVISUlBUVGRyeWGDx8ODw8P8DwvKqbQ3GTjjo6OqKurw+23344DBw7A2dkZu3fvxty5c9mS\nkQWQSqVwcnJCQ0MDCgoKTB6MGQwGs5didTod7OzsMHLkSMyYMQM1NTWYNWsW9u3bZ1Z9DMsgl8tR\nWloKo9Eo6uXr4OAAHx8fcByHBQsWwMbGBqdPn8bDDz/MEtL3IDU1NUIOZHMZPnw4JkyYgJKSEkyZ\nMgUnTpzoUn1WM6Jtp6GIfSkFBQVBr9dj//79qK+vF1X20qVLggv0jY6/uhltSikoKEBGRobJsxGx\nM+U2HBwcBGM5bdo0HD16FN7e3oiPj8f9999vFTfs/gTHceA4TnjZmfp91tbWCqNVscjlcuTn58PZ\n2Rk7d+7EU089BZ1Oh3vuuQfbt283q06GZXBychLte+Di4oLm5mbY2NjgzjvvxN69e+Hk5ISdO3di\n3rx5ot9NDMtQU1Njdh9tew+4ubnhjz/+wL333ouamhrccccdOHDggNkyWc2I1tfXIyUlBcnJycjI\nyEBhYSHq6+tRWVmJuro61NXV3fDl5uPjg6FDh5oVpuLi4oKgoCDY2tqK6jQcx8HW1hb5+fnIzc1F\nTk6OVU+xVyqV7ZaFRowYgePHjyM8PBxvv/02O06ri7QdY6XRaEQdyFxfX39dBipTkcvlkMvlKCgo\ngEQiwaZNm/D//t//g8FgwM6dO9nAqIdobm4WBq1iBvQeHh7QarWorKxEdnY2br/9dsTHx8PT0xPJ\nycksHriH0Ol0JnvndoSNjQ1+/vlnLFu2DI2NjdizZ4/Zdcm6LM1NWLx4Mb788ks4OTnBz88PeXl5\nqKyshI2NDZydneHh4YHGxka4urrCYDBAoVCgpqYG0dHRcHBwQE1NjWhj0rYXVlNTA6PRiKKiIjQ2\nNmLMmDHQ6XQoLCwUwhiam5thZ2cnlB0/fjz0ej14nkdlZSVqamrg6uraYXvmLitwHHfdTDkwMBCp\nqalCR//uu+9wxx13mBwTxWiPs7MzlEoleJ5HeXk5/P39Oy0jk8nMjvO0sbGBq6srKioqwPO8EG84\natQo3H///UImrLYEHIzuQafTwWAwYPjw4TAajSYbUgcHBxgMBnh6ekKlUkGn0yEiIgLHjh1DaWkp\nRo4cCQBMp92Mi4uL2ZOMawfIMpkMW7ZswYwZM7BkyRIA5unTatpXqVRYsWJFu2tEBL1ej8bGRtTW\n1sJgMECtVqOqqgq1tbVwdnZGdHQ00tLSEBwcjPHjx5s8I/3yyy/x/PPPC27sLi4uuPPOO+Hi4oJ/\n/etfkMvl8PDwQHNzMxoaGuDk5ASj0YiamhokJycjJycHRqMRcrkckZGR+Pvf/47bb7+9Q5fqoKAg\ns7+foUOHXnetrYN/8803ePTRRzF8+HDExsaa3UZ/heM4NDU1oaysDB4eHu0GSx0xcOBAs9v08vIS\nMl21tLTA1tYWAITOWV5ejtmzZ+OFF17Ao48+anY7DHFoNBo0NzfDaDTC29vb5HLx8fHCilRoaChU\nKhWA1nNKg4ODAQAxMTHYuXMn9u/fbxXZGdcjNqXr1dzIlkgkEjz88MMAgPz8fMyZMwfr1q0TVW+3\nDqE4joNCoYBCoYCzszOA6w3RXXfdZVbdjz32GB5//PEuydfU1AStVgt7e3vY2tp2OuKpqqoSgvrF\ncO7cOQwfPvym9c+ZMwfDhg1DZmYmZs6cKapuRuvvTKlUwtbWVshWYypXrlwxy5gWFRVBoVCgqakJ\nzc3N1/0mfv31V6SmpuKxxx4T7THMMJ+zZ8/ixx9/BNDqf7Br1y6TluwvXbqEzz77DHq9HkOHDsW+\nffsQEBAg3K+rq8Mnn3yCoqIizJs3z2ryM67H3D567tw5jBgx4qb3v/vuO2RnZ+P+++8XVW+vSrbQ\nFSyxj2hrawsPDw+T0/4VFhaa9UK0sbFBbW3tTe97eHjg8OHDCA0NtYgLdn+DiMBxHLy8vMDzPC5d\nutTuFJ2OUKvVZrV59QrIjdp64okn8O6774KI2Ey0G1m6dCl+/PFH7Ny5E0OHDjU53G7w4MH4/vvv\nsWnTJixcuPC6LFSOjo44cuQIfHx8kJCQYA3RGTfB3D7amW/EG2+8IWQgE0OfMaI9QVuOVrF4eHhA\no9F0+IyXlxcOHz5scho6xv9oaWkBz/OQSCTgeR4ymaxbnLWqqqrg4+NzU8eH1atX4+WXX2ZpAbsR\njuNQW1sLqVSKKVOmmBwD7urqCiLCvHnzsGLFihtu3QQHB+PQoUOd+k4wLIu1+jLHcfj000+xdOlS\nUeWYEe0Brg5x6YiBAwey/RYz4DgOEokEhYWFyM/Ph8FgsLp3rEqlQnV1NTQaTYfLhX//+9/x0EMP\nWVUWxv/Q6/XC6UyA6eFOfn5+KC0txY4dO1BTU3PT58LCwrrk2ckQR1diuU1BIpHg3//+t7gyVpKF\n0QFiRlLDhg2zoiR9F6PRCDc3N4SEhEAikZj0nYvx3ryW5uZmeHp6Qq1WdxhDKJFI8OWXX5rVBkM8\nOp0ORqMRBQUFGDBggMl7aS4uLqipqUFoaGin+VonTJhgCVEZJlBRUYEBAwZYtQ2xW3TMiPYQ5gYM\nMzqnzQO7LQ2fWq02aebf2VmFHeHs7IyqqiqoVKpOl/jFJtFmmI9Wq4VMJsOwYcNgMBhMPl+W4zj4\n+PigvLycHW/Xi9BoNGYbUWvpkRnRLhAREWF22SFDhlhQEsbVXH2k2enTp7F//36T0kC6ubmZHebi\n6+sLBwcHFBcXQ6vVmlUHw/J4enqiqakJTk5OkEgkogZJ0dHR4DiO6bMXMWzYMLMHodZ657Io4S4g\nk8mErDjXLheGhYVBpVJBo9Hc8AXedp9heerq6lBSUgJnZ2esXbsWTk5OqK6u7nS5tu1eSkoKeJ5v\np1NXV1cEBgYK96/dWysrK4NMJoOvry87Cq0XkZSUhDVr1mDKlCmYOnUqMjIy0NLSAqVSiSFDhqCk\npAQ6nQ5qtRoKhQK2trZobGyEVqtFTEwM7r77bqhUKri7u7P+2guQyWQwGAxIS0sD0H5rzNPTE76+\nvjAYDDh79ux1ZdvuW1wmi9fYz/Dw8ICHh4fZ9xmWR6FQCEn+33nnHYSEhGDBggUmG7eoqCjR969c\nuYKCggIUFRWZHE7DsD7vvPMOIiIisGjRIsTFxeGOO+5AeHg4mpqacPbsWYSFhUEmk8FoNKKxsREN\nDQ3w8/PDoEGDEBMTgxdffBHZ2dmYOnUqM6K9BJlMhjFjxnR4f/To0d0nT7e1xGB0EzzPo6WlBXK5\nHA888ADy8/ORnZ0Nd3d3qyU60Ov1wqHepaWlLF1jL2LBggXgeR6bNm3Cm2++iaVLlyI6OhoymQxZ\nWVlwdXXF2LFjUVpaCp7nodfr4ebmBhsbGzz//PP46aefWD5rxk1hRpTR5yAiNDU1QS6XIyMjA3Z2\ndhg+fLhVMwVJpVLU1tYiMDAQEolESPjA6D0sX74cy5cvb3etbYkeuHnax8WLF1tVLsatDXMsYvRJ\nvL29wfM8CgsLoVKpzD5s21SkUimMRiPq6+vh5OTEDCiD0U9gRpTR5yAiqNVqKJVK3H333bCxsbF6\nsgW5XA4nJyeT08oxGIy+ATOijD6HQqFAdXU1KisrceTIEXh4eIg6wcMcWlpawHEcZs6cyQ5sZjD6\nEcyIMvokPj4+cHNzQ3FxMbKysoQE8dZCKpUKR6Fdvc/GYDD6NsyIMvokzc3NqKiowIgRIxAcHAye\n563enq+vL2JjY1lGIgajH8GMKKPPYTQaoVQq4eLiAltbW0gkEiiVSqu2qdPp0NjYiDFjxiAzM9Oq\nbTEYjN4DM6KMPkfbKS46nQ4GgwFeXl5WPwibiFBdXQ07OzuW0pHB6EcwI8roc/A8DyKCk5MT5HI5\nSktLRR+0K5a24+1KS0utPutlMBi9B2ZEGX0OvV6P5uZmDB48GG5ubnBwcLD6TFSn0yE0NBQpKSks\n7R+D0Y9gRpTR51CpVFAoFDh8+DAqKyvh6+sLicS6P3WZTIa8vDzMnDkTeXl5Vm2LwWD0HpgRZfQ5\nGhoaUF9fj3HjxiEoKAi1tbVWb1Mmk8HOzg4nT55kIS4MRj+CGVFGn8POzg4uLi7IyMhAbGws7O3t\nrd5mRUWFcMpHSkqK1dtjMBi9A05MOjSO48oBFFhPHMZNCCAi845z7wCmzx6F6bRvwfTZtzBZn6KM\nKIPBYDAYjP/BlnMZDAaDwTATZkQZDAaDwTATZkQZDAaDwTCTW96Ichy3l+O4sV0ofwfHcas5jvs/\njuNes6RsDPFYQJ8zOI57l+O4tRzHPWhJ2RimYwE9yjiOe47juJ+uue7FcdwnHMe9wXHcQ12XlGEK\nVtQnx3HcgxzHxXVZyB5C1tMCWIDnARR2ofyHRBQJABzH7eQ4LoyIsiwjGsMMzNYnx3EqAH8HMI6I\niOO4ZI7jjhFRV34fDPPoar90AqAH4HHN9X8DeJ6IcjmO+4XjuMNEVNqFdhimYS19OgCoAzCoC3X3\nKLf8TJSILhNRV/Ks+XIcN+q///cAYP3IfMZN6aI+pwDQ0v9czpMBLLGMZAwxdLVfElElgItXX+M4\nzhtABBHl/vfSaQBPmC8lw1Ssoc//Xq8DcEsfe3RLz0Q5jhsDYAOA14go7prr829QpJGIPrzm2hoA\nezmO2whgPRGVWEteRsdYQJ8qAJ5X/V0KIMAKojI6wEL9EgCujb+LAqC56u9SADO6Ji2jM6yoz86u\n3xLc0kaUiE5zHHfdbJqITqN1lGoKnwKYA2AlbvyDYHQTFtBnIoDBHMeN+W+ZYABFFhaT0QkW6pc3\nwglA9VV/32h5kGFhrKjPPsEtbUT/S9O1FziOiwZw3w2ebSCid6+5thbACwAWAfiD47gRRHTF8mIy\nTMRsfRJRCcdxCwC8ynHccQC3A3jaapIyOqKr/fJGVAGwuepvFdj2S3dhDX32CfqCEb0OIjoJ4GRn\nz3Ec5wRgDhG9BuA9juMiAPwJwMdWFpEhAlP1+d9n9wHYx3FcOIDFAOKsKBpDBGL0eBMyAHhd9bcv\nAJaouIewgD77BLe8Y1EX0QHgrvr7BNjy3y0Px3FKAO8AWHqVkxHj1uPqvon/rhBd5jiubZ97FIBt\n3S4Vw1w4kddvCW5pI8pxXAha971mcRwnFVueiJoBvPnfmLMlAJQAfrGwmAwT6ao+OY6z5zhuLlqX\n5/9CRNmWlpHROV3V43/rcAYwG0AQx3Gjr7r1DIBXOI77fwC+YeFL1sea+uQ4zgbA3QAGcBw3zRLy\ndjcsAT2DwWAwGGZyS89EGQwGg8HoSZgRZTAYDAbDTJgRZTAYDAbDTJgRZTAYDAbDTETFibq7u9Og\nQYOsJEr30tDQALlcDoVC0dOidMqZM2cqiGiApevtKX0SEZqbmyGRSCz2/RsMBuh0Otjb21ukPmvT\n13RqDerr62FjYwOZrPeHszN9dk5LSwsMBgNUKlVPi9IpYvQp6tc5aNAgnD7dd7I8ZWW1HtYSFhbW\nw5J0DMdxBdaotyf1yfM8iAhqtRq+vr4WqbOxsRFJSUmYNGkS5HK5Req0Fn1Rp9bg7NmzcHBwwODB\ng3talA5h+jSN6upqnD17FpMnT4ZE0nsXQsXos/d+im4gLCwMDg4OSE5O7mlR+h0SiQRSqRTFxcUW\nq1OlUmHq1Kk4ceIEqqurOy/A6PVEREQAaDWmjFsfFxcX3H777YiNjUVDQ0NPi2MR+rURBQBfX1+E\nhoYiPz+/p0Xpl4SGhiInJ8di9UkkEkyZMgVFRSzxVF9h8ODB8PHxgVqt7mlRGBZALpdj+vTpuHz5\nck+LYhF6/2ZDN+Dk5AQnJ6eeFqNf4uLiAp7ncfHiRQwZMsRi9Y4cOdJidTF6ngEDLL7dyOhBOI7r\nM320389EryUtLQ1lZWU9LUa/ws3NDTk5OWhquu6giC5TXV2NU6dOWbxeRs9x8uRJ1NTU9LQYDAtR\nWlqKtLS0nhbDbJgRvYZRo0ahtLQUhYUsJWd3EhERgcTERIvX6+LigiFDhuDo0aNgKS77BtHR0cjJ\nyWGD3T6Cl5cXvL29cfLkrXkgDDOiNyAiIgKNjY24ePFiT4vSbxg4cCBGjBiBvLw8i9ft7OyMMWPG\nIDY2FjzPW7x+Rvczbtw4lJWVscFuH8HT0xOhoaFISEi45Qa7zIjehKFDh0ImkzGHo26C4zh4eHhA\nIpFYxZDa2tpi8uTJOH78uMXrZvQMI0eORFNTE0pKSnpaFIYFcHZ2xtixY5GUlNTTooiCGdEOCAwM\nRF8JdL5VCAgIEOJ3LY1MJsOkSZOsUjejZwgNDYWPj09Pi8GwELa2trjtttt6WgxRMCNqIufPn+9p\nEfoNkZGRVjOkbWg0GpSXl1u1DUb3Yu3fDKN7KS4uRl1dXU+L0SnMiJqIv78/YmNjb7n1+lsRb29v\neHp6QqPRWK0NDw8PFBUVWTTZA6Nn8fT0ZMv1fQhfX1+cP3++1w92mRE1EXt7e0ycOBFHjhyBXq/v\naXH6PK6urigtLUVycrLVnIGioqJQV1fXZ4K++zuurq4YNWoUjhw5whzI+gjjx49HcXFxrx7sMiMq\nArlcjmnTpuHYsWN9JmVVbyY8PBxNTU1Wnf0PGzYMAFuu7yvY2dlh0qRJbLDbh4iMjIRWq+21g11m\nREUikUgwbdo0tLS09LQofR6O4zB27FjExcVZtZ2goCB4e3tbtQ1G9yGXyzFjxgw20O1DhIWFwdXV\ntafFuCHMiJqJi4sLAECr1fawJH0blUqF0NBQHDp0yKrtMH32LTiOg7OzMwCm075Cb+2jzIh2kfz8\nfKvENTL+h6+vL9zd3XHhwgWrO3YREeLj45kDWR8iJyeHxZL2IZqbm3HixImeFkOAGdEuEh4eDr1e\njwsXLvS0KH2aiIgINDc3g+M4q7bj6OiI8ePH48iRIzAYDFZti9E9jB49GlVVVWyw20dwd3dHeHg4\n4uLiesVglxlRCxASEgKVSoX09PSeFqXPwnEcZDJZt+RLVSqVmDZtGuLj462SFJ/R/YwYMQIGg4EN\ndvsIDg4OmDBhQq8Y7DIjaiH8/f3h6enJkmJbkeHDh6OoqAg6nc7qbUkkEkyfPp3lT+5DDBkyBCqV\nip0A00dQKBSYNm1ajw+M2HmiFsTT07OnRejz+Pv7Q6PRwN/f3+pt9aUzDxmtdMfvhtF9SCQSjBgx\nomdl6NHW+zDHjx9nAd9WwMPDAykpKd2+F1JQUMBODOlDEBGOHTvWK/bUGJYhJycHpaWl3d4uM6JW\nIjo6GrGxsWhubu5pUfocvr6+yMjI6NY2AwIC0NTUxJZ3+wgcx2H06NGIjY2F0WjsaXEYFiAkJAQa\njQYFBQXd2i4zolZCJpNh+vTpSEpK6nVxTbc6kZGRPRKyEBoaCrlcjnPnznV72wzLY2triylTpiAu\nLo4NdvsII0eORHNzM3JycrqtTWZErQjHcZgyZQoyMzNRVVXV0+L0GaRSKRwcHFBUVNTtbQ8aNAhu\nbm5IS0vr9rYZlkcqlWL69OlITk5mGY76CCEhIVAqld2WypMZ0W5g/PjxQrYNhmUYNWoUjh49ivr6\n+m5v29vbGxEREd3eLsM6cByHSZMmQaVS9bQoDAsREBCAsLCwbmmLGdFuoi1JQGpq6i1xRl5vx87O\nDj4+PsjOzu6R9tv0WVZW1uMu9gzL0KbTkydPsvjgPkCbPouKiqyavJ6FuADIzMxEY2Nju2w4Dg4O\nCA0NFe7rdLp2nnz29vYYOnQoSktLodfr4efnZ1JbkZGROH36NC5cuICHH37Ysh+knxEWFoZDhw5h\n+PDhsLGxEa5XVlYiNzf3uuxGYWFhsLOzQ0VFheB8cLVOhw4dCjs7O5w5cwZjxowxSQZPT0/IZDJs\n3boV06ZNYyEUViItLQ16vV7QaVtu3KCgIOG+0Whsp08XFxcEBQWhsLAQSqXS5BC0cePG4ejRo6is\nrMR9991n+Q/DQGlpKYqKitr1UY7jMGLECCiVSqjVasHv4WqdhoeHg+M4ZGVlmbwa5OfnB7VajS++\n+AJLliyBk5OTRT8LM6JoDeI3976XlxeSk5NNNqIA4OPjg4EDB5r8POPGeHp6wtvbGyUlJRg8eLBw\n3c3NDW5ubjct5+7uDnd395veFxua5ObmhuHDhzMDakVGjRpl9n1fX1+kpKSYbEQ5joO9vT0mTZok\nSkaG6Xh5ecHLy+um9729vTs8WUnsKVre3t4YO3asxQ0owJZz0dDQ0KVzB0tKSkQfo+Xs7AxbW1uz\n22T8jyFDhiAnJwfV1dXCtZ7ISOPj49PtbfYXuqrPrKwsDB06VFQZX19fFudtRfpSH+33RrSwsLBL\nRrS4uFjULBRoPd6r7ZgmRtfw9fUVDgBoC1Poyv4Hz/NmJblnRtR6dHU/q7GxEfb29qLKeHh4QCqV\ndqldxs25dOmS2WUbGxvNmoRY68zgfm9EdTodlEql2eXNPVWEHeptGTiOQ0hICMrLy3H58uUuzx6y\ns7NFz1oAps++Bs/zXRpcM6xHVlYWhg0bJrqctfpovzeiPM93acRp7j4YO/HFcgQEBECn06GhoQES\nSdd+0q6urnBwcBBdjumz9xIQECC6jMFg6LY4Q4Y4/Pz8zOrn1uqjoiQpKytDfHy88HdxcXG/z/Rh\nbtL53pCzU61WY9OmTfj999+Fa42Njb1CNjHY2NggKCgIeXl5yMrK6pL8t7I+gdY++u2330KtVgNo\nHX339xmVh4eH6DIKhaJXrC6UlpZi8+bNiI2NFa7din30WrqyYmSOPgHr9VFRRrS4uBjbt28HABiN\nRgQEBMDGxgZubm4YMWIEZs+ejc2bNwvPHzt2DFeuXOnVCud53uyYsNraWrPK6fX6XjH4KCkpwTPP\nPIPXXntNuDZjxgzY2tpi0KBBmDBhAhYvXowPPvhAuF9UVNQrY+iCgoIgkUhQU1Njdhxuc3MzHnnk\nEbz22mtobGwEz/Oora2FVqtFfX09amtrUV9fj4qKCuj1etTV1UGr1aKhoQGlpaWIi4uz7Icyg+Li\nYixduhSZmZkAgD179kChUGDAgAEYOXIk7rzzTjzzzDNCbGtdXR1KS0t7dR8112gQkdl9tLm5ucfP\nqQSAK1eu4Omnn8aHH34oXBs+fDjs7OwQFBSESZMm4aGHHsIXX3wh3C8oKOiWAUB6ejoOHTpkVtk3\n33wTly5dgkajQXl5OdRqNSorKzvNY1xXV2e2AbZWRipRIS4eHh6YMWMGgFYD4u3tjdLhegB5AAAg\nAElEQVTSUlRVVaGqqgqZmZmCq3ldXZ3gIm5ra4vg4GAMGTIEixcvxqJFi0BE0Ol0Pe6lOmrUKLOW\nBkpKSpCbm4uJEyeKLpuSktJt2TQ6wsvLC/Pnz2/nFKPVatHc3IyCggIUFBQgMTERarUar7zyCgDg\nzjvvxLlz5+Dn5yfo9Pbbb8fSpUt76mMAaPV49vHxQVVVleBZKVavv/32G+bMmYNx48bB1tYWHMe1\nc4k3GAyQyWRQKpWQy+WQSCRoaGgAz/NISkqCi4sLpk6dauFPJg4PDw/MnDkTgwYNAtDqBSmRSFBR\nUYGKigohcf8TTzwBANi1axeWLVsGBwcHQZ8hISFYvnw5fH19e+pjtGPcuHFmlUtPT4eNjY1ZYQ1n\nzpzpFX3U09MT8+bNE477IiJotVo0NTUhNzcXubm5AFonNc888wwAYPTo0aiuroa/vz+GDBmCIUOG\nYObMmRaPef3ggw/w4IMPmlX2zTffREBAAORyOXieR0tLC3ieR0lJCWQyGRoaGmBra4uWlhYoFAo4\nODjAaDRi7969eOihh8xq01qDf1FG1M/PD4sWLQLQundUXFwMnudRUVEBtVqN4uJiYf+hrq4O48eP\nx6VLl4TOm5GRgbFjxwJoXUr09fVFUFAQIiIiEBkZiaioKIwbN67DGD9LI5fLzSrn4+NjdhJ0Z2fn\nbv2MN2PgwIHtVg4A4Ny5c2hoaBCCnQsLC4U9QiKCVCqFTCZDUVERioqKEBsbC7VaLRjRqKgo2Nvb\nIzIyUtBpWFiY2d+zGIKDg5GYmIiqqirU1taKTrUYEBAAPz8/2NnZ3dBhTCZr7S5tn0UqlcLR0REA\n8Kc//anTeOPuwM/PD9u2bRP+fuKJJ7Bs2TJoNBqhjxYUFCAkJARA6yzP2dkZNTU1SE1NRWpqKgDg\nkUceAQB88cUXWL9+PSIiIhAVFSXotaM4W0tjruNfeHi48HnE4u7u3itSdfr6+mLLli3C3xzHoaKi\nAlqtFmq1GleuXEFhYaEQd97Y2AhHR0dUV1cjPz8f+fn5OHjwIAwGA+677z4YjUYMHjwYQUFBQv+M\niopCSEiIaN+QDRs2mJ0qceTIkUJ/kkgkQrKUG9XX5uRVW1srvHdlMhmMRiPKysrg4uIChUIBOzs7\n2NvbQyKR3LD/tiXmsDhEZPK/0aNHkzlUV1fTqVOn6Pvvv6esrCwiIjp69ChJpVIC0O7fhg0biIhI\nrVbTRx99REePHqXGxkaz2rU2p0+f7pZ2AJwmEXoy9Z+5+mxpaaGLFy/S77//TuvXr6ddu3YREZFW\nq71OnwDowQcfFMr+5z//ocLCQuJ53qy2O+OPP/6gAwcOUFlZmeiyp0+fpuzsbLpw4YLosjqdjior\nK01+vjfplOd5qqiooMTERPrmm2/ojTfeIL1eT0REzzzzzA11WlJSQkREaWlplJSURM3NzaLb7Q76\nax/V6XR04cIF2rNnD61bt44OHjxIREQXL168oT5ffPFFIiLS6/W0a9cuUqvVnbZRVFRExcXFZslX\nUlJCdXV1ostdq0+e58loNBLP89TQ0EAajYYuXrxIJSUlVF5eTvX19dTc3Ew1NTV08OBBunjxIp06\ndYoaGho6bEeMPrslY5GzszPGjBnTLpXaxIkT0dDQgOzsbKSlpSE1NRUpKSnC0k1CQgJefvllAK0z\ngNGjR2Pq1KlYvnw5AgMDu0PsTqFevI9kTeRyOYKDgxEcHIw5c+YI1+3s7HDlyhWkp6cL+kxNTUVk\nZCSA1iXwe++9F0DrLHjKlCmYOnUq5syZIzrW9mYEBgYiMzMTGo0Gbm5uokbXbfq8OoWgqSiVSuTn\n58PFxcXssKeeguM4IcvT+PHj292LiYnBU089hbS0NKSkpCAlJQWlpaVCtpkPP/wQ33//PZRKJcaN\nG4epU6di6tSpmDZtWq/4HvprH1UqlQgNDRVSl7YRFBSEgoICpKenC/0zJSVFSKGXnp4uLPsGBga2\n66PXOt0ZDAazYy+dnJyQm5srLFObyrX65DhO+J2pVCqoVCoMGDDgujJSqRShoaHw9PREQECAZWOA\nTbW21IVRkTmcPHmSli9fTiNHjiSJRCKMmFJTU4mIKDY2lt588006fvy4MGrubgoKCswum5KSYvKz\n6GWjXLG0zTqzsrJozpw55Ozs3G4U/OmnnxIRUUVFBW3bto00Go3ZbbW0tNCuXbvoyJEjVFNTI6ps\nQUEBJSQkmDVLzszMpNTUVJNH17eyTq/+fl5//XUKCwtrp09/f3/hmV9//ZVOnz5NRqPR6nLdCNZH\nTaNNX0lJSTR9+nSyt7dvp9OffvqJiFq/zx07dlB1dTUlJSVRYWGh2e2dO3dOdF/rij5TU1OJ53nh\nX0eI0WevVOi11NbW0u+//05vvPGG0BmffvppQcHOzs60cOFC+uqrr0in0/WIjGI5efKkyc/e6h30\nWoxGI2VkZNDGjRtp4cKFlJmZSURE3333HQEgjuNo9OjRtHr1ajp16pTojnbu3Dnas2cP5eTkiCrL\n8zzFxsZSeXm5qPaIiJqbm+mPP/6g+vp6k57vazqtrKyk3bt308qVK+mtt94iotbv08vLiwDQgAED\n6MEHH6Tt27eLHtz0FP25jxoMBkpJSaGYmBi6++67qbS0lIiI/vGPfxAAkkqlFBERQa+//jqlp6eb\nNfA8e/YstbS0WFr0m6LRaCgvL494nqfq6uoOn+1zRvRGxMbG0p///GcaMmRIO2PappSEhATKzc21\nqgxdGV3n5ORQVVWVSc/2tQ56M37//Xe64447SKlUthsFnzlzhohaZ6qmdLq6ujrauXOn6P30qqoq\neuWVV8yeCf/2228m78H1B51qtVp66qmnyN/fv50+lyxZIjzT9nK2Fl3po2fOnDH5Jd8f9ElE9MMP\nP9DkyZNJJpO102nb3qhGoyGDwdBpPRqNhlJTU0169mq6uqKRnJxMRGTRPdFbWqFtXL58mTZu3Egf\nfvghEbWOgIODgwkARUdH08cff2z2BnhHHDlyxKxyFy5coGPHjtGlS5dMer6/dNA2GhoaaO/evfTs\ns8/S+PHjhVHuU089RW5ubrR8+XKKjY3tsAMeP36c9uzZQwkJCaTVak1q99NPPyWZTEaDBg0SZUjr\n6uro/fffJ4VCQbNmzaLa2tpOy/QnnfI8T+fPn6d169bR5MmThaXB7Oxs4jiOpkyZQp9//rlZKwCd\nERsba1a5jIwM2rdvX6czljb6kz6JWlcHH374YRo+fDjNnj1buD5//nzy9vamF154gZKSkm46Q733\n3ntp8uTJJvfNNsx957Y5zp04cYKIqFPHw35nRK+loaGBHnjgAbKzsxNGShzH0cqVKy3azqlTpyxa\n383obx30ZkybNq3d6Nfb25veeOONGz5bVlZGu3fvplOnTpnsOXr69Gnat28fbd68WbS3aU5ODm3e\nvJkefPBBk1YYmE6Jfvnll3arDlKplObMmUPnzp2zWBv91Tu3O8jLy2u33WI0GmnYsGHt+uigQYNo\n3bp115UtKiqyiHeuuWi12g5ntWL02Sdz56pUKvzwww/QaDT46aefcP/990OhUGDkyJEAgPLycjz2\n2GNISEhoHUkwbgkOHz6Ms2fP4rXXXsPgwYOhVquRl5cn3P/xxx+FI9E8PDwgl8uhVquRkpJicoYo\nNzc33HbbbUIMm6nY2NggPDwc3377ba+IL7wVuP/++1FWVoatW7di7ty54DgOf/zxh5Ac4fTp0zh1\n6hTro70UZ2dnGI1GIROQRCLBuXPncPLkSaxcuRI+Pj7Iz8/HlStXALTGe27btg319fXw8vLq0fdv\ndXW1xY6665NGtA2VSoVFixbhl19+gUajweLFiwEA27Ztw9dff40pU6YgLCwMn376qVnpwcz9AZw5\nc8ascv0djuMwcuRIrF27FpcuXUJSUhJef/11AK1JIhYvXgwfHx88/vjjOHPmDEJDQ2EwGKBQKEwK\ntyAi6PV62Nvbi+pgRAS1Wo2srKxemRKxN+Pk5ISlS5di3759UKvV2LVrl5ApafXq1Rg3bhxGjx6N\nLVu2oLGxUXT95vbR06dPm1WuP9HU1ISsrCxUVlYK1ziOw7hx4xATEyMkY1mxYgUA4MiRI3j44Yfh\n4+ODlStXorq6GvX19aLaNFef9fX1yM7ObndN7ED5ZvRpI3o1jo6OQvzfXXfdhddffx0+Pj7Izs7G\nCy+8gIEDB6K4uFhUnebGwUml0n6fFLyrcByH6OhoIUtQS0sLZs6cCZ1Oh6+++gpjxozBkiVLUFJS\ngpKSEmRkZHRqGDmOQ3NzM3Q6nagOxnEcJBIJHB0de+Sw4b6Cu7s77rnnHgCtL8sRI0bAzc0Nqamp\nePLJJ+Hr64u1a9f2sJSMNmxsbODg4CBk7boWiUSCqVOnCnH9MpkMEyZMgFarxcaNG/HII49g1qxZ\nyM/PN7lNc9+59vb20Gq1wt+WfAf3GyN6NUFBQXjvvfeQn5+Pn3/+GVOnTkV4eLgwAv78888RHx/f\n6ahn8ODBZrUfEhJy3aiI0TWioqJw8OBB5OTkYOXKlXB2dkZqaiqCgoJQVVUFjUbTqYHz9/eHWq02\nK9cqz/MYMGAAiouLodPpzP0YjP/CcRz+8Y9/oLi4GFu3bsW4ceNQXV0tzEZ5nkdaWlqn9ZjbRz08\nPFBWVmZW2f5CW15bU1N6Tp06FcePH8fZs2exfPly2NjY4Pz580IKVFNWcrqSaOfqQfSAAQNQUVFh\ndl1X0y+NaBtyuRwLFy5EbGwsDh8+DADQaDRYuXIlpk6diujoaOzcufOmMxhXV1ez2lWpVKKXMRim\nMWTIEMTExODKlSvYv38/Jk+ejODgYLzwwgvw8/PDyy+/fNOXo42NDUpLS9HQ0CB62cjBwQE6nQ52\ndnZdOuSd0R4bGxssXbr0/7d33/FRlfnixz9nZpJMJj1MEkJISAgYApGSBCGg0sWGiouueAFXWCwX\n17Z6hZ8Ny1oWXXRtoK9FrlholmW5VAGvQkBCE4gQkhASCOltUieZmfP7g5tZ6VPS+b5fL1++mJlz\n5jtzcuZ7nuc8z/fh559/Ji0tzd41uHbtWoYMGcKYMWPYuHHjRY+Xq+doVFSUvbi7uDC9Xk95efll\nV14518CBA1m0aBGbN2/m//2//4ePjw82m4077riDqKgoXn75ZfvYhnO5ejzhTOuzeXWb6urqs1qm\n7riik+hvNRc+9vT0ZN68eRiNRtLS0vjd737H4MGD2b59+3nbuHOlerE/EtEyDAYDY8eOxWAwUF1d\njZeXF3V1dbz11lvExMTw1FNPnXf8cnJyePXVVxkxYgTHjh1z6v3eeecdZs6cyXfffScDYVpJcnKy\nvdxgYWEh/v7+/PDDD9x4442MHDmSTZs2nffdyznaejZt2sRjjz3Gpk2bnN72gQceYMKECWRlZWGx\nWCgqKiIgIIDS0lJefPFFYmJimD9//nm9R8XFxS6fX8HBwWRnZwNnfh/cSchncXQYr9rBh1u3tNra\nWvX9999Xe/bsqQL26Sx1dXX2Id0yxaVzKCkpUVetWqUuWLBAHT16tH34fXNlnWZ5eXnqF198oXbr\n1k0dOHCg+vPPPzs8ufvHH39U9Xq9qiiK+vHHH1/29XJM3VdZWam+8cYbqtFoVAHVaDSeN4leztHW\nU1JSoh49etSlakVHjx5VN23apO7bt89+jjVXDBs3bpz9HP3oo4/O2m7fvn1OF2i4EJvNdsl5yc4c\nT2mJXoTBYGDOnDlkZWWxZs0ae/H8P/3pT1x33XXs3LnT5ZvczUO+RdtoXtaqT58+PPLII6xZs4bf\n//73PPbYYwBs3ryZN954g4aGBpKSkvjkk0949913SU5OdnhNUk9PTw4fPsySJUuor6+X1mgbCAgI\n4JlnniEnJ4c333yTV155BYPBgNVqZc6cORw8eFDO0Vbk4eGBxWJx6W89KCiIuro6YmJi7OeYoiiM\nHj2a77//nh9//JGpU6dy//33A2emr33wwQc0Nja6tP6z1WqloKDA/m9FUdi5c2fLnKeOZlu1g18V\ntQWTyWSvBQqoY8eOVTMzM53ej7MThrkCr3JbWn5+vrp+/Xp13bp1alpamr3GstVqVRMSElRA7d69\nu/r888+ry5YtU0tLS526wt6xY4c6f/58h4uWyzFtPUuWLLEXWJk0aZJL1crkHL280tJSdevWrS7V\nKzeZTOqGDRscqu5VV1en9ujRw764wTfffONS6/fcY1pYWHjRVq0zx1Naok7w8/MjIyODZ599Fm9v\nb7Zu3cqAAQP47LPPnNqPp6enw5P/RctoXsZJVVWqqqrsgwo0Gg1/+9vfGDx4MIWFhbzyyiu8+uqr\nLF++3Kk5n15eXqSkpPDDDz+Ql5fXKp9BOObWW2/l0UcfRavV8q9//Yu4uDjefPNN+6AS0TIURcFg\nMLg031Kj0WA0Gh1qVer1et577z369u1LXl4ed955JxMmTODo0aNOvad6TquzrKysReZ1SxJ1kr+/\nP6+++iqZmZlMmjQJwL4Gal1dnUPdAxEREdJd1Ma0Wi0RERFYrVbMZjPFxcX2UYUTJkxg7969zJ8/\nn27dupGRkUFRURHe3t5OvUdwcDADBw6kpKQEi8XSGh9DOCAkJIR3332XI0eOMGbMGGpra/nggw+c\nmhfo7e3tUnGHK4m3tzc2m82lmQY2m43a2lo8PT0v+1pFUbjzzjtJT0/nv/7rvwgODmbLli3s2rXL\nlbDtampqnD7HL0SSqIsiIiJYuXIlx48fp1+/fgBMnz6dW2+9lZMnT15y26CgoBaboyQcFxsbi9Vq\nRVVVzGbzWVOXNBoNTz/9NO+99x733nsvc+bMQVEUNmzYwJdffnnZiyOr1Yper6eyspLAwMAWq4bS\nkTVfyTc2NlJWVnbW96mqKjabzX5/uPnfFoulzebR9unTh3Xr1rFx40Y++eQTfHx8MJvNPPPMM5SU\nlFxy2+joaJni4gBXE5GnpyclJSVOTTPx8PDgpZdeIiMjg9dff50ZM2YA8NVXX/E///M/l93+3KmK\nISEhLfK32PXP9Fbk5eVFjx49ADh9+jRbt26lsrKSAQMGsGDBAmbPnn3B7ormCjeibRkMBrp3727/\ncQwODiYqKso++KSsrIwvv/ySWbNmUV9fj8lkYtasWZw+fZqvvvqKRYsWERERccF96/V6KioqsFqt\nZGdnEx4ebp821ZXYbDZWrFjB4cOHaWhosLfse/bsSWNjIydOnKC0tJSIiAj8/PyIj48nKyuLiooK\niouLqa+vR1EUKisr8fLyolu3bmi1WlRVJTw8HKvVis1mQ6fT4efnR0xMDCaTCZ1OR01NDXFxcZSX\nl5OZmUlYWBgGg4Hjx4+j1Wrx9/cnLi6OmpoatFot3bp1o76+ntGjR9vrGb/xxhv89a9/ZcmSJbz/\n/vvcfffdFxx8ZDAYpGjGZRw9epRp06bx4Ycf8rvf/c6pbUeOHEltbS1ffPGFvdiCI/R6PZ6ensyd\nOxc487v70EMPYTKZmDZtGu+8885F9xccHGy/yIUzSbm6uhofHx+nYj+X4kj3Y7Pk5GRVakr+W35+\nPlqt1j53raCggDlz5vDtt98CZyp0LF26lF69ern1Poqi7FVVNdntgM9xJR7P6upqtm3bhtlsJi4u\njv79+9tbjRaLhejoaIqKipg4cSKrVq3iyy+/5M9//jNVVVX4+/uzcOFC7r///vN+eBcsWGA/sZ9/\n/nmeeOKJS1Y+6qzH9NChQ+zatYvbbrvNfp/ZHTabDUVRKC0t5ejRo2RlZQFnWjjHjh2zl2C0WCz2\nkbc9e/YkIiKC1NRUgoKCiIyMxGq1UlVVRV5eHnl5efb73r179+bEiRNYrVZuv/127r77bp544gm2\nbdsGwO23387ixYvd/iyd9Xi6o6qqivLycnr27Olw1aJm2dnZ7N+/n0mTJjldnGTv3r0kJSUBZ3qA\n3nnnHZ577jkaGhoIDQ3lo48+4s4777zsfnJzc6moqGDw4MHnPefU8XR0BJLawUeKtYcLzVmy2Wzq\nypUr1ZCQENXX1/eCa4YeOXLEqffhChz515oOHTqkpqamqtu2bTtvrljzvMLfzg89deqUOmnSJPuo\n7FWrVp21jc1mU9euXasuX75cnThxohoQEKD+61//uuQIws56TPPy8tTVq1erhw4dcnuB5JZyoe+5\nqalJtdls6pYtW+zP22w21WQyqTabTV28eLHq5+enAmetWdtMztHLq62tVbdt2+bQCNtzFRcXqytW\nrFBPnDjh9LYXmvubmZmpjho1yn6O/vTTT2c9X1VVpebn55/12KlTp9Rffvnlgn8/zhxP6VN0g81m\nQ6vVnvWYoijcdddd/Prrr6xZs4bY2FhUVeXdd9+1rxTT1NQkgxbakb+/P3l5eVRXV190sMlvu9sj\nIiL45z//ybJly7jtttuYPHkygP14KoqCTqfDbDbz9NNPU1ZWxsSJE12eo9iRmUwmfvjhB0JDQzvM\nijUX+p51Oh2KohAQEGB/XlEU/Pz8UBSFBx54gPT0dCZMmMDbb79tX3yg+TNVV1e32FJZXZVGo6Gs\nrMylmQZBQUH2UpnOfs8XOt59+vRh69at/P3vf2f69OmMHDkS+Pc56ufnd94CI35+flgsFrfPU0mi\nblAv0RVuNBoZM2YMAJ988gmPP/44Q4YMYd++fSQkJHD48OG2ClOcIyIigqCgIDQaDUePHnXo3pei\nKEybNo1//vOfaLVaCgsLiYuL47nnnsNqteLv749Go6GwsJDCwkKnu7c6Cx8fH4xGIytXrnRoJHp7\nu1SMkZGRbNq0iREjRgAwd+5chg0bRmZmJldffTUHDx5sqzA7JS8vL4xGo0t/6zqdjm7dulFTU+PU\n1KPa2tqLDmTSaDT86U9/4rPPPkNRFDIyMoiOjuadd9654Ov9/PxaZCUXSaJtYNSoUSQmJpKTk8OI\nESNYunRpl2yldBZarZbg4GAqKiqIiYmxL5FXV1fn8EjDbdu2UVJSwl/+8hduuukmgoKCqKioQK/X\nU1RU1GVbMZ6envTp04eHH34YX1/f9g6nxdTW1rJ+/XoOHTpEcnIyGzZskHmll6EoCl5eXlRUVLh0\nQWWxWKirq3OqJVtUVGQfg3I5GzZsoLKykieeeIKpU6ei1WoxmUz25202W4vM15ck6gZHByPExcWx\nY8cOZs+ejdlsZubMmSxcuLBTXMl3VQMHDiQwMJA1a9bw+eefU1xcTFNTE5GRkQ5tP3XqVDZt2oTR\naGTz5s1MnDiRyspK9uzZw6lTp7rs6OuqqirWr1/PM888w+7duzv8xYKj56iPjw+7d+/mzjvvxGQy\nMXnyZD744AOZ73sZVquVkydPuvRbVlNTQ2VlpVMNCk9PT4KCgkhPT2fKlCksW7bsou/92GOPsWrV\nKnx9fVmxYgUzZsxg8+bN9ue1Wi0Gg8Ht3+Gueaa3EUd/cOHM0OyPP/6YJUuWoNfrGTt27FlXRaJt\neXp6EhERQVhYGEFBQZSXl19ygeELGTduHPv27WPYsGHk5eWxbt06AgMD2bx5s321iK7Gz8+PqKgo\nEhMTiYuL6/AXC7t372by5MmkpaVd9sfS39+f1atXs2DBArRaLV988QUddWRsR5CTk8PEiROZMmWK\n04UPXnvtNW6//XamT5/OkiVLHE5kvr6+6PV6EhIS+Prrr5kxYwY6ne6i6zNPmTKFtLQ04uPj+fXX\nX/n888/Pe427SVTmibrh9OnT9nmijrr//vsZOnQoAwYMQFEUvv76a+Lj4+nfv38rRSkupl+/fpw8\neZI9e/Zw4MABrr/+emJiYuyLszsiMjKS//3f/yU5OZl9+/ZhsVi47777SE1NJSoqqsvdG62rq6Ou\nro7w8HAaGhpcWsC8LXl6ehIbG8uTTz5JaGgoc+bMYfTo0RdN/oqi8NRTT9G3b18qKysZPnw4cOZz\nd8V5v+7Q6/WsWrWKoUOHYjQando2JSWFhQsXMmDAAFJSUhxujVZWVjJy5EjS0tIwGAysWrWK6667\n7pLb9OvXj927d/Pss8/y2muvAf8+nr6+vlRXV7v1d9yxLyM7uNOnT7u0nUajob6+nt27dzN16lRG\njBhxVjeDaBve3t7cdtttzJo1i6uuuoqamhoyMzOd3o+XlxcvvvgiN998M3v27OHRRx/lvffe65L1\nkT09PdHpdGzbtg2bzdbhu3OtVisGg4GBAwdyzz33MGTIEIdazxEREdx3330AfPvtt/Tt25e0tLTW\nDrdTMRqN+Pj4UFRU5PTC3N27dycuLg5vb2+nuswjIiJ47rnnWLt2Lf/4xz8YPHgwiqJcNgn7+voy\nffp0fHx8qKmpYeTIkTz55JNUVFS4Pcpckmg78Pf3x2QykZCQwG233UZVVRU333wzy5cvb+/Qrkg9\ne/bk2muvJSsrixUrVvDzzz873cXTvXt37rjjDv74xz8CkJaWxsSJE12qK9qRNU/r6tGjB/v37+/w\nU7UsFgsajYYePXqQn5/PiRMnHEr8iqJgs9lQVZUlS5Zw+vRpRo8eLRe7v+Hh4YFWq3V6cBBAjx49\n0Ol0NDU1OVUZqqqqCpPJREFBAUaj0aXymjt37iQ9PZ2FCxfy8ssvU1hY6FaXriTRdtCcRA0GAytX\nruTPf/4zFouFe++9l8WLF7d3eFek8PBwZsyYQWRkJOvXr+ezzz4jOzvb4ZNLr9ejKApTp05lwYIF\ndOvWjdTUVCZMmEB5eXkrR992rFYriqLw888/U1dX1+HvicK/p1P4+/tjtVodmtbg5+dHTU2N/ZbL\njBkzqKur45ZbbuHrr79ug6g7h4qKCvLy8pxOQj4+Pqiq6vDxaFZZWUn37t3x9PTkxIkTLg38mjBh\nAhs3bsTPz48NGzZw3333uXUx2PHPgA7M1Wkqvr6+9haKRqPhrbfe4vXXX0dVVfbs2SOjdttJbW0t\n999/PzfccAMajYYjR444NUBo2LBhbNmyhWHDhpGamkqvXr3YtWsXkydP7jLH1C1ZgxsAAB2/SURB\nVMfHBz8/P8aPH09gYCCVlZXtHdIl+fn50djYyK5du8jJyUGn0zm0ckhAQIB9or6npyeffvopjz32\nGE1NTdx9993s3LmztUPvFEJCQggODrZ/V47S6XScOnWKAwcOsGXLFoe3by5YbzQamTBhglMDAX9r\nzJgxbNu2jeDgYA4ePGgvZu8KGVjkBld/GDUazXldSnPnzmXIkCGMHz8eRVGorq7Gz8+vJcIUDqqp\nqaF79+6MGDGCoKAg1q5dS2NjIxqNhpiYmMteNF111VUEBQVx/PhxEhMT2b59O5MnT+aNN97oMvOC\nTSYTJ06c4OTJkwQEBGA2mwkNDe2wq9bYbDYCAgIYOnQo/v7+eHp6XrDS2LlCQkLYv3+/fQS+RqNh\n4cKFBAcHk5OTw7Bhw9oi/A4vNDSUvLw8ysvLCQsLu+z3+lvDhw8nPz/fqcF3jY2NnDx5krCwMEpK\nSggODnb43Dr3dUlJSezYsYObb76Z8ePHOxzDuaQl6oaBAwe6vG18fPx5j02cOBGtVktubi6DBw/m\njTfecCc84aSYmBj7hUt8fDz33Xcfe/fu5ccff7xst1F8fDyKopCUlGQvpN6zZ092795NSkoKAP/9\n3/9NUVFRq3+O1uTj44Ner8fDw4PIyEgiIyM7dJdubGwsJSUlNDU10djYiNlsdujiV6PR2Jc4bKYo\nCi+88AJLlixBo9GQm5vLihUrWiv0TsHX15e0tDTWr1/v1BrJNTU1/Prrr/z4449s376d8vJyh45L\n3759URSFxsZGevXq5dTF6bnHs/mx7OxsoqOjefTRR1mwYIFTy7OBtETdotVqsdlsTv+IlJSUEBIS\nctHnd+/eTU5ODvPmzetyUyQ6Mg8PDywWi71VFRoayrPPPsv777/Pk08+yU033cRNN9103olbX1/P\n/Pnz+cc//sHEiRMZNmyYvZup+bWffvopM2fOJCEhwb6CSGfUvJByQEAAGRkZ1NbWEhAQ4PZKRa0l\nMDAQm81Geno6AwcOxMvLy6Ef3kudo4qiYDKZGDVqFHl5eVdsZaOMjAyuu+46ampqSEpKYurUqQ5v\n+/bbb/PWW2/R1NSEt7c3ubm5LFy48LI9GsXFxTz55JMUFBQQHh7OsmXLuP766x06ps3TWhoaGjCZ\nTJSXl9PY2EhjYyNGo5E1a9aQm5vLBx984PDnAEmibjl27BiRkZFOlz8rKCggICDgovdm7rrrLqqr\nq5k1axZPPfVUS4QqHHTgwAGSk/+9ApLBYODJJ59k48aNpKamkp6ezo033sjVV18NgNlsZvfu3URE\nRDB69GiWL1/O8uXLWbt2Lc8++ywpKSno9XpuueUW4uPjOXz4MDfccEN7fTy3NS9HlpGRQXJyMsOG\nDevQtx0OHjxIcHAw/v7+lJaWYrVaHbrozc3NveSFrr+/Pw899BDz5s3jD3/4QwtG3HnExcXx0Ucf\n0dDQwKBBgy661u6FTJs2jbFjxwJnBvX17t3boePSr18/vvnmG2pqaqioqGDQoEEXTaCqqlJVVUVp\naSkmk4mdO3cSGxtLt27d8PLywsfHB41GYy+Gv3btWsaMGUNubq7DnwMkibqltrbWpQVdQ0NDKS4u\nvuSk/pkzZ9LU1MRDDz3kToiiBeh0Om655RbCwsJYt24dBw8eJCAggKioKNLS0uwn4yOPPMLHH3/M\nt99+y/Lly+0jWeHMMd+yZQvXX389+/fvb+dP5Dqz2YxOp7NXgPH29iYqKorg4OD2Du2CGhsbOX36\nNEajEX9/f/bs2UPPnj3ti3RfjIeHB01NTZfsCZo7dy5ms5n58+e3cNSdR+/evampqXF6gM9va1Rr\ntVqnumVrampQVZXo6Gi8vb1pamqipqYGk8lEfX09paWlNDU1UVRUhJeXF4GBgfj7+2M0GhkwYACB\ngYH2hs9v3zcoKIidO3dy3XXXUVhY6HA8kkTd5MqAEaPRyKFDhy5bGefBBx+kqKiIF1980dXwhJMu\ndTyTk5PRaDQsXbqU8vJyxo8fby840NTUhKqqGAwGZs+ezezZs8/bPjw8nI0bN5KSkkJxcXFrfoxW\no9Pp0Ol0ZGZmEhsbS2xsLCaTyaXbGm1Bq9USGhqK2WzGYDAwaNAghwa/NF/oXq519cILL1BYWMii\nRYtaKuROxWKxkJGRgY+Pj1NlUJuLwfv6+jp0y0pVVerq6igrK+OXX34hPz/ffkuheaZDcy9DTEwM\nVquVq666Cg8PD8LDw+0ViS4XY58+fVi3bh2JiYkOfxZJou1Ap9M5XOHj+eeflyTaRhwZ2JCYmEhE\nRATPP/88GzZsYMaMGXh5eeHl5cXo0aMve1x79+7NunXrzuoy7kxUVcVsNhMVFUV6ejoajYYpU6Z0\n2NHHVVVVKIqCRqMhLS0NRVEcun9rNBpJT0+/bBJVFIX333//ik2iDQ0NREdHEx0d7dTfQHP3em5u\nLjU1NfYR3tXV1RQXF3Pq1CnKy8upr6/n9OnT+Pn5YTAYqK2ttSftwMBANBoNI0aMwNfX194a9vb2\nPutWmbN/m0OGDHHq9ZJE3dAWPxwd9cepK6qtrXXo/rbNZmPSpEl8+umnrF69mgkTJhAWFkZ5efkl\n76M1S0pKaolw24XNZrMPzhg8eDC1tbUcPHiQjRs32kdLRkREYLVaiY2NxWKxEBoa2m6tVIvFQmZm\nJhaLBaPRyNChQy/blQv/7s51hDPTOrqa2NhYsrOzycvLw9fX94LjPJqLKlRXV5Obm0tBQQEVFRUc\nOnQIk8nEsWPH2LdvH15eXuh0OkJDQzEYDPTs2RNPT09uuukmampqqK2tpb6+nqCgILp3705UVBQx\nMTEO/2211lxtSaJucHRduwsZMGBAC0YiWoLVar1sy6OxsZHFixdz/PhxrrnmGrKzs1m0aBGvvPKK\n00W4OyNPT08qKyvx9vZm06ZNFBcXs2LFCntrz9vbm7KyMmw2Gzqdju7du+Pv709ZWRkFBQVYLBZ7\nt1tAQADdu3dHq9VSUFCA2Wy2d+2ZzWZ7yT44kwxVVcVisaDX6wkKCqJnz54EBgbSrVs3fH19MRqN\n3HrrrfbpRnBmdO7VV1+Nqqp4enqSlZVFVFSUQxc7CQkJrfdFdhEGg4GKigp27NhBdnY21dXVFBUV\n4eHhgdVqtd9DVxSF0NBQjEYjwcHBREVF2bt0g4KCGDVqFMHBwfbHzr3H2q1bNwBOnDiBwWCguLiY\n+Ph4py7OWus3V5KoG5p/cG02Gw0NDTQ0NFBfX09DQwMRERHo9XqKi4s5efLkedteaJ6oaF/N901U\nVaWpqcl+LBsaGvDy8rKXG5swYQJr1qzh+++/5/jx4wDMnj2bl1566YL3QrsST09PtFot6enp9lGv\nzQnKZrOhKAr9+/fH19eXvLw8qqqqKCoqIiAggFtvvZW+ffsSFBREVVUVhw4d4vTp0/j4+DB58mSS\nkpLo0aMHnp6eVFdX09TURGBgIFFRUfZatrW1tRw6dIjt27fz66+/cuLECTIyMjCbzZjNZv7617/a\np5x4eHjg4+ND7969mTBhAj179iQ+Ph6z2UxWVhbR0dHodDry8/MvOJDEnXngV4Ls7GyGDx9ORUUF\nsbGxfPjhh1x77bUYjcbLts5nzpxpXwu0V69eTJ06lZCQEHvStVqt1NbW2hf+joiIoKSkhFOnTrFo\n0SLq6+vp3bs3a9euJSgoiIaGBnx8fAgJCcFisfDLL7+c955hYWFOrdDkKMWZJm5ycrIq6+udrbn/\n3tvbG71ej16vx9vbGz8/vxbr5lEUZa+qqi1+E02O54Xt27cPnU5nP6be3t74+PicNaIQYPv27fj6\n+rJ7925eeukl+6o+V199NQcOHLjkVbIc09alqioZGRmsXr2a7du3U1FRQUJCAhMnTrR36QYEBLTY\n7RI5nq2nqqqKgoICoqKi7LcSvvnmG/bv38/o0aMZNGiQ/RzV6/Ut8p7OHE9Jop2AnKAdl8VisQ/R\n3717NzfeeCMVFRUoisKLL77ICy+8cMEfajmmXYscz67FmeMp3blCuOG3FVauueYaTp06xerVq1EU\nhW+//ZaysrIr4l6pEFcqSaJCtCCDwcD06dOxWq1Mnz69vcMRQrSyjjc7WohOTlGUDruqiRCiZUkS\nFUIIIVwkSVQIIYRwkSRRIYQQwkWSRIUQQggXSRIVQgghXCRJVAghhHCRJFEhhBDCRZJEhRBCCBdJ\nEhVCCCFcJElUCCGEcJEkUSGEEMJFTi2FpihKCZDbeuGIi+ilqmpIS+9Ujme7kmPatcjx7FocPp5O\nJVEhhBBC/Jt05wohhBAukiQqhBBCuEiSqBBCCOGiTplEFUX5H0VRhrqxvU5RlDmKoqw85/HbFUU5\nqShKvqIov3c/UiGEEF1Zp0yiwKPAATe2DwCagNDmBxRF8QEGA32Ax4CliqIY3QlSCCFE19Ypk6iq\nqtmqqja5sX0ZkHnOw/7AG6qqmlVVXQ0cA2LdCFMIIUQXp2vvAJylKEoy8B4wT1XVH855/NYLbFKn\nqupfL/D4WXN7VFUtOPetgF/di1YIIURX1umSqKqqexRFOa8FrarqHmBPS7yHoiiDgbWqqla3xP6E\nEEJ0TZ0uif6f+nMfUBRlGDD5Aq+tVVX1FSf3Pw14zpXAhBBCXDk6axI9j6qqPwM/u7sfRVFmAYtU\nVW1wPyohhBBdWaccWNRClPMeUJRJQKaqqlmKongoijK2HeISQgjRSXS6JKooylWcmYZyg6IoWhf3\nEQhMBGIVRUn6v8dGASuAdYqi1AC1QFjLRC2EEKIrkgL0QgghhIs6XUtUCCGE6CgkiQohhBAukiQq\nhBBCuEiSqBBCCOEip+aJGo1GNTo6upVCaVs2m43a2lp8fX1RlPNmu7Qoq9UKgFbr0mBi9u7dW6qq\nakhLxiSEEMJ9TiXR6Oho9uxpkcp6HYKqqvz0008kJCQQHBzc4vtvaGigrq7O7X0ripLbQiEJIYRo\nQVd0d66iKFx//fWcOHGCvLy8FtuvzWbDarVSUlLSKslZCCFEx9Blyv65IzExEZvN1qL7NJvNREZG\ntug+hRBCdCxXdEv0tzSaM19FVlaWW/vJy8ujsLAQg8HQEmEJIYTowCSJnqN79+788MMPuFLJqa6u\njuXLlxMeHt4KkQkhhOhoJImew9fXlxEjRrB161YsFovD22VlZfHpp59iMplavGtYCCFExyT3RC/A\n09OTMWPG8MMPPzB8+PBLds1arVa2bdtGaWkp11xzDYmJidTW1uLv79+GEQshhGgPkkQvQqPRMGbM\nGIqLiy+ZRPPz87n22mvR6/WoqoqiKJJAhRDiCiHduZegKAphYWdWQ2toOH+N7p07d3Lw4EF++eUX\n++uFEEJcOSSJOujYsWOcOHECODN9JT09ncOHD7N3714iIyOdun8qhBCia5DuXAcNHDiQY8eO8euv\nv1JfX8+RI0cICwvjvvvuA0Cnk69SCCGuNPLL74TIyEgWL15MfX091113HSNGjMBkMhEYGNjeoQkh\nhGgHkkQdVFBQwIoVK1AUhaKiIkpLS2lsbJQEKoQQVzBJog5oampix44d3HHHHTSvYmMymdDr9e0b\nmBBCiHYlA4su49ixY3z77bd4e3uj0+nslYyap7Hs3r1biisIIcQVSpLoJRw7doz9+/fj7+9PfHw8\nERER501jSUxMZNu2bTQ2NrZTlEIIIdqLJNGLWLduHd999x2KolBcXExWVhYmk+m81+l0OsaOHUtq\nairV1dXtEKkQQoj2IvdEL2DLli2cPHmS8PBwkpKS6N279yULKSiKwujRo0lNTeWqq67CaDS2YbRC\nCCHaiyTR3zCZTBw+fJjS0lICAwOJiIggLCzM4UpEI0aMkKILQghxBZEk+n+qqqpYvXo1GRkZmM1m\njEYjMTExeHt7O7Wf5qIL+fn5REREtEaoQgghOghJokB9fT3ff/89fn5+JCcnA2dG3/bq1QutVuvy\nPo8cOUJ8fHxLhiqEEKIDueKT6N69e9m0aRMeHh5ERUVx6623XnLVFkf16dOHkydPsn//foYMGdIC\nkQohhOhortjRuVarlezsbDIzM4mLi2PYsGEEBQVx/Phx+1xQd0VGRhIREcGuXbtaZH9CCCE6liu2\nJbps2TKOHTuG0WgkMTGRxMREfHx8Wvx9QkND0ev1lJeXExwc3OL7F0II0X6uuCRaVlbG0qVLycnJ\nwWw209jYiK+vL9nZ2cTGxpKcnIyvr2+LvudvF+muqKggKCioRfcvhBCifVxRSTQ7O5tvvvmG3Nxc\nbr75Zm688UasViv79+/Hy8sLnU5Hfn4+Wq0WHx8fwsPDASgvLwdAq9Wi0+ns/3dl+bPKykqOHj2K\nXq+Xe6VCCNHJXRFJVFVVtm3bxqpVq2hqamLs2LH0798fRVHw8PDgmmuuobGxEavVisViwWq1njU3\ntKGhAbPZbH/OYrGg1+vp06cPhYWFHD9+nBEjRjgUS0xMDAaDgZycnNb6uEIIIdrIFZFEN2/ezC+/\n/MLgwYOJiYkhISGBHj16nPUaT0/Pi25/7mt/Kzg4mMLCQqfi0Wg09OzZ06lthBBCdDxdOomazWa+\n++47NmzYQH19PWPHjmXQoEGEhYXZX5OTk0NISIjL90HT09NJSEhwapuQkBCX3ksIIUTH0mWTaEVF\nBZ9//jn19fU88MADDB8+/ILl+2pqatyqLNTU1ISHh4c7oQohhOikuuQ80aKiIpYuXUpNTQ01NTVs\n2LDBPqXl3LU/Gxsb3UqCXl5eLm2XnZ3t8nsKIYToGLpcS/Tnn39mxYoVFBUVERAQQN++fYmMjCQp\nKYno6OgLtkYdLTB/IYMGDXJpu4qKCpffUwghRMfgVBLdu3cvc+bM4YMPPgDg3nvvJTg4mPDwcMLD\nw4mIiCA+Pp6oqKhWCfZSGhoaWLduHTt27CA8PJzk5GR69erF4MGDL1lEQVVVVFV1K5G64twWsRBC\niM7H6ZaoXq8HoLq6mq+++uq85x9++GE+/PBDLBYLI0eOJDo6mr59+9KnTx/69u1LfHx8i1fuKS8v\n5y9/+QtlZWWEhIQQHR3NuHHjHHqfsLAw6urqnK5WVFFRwdGjR0lJSXE63qysLLmPKoQQXYDiTJ3Y\npKQkdfv27Xh7e9PQ0MCaNWsoKCiw/3fq1CnuueceZs+eTV5eHr169TpvH0899RQLFiygvr6ep59+\nmgEDBjBo0CAGDRrUKmX3Wkt9fT2ZmZkMHDjQ6W337NljXy3GEYqi7FVV1fENhBBCtAmnWqKKotjX\n19Tr9dx9990XfW1YWBipqalkZWWRmZlp/39SUhIAR44csXcLN++7X79+vPzyy0yZMgWLxWIvatAR\neXt709jY6NK2/fv3b+FohBBCtIdWG1jk5eVFSkrKRbs7w8LCWLBgAYcPH+bAgQOkp6dz5MgR+/qd\nu3btYuzYsQwePJiUlBSuvfZaRo0aRWhoaGuF7DRX76O2xFJrQggh2l+7jc6NiIjgqaeesv/bbDZz\n+PBhYmNjAcjIyMBisZCWlkZaWhp///vfgTPVh8aPH2+vZ9tZV0YpKCiw1+YVQgjROXWYeaJeXl4k\nJSURGBgIwKxZs6isrOT777/nlVdeYcKECfj6+trvJS5evJiQkBBSUlKYP38+u3btwmq1tmnMiYmJ\nLm976tSpFoxECCFEe+jQ80T9/f0ZN24c48aNA8BisdhXTikpKUGr1bJr1y527drFSy+9RFhYGNnZ\n2fj4+LTJtBV39q8oCjabDY2mw1zHCCGEcFKn+gX/7dJjf/vb3ygvL2fNmjXMmTOH3r17ExMTYx/h\ne9ddd3HnnXeycuVK6urqWiWe9PR0l7YrLCykT58+HDt2rIUjEkII0ZacmuKSnJys7tmzpxXDcZ2q\nqlRWVhIUFERdXR3BwcGYzWYAfHx8uO2225g5cybjx49vsfd0dqpKs8rKSjIzMxkwYIBDg4xkiosQ\nQnRMnaoleimKohAUFAScGf2alZXFwoULGTZsGLW1tXz11Vds3LgRAKvV6nIrsiUEBgYydOhQGaUr\nhBCdXJdJoufq2bMnjz/+OLt27eL48eO8/vrr/PGPfwRg69atJCQkMHToUD7++GNqa2vbNDYZVCSE\nEF1Dl02ivxUTE8PcuXOJi4sDID8/n4CAAPbs2cODDz5IREQEjz/+uH3aTGtzdhFvIYQQHdMVkUTP\n9Yc//IGCggKWLVtGSkoKVVVVfPbZZ/bqSMXFxThyr9jVMoXdu3eXRCqEEF3AFZlE4UzZvmnTppGa\nmsq+fftYvHgxBoMBm83GqFGjSE5OZsWKFVgslovuIz4+3qX3joiIIDc319XQhRBCdBBXbBL9rSFD\nhnDXXXcBcPz4ccrKyti3bx/33HMPcXFxfPrpp5dMps5q62XXhBBCtA5Joufo06cPubm5LFq0iD59\n+nD8+HFmzpzJ0qVLz3utO9N9fH193YhSCCFERyBJ9AK8vb158MEHOXLkCMuWLWPMmDFMmzYNgDVr\n1vD11187dM/0YiwWCwMGDGipcIUQQrQTSaKXoNPpmDZtGlu3bkWv11NfX88jjzzClClTuPbaazl4\n8KBL+z1w4EALRyqEEKI9SBJ1g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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fa47ea23630>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(8, 8))\n", - "i = 0\n", - "for datafile in datafilelist:\n", - " ax = plt.subplot(4,4,i+1)\n", - "\n", - " adcp = Adcp()\n", - " adcp.read_adcp_matfile(datafile)\n", - "\n", - " llon, llat = m(adcp.lon, adcp.lat)\n", - " m.plot(lon, lat, \"k--\", lw=.2, latlon=True)\n", - " plt.quiver(llon, llat, adcp.u[:,0], adcp.v[:,0], headwidth=1)\n", - " m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - " ax.set_title(\"i = {}\".format(i))\n", - " i += 1\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot selected sections" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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yhSaH/YWGsolWoIyQ8EHnj2oNHjwYra2tiI2NxRNPPAEPDw+xmyQqKsxEK1DGLA2tra3Q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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fa47e927518>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(8, 8))\n", - "ax = plt.subplot(111)\n", - "datafile = datafilelist[6]\n", - "dataadcp = sio.loadmat(datafile)\n", - "lon, lat = dataadcp[\"AnFLonDeg\"], dataadcp[\"AnFLatDeg\"]\n", - "# NN1, NN2 = 68, 220\n", - "# NN1, NN2 = 240, 400\n", - "llon, llat = m(lon[NN1:NN2], lat[NN1:NN2])\n", - "m.plot(lon, lat, \"k--\", lw=.2, latlon=True)\n", - "#plt.plot(dataadcp[\"AnLLonDeg\"], dataadcp[\"AnLLatDeg\"], 'r--', lw=.2)\n", - "u = dataadcp[\"SerEmmpersec\"]\n", - "v = dataadcp[\"SerNmmpersec\"]\n", - "plt.quiver(llon, llat, u[NN1:NN2,0], v[NN1:NN2,0], headwidth=1)\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True)\n", - "alborexdata.add_map_grid(m, coordinates2, dlon=0.25, dlat=0.25,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vertical section" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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YONveis8V4gOxa5kkKqk3x/2547fj6/zp3/ihlb8/+oVP6Dv+BH7zgz8ftvkb\nv/d3wzZP+7H4fP7mT//TsI3EPjc+hlfOxhhjTMMoJBF+Nmc+67b6Rf/HK1e2GQb1niWpF6yu9yeD\ntfp1HMbAwIbe3j/JUmFKtFZuvB0SFxttB9WKTSrCsQDbGQOjzdb2NGxzeCmey51BvGoh9ZznwPQ0\n2Ir7TM4FMTRFkPrJKO0mMDyRffWA8kDmxWIGCqKAoh/9QXyuRofAyHUh7jPx921/LD6uyc2r52n7\n6XEM8/R8fM30Pg6Mx8+IVY4zZ4ZhG0n6//7mP/j3tdYXkrZeORtjjDENww9nY4wxpmFsxBC2rEXj\nID0nkUoPZ6tllu1uLOdExjRJGgOJnchzxFhGYn3JvkgbIjsS0xiRrIlMTPocmbCINJkl+ZPqVv0B\niJGcxpdhD8RaIkcTOOfEWIaqIQEJmMjEEcSoRNKNEslf7ZzPgAXMnd42MAEC4yyqHU0q5j0tlpLJ\n2WzfGe8rssKNJ+Cz59m4Qlb3dmDkBXOHGD/XxStnY4wxpmH44WyMMcY0jI3I2kWxXNohsk9ZLUkQ\naXwBUoCyeOCwiXb6OTJ7llubSDEtIOORYyf9IfJb1IbIfCTOmUBkeHJMWRWTmNScM7+QVEqqPCUs\nD7I+mWSNH4mB2AZu96y0uNN53OcOqJJFrhoS+3/50lbYJoqR3wIO9IxIAIl9emmDT0Hr4pWzMcYY\n0zA2snImkJVzxBSYg8jqehAU6ZCk0Sw2KKD+gLc08vY+AXVVsyDKAjFYZSkCEcSolFXDm2yHrI9I\nUQtSOzprlU4MVnMQ+09MWJHhi4wNOZtkHqO5DuLE560ccyi5FyD1BuwrK3thbzu+n0b7IoYwEttO\n7ks726uLcEjSxYd3wzbr4pWzMcYY0zD8cDbGGGMaxmYMYaVq0F6d4o4Yo6bL1ZIEMXsRyWcYxFNL\nOXVpKUTuYrWRc4w/hKztRDIUi+/OOe6sY0JzB+iyxCRD5MB5zUnrSkxGLPXr6jZZkmxWLDSpk07I\nmoPE0FSBq5NI6HNQH/mWmw7ifQXHReRo0t8tYNIdgWumf3qsP3nFG8N25XV/oeLyk+KVszHGGNMw\nGmsIM8YYYz5ZeMZP/0Dq9jZUz7mEsvUcSNKRo3s0B3WGW8DRF8jnFOKmRSkPkfsyx21M5EAiTZLt\nTIHTM5IMkeyY5IJdLHJcsCXpfBKnLJFcyfxaAo85OfYliGCI5g4ZGxIFQbaTlCGV7SupYCBJb0rm\nRRdcwwuv3KxlAAAgAElEQVTgVL94EMc5D/qrHd1kjpJPXOS+RO4XQxC7vS6WtY0xxpiG4YezMcYY\n0zA2VpVqGFR6ykoIEDEJqmNJNPXfsbsiiSXZIPIvEeCI1JdlQkfJL9rHl8eJxJ6V1o/ItsQBjGRk\ncK56vdUREBL7tEIgsiz5NECI9kSOKenyROdqBtJlZoEqy5F7CqiMRpJ63HrT5bDN5XE/bHPH3v7K\n3//8/M3hNnZA9MLBMO4LmV87Z0Zhm3XxytkYY4xpGBsqfFFDM1eGyWgLpN0k+7m4iD/2Z8XdsSIb\nOesAskon+yIr+eXyhNJhgvPZA7VryUo1C1KDmhTrQKsfcOwnaQJEKkbQpA2KnZAVZlaMfA8UQSDn\nqk2KURBFBax4J+B89oEy8+DHzoRt2lvxdt734K16/yu/80l/f96vvCncxoVHd8I2g514dU1UokMb\nwowxxpinPo5zNsYY0zg+619+95P+1r0BnlwbSt+ZU3VqHFS9yUqv2AV9HYNdEXmJyIVZkiuKAwSS\nDjFGkfhtIt1G55QY89AnCDQ2OWka09xKZFfgPBAf1xKMT7sby5ckvnYeGKzmoIJy1qegrBh5Illn\nkRXvOxzFaYz7e3EFJzIHo/vOaByn1CSSdda82Nodp2znaixrG2OMMQ3DD2djjDGmYWwmfWeNq05l\nuEFnIAUokaBIXwa92BlO5CWSzpBIMUR+I+9mZDvkuIhkTaRv4rrNoAck2azPJhMwfoNBPL+yqiER\nSZ/sa5kU5xxVtyL9Le2cSmTkfkE+X02T4t/ReQDbIZEb5H5BROKze4dhm0vDwcrfO+DJRe6Tk3Es\n1XeAS52c83XxytkYY4xpGI01hJF6zlGbdgFGrkVsLCAmIxTrm2T26oK3NJbVjBTZAAVIkoopkFVx\ntJJn+8kxgWRlI+uC2GNiYkOAQ8/qDxlnoj1EK2OSuSqr3jqZ6xk1qq/sK2c1RlZg5HwuQaGXm/eG\nYRt0TQTndLsXG7AuHGyHbci9nZgfx4uW7v/Kvx+2K3pyB/rj8crZGGOMaRg3QLSYMcYYc335S7/6\nhtTtbebhXGPppwfqLGcUvqjdOBaO1HOeAiMXCSBdABmZpRmMu0M0zozY4yv9AfHSYYsYIin2gQxK\nzGkEYqhD45fRGV2ppR6Bah+f4KeBSLYmsfgF6JfEwJYVM4xSpJL+gCIbLWCGI4ZW8unuABisBsBg\nNQq2M5rE+yGf/zog1SqR83e24/judbGsbYwxxjQMP5yNMcaYhrEht3bVoL1a2tifxnU2M6Q1Illn\nQSQ8IsUQZyWJ0yWQuE7keATjTKTvyC1LHK5ZTnYW3w3SPYLtZMUeZ0HOFZk7ZDvRdVOB7Ej2c5I1\nn7PuBQTymWI8iaNWtkB95Kx69NG+SCW3rIiC7S2SwyL/OeKVszHGGNMw/HA2xhhjGsaG0ncWjRfX\nf9fjeSzVEGZAsiCu5uUSuEpJas6kpB9Nk9mJDBpVgiIO16zjjv2i0FkP5k4HRC+Qaj+E6TS+Njsg\nUQn7xJAgByYlOyGfILLmVx9cD+S6IpXRup3jfzqQmGS9f7AVtiHzPXKPo5StYF6QtJukGlcPONDX\nxStnY4wxpmFsZOXcKlXbndVvRtHvUvy2R7YxBUalSVA3WspbpbNVXXxcZBUq8PZJICsk8tbd1/Hf\nPpdgP2RFwgqHxJCVDekPWc32+/H4TSbxdnZPxakRycpl0I3n6SGIV41UoD5YtZDzSYxKPXBM01mO\nEYnMHaTYnWBd+ztuvhS2Gc/ie2WUmnl3EBfPeOjCbtgmPpvS7TddBq3y8crZGGOMaRh+OBtjjDEN\nYyOy9lKxIexwFstdW4G8S+ScAxBP3QWy7QhIYizuLmyiac2JqSPSdx/Ib+S4JlOQEjIh1WVWxSlU\npQfMr61+LJyRcx7VNJak4UE8l7dPxWkGDw7BdrbimNeDcbydOTE9BZ8qDocgJwL43EE+vczB5wVi\nxhyD4yZyPakLPTmI76Xnbo/l6PP7O2EbEgu904/bjIP76cVZbDwjaV1vOhVX0SLy+AJ8ylgXr5yN\nMcaYhhE+nEspLyml/ObRn1ullDeVUl5VSnnNk/2dMcYYY66dUKOptb6rlPKYhvA1kj5Wa/3ZUso/\nKaX8G0lf/Pi/q7V+6Lgd6wfpPSWpU1bLUOMlcLiC/ZAUnz0gfZMYSVINichmhCwHK4FI1mR8onhp\nllKTOFzDJqhaTZbkSgq+91CawXg7REJHx0WqRSVUPSPjl1XVC6UBBdcnyVWAzhU59lOxjHxpOAjb\nkFje/Udj6ftwEM+daF/kk9x0FLvCH5ruhW06/fjevr01CtusC5W1Hzu7L5f03qM/3y/pZU/yd8YY\nY4y5RtZdFt0i6cLRn8eSzj3J3/0FSin3SLpHkga3xx/YSVGLeVD7mMQeE0MFMmmBTEfEQJSV2WsO\nDApdkOWJJM0nqx8Udw0YT1efU1Ro4uTqQ6AVEqqfnFTUgqzACWRVTPZV6vFNgG2w0ic2wUr6C7aT\nUcyD7ms6BfcvcK7aScbP02cPwjbkHhcpMyQb3mAnVgxIPWyikEX1p6+Fda/URyRtH/15V9L5J/m7\nv0Ct9d5a6wtrrS/snYmddsYYY8yNyroP57dLev7Rn++S9M4n+TtjjDHGXCOhrF1KeZ6kZ5ZSnivp\n5yR9TynldZLeXWt9oJTy54//u2ibLcX1nIcJ6TAHIM1lFxQUIIawKC6PkmX2IpI1Sh5PTD2gP0Te\nJf2JjGVIbk0qEEE+vZBjIgOYtS8ij6N9ofSwcZNKaj4npVKNIMdN5hc5D0jyT4rZJ5o+2VdUjEJi\n8i65p0QpZCcg3vxmEMP8yP6psM0WiMsmZtZ1IW7tP5B051V/9R2P+33x+L8zxhhjzLXjJCTGGGNM\nw9hI+k4plpDO9OLKOBenq2PzJqBmNJGRieTT74CKQKC6FXEbZ0nfJPaYgGrcEtc3qb8K6uBGtLs5\nzlTmvs+p4U3OeQfUpiUx3qg/MzAHk2o+R/OL1N4m+QOyKjyheQxihsHUSYuCINuZgU93yBkO7juX\nD1bf2ytwUB90gcQOztXly7GBeWcnTou7Ll45G2OMMQ3DD2djjDGmYWxE1i6lhqk3p8AhHUlMWU5s\nJn2HTVCqPSK/EQmKSGKkP+NJ7JoncmqW/BadC7afuL9E7iKJG4gDmMiyRGZnVc+AWztsAZOrgEQ4\npCpVJJUSqZl8eiGfIND8AtfeDHwWIMlVCCRhBzmfHSDFk5SjhMX+akm6vZfjoCYpPnf34tScg4TP\nbY/HK2djjDGmYWzQELb6TW1Z465Fq5IOSeUYpACVJIHVD0kDSiArcGKoIPGYaHWdZjLKia+N3syJ\nGkCUkKx4VqKELIHRhhjqBqB29BDEoZK4zvEoLl6A0pKCcY5WolmrNVSwgtxTkoqLkChnVBAFrHhR\njDy4hgnkfnHbnRdW/k7uXZcOYyMXqW9O1JJJ0v3/arxyNsYYYxqGH87GGGNMw9iIrF1r0Xix+kP8\nGMQoR0aQOZAj2kCqOZzGEh6Rx4n8RoxIaSkEk6pktYDxbg6kWxK+HcnWrL/xOSfmKiKtZcXRk3NO\nJGvCEEjWRCodj4+fgleKDU2lnZNiljADJjciWRPJn1zDxMhF5nIfGJqy4snJffByMAfRJyXQZnsr\n/oRDthNVy7sWvHI2xhhjGoYfzsYYY0zD2Iis3S5L7XVXp+dEzt1AtibbIPJ5D6QYPCDSdxukyEPx\nmMBVCmSqFvCDLoEgSPrTBzIoOV8ZEFmNpJWcL4DECbZD3KCHj26HbfZuiQvdH1xenRZRkpaXY3l8\nAeJM+wNQFQ5IpRnpaoncSuiC1K8o3W8v57iJnErm4KAbn6tLw9j9PBuBz1eXQFrNM6vn1yuf9+/D\nbfzGR54dtnnjs38tbPOfhp8Wtnlab7W7/DG+DrW6glfOxhhjTMPww9kYY4xpGBuRtZcqYXpO4iQe\nzldLOiQJyeEsllhmQL4kFadOMlkCkdaInEqSLjCZGCQwSBgekrKVfMpgcmvcH5YMhmSDicdv/8JO\n2Ka3A9IeduKKcCT5RVbEQOzQDzeBrhlyzicg6qAH5vrl/Vgi7m/FUvOprTiJBrk+x7NYHl/MwSc3\nkt4U3JvuPPfoyt/f/ud3h9u49VT8meetnxlL3+//mb8Utvnbz/v9sM26eOVsjDHGNIyNpe88CYjh\naasTv52SlTNZqWaZX7JWxSQ+maxKyHGRlH0ZNXeJgpFVaIIk1l8sjp+SVJK2QJpBAlnJd/rx+GwB\nw+GlYWw+I5AVeASJbSfngShJJJXvmTPDsA1ZpZM2xGhJrr2d7XgOVhA33Ls1njvnD1arQORcfezS\nXtim/ovTYZsz/fhcvf3D8Ur+Cm+D7bxyNsYYYxqHH87GGGNMw2isrE1Sb/YCWZbUhM4iS44mBpku\nSDlak2KGFwkxphI7LlKRK4LUVSUVZIgMv9WPZb4ukUHBZxMiO06BxEkg5r0RkVPBGBJ5shd8hiBj\nkxErLbF5TGTkw6RUq+SoKpH0wTWR9TlosYzNZ9H1l2XwI/ecRx/eDdvs3BTXfF4Xr5yNMcaYhuGH\nszHGGNMwGitrE6IY5S2Qko7IVARS3YqkwkTF3EEFLCKhExmUuVxz0lgSKTkaZyJZI5c1kEpHk1ie\nI2JXluRKIPOLpITMkjjJvIi2Q+Y6axM2QREgxF1OqkCRecEqy4VNNOjH90p2nYP7F7i2ouO6dQ+k\nqp3Enw4uXYzT4na2wXMkKT3s1XjlbIwxxjSMzayca9E8MGuR7F67vdWGnDlYYWZBVn3k7Yq8LbMk\n/mCVDt5yyVs3yyJGzHnxKmpZolVUvBdkFCEZsEg2JEBWfO1JZoUjkNUhYRF0h1wNRC3JMmyS/pBz\nnjW/UAGgpHrE5NoibaLztT+KY+jJfXJrJzZ1ToBCdmqQk4fgarxyNsYYYxqGH87GGGNMw9iIrF2V\nIzlH2yASFEr3CEwrIyALtUmN6oRCABKTzYhhh0iTSxRSHfeZ1M2OzheRJkk6VjJ3iPybFY9JPi8Q\nSR8ZDlFN8Zw4+qy44QxIXDaYxmnmM3Kdo3SiSSk+iTmUkJETIqvYDrpfgPHLyNHweLxyNsYYYxqG\nH87GGGNMw9iIrF1K1aC9OnZsOI9j1KKYw6z0nRk1Z6W8ms9kX0Q6GvRARS6Ujo/0OZZuSRrL6NhJ\nf4k8twR9IWNM+kNc81myWdb5JHMHXRNIMjy+rE2u4dks51wRyL663fiaQU7/rM9gRB5PigCJHNId\nMDbkmiHzeO9UnK3gICkd69V45WyMMcY0DD+cjTHGmIbR2CQkhCgdJklkQuQuko5vNAMpD4MqWpIk\nMCwsZV9OFSNW2YVUH0pK8RmlSQUzmkippC8ksQWR0Mn86gHXPJGsyXbIuSL7InMw4zMOGT8CcmsD\n0GcBkC4TJUVJSkWbZTauYF+dLrgvB7I1+SxAJOvLwziZyfQwlqy7W/G+1sUrZ2OMMaZhbGblXKo6\nwSpyOI9XotEKMquoRVZhghlQC5LCRxHEKJJVK5esRAmRWkJWYmSMR8TgAabFYh73hxh/Dg9BusIp\nMPUM4jlIjDRbg2nYhoxhBygzo2jlQmKGe0CVAXOUqApkxXY47IdtTu/GRqTRGNzCk1LaEoWiAPWB\nKBTjg9Xjs70Xjw1SFcAKvM6BCnnZhjBjjDHmKY8fzsYYY0zD2Iis3VJVL5C1Se3jTmAOmtYc00qv\nQ1JYklShOXHXhKyKUwQyhqQNk9lXv08SySyae1JO5ZwrG4qboBSWQEZWrHyj80DGcKcf9yerwlp3\nsPr6YxW7wiaIrFSig0EsfZN64eSzAKoLTUxj4NjJuSBmwt0zw5W/k89XJK3wzs44bFNO5Rjz1sUr\nZ2OMMaZh+OFsjDHGNIyNyNpLlTC15l43Ll4dObqJfElkqsNZjhOPSGvIEYniH3NkZEKWhD4Fzsko\n5pVIsmRsUFpEsi8k+YdN0iqR9XvxJ5qsuH7mnM9JjRtBzjmBzPWs/AEkSCRr/FAsNJjv5LgmoIKf\ngj6TY2Kx+HFXMubfteCVszHGGNMwNlP4QmTFGr+tRBnASCEFsrLpt+PVxhQUtSBkrWYVFAWRmGqA\n6p0mZYvqgXjfqObzAtVhDpukGdiIBZCsVMkqdABWxSQ7GqsRnJONjJnGjr+GIPOYGRvjfWVl1asJ\nNe8ldn1mFBeRmGpAiPIiEBWSHBOZW1mFYNbFK2djjDGmYfjhbIwxxjSMa9IgSinbkr5d0n+Q9CJJ\n3yvpqyQtJN0i6S211ifVxopqGKN8sIjT280DuWEOZKEZkL7HIJUokdCJjEzkS0KWlEWkPrIdIkOR\nugPROGeZQLJidLMgcZRDkC6TSOhL0GZ7OzZskhSVnQ4ognCC4xxBTFHkkxzJqUk+uZGRQWmMSfw7\nkYnB3JkexPN0Nlj9aCofioP6+3fth20OL4HkAMP4MTk6DfIQrMm1Pgn+mqSP11p/WdKHJL1e0ktq\nrT8p6SFJX5nUP2OMMeaG41ofzr8n6fWllGdJ2tWVFfP9R7+9R9LLH/8PSin3lFLuK6XcN74YZ2Ux\nxhhjblSuSdautX6klPK/S7pX0s9IukPShaOfx5LOPcG/ufeovc5+9q01kpzHwP1MKldFkDShpC9E\nzpmglHNxf4gz8CTr/5LtEAdwhls2az8k9R+S+VBaRLAvUps8qY4wOefEwdpq50QDlGBXpIYwISsV\nZoa7XGLzC6V+TdoOEfSJ7L939jDeTtDn6bPiebw7iD+9oHjzm8MmaZULr+aaZlEp5TMkfaqkvyHp\nNbqSQXj76OddSedTemeMMcbcgFzrK94LJD1aa51I+mFdeal6ztFvd0t6R0LfjDHGmBuSa40Yf7uk\n7y6lvFzSsyX9iKS/XUp5va5I2t+/6h9XxTJKlGxCUpgClMg5rZIj4ZF0hiRpRZoElZQsgRSXJ+nt\nSBuSICPeD0jZCqS3KagIlHWuiCCGZG2wL/IJgswLcuzboJLWZBqf82jukFwdRPJPi0xI2g65ZrLO\nOTmfSUXsNBwdPx0yuYYvHG6Fbe44HTu6H9rfDdsgR/yaXOs357Gkbz36z7cf/f9bU3pkjDHG3OBs\nJH0nIYqDluI4Z2bYAXF5xPAE+luA8wcZbcBxjUBy+ay3d/IWm5UeMDp2stInEGMZ2k7ScRPT2HwK\nVsX9WCki8dJkpUD6Q46rF5jYsla8SJEi6R7ncZseSLU6JuoNSfcLpiAxxi4XwHwGTIBtENse3XcO\nH9qJ9wNijx85OBW2abWq3vNl37Wyzd981/8UbkeS/hS1OtrvGm2NMcYYcwI0duVsjDHGNIHP/Vff\nufL3c/FCfm02VpUqlK3Bmp6YxiKiylaSNAuMZxKLhSYVW4jxJ5LzJVa3l5jGCCS94hKMYYaUjM5n\nUhUtIpWSms9ZaVR3d0dhG2bwi6+rPjCN3X7b5bDNx0fxXe3ScHWKRTJ+5LjJ/CukDTGignlB4q7R\nsdecVL5bg/ieggxqoKLZMEj9unvuINzG4UGcPnZ02NMDX/MdK9tED2ZJujQFaUDXxLK2McYY0zAs\naxtjjLlhecbPrIz81dlbTqgjj2NDsnYNXbckLvFUd7Ubb38ayxqkKhWBuKyzqjcR+Q3FNialuiTH\nTmJniTwejSGTL0GcM3DcEtlpDhyuxBFPGAOHPtnXCLi1R2CefvyP47ta79NieTLKD0CiF66k/1/N\nnERlJOUqIJ+UyP0i676TVTEPxfWD66+3vdqhT2Kle0CGHx/G2zkcgecImDvrYlnbGGOMaRiNlbVJ\nLeaD2eq3HmQOSlo5nyRZb7BzZFCL33LJqpiQUYOarIqRIYwUU0gq7JCVXYgoKihrHhhDVHDhacOU\n7SiY77Os7Eyk7HHSvshxk7raJM6ZxF1XMJdRvDS4bvog1j6jhvf8fXFmr63PjDOEkXOVdQ+8Gq+c\njTHGmIbhh7MxxhjTMDYia1eVUCpoAQ2FGUFWg8xVIEaXxFxPQLwhgcXFxtsh8iVKgQrkN1LXOMMY\nRUxurRaRqU6uAAmBbGcL1Gq+fBjHY87G8W3hppvjmrzPOftg2Oa3//gzwzbbp1fHb0+Hsamn04+v\nTxTnnJSOlRi5iPkM3QuAZJ2V6rjbzTF+RrHQi4uxSav3zNhsiOo5g+v8/AdvCtusi1fOxhhjTMPw\nw9kYY4xpGBuLc+60VssJPWCd7AVy83gRHx6Ranrt2F1IXN8khplAYsCzYmeJs7nXjcenBV4DM1JL\nEgmKOLqJDE/OA5EmicxHPkGQOGeW1hUcO2jzHx781LBN96OxJD0MJNdWF8TrE/cvmKNZbm2yFXJd\nkZTAxGVNrnNSTYowGcfz9NSp8crfO8HvkvSXb//zsM3HRqfDNpL0f784pyJy+R++Bbf1ytkYY4xp\nGI2NczbGGGOawPO/6YdW/l5ikWNtNvJwbpWqU+0g9SZIQhIlGRkoHrFeIK9LLCHKFEjoWbQ6IC0d\nqJJFHMDbg7hgOXKeAicskZsjOZXshyRxKeAbBJEdyecFIqGTTyJZKRiJA3g8iaXJ8YPbYZvd51wM\n2yyC6kI7O5NwG+TzArkeSFTGcBpL9a2oKh/kU26Kx+/yJHbo37kXb+dD+2fCNlPwaYo4pA+DqII+\nuC/9+r97Qdjm9t+NL6zhbUnfI9fEsrYxxhjTMDYmay8CS8QUxBZHqyhiWiH7Gc3jVQJZPZI38yWw\nimS94U+ACSSrBjUxnGSNYbyNrDfhnFVoVq1hsmohJrbtrXhVQkxs81ti0w5ZRXWDAgZkVTwFNYQJ\nZO6QOUpqspN9feRCvJolCs97HjwXtkHFa5KurUEwB8kYDz41jnN+9I74PMyn4Pr84FbcoTXxytkY\nY4xpGH44G2OMMQ1jY+k754GcjKrnBG2IZE3ogzhnIsnOlsSkBVLbAYMaGT9iVhoCWbsHJNcs01gE\nkZFZ9at4X1HM9ZU2OcYfMi92+rEcfTCO0x6OgNlrbyuWrD/l3KWwzYcvxrJsP5Blyfkk54GY5din\nFyJ9H792OW1D+kyYgnEe9OIUsuTTSiSPT6fs0fW+r/r7K39/wa+9IdzGxctxdavl7TN94LXfGrYr\n3/5NYZvH8MrZGGOMaRiOczbGGPOU5LN/+X9b+Xs/jnrbGBt6ONcwzm+rHcsj+9PVsXDEOTgB8clZ\nsnZWWkQi/5L+kGLuRA4kx0UkYOJaztjPAKSwJLHHBJJSk0DO+QTEtpM0oItZPC9ILO+HZ/GxEyn+\n4uFqJyyJFiCS9UlCgg6yYgrI3CGfwVD8O5jvZF+jy6vv7S1Q/ao/iJ8hk2lH7/2KN4XtNoFXzsYY\nY25Ynvcrqx/Olx+Nk+nUef7L34YKX0jdYOU8Aeap6A2MZP/KgqzYUE1jUiAiyeBBIKuSrIIerLbq\n8fczBmYSckykvxk1xyWmhDCDWs41EZm0JGbUOpzEK3Ayzhl9QbXAidESrOpIfwgo9jjBgCVJIkY3\nojiB+tI7QQ1vtPoGBTa2wOp6UzRL6zHGGGOMH87GGGNM02hsPWcBJSuSrYn8S+ow90GhiayUkEg2\nS0rlSGCFG3JimIlpJxpnIvORAhsE8pmCSKVk7mS9RWeY7iQmg6I25FNPQqx4Vl3tJUnBC8aYnHOS\ndjMr9SuRrMl2atITJToXSIUHjYajnt7/yu9c2eYz/q/vDbdTtvLLUnnlbIwxxjQMu7WNMcbcsESx\n0FJOOOS6bOThvKgtXZytjl2cArc2qbMckZEyUpK6wBl+uIydqe0WiMElMiiQx4kEvABjvAByNJEM\nSRxlhsSZFfPK0ivG2yFzkDjMW+CwSHpFVEEs6ZwT6TbeT1Y98XhfZP6R9Kck3pwcF5nLLL0piZQg\nnylyKrVF45Ph4JfYMX3RM98ftnn//lm0vwdQqytY1jbGGGMahh/OxhhjTMPYiKzdKjVMz9kH8u54\nsVo+WoIEeBnVryhE+ia0QPI/kgtgBqp2ITkwqfISkUGjxIdkbIg0mZVGtQ3mDnHWkz5nVdvaBtI3\n6fOpwSRsQ5KQRJD5R8aGJLghciqR6sl5GAN5vEeSkCR9BiNyNDl2FJ0QXFvk08ECZu2KKlcRPutf\nfvext/F4bAgzxhhzw/KsX3jzyt/nk/gxOdjJ6s1/pbEP59EifqOOVknbnXgFcHGyOsG6xOKlySqd\nvC3PwL66JKUmWAW0wEqe9LkmKQvkI0u0CpiDQiZo5QxW8RWY5abErAT6kxVvTlZI5/fjO02LqCXx\npYUMTdGxkxUvaUPm+hTUNyeQc56lSJHiIgRyH5yA8SGKUz9QBMj1QO6TH7+U81QdH/b0gVf/vbBd\nES+y4W/OxhhjTMNo7MrZGGOM+WTh2cnfnTfycK6K5UlinorinLOMECRd5gR4vTIqKknSCEhHRKLL\nij3OSodJxicy9hC5i8QMo9hZsC9SvYmkASW1mglkX1uDWAYlph6yLzJ3iFwfQa4Hci8ghidUw/sE\nY+2J6Y7EOWfFk5NPGfuzoJ4zMWOCeXxqJzYtbp05CNs8ehCXlVwXy9rGGGNMw/DD2RhjjGkYn9Tf\nnDtltbQxBilAifQ9msUyFaluRRzdTYPIjkSmIvGhxP2csR8iBZKyaCidIWiTleKTQPqcJVmTdKJE\nnlSCrE32Q5zYywria8H1QJKWZjn0yeeruXJyHpB7AfsMtnpf5Joh7nLyKWN/FIcdZF2fV+OVszHG\nGNMwrnnlXEopkl4j6WFJ/0nS3zr68+la61tzumeMMcbceBxH1v5+Sf+s1vqeUsqLJZ2ttb6llPKG\nUsqLaq2/+2T/sEjqBpJ09LskXdLqylYZVaskqQucjASS8pAEzpMUlSQ1Z0aFJ7odIr8ROTWSs4is\nxvaTk84wK/Vrq53zeYFVQ4r700H9AZ96kDx+/DEsKGUkiUyIB4dEHRDnc1Y0BfnUQ46dpEAl+8pI\nM0vG+Nad2GX94Ytnwjbbvdj1Tar3rcs1PZxLKf+NpBdJ+nAp5VW6Eh313qOf/0jSyyU96cPZGGOM\nMWSF3lsAACAASURBVE/Ota6cv0zST9Ra/1kp5cckvVbSK45+G0s69/h/UEq5R9I9knTq3I4mwKwV\nEa1KIsOYJM0LeINNWmmRVTFZXbfBcZG3brK6Jm/CZDVB3iuJPhHFY5JVcZ5phUDqCOes0lGdajDI\nWf0hZKyKiQGLQFZjeQpQzviR/hAFg1zn6J5SiVpy/Hvu6e1RuI0HHr4lbHN27zBs88iF3bANSme7\nJtf6hBxI2j/6869K6kl6LAp7V9L5x/+DWuu9ku6VpFvvviXrzmeMMcY85bjWV87fkfQ5R3/uSnqf\npOcf/ffdkt5xzH4ZY4wxNyzXtHKutf5iKeVFpZSvkPR0Sf9Q0reWUl4n6WKt9V3RNqKY38tB+jZJ\n6gQpPpf1+LVir2yHxELH+8pKu0neqYhMNZ/kmFKWQB4nMOk2St+ZE588BbVgWWwjef8l9YhPLiUB\nM+zkGJEyYqpJX7KMZ1kpeAlI8idTEIwPOefE3DgH2+n14ijvaCsH4364DVLPeX8Ubwd97pi39MBX\nf0fYrugN8caOuOYrvtb6vz7ur1YXxTTGGGMM4pM6Q5gxxhjTBH7+fZ+Xur0NPZyrOmW15NUCjuTh\nfLWUnJUuk1SlIhJnVjxwD0i3JL0i6U9W3DBx1Ha7RAYNm4SQykITUlkIQCRXMn5sX3EbFKcL5FSU\ndhNAjj0jHj/LQc0qZOXEgLdAZT7yyY2NcU4uBzIviDwe3b/IMW1tx/HJo8P4c+TyQix9/8Bf+7mw\nzbo4facxxhjTMDa0ci6ag3i449IDb54kFpq86ZE32CkwSwxANhpSZIPU/yUrhQEwb5BV+qzkJNaP\njCvE2EIgZiYCKaaQtbomfc7qTzepzxmrVaKmoPrmQN3JOldZcc69pHlKruEeULYmoFZ6IfknFqu3\nU0F/p5O4L3/1rj8N2/zWnz0rbPOD939p2OYK98F2XjkbY4wxjcMPZ2OMMaZhbETWrjVOHTloz8Lt\njBerTTtIagYxuszAQCSxsIkug/g9Ev+YVdQCpYQEbPXj80n2lXVcEUTmIzJyr5uTdpOZCbP6TD5l\nkBj5sAk69mhf5PpEMelgqpN46axzhdJlgk9cxBfL8gPE2yGQTyuRp46ky1zM4hP6ux99esp2skyd\nV+OVszHGGNMw/HA2xhhjGsZmZG2VsNbyEKTvjNzYxIlNOACpObPcl/1OLCmiWs1AxhsTeQlAjp1I\nWcRpvT1Y7WbPcmvnxR6fXJrLCmrKzhdATq1xjDdK5ZhUXzraFxkblJ4SXDNZjvg5SC2J6kunfb46\nfo3lTKLjmgJXeLsbj83hQfwZsdOLz/kY9GddvHI2xhhjGoYfzsYYY0zD2Iis3SpVW4EbO0OSjtJ7\nSiwV5l6ZhG2I9I1SJ6IEBqDiFHDTElcpcbyzij/xvoizmfQngkjNfZB85SQrHZFzxaTbHGczcWuz\ntJHxONfW6u2QY8qqujQBkjVyj3fiMSYznczlNkrHCiJSSCrfsAWbX1GfW4M4+gM568Fnitksnjuz\npE+EV+OVszHGGNMwGlv4YlLjrh3MV3/MR6YVsAIgsdAZKzpJmiWtSLL6Q94+s8xwKeYg8FZOjC1k\nlYCKi4CCu+S4ieGEzAtiCCPHnmWeyiDLBEgMbCRdJpkXbXDNkHSZWbHHc7DyI+azLKPgItjVZAJM\ni+C62tmOVVFyXfV+Zzdssy5eORtjjDENww9nY4wxpmFsSNbOIZJQiKlsmlQdC9VYBnGoU5KOLwki\niWVV2CGmFCJPRrL1EqVRzTGekWNCVZeSUqQiOTopLpZ8GiDnk5gAM9J3EqmZnKus+uYsN0BO7HGW\nXE8qTp1UbDaRo4l5b39/K2xDKmDtfekjYRtJ0g+xZpJXzsYYY0zj8MPZGGOMaRibiXNWVb8VxDeC\nnkUpQOdJaS5bQP8lrm/CVjeO3xvNgFMR7ItIWSMgDRFpjYxzp3f8lKMDMH4E8gkCSdZgXhBXcwtV\nMcrZF5EdWXWmeF8ZfSaflA4ncR6CrP4SJzuRvsncIQx68TVBPtGguQM+JZL7znZ3dZre+z9wLtxG\n61J8n+xdiM/D6NPi8fuC2/8sbCNJv49aXcErZ2OMMaZhbGTlvFRLh4vVMcqTRdy16XJ1G7KaJcaf\naIVOt0PaEBNDlxS1mMfbyVoVEyPS6vfgK2TUyj1JQ90SKDNkdU1C0slKawBqZhNTT5bxJ6voR2SM\nIv0l195NO8OwzSP7p8I2RTl5EchKnkDmzuE4XmXuBEVnJOmWncOwDblGtzur5/LX/+V/G27j3Y8+\nM2zz3gdvD9ucBtfVa86+O2wjSf8ItbqCV87GGGNMw/DD2RhjjGkYG5G1i6p6gSGsBVKoR/GN+6Am\n9AAk3idFLUisZRYsxWe8HVJMgaQZJJI1GZ8lSPUfyYFZMnyWJEvkS3KuUGw2+CxACnqgzxQkhjkp\nfecg6DOJ4yUcTOLavlnpO8sJxtGzAiTxvYB8cvvIpdNhG3K+IuPdnzx8W7wNctzgfJL+vvY/vyZs\nc4U3w3ZeORtjjDGNww9nY4wxpmFsRNauKqHTOqpaRSBS6v4slrIi56DE3NHdVnxMwxpL6ARUwxV8\nOlgkVbci8htxAGdwkn3JqvlMpGYmoeekuiSwKlkkbvhk5gUZY5KSdBu4molEzFKOgvmV9MmNzOW0\nCIZoP+BckegFwgg42clcXxevnI0xxpiG4YezMcYY0zA2VJWqhrL15XnstI7ScyK3HqlcBYLmidN4\nliT5EIhknZWwI0tCF0iuEsmgpC/klZRIeGT8iAuWyI5RNS5Jmk2B/JaUWjJLKu11Y/d4tC9yXZGE\nHsR9TyDSd5ukswVzZzQBqXzb8bki4zMDFfxQBAOKNgn6TK4rMMZT8HmBSOidQY6EfjVeORtjjDEN\no7H1nHfawFRRgvSdIO0mir9NSs25BYxlpKgFgazks+IoialntoyPixRciFZ180WOCSmKrZXyVlqs\n/m+8HWJEQistUpMXrEqyYnCjc5pVsGIG+kLOOVk5Z7VBygxSpHJqR4+SCoxE84LYryZASSL37cFW\nfF0RBWhdvHI2xhhjGoYfzsYYY0zDaKysnZHKMavGMpE+CKQ/KF1mmpErJ31nRXGoRLKOtxLJXUQa\nJylbs1JCZoFqRxMjV1LMcFY94gxjWVaqVSIjk88CWRDJmkBMT2RekHO11Y8lYDLOkSGTXOckbp3E\nQo/BOb98HarhNesOZIwxxhg/nI0xxpimsaGqVLFE0lEsQ02C7vdAukwinxNIXOwCuMeJ1NwFSiDZ\nF5EdK5CyiKzYAbGWhEiQJuOXJVkT2ZGMDfl0QCRrlAozKTqBQD5TtMAYRuOMZFLQFyKVEudzlsua\nRUrkxB4TWXs6Iw7zWAIm/WkH0RKoShuYxxkSuyR1uzmRG1fjlbMxxhjTMDZmCGsHGaNGIC42A2LS\nIm1QBiwAMdqc5GqfLKJOMvl+BBk/Et9N4qXRCpMYp+KtIHNLVsEKEs9KIKtDcr7GQbwqUUuyCpCQ\nsSHHTVZsWeY9oqi0gcxBzhXpMarnnKDekHlBjqnfjw2kY1AcY128cjbGGGMahh/OxhhjTMPYmKy9\nCKTZLihIMa6rpQQi/3aIgQjI2lOQfJ+QFcNMIPJbG5yHrIIeSNIPzsUShIamFRc5IaleEkr0v0ia\ng1nHdT1q3F7rfojZi0jfKN4c3C/QtYc+C4RNECS9KekzSnVMPjFEhmHQFyKfk89FJSjSJLFztS5e\nORtjjDEN45ofzqWUzyql/NrRn7+5lPLqUso35nXNGGOMuTG5Jlm7lNKX9KWSdkopL5Z0ttb6llLK\nG0opL6q1/u6qf7+sRYfz/sp9dEGMcob8RmSYbVBNaj7LiSvud2JnIJG+syRFIlkTaYjIb6gWcwCJ\nQyWOW+L0JOczyzGaBZEvF0Ch64MqPFmfMkgceASJ0SXzDzmWQXfJJ7dFUp/JNUFAdaqTHPoR06ya\n2SDmmlznSQE0n8C1rpxfK+nHj/78cknvPfrzHx39tzHGGGOukbUfzqWUl0n67Vrr8OivbpF04ejP\nY0nnnuTf3VNKua+Uct/44viaOmuMMcbcCFyLrP11km4/SjzxAklfLOmdR7/tSjr/RP+o1nqvpHsl\n6ba7z9a9zuoH9Aykn+yUk3E2jxfxMHWAq7kHqiERGblFXIhAZ0HVfMBxZTlGCRmuSNJfJGUBiCRL\nZEfyKYNInESyJnIggaSWJET9IekgSZso2YmUl8yEbCerKlXWZxMyhgSylX5v9afECThXW6DiFKky\n1gPHfT2q2K29xVrrK2utL621vlTSf5T0YknPP/r5bknvyOueMcYYc+Nx7DjnWuu7Syl/pZTyOkkX\na63vIv8uWtktwco5Mo31WsBctQS1TrOSrINVcdZqg6Ry7KHk+/G++uDNEq1WwTnPICutJBljsuIl\n5kcSbz4vOeNHVkhkXrSSTJ3ROGcZ85hikGN+JKvrrHSsvS6Z7znyF5kXRLGLalATBY0oIWSuMxNg\nviPsWA/no9Wzaq1vTumNMcYYY5yExBhjjGkaG6rnXNWNUqKB14bRYrVsMQ5+l/JSFZI0oMQ0VltE\nKo2PC1XGIeazJEkfVcAC24nMUywF6MlVBCKS9WQeX4bouFBFLpL2MCeGNEtujmRQEmdPyIphZpXR\nctIGk3lK4pPJGGblEJiB+O3ouFokrXDScRO2B9OU7VyNV87GGGNMw/DD2RhjjGkYG5G1q0roxo4k\nayl2dBMZmcQwz4GLmEhQhDGQOIl8SXpDpGayISL1ZVWCishyTZLqVuTTAZGsifybVTGJwD5BnJyU\nHMmTRNqdgnhW8gkHSd9hC2kSuJEl5iROk/RBG5L6Nas6U8ZxkfHLkr5JvPS6eOVsjDHGNIyNrJxb\npaofZMsaLeM3kXZgKiNvwqQOM1n97HRjQwBZXZOMUiTDDslYQ1Z+WfVrybmYzUkMaRTzGq9ssuJ4\niYJBxi8rvpacc1QMIKlub6edE0OaYQgj868HinkQsxxSpNAqPd4M6TNZpbOa2DmZsojSUYO1PFnp\nD0e9eD+LpOxp4Dysi1fOxhhjTMPww9kYY4xpGJsxhFVpFkihnSgOWgprQmfVah6AghUHs1hCIRAp\ni8TOLkG8NJHQJ8AwgWIb0XaOb8hh6QPjNnkFDkj95JwiCEhOBWT1h4wzESijfbW6OWlCyRwlkHnM\nxiYmK6Y6q9BLlqluGcjjyPxIPr30gGlsDAofJRnhrsYrZ2OMMaZh+OFsjDHGNIyNyNrz2taj052V\nbTpAuj0IZO2sOswEIguReOmsykxEmhyTiklJFadOyvVNHMJEvszaDnESZ8nRRGZHbtokaXIBnLAZ\n7t6sGtUofwCJAAHXFTnjWZkBSJ9RzP4E3E87IEVx2CJ2P8+AA70N7l39HnDog3SjWZ9ErsYrZ2OM\nMaZh+OFsjDHGNIwNpe+MJd4W0Ep7gfRNkn70SGA92A6RbVtpQlVMG0icBTjiiSSGJEMg5LWWx0/M\nQFywfZRsIj7nRPIndDs5TmKSOnHQi6MTiMM8K1VoRvUvMkfJ+cxyUJ9kxS70eQE5sUFyGiBZo/sg\n+TQwXf1oYklTQDQKkMeXIDnS+DAnWudqvHI2xhhjGsaG6jnHb0+kFnNk4MiqRUxWzoMOWI2B7Uzb\nOYUviElrWYGhCZiVFoq3Q950yUp0Grzpojd38EadlcJyuxendUUGokJSm4ZNNJmCAhCobm/O+SRm\nLmLOiyD9JZBVKNkVS9kag2LtwcQgcxlB7qfEkBms0lENeWBIJOdqZ28ctiHX3rp45WyMMcY0DD+c\njTHGmIaxEVmbQOKcp0EcM5G1SRsCkawvTwYnti8iRxPjD6l6Q4xuM1D9C5lkArmZyIXEXIVqwZJq\nPyD8kZj3WKpQYpIhValI9aGc2E+yr2ieZkmyRJoknzvIPEZ1oZOqnmXVOCeQTyIddG0FNbzBp6mb\n94Zhm3FSxS7XczbGGGNuAPxwNsYYYxpGY2VtAomdzaCTFMe71Y2du4fT1SlJJRabPQUO6gJSl46B\nu5c4kgnXw/H4RAyAVD8Cx01ihpm7N+fzC5H6iASMYqqRS5ik74z3FR07SZFKPlOQa5hJ1mETJI+T\n2OyseGkyB8lnsKxPDNtbq+8pl/e3wm08MtoN27S68dj0SIpPxzkbY4wxT302snJe1qLhfPWbxnbn\n+Ksx8hYXZRmTpPEyJ/aYrMDJWy55oyaQFQcx7Ezm8fhkZIKS4hUHMW/Mk2KuyXnIMhBlkWHAkvLq\n6aJY6ITavuT6JNcDgcWJ55gAW+D+RVbyJPaYmAmz5s5ovPr50ALZysj8Gwxi9evw0e2wTeti/qPU\nK2djjDGmYfjhbIwxxjSMzaTvLFWD9mo5YQ7iYjPMB1Own71enL6N9PcgkPIlJmt3iSEMSM0kFjor\nFSGRstqkgEEgm5FPB1mx7QswOKQ+dxdIk1kFWtrABLg4oU8QEo3TXf37VtIniJNMqUkghWnIvDic\nxPedQT+Wd7OO6+JH9+JGwa5au6C/H4xNY62H4jZP+3A8L3Y+EsdUS9KfoVZX8MrZGGOMaRh+OBtj\njDENY2NxzstA7iOSdYY8SfYzBW7tMZCRD2exvITiKJPcqUSyJjGvWTIxkTijNqT60AQcE3J9J7m1\n5+AdOSu+NuszRdaxk3GO5vIS1AFPq7oEmIMiWiS+m1RVGhPXMoD0B0VugDSW7b04Emdne7Ly98PD\nOBXy/Fy8n8WzR2Gbj16I3dpbD+yEbSRJ/441k7xyNsYYYxqHH87GGGNMw9hYEpJxUFGKuG7JfjIg\nVZdQghHglJ3W+JTMSFWqpKQLWU5sIqeS/kQyaJxoj/UlSyImEPmXOGXJ+JFrgiQGYclVctJhfrJB\npHpU9QyUNMsS68k1TBKVdLskyQ349BRUi2qTOQrSbpJruLe3WmKXpP7nX443tCZPvSvDGGOM+SRn\nIyvnVqkatFe/1UQra4ml3owgKwnSF2KKyqrPitIiknjfbhwrOAVGEcI0qM8qSQPwppsBSrWK6h6D\ndIYJhicpb1VM5ikxAWYVXMgyE0YQJSSrmAdROVBxDJLaNEl5IOehA8xnKH0nGJ9o7lSw5I1qQkvw\nvg1W+rfuHIRt1sUrZ2OMMaZh+OFsjDHGNIyNxTm3AnNUhmR9khDpm6TdnIDtZKVpHE5zapCS+Edi\ngCFEkiupnEPkViIXkrSbS2DqyapjTc4Dkaw7oC40qWVN9nVSoHrOpF4xkDjJ56t+0vgRQxhLkZpz\nXOT6I1LyZLr6PkiMZ6QN+lwEzvlHL50O26yLV87GGGNMw/DD2RhjjGkYm6lKpVja2O7EqdeiilKk\n4hRxX5KqVENQcWp/2g/bEOmIxFT3OrHzeQJSjqL0k0Aa6oP+EGd4JJsRqZnsh5yHKZCsSdWgrM8L\n5E076/MCOedETs2YX+QTxDIp6oD0l8DSZcb7miVFgJD7IEq1CqR4kpa03199vyCfVS5cjFNqEuc4\nigEH18O6eOVsjDHGNAw/nI0xxpiGsRFZu0qaR5I0SGMZQeRf4hw8mMVydJYsRBy3RBIbzeLqMISM\nSlGStAiqkFEiZzNJJNFTjvRN9kUgEt0IVPshkHSFWYlK0LwAKnEkW2eNH0tJCj7hdONPOFmfBQhk\nng568WfErDFsD4BcH8yv8bSr93zZd61s86xfeHO4n0g+f4xoX5SiN+G2GwulMsYYY66Vu37pe4IW\neWVCP/2ff9/K3z/l9gtp+3qMtR/OpZRdST8h6XMlvaPW+vWllL8jaSHpFklvqbWufDWqtYRmrUE7\nfhseL46/muiAeOAeMNEM53FfSJwzMUuQON2sWF5ClklmC8QlkqIfGZAVJlFL2qjIRtxopx+vbGbA\nAEkgq7oWmF8oLhapD6vnxXgaX3tZRUqIqkAKfmQZiLKUrYNhrA6SuGHCIdhXlLqU3LtIGlVyHqaj\nHNVqXa5lhny+pK+V9FxJX1JK+TxJL6m1/qSkhyR9ZV73jDHGmBuPtR/OtdbfqLUe1lqHkv5Q0ssl\n3X/083uO/vsvUEq5p5RyXynlvsnF0TV32BhjjHmqc83fnI/k7Q9KmknaP/rrsaRzT9S+1nqvpHsl\n6ebPvrVGsjWRmyPINrIqTpE2RAadASMSkXSyUkISaTLL3ELqZkegGsLAnEY+CxBILDkZvx6QFLPm\nIIqvTTOEHb8/WbXCswxYWRJ61r7I/WLQjz8jknlK7l8oxWcgSbdAPgNyDyTm2u4gNo09erAd72xN\njvPh49WS3ijpEUmP9WxX0vnjdsoYY4y5kbmmh3Mp5cslva3WelnSv5b0nKOf7pb0jqS+GWOMMTck\n1+LW/npJ3yLpfCmlJ+mHJf1+KeX1uiJpf3+4kVrCOOe5YrkhksanyxzJmoCKlSdJpWRfPRBruZiA\ntIdJMihyRWbEFie5V0l/ieQ/AOdh2sopCs9i7cMmWoIQFOLWJlWeCNNZUKEIRFMQnzGR6sm+sj4p\nESd7xmcBStb5JERjSPpCrnMSI78N2uyPYgf6uqz9cK61/qikH03viTHGGGMkbTJDWELGqGnwpktW\nqqQ4BjEqkQIHIxALnWX2GoHYT1LzeQHGZwFWbCTmkBC9DZNVX5vUt0X9JZnRcuLWySqdkJYhDKgc\nZCUvMncS1C1U8AOsnElMNckQlrUqJoamrFVmVl3oDIgyGCkuFGL22gJ5CNbFubWNMcaYhuGHszHG\nGNMwNlPPudTQzEXqI0dyFzEYkVhoIquheGkgg2al3UTSJNhOVnEHIvuT8xVBJGsCkWRZKsekcwUk\n16yUmiQ2m3ymIPIuOa7InMdMiyA1LOgLSeWbJf+SNigHQ9I9haVjBemQEyTpCZCsicBOUomSuOzr\nYZbzytkYY4xpGH44G2OMMQ1jM27tWsIY5IyY4O0OqWwF0isSaRJI1sRJzOSusAk6LpLSkEBkHxIH\nSJzEkVQ6STom5DoFu8qSrJHzGcxT4gAmx74ElyeRHskcjJzWKK1kjce4D+JZiTuanAfSZ+IwRxW5\nkhzU5NMA4eBgK2zTH6x2Py9m4JqZg7Sl26DaG5jHZK6vi1fOxhhjTMPww9kYY4xpGJtxayuWgYkE\nHMnNUyBlEbmQJEzJcBpLVDqK9zUDsiORowlEZieub5RyNDjnaD9gjMfEsZyUuAG5QYH0TSRrUt2q\n3YrlXSJ9E7m+Dc55BEowAiCSNZnr5F5AhGbioM5KJ5olfRPXchv0OZqnZGx6vePPLUnaCiR2SRqO\n4uiidfHK2RhjjGkYG1k5LxUbloghLFr17vXG4TYuTmJzAomFJisSkir0cJbzBkZWhyS1JFn9pKUc\nncTmlkHwNkxWj7OS8056kukps1J8kn1lFf3IiveN4nSRSQuAYoaBytGpOXHF5DyQPvfBCnIyJecz\nbAKVorgNuRdEECNXAUobUSeWSUbUq/HK2RhjjGkYfjgbY4wxDWNjhrBItiaSYSTdHszi2FpkDgIx\nw8QEQir5EJlqAOK3h0Aez0ohiGQfVGEnfleM4glJX4hUnyG3SvTzQs47MpEUx9N4LpP6v2R8yCcG\ncr6iMSQmJFThiZiMwDkn85iQVScdmZWAZL0AvjsiE5NPNNHnIGJfG/Tj+ySBxGXv7Y1S9nU1Xjkb\nY4wxDcMPZ2OMMaZhbCZ9p2LZmsjakZScUaRdYqk5M9zlkjQHEvpoFjsZZ8AZPgESJ4k9JpI1KXyO\nqucEMh6SzADkXC2TXMJEliX9IcfOPkHkOImJzD4B6SenZfXcyfoEQWRkMo/Jdghk/FAKXiA1E5kY\nZbRF0QDgs1JwTyHRH+TuvwApPre3J/G+ch41n4BXzsYYY0zD2NDKuYQxv71W/IYfGTgyimdILFsZ\nKnyRZMBCNWVJ0iTgE0F1hJOyYBGi4gRk1UdWUeSYyCqUrDCJWYnEmKJiHQA0Pkkr+VlCn7NWxWT8\nTnJVnFXDm0DirtF2yEoenPLIzJUVi781iE1jZIyHoLDPunjlbIwxxjQMP5yNMcaYhrERWVsChS8S\n5K60YhQgfSdJzZlVKIFIUJOkWF5i9kKyPzClEFNFZCYhUioxpJBzRWKGCUyOJtULjt2VK3tKSgOa\nV7hhdX+I7EgkYiJZZ8m/JLUkmcvkMw4hMmBJTLImxSbI/Ipk6xmo50xA9cSBKfam3WFGdz4Br5yN\nMcaYhuGHszHGGNMwNiJrt1Q16KyWCjLq6RKpedCOJQuS1o/IfESqJ9uZkpqpQEaeL3J0UCYHEncv\nkUpXbyerQhaR6rPSK6JKPmBsiLybJYMSsmLOMyDjR+RW9tkk536R9dmJREqQSlEoxSeZXygmePXO\n2p34mHZAHeYoHbAkTSbgMQn2tS5eORtjjDENww9nY4wxpmFsLH1nJBWjwudBG5LIhEAqC2U5w0ky\nky6qdJTjoM5LupCymVCeRNXMusQhHPclK+kH6Q9xG5N0olkpbYlUSpywLDFP1OLk0p8SyDVDkq+Q\n67OAC4tsh7ifkYsfSejH//wyB2k3Lx8Owjbkk1K/H3/6fOT8bthmXbxyNsYYYxrGxuKcI0jqzUF7\ndeq18SJOqk/eqEmc8xgM5Taow0y4nFSnekiMK0kmIxLPmkE3a2VIjhs4ZPqB8ZFupwJhhpyHU4M4\niT8xNCEzXCvn3T8aH7KiIyskolpNgFE1Kxa6A67hTi+nWMeZU3E94tODuM354U7KdqZBAaCPPnQm\n3MbNZw/CNs89+2DY5rf++K6wzZ2/zJTTD6BWV/DK2RhjjGkYfjgbY4wxDWNjVakiQxiR+g5mq8sq\nIXMQkI7GoMZyliEsknOknFrXEpNBp0lpD2eT+BMDMYpEhqYhqrcL5MKkKkZETiVk1Sy+NIxNMuh8\nLq9DAdsngcTyRhBT1BTI+Vlx66QNkaNrBfW5wdwZgbraWYa5/Uk8ByOIZE3O1XsfvT1sc+72i2Gb\nj311LOdLkt7GmkleORtjjDGNww9nY4wxpmE0160NHNKR/DavoIoKiIUmbabtHFn7YAYco0D6HK03\nVQAABnFJREFUbgPJGjnVgcRJnNh9UNmF9CeSOMl+iPxL4rJbYI5myaBEliVxxadAmsExklPDJmmf\nBlpBakkyfiROnGwnK1UtgVxX5LhQGlBw7Ocvx9LtoBdHpGT0mYwNOQ+kL6SC2Gw/jqBZF6+cjTHG\nmIaxkZVzUQ3jmFEBiMD0ROIWSXEMAimOQUxuWcUxyMomazVLVmwoI1KCeYqYylj2r7gNiXkl5jNW\npCQnJp0YBckqnUDifTNMRlnGPKKWLECxGGbeyyl8QY6LbCerhnfWsS+DaZFnzAuboKxng5vj2O11\n8crZGGOMaRh+OBtjjDENYyOy9rIWDeer4+r2enGawYisGstRX+l2SEpSJufH71QLYIYjss8CGCaI\nlKykIgjR+KBazUnpFVGKT1RfGiTfB2lA04qvJF03BCZPBn0Bxh8yfrOkT1z9HjhXoNAEKV5DPolE\nErGUZz4jn1YEronIBHh4EBuwOr34mOZTkA8CnCtJ+sBrvi1sU/QmtC3JK2djjDGmcfjhbIwxxjSM\njcU5R7IYcT9HMnGW9DZoxzIViakeA3cvkdZmQL7Miv0ksYIL0OcBkPoI0XGRlIdEeiNyYZbMh9Ko\ngnOOJE5wTUzAGBJIzOsYpI2MogoiCVRin3lI1AH5hJMVezydxuehB66rPjgPBwdbYZs2qDtO5jKZ\ng9EYLg/jeXPnHR8P23z4QlzdSoO5/uQVb4zbJeOVszHGGNMwUlfOpZRvlvSwpNO11rdmbtsYY4zZ\nBJ//69++8veLh7HysC5pD+dSyoslna21vqWU8oZSyotqrb/7RG1bpepUd3UaQeIYjaRvIjWTRCUE\nsh1yTH0goU+BPN4m45dUMQklbwDyeEYCg7RkE6C/WQlPiPRNxmaRUzQIudDJOKPEKUkVnCLI546s\nCmLI7Q4SEu1sxxErpM/k08F20r6IpL8NUshGdG49DNt86PxNYRuSEOXMTn6CEUKmrP1ySe89+vMf\nHf23McYYY9YkU9a+RdKFoz+PJZ27+sdSyj2S7jn6z8mvfNE//sPEfZu/yC2SYkeEOS4e5+uPx/j6\n4zE+GZ5NG2Y+nB+RtH30511J56/+sdZ6r6R7JamUcl+t9YWJ+zaPw2N8Mnicrz8e4+uPx/hkKKXc\nR9tmytpvl/T8oz/fLekdids2xhhjbhjSHs611ndLGpdSXifpYq31XVn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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fa47cdcac50>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(8, 8))\n", - "ax = plt.subplot(111)\n", - "datafile = datafilelist[6]\n", - "dataadcp = sio.loadmat(datafile)\n", - "lon, lat = dataadcp[\"AnFLonDeg\"], dataadcp[\"AnFLatDeg\"]\n", - "NN1, NN2 = 240, 400\n", - "#plt.plot(dataadcp[\"AnLLonDeg\"], dataadcp[\"AnLLatDeg\"], 'r--', lw=.2)\n", - "u = dataadcp[\"SerEmmpersec\"]\n", - "v = dataadcp[\"SerNmmpersec\"]\n", - "valex = u.min()\n", - "u = np.ma.masked_equal(u, valex, copy=True)\n", - "plt.pcolormesh(u[NN1:NN2,:])\n", - "plt.show()\n", - "plt.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/figure8b_ADCP_QualityFlag.ipynb b/python/figure8b_ADCP_QualityFlag.ipynb deleted file mode 100644 index 5b023c5..0000000 --- a/python/figure8b_ADCP_QualityFlag.ipynb +++ /dev/null @@ -1,292 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import netCDF4\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "from importlib import reload" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Configuration" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "datafile = config[\"datafiles\"][\"adcp\"]\n", - "os.path.exists(datafile)\n", - "figdir = \"../figures/ADCP/\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Quality flag for the whole section\n", - "Create colormap with 9 divisions" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "cmap_error = plt.cm.get_cmap('hot_r', 9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data reading and quality control" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py:617: RuntimeWarning: invalid value encountered in sqrt\n", - " self.velnorm = np.sqrt(self.u * self.u + self.v * self.v)\n" - ] - } - ], - "source": [ - "adcp = alborexdata.Adcp()\n", - "adcp.get_from_netcdf(datafile)\n", - "adcp.apply_qc(qf=1)\n", - "adcp.get_norm()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Identify data gaps (no measurements)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "deltatime = adcp.time[1:] - adcp.time[:-1]\n", - "gaps = np.where(deltatime > 3600)[0]\n", - "\n", - "flagmeaning = [\"1: good\", \"2: probably good\", \"3: probably bad\", \"4: bad\", \"5\", \"6: spike\", \n", - " \"7\", \"8\", \"9: missing value\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute ratio of good data over total data." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "75.14%\n", - "0.0%\n", - "0.0%\n", - "9.9%\n", - "0.0%\n", - "3.04%\n", - "0.0%\n", - "0.0%\n", - "11.92%\n" - ] - } - ], - "source": [ - "npoints = adcp.u.shape[0] * adcp.u.shape[1]\n", - "for ii in range(1, 10):\n", - " print(str(np.round(len(np.where(adcp.qcu.flatten() == ii)[0]) / npoints * 100, 2)) + '%')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Same but for the first 200 meters" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "57.32%\n", - "0.0%\n", - "0.0%\n", - "16.34%\n", - "0.0%\n", - "4.7%\n", - "0.0%\n", - "0.0%\n", - "21.64%\n" - ] - } - ], - "source": [ - "gooddepth = np.where(adcp.depth >= 200.)[0]\n", - "adcp.qcu200 = adcp.qcu[:, gooddepth]\n", - "npoints = adcp.qcu200.shape[0] * adcp.qcu200.shape[1]\n", - "for ii in range(1, 10):\n", - " print(str(np.round(len(np.where(adcp.qcu200.flatten() == ii)[0]) / npoints * 100, 2)) + '%')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Make the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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mZlZBDsCLVelOkdXodOKOn1YFDcNhsbPFdi7DOnmnuc54reyM+5RvYhfYR6sb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\nA/wGOCzb3mduC2ri+Vxgu6RHZ/flb8IfAu4j6V4+ozPdLLF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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f6bc506e2b0>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = \"fig12\"\n", - "fig = plt.figure(figsize=(12, 6))\n", - "ax = plt.subplot(111)\n", - "ax.set_facecolor(\".9\")\n", - "\n", - "# Plot separate pcolor to avoid color interpolation during periods \n", - "# without data\n", - "\n", - "imin = 0\n", - "for nig, ig in enumerate(gaps):\n", - " imax = ig\n", - " plt.pcolormesh(adcp.dates[imin:imax], adcp.depth, adcp.qcu[imin:imax,:].T, \n", - " cmap=cmap_error, vmin=0.5, vmax = 9.5)\n", - " datemean = netCDF4.num2date(0.5 * (adcp.time[ig] + adcp.time[ig+1]), adcp.timeunits)\n", - " if nig < 2:\n", - " plt.text(datemean, 100, r\"$\\times$\", fontsize=18, ha=\"center\")\n", - " elif nig == 2:\n", - " datemean = netCDF4.num2date(0.5 * (adcp.time[ig] + adcp.time[-1]), adcp.timeunits)\n", - " plt.text(datemean, 100, r\"$\\times$\", fontsize=18, ha=\"center\")\n", - " imin = imax+1\n", - " \n", - "# Add text in no data period\n", - "datemean = netCDF4.num2date(0.5 * (adcp.time[gaps[0]] + adcp.time[gaps[0]+1]), adcp.timeunits)\n", - "plt.text(datemean, 200, \"No\\n measurement\\nmade\", \n", - " fontsize=14, ha=\"center\")\n", - "\n", - "\n", - "plt.gca().invert_yaxis()\n", - "plt.ylabel(\"Depth\\n(m)\", rotation=0, ha=\"right\", fontsize=14)\n", - "cb = plt.colorbar()\n", - "cb.set_ticks(range(0, 10))\n", - "cb.set_ticklabels(flagmeaning)\n", - "plt.yticks(np.arange(0, 401, 100.))\n", - "# cb.set_label(\"QF\", rotation=0, ha=\"left\", fontsize=14)\n", - "plt.tick_params(axis='both', which='major', labelsize=12)\n", - "plt.title(\"Quality flags for the ADCP velocities\", fontsize=20)\n", - "plt.xlim(adcp.dates[0], adcp.dates[-1])\n", - "fig.autofmt_xdate()\n", - "# plt.savefig(os.path.join(figdir, figname), dpi=300, bbox_inches='tight')\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/get_deployments_alborex.ipynb b/python/get_deployments_alborex.ipynb deleted file mode 100644 index d477c32..0000000 --- a/python/get_deployments_alborex.ipynb +++ /dev/null @@ -1,266 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Example of how to obtain the list of OPeNDAP links using the SOCIB DataDiscovery service." - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "metadata": {}, - "outputs": [], - "source": [ - "import http\n", - "import requests\n", - "import json\n", - "import logging\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from datetime import datetime\n", - "import netCDF4\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 143, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "APIservice = \"http://apps.socib.es/DataDiscovery/list-platforms\"\n", - "dateinit = \"2014-05-24T000000\"\n", - "dateend = \"2014-06-03T000000\"\n", - "instrument = \"surface%20drifter\"\n", - "instrument2 = \"profiler%20drifter\"" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = logging.getLogger()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.basicConfig(level=logging.DEBUG)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Request" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "metadata": {}, - "outputs": [], - "source": [ - "datarequest = \"{0}?init_datetime={1}&end_datetime={2}&instrument_type={3}\".format(APIservice, \n", - " dateinit, dateend, instrument)" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:root:http://apps.socib.es/DataDiscovery/list-platforms?init_datetime=2014-05-24T000000&end_datetime=2014-06-03T000000&instrument_type=surface%20drifter\n" - ] - } - ], - "source": [ - "logger.info(datarequest)" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DEBUG:requests.packages.urllib3.connectionpool:Starting new HTTP connection (1): apps.socib.es\n", - "DEBUG:requests.packages.urllib3.connectionpool:http://apps.socib.es:80 \"GET /DataDiscovery/list-platforms?init_datetime=2014-05-24T000000&end_datetime=2014-06-03T000000&instrument_type=surface%20drifter HTTP/1.1\" 200 2857\n", - "INFO:root:Connection status = OK\n" - ] - } - ], - "source": [ - "response = requests.get(datarequest, verify=False)\n", - "logging.info(\"Connection status = {0}\".format(response.reason))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Process the JSON" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "jsonresponse = json.loads(response.content.decode())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create list of url's " - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "metadata": {}, - "outputs": [], - "source": [ - "filelist = []\n", - "for deployments in jsonresponse:\n", - " for jsonInstrumentList in deployments['jsonInstrumentList']:\n", - " for jsonDeploymentList in jsonInstrumentList['jsonDeploymentList']:\n", - " if 'ALBOREX' in jsonDeploymentList['name']:\n", - " filelist.append(jsonDeploymentList['productsByProcessingLevel']['L1'][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "metadata": {}, - "outputs": [], - "source": [ - "with open(\"alborexDrifterList.txt\", 'w') as f:\n", - " for urls in filelist:\n", - " f.write(urls + '\\n')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Profiling drifters" - ] - }, - { - "cell_type": "code", - "execution_count": 144, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DEBUG:requests.packages.urllib3.connectionpool:Starting new HTTP connection (1): apps.socib.es\n", - "DEBUG:requests.packages.urllib3.connectionpool:http://apps.socib.es:80 \"GET /DataDiscovery/list-platforms?init_datetime=2014-05-24T000000&end_datetime=2014-06-03T000000&instrument_type=profiler%20drifter HTTP/1.1\" 200 569\n" - ] - } - ], - "source": [ - "datarequest = \"{0}?init_datetime={1}&end_datetime={2}&instrument_type={3}\".format(APIservice, \n", - " dateinit, dateend, instrument2)\n", - "response = requests.get(datarequest, verify=False)\n", - "jsonresponse = json.loads(response.content.decode())" - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "profilerfilelist = []\n", - "for deployments in jsonresponse:\n", - " for jsonInstrumentList in deployments['jsonInstrumentList']:\n", - " for jsonDeploymentList in jsonInstrumentList['jsonDeploymentList']:\n", - " if 'ALBOREX' in jsonDeploymentList['name']:\n", - " profilerfilelist.append(jsonDeploymentList['productsByProcessingLevel']['L1'][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['http://thredds.socib.es/thredds/dodsC/drifter/profiler_drifter/profiler_drifter_arvora3001-ogs_arvora3001/L1/2014/dep0001_profiler-drifter-arvora3001_ogs-arvora3001_L1_2014-05-25.nc',\n", - " 'http://thredds.socib.es/thredds/dodsC/drifter/profiler_drifter/profiler_drifter_provbioll001-ogs_provbioll001/L1/2014/dep0001_profiler-drifter-provbioll001_ogs-provbioll001_L1_2014-05-25.nc']" - ] - }, - "execution_count": 148, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "profilerfilelist" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open(\"alborexProfilerList.txt\", 'w') as f:\n", - " for urls in filelist:\n", - " f.write(urls + '\\n')" - ] - } - ], - "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": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/netcdf2json.ipynb b/python/netcdf2json.ipynb deleted file mode 100644 index 5ec82af..0000000 --- a/python/netcdf2json.ipynb +++ /dev/null @@ -1,681 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Convert AlborEx positions data to JSON." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "import alborex_functions\n", - "import alborexdata\n", - "import os\n", - "import geojson\n", - "import numpy as np\n", - "import netCDF4\n", - "import datetime" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "outputdir = \"/home/ctroupin/Projects/Leaflet/AlborEx/data/\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# CTD" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "lonCTD1, latCTD1 = alborexdata.load_lonloat_ctdleg(\"../data/ctd_positions_Leg1.txt\")\n", - "lonCTD2, latCTD2 = alborexdata.load_lonloat_ctdleg(\"../data/ctd_positions_Leg2.txt\")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "CTDlist = [[lat, lon] for lat, lon in zip(latCTD1, lonCTD1)]" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "with open(os.path.join(outputdir, 'CTD1.js'), 'w') as f:\n", - " f.write(\"var CTD1list = \" + str(CTDlist))" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "CTDlist = [[lat, lon] for lat, lon in zip(latCTD2, lonCTD2)]" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open(os.path.join(outputdir, 'CTD2.js'), 'w') as f:\n", - " f.write(\"var CTD2list = \" + str(CTDlist))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Glider" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "gliderdir = \"/home/ctroupin/DataOceano/Alborex/Glider/\"\n", - "gliderfile1 = os.path.join(gliderdir, \"dep0005_icoast00_ime-slcost000_L1_2014-05-25_data_dt.nc\")\n", - "gliderfile2 = os.path.join(gliderdir, \"dep0012_ideep00_ime-sldeep000_L1_2014-05-25_data_dt.nc\")" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [], - "source": [ - "lon1, lat1, depth1, time1 = alborex_functions.load_glider_coord(gliderfile1)\n", - "lon2, lat2, depth2, time2 = alborex_functions.load_glider_coord(gliderfile2)" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def makeGeoJson(lon, lat, filename, varname, NN=100):\n", - " \"\"\"\n", - " Create a geoJSON file containing the glider coordinates as a LineString object\n", - " \"\"\"\n", - "\n", - " # Remove masked values\n", - " lon = np.ma.compressed(lon)\n", - " lat = np.ma.compressed(lat)\n", - "\n", - " # Apply re-sampling (otherwise too many points)\n", - " lonG, latG = lon[::NN], lat[::NN]\n", - "\n", - " # Create list of tuples\n", - " Glider1list = [(lon, lat) for lon, lat in zip(lonG, latG)]\n", - "\n", - " # Create LineString object\n", - " GliderGeoJson = geojson.LineString(Glider1list)\n", - "\n", - " # Write in new file\n", - " with open(filename, 'w') as f:\n", - " f.write(\"var {0} = \".format(varname))\n", - " geojson.dump(GliderGeoJson, f)" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "makeGeoJson(lon1, lat1, os.path.join(outputdir, 'Glider1.js'), 'glider1', NN=100)" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "makeGeoJson(lon2, lat2, os.path.join(outputdir, 'Glider2.js'), 'glider2', NN=100)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# Drifters" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We've created a list of deployments (text file) using [get_deployments_alborex](get_deployments_alborex.ipynb)." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "drifterfilelist = './deploymentList.txt'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Dates of interest for the extraction" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [], - "source": [ - "dateinit = datetime.datetime(2014, 5, 25)\n", - "dateend = datetime.datetime(2014, 6, 15)\n", - "timeinit = (dateinit-datetime.datetime(1970,1,1)).total_seconds()\n", - "timeend = (dateend-datetime.datetime(1970,1,1)).total_seconds()" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "lonall, latall = [], []\n", - "with open(drifterfilelist, 'r') as f:\n", - " for drifterfile in f:\n", - " with netCDF4.Dataset(drifterfile) as nc:\n", - " time = nc.variables['time'][:]\n", - " timeunits = nc.variables['time'].units\n", - " goodtime = np.where(np.logical_and((time > timeinit),(time <= timeend)))[0]\n", - " \n", - " # Only take values in the considered period\n", - " lon = nc.variables['LON'][goodtime]\n", - " lat = nc.variables['LAT'][goodtime]\n", - " QClon = nc.variables['QC_LON'][goodtime]\n", - " QClat = nc.variables['QC_LAT'][goodtime]\n", - " # Only take good coordinates\n", - " goodcoords = np.where(np.logical_and((QClon==1),(QClat==1)))[0]\n", - " lon = lon[goodcoords]\n", - " lat = lat[goodcoords]\n", - " \n", - " lonall.append(lon.tolist())\n", - " latall.append(lat.tolist())\n", - " #print(lon.min(), lon.max(), lat.min(), lat.max())" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [], - "source": [ - "# Create list of tuples\n", - "DrifterList = [[(lon, lat) for lon, lat in zip(londep, latdep)] for londep, latdep in zip(lonall, latall)]" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "DrifterGeojson = geojson.MultiLineString(DrifterList) " - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "with open(os.path.join(outputdir, 'drifters.js'), 'w') as f:\n", - " f.write(\"var drifters = \")\n", - " geojson.dump(DrifterGeojson, f)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Profilers" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Same as drifters." - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [], - "source": [ - "profilerfilelist = './alborexProfilerList.txt'" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [], - "source": [ - "lonall, latall = [], []\n", - "with open(profilerfilelist, 'r') as f:\n", - " for profilerfile in f:\n", - " with netCDF4.Dataset(profilerfile) as nc:\n", - " time = nc.variables['time'][:]\n", - " timeunits = nc.variables['time'].units\n", - " goodtime = np.where(np.logical_and((time > timeinit),(time <= timeend)))[0]\n", - " \n", - " # Only take values in the considered period\n", - " lon = nc.variables['LON'][goodtime[1:]]\n", - " lat = nc.variables['LAT'][goodtime[1:]]\n", - " \"\"\"\n", - " QClon = nc.variables['QC_LON'][goodtime]\n", - " QClat = nc.variables['QC_LAT'][goodtime]\n", - " # Only take good coordinates\n", - " goodcoords = np.where(np.logical_and((QClon==1),(QClat==1)))[0]\n", - " lon = lon[goodcoords]\n", - " lat = lat[goodcoords]\n", - " \"\"\"\n", - " lonall.append(lon.tolist())\n", - " latall.append(lat.tolist())\n", - " #print(lon.min(), lon.max(), lat.min(), lat.max())" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [], - "source": [ - "# Create list of tuples\n", - "ProfilerList = [[(lon, lat) for lon, lat in zip(londep, latdep)] for londep, latdep in zip(lonall, latall)]\n", - "ProfilerGeojson = geojson.MultiLineString(ProfilerList) \n", - "with open(os.path.join(outputdir, 'profilers.js'), 'w') as f:\n", - " f.write(\"var profilers = \")\n", - " geojson.dump(ProfilerGeojson, f)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "OrderedDict([('trajectory', <class 'netCDF4._netCDF4.Variable'>\n", - "|S1 trajectory(maxStrlen64)\n", - " cf_role: trajectory_id\n", - "unlimited dimensions: \n", - "current shape = (64,)\n", - "filling off\n", - "), ('time', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 time(time)\n", - " standard_name: time\n", - " units: seconds since 1970-01-01 00:00:00\n", - " _FillValue: nan\n", - " axis: T\n", - " calendar: gregorian\n", - "unlimited dimensions: time\n", - "current shape = (71,)\n", - "filling off\n", - "), ('LAT', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 LAT(time)\n", - " standard_name: latitude\n", - " long_name: Latitude\n", - " units: degrees_north\n", - " _FillValue: nan\n", - " axis: Y\n", - " valid_min: -90.0\n", - " valid_max: 90.0\n", - " reference_datum: geographical coordinates, WGS84 projection\n", - "unlimited dimensions: time\n", - "current shape = (71,)\n", - "filling off\n", - "), ('LON', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 LON(time)\n", - " standard_name: longitude\n", - " long_name: Longitude\n", - " units: degrees_east\n", - " _FillValue: nan\n", - " axis: X\n", - " valid_min: -180.0\n", - " valid_max: 180.0\n", - " reference_datum: geographical coordinates, WGS84 projection\n", - "unlimited dimensions: time\n", - "current shape = (71,)\n", - "filling off\n", - "), ('DEPTH', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 DEPTH(time, depth)\n", - " standard_name: depth\n", - " long_name: Depth coordinate\n", - " units: m\n", - " _FillValue: nan\n", - " positive: down\n", - " axis: Z\n", - " reference_datum: geographical coordinates, WGS84 projection\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('WTR_TEM', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 WTR_TEM(time, depth)\n", - " standard_name: sea_water_potential_temperature\n", - " long_name: Sea water temperature\n", - " units: C\n", - " _FillValue: nan\n", - " ancillary_variables: QC_WTR_TEM\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: C\n", - " observation_type: measured\n", - " precision: 0.001\n", - " resolution: 0.001\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('QC_WTR_TEM', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_WTR_TEM(time, depth)\n", - " _Unsigned: false\n", - " standard_name: sea_water_potential_temperature status_flag\n", - " long_name: Quality flag for WTR_TEM\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('SALT', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 SALT(time, depth)\n", - " standard_name: sea_water_salinity\n", - " long_name: Sea water salinity\n", - " units: psu\n", - " _FillValue: nan\n", - " ancillary_variables: QC_SALT\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: psu\n", - " observation_type: derived\n", - " precision: 0.001\n", - " resolution: 0.001\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('QC_SALT', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_SALT(time, depth)\n", - " _Unsigned: false\n", - " standard_name: sea_water_salinity status_flag\n", - " long_name: Quality flag for SALT\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('WTR_PRE', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 WTR_PRE(time, depth)\n", - " standard_name: sea_water_pressure\n", - " long_name: Sea water pressure\n", - " units: dbar\n", - " _FillValue: nan\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: dbar\n", - " observation_type: measured\n", - " precision: 0.1\n", - " resolution: 0.1\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('BACKSCATTERING', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 BACKSCATTERING(time, depth)\n", - " long_name: 650nm_scattering_in_sea_water\n", - " units: counts\n", - " _FillValue: nan\n", - " ancillary_variables: QC_BACKSCATTERING\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: counts\n", - " observation_type: measured\n", - " precision: 0.0001\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('QC_BACKSCATTERING', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_BACKSCATTERING(time, depth)\n", - " _Unsigned: false\n", - " standard_name: 650nm_scattering_in_sea_water status_flag\n", - " long_name: Quality flag for BACKSCATTERING\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('CDOM', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 CDOM(time, depth)\n", - " long_name: colored_dissolved_organic_matter_in_sea_water\n", - " units: PPB\n", - " _FillValue: nan\n", - " ancillary_variables: QC_CDOM\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: PPB\n", - " observation_type: measured\n", - " precision: 0.0001\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('QC_CDOM', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_CDOM(time, depth)\n", - " _Unsigned: false\n", - " standard_name: colored_dissolved_organic_matter_in_sea_water status_flag\n", - " long_name: Quality flag for CDOM\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('CHLO', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 CHLO(time, depth)\n", - " standard_name: mass_concentration_of_chlorophyll_in_sea_water\n", - " units: mg m-3\n", - " _FillValue: nan\n", - " ancillary_variables: QC_CHLO\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: mg m-3\n", - " observation_type: measured\n", - " precision: 0.0001\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('QC_CHLO', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_CHLO(time, depth)\n", - " _Unsigned: false\n", - " standard_name: mass_concentration_of_chlorophyll_in_sea_water status_flag\n", - " long_name: Quality flag for CHLO\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('WTR_TEM_OXY_DIS', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 WTR_TEM_OXY_DIS(time, depth)\n", - " standard_name: sea_water_potential_temperature\n", - " long_name: Sea water temperature of oxygen sensor\n", - " units: C\n", - " _FillValue: nan\n", - " ancillary_variables: QC_WTR_TEM_OXY_DIS\n", - " coordinates: time LAT LON DEPTH\n", - " original_units: C\n", - " observation_type: measured\n", - " precision: 0.001\n", - " resolution: 0.001\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('QC_WTR_TEM_OXY_DIS', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_WTR_TEM_OXY_DIS(time, depth)\n", - " _Unsigned: false\n", - " standard_name: sea_water_potential_temperature status_flag\n", - " long_name: Quality flag for WTR_TEM_OXY_DIS\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71, 7118)\n", - "filling off\n", - "), ('PLAT_SPEED_GR', <class 'netCDF4._netCDF4.Variable'>\n", - "float64 PLAT_SPEED_GR(time)\n", - " standard_name: platform_speed_wrt_ground\n", - " long_name: Platform speed with respect to ground\n", - " units: m s-1\n", - " _FillValue: nan\n", - " ancillary_variables: QC_PLAT_SPEED_GR\n", - " coordinates: time LAT LON\n", - " original_units: m s-1\n", - " observation_type: derived\n", - " precision: 0.0001\n", - "unlimited dimensions: time\n", - "current shape = (71,)\n", - "filling off\n", - "), ('QC_PLAT_SPEED_GR', <class 'netCDF4._netCDF4.Variable'>\n", - "int8 QC_PLAT_SPEED_GR(time)\n", - " _Unsigned: false\n", - " standard_name: platform_speed_wrt_ground status_flag\n", - " long_name: Quality flag for PLAT_SPEED_GR\n", - " quality_control_convention: SOCIB Quality control Data Protocol\n", - " valid_min: 0\n", - " valid_max: 9\n", - " _FillValue: 10\n", - " flag_values: [0 1 2 3 4 6 9]\n", - " flag_meanings: no_qc_performed good_data probably_good_data probably_bad_data bad_data spike missing_value\n", - "unlimited dimensions: time\n", - "current shape = (71,)\n", - "filling off\n", - ")])\n" - ] - } - ], - "source": [ - "with netCDF4.Dataset(profilerfile.rstrip()) as nc:\n", - " print(nc.variables)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "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": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/python/plot_thermosal_irene.ipynb b/python/plot_thermosal_irene.ipynb deleted file mode 100644 index 46171cb..0000000 --- a/python/plot_thermosal_irene.ipynb +++ /dev/null @@ -1,163 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import numpy as np\n", - "import os\n", - "import netCDF4\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import rcParams\n", - "from geopy.distance import vincenty\n", - "from mpl_toolkits.basemap import Basemap\n", - "rcParams.update({'font.size': 20})" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "datadir = \"/home/ctroupin/Data/IRENE/\"\n", - "figdir = \"/home/ctroupin/Data/IRENE/figures/\"\n", - "datafile = os.path.join(datadir, \"RV/dep0040_socib-rv_scb-tsl001_L1_2017-07-19_HR.nc\")\n", - "if not os.path.exists(figdir):\n", - " os.makedirs(figdir)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "with netCDF4.Dataset(datafile, \"r\") as nc:\n", - " lon = nc.variables[\"LON\"][:]\n", - " lat = nc.variables[\"LAT\"][:]\n", - " # Remove the nan values\n", - " goodloc = np.logical_and(np.logical_not(np.isnan(lon)), \n", - " np.logical_not(np.isnan(lat)))\n", - " lon = lon[goodloc]\n", - " lat = lat[goodloc]\n", - " time = nc.variables[\"time\"][goodloc]\n", - " timeunits = nc.variables[\"time\"].units\n", - " temperature = nc.variables[\"WTR_TEM\"][goodloc]\n", - " salinity = nc.variables[\"SALT\"][goodloc]\n", - "dates = netCDF4.num2date(time, timeunits)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "10.0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "time[1] - time[0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create projection according to data location" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = Basemap(llcrnrlon=-1.9, llcrnrlat=36., \n", - " urcrnrlon=-1.2, urcrnrlat=36.6, \n", - " projection='merc', resolution='c')" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3222: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n", - " b = ax.ishold()\n", - "/home/ctroupin/Software/PythonEnvs/Diva-python3.6/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3231: MatplotlibDeprecationWarning: axes.hold is deprecated.\n", - " See the API Changes document (http://matplotlib.org/api/api_changes.html)\n", - " for more details.\n", - " ax.hold(b)\n" - ] - }, - { - "data": { - "image/png": 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fMWjawpIY0yGhFwJpHsGU4BuTzuKG9/5Cg2bIdwyxrsNIWdS4jF++fS0O2LNy\nN87b5dvrHS8VlHH06HXbarMrWFT/Gk2+mv9W/TZ/vJaLWza/0QUlojpcgoSeh5b8iseW/ZISiSgL\nSjh05IVsV/GRrnwpjOmQd+sWkCPA4UlbIacxHWJJjOkQBXL51hfBs/+Qfdl/yL4A/HXB3/j7kumb\nnL5LgVk1s/ni82cyJDWIH+98LkPTQzZam6lfahg7p+IWlT0HH1/Y/tyK65m16j4iPLl860zzkUXi\n0U4BISlpwmkdjy35HqEmyPkEo0uncuio/0VVSCcrSFnzvSmiHIpXAXFMrtij2OEY0ytZEmM6RAv/\ngw3nZTph3DGcMO4Y6sIGfjb71yxoWISu10Aapx5V2dWc/cpFOHGcNPpzHD7645QEW04sPjLsTD4y\n7EwAvPf8ffHVvL32v0AOL/WF4Fw+OMWR8QmafJLX6uYwa+6pKA6vwuR++9AvGMTwsjHsVvkR+iUH\nbv0LY0wbNS/y51X48oRvFDka01MoVtjbHpbEmA4JowSSn+RO/aZ/jSoSZUzb40d49Ty54lmeXvEc\nb9fNW28fEfCq3LLoXm5ZdB8fqtyFb25/MoNKBrQag3OOY8d+t3C7JreCl9c8xMqGeQirqM/OolBL\nQ5Bftdvh88nXW7X/jX+ojvjXkusZmOxP2gWMLJvIgUO/wpD0+Ha/Lsa03bq0Ph3YbNbGdIQlMaZD\nIpVCE4y00p/vxHHo8I9x6PCP0Rg18kLVi1w/73YUHxfv5qnCy9VzOO3FC/jwwD25YJcz2xVTZXIY\nBw07tXA7E1azJvMu8+tf5rmqe8kWltprOTxbCYCERGR9FZGGzKv9gCV1j1IaKGmXZpeBX2KPwae3\nKxZjtuSd2rkk8uuSherw3m/UpWq2Xb1gAcgew5IY0yGqgs//+rRn6brSoJSDh3+Ug4d/lJfXvM6v\n595Axq9LL+Jjw8zVr/LZZ7/FsNQgLtv9HIamByHSvor9dGIAIyumMrJiKvsPP6Ow/c3qmdy18Cpy\nZDd6jCNOaNLOkyDEa4Z31vyed6t/n/9jEzC64hPsNvjr5CJlUHoESautMe107TvTcPnfeAeWwBjT\nQZbEmA4ZkRrC4qZ48brQw+zqD9h1wNh2HWPKwN35y36/5f26D7j6nZtY0LA0f8+6ZGV502pOe/En\npCXNt3Y4gY8P33urY99lwL78dMAdADSEtUxfcgvz6meBNuJkDUoOBQLx+U4o8AhNPkG9T7G4eiaP\nVb1Bkyaa9ZOTAAAgAElEQVQIvTC5336kEqWML5vE1EEHUJ7ot9Uxmr7N04jLj+4bkhxkSYwpUCQu\n+DZtYkmM6ZAff+gETpv5eyBulVnSsKrdSUyzCRVj+c2Ui1hYv5Rb3r+f/1bPBqQwgR5Ao2/iirk3\nc/Xc2zlp/FEct13nzAVTlujHsdt9s3A76xuZW/MkNU3zWdP4AmvDOSTwiCoRAZEGRCTIaUDOB+TU\n8dralxCUl9c8xb+W3sjARCnlyVIOHnYyuw74aKfEafqWOIGJf8EHpSqLG4wxvZglMaZDdh2wHd4L\nIvE3B+2Eybq2Kx/Jj3b7BlkfctO8v/Hg0qdA88fP79NEjv+b/wB/mv8AHx86hfN2PnVLh2y3lCtl\n94FH5299g6awhsZwFV5D5tVO5+XV95DVHCnJkcm/fZqXTShxISnxZDVDmF3F3xdfzj+X/pr9h3ye\nA4ee2Klxmt7Le59/36z73TGmJauJaTtLYkyHKZIvzFWCdtarbEnKJThz++M5c/vjea7qNa6YcxM5\nDfPnXNfZ9NTKl3lq5SvsO2BXLtjtVFIu2WkxNCtJVFKSiL8pDyrdkanDzi7cN2PFdO5fcitNPips\nax7Y3fxHKuebeGbFLSytf4vjxv3E1nwyPLf6MUIPIDhRdh+wT7FDMqbXsiTGbKX4z3ZFMt0lR//I\nkA/xt4/+mqeWvcgN8+6nOqzdqIx4ZvUbfPbZ73Hi2MM4ecJnuiSOTTlg2BEcMOwIANZkq/jX0rtY\n1PA6aCOhrgDi+WpKXMjixmf549uf4dixv2JE2c7dFqPpeZbULywk45EKhw7/bLFDMj2Ism4OIdM6\nS2JMhznxhZ+b/MYjfTrTQSOmctCIqSyoX8rFr1/P0uwq2GB9kbsWPcK9ix/hmFGHcPKEYwik+z4I\nBqaGcOK4dROWrcku4+8Lf8mK7BsISlKUnG/k9gVnc+DQU9lnyEndFpvpYcTlVwOTFh2lxpiOsHTP\ndFgiAOfiSzrR+V05mzKufCT/t99PuHv/yzlq+H6F7VLoyFH+tuRxjp9xNs9XvdItMW3KwNQITtn+\nSo4fe3lhHp2MT9AQpXh42R3cvWAaqr6Vo5i+qLppTX59MdgwETcGhKibLn2BJTFmKyhO4otGre/d\nmSqS5Xx7pxO4Zd+fMq50aH4xynXfahW4fM4NfOHfF/DUslcJfdi9AeZN7LcXZ+80nX7JkXgcnoD6\nKMlzq1/iB6+cxHu1bxUlLlM8L1W/TkOUpDFKImo1UsZsDUtizFbQwnWmi7uTNmdoyUD+8OGLuGbK\nBQxK9Vvvu4VXqI3q+Onsmzjsyf/l2rcfojHq/jidc5w08RZ26X8A6pVQAzyOJlV+887FPLTk3m6P\nyRRPRuNZekN17Fm5b7HDMT1Mc01Md1z6gr7xLExRiGj+QqsLN3a1cRWjuHnfX3DVHuczpnQ0WR8v\nrBcqiMRzzty+8Gk+8eSPeGbF7G6PL5AEnxl7EV+b8EsCEvk5cOK33/Rl9/CT17/F2lx1t8dlup/3\njpwPCH3AR4ccVexwjOnVLIkxHeYkrkVx4nGuZxQoTug3hmv2voCb97kEKCXSBN6DJ17OQBXOf/Vm\nDnzsh9wx/9/dHt/Yfjvz091uZEByCNBcEaHUhFVcMvubNIR13R6T6T41ubWE+XmgIxyRWF2U2ZjV\nxLSdJTGmwxxKIHGJotfi1JxsztD0YP758V9y8W6nUZqoaFFIGVOF373zIIc8diEPfvCfbo2tLFHO\nJbtfw5fGnJGf7Cwe6SVk+cnsr3LPB9fhu7vIyHSLP8+7k0yYIBMm8F4YWDKo2CEZ06tZEmM6TPBI\nfunGRDcOZ26Pjw7blYcPuoSb9/kOZZvo8mrSHL946x4+8fiP+OeSF1HtvhalA4YdzLk7XoIQt8iI\neJIos1Y/yrQ3z2Bp4/xui8V0j5dWvU2TD2jyAZEmGVwysNghmR5GVawmph36xrMwRZF0Yf4SEWmu\n2OFs0aT+o5h+8CVcseep9A9KN7q/wWf5+Zt3cfDj5/NG9fxui2tcxQ5ctvuNbFe2I82F0iJKQ7SK\n6949h9eqn+m2WEzXa4wgEyZpChOUykACm8HZmK1iSYzpsLJkRDLwpBMhqaDnfxg7cRwwdGf+dcjF\n3Lzvd0jL+nM9qkJOPWf99/cc/vj5vFW9oFviKktUcM6Ol3LC2O8hLeqMyl2G6Usu4+FFv+nWFiLT\ndRqj5oVDE+S0e+ZWMqYvsyTGdFjCedKJiFTgSfSyX6Xt+4/i8cN+zg37fIvyRMlGJW6NGnLGi9dw\nxBMX8cyKN4i6YWK6KYMO4NQJPyUlpaTE48STlixv1/6d3791OFWN73d5DKbrZMIsa5qUMHKEoZB0\nXbNUh+n9InXdcukL+sazMEXhiIhnPIlo9Jlih9Mhu1Rux/SDLuG8nY+jPEjTvHgjxJ079b6JC167\nhU88fiFPLHu1y+PZvt+HOH/XmxhfPgWXjyUiQaMXrn/vG/xz8R9Ym1vV5XGYzjdj5RxCL0TeEfqA\nk8YdUuyQjOn1LIkxHRY4JXCewEGK3ts0LiJ8esy+PHLIJVy11+mUSKK5OqWwT5aIH79xG8c9cymZ\nsGsnzEu6Ek6acClf2O43gCNSaNIEjT7Jv1dNZ9qcs6jOruzSGEzna/S5/NBWR4Rw5KgPFzsk0wMp\n4PPDJrr60hdYEmM6zAnxEGtRJOgbb4h9Bu/E44dezj8/djH9EhsXAC/PruWwpy7k8CcvYEVD105O\nN7ZiN06ZdAfpoAJViAiI1NGkwqVzvsl/Vz1ttTK9yLs1K8mFAbnQ4b199BrTGeydZLZK85/QMOrZ\no5Paq3+qjH8ddDFnTTyClGy82HtDlOP45y/j5Od/yRtr5ndZHBXJoXxrp/vZo/LgwsrHMeXORdfw\ns9lnkS3CUgqm/W597z94n09gLIkxmyVWE9MOfeNZmCLRwqXE9d7upC05eeKhPHHozzl/58/j8mlE\nSwsaVvCNWb/ni89ezuKGrqtV+cx2P+D8nf9MP1cJUJhbpjZazcWzT2FFZnGXndt0joZI8Sp4FfYZ\nPKHY4RjTJ1gSYzosQUgQd3L0+HlittYnR3+Ypw65nG9u/0kg7kprpgqLM6v54oxf8Ks37+uyGCqS\nA7hotxsZX7YjECcxDk+kGX799re554NrrXupB5P8qu8iyhfG71/scEwPFS8AKd1y6QssiTEdlgo0\nf/E46RtviC1xznHC+IN49rBfcvnup8TtMi1yBgXuW/QC+z9yHqc+f3WXFACLCN/a4TL+Z+LFSIvC\nvADPrDWP8ru537clC3qg1U31OBePNotryfr++8WY7mBJjOkwh8fh88Ost61fpQOG7cqTh0zj5PGH\nILh8MrPuD9NbtUs45ImLuPLN+7vk/BP77cLFu97EyJIJOFEUCNXxQdMCLnjtZObWvNIl5zUdc/u8\nFwo/O4S9Bo8rYjSmp4tHsHX9pS/oG8/CFEX8rTL+dtmkTcUOp9s5cZy5/VE8c9g0Dh8+Ba8tC2/j\nlpl7F73AoY9fxPt1yzv9/OlEGd+ZfCUfG3Isml/FSnGEhNww/3LuWXhDp5/TdMwrqxcWfh5RUkn/\n1MYj34wx7WdJjNkK8R9sVUiy8QiebclPPnQijx9yCRfsdNxG92V8lpOe+zU/fe32Ljn3kaO+wjcn\n/pKg8HYWwDNzzSNcNvvrZMKGLjmvabvZNYtxLi6Crw0bix2O6cGU7qmHsZoYs81TjVdcBaFxG2yJ\n2VBZIs2nx+3D84dP48gRe+Ikbq1qrpuZvuxV9n/kPC565VayPuzUc4+pmMQv9riLcaU70dweJHjq\nwhX87M0v885a614qlqpMLRltwElE4CJ2HzSm2CEZ02ds21+fzVZpOQ6mLCgrWhydIROu5dHF/8uK\nprcINUJJEmmI5AswHRAAQlhYpNHTnKEk8AQIPj8LZsTwEjhiWJonVu5JU/6Fav7e8/iK13ji8df4\n4eTj+OzYfTv1eXxzh4t5eOkdPLXy/vyyBfHJb5p/MT/c+UYqk4M79XymdTVNDTTPBakCV3/4xOIG\nZHo8b+0LbWZJjOmQrM8SpzHx3CmRdm7LQlfJhLU8sOB0aqPFhPnkIiEA8QKPcQtGXKjbPPpIBHy+\n4gTAaZwcNO/jiVCifPuHxtcqDC3JcNzo/zBj1QQWNgwF1r1iAL+cey93Lniaq6eexdB0Zac8PyeO\no0edyIFDj+LKt75FqA2Fob0PLfoTJ074Yaecx7TdyqaaQvG1IKQTfXNOJWOKwZIY0yE3vX8VQf6D\nGWBwyaCixrM5d807i5XZt/NxxquSJEUJxBMQjwKI/7i45rYVBE/c7rJpihQSmuaEpHkavHXz6a77\nefcBy9ip/0peXDGJNb6EdaNrlYWZlRz77KWcNelITp5waGc9bfonB3LRrjdxyewvIeRwwDv1z/K3\nD1J8dsw5hRYm0/V+/Ppf8/Uw4G0eH9MKVYj6SL1Kd7AkxnTI+/VzSUhE3NGiDE2PKFosmbCO51bc\nQH1mBctzrxJRG6cY6vCArlfw6oAIVUeAZ1MzqkTE7TK+MBNLcyvMulqT5uyt+fHNSVLL1CZUCH38\nKOdg6vD3Scs4nlk5gNpo/eLOP773MH+eN51f7Hka+wzeqRNeFUi4JGdN/CXXz/tOIcZXa55g98qD\nmdR/j045h2ldXVRPkP8V/FDF+KLGYkxfY0mM6ZDIZ3CiQEQJSUqCdLeeP5dr4Lb5p1IfVeU7crQw\ng20gcUuJikdwiOp6Q58LzyF/3ZyoOAL2rPwaew0/davji6KIWxdcwKLG2USsG3rdoAs4Y9IOZPzu\nXPvuQ4XzC0qkyrkv38jwVCXXfPgbjCzd+tat0eUTOXjoCTxd9VcgTmTuWPgzLtztnq0+tmndksbV\n8SR3gFf40KDtih2SMX2KJTGmQwKBRL7dIdXNXRP/XnoVc9beR6iSb2VpTgM0f3td+4q2mLulVCoR\nQkpdCXsPOpMdBx/RZTEGQcBXJ04D4Oq3/ofVuSX5eISXqp/gol1P4+PDduOCV2/i/fpl663KtDxb\nwxef+zk/nHw8nxq931bHctCIE1hQ/wbvN75O5IUMnl+/9Q3OnXztVh/bbNmd85+Kk32NZ+r9wrgD\nix2S6QX6yvDn7mBJjOmQuOYj38/fTef03vO3BZ+jIVxKSuLkJacJpEX9iuQTmHI3lMOH/xISOcqD\nkZSXdE7hbEd8a6druPrNs1kdLS1su37ORXx7tyu5ef/v827NYs588WqyG9RLTJtzL1e99Xdu/cgP\ntrpV5quTLmPanC+zKmrEIyxpquKBxTfxmdGnbNVxzZa9V7eUQHxcB6UBw9IDih2SMX2KJTGmQ7K6\nLnXIdtO3hjve/QwZqnAIDk+CgBwUynC/MP6PDEvv2C2xtEcgAefuei0XvnZsYdty/37h5+0rR/P4\nIdP47dsPcO8HM1B8YW6ZJg35/IzL2alsJL+eeiaVqYoOx/GdHa/nx2+cjFdH5IXHlz/MjhV7Mbny\nQxvt+6d5N/L8qn/HNwR+uNP57NhvcofPva2a3/A+SRehgFP7uDWtiye7syHWbWWvlOmQrA/IRAky\nUYIm3/W/Rk8uuYxqrSWjSZpU8oW3js9v9yfOmfwk35r8RI9MYFpKyebrhkSEc3b6LM8cdgVjSoe0\nGNAdm9uwlM/8+6fc8M4/Onz+kqCMMyb+NP6QxBGp43fvTqMuW7fefm9Uv8GMVc+CNK+oC7+de1WH\nz7stC8kSiBKI8rGhGyeLxpitY0mM6ZCsT9PkAzI+IOu7dh2YxXWv8VLNUzT6FFmfwJPEEXD6Ts8y\nrGyHLj13Zwo00aIEefNu/8h5/GbKGZS7EmBd4THAbQuf4jNP/YjVTWs7FMP2/Xbn2FFfRVUIcUQI\nF7xxDt6v6xT87TvX4ePBWEQqROqo9VmWZZZ16JzbquWZVQQSz9HjUC7c7cvFDsn0EhHSLZe+wJIY\n0yFNUUDGJ2jyCXJ+83OqdIYb3ruQNdlSaqNSMlHcJH/ixGe69JxdIdfctKFx68bmiAhTB+/I9EMu\n5Xd7nomghRlfAdZGjRw/46dc+trNaAfmHfnYsKNJSAqIV76uj0J+9uaPAXijejaNvhFFiBSyXsh5\nh1fHg4v/2e5zbcvOf/Vqki4k4UJEuqtyzJhtiyUxpkOy3hH6BKFP0OS7LqN/dsWD1GoJGU3RFAXk\nSPL5sTeRSPS++oIQzc9bA2Eb64imDNmBpw65gr0GTFqvRUaBJ6pe5bCnvscVb/yVpijXrlh+MPkS\nkqRQFTzC/MZFzFj5LFe+/WvI98k3+QSRJojUESnkfPvOsa1bG1aREE9SPGNKhxQ7HNNLxF24tgBk\nW1kSYzok9AFN+ZaY0Ke67Dz3fnArmShFGAU0aZJ9Bn6SIWUTu+x8XUlIE6ojp67NSQyAc46r9v4f\nrp16NqVBivVXrYKHV/yXo5++kOqm2jYfc3TZdlw15frChH4O5c8L/pif/i9uLkpJaT6BCcj6gE+P\n/mSbj7+tq87WkHRZUi4ikIgxpbZmlTFdwZIY0yFNPkFT5GiKHNmoa36Ncrkc9ZokpwkymgCEI0Z/\ns0vO1R3UQ6gBoQb4DgwM3KVyHA997DJOGnfwRr3ZoUZ89tmLuWbuA20+XsIl2Llicry2Un4BhoQo\nTjxOPP3cwHwS4/AaMLbMVl9uq+eqZpIQJXBKwin7DLaiXtNWcUtod1z6gr7xLEy3y3lHqElCTZLt\notFJ05c8Sm22hNpsPArqY0OO6pLzdJdQfWHhgo5yznHG9p/msYN+xbiy4egG9TV3fvBvPvP0T2kM\nm9p0vO/u9D3KXBkJicv8AvGUOM/hwz5OTmFdWXHfaHruLq9Vv0LgIhwRgcChw22SO2O6giUxpkNC\nH7fAZCNH1EVJzK2L/0bGJ8n4FNnIccyYU7rkPN3HxTUondAf7Zzjz/udx437/ICAuJWqOZlZk6vn\niKcv5LFlL7V6nKRL8uPJl5B0SkI8TpSEhGSiOtKJkkLKZSlM+7xTPzseWu2UhHMkXO+r4TLF45Fu\nufQFlsSYDgm9I/SOnHfkuqiwtyZXQmOUIhMFNPlkl5yjO/n8ApGduY7xxIqRTD/450wZsD3rD8aG\ny968lVvee7DVEUyPLr8NyXcjJSVEgBerZ1IfxTU2ImCLXredV4+TeJmBADh8yGHFDsmYrSIiJ4nI\nGyJSLyKzReQrW9jXicgXROR2EZkmIq3OLSAip4nICyIyI3/877Y1Nvt6YDrE52sloOUq0Z3n4lf+\nSKjr1kUakOrf6efobuu/2TovlUm4BL/Z++v844MXmDb33vzCnPHxb134KB9klnLhrmdu8rGhz/Fy\n7QycuMJjcvl/19W5NYjYR0R7/XPJA+v+dQU+Nsy6kkzbaX5+pp4in7DsDpwCjAR+BdwsItWq+sAG\n+44C/gqsAk5X1dVtOP4PgTOAj6nqUhHZCXhWREar6vdbe7y1xJgOUQVVl790/hvu2TVvtTi2cNWU\n/+30c3Q3FV+YvdV1wWfUp8bux/SDfsaIkgoCiafVCwJ4YfVrXPP2rZtskbn+3Uvy89B4kk4ZnBy2\nYdSFn15b/QazVs/m5VVzeG7JKzy//HVmrZxDY9TY+U+mF3tixeO0fKmHlA4tXjDGbL1aVf2Bqr6o\nqg8CJ+S3f6LlTiIyGpgBrACOb2MCMxr4KXClqi4FUNW5wC+A74nI1NaOYV+zTIdoi7qOzuweKRyf\nuAsjTpaEymTxFnDsLCVBQGPYFa/WOmWJNHcd+FO+//KvmV37Pi7/r/PI8ud4t/5tfjPlksK+URQx\nv3EOQH4/JZcvCI6HXUOk0PwvPO3t35DzrjBiKRcJEQGKcOFOX+VjI/bq0ufWG+R8jjW5urgQWmFY\nySBSruumIDB9U08aOaSq92+waU7+embzBombbB8kzim+pqptnd3xUKAUmL/B9geIW3xOAV7c0gEs\niTEdEreSxCtGI507Y++02XesV4MxOd03hvZG6gkkThC6NpWBX005l+/MmsZ79QsBcKIsblzB11/8\nLjtUjOWN2lepTDSQFEFE42QRaKCaFEKOJM1rlQNofnySk3g0lJCvlck/7rK5N7PXoJ2pSHXtEhQ9\n3du1b+dXdY9ft10rdy9mOMZ0hcOAu4HbWmz7H2AKcI6qtn3CKmhuphy5wfb5+etW30A9J90zvUrL\nWR+jTv6LPH35TEIvhD4ecXPRnqd27gmKxGtQGA+wpWUHOstVU37IyeOOJCkRSRefsCasY1b1m6iP\nEyplXaua5DPHRABCbr3RC05ACPH5pMUTf1ts+XXrK/+5uOufVA+3IrNyvRFdx4w+tpVHGFNUQ0Tk\nxRaXTRfP5YnIUcC1wB26fv/0WcQfC6tF5HoR+Y+IPCIin27l/LPz10dssL08f735VXPzrCXGdIhX\nLcwd0pH1e7YkUiHMD9tOOM/w0kGdevxiyfiwkBh0RxIjInxhu0+zqGEJL6yeheQLfhUhECHrhRIX\nL4UQIiSblzRQCMTh0MKaPxGQTih/mXr9euc48unv5sdcQX2U4Z3aRezQr2+0nHXEi2tmEuRfM49Q\nmRxQ5IhMb6N065IAVaraat2JiDjgbOBLwBjgXhE5T1WvEJGRwK7AAmC+qt4qIhXArcADIvIVVf3L\nZg49HXgG+IKI3KOq94hIOfCt/P0ftBabtcSYDvH4wnDhzk5iQh/PPRN5h+/ixSW7U2liMKEXIh8n\nEN3l3MlncdqELxJIc/eQ4hEiTZCJkjRGST454gv8ao+7uXLPu7hqyp38bq+/MrY0TkYkP1RYgdsX\nrP9Z9M2Jnyv8rApnz7qy255XT/RO3RvxjMd4yqW89QcY0wuoqlfVq1V1f+JWkwbgYhEZQJzUADyj\nqs/m968Dvg5kiYt0N3dcBY4CpgHni8g/gQuASfldnmwtNktiTLutyqzNr7ETG1hS1qnHz4YBOR8Q\n+oBM2HeSGK8pGn2CjE+Q6eZ5b44YeQh/3Psqduu/A/FgakdjPoGZttsfOXzk8Rs9JpAAQUE9Ih5B\neWrlI8xava7O7tNjP0o/V4pqnOx4VU6d+fNufGY9R+hDHEqA4kT5/NjPtf4gYzahJ092p6qPAL8j\n7urZEQjzd63dYL9lwAvAKBHZbHO6qjao6vmqureqHg1cAhwC1AC3txaPJTGm3d5cO5+Ei/+oCcpR\no/fs1ONH6kAlX6vRd35Fw8iRKyya2f2T9/VLVjAyPY5QiVu61DEoOZp+Jf02uX8U5dZV8AKOiLQL\nuWnBldRk142e/MPU8wAKxcEfNKzk8Ke+x5psXVc/pR7l1gU3kJB4/SkRZXTZ2GKHZExXeTp/vQp4\nB2gCttvEfkvz99W049gX5o/1bVVd09rOfecvhOk2a7I1BM6TDCJSQchp2x/auSfIFwtH2vWjeLpT\n6JOEGhBpkJ/Ir/tNX/YkXh0hjlAT/Gz3H292X+fWFW+rQjI/o2+JhPx8zrfwPq79GFI6gNMnfiZO\nafN9+ZF6vjDjJ93ynHqKd9a+UVg8s0Qc2/fbsdghmV5IWX/gRFdetsJ4YKaqvpfvOroLOFhEBm6w\n30TgIc0PZZXYhvsUiMjxxEnMVap6S1sCsSTGtFvON5IOQtKJkNJElnTQua0K8RDe+L++tGpPgw9o\niuKusoYidJM9tOTxfFLoiHzAF0YfTzqxpeL/dR8PimNk2fh4lJIoSpYb3/8ZAP9Zeh13zb+VXMR6\nyyp4lL9/8O+ueTI9TOhD6vy61qnKZO+fYdoYEeknIleIyGclP3xRRCYDXwNaLj3wQ+JWmd+KxHNu\niMgJxEnMD1rsdw2wUkT22+A8g0TkUuBm4haYc9saoyUxpt0GpsopcSElLkfa5brkHJJvku/kmuGi\ninyCxjBJfS5JU1jSrefO+Ry3zL+nkGCIwJEjD97yY6IQD/lOQ+HCnS9HBBxx4er8+le5+b0f86d3\nHqUqVwnIRv9eM1fP2dSh+5zljYshXwsjonx69JeKHZLpxby6brm0QQlwAHAH8JaI3AacDHxSVd9u\n3ilf/3IgkAJeEpFngeOB/VV1XovjrSDuWqoHEJHdReS/xAW8/YHdVfX37XmtbIi1aT/1pBNxLVfg\nOj/LcA6aW2C6Ynr+YilPVNDk47liQu94q2YBkyvHdcu5/7rgbygRzXPzHjH0o6QTW55JNpBkvjVs\nXXvY0SNO4uHlfyFBSEKUeQ2vknUlLfZYl8g4EU6b9MkueDY9z5y6V1q8AvDhQR8tZjjGdApVrSJO\nYtqy7yLgi63sczFwcYvbrwMf3poYLYkx7Raqjwt7ZeNv3p2heWI1AKXvjE46fcLRfOvleQjxrFD/\nXDqrW5KYRQ1LeWjpY4VWFAG+PGHj0UgbEWjuHGqeE+ig4cegRDy94ua41YGISQNyLFxRT6QVhdl8\nnzx02xpq/f/snXecJVWZ97/Pqap7b6cJPYGZYRiGgSEJSBAExeya1lVf46KrsLBmEF9XTCBmcRV1\nVVYUXMyriAFfRFxFBSNIkMwQhsykntzdN1TVOc/7R1Xf7pnpnu7bfW93T3O+n09BT3fVOU/dUPWr\n5zzhqrWX+k7fnuYw8XiVJxRexHgaJhBTr+7aigt3IGnujQHn7O533oM4vHs/UmswRlEVHu7bOCnz\nfu3+7+EQBsrEnH7AqRSD0ZezYo2HRCQNqtXn7PUqbtlyJX3pOjQricezFj7O6/d+FwfMfUErTmHa\nM7TkwJNnnTCFlng8Tyx8TIynYXrTCgMhnM0udAdkmU/GEUqWATWTsJoX8VOhIK1/hthW6+Xuvgfy\nd0too4MTFzx1bAfv5r19+ZK3Z2XzFGIXUHMRN2+/oyk272k80Luq3jATYGFp5zYwHs/Yydp6TN86\nMdMNL2I8DVPQEml+Ix5oD9BMAqMYsQTGYmQGRfaSNWJ0KvnyzFgbvY4Pq5Z33fyJXItkc5516FvH\nfHxBIpwOtEjY8YL3v2s+RYdU8xBfg8Vw09Y/s6H8eDNPYY/gDz1X1vtJCXD47Akt8Xs8ngbwIsbT\nMHpBJFIAACAASURBVLEYEpelCtds82NWMg+MEgVKYFp7o59sRDQXaQ5jWutl+uOGG9ju+uq9WAwR\nT5p90NgHMKYuUoau0T9Wvp2K9mIMtEsNqyYrTIjw+fvezaPl1S04m+nLvdvvrP8sGPbpWDGF1nhm\nAntAnZhpgxcxnoZRV6A/iehPI/rS5leeDY3WK8SELch+mkoKJiUQSyiWYgvPzanja6u/k7UNIHNR\nn3XQvzU0htUsxV3zwoMDXPbwOUCAxRAFlg7TXi/QlahwwX3nkrp0pGFnFKpKhTIDnqqimdzUeY/n\niY4XMZ6GeXDrNrbVimyvluittuCiPTMeEIalLUwpBimFwILELZvnp4/9EofLMpJEedGip3HsvCMa\nG0RNvUbMQHbSX3suJdZaXlHZIBT4wCH/TShhtqykQtVZbtr85xac1fTDWovgCLAIyj8t+ZepNsmz\nh7OHVOydNngR42mYb959G+VakXJcoL/a1oIZHIGkWZZSi+NGJpuCSSmFNtukNeeWupTLHr0SgICs\nl89p+zVefC3dodN29vM1Pd+G/LbtCHjz/t+jEBY459CL815XQqqGbz50EZc//sMmnM305o8bfkEk\nCYFYAhwnzH/+VJvk8Tyh8CLG0zC9tZhKuUC5UmSWzmn6+FGenRSZrB7NTCLzwqQUg4RC2Jqv3xfu\nvYRUtZ4UfUjXgYSm8UwoGbKsJyh3bP09qlkAqyoUZQ6dhaw5bXvYxWuWngZk8VKpBvxizZUktjUV\nnacDW+IN/Hbjt4kEQhRaJEo9Hs/IeBHjaRwVNA5IqwGvXNbgEsUYiCSlGFgKxhGamRVbYYxSMCmR\nsVht/nKSc46/brplh2Wg01aMrwR+JNnlQSTbfrnmywD1IN43LP/sDvs/fcE/cMycp9W9MamGnHPn\nhyd2QtOYP234+WD1HIEDO540leZ4ZhB+OWnseBHjaRhFsxgJFfql2vTxi4ElHOiS3eIMnsmmKClG\nsqrEbUHzLyLn3PGVekq1U3jl3i9hn/Yl4xorsUnWwyqvMlNzcb3BYyBF5peW7nLMKStOZ240D0Ww\nKqyp9PDZu78wgTOavjzWf88OrQZeu+zMqTTH43lC4kWMp2HCthQJFBNZ5rc3PzspkpT2oEJbUCGa\nYZ6YQmDpCGI6gpiwyTVwepN+btt6X/0pqyjtnLTvP417vMDAQGivIa9vowZVw5v3/6961eadOe+I\nzyEaMLAQdfv2u7hx083jtmO68lhtdV3UGTHMLsyfapM8M4CBkgjeEzM2vIjxNEypWKPYXqPUHpNo\n8z0xHWFCu0noMAntwcwSMUFeK9PgaAubKwDffsP5OM2We6wT3nHA6yc0XiBBvZs4olg1JM5QNHvR\nXRzZuxOakPOP+AyZiMnKwH35/gvYVN08IXumHwMRQ3Bo55h65Hk8nibjRYynYUqRpb2U0F6IgeYv\n97SHZTqChI4goT2oNH38qaRgEiJjiUxK4rY1bdxV2x5mQ7wZhyFVoWg6eMbCYyY0ZuwqGKhvqQYk\nGnDqik+Neuz8tvm8cdnrMy9OLoTOvvOcGVU/ZqBKryI8f9EbptoczwzCtx0YO17EeBomCLKsIWOg\nMyo1ffySpLQF2dYezKzslmJgKZqUgrFETbyIfG7Vd+tuaKuGjx7+tgmPGUqQVRbOt0SFkixhXmnR\nmI5/weLnMjucDWSBiv1pjffdevaE7ZoObKyuxeWB0w4IA38p9XimAv/N8zRMaJQwcISBxbSg6mxH\nkFAyVUqmStsMEzEFyYKViyYlaFJMzC8ev5Y1lfVA5hVYWOzmSbOWT3xgcTsUuou1wDsPOrehIf7v\nQWfkR2f/7Yk38ovHfzlx26aYbz143pB/CSXTOWW2eGYY6rOTGsGLGE/DyJCn80pabvr4RWNpkyTb\nZlh2kqBktW0VTHME2sUP/BgjEIklFMdFx75/xKDbRthcG1juysY6pOtZzCvu1dAYKzpXcM7BZ+ej\nKILlZ2su5bYtt07YvqlkS9yDqqAKncEcSmErij56PJ7R8CLG0zCB0XwDY5qv5jtMmXaTBfe2SX/T\nx59KQlICHAVS2prw2n3rgUtBMo9YYJSlpW7aw+Ys8ZW1lhW3U0VVeOPyk8c1zgGzDuBp3ccjKO1h\nViPnwgc+R2+yvSl2TgUpDpvHFRRN+1Sb45lB+LYDjeFFjKdhDANP1UobzU+xLpqEtiDfmuStmC60\nhSmhSQmMJXATO7feZAu/XPtbjJDfTpUvHP3eptj5l57b672TBt7tjnD8N+u3HnAaC4rzASXAEYrl\nc6vOxumeV+X2gd67STTL1nJqWNK231Sb5PE8YfEixjMuBpJLe12t6WN3moSi1ChKbcYtJ0Xi8qyr\nBKsTO7fvP/TJvPGgIzDKcd0r6YqaE5vxsTu+g9shZGdiT21GDB8/7GMEEmAky1jamvRw0f2fHf3g\nacbD/aux9T5RwmuWvWOqTfLMMLwnZux4EeNpGNXM5akKHUHzYwEicfVS98UZVuyOeqF6oTCBjJYN\n5Zvoqa5idrFKV1RlTlTmvQe9vSkWbkv6qTmbXegYSPecOO1hO+898FwMmi9TGW7ffhu/W/erJow+\nedRcjUFRJxRM8zP0PB7P2PAixtMw6YCSR6i65mcnxSpUXETFRTt1Ut7zESyGFEOKMj6B5jThujWn\n0R31s6iwjSXFbZx5wBsohcWm2PjTR/5KYgOcA1EZUtJt4uzXeQCvW/YWFCFRoaYR//PY/7Al3nMK\n4f1ty+8JRDH1vC2Pp3n4ir2N4UWMp2FSG2CdkDpB0qDp41c1JNYCsRaoafNjbqYSM+BiEkHGeW73\nbr6AiCpzgjL7Fjby1PbNHNn9gqbZeOlD12U/iCMKUgomRZpY1PBp85/L3m3LsYTE1lCzEd968DtN\nG7/VbE83EOAIxNEVzJ5qczyeJzRexHgapmYDYhtRSyO2pc0PvLVaIM3jDRItNH38KUWVACVQRU3j\nX78kqXLv1kswBuaH21lS3Mqz9/lyU01cXy2TOENolIIkFCShaJobgPu+gz9FRBHrDP1pxB833sOZ\nN39sjwj0NaQYsQTi+Ie9XjbV5nhmIFn6fuu3mYAXMZ6GSVNDYg1JYuhoUjrvUByDSxgzzWEfE5Cq\nIdaAeBwl+H/+yBuJXVb+3zrD7OJzmFN6ctPs+2vPXSgG6wyRsXSGMZ1hTEfY3PYPRgyfOuIzWAIG\nFmYeqaznjq33NnWeZvNg710UxVIQS4BlTrF7qk3yeJ7QeBHjaRjrAuIkIHUBSQuenAd69QhkzQdn\nEKqGVAMcBkNjXqbYVthmHyMhouyKbHftHL/kwqbad/6qSzGS4lQoSS2L/RAlarInBqC70M2ZB7yl\n/m8BPnH3BSTTuL/S79Z/m1JeAiA0liWl5VNtksfzhMaLGM84kPoWtiLwVhxajyad/ssLjaD1HtaG\nRuXZdx84CacBZVekV9s5aO4ZTbXNOcfWZDttUUpbZIlMZjFo01ok7MwJC57CCxc+A8iq0Tgsp1z3\n7y2Zqxn0pWuALDOv3QTMLy2eYos8MxHfAHLseBHjaZghsan02rgFMxisgtXs55lElsylqCq2AYG2\nauvvKadbs/okCEqRo+aPr4LuSNy05e+UgphiYCmFMV1RMVv20qCl6+dvW3kSS0t7gWS6tUbM5+76\nWsvmmwiJWmoupOZCQtOcbDCPxzN+ZtYdwjMpqMueRJ2DWVHz68TEKjgCLAFWm5/9NJU4DFazJGvR\ncMzH/Wrtp3ESkBJQ04BnL/xI0237zdrv0RakzIpqzI6qdBe7syVDF1KxrX0fvnTUh3e4GF2/9Vau\nfPx3LZ2zUWJXZWNcpaoFEjUUfWaSpwWobwDZEF7EeBpGGYhsF9KWZJMMlrufWfV6M0/DwCumOrbM\nrv958D2Z90WFVAMC5nDAnGc23bZt8UPMLlSYUyyzsNhLaiMsBoeQMnbBNR6MMXz1qE8CAwtY8M2H\nL2Nt3p17OrC2/DD9aYG+tEDFFXjx4rdOtUkezxMeL2I8E0JaUOwuY+BWNrNwQJhvbgxfv/u238Bj\n5Tsgr3CrBJy28gdNt2tb/DDtUcr8Yj8Liv08d6/DSNFJTcdc0DaPcw8+EwCDI5SEf7/1w8SuFUuW\njeMQyrZA1Ub02yIHdB0z1SZ5Zig+xXrseBHjmRB9E2xiOBIDGUozDyHNt8DsfokmdlV+9OjHUQIs\nmQA6admFFFrQ6uFP685lTtDHrKDCXtE2Tpz/DyiGATE5WVlih889iDZTJDIppSCl3VQ5767zJmXu\n0bh58x3UXEjsssw8j8cz9czM+4SnpViXBag6ha5g/J2Nd4fLt5nxrDA86SjLSX/tuRLrsuYEqQYo\nnSzq2L8ltpTj++gIasyPepkdlNmr7TBCMQSihJJ1LJ8MRISvHvNJiiagPYjpCKv0Jndw9brLJ2X+\n3fGTx35F7CISF4Jr7fKa54mMbzvQCF7EeBrGJgHOCjYVkhaU9LAOai6i5iLszMqwZtDHtPs6MTVb\n5ar138u6LDlD7Az/uuJLLbGokmxEpEyXqTJLyiwrziU0RdSl9Tox4STW65kVdfLO/d9MQSztQUpk\nLL/b8B0e7Ltj0mwYjhhT73y1d2m/KbXF4/FkeBHjaRiXGGwaYpMQbYGIqRFRdYaqM9SYWb2TIMs+\n2PGHXbns0YtQzQoLJlpgVriC+aV9WmLPqi0XE2tIwVhKQcqJS/4rM0+GhlVP7lPbU+Ydy/Hzsvox\nFqHmQr563yfZFm+ZVDsG6E/LpM5gXRZLcNCsg6fEDs8TAx8TM3a8iPE0TmrQ2EBq6IubHxOTuJBE\nIxKNSN0MEzGa1ddRBSvDu5n60m3ctOXPOM1aFKRqeNOKs1tm0urey+iUKg5DSEpHYVluqsuX9WRK\nSg6+dtk7KEgJq4ZKGrDVRnz67rPR3Yi/VvGzx67OsvIQrArLOpdOug0ej2dXvIjxNE4skAjUhFql\n+be3mob1qraVBmqp7AlYBh0wZgQv01fv+zQKeQCw4fh5L2NecVFL7NlauxdVJSEgxBKZwWWSyJQY\n9MC09qntgnu/xT//5XRe/5fT+dFDVwBZf6X3Hfo1AkKqWqCSRjxaqfHzx69sqS3DccvmVfU4MKeG\n4+Y1r1+VxzMUxdeJaQQvYjyNkwQQG0gMP7/9zqYP79Sg+eZ0Zn1ErQYkKiQqpHb4KjiPVx/Oa/Fk\nXphXLG1uZd6h3LrxCwQosYZUNWTl3DcO2mptLiUHwqybz2WPXslr/vJ2rtl4PSmWGMtla67k+k03\nAdARzuK9B38e67IaOYkL+P4jv+CyR65oiT0jETuLyz+PRg1tQfMbn3o8nsaZWXcIz6SwpNiFpAZJ\nDZo0/yOk+fKFY+ZVihlopZAJlOH3yUSc4NRwcOdRLbWnp3ozDmiThIJY9pv1mvrfjKHeZSVs8jvx\nlw038/I/vZPvP3xl/prsyBfv+Ub954WlJTx3wfOG9J0SfvjYVU21ZzQe6u8hVSFVMDKzvIOeaYZm\n3trJ2GYCXsR4GuZNBz8ZUxFMRZC4FS5JxeTbTEPJvCsWQxiMdDOU/OyFxcXWBPMCWf8mTVEyL0d7\ncAjGDF4SQoEo32SE+J1G57tm/Q2c9Jf3c949l+CUepzJIJl81Z3mO3nFG3nK3Ccz2HwU3nfLZ6jY\n6oTtGo3UpVScxTnBOcPT5h/Z8jk9Hs/Y8CLG0zAFGxBUhKAmmBbUugtwhPkWyExrPDBIzfWP8JdB\nH1RM66rVXtdzMQO+FovwwuU/3OHvcVoe9MRMMMV6fXUTp/7tXM6/5ztsT8v5U2AmRgRlQTSfAzuW\nYwBh+PX6sw5+J4V600XlgfLDvPvmT0zIrrHgnMsDrLNA67MOeVPL5/Q8sfFdrMeOFzGehplVKmAS\nMDGELbjHmrxDNjLzPqCh2Nz3oHTspk7MQKXcgmtdp+Rbt1xO1YWkGlAdJgusGET1buUTWdj71gM/\n599u+Cgb463AjiHCS4t78f3jvsiFx34CUTeMZ2ZHLjz64wz4bwzKlmQTj5bXjNu2sfBYpSeP0Zo5\naakez0xhpt0jPJOAs5l4CWMwLXKUpLl3YKZ9QEOxFIylYFKQ4RXg4GKaoVV9F7fGPZRtTJ9ro9+W\nSNl3152GeF/G8z7cufVeXvPnM7h8za8IJE/WlkzEGISPH3Y6/3XsubRFWZCsU4fJi+uZETw/cwqz\n+MghZ+SLSg4jlvff9lFqtjYOC8fGJ+/84ZBOXl7EeDzTCR+h5mmY3v5KFqEq0pKkFauDcQ9WZtZN\nIxCL5rfEUjj812/o7buatmY56ao136DqAkCoEvG8haftso8jrdvSiB9me9LLR+/4Io9W1qAIgeQf\nl3ycf1z8DN628rW7HDer2AHV0ZtNHDH3UF68+Dn8et3VudhRPnT7x/n8kZ9qwMqxs7p/Xd071Gl2\n5z3zeCaOgvf4NcBMe9D1TAJRajBxtpxkqs0PvlWkHr45UyLoBwglJZKUSCwBwwcUaV3mQGnE4N+J\ncdf2v5NokT5bYHta4MjuF+5qK4X62vnulniGcsXjv+G0G87i0cqa7D2UwSMXRN1889iPDytgAMq2\njBF264kZ4NT9XkfBRJlXR5Se2jrOu+tzY7KxUYZacmDXspbM4fF4xof3xHgaJkiVqAzOKGHcfJUh\nZKXmYeap7DZjSTVfMhlhn0gcViEQMC1QcduTTSSkWA0BIZLOYfdTNUR5llA6ypPh1ng777zhXKpS\nG5I/lAkAEfjEoe/i8LkH7XaMNiliRHGaxUWNxttXnMIFD1yEwRIauL//Dm7fchuHzz1i9IPHSC2N\nMUNEZRTOsArSnmnIzClENxnMtHuEZxKY1dlG1O8olpWw0vyb7NCo+ZnW/zEQR9FYIixmhDu1wRIM\nBNO2IP3rF2suxKB5MnPIa/c5c3g7AstAynNkhn+fazbms3ddzMl/+yBl4nra9ACHdR7Epcf/16gC\nBsDmmWjBGK/fJyw4jrcsPwUjSoAiAl9e/Xk2VNaNbYAx8O0Hf13/WYAXLjq6aWN7PJ6J4z0xnoYp\n12KCFLA6CZVcZtYTiVMIcgGR6vACJTJZ3IygFFvwnLG69+8IjgDBoBw8a/gbcyhQzLOp0mHeh+s3\n3sJ/3HMxVhXIMncGMpm6gzl8+sj3M684d8x2DQTnjnXpCuBZe53ItRuv5tHyg/mxcPadH+TCoy8m\nNBO/vD3Qt3YHi563qLXFBz0emHnL6K3Ee2I8DdM2u4CNwIaQtsC7LjgKknkrhJlVJ0bJCt0pBtXh\nS9dHYinkcTNOmuuJ6ak+giUhFCUUx5xgDsEIN/s07UMkC+AeWiemp7qJk69/N+ff+zXAZinxDGbv\nvPuAf+Vrx53XkIABKJrCQFQjjYQSv+/gD1Cs148RFOXz93y2KY0iHy1vrP88s+S0xzMz8CLG0zDO\nQG2WIek0xHOa/xEKJcWIJTCWUNKmjz+VJC7AadYJOXbD3xZDUSJxROJwtrmv7x83/BigXv/lhAWv\nGHHfYlDEqsFqVpXFOcfX7v0m77rlA9RcGXB5cbpMLDx93pH89GkX8IyFxyHjyCoTF40roLsUlPjo\nYZ8aOBJDwgP9d/Czxy5r2IadWVPbWE8L7/T9kjyTxEBNolZvMwG/nORpmDKWtE0wDmzQ/PGzlNyB\nm/fM8qtWNaCAwenI6eNDl1MqUmnq/Ldtv2aHvtQnLHj5iPtaEWLN3uA0hn+98c35chhYMQQIKRAR\n8bmjPsCy9iUTsm27q5JqlplmG2z8Ob+4gDfv9za+8eAFRKIEolzT8zMOnnUgh86eSJuA/PMn8Nkj\n3zqBcTweTyvwnhhPw0SFAFtS0hLYljycGhIXUHUFYhdhbetK7082VkOqLiLWCNXhFWDshNQJiROK\nZlbT5v71mksY8JsosLT0JERGvgQoIbXUsDVpp48ONK/1IvnakSr806Ln84MT/nPCAiabsEjssk7V\nyQheqt3x1HnH8+z5z6v33FLga6s/S0+1OYG+i0vdTRnH49kdWXNG74kZK17EeBqm39RI2iHpgLS9\n+Z6SkCJJlm9CiuHByt1Nn2OqSDXAjrKclGhETECiAa5J6VmJq/GXzZeTJz0Dwsv3fuduj3mgdzv9\nrr2e7jngOFJgefsyLjn2Pzl5xasxuxFCjRCaEqkzxM4Qu/E5id+w/F/pCDtRIHGGqgv42J1nE7vG\nhfDa8iaGNpx0/mrp8Uw7/NfS0zCdnQXSWYrtVJLu5gfevmH5pwlxRGKJxLGlv6fpc0wViTNYAiwB\ncTq8iLFqcBpiNcS65ojE36/9NoNLc0p3tJh5bUuH3ffR/jW84fp/o1ddnu4uDJgRSsBHD/0Q5z35\nw3RE7U2xbYDepELsImIXkY7gpRoLHz/8AlBTj9iJtY+P3npWw+O879aLoO63El+t1zNpOJVJ2WYC\nPibG0zCJKaPzYmwqUGx+4O3SjoOxKqRqEBxpOnOqxcQa4KziECoM/9opQpov15igOUFH1225Ivcn\nZGnxb1v5n7vss7pvNV+7/2LW1tbnydeDFzkj8Nz5z+YNy09qSurycMyKOmiGZiuYIm/Z/z185f7/\npCPop40a95T7OOUvr6GrEOCc8MWnfGtIR+zh6alurf88r9BJIfQixvPERETeAHwQ2A94CPgPVf3O\nCPsa4NXAK4BHgdtV9XujjP9/gPcAFoiAB4EPqeojo9nmRYynYbpLQltXFWsNhaj5xdgAkryaLBhC\nmTkf06oLKOQtpwLpGnYf56S+dFNzE/d0/aXnZwwNF14U7UPBDAYzldMyX7nvK6zquxvRrD6MVYcS\nkHkhLCGWk1e8ccK27I6yLWcp3UMStsfL4XOO4ZjZx/Fg71Wsri1hcWE7W5JONiYhTuGsW/6FLx29\n++wlOyS9v8NnJnkmkelUJ0ZE3gQcDpwCLAbOB74tIltV9f/ttO8S4AfAJuDfVHXzGMb/Z+ALwDNV\n9f78d58ArhGRI1V1++6O98tJnoYpmBoLu7azYHYvS2bt9vM1bhI1JJrFhWhh5nhiymkb/TakbEMq\nIywnJZpnLymErm1C86kqV6+/JF9Yyb7wL1l6Rv3vFVvhjL+fzqq+LO5Ihfq+QFbRRgwpLUhD24k2\nE9R7JwWj9E4aC29deQZtYeZF2uY6CEMoBCmBsayr7j5gen11Mw5LIFnRwdnR8K0ZPJ4nAL2qepaq\n3qiqVwAn5b//h6E7icjewJ+BDcCrxyJgck4HfjAgYHI+T+b1edZoB8+cR1zPpFEyKYs7eok1Yk5Y\nbskcFTvgiVGKMrslc0wFFRtmxe4Uqnb4r1+iAS7fx5qJPWfc0POrekNJAdrDbpa2H8L2Wi9ff/Db\n3LjlVowEGKAQDIrF1y59DX/d9Fce6F8LQDiWZkYTxLmsAF8zOTY9ndviHxEWLMXADfj2KI8SOPy3\njXftIKReuc8zmmqXx7M7plPmkKr+bKdfDWRaXD/wCxEJgSvINMWpqtrIF7kA7FwKu0jmjn1gtIO9\niPE0jEOYVypn5fNb5Pe0Oihi1E6fL/REqdgIp3nfIhk+JiNxAU6yFgWVtDqh+f53w0UYBnpQCW/Z\n/yt8+b6L+eumG3JhIzhVTL5+tbL9AN57yPsomAJ/2HBdPcA2ta33b1c1ztK4J76aVOclR7+El/AS\nPn3XufTUViFAKAlPmXPobo/blvRB3o8pEHjWwic3xyCPZ8/n+cBlwPeH/O7tZELkTFXtbXC8i4CL\nReRjqvqR/Hf/DnxEVe8c7WAvYjwN02urBKTZDbBFxdhdvtIpCD3xppbMMRXUbJY27YBqOvydOgvs\nzV7XAuOPxdhcW4vN+4ELUElm8ZYbPkRKMqSibmZDSMCHDzmbFZ0r6senzpA2WHRuImSBtpLVyWjy\n2KldR1uQYFUwEvDOAz+62/370+oOnbTHU4HY49kDmC8iNw7590WqetFIO4vIi4GvkomVoV/Tt5Jd\n1jaLyEXAkcBW4Cv5EtSIqOo3RGQlcK6IHAj8HviDqv5iLCfgRYynYQI6KbsCAzecVqLAZWsv4x+W\nvrC1E00SlbSIDVIUiEdoPCUxSCELKk3L4795Zi0GBKuG1f0LKNsBD62hMGTZ5jVLX8qr99m1cm+f\nTXGTKGIiCVtSn3l7solYezBk8TYFGV0Y/mbDdUD+ann94plElEktRLdRVZ8y2k55xtEZwD8DS4Gf\niMj7VfWzIrIYeBLwMPCQqn5PRDqB7wH/T0TepKrf3d34qvp+ESkCB5CJpLOBMYkYH9jraZiqVfqS\nEjUbsaXW0ZI5UgeVNMy2ZlV8mwaUk5ByUqScFInT4Z8hXGqIN5eobGwj6KyNe64tcQ/rKx3cum0f\nepM2UjdQ7yW7QB7UuYLvPfXCYQUMQDEo1b04k3FJLaeD8VXNnO/Sh/+DokkomgRwvHm/j4x6zLak\ngtVsSW9pcWETrfF49jxU1anql1T1BOCFQBn4mIjMIRM1kHlP/pTv3we8DYiBz+xubBEJROQS4L+A\nlwFfAj4jIl8Zi23eE+NpmD9svIGtcRsGWtZjOnBtlPPYsKTJTRCnknItxEWKdUKlbYQGkB0phY4U\nB8g408udc/xq/SZqOicTBKJZ6hFgEE7f/2SesfD43Y6RRe4ok7WS0lVsx1QGQpCbw5Z4PWurdyH5\n2bQFEcu6Dhj1uIEnYRF47bLnNc0ej2csTKMM611Q1V/nAuP9wIHAQJ2N7Tvtt05ErgOeKSLdu8lW\n+jjQqar35f/+d8nWb/+viFyuqr/dnT0z5+7gmTRW9T6IIlgM0qqYGCkS25DYRiSt6DI5RaQ2pBxH\n1NIQoyNkJzkh0ax/Umwb90L98JGf8Kq/vo2a5qG7MigLjpp7CD844YujChgAo1mqc5Zm3frLaiUd\n2uyyOfP9du23cQiKEIryL8s/PuoxV6+7KXPpk1U1DcQXufN4duLa/P+bgPuAGrBsmP3W5n/btpux\n3gqs3ul378uP/afRDPGeGE/jCBTEoQoHdg73uZ04SWLq8RgyCTVKJos0CQmj7LWzyfDPEKlG3pUd\n6AAAIABJREFUBJkfBhlHD6HLH/sFhhKCYvMcpEASjuuyfOhJp495nESTHfoltZpZ4UCMkGKY+BJi\nb7KNv229AaVEkZiuMGTfjt1nJQH8z8NXMzTs+ejuAydsi8czZnR6pViPwHLgelVdDSAiPwL+j4jM\nVdUtQ/ZbAVypqjbfT4A5O+3TT+bRqaOqqYhsAEbNdPKeGE/DJFbqcRL3jrWcUYPIEH2tkxKRMTnY\nOCCJQ5JaSJqO9PUzWd8kNQRBY+d++7Y7sU4IHqoQ1WoUTEK7qXHorA0cOueYhsZqD4uUTJV2UyVs\n2cLhICaoEZmUyNg8fmViXPrIN9gSl9gWF6m4iH9a8r4xHbc96WWgZ1J7UGBOwRe68zwxEZEuEfms\niLw8FyCIyMHAqcCbhuz6PjKvzJdFJMj3O4lMxAxtXHYB0CMiQ13B5wEvzzOfBuZ9JbCELP16t3hP\njKdh+qoLCMPt1NKAjb2tKXbnmlgrZDqhSYB1iqpgRsz8GTzxhMbqxFyy+ju4S/pZ8CzHtu9D8KYu\n9pu7mX3aDuEV++6+a/UuSD9tQZrVVjHN75G1y3TUaAsSFCGYoGjqS/u4pucuHEVCUjrCEgfNeeqY\njg1ECMShQEew+/5KHk9LmD7XviLwdLLMpEfydOyHgH9U1Q0DO+XxLyeSVdq9SUT6gPXACao6tGDd\nBrKlpf4hx35NRGpkwbyfIhNDG4DjVPXR0Qz0IsbTMG9c8CK+8OBVWWn8pEUfITH1Am3T6Rs9UVQF\n8nYDdoT89IAEzZ2kXQ02gNyWbOFJ764gonQ+OWLr2pBPPuvycdla0JSiSUFAXOu9YSUpZfMBwQR9\nxFet+S0VVwAUJ4bTVrybQEZ/LSu2Rp/dSmiy/jVLO+ZPzBCPZw9GVTeSiZix7PsY8LpR9vkY8LFh\nfv9N4JvjsdGLGE/DdEsb1W0lCEHKrVmRrNm43irezKRCY47sW6cgIzg35kRVYkIEpUg85qH70zLz\niz1EJgGEDgMvPPKl4za1IxLKSSYlzU7tD1RT7l1/NltrP0QRCnIUhyy6mFLUTVZSonHKtjxh8QLZ\n6/D9R36deXQEIOCw2UeO6dhH+9dh8n5JDuGp80aPofF4ms0eEBMzbfAixtMwdqulsLaALUChNf0f\nCQiRfEnBzRxHDGINuMy3VLbDx310hRWqrojBYsKxLyf99OGfsHdxC1HesqCPEs9Y+Pxx2xoZCCV/\nD/LfqaY8vOVLPL79KxiyjteKUnN/5461R1NTw/zSi1g061TmtB/X0HyhmHqPp4m85d9/6ArskHo4\nr102aoJDnb6kn0AGqxz/n72fMwFLPB5Pq/EixtMw2pvQtg40BNM/+v7jwgjY5vbRmQ5o/T/QWRg+\n3qIUpHmzQiVg+Kq+w/GnLb/i2K4EAyQC3cFCSkH7uG11VIjy1GonKY9tv5y7Nn0YoUpIQChgSDFo\nPSU5ADZVf82m6v8iMpslXaexvPuM3U+UUwjakQmWiXHquHLNX+rtMAzCi5eMXYjUbJVINK/UK4Rm\n5mTGefYcWl0JfSbhs5M8DTMnKtC2ztLW42hfN/EskuGIbYKSeRRm1PfZaFZ4ThSrwwevGpRILIE4\n3Aj77MzPH7+CvcItRGIxYimI8sK93z8hUwOFSFIikxJguXnjOSRqSYmwBHn+TtbnyUCe0k2eHA7o\nNh7Y9iWufegAbl932qjzpc5mjTEnkGJ686ZVxPlSkEM4tvtw2oKx95/62ZorCYwjEDcptXE8Hs/E\n8J4YT8P0b6/Q0RNnRWBbJINFpS5eZtStJBisnDuSxyF2AZFRnArxGAv9/ezxX/L8OT0YyZ5MKurY\nt6OxlOqhOBcTSoWCiRHAmBBVcGKQfHGpaLo5ZunvCU0nqd3G7ev+mVpyzy5jKcL26u+5+sGVGEL2\nn/sRlnS+lCjs3GnOwXT68bznVVvjI3d9PT86G+f0la9vaIzHq48SikUFzASab3o840XxMTGN4EWM\np2G6ZrchNYtGBtPXGk+MSICQ3UBnnGs1yNxLoQlIXMJ3H/whN235O/OCuQRRSE1DrMtEjDGjp/jW\n0phZsjELYs3jYfYujS2QdWc2V+/nhp7PsaV6A07nUjIGAQJnyeSRI6Kdoxd+me6Op9WPC4PZHLX3\nVTitsXrj2Wws/y81V8YMESUBkKLcv+Vc7t3yUQLZl31n/zP7z/1XACo6GMw9nrf8x4/8FsESkHmD\nXrLo6cwpdDU0hsmjrQV47sKxpWR7PJ6pw4sYT8P02izw0dQstq01MQOBUSLNnstbX2ZtMpF6lGwt\nTXnrjWdS0ywDaavdjolhThhg891u33ov/7i3w+wm4+cd13+Vp3Y/ToJBNGsT8NRFH2zIqut7/sCl\nj32dgApLgs3MLRUJjFIgJhClTIBgOHbh+SzqfMGI4xgpsnLB+azkfLZW/s7qzR+nL7mdVLPlHRmS\nOJ+4R7h7y+e5c8t/4rSTij0eq1khxUbr9SYu4bLHfznYcVrhjfs1lpmlqnlmUkZnA8tQHk/TUAa9\ntZ5R8SLG0zCFzpDavAJiwZZas56kxATGZUFbM80Tk3P39rs4bH4tv2lKHmMClgjNm1/e3bea1/7l\nHaRqeOHCZ/H2A3csw5A6x939j3DiAiXVEIMjMkVmF/Ybkw2xi3nXzeeyMd5KQYp0BmBMN222hxI1\nSkH24otYXrrfzbukWu+OOW1HcczeP8O6KhvLf+WOnjMRqlkvIx0iVFSBPvprj2I185xYG+DUYsZQ\n2wXgwvsuze3MhnvHitcwO2qs0u6NW24klMwqq8LsaHZDx3s8nsnHixhPw5TjhHjuYFO8Ox9cx5P2\nW9TUOSIRqja7vUfBzFQxTh0iWaxvPRiW7AaqEqAK6jLPhBHlqvV/4PI1f8IR8Nz5x/CshUdz5aP3\n0B3202ezZaeCSTmk6yWjzm2t5ZN3fZffrb+FQggRARoVKBgHVAGlzSgDUqMgpiEBM5TAlNir8zns\n1Xkbqo7be87m8f4rsKo7LBXWXEjNFeret+/en9XYmh89mSfNPZmu4iLmFvfdRdiU0yq/Xn89kImY\nQODFez+jYTt/t/439ZgcI8pR3U8e1/l6PJ7Jw2cneRrmmUetxAaZx9MGcM43f9X0OZwGVNOQalqg\ntzaDtLYOblakfhN/UtchfO+p3+C1S19FoobUGVI1pPUsoMzDMNBK6bc9N3H2Hf/Nj1bfxokLHqSi\nRWoakTrD0fPPHHH62KV89d5f8fTfnM0vH7+LVAvUUpNnGwkhKYcUOzh55RXMKe6fmzy4DDRRRAxH\nLDyPF+93B8/d59d0Fg5GpUCiQiG0gOLIMrQgE3Y98a38dt37+MnDb+Lie1/E/9z/Dv64/hKcy2y6\n9KGr6plSTuHU5a9ExlEgsS/tq7/WgmFBcUFTztnjaRTVydlmAjPo7uCZLJYsmA3tkOYxvWu2Nr/i\nXawBlTS7sRpa37dnMvjBw5cyNHMGUUTgpH1O4kWLs6J0L9v7xfz4sUtRyfZcWFhCT1yhklZRNfXA\nV/IlmTapEUuEukyAiEQc/78foygFhBQVpc0UefOBz+OAzr04/YZL6p2tRbIlm0CEAMdz5h/F21ae\nQmQyL5uqwxIgeR2YZtMe7c1z9vkxAFuq93DN5i9lidGSeWh2COqWLDPdaszW9E56Nt/DXzZeRtm2\ncfO2xUj9eUx42dLnjsuerUlf3jndzawq0R7PDMaLGM+4kMjg8jvMOFcZdktfOSTNx7cNFHybjqgq\nX77vq9y89WYwB9ZLEAvKew98N4fPOXyH/S1RvYbMCfOO4qT9Xs3G2mZ6ytv47Ya/87M1f0RVWN8z\ni6cseohEQ8jroty7fS8AqpoASoCS2Aqfv/sX7CCgGBQIL1x0NO856FW0RTsGsiqGgmQNIJNW5dLn\nzC0dxLzSQaxLVkFeG+jEBedx7YZzdoihGXoGIo611TYEQURxCnPCPs78+z/X91rWtoJ/P/hTo86/\npryW7elA5UZDyfigXs8UMkO8JJOBFzGe8WE1y5kFNG3+N85qiJsBHpjEJXzw1nPoSTZQX73N/3fU\n3CN2ETAZOmTf7LWdX+xmfrGbQ+bux+kHvZLEWVZ++3wWze6j5rI+SwWj3LF1rxGvfwPOhawGhdIW\nGK549tnMLgwfABuiBPl7EMkkXCo0qS8iCcqKOc9hxZw/A7C2/w5+teaD1Nx2YifEKtRSYUM8GyMO\nVUFE6C5VGCrUHi4/wBk3vx5VIVFINCB1IYd2HcEz5z+TmotZ0bk3H7oz60kXIIjAew86q/Xn6/F4\nJowXMZ5xoS5z7wP1G21TMQHiknGl204XNsebOevWs7Dq8n5ACjIYwmvN8GcmQ2RIqpVh9/nxfbex\neNYmsszrrOT/gmA5C4rz2Jr0Mztqx7qYqoupuRSRHZdnPvykV/GyZU/Zrf1CP1GereNoTT2goThT\nyavk6i4xOIs7DuNfV14BQDndxo8f+QTXbNhSr6rrgNlBGSNDiiQO87EMACuO27bdwU1bVw1pTwCF\nIFs4mxfOZb/OsWV3eTzNR3yxuwbwIsYzLiIJcGm25BGFrfgYOSKTZe+ke6CKiW3M+257T7b8IYMV\nOCXIwlYBitHwF6rM+5H9rS0Y/rX96A1X86JDHsz/lUmkfzvgk7zr0F17Jd206X4uf+RG7utdx5Hd\ny3n3wS+hFBZ22W9nQhkoPGd2EFatoiM0FEjyQOKRqwO1h7M5aflnuGLdGVldGM26bL9x+UupJRV6\nbR9tQTvXbvxVtgQ15IZgIYstIluOQjN3oiOLDxIRzj3snJaep8fjaR5exHjGhQ7pK6Mt8MRIXjlV\ngWAPy6F7pPwwn7jro1kGAJlksSgnzjuRP0ZrcTZTZSrDq7O2wOYxKEroht8nCrZRCAZv0JEUaC8M\n3+zxmHkHcMy8Axo+j707nsWdWx/Og3vhjo1f57D5b214nLHSRkAYZAKuaHZf4vDDt58/+A+BNy17\nBS9cvGPH7lcs/RdireKcw4liNGB9bSPn3nEeis2DeDMMQkjIJw/7EHMLc5p5Wh5P4/iYmDHjRYxn\nXKTi6qEHSQtq6oYEpPnN3oxws5+OXLXmCn6y5kdAlk5sNIuxeOf+7+DY7uP4zI2fyEWZIiM0GCya\nmIAQwREGtV3+fsFd13LMPg/VXxdV4bl7varp53LYvDO4ccsP6zf7nurdTZ9jKDVXpj0c/bPUF/ez\nuv8hIPsIdph2Xrb0+bvsZ4yhRHs9dgtgv2gZ3z3+wvq/v7DqYm7cciv7dizmE4e9n9D4S6LHsyfh\nv7GecWGjrGEfgGlB8pBKgOZxGLbFmTHN4tN3foA11Yfze2aI1Wwp6cMHfZR9u5YDA5lcmXgJR2gl\n0GFqJDgMStHsuuR0wd1/4BUHlOsl9i3w/EXNFzHGGGouJCULHK641j4edhbakeroc3zqrgvytG8A\n4YyVp4x7zvcc/OZxH+vxtIQJdHF/IuJFjGdcaIfB5iom7Gx+/ySreeSITP+iTLGr8sVVZ7ElWUso\ngpGQmlMKpsB/HP4FuoY0IayXH1FIRlgqag9qOFIMjsRt3eFvf1h7H8s6ewgHAloVVpSe1JLzAqhq\nIW+pqDhpa9k8ANW0TCCDRe6Gw1rLI5X7KBhINSuKeMy8I1pql8fjmb54EeMZF7U2V1cX1VLzl5Os\npgRBFhdj3fT1xKRpzPmr3kiiNUpGEAKqTlhS3IePHP7ZXfYfKsjMCOqsEDhsnmZcYsf05/dc/xOe\nt/wxyOvaisCr9n1HE89oR2IXUnMhoNTS1jT7HCAr0DfA8K/Nf63+OsUgRsQg1nBs9/EttcnjmRKm\n+YPbdMKLGM+40DbIQ1YotuABvS0IcfUFg+nZx/qebX/iisc/RmRANAQXkErA07pfzOv2PWW3x6pC\nrx2+Do6qEIlFFdKdgqZT2UIxF3eqjvZgNvNLi5tyPsPRmxZIiRCUcouT3Z24UbOgVvf9lY4wJVVB\nKfCug/6tpTZ5PJ7pjRcxnnFh25U0Xw4pdDXfU2ICS2gtYpiWEqYv6eH3a8+mQ5Q47zukBJw4/+X8\n494nj3icc1JfUuoKhq8Km2jWOSirUFus//4Tt/yS5y+9l4JYnAqJGN6w/INNPKt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tMwedOHVnOKmkOq9RCUUHfMOjGjcc2Zbx/x+23rVvLHFQ+wpjTI0v5V3N2/CgSMOHpycXZbBlFl\n5eCM9DWKc7Dnon5mdBTT0v4CBkckLm0GieOeR/bEJiFiJXNV1fc2qPw7pO+VRnH3NI2ruc1c3b+6\nU8elj11Rza4KgfMOfhOhmfrXShRYoqo03v5tKDye3RlVXUcqYiaz7uPAaydY53zg/DH+9sXR3p8I\nL2I8DWNt656QawVphaS488TEbM1ReyzkqD0WVn8fLJf48gPfZUPxaiKTHmSscMf6Pavdq2fkB+mb\nUa7+DmmykwrkTHoDD8RhSf13Wu2dVC8fK42VzFbVglvH1nur8INHf0pcVxOmy+Q4ce5RTe2rYBzl\nbMy8+K8nz27KjmOJ2eHx3xKehhEjtKqqS73zJbcDth2YKtdt+Dt3bL6N42ZsJs4sJwHKHRv2Jh8W\nmdczvE1AUUWflOOQQlCzqPTNHkRECY0jEBgYgHI5R1LOoTZMA3A0HaEvl2/9wRiBzNUn2aQf3fI4\nV6z8IyAYSRtEfvmoj2OaTJMXlJxU7D2+Yq/H4xkfL2I8DVNyxWqNmKYfGOoSfHaWOjGT4QfL/48e\nM4DTAIPDGMdQErFo5iYqWk2zYN1Mf7BmSydDSYG9O9JKMtt2nk7DfHt7FdUSTst0BV1E5DhlryM5\n++CTCU3rXXIjC9yl/+Ln3P6l6rycwrEzDmWPwqwW7EyrzS/VP456dlf8R3/SeBHjaZi8pAXVWpZi\nnd2rk50oxXoihmyZgzsHWVPuJSBhTm4LDw7Oqwb0QhrfIir885KX89W/3c+agX6CvMXlwalkgdOC\nVLtOa/YajCjWCZvjIawW+dbD1/Kth9Pg3k5C/vO41/LM+Qe15FisTaAqLODhLY8RSwmj1VnxvoMn\n3x9pPNJCd+m+AvENID0ez/h4EeNpGKeumvprmkyyVoGsQCtuF3n6KNoSsXUsH5oJCL25Ih1xif6k\nC5Gs2zXwwjkn8O6D0yzFl59e62f0s3sv4hZ7BRWJsGlDjny+RF+fVts92MxFNdopGyLhXTddDKRh\nMos7ZnLFs94DQBiGSIOxM6YuaMcA/3b751EltSgpnHvAm+lqUaXgWIUw29lAUmrJmB7PzoQoO1J2\n0g6PFzGehlFJn8wrtoKmxjLggvSRPt+aJgbbnffe+BVElceGZhKKo6wBA3ElVkWxZcNj1+3Fm855\nzajb7zV3Nrevqj+vEaVSxJq1ldhdR2/fEMakwk9VsljfLG5lq2/A5cMbOeaqT6R7V1iQm8Uxcxbz\nySNOJQwn/gpwYnF1hYHKLrUkBU6ZEXVw4vyjJ3lmJqbkAtSY9HiCrpaN6/F4dk28iPE0jEjF/tJ8\n1ILNOYgAB2YX+TjeP7SS/uE5JC4gH5SJjKMUJsTWsHLZDMoPzgIHl19/J296zrYNZK0mdQnsyrKz\nzgPg0gdu40N/vwowbN7chQSpe8kYSy7KgmAltZZsbWypdMoWgZWljTy+YhM/X3En/3rwybzt4GeO\nezyB5HBaBsCpVrtUg+NzR7S2Jk3igjRDCyi3I13c49kZ0F3jgW462HUiKT3ThrqalaDZS01zmi55\npRju/HVB/vXm/2GoFDFUzlNOAgbLHVg1WDXct3IBpftmIAkYC9fc8/CoY3RKNwFJttRu5K8/8Cge\nPeM8Hj3jPD546LPT9HQF5wKKpRzlOCKOI4pFoRQLcZylbGstK7s+O1sVvnTvH1lbHBj3mOLE4VRw\nanCaWmEAnjbjEPbqnN/M6dqGRENiF5C4gJL1NnWPxzM+u8ajr2daCcRs47KYKtph00+hgkl2nmJ3\nY3HLxofYXOoiMDGqBlUhMpa7Hw2Y19nDYDmBAFDoCEY/3mEdIJpAHb79yGfw9iNrNaj2v/xTNaFC\nhHOpoy8p1iwwYZgQmJHCRoENxUHmFLrH3NeAjXFZ33LJWiGA4RNHnN3IqZkUilDplz0Qb55gbY9n\nF8Xr90njRYynYZQQUUVFmg9Ay4JDAcg1OdZ2JkkSigks6N1CaJR1Q10MFiPue3QhGKXbFBi2A9W0\nLjdGmwWRbhInBEaJ3eSMpQ+d9uERvx9xxScZzrKzK4IlsSHWAriau0lgv945Y447WB4iGZHmnVYh\nPveQsyY1r0bpkQ4GSauOl/CBvR6PZ3y8iPE0zNrhNJjUoKwfbrKLcn386k7+aXzZn77K3I4hZnUU\niW1AISxzz8YFqBNkg2GoI06lQOYhCqLRBcqmpMwm20HkLINuaifljld9ZJv3/rTyAd5+/Y+otCro\nDEJ++8L3EI5TZHBduZ/6x0JBiSTkpLnHTGleE/GGxadx4fLvAt7X7fF4JmYnv214tgcz8oZfPnAY\niY1YNHttc4PZSoyF4sqtmN32wVrLqvIantKbtmTIBwllF2KLOVAhjEO6wjwDplRttTAwPLqlwWgH\nm5I8QTUTqDWctPBAHnj1tuJmPFYX1yNoNTDYGLj4uE+3bE5b8/TZ/8C3ln+bFpVS9Hh2SnyK9eTx\nIsbTMILy7P1HD0pteCwnaCVYdCcOyP/MPb9icW8/sTNp/IlYHn58LiAEGwWJM8uCQKXPZWdh9MtP\nCdkcd6Yixm5fe8SX7ruQwGhVUhzSs4SefHtTnw1gjMO1UMB5PJ5dEy9iPA0Ta3lEUfxmqQQJh2bn\nDYq54rEb2X8WWA1AFTGO/k3dCBAVQ7DKlnK5KtSUsTsDDSZlSi5qQRWe5vjNE3+gJGWEsBpD8/FD\n/6Wt+zTGoAiJk51Z03o8zeEtMZPGixhPw3SEnVCtZNLk1VZnaHDb9ZY9dWJnmZEbxFWKzSFs2NSd\n1mzZCBIDFgomYEvdnTmMRs9OKoRdlK0QCCTb6cus7Mpc9NgP096PmelIBAphe4VmWk3YCxiPxzM5\nvIjxNEziasXYTLN3m4RqYaey2zlFzIduvpK+zjJO01QrI/DgE/NBILfeYEQRCx1RDg0HqyaYzfHo\nMTGDcYlEAxLNegltB77+wDfIGYs4KLZGrk6KJEn8Q6hn98a3HWgInwDgaRiDYESbFzAAVpAkXcKd\ntErl1atvxmrqAlEV4lhIbMjhHXOIYkNQFkwCW8ol1IBG4CLozEWjjqdoteDbZFOsW8mawTXcs+U2\njKQ9soTUCtNgy6UpI3WLx+PxjIcXMZ6GKetw9qr5PtYmFsSCWIh2QsPgrWtWMLd7M2UbYK1gVbjv\nkXkg8KyuxYgjXRRm5TvShpfZMuxGj4rpCvOopmNtjweyj9z37wQ4AhwOrcZcT8eXRRiG1U+Vfxj1\n7LboNC27ADvfXcOz3Qmlydow9aggVhEV4p2wV85/3vU7ikQoBkNCp1jKtsCcjk5y1Lo/o7BheLia\nmQRgxjBlld1g5q6TEW0HpoM/rP4tgiPIpp5aYhQjLnOXtZckSdq+D4/Hs+vgLTGexlFXNfc3+wGS\nBII4dbe4YgvmNs1scI9TSnLEicERsnpdDyB89PiTCUUQp4hTjAWrioY1S0yuMEabBVXyQUIhSCiE\n0ytifvz4RUhdxvsbl5xJIJZAlECmZy5CGmvl3Ume3RZviZk0XsR4GuaxoXtbFrMQFgVTBlNOa6ns\nbGx2A4hYECG2sG5jF51BwEv3PRh1BmPBZC6lGYXMnRSmy4hujHX0Rl3kQ0s+tOSC6RMx59z2Hlzm\nxkKhL5rBwT2HEorDiCOQ9gdei6Q2qEpfJ4/H4xkP707yNMxdW/7UsrGkTLWlYLCTfRo/cuf3yIcW\np2CdY9OWAkGX8ry99sSIYBObCjMDWGXYxiOU3/AYrpPNSYkgc+NMV77W8sFH6Lf91d8V+PShX2FV\ncXU1oHc6AntN1gKhVl7P49n98NlJk2cnu214djT2yj2lqe1NdrEKoDuRJaZsY27acCsdIVgHRSKG\nSnkQ+M2TD3LITz7KkmgGxpFWrFMo2pHF7kwwuiE0to5Y01opdppUzKfu/RxFlyMgIQqUp886MQuy\ndQguqxfT/nlYW7E8+W9xj8czMV7EeKZE5RazV+fBTY1T76HYmXybl6/4LZ1RCacBZYS4mAcJELGY\nrL/A4+FG3MvAqUHXC3tLH+tMqRIxSzSGiOnLd1NKIow4rBru3/woB/UuaduxfOuhS1hfEkRCIoFc\nYDlrn7cCEJiQIEunn64YFSOK0zSN3+PxeMZjZ7pveHYQ6m8tQTBGcGqjAyrkdiJJ/YsnfkbOWApB\nTCCWjcMdhFGSucRS04tI2jDRCDAL1q5el9aJCUANbC6N3vHyqTMOwCLEGuIQPnPfN9t2HP3lzfz0\niesouQCrAU4Nnzrss1W3DpoJGGlBYcNJkFbs1UzAeBHj8XjGZye6bXh2FDSzJKhC0Q1PuP74g9Ve\nBmbn+DjesuE2csYhFReLhoAhCDS1xEit6zOAy36W5hXhkXx1nNtXrhp1/DmFGfSElmFrMDiKdnPb\njuW82/+boo0wWU2YeR09zC3Mr/49cUn1GKbDEmOMQTNXmvr8JM/uitfvk8ZbYjwN46h1ng7paG6w\nys1RIYl3jhoh//vQ/9IRxkQmIRDH4xv66hKNhCBILReJhTghO1dKuCbk9UceVsvsGifeZWa+RFdQ\noiOI6Y1Gt9g0y/LB1Tw4uArSyjCA8PkjPjxinUJUABQzTTmZzjkUoVYr2OPxeMbGixhPwygmC/cU\nVJuLPJWsnbO46Str3wyJSzBmgECUSNKA140benClAve94uOpdSaLTQ1MWtDOGMUMCz23d3LGMUci\nSVqheLyQj75gmN58MV3C9hTQ+ddbvkxoYqIs+vjd+59GX65nxDrWJViFZNqrB/vGAx6PZ2J2Dvu9\nZwejdjtzpknriaWaTGt2Ak39/hs/g8m57P5qWP7kbIJu5dPHvgiAe152fnXdy5beyZc++buqOjMG\ntOJbmkARdARFnKTxRgXTevlww5rbMUE/OSdYBUvAS/Y8cZv1YptUu1jbMeratBKt7sPb0z27Kb4B\nZEN4EeNpHK0FSISSa2ooSWrP3MFOIGJc7h6irCR/DCwb6iMIlNP2O3KbdfcodCIKkgkXYwKiSUbH\n9oZlSNLz0Re21iJh1fKNR79GV5haWAbiHO854LWjrhtJrs6t037LSBiGVNO3vJDxeDwT4EWMp2Ec\n1O4vYzQxnCzG1W6Ntrhjx8RcePflhEarAb3FYkgYwdNmLRp1/VgdqCLZESbOMjTJuJ+cWHqCcva6\nOaG4NZcvv4jeaBgFBuKIrqCXU/d65qjrWixWBZkmUZEkSV1qtRcxnt0U/9GfNF7EeBomMnUV85t8\nOJe6rJfuXGtv1q3m9oEr6CpkIkRC7nhiAUbg/GNePOr6QVZCv/KF5IDCJI8xkjIuy14PaV1MTNmW\nuXbd7wAhMEpnaPn4U9435vqPDC1PLWWiWYByexERn17t8XgmjRcxnoYZERohzbmATF2IyMzOzqbG\najd9HeVq6m85SRgynSzqnMn+fXNHXX//mbPTXkCVe79CEseTuj+HYqmkL0UtdLN9YelnGHYRBiXC\nskduD5b07D3m+t999Ac1y8i0tR3w7iTPbo7/6E8aL2I8DVOfjxTbJl1AdRdrZy5qbqw28sk7ziPK\nygsnCnev2BuncPWL3jPudvUBegJEYTipoL2CUUqantuCNJnGnlG2Ze7asoJUFmUZSQeeO+42CXFV\nu8wIelsyj4kIKjn3Ho/HMwFexHimQM0yEOrUhcf537uq+lqARXNnNjOpthHHMYncQyCpgAtUeDyZ\nTUc4/uWzpHcmKoKpM10NlZPq/Xk8w4YQE1Z7MpSamn+Ff7v9fMouqlaFObjvUOYX9pz09os7xrbY\ntIqb1l2P4PCWGM/uiuCzkxrBixhPU0g4dVfH3+5dNuL38896UZOzaQ9fv/cH5IIEiyFQ2FTqAmP4\np/2PH3c7EYECMAwgYKF/w+CkvDIWIcxsXkkL/Dj9xc08UdyYzgODiPKO/d89iS3rxESbC/mUXYnv\nP/4/VUuMrxLj8XgmYsfPafXs0MR26kGnpbIdUdMsl2tBH6Y2kMgPmRNtYV60CQSuXbEIVeF9h508\n4bbDJ2bmGwuosmp9f7X27XgPWyWNiDUk1pCyNh/w/K5bP4FTcFml5ZPmnEhP1OyB0ykAACAASURB\nVDPhdqnTKS1smGh7s8f+uPq3I87JId2HtXV/Hs8Oi07TsgvgLTGepojM1N1JYgTNUqynIfFlSqwv\nbqQvX67aBYxL6I97eeaCyblWOvMFxA5VhVpAeqwTOUuGXRflbA2la+oHANyz4UEGXJHKJFQNZx9w\n1iS3rs00bGNvq7Irc+WTl2PqsqDetO/Zbdufx+PZNfAixtMU6ppQH67mKNlRfcBfuetsFvSYarOj\nO1YuRJ1wwQmnT2r7gWJCn4KiiEIul0PrE3DGoKQgWbyRNnlyPn7fBQiaSRHhDYtOmfS2BkvBJFik\nrRV7f7by+5DFwogoC/OL6ImmJ5DY49mh8BV7G8KLGE9TWImnvrEKEmfWhh3Qk1Qul5nfk3WaVgDh\njvWLmNHRQXeuMKkxusMIKFe/lGycutAmsjzF1lS7els3da/vbRvuTTOMKtYfFV6z6IWT3r4rKJIz\naUHDSNrjThqKh7h+/R9ItZ0BhLMP+Pe27Mvj8exaeBHjaYpAp/4RCgkwmoqgNodbTInvPPBNTOhQ\nSV0w962dR9nl+MSxoxe3G43SsKW++k0imlpiJsCqIbHpuTVNBNR++r7/pmbyUS45/gsNbd8RJARZ\nm4XOoLlmn2PxrUc/iWAJxQCWV+z5RmbmZrdlXx7PToG3xEwaH9jrmTKqkMjU2w6UhmupwztiSIwz\nl5E3MTkSwPHLh44CFV66+CmTHiPYqvuzqk2vusoyBh2mFnvXNcl+S1vzy8f/hK1W9VEMhq5wchak\nCkG2awFMs80+R2FLeRMrhh4iFAjF0Skhz543eZHo8Xh2b7wlxtMw9aERpglXhxgDmomgHUzF3LT6\nZnqiEkKa4rxuuAsQXrVfYxkzkQTVY1MgF+Rq8TDjGDZyUsRmCmKqbpzvL/sJDkg1kHDuQW9vfBCp\nxcJIG/6R/t/Sc9M5Zu0nXr3oHS3fh8ez0+EtMZPGixhPEyhBMPVgllwYMezsDlnW7PonP8DcrlpV\nuqsfTcXLOUc/q6FxTNY/qXJ81llkErXcAhNTsZmYKRhMl25+hHKmkpymRp/jZjeeshw7qKgwaXGd\nmPXF9WwqbyYXGFSgYHo4etbojSg9Ho9nNLyI8TSMVO/CkKSV3KaGU6axLc+k2TC4kdldg1gyd4qD\nh/vnceCMOczrnLi2Sj3FUkKu7uYfGEEsE1piICQi7WKt0nga+0fu+sqIjKQLjvzwlESIVcmCbZW4\nyY7lW/Ohuz9LrFFaQ0fgnft9oKXjezyeXR8vYjwNEwg4Te0LOaZeiE0Tu0OJlwrfvv/tzO9Ji8Kp\nOq5efigAF578iobHipxBTb1IC5CYCS0xsYYEWeaXdY2d418/8SeUuNomAQ1Y2L2g4bkDJBpUJ6uu\ndb2tbt5wNxvjjeRMQIxhQX4hB/Qc1LLxPZ6dGZ9iPXm8iPFMAaUSa2qa6GKtFrCZrWAHCTFPXIm+\nrpUMu4hAlJAyf1l5MDlj2Ke38d5OoRqSumP7zTX3ECSk/p1xLDEljQiyeCHX4GX6nWU/TgvqaVpc\n7+tHf6ThedeoFbVppeT89L3fRggBh1PhPQe8q2Vjezye3QcvYjwNY6qRqUqsU287UIhChsjqzLQn\ne7dhfvPYN7P2iKm16ckte4Ao7z7iGVMaL3IBCbVY3tvvWYnsaSZhiVGSrNidNPBYdt26W6pOJJVU\ngizonDuluae46lQtrXEnfeauiyjamFACrBoO7t2fvbqmZinyeHZJvCVm0ngR45kCtSssNE24kxRw\nO1Y8zLKhKwiyrCBB+PmDR4LAmw89ZkrjFQfLxAK5yilz1GJixhMxLsJUYmIa6BT+tQe+P+L39x/w\n1sYmvBUBrmqLyU0hNmdrVg6t4/drbyUXGBJVDMJnDv/Xpsf1eDy7JzuIEd+zMxFIao0xKOqmbkKJ\njCHL/gWBy35xS6umOCXWF5fhjBBrgFWhlBjWlHs5bs5CuqP8lMYMnUn925XFgXFgbLqMhVVDWQPK\nGpBM8jK9ft0tOMoEKJLVhXna7COnNO8KkTgKQUIhSFBtojpzxufvuwynQuyEsjO8b/83Yoz/GvJ4\nqkxX88ddxNrjvz08U0IkXdCpi5hXv+CIEWaYS399c/MTa4Irlp1D7AKsBiRquOLuoxED/3vSq6Y8\nZk5Man2pLKSWGLGwV9/YmU6OdB5WA3SSPRn+66HvYMSlC46vHvXRpgVCbzjMXrkNzI/6mRl1NDXW\ndWtv4o7+R1CExIUUpIeTFjQnsjwez+6NFzGepijp1FOsz3rFCWlJ/2zZMjz1+JpmGYjXs95uJtaQ\nkjM4Z1ixaTYFEzCr0DnxAGMgLouurXv6EQdilX1mzRh7O7U4BIcgk+jJcGf/vSSVFg5AIMKeHfOm\nPO8Ki/OrOaZjOYcXVhDKqimPU7TDfOPhb2LqzFLffdr7mgoM93h2VUSnZ9kV8DExnqYoBI3VTdmG\nzJUEwBTL67eC3z/5HUoaYVACEe5aNR9cyHuPOLGpcUulJC1up1oxXSFJ+u2RG+cGHhmLZpVyo0mc\nlq8/8B1s1h7biHLawpc1Ne8KTys8wdxQSVR5wmyZ8jg3rv8ZOVOiOwgpE7Kwo4+5nbNaMkePx7P7\n4h+DPE3RTEwMMMISkyTbrwvkrZv+htWAWAOcCtc9fDCocNX9Dzc1bmQCxGmq1VRTS4wFSWBwoDTm\ndnniqmuowPixKMsHV7IhGaxZbhBO2esFTc27wtwwjX3KCSwIBqY0Rtlu5qa132FmNMSCzk0s6VzP\n1446tyXz83h2SXxMzKTxIsbTMJXeSaqgpskrQaR6QZlg+1hiHtxyG1YFly0bBwuUbQgId6xdzaHf\n/Co3PfH4lMYOgrTYXeULQxQCqwRW6YzGNoR2GkunidMlGD+1+WN3/RdlG1C2AdYJnzv8w4SmNUbW\nsirLE8OTCXSYrimNceuaj5IPEmZHAywsbOId+72erqi7JfPzeDztR0TeICJ3i8igiNwjImeNs64R\nkdNE5FIR+ZyInNHAfnIi8tZs20+JyKkTbePdSZ6G0er/wLjmhIc4rY05zZr60ntv5z/+8ntOO+46\negoxZWdwGK666/AR6w0mMa/52WUs6u7lsleezmdvuIbrHn+MgXKJ2FkOmjGHK1/9BsJw28tJkMyd\nVFkUSVLhpuOcu4IpVR+Uxkti/8vqm1lX3pLuSZSCKbC4e+8Gz8TY3DQ0h03awR7BZvrcJmY3uH0p\nWc/64avpky7yUUKE5bAZz2/Z/DyeXZEdKV4lEyyHA28EFgBfAL4vIv2qeuVW6+4J/BBYD7xFVTc0\nsJ+DgR8D12bbDk1mOy9iPA1Tf+t1pjVV6gRQO33upF89spTzrvkdhTBm7671dJqETbbAmmIfQ7ar\nVsel7svksYHNPP0HF46M41G4d8NannvZd7nmjFFqsqhLA3k1K3enYKwDY8iNkznUGQq4tE5MTmKK\nST+FcNtA4C/efwkWSVOqFc4/7L1TPSXbcM/G33J7cRFOhc1Rgf3MgQ2Pce/qt5CXmJnhEJYiT531\nbwRN1BbyeDzTzhZVrTY2E5GVwC3A84Er695fCPwVuBl4rerkU1dF5HDgL8B3VfX9jUzOu5M8DSOi\n1SVo0hIDtZiY6Sx7d/Yf0mvvpfvfyoH5VSyINjI32sSDq+el8wkUFYeiWYBtTdEouo0/+bHNm0bd\nT2IdGmRPVprGxphhMDEMjBMTc8iMF5GTmJzERJKwdvjubda5du1tJMRZo0dhn8KeHNS7T+MnYwxu\n2HAty4dmsXx4NsuKs5nb/fKGti8ma9kS30lBErpNkbnGsu/MN7Vsfh7PLssOFBOjqj/d6q37sp83\nVt4QkRD4Balh5M0NCphe4DfAo8A5k92ughcxnoYRKv4Rh2kyo6g+sDcIJ1cPpVn6S8NImF7Fr97n\nJhYEA8wLttBJidtW7JPlH5JejkHtSk+30Npvuq2Y2ZokVpIekwb0QrVmDAo9XYUxtztuj3dTMAkF\nkxBI6paqZyAZ4gv3f5NQHAEWUD721Hc0eCbGZ/mgZcjmKdqIdeU+9ug4oqHt/7rieWg277yxHDT3\nSy2dn8fj2S48j9Ttc0nde+8EjgL+U1UbTWP8GLAQOF9VG+5t4kWMp2GMgBElEEia6J0EoOlgYLLX\n08B/33sd4Hj2oqX0BQmhKN2SMDScx7mqWahGoOlbWxdXqFtvZjS6i6QzCtFQqi0WgIpXiYHi2JaY\nwORw2dOSKhTdyMygy5f/iryxRMYSBvDU3v2YU2htyvKwK5AQkBAwYBtzAd257r9wlChqQFlDlH2Z\n3fXCls7P49klmS4rTPpVtoeI3Fy3vG28qYnIi4FvAJdppQZEyttJv+E2iMiFIvJ3EfmdiJwywXgR\n8CagH+gRke+IyK0i8gsRefqE5wovYjxTwJDWbzNATpqr4lqLLxHiaUqx/vkjdyORcub+1/Gk7abf\n5YkRLltxHMGMmJvOeAefPPYkFnX3Mr+QZ1YYMbejkM4zAkxmj6nTOl98wUtG3Zd1ijhQM9LqhEAY\nji/arAoxhgQhsbVLdSAZ4M/rf01HWCZnYgTLB5/y5mZPyzaUbP38Jv9V4Zzj/k3fxWUHG6vh8Plf\na/n8PB5P06xT1WPrlgtHWynLOHov8FFgL+AKETkn+9sC4FBgBbBMVd8GPBcYAq4UkTPH2f+xwExS\nV9Jdqvpm4IXAHsC1IvLsiQ7AB/Z6msI10XYAsht6dn+cruKtq4YGyUUJ67STcjmi25SIon7uG9iT\nPQpdzO3s4awjj+OsI48bdfv1w4Mcf9H/Eru0j8BpBx3GcxfvN+q6gRNwmvVpSN9T0kDfSLc94DX9\nK7lv6I8c0fVsYs2sH6qYIMxeKuff/UG6ghJODWjIS+a/kJm53qbPy9Z0Bh1I9rjWiI3sZ8v/CVXH\noOYIRVncczq9+UNbPj+PxzM9ZDEuXwW+KiIvAH4KnC8iF5KKGoBrVPWv2foDIvIO4MXAZ4GLxhi6\nsu0vVfXObNu1IvIu0uDh/wc8Y7y5eRHjaYpy0+6kul+C6TIMCs9YcB8PlBcSimVhtJFLHtsfEfjY\n0RO7PGZ3dPHg2943qT0FkkazOLOVEFAIt4oB+unST3NHfANDznLNhkvpCwwhilPDQ+tv5cC+k1g9\nvAplFR3GEKvBasBrFo1uBWqWYTeEqS9wMwlWDt7KhvLDhJKjQ2IS8hw59z/aMj+PZ1ekPvlxR0RV\nfyciXwfOBQ6EajXOzVutt0pEbgCeJSKzxki3rpjft972VhF5jDS1e1y8iPE0RS3QtQmyK9ZMg4h5\n55/SQPuZPQlr415CsXRImV+uOgIR+MdFh7R0f85acPXxPgomq9g7OFIA3h3/hWHXRQcWJaCkIVbT\nq/yWod9x091/JiLHrGiI2Bn6ky5es/dryQdT67A9EZEIRlxDX6i/e+J8FEOiMKh5TvACxuPZFfkL\nqYhZD6wGSsCiUdZ7Mvvb6OmbcFf2c6xtxy9Xjo+J8UyZNDKsw4ydYTMp6u6Q0xET85vHHqA3P8Cj\ng3uwYnAGm+M8y4dmoSq8ft+jW74/Z8E4IAQNsgVAYdaMkRVwOwyAoQgIFsVgMQiGsoOyCxlyjkGb\nI29iOgLlhfP/seVzrs7dJYRGCYxiJlGZ+Y4NP2XIbsKqISGgEOzLITNf2rb5eTy7LDtQivUY7APc\nqKoPq+oAcDlwkojM3Gq9fYFfVbKOJKW6jqo+RFrc7tQsTZtsPQMsBn4+0US8iPFMgUocjCLjFGxr\nlKDN2UlDSTlNbe4usnKwlzWDXawa6uMvy/cDDOcf03q3TLkcp6erEvuTHaMAZ73yH0as6wRyFFE6\nKdoCaTK7yfohGQRHII5QlKIrUGhRocGxqKXS66SsMdeuuYBUfgU4Ql6976gxgh6PZydBRHpE5PMi\n8jIRkey9g4E3A/WtB84htcp8TUSCbL3XkYqYD9StdwGwVkSOr3vvHUAv8Im6984lDQz+5ERz9CLG\n0zCVFGsjSmyHmxus7qlATHvrxPz3HTeAOtYO9tC/pZP+oU6GbcimYi8vX3RYW/bZnc9Xi/9WyVKs\nD9h3/oh1rQvoDh2zw0GWdC5G0OqiaHaxKkYqLadivr503IzIpliTrKrqrmCCqOub1/8om2V6bPML\nR5MznW2bm8ezK1Op5tDuZRLkSQNrLwOWisglwJnAS1T1gcpKqroKOJG0S8otIvJX4NXACar6SN14\na0hdS4N1296b7eMoEblFRK4jjbU5UVX7J5qgj4nxTIHapz9sZQn5FoTXjMd1TywHo5QHUheYFMps\n3JRHnfDFE17Wln2qzawlUnd4ZquA5owyQpjVz3u8tIqeoGbzFRIceQJIs5UkFQwbkyfbMu8KImmd\nmhfPG7vfUeyG+dvab2EUNAtkfsnCT4y5vsfj2TlQ1XVMkB1Ut+7jwGsnWOd84PxR3r+PNJOpYbyI\n8TRMUF+31jWpPKYxJub+tWvQOMr2q6gJ2VjsY4+u9lkMNEutVpGsf1L2/ig1YpSZlHUzDii6MjND\nm9ZaAToDxWqM1RJIZ52Dp33KTyt7ETht77FbDlx1x//g8oqKAXUcNeM08uHUOl57PB7a/kC3K+Hd\nSZ6GUSppgIq2sN1q0t4QD7aUbeq2UtIAlMSANXzs2Oe1db/VwngmW0S2KQoM8Nq938+wy1O0eZwa\nAiASJURZPdzHqlIPkcnRId0YFJOJjNXDj7Zl3lKNh6n0j9qWJ4Ye4H5+kx4TACHPmOf7I3k8nunB\nixhPw6hmkRpqkCaNeQtnd7doVpPAKEQOrQTExmnd4VP3bV8hNofWCZbsRj+GO2l2uICiDUg0IHbB\niASCLUmeYZenW2aPSKkWoC+a05a5B6K1Jdg2XklV+dHycyhvyj4TzvDimZ8gNO1J+fZ4dht2/Oyk\nHQYvYjwNYwGr6c8h22ivr5Fc/NHxKlK3jvXDA1BwEGVLlmH14kWjV9ptFRIIGtZaDYgIKoIGo5hi\nJC1el2SL03SWDhiOQzaVC5x9yPcp22JaAFggJ50UwvYIQa37OZolZvnALcQ6RDAHBh43zCgfzEHz\nj99mPY/H42kXPibG0zCJBgSZUymiuXL3pVJ2c9wmhae1vOjKbxHk0gaptixgDWKELz+nvXVMBuMY\nG4DLQ1RMhUfVH7cVMwuziDVA1GUF4wwBilNh2BVY2LkXgQRpbEy2TUjDTV8nTYCrBvY650ZYY8pu\niCsfPwcjAQ6hsJfjVQd8qG1z8Xh2GyafOeTBW2I8U8CpIcGQqKBBczfRfL79BbatOjayGWMcIg4T\nKoKhJ5+jI9fC7KpR6OjKoaHgcmnWTkWojRZiEpmIniAHGAJxxBoQa0isAYnCF4/8YLqi1Ll2pI1p\n6VLJfd/WnXTl8ndhxBFhicRxVN/J9EXz2jcXj8fjGQUvYjwN4xCcptVkcVFTYwVZY8N2WmFuXLOM\nKGcJQ0sYOkgEjPCB405s304zrNFqpd56xpJupyw8hZyJCcXiMmuMxXB470JyQSq4RFPrh0O2HbiF\nRGLJiyUSO8KdVLbDrC8/lJa0E0e3iXj+wnPbNg+PZ7fDx8RMGi9iPFPAZKXXDEU30NRI1ra/1cCH\nbruCMFDCIC2fLxtyYJSzDm99m4GtGdIEjUjjYqrvjl0B9zlzX87MYIC+YBinkglG4fRFtQyqmATJ\n/kto3/nLiSMXWPLiRoiY7z30ijTZSpRQLP/oa8J4PJ7thI+J8UyJSlhHQZqrBxLHQJKFxLRBUm8u\nD7OunDZINQasU0gM/3LU01q/s614YsMmNsZlEKrVdivyZYyMZQA6I0EpE7sgLSAH5HO1HlVZX+y6\n1+0hZ8oYAWdMVcT85cn/ItFhTHZEPeECFnYf17Y5eDy7Iz4mZvJ4S4ynYSoCRgFrmrMEhGGa+SwK\npg0xql+45yqsFayVNEB1Qw7bY3nzU49t/c624omNmyACInAhleI6IPCUxbNH3WZdaQ3rS4ZILGQu\nI0UoJzWLV85EBJDWkTHteQ75v8cuIG8ckTiM1IJ6b+3/GVYFp2ARTl9ySVv27/F4PJPBW2I8DaN1\nL5ptO5DLpTE17UpO+sXye0lsAFlnH3mkg32O6GVGoaMNexvJ6i1DaWq1IavaWzvO//nI6NW5v/PI\nF0nIETCYNWBMtyjbWkd6p6Xqa9VyW+Z+e//vqWSBq4AxhksfeRdpA4Q0J+qI3leOWj/G4/F4pgsv\nYjwNoypp2X7A2ebK7JZK5arptNWOkU3lYTYNOyBEjCVQhxk0fOnZre9WPRrdhVwad1sRMnVYu63Z\nqeyKbCg9QGcAA0mIMTVZN2w3VF+7LPW58rodGKnF7ewRzOHRLTewunQ/lYNRDM+e/4627Nvj2e3x\n7qRJ491JnoapBJs6Hb18fiMY076Yjk/dcjXVaBRnCG/tJFeCY+YtbNs+60lUq1aYiiWmsozG2qEn\n2KuwjsW5ZewZriasuHLEcveGq6vrRSYgJyVyUibXJneSqeaDK4HE/Grlf1Bf/u6N+30HY/zXh8fj\n2b54S4ynYSptB1KacyeMF+DaLD9Zfgdisn2okFsdYMrT94hTTOIRgkUzwaYIUbRtavpj/bezwGxi\nGMNG24vgCDJ30gYeAyBxZQLWEwkkQCFo1yWsmbVHyZtHcKoEIijKHrl9mJnbs0379Xg8PrB38ngR\n42mY+uur7NqfIj0Vfr9yKWGUulqshWB5SDgE0xnC0ZnF+6DU4mKyv4lsa47Zs3Mxa0vKE+UuhjXC\nSCUmJi37/9iWe3CUiMQSZEMu6mxP3yeTTTsgxmBREYJs8i/f+4tt2afH4/E0ircHe6ZApb8xRDQX\n2JuW4VdEtaVmmU/deSX5XEIUJgSh0rEiBIFjj1rcsn1MxIbB4Voql00bZ6ukP8vlbQNyF886hi02\nlSe9pkxBEiLSBQxXrfoahiRNsBYhAJ49721tmr0jZJg50SAAAYoRxykLP0NXNLNN+/R4PNNW6G4X\nsfZ4EeNpmPSznwZ6DGtzxe5Gjtk6hlhHR1SiIxdj1BFuDrF5GdUC0i5mdXbWYmKynGgNZFwP3BsO\nvJ3FhUUEKJFYIuPIicUR0BPOwTmoRPWqQE/bOlgLXcZRc4ApB3SfxKIe3+DR4/HsOHgR42kYlxVg\nswoF01yxuyAI02BXM3bAa6NccN9P6SuU6MmViIwjXBpWOy82m03VCANxnbXFarWTtQqjxsRUOHXJ\nJYgJCVByWAIcM8OFvG7Jpxhy69MaLWpwrTpho3BwzzNI1BBnkchCJ89beH7b9ufxeOrwlphJ42Ni\nPA3jMNXAM9tkTIy1WblepGXRbFevu5ruSClbg0WIl3ZW87fFTt+V25WrCZXulWDztb9NZBHSuvLF\nIgXeceC3AMibPsoa4pAs6Lc9vGrRB7llw+Hct/Eq5hb25gULz2nbvjwej2eqeBHjaRitxHkAaHMN\nIOOY7El/vI5Ck+f6NbfQE5UQgZIElLbkCBJwWc2VA/Zqj/tlNJy1le4AGAtxAOLSLKXrly7nWYfv\nP+a2lhA0FYgitXMcBnlKmpb/TdpUI6bCMbNewjGzpqemjsfjSRF8dlIjeHeSp2EUIdGAxBmkyU9Q\nGII4rS7NcvGKb9ATDtMRDJMPy5Su7kMsBE4JrPL6U9rfM6lCOfO7SeZ+qzadFjjnB78Zd9stNiLB\nkGAYsLVnjYF4gJKNKNmQkvXPIB6PZ/fGfwt6GkfA4ECgXFcCfyqEYVi1vzRrh7HWkpMtIGCBgXKE\nXdmZjusAhdkzmovhaYSOMNr2iUpSM9ZQeXw3XAIM2LTpo9QNEgR5Yq1EBvtnEI9nl8RbYiaNFzGe\npsibwsQrjYO1raszc8GDH6IjTHsMDSeGhzfMJKrL3J6+vKSU9YODtX1KzRoD1QSjMVGNcNk3WaC1\nNHZDhK32MZi+IGWPx+PZEfEixjMlKsaBwXhLU+PEcW28ZpJtrLVsjO8hL2nmTj4QBm0vM9RMu3ip\nMKOQR7IEpUpmUsV4MtGDllND2qMI6i0uywcfqvvdN1/0eHZFpJ2lzHcxvIjxNIxqGoarCIWor6mx\nwrAmiJoJZrttw+8w2QAhlkc3zySv4XY1y8aJjrDENILD4Sp9n+osLtes/Tlp8f8pDOrxeDy7GN6p\n7mmYohUSZ4idMJg05w7K5aLUK1JZpsgfV1+cNqZEQIRrl+/P5w57zXa9zxeikc8IdVnTE2orQy0j\nKajLTnIMkiMhh2V+flErpunxeHYkfMXehvCWGE/DFG2OxKQRG6rNxcSUy3HTF9NAeRMb3DAQEZGQ\nOAFnmJV0pitkQubdb3xOcztqkI2DQyOEmVaaUcKEniBLTRw6tdXXObGExqEKB3Y/pYWz9Xg8np0P\nL2I8DTOY5IkCRRUSzU+8QZv5n4c+TNmFGAGHcteji9ircwbd0ci+Tqefeuy0zmtmdydiSVOlIA3u\nDasvx8XUbWbqVF7OWEKJcQLG+cBej8eze+NFjKdh+ssFuqKE2Bk2le3EG4yDqtacmlOwyFhrWVFa\nCwhWIZKQ+1bszXdf+UKSwe1rLx0YLCIOTCmz3tYpl4lmJtg68VKzyhSkhMkynfKR9wZ7PLsivtjd\n5PHfgp6GGYxzbCx1sLlUANucO8kYIWvPMyJmZLLc2X8jqpIFGwsPPTaPQIST9tpvu8e9Fstpx2ks\nlX6ZZElHE155gQgGxaCEUvM9hUYJxRGiWLupbXP3eDyenQFvifE0zFC5gDGpBaZkm9PBzmn1Bt+o\nJcaq5XvLLwCyPsuq3HXfEs582pEAGLN9H2dmd1YK62kmYGSbejFj4bDVWjKmTvEEWc6SitIVzGzD\nrD0ez3bHW2ImjRcxnoYZGM7RUUhIrFAcaq5WiTGSWWAaVzE3rv9ztSAcwMCWAmKFs4/7BwC0YsGY\ngkBqBYk6xKaF7URJ23+HmTIZZz4PbrppxO9zCvvWfhHSDCwF8d90Ho9nN8eLGE/DlNcWSDodOmwY\nntNcinUQhLXytROVsd2Ka9f+HpPVTFGEu2/en/k93czt7gbgt3+8I11xBELKOAAAHr9JREFUO93r\n+weHR6SOiwV1WffMceY0mIx0E525z2eqr50KiiAoQ7q+9ZP2eDzbHR8TM3m8iPE0jOYVGxvIKz3S\n0dRYyf9v786j5KrL/I+/n3urqzudlZBgQgibgkgEWYSAgKJsIiKKDMpBGOGggg4yIwT8qSiM/lBQ\nVEA9Y346owIiAkbCyCiKCoIQJM7IIoPsiyQBsvaS7qq69/n9cW9XVXd6qdtrVfrzOqfprlvf++1v\n90lRTz/f5SmVhhVkdEWbWdX1TJLlAEoRtG2Yyv87+/hym5v/6+ERjW2kpuWbsLhcLin5nK6DtkE2\nFnXF7SS/lCSFFIZJRimOSxTT7U2G0xLMGsPRi4jUPwUxkl13DoIIIsNKI9vmWypRdXhK7X74zDfK\nJ/TGDn9buRNhBPssmF9pVNVtLjf+q3ynNjen00gkQUyJZEGvJVmZgXQWNqRf9T6R6jdrrmFznGwb\nz1Ng3pRFYzNwEZlYysTUTEGMZNdp0JKDCEqFkXUVhp68uWdQiLt5suPPhCTrQ4yAv/9tHscvfkM/\nrZP/G8yYOrJdVMPRnA+TjItD4I5FlgQvBhQHvu+BjT8rB2jVHtv4Z7qiHA7EgbHrjEPGaOQiIo1B\nQYxksvT3KwiLQZJdcJg/dfqI+mtuzg86tdKf3625hRwxsYF5wPpXWzHggmMP692wZ+cTYBOw3/pN\nuy7AIofIMYOgSGUn1iA/c+yVqC5fNV0X00pH3AVAFOtPNZGtkmtNTBYKYiSTG+57CNsM5IEITt53\nrxH1191dyFyx9Z5XbiK0ZGamRMxf73odO247kznTp/ZqZ1BOy8alkR3KNxxTmpuYO7OVtWs6IICw\nlC6JCZxwkOxT5FbeebRoxjvL19uLRiHOQVUJSBGRyUxBjGRS2FSgyQwip2mzMbU5P/RNg4giw9Jq\nz7W8LW8svkqQLihxNzasa2Xzhlb+7Z9P3KKtxZT/pMnZxJzruLmjkJzyEoPFTi62IYtdFj0sl1bq\njLrL17vjgJIH6SYuVbAW2Wrpb5SaKYiRTML2iFx6iFzYPUTjGuRy6QxLVNur9oZnL6PyHu48+rvd\nsBh2nNPPTp2eDI9DGExMEJNLD6ozqnYnDRKxreteQzEOIHCiGFqbKj/XpiiZSkqOm9FLV0REZQck\nk+ndOfLtTlOH09I28j8X8vkmLHIsSjY8nXzGdwZsu6mwltXdTyYP0o07G1fN5KDX79hv+55+Lfaa\ng6TR1tq0ZbBhPnAeZdmL36dISFeco0COWc3bAVAoFYi9ixxOiNMSto7hqEVkovT8wTMeH1sD/Tkn\nmdjmmKau5F9/0ygEBvl8CBF4U/J41Zr2Adv+bs115SyMOzz38DzMjYtPPXKLtl1dJSxOjudPb5kQ\nnZ3d5aSLB8l5foP91l7a/DRBeUWMsf/swwEoUSC0iDCAKIaTF54+puMWEWkECmIkk7CzRC4NXoLC\nyIOYIDDIW7lOc65p4D7/svHX5dRhjPHY73dj+pQ8C+bM3KLt+Uuuh9jpWQpzwH67jHisWbk73R0l\nvBnAiIOhU5+hJ1NGBjQRkQ8qa46agyJmkAvgzbMPHqthi8hEG8bZWZOVghjJJIidXEcScoxafcWc\nEaeZmMIA56c88OpyoHKObcf6FqJSyOUfO77f9s8/v7ayBsVhyafeNUqDrd3jz6zBI8fDJP3iOfB4\n8JxQaAXy6cE5YdXq3yiOaQlLQ+3OFhGZVBTESCZxV1R+Fw1G6ayS7pagMkEb9P8mf9ea6wjTjcUx\nxn037Evg8OY9Fvbb3noddjsxf9U88cwrybcO0iU8QWUkA5WJag4jCulJeE1VjdZ3v0QTMW4QuJay\niYiAghjJKCw6YWeaiRmlhSZW9eZOuGWnnaVNRGwkHyRnqHS0t9Dd0cIhb9qFXK7/N3QnLqdkM9aV\nHDXucc9gknU8YSWLculpW67jKcRdFL2tvB28uWoH0o+f/wxBmvqKGP8zb0Rk/Gwti27Hg4IYySSI\nSuUMjEWj+WY6cKRx3yvfY1qYrBXpjnM8vXI3cLj07GMHvKe7q1QJXibofwjbzp5a/qnigCQjk8Zc\nx+6/+xbtu0vthOZYeoTxPjMrP19EV/nr2bl5YzVkEZGGoiBGMgkCw4o9pZhHqU9LdtwM5MlNy8hb\nck5tZPDk/Tuz+85zB62HlG/OUWorlHcyTYRNG9LAw6HYSq+UUFNT0xbto1IBA8I06nrb/LP77Xfb\n5u1He6giUi96132VISiIkWxiyjWJRms6KYJKQNTnxbuq469silpwjKl00bGuFcf47JlHDdpnd7GE\n9wQNEzSdVChFyUxSTLItydN5JYOgn8P3+p5bHFhY9Wzlh+jyzjEasYhIY1EQI5l4FJdrEvkoHSDn\nPUUR+9l6c8uLV7G2NIOQiFIQ8Mf/3IdZ01rYY+fXDNpnsQSWRlkTtSZm1owWSjkoBSQ/VwA4zMxv\nmYUB8LD/rVmFaDOR95z8GzMtnD02AxaRu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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7facc6c8cc50>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(10, 10))\n", - "m.scatter(lon, lat, s=4, c=salinity, latlon=True, vmin=36.3, vmax=37.1)\n", - "plt.colorbar()\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/plot_velocity_distanceToFront.ipynb b/python/plot_velocity_distanceToFront.ipynb deleted file mode 100644 index 01f86d3..0000000 --- a/python/plot_velocity_distanceToFront.ipynb +++ /dev/null @@ -1,158 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import json\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap \n", - "import numpy as np\n", - "import datetime\n", - "import cmocean\n", - "from geopy.distance import vincenty\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "datadir = config[\"datadirs\"][\"drifters\"]\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir, \"*.nc\")))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py:262: RuntimeWarning: divide by zero encountered in true_divide\n", - " self.velocity = distancevec / timevec\n", - "/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py:262: RuntimeWarning: invalid value encountered in true_divide\n", - " self.velocity = distancevec / timevec\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fc4bd4cbfd0>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "for datafile in datafilelist:\n", - " d = alborexdata.Drifter()\n", - " d.get_from_netcdf(datafile)\n", - " # Apply quality flags\n", - " d.apply_qc_latlon(QC=[1])\n", - " # Select mission period\n", - " d.select_dates(finaldate=datetime.datetime(2014, 6, 1, 0, 0))\n", - " d.get_distance_front(f.lon, f.lat)\n", - " d.compute_velocity(velmax=5.)\n", - " plt.plot(d.distance2front[:-1], d.velocity, \"k.\")\n", - "plt.xlim(0, 50000)\n", - "plt.show()\n", - "plt.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/profilers_mat2netCDF.ipynb b/python/profilers_mat2netCDF.ipynb deleted file mode 100644 index fa4e1d1..0000000 --- a/python/profilers_mat2netCDF.ipynb +++ /dev/null @@ -1,152 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Write the a netCDF file containing the profiler measurements using the list of mat files." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import alborexdata\n", - "import netCDF4\n", - "import glob\n", - "import os\n", - "import matplotlib.pyplot as plt\n", - "from importlib import reload" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'alborexdata' from '/home/ctroupin/Publis/201703_AlborexData/python/alborexdata.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(alborexdata)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "datadir = \"/home/ctroupin/Data/Alborex/Profilers/0000000/\"\n", - "datafilelist = sorted(glob.glob(os.path.join(datadir, \"*mat\")))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "lon, lat, t, p, T, S = alborexdata.Profiler.read_profiles_from_list(datafilelist) " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "outputdir = \"/home/ctroupin/Data/Alborex/Profilers/\"\n", - "outputfile = os.path.join(outputdir, \n", - " \"dep0001_profiler-drifter-arvorc_socib_arvorc_L0_2014-05-25.nc\")\n", - "\n", - "if os.path.exists(outputfile):\n", - " os.remove(outputfile)\n", - "alborexdata.Profiler.arrays_to_netcdf(outputfile, lon, lat, t, p, T, S)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "lon, lat, p1, t2, T1, S1 = alborexdata.Profiler.read_profile_from_mat(datafilelist[-1])\n", - "lon, lat, p2, t2, T2, S2 = alborexdata.Profiler.read_profile_from_mat(datafilelist[-10])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7fa3556149b0>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(T1, p1)\n", - "plt.plot(T2, p2)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} diff --git a/python/schema_alborex_front.ipynb b/python/schema_alborex_front.ipynb deleted file mode 100644 index a321ade..0000000 --- a/python/schema_alborex_front.ipynb +++ /dev/null @@ -1,572 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Figure for Simon's paper in JGR.\n", - "Altimetry data from ftp://my.cmems-du.eu/Core/SEALEVEL_MED_PHY_L4_REP_OBSERVATIONS_008_051/dataset-duacs-rep-medsea-merged-allsat-phy-l4/2014/" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import glob\n", - "import json\n", - "import logging\n", - "import netCDF4\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.basemap import Basemap\n", - "from collections import OrderedDict\n", - "import alborexdata\n", - "from importlib import reload\n", - "import medgib_functions" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'medgib_functions' from '/home/ctroupin/Publis/201703_AlborexData/python/medgib_functions.py'>" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(medgib_functions)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Configuration\n", - "Most of the configuration (file paths, domain, resolution, ...) is done in the json file [`alborexconfig.json`](./alborexconfig.json)." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "with open('alborexconfig.json') as json_data_file:\n", - " config = json.load(json_data_file)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Logger" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "logger = alborexdata.configure_logging()\n", - "logger.setLevel(logging.DEBUG)\n", - "logging.info(\"Starting\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Figures" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "figdir = config[\"figdir\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Domain" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "coordinates = config[\"domain\"][\"coordinates1\"]\n", - "coordinates2 = config[\"domain\"][\"coordinates2\"]\n", - "dlon, dlat = 2., 1." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "coordinates[1] = 1.\n", - "coordinates[3] = 38.\n", - "dlat = 1." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Labels" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "labelDic = OrderedDict([(\"Cartagena\", (37.6, -0.983333)),\n", - " (\"AlmerÃÂa\", (36.840278, -2.468056)),\n", - " (\"Oran\", (35.696944, -0.633056)),\n", - " (\"Cape Three Forks\", (35.438333, -2.974444)),\n", - " (\"Strait of Gibraltar\", (35.966667, -5.483333)),\n", - " (\"Alboran Sea\", (36.45, -3.5)),\n", - " (\"SPAIN\", (37.7, -2.5)),\n", - " (\"AFRICA\", (35., -5.6))\n", - " ])" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def add_places(m, labelDic, alpha=1):\n", - " \"\"\"\n", - " Add labels of different places\n", - " \"\"\"\n", - " dx = 0.05\n", - " dy = 0.05\n", - " for ip, places in enumerate(labelDic):\n", - " \n", - " lonT, latT = m(labelDic[places][1], labelDic[places][0])\n", - "\n", - " if ip <2:\n", - " lonT2, latT2 = m(labelDic[places][1] + dx, labelDic[places][0] + dy)\n", - " plt.text(lonT2, latT2, places, fontsize=14, zorder=3,\n", - " ha=\"center\", va=\"bottom\",\n", - " bbox=dict(facecolor='white', edgecolor=\"w\", alpha=alpha))\n", - " plt.plot(lonT, latT, \"ko\", zorder=4)\n", - " elif ip < 4:\n", - " lonT2, latT2 = m(labelDic[places][1] + dx, labelDic[places][0] - dy)\n", - " plt.text(lonT2, latT2, places, fontsize=14, zorder=3,\n", - " ha=\"center\", va=\"top\",\n", - " bbox=dict(facecolor='white', edgecolor=\"w\", alpha=alpha))\n", - " plt.plot(lonT, latT, \"ko\", zorder=4)\n", - " elif ip <= 5: \n", - " plt.text(lonT, latT, places, fontsize=16, ha=\"center\", va=\"center\",\n", - " bbox=dict(facecolor='white', edgecolor=\"w\", alpha=alpha))\n", - " else:\n", - " plt.text(lonT, latT, places, fontsize=18, ha=\"center\", va=\"center\")" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def decorate_map(m, coordinates, dlon, dlat):\n", - " \n", - " # Coastline and continent\n", - " for i in range(0, len(loncoast)):\n", - " m.plot(np.array(loncoast[i]), np.array(latcoast[i]), \n", - " color='k', linewidth=.25, latlon=True)\n", - " m.fillcontinents(ax=ax, color='0.9', zorder=2)\n", - " m.drawcountries(linewidth=.2, color=\"k\")\n", - "\n", - " # Grid\n", - " alborexdata.add_map_grid(m, coordinates, dlon=dlon, dlat=dlat,\n", - " fontname='Times New Roman', fontsize=14, \n", - " linewidth=0.2, zorder=1, color=\".6\")\n", - " # Scale\n", - " m.drawmapscale(-0.45, 35.1, -0.25, 35.1, 100, barstyle='simple', \n", - " units='km', fontsize=12, zorder=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def add_fronts(m):\n", - " \"\"\"\n", - " Add fronts: Cartagena, Almeria-Oran and AlboRex\n", - " \"\"\"\n", - " p1 = (labelDic[\"Cartagena\"][1], labelDic[\"Cartagena\"][0])\n", - " p2 = (.379, 36.23)\n", - " lon1, lat1 = m(p1[0], p1[1])\n", - " lon2, lat2 = m(p2[0], p2[1])\n", - " plt.plot((lon1, lon2), (lat1, lat2), 'r--', label=\"Cartagena front\")\n", - "\n", - " p1 = (labelDic[\"AlmerÃÂa\"][1], labelDic[\"AlmerÃÂa\"][0])\n", - " p2 = (labelDic[\"Oran\"][1], labelDic[\"Oran\"][0])\n", - " lon1, lat1 = m(p1[0], p1[1])\n", - " lon2, lat2 = m(p2[0], p2[1])\n", - " plt.plot((lon1, lon2), (lat1, lat2), 'b--', label=\"Almeria-Oran front\")\n", - "\n", - " m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True, label=\"AlborEx front (from SST image)\")\n", - " plt.legend(fontsize=14)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load data\n", - "## Coast" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "loncoast, latcoast = alborexdata.read_lonlat_coast(config[\"datafiles\"][\"coast\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Front" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "frontcoords = \"../data/front_coordinates.dat\"\n", - "f = alborexdata.Front()\n", - "f.get_from_file(frontcoords)\n", - "f.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gyres" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "WAG = medgib_functions.Gyre(-4.25, 35.75, 55., \"WAG\")\n", - "EAG = medgib_functions.Gyre(-2.1, 35.8, 49., \"EAG\")\n", - "AlborexEddy = medgib_functions.Gyre(-0.9, 36.5, 52.5, \"AlborEx\\neddy\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Atlantic jet " - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<module 'medgib_functions' from '/home/ctroupin/Publis/201703_AlborexData/python/medgib_functions.py'>" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "reload(medgib_functions)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "AJ = medgib_functions.Jet()\n", - "AJ.read_from_file(\"../data/AtlanticJet3.dat\")\n", - "AJ.smooth()\n", - "AJ2 = medgib_functions.Jet()\n", - "AJ2.read_from_file(\"../data/AtlanticJet4.dat\")\n", - "AJ2.smooth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Create the figure" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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GsmXLWL58OadOnSpQu4q4uDhq1aqFnZ0dDx48UBvJk2WZWrVq5ftcOjo6VKtWjdu3b6se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\na7GyCwgIICAggOPHj3P06FHnUjaurH2UM1mhOIOZ4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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7ff21a1608d0>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = os.path.join(figdir, 'front_schema08')\n", - "fig, m, ax = alborexdata.prepare_map(coordinates, 'h')\n", - "\n", - "fig.set_size_inches(10, 10)\n", - "m.plot(0, 0)\n", - "add_places(m, labelDic, alpha=0)\n", - "decorate_map(m, coordinates, dlon, dlat)\n", - "\n", - "myarrowdict = dict(arrowstyle=\"fancy\", fc=\"k\")\n", - "WAG.add_to_map(m=m, arrowprops=myarrowdict, lw=2., color='k', alpha=0.7)\n", - "EAG.add_to_map(m=m, arrowprops=myarrowdict, lw=2., color='k', alpha=0.7)\n", - "AlborexEddy.add_to_map(m=m, arrowprops=myarrowdict, lw=2., \n", - " color='k', alpha=0.7, linestyle='-.')\n", - "\n", - "# add_fronts(m)\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True, label=\"AlborEx front (from SST image)\")\n", - "\n", - "# Atlantic jet\n", - "m.plot(AJ.lon, AJ.lat, 'k-', color=\"#005DCC\", lw=2, zorder=5, latlon=True,\n", - " label=\"Atlantic Jet\")\n", - "AJ.add_arrow(m, ax, 32)\n", - "AJ.add_arrow(m, ax, 75)\n", - "AJ.add_arrow(m, ax, 105)\n", - "AJ.add_arrow(m, ax, 140)\n", - "\n", - "m.plot(AJ2.lon, AJ2.lat, '--', color=\"#005DCC\", lw=1.5, zorder=5, latlon=True)\n", - "AJ2.add_arrow(m, ax, 50)\n", - "\n", - "plt.legend(fontsize=14)\n", - "plt.xlabel(\"\\nLongitude\", fontsize=16)\n", - "plt.ylabel(\"\\n Latitude\", fontsize=16)\n", - "\n", - "plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - " edgecolor='white', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "## Plot the fig to be overlayed on leaflet" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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iA1DrH/awiGwGnhSRQ9W7Rzt1x2VASYvsTeAH4BJsHkzCEqHkOiIi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\nQq9QGBAGKk9ioBbcZufWQTzfWcBhLRrrx9gHGTipvtd8JXx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- "text/plain": [ - "<matplotlib.figure.Figure at 0x7f964d14d358>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m = Basemap(llcrnrlon=coordinates[0],\n", - " llcrnrlat=coordinates[2],\n", - " urcrnrlon=coordinates[1],\n", - " urcrnrlat=coordinates[3], resolution = 'l', epsg=3857)\n", - "fig = plt.figure(frameon=False)\n", - "ax = fig.add_axes([0, 0, 1, 1])\n", - "ax.axis('off')\n", - "m.plot(0, 0)\n", - "add_places(m, labelDic, alpha=0)\n", - "m.drawcoastlines()\n", - "# decorate_map(m, coordinates, dlon, dlat)\n", - "\n", - "myarrowdict = dict(arrowstyle=\"fancy\", fc=\"k\")\n", - "WAG.add_to_map(m=m, arrowprops=myarrowdict, lw=2., color='k', alpha=0.7)\n", - "EAG.add_to_map(m=m, arrowprops=myarrowdict, lw=2., color='k', alpha=0.7)\n", - "AlborexEddy.add_to_map(m=m, arrowprops=myarrowdict, lw=2., \n", - " color='k', alpha=0.7, linestyle='-.')\n", - "\n", - "# add_fronts(m)\n", - "m.plot(f.lon, f.lat, \"k--\", linewidth=2, latlon=True, label=\"AlborEx front (from SST image)\")\n", - "plt.legend(fontsize=14)\n", - "\n", - "f1 = plt.gca()\n", - "f1.axes.get_xaxis().set_ticks([])\n", - "f1.axes.get_yaxis().set_ticks([])\n", - "plt.savefig(os.path.join(figdir, \"alborex4leaflet\"), transparent=True, dpi=500,\n", - " bbox_inches='tight', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'altimetry' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-80-07495bb78550>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0madd_fronts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0maltimetry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_sla\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - "\u001b[0;31mNameError\u001b[0m: name 'altimetry' is not defined" - ] - } - ], - "source": [ - "figname = os.path.join(figdir, 'front_schema01')\n", - "fig, m, ax = alborexdata.prepare_map(coordinates, 'i')\n", - "fig.set_size_inches(10, 10)\n", - "\n", - "add_places(m, labelDic)\n", - "decorate_map(m, coordinates, dlon, dlat)\n", - "\n", - "add_fronts(m)\n", - "altimetry.plot_sla(m)\n", - "\n", - "plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - " edgecolor='white', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 154, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Cp8Pv8vR5kExmTPHJmBJSMCWkYk5Mw5yWhZLWETkxDSQZrcoecSzN44y5JZYQ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\nYMGCeq/B4PTF5XIhy3JIdf/WJDk5mc8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QiYkJvvSlL0Uec/LkSYaHhzf1mhXvXV555ZVr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3XnooWQ0rWmSkpJsmBgCUFbbG/KT0hJpmBg+EXNujOJxKdUNyG4HgrYgnYqq+JTFMZ0\nw/ZXi1a+RgXdJB6qjLIKaU9XaKsSZnaa1aCt6nXWLQtVt+hqctb0pVVjRjFai9GsRm/COTFCCElW\ns1xHXY1mtYYmbBxWNW1SyuGiYJumlrnXSuD1B2FJHh4eDVAoFPjlL3/J1q1bK7avXr16RhPWJUts\ny8XBwUHHvl27duHz+bjyyit55plnePnll2e9to6ODr785S8zPDzMNddc402DmAEpJVdffTXvfe97\nWblyJcPDw4RCIfr6+rj11lvp6+tr+FyapnHllVeWfBplnTo2MS3YIsHGBJuQkom8zlTBoDMepsOl\nvqmc0axGsmAgsDsLN43lKvbndJM/vDrC95/ewY+fHySvW7ztmD4uWzWX971ufunHsATfeGxr3SkA\nRUIBH3nd3dojpRrEXFJlBUM4IowjWbsey3GsbpYGv5fXQkkpEeCIZo5nNboSTvEnhJ0mjoX8dCYq\nu2x9ikJzNEhGrf17I6qmO1hC1K1nKxeEQb+PhIuZsWFJh81KXjNJuETm8rpJNORMo6cLJh0ur5tm\nWmim2KeaPs20MCxJwiWFvSetujZ9gP3lotbosHIOq5o2F0YURfmuoiinKIrSryjKCkVR/hE7yvan\nQ7QmDw+PKq688kpGRkZ485vfzO23314qip4/fz5vfvOb6z52+/btACxbtsyx77vf/S7XXHMN//AP\n/0AgEOC73/3uPq1v9erVXHfddTzzzDP867/+6z6d42+FJ554gldeeYULL7wQsOuSuru7AXuW8BVX\nXMEvfvELrrvuOm644Qbe8pa3kM1mGRoa4rrrrmP16tXcfPPNdHR08NWvfpX169dz1113cdttt4Gi\ncPPNN/O5z32Od7zjHXz843ZpspCS3XuG+fg/fYz/+cEPOPPMMznllFNK6fXR0VFuuukmrrvuOk49\n9VSeXfsCL2/ezudu/CRXvevt/OynP2FgYIBVq1aVmiTWrVvHVVddxS233MLrTj2N3z32DLGQj5ZI\nkI5oCGs6apPTTP732Z385uVhVvY18/enzOeKkwY4aX6ba0rttEUd/P0p87l33TCbx7KO/eVEAn40\n0120zQbdtFzr3EZzOh3TtVPlUba0Zjo8w4SUSBRHd6Q9DUGlNRaqmSZUFIVwwPBvXTQAACAASURB\nVIdmuNvDSCrr14qTLWpRNE/2+xSao87oqGkJ/P5KcS+l3XnpVpemGhbRoHMkWcCnuM6WnaxRczYT\nxVm3bsJMNwWWlK6fmVRBd9QW1uJA1bQdEtEmpbwJ2Iw9e3QX8BLw38BG4B8OxZo8PDycXHHFFXz+\n859HCMHnP/95Xv/613PnnXfaBed1eOSRR7j//vs544wzOPvssyv25XI5tmzZwgknnEB/fz8XXngh\nv/zlL/d5HNonPvEJ3vrWt3LHHXfwwx/+cJ/O8bfAiy++CMDAwAB79uxh3rx5Ffvj8Tgf+MAHuOGG\nG7jtttvYtWsXDzzwAB0dHXR3d7N27VouvPBCbrnlFj784Q+zaNEi3n7ppfzzP/8z69ev53//93/5\nzGc+w9e//nVuu+02xsbH0QyLT/2fT7Bo0SL+/u//no9+9KO8/PLLfPWrXwXgYx/7GDfccANfvO2/\nOPn1Z3DtNVexYuE85g8MsG7dOjo7O9myZQu6rpeaTm666SZOO/0M3vnB61i+8mie+u1POHVBBycP\ntLFqXitnLuxg41iWrGZy2fFzuHzVXHqbG6sniob8XHHSAL9/ZbTucZGAD9Vs3AdPNSzXhgPNci/0\nTxYMWqf9zSKRvUJi3KVrNFnVlCClZCKnsXksi27VTn0WCQf8GFZjArRaxDnP5UNRoDUecTXfzesG\nsSoRppnCVVQWDIuoS4ozrRquM0+n8vVr+uoxmddpi4YckWApJSNZlf4W9yjbaE6vOcu2mgNV03bI\nLD+klLcAA8A5wOXA8VLKs6SUuw/Vmjw8PJy8//3v59FHH+Xiiy9mz549fPzjH2f16tUMDw9XHDc0\nNMSXvvQlPv3pT/OTn/yEz372s/zwhz90/Cf605/+lHe/+92lf19zzTWoqsqdd965T+tTFIWvfe1r\nrFixghtvvJFnn312n87z106xSzcQCNDe3s7u3c7/au+66y4GBgZ4/PHH0TSNbDZLOBymv7+fxYsX\nc+KJJ/LBD36wVGNYvIkfccQR3HHHHRiGwR//+EcAJqdSRIJ+nn/++dIN68gjjySfz5PP59mzZw9P\nP/00X//m/+OLX/oSIUXS29ODoii0trYyMDDAueeeSzAY5LjjjmN4eBhLSK766PWc9IY3oU8MMTY0\nSC5XmQ4NBXys7Gumpzky60J0sKNECztjbBqtHW3z+RTcpIFdgO+eXptbdeM3hahr9qooil3Tld27\nDgmOx+R1i/i0J1tOM9k6kWMko2EI6YhSueH3KYgaDQblj7ebEOo3IggJzdFwzWYUwGG2rJuWaxTL\nbbtmWoT8fkeULa+bdoPLPszNVQ07pdpSJgSf3jFZYeTrdt6sZhIPOddSi8N99igAUsoM8Ejx34qi\nHAfMk1L++pAtysPDw8HcuXP5+te/zjXXXMOnPvUp1q5dy4c+9CHuvvvu0jH9/f2OBoVqpJT87Gc/\nY8mSJdx///2l7e3t7fzgBz/g2muv3SeD11gsxve//33e+ta3cs0113DffffN+hx/7SxevBiw09bL\nli0jGAwyMTFBR0dH6ZjW1lY++clPctlllzF37txSt6CiOFNaRTsIRVEIh8Ps3r2bW2+9lSve+17A\nFk+KonDeeefx4IMP8uEPf5ht27bxhje8gba2Np548il8gQD//E//5Cigrxb6gUCAdF5j22SOlUsX\nc/tXv8wpp5zCqlWr2LVrV93H7gvnLuvm52t3c0R3jWkEaZXj5jjngW4ayzLPxa9rx1SBUxdUTlEY\nzequdWgFw6ywm1BVlUQigRDSIXiElCjsjdbtmLInWvgVBUs6a8cApvIaBd2if3qdiuIuQIGKVKgl\nJAFf/d9N0xLEaswkNS3hmsJ1sxUxLfcaybxu0lJVJyelJKOZrrWBM2EJW5jNK2sk0AwLCexK5gn6\nfTWnVYxkVRa2O7tMa3FY17R5Pm0eHocH1bVmxx13HHfffTfLly/n6aefZmxsrMYj3XnooYe46KKL\n+MpXvsKXv/zl0s+NN97I4OAgv/vd7/Z5rXPnzuXb3/42yWSSq6++er/8xv4aOeecc+jr6ysJ7dbW\nVsbGxkrCbM2aNZx//vn827/9GyeeeGLN80gpEcKqEHIPPfQQt99+O5/+9Kfp6bNtNor7br75ZizL\n4jvf+Q7bt2/nV7/6FQXDIt7WybYtW9iw7qXSuZ999llH6j2vm2Q1E59PYUlngvdcfhlvetObuOii\niw7IBAc3An4fhRp1XgDj2b01Z+Vsncg7OjuhmAKsvN1O5HV6XITGZL4y3VmshUprJs1VDQ453SJe\nJpJW9DazoreZotaKV6UXkzmVvGY60qH142c2umnNbKpLbdGsmZZjrJZuujc25HXT0cxhW8o4I3VZ\nzSTh0qwwE8X5rH1VUzWGM7a4Gs3qpFTnawW2aG+NBGdlDH1Y17Rh17N9Dvj3qp+Hge8cojV5eHhU\n8fDDD1ekZwAikQhnnXUWwWDQYcUxE3fccQeXXXaZY/vb3vY2EokE3/ve9/Zrvaeccgq33HILa9eu\n5YUXXtivc/21EQ6H+eIXv8hXvvKVUpSzt7eXDRs28KMf/YhsNsvU1BQTExO8+uqr7Nq1i3w+X2oo\nsSyrJNh8Pj+hUIipqSk2bNjA2rVrSaVSpHN5/vjwQ4DdZDA+Ps6nP/1pzjrrLE455RTe9KY3MZUt\nYFiCY5Yt5rTTTuOiiy7irrvu4te//jV33303Pp8PIQRCSnZN5UkWDOLhAJFp0bN27VrGxsaYmppi\nzZo15PMFR3fzgaCekJHg2glruhTUG5Yg4OKTkdFMh6gSUrJ2KEV0+rmW17SlVMPRFZnTTBJV46pM\nIUqir9TNKQTDqTw5zcQUkoBPYfdUruFatuLa6s+RFXVFjGUJR9rUTcjZ55KOqJxmitJnoGK7ZRGf\nwdjWjbGsRnss4Hi/ctM2MKawrVJeGKqcEpIqGFhS0uEykaIeh3tN2w1Syu9JKX9Q9vM94NvAgXdD\n9PDw2CfS6TTXXnstExMTpW3j4+Pcf//9XH311SV/tkKhMOOw8TVr1gB2hKeaWCzG2WefzZ/+9CfH\nBINCoeA6yqd8TeW8+93v5uqrr57RCPRvkbe97W385Cc/4atf/SrnnXceH/7wh/nGN75BLBajp6eH\n008/nZNOOolvfvObnHHGGXz/+9/H5/Nxzz338MILL3D3L36Oz2c73V9++eV84Qtf4LHHHuPSSy8l\nk81y0qrjMQyD5cuXc/vtt9Pe3s6SJUv4j//4D0444QSWL1/Owrl9fPnWL6AoCj/60Y9YunQpV111\nFd/85je54YYbGB0d5Re/uof169ez8c/PMLZ9I2uee45HHnmE7du3c/3113PNNdfwoY98jONPP4fH\n/vQYIyMjrs/3J2t28b/P7ODXLw6xvs7oqdniVoOVVg3XzsWdU3kWtVd+uXH7bEopeXz7JFndYutk\nvrSt+KXJEk5rCUtIRzdnXrdIhIOs6G3ee5y0H8+0qDKFxBSSoWS+od8TIUTNFGqRepE4OwXq3K4o\nOISeYVoEXcSZapqOxgTVsGvcZstETiMS9FdEKWHvTNdEyE9/c4QT57Vy4ry93n2qYTGR1+mvYf9R\nj8O6pk1K+VKNXTuB7wH/9yAux8PDow4PPfQQJ510EieccALxeJxUKsVHPvIR3v3ud7N+/Xp+85vf\nMDExQTKZ5Fvf+hZnn302RxxxRMU57r///lKa7Ic//CHvec97Kvb/4Q9/4JVXXgHgH//xH/n4xz/O\nqlWreOCBB9iwYQOmafK5z32OSy65BEVR+M1vfsPGjRv58pe/zFve8haWL19ecb6bbrrpNYm+HC78\n+Mc/5qabbmJwcJC5c+dy88038453vAOAM888kzPPPNP1cV//+tfx+XwYhoHP5yMcDjMwMMDPf/5z\nhGXi8+9NQ73nve/jqquusi0bTIuNr24sRWIuuOACwL7ZDw4OMrRnDzkTEqEA+Wyaz3zmMwDMmzev\nIiVuCduR/o4f/bTCMb/cx+9j/+dGLrv2ejrjYXqawnz2k/9U83W4/IR5GJYgVTB4aXeKxzaN8e6T\nB+rOxCwSDrrHNIZSBddmg7WDKVaWCaUiWyfzvHFJpfFzUjUdVhEvDacZShdTc3u/pBRr2nCRTW51\n96YlXCN4AZ8PzRT4FGgK26a3fp8ybYrs+lRL6KYgPENTgxASf9Bd2hmWIFgl6ISQrkJQNYVDFNsR\nXqfAy+pmzSkZtUgW7KkQ1VFLKSU7p/Ic3ddMxOW56qZgOKOyoD22T3WTB6qmTTkU30YVRXEzZYoA\nZwG7pJSvm+kcxx57rCwvZPbw8PDwgF/84hd84hOfKBnfgp2a+e///u+ScGuEHTt2sGDBAmKxGNIy\nUcoEm5SSgm4S9PuQUhIIuHfRPfjgg1x33XXc8eO7OPrIZQT8Pp566qmS11o5ed1kJKvT3xx27frM\nGyaDyQKJUMBRh1SOJSSpgkFTOOCI2KQKBnc+s4OLjptLXw0bB7BtNB58dZRLj5vj2HfPS3s4c0mn\nQ3T94sUhLjmmMlFkCclDm8c4b2l3xfaNYxl6EpFSx+JYVuPBLeOl/SG/j0tW9iGlRNM0IpEIWydy\njvFKe9IF+qrsTCZyGm2xUMX7oZsC3TQxLUkg4CNRFmEq6CYBv0KwTsQqq+quRrlFijNlqyNXpcdr\nOrFQZQ2Yapj4FMURnUvmNVqrJyCYAs20KsR2cVh8V6LxqFdGNVBN4bDpKPq0tcVCrlFUzbTYlVRZ\n2B5r2CB6+2SeBe2x0nMuFArEYrE1UsraBaMNcKjSo+cCfuyvDsWfDPa4q/MP0Zo8PDw8Dnu+8IUv\nVAg2sG8YN998c8Pn2LFjB/Pnzy+lv8sFG9hiBOwIiikkVo3aqNNPP503n38hF13wFub093HyySez\nZs0ah2Abz9lTDRa0RR2CTUrJzsk8QymVxR0J+luiFWvJ6yabxjK8NJTipaEUr45kSkPpq2mJBrny\ndQt48FX3dGqRdXvSHNXnjJqBXVtWLdgmcrprxGf7ZJ6F7c66zynVrLCYaI+FuGRlH6cvaOfMBe3o\nlkC3RKmmzRTC1UPMDSmlY/Zp0K8QDPgJB/2OKJzh0tXp2D9DKE4zrbr2KkJIlzSos/5P1BhQXzBM\nYlW1e7bVyczRv3TBKD2PtGa6CrahlEprNOgq2FTDYjCpsqhBwaaZgo2jWboTlcL5cJs9Ws21Usp7\nqzcqihKQUpqHYkEeHh4efw0MDQ25bncbJ1ZE0zTGxsYIBm1D1wULFuwVbDVGU5VjCkEQp9gqCB//\n9wu3cNuttSteRrIaYb+PzhZnYXdGNdiZLDC3JVohcgCSeYOdU3kiAR8D7THXuZtuxMMBcprlajVR\nZPNYllPmz3NsH8tqrvVMLwylOHGes1ZzT7rAqQs6KrZJ6UwL+n0KfhQyqsmyrgTvPHZO6dhcLocS\njDgEheUihACCfh+GJQiXCTF78oH7XFK/T0E3rZrpT92wXMdylWNa7ga54C7YytdVjmqYrs0G9jor\ntxcMy7WDtxzNFGwaz3FMXxMjWc0RlQQYzmg0R4OlWaXlnb4Fw2IkrbKwI9ZQp2iyYDCSUVnSFXcI\n4cO6pg14A+AQbcDZiqLMl1J++yCvx8PDw+MvDtM00XW9bpfu0NAQGzZsIB6PoygKvb297Nmzx3Hc\n3LlzAVugFbtE58+fTzKZJBwOO+oC61G05fD77LSaW1dhRjOJB/11HflHMiqRgN8hyIr7VENwZE9T\nxQ1zLKMxlFJpiQY4qq+54QH05XQ1hchqFk0utWlC2iLDLbr08KYxVq+snNGqGhY53XLUSBUMC6ko\njvWN52qPWgr6FcdrqaoqQX/Y0YTgcxnlBLYozagmNTKVFRQNfP01/NcMy8Lnq+99Z9XwVCut3zQd\nNWKGJVw/M7opaInar41piWkDYp/j3EXhO1NtWfHLxSsjWQwhGcnorJrbUnrcWFYjGvTTVCZKH98+\nwcreZuIhP8NplYUd8RkFmxCC3WkNKSVLuxKu6zpQNW0HTbQpijIALJj+51JFUc7AWVm5EPgCdhep\nh4eHx98MxQ7c9vZ2FEUhmUzy5z//mfnz55PJZEr7li5dCtji66mnnqKrq6vU2KFpGu95z3u4/fbb\nK7p5o5EIN998M5OTkySTSbuLc+FCkskkixYtIhRqvJi7mMKKBv01b5p5w3aod+sCLDKcUYkG/Q7z\nUiklu5IFgn4f88tSi4Zlp51aowGOmdO8Xya6qYJJIuwuVJ7flWSFS2p0Kq8TDvgdEa/Ht09yWpVx\nLtjRt2NdzjOa1Vjc4W7KagpnyjORSJC1BNGqSJZPcZ9kEPD5pgv361t0QLGezecqUKWUqLpZt5YN\nplOXdRSiJSSBUOX5VcMkHnJ2bpZ7/6mmxXBapSMeoqnq/HndIhpqILKq2CLDEJKgX2F+294mgoxm\nYglJV6Kyvs+n2DWH/c1RFnXEZ/ycaaZgy0SWvqZIRfNMNQfKp+1gRtrGgAuAW4EY8Hcux+Sx69o8\nPDw8/mZYs2YNuq7T1dXF0NAQu3fvJpFI8MY3vpGenp7ScXfddRdHHHEEiqLw+OOPc/nllxMI7P1v\nvOjFdtxxx3HjjTeyc+dO5rW18fnzz+eM44+nra2NgYGB0vHl0xAaQUqJadmGqPUaAUxLunZYFpnM\n68SCfkd0SkjJlvEcnfFQxQ1wPKcxlFRZ2p1oOA1a/4nUjtKsHUxy1akLHNsf3DjGW47sqdimW4KM\najrSdEWX/urnB5A3LNfn4FbPVaxpm0qrNIUbL0FviYaYzGu0x8OuUaLiMHZLiJqiTDXsCFk90WJY\nFv4aET+wbUaq95Q6QasEZUE3KwSxf/qcybzORM42yl7S1WQf20BqFChFJ6NBH/PbYiU/N1MIJnIa\n89sqI9jDWQ0hwRKwfSrP9iln5285IxmVpGpwRGdixhmvh11Nm5SyAHxDUZQngPdIKf/Pwbq2h4eH\nx18qzz//PKtWraK/f2aLypUrV7JmzRpM0ySZTPLoo49yzjnnOI57+9vfvtdWJZeDRx6B7m5oatqv\ntVrTxqy1buRFMZCoUwOlm3Zq1c1yYTitMrc1Wrp5SykZSasoisLR/fsXXau4Vo3tQ6kCvc0RhwgZ\nyagkwgHH8/rTlglev9AZZdswmmW5ywgs2yDX/bXJ6xYxF6uLXC6HlH5c/Hldmy3ATlu3xkIk8xqh\ngJ2iLoqK/HSEKRL0E6kzckoISbBONKuRSFxed0bUANcomWGJUl0Z7J3vakl73mpbLMh4VqU9HkZS\nux6xHCEk8ZCfI7oTpfdUSsnulMqcqoYWsLuLwU5Td0SCNSOihiXYMp6lLRZmWVdjv1OHbU2blPIF\nRVE21tqvKEqvlHK41n4PDw+PvxaeeOIJFi1a1JBgA3vg+pFHHglALpdzTKsokk6n6eqajhDE43DO\nORCZvSFoOUVbh+Zo7Zv0eE4nEvDVibxIntw5yekLnBG+x7dN0t0Upr9l7w397heHOKqvmWXd+yc2\ny9FMq2Yd3P2vjPCuVZUNCFJKe/sJldvHshoCHN2IQkoGUwWHzQfYs0GXdrqnyfKGSZNLylZVVQi5\np+mkoGZDRcDnoy0WxhIS3RKohoFPsYfA1+sGtYSgoBszpkVVwyRcJ0VejLJVR9QUF5sPY3paQvm5\nilGykN9Hb3MES8LuVA5zWnBun8gxfwbPtIm8weKuypq0ZEGnJeychKCbdif0sq4EPU0RAjU+I2nV\nYDBVYFF7fFZR38Oqpk1RlBOBPVLK3dObumq80H7geuCjB2NdHh4eHocCy7J49tlnOfPMM/eKq1kS\nj8dLHZ7VOOpnioLtjjtgdBRuuGHW1ysYTkf6coopwa5E7SHaL4+kOa6/xSGatk7YN+OlXXvX/dt1\nwyzuTBxQwQbwxNZJTl3kFI3bJnL0NUccUaAntk1y8kBbRSOAlJJHN4/ztqP7qk/DuuEMR7mY7BYt\nOmrd6PO6oLXFKZQSiQSTunSNDkZDflRD1KzvUhSFgN+9qcINISR5zRZs9cSQblogIRSo/XnIaybx\nBkyMAXKa4fplIOT3MafN7tw0LIFfUUgWDETemPGcxWaF6i7OlGo60qKWkGyfynP8nNaKz2ZO3ztq\nrBihMyzBkd1Ns476Hm6zRx+gcsrB74FtLj9bgH88SGvy8PDwOKiYpskTTzzB2rVrWbFixT4Ltplw\nrZ+REu69Fz7xCXjggVmf07Rk3bqdqYJR151eNS00UzgaD3K6yUtDac5avFdIPb51gq5EiGPntMx6\nnTOxaSzLEV1OYfn7DaOct6wyOpZRDXanChxZJcLWDqY4bk6L4/UwLcFIDVuQsZzu8Hcrx7CcY6qK\nNW215EE8FCCnHxiXLEsIcpo+o2AzLYFuWkTqCHjDtFB8zgkGrte1BOCsi8vrFp2JvTV5AZ+C3wdC\nQjjgY/kMwilvWI6pFvnpurnqx+1O2bYy1V8mfrdxjD9ts8flbZvMEw36WdhAc4Ibh1tN2zFAsuzf\nXwJywBOAVbWejx2kNXl4eHgcNKSU/PGPf+Tiiy+ua+FxIMhkMjRV168pCnz727BuHbzrXfDcc7Bo\nUWm3aVkEarjiW0K6TVGqIFkwXI1ki6wfybDCJWr29I4pzlrSWboRZjWT3akC7zh+bv0L7gMjGY3u\nprDjpvvCYJKj+5srIlJSSn6zboTVKyubDybzOiNZlVXzeh3nXzuU4vh+d6G5K1Woua8WxZq2oD9o\n26xUWXP4fQo+n207sq8NGsXpFpaUDQm2gmaQiNY+rji/s6VOGr2ctGZUTGgooppWxZeAYmdpyK8w\n0BadsTM2qzlHXI3ndOa0VIonwxIYQjrMewG64iHGczr3rB/GEpKB1mhDDRBuHKiatoMSaZNS7pZS\n5so23Qn8Ukq5VUq5o/gDTAH/ejDW5OHh4XEwWbNmDatXr37NBRvUqZ+Jx+Huu+2/X3yx3aQwjWFa\nNV32DctyRIEqrmeYRINOP60ilpAUDOEo5LeEJFM1h/P3r47ypmXOerADwS9fHOJNyyvPrRoWzw0m\neV2VbcdjWyc4YV5rhaCwhOThzeOc61Kvtn0yiymk6029YFiE/bVr/cAufndDVVXCAR9ajakTbdEQ\nqYJhD4SfJaYlSBd0An4fTQ0ItqxmEIsE6zaipAv6jOcqUlxzdcTSsOwZqdXniAR8LGyP1R25tfcc\nzsiwAo5o2q5UgXkt7lEwv09BYr/v/c0RVu1H5PdA1bQdqjFW/ymldKugPQK7ps3Dw8PjrwohBM3N\n7qORDjR162cWL4Y774SXXoIf/ai02e/zufp+gW1tUe9GmdHqjxTaPpVnSadTrL60J83R/Xtfk7Rq\nICW0znIIeCM8u2OKo3qbKjoUwW52uPjo/gqBMJRSyWgmS6s6QB/ZMs7pCzsqxMBkXufnLw3xi5eH\na3Ybbp9yH2dVxPZncx9TlUgkCAf8pa7bahRFoSMeYjKnkVGNmsK7iJhuKJnKa6iG3VhS3RhQjW5a\npehZ9WSCcjIFnXg42LDhcVo1aHZpeHDbLqUk4Pfhb7A+z20FlstrI4QkVMNPsCUSQAH6myOcNK91\nv7qXDzufNkVRlgMnT/9zmaIoV7octhy4Fvj3g7UuDw8Pj9eaqakp5sxxDh9/rZixfuYtb4E1a+C4\n40qbAn4/hmniDzlvYJZwRijKyelW3Xq2kazGovY2x/axrMaxZaJt01iWY/oPvLDVTIvndk5x7ekL\nK7avG07T2xyhvSw6ppuCZ3ZMOiYfbBrL0hYJ0tNkd4tKKXluMMma3SkymknIr7hGIzXTwrBkXVFr\nF7xXCqehlMqc1iiRSAQpJYZVW4wF/D66mqLkdZOJnIZfUVAUu6bMN/13S8gKY+RonRRnOQXdxBSC\n5hkibMmCTjTo7MqshWHunapRfS4xPV6rHN101vzVo1qguY3TklJWj2mtIB4M0Ncc4eT9FGxw+NW0\nIaXcoCjKQuxpBwlgUfUh2Oa6Nx6sNXl4eHi8lqxfv57h4WGWLl3Kjh07OPHEEw/KdV1r2qo5/nj7\nz3XrYHIS3xlnYAiJcwKobUZab1an5XKTLUfWMLNVTVGxfTSrcUTXgYlI7L225Od/HuLiY/oqrpXR\nTNbtSXPZcXMqjr1n3R7eeERXxfOZzOtsHs/x1jJzXc0UPLLVLlIPB3wEfEppZmU5r47lWOrS+FBO\nVjPpqBK9ttASFPL5hqM0sVCAWChgixGKAsiOroUD1KxZdMNOXeuEAnbqtBaGJUgXDFqiwRm7VIWU\nZFSD5kiQyYJGV8LZsJFWTVeBq5q155s2giGEw+vOLYVaTsG0OGnu/gs2OEx92qSU9ymK8jrgGinl\nvx3Ma3t4eHgcLHbv3s26des47bTTOPPMM3n00Ue55JJLDug1TEswlinQ2+L0qlJVdWbRBraaev/7\nYetWWLMGs7PHVZz5fT4sKQnUibTUvoT7PrftGdWsmAN5ILjrz7s5bm4LvWV1S6YQ/OT5Qd51wtyK\n5/qnbZOs7G0uRQ0HkwUe3jzG1ok8N567tOK8kaCfj71+EY/vmGTLeJakajpGXOUNC58CkRnEhiWk\nQ/AFfAqWkKiqOp0i9TXccKAotjEtisK+yJy8bqKbFk2RUIV4rf5s5DUD3ZK0xxuL2qXyBkNplf4W\naImEXGv8CoZFc8T51UEz3WfF1qL6zH5FQa2KVhpC1PRjAzttPVPDQ6McVj5t5UgpdwGugk1RlDcA\nupTyiYO6KA8PD48DwIYNG9ixYwfxeJz3vve9+Kbrf84999wDfq3izXQ8U6AlFq6oS2q4fkZRbO+2\nk06CSy4h8IeHMMNBR1F8UUDUGiWq1yiSB8jqJs0uprE53XKkBOvdQPeF37y8h0UdcVZUWXbc9ech\nzl/RWxHR2TqRQzMtlvc0MZQqcO8ro+yaylMwBfNao44okpSSp3ZOcupAG2cv6uC7z+50XH/jaJYj\ne2Z+LyzhJpQVTEuU3svmSJDxnHZgxnjVoNhsEA74aY1VCqecZjKYyrOs5cF7TQAAIABJREFUuxlT\nCFIFnWggQGusMS82gKRq+6sJKYgEndE7bToF6mokTGMWIkV0IStEZsDvQ1TNdo0F/ezUCjXPoUzP\nd53NdWtx2NW0laMoylzgI0Anlc0QPcCxwIHv9fbw8PB4DXnkkUc44YQTOPvssw/K9WxneR+6KZjM\nqbREQ0SnRwbNqn5m6VL44Q9h9Wpi132U/Df/H0F/dapOQdvH9JQpJG7lWDndGVVrj4UYTKrMa9v/\n+p+HNo7RFAly4kBlLd3Dm8ZY0dNEf8ve1Nx4VuOFoRQXTdex/WHTGBvHsqXoV7NL9O/53SmWdiZK\n0bWrTp5fsX84rdIeC5Zes4zmHkXUTMu1ED7gUxAoxKaNkf0+ZXpupyh9GThQCCFJqzoKCs1RZwRM\nSslYzo4UpVUD0xK0RcOzikLZdXm2uB9O6wyndea2RiqsQVIFo6alhinqN1hU0xoJkiwYFTNsQwEf\nqmmVIp9KWb2fW3o/EvCR060DEv09UDVth6p79IfAaUA7dseoMv0zn0oTXg8PD4+/aMbHx/nlL3/J\n2WefzdKlS2d+wH5i2yoYDCdzpY5CBTsSkino5FRj9vUzF14IN9+M73/+xxZwVQT9CgXDcnlgIwt2\n7+RrjQYZyWgV247qa2bdcHrfrjONalh8/+kdtMeCnLWks2LfgxtHiQZ9Faa9adXgDxvHWL2itxSV\nufLEAS4/bg6XTE88OLKnMtW8biRNazRIn4uJLtgCY3daZV6rfaM2LMFgyj2iM5U3aHPxNAv4fHbk\nq2xUWUskSEo9MGa6YHc0Z1SDZEEnEQ7SEnNPWWY0E820bTj2pAtEQ/5Zpw3zmmnXkPkUEmE/izpi\nDi83U4jatZGz02y0xYJMFSonJ3TFw2SqXr+ueJjxXOXnsMiclgibx7MzduQ2wmFZ01bGq1LKDwAo\ninKLlPLT03+/AFu4eXh4ePzF88ILLzA6OsqHPvShg3K9gmFS0C2aI0FyGsTDAcIBP6HAXpd3zbCY\nypqO2fC6aRHw+WrfbD/zGWhqIn/B31GdyAn7fXVToPWcd2vd7sIBv+OcXYkwk3kdUwjH+KFG2DGZ\n5/5XRrjs+DkV3axSSu59ZYT+5gjHz20tbVcNi9+sG+GSY/oq0p8bRjNI4Pi5rfxo7e6KjtatEzmk\npKa9B9idpsu7E6X3ZOtkbcsP3RJEg87n6vcpFAyJOV3TBhANBUirqt0JuZ+pZM20SBcMmiIBmlxq\nyMqZmBY1UoJPgZ1Tdpq0UYSUTBV0+lsitESDrsJQN0XdpgBFYVapSrtzdrrrdDqSGQv5HSa67bEg\nLw1n6IyHHYIxEvDT1xxh22SeRXXe70Y43H3aUBSleO0tiqKcN/33MbzuUQ8Pj8OAp556ilWrVnHe\neefNfPB+YlmCqZyGEJK2WIiA30dfa5zmaJhwMFBRAxQO+omGQ+S1yiiDYQl7skEtfD64/nrbgDeb\nheHh0i5FUepaI6hm7ShcMY3SKGcf0cUvXhiaxSPsVOu964dZs2uKq09dUCHYhBDc/eIQi9pjFYKt\nYFj8/tVRVh/VW1Entm0iRzJvcOI8+9hbVx9V2j+ULjCR11npMlu0yHBGJRL0lerlsppJ0Ke4NiPo\nlpi25HC+Qr5pY9fqWqi2WIjJvN7Aq+KOkJLJnIZq2GOiIsH682QnchqRgJ/+5ijz2+Ms6WxyFWyG\nJUgWnOsSUjKaUeluitJWI5IHtdPHRVqiQUYz7hGxWsxpifLqeLam/yDYn+1FHTFeHkm7RtR6myIY\nlpgW6/secTusa9qAzYChKMqXgH8BHlEU5XPACmDXIVqTh4eHR0OkUim6u7vp7n5tnPvLKUYpWqOh\nhgd/tzTFSeY1ymM7vumi6hmREvmm81CkhEcfhfC0L9k+rB0gEQ4wkXMXGfGQn6xmVkxK6GuO0N8S\n5cGNo3ztj1vpiIW44KgeLjiqz9FhOZbVeHDjGAq22OtuqowYpVSDX7+8h9MXdbCgfW+kJFUwuHfD\nCKtX9FZce/N4luG0xusXVk5HANiTVhlMqZxUJvyqKRgWIxmNY6fHVUkpGUoXWNzhfsMezWh0J9yj\nXKYlCPoVIlVRsGLUaF+ibaphktVsk9yZ/NTEtGBrjgQJx+vXMmY1+7zVr79uCoYzKj1NkZoGtkU0\n06K9TlNDPBRgJKPVtZ6pJuj3sbg9zqtjWZZ3JWo+LhEK0N8cYdNEjqWdzvdqWXcTwxmVZwaT9CTC\nzG+NztoG5LDzaStHSnmroijPALuklJaiKKuxZ44+Btx+KNbk4eHh0Sjr1q074BYebhSjIm2x+k70\n1WQyGahqJmhYtCkK4vrr8b/jHfDRj8K3vgXYPln7QtDvq1lEftK8Nh7fNsGbl1fO9zx9UQfbJnK8\neXk3D2wY5X+e3cX9r4yyvCfBCfPaSKsGOc0kHg6wemWvq6/Xi0Mp1g9nuPTYORVWHMMZlT9umeDS\no/srhMSroxkm8wanL+pwnGtPWmVXqlDXs0tIybqRDMeVpVJ3p1U6XNJusLcwv5aY0UxBJOAjm806\nojTxcMDuyo003rmpGhYZzaQz7py96vZcRjIqnfFwXXEnpWQir+NTFHqqZrpmNZNkwWBuy8xzQgH0\nOubBRbriIXanVOa2Ni6AYiE/vYkwWydyLKoz7L0rHiavm2wez7LY5bjepgi9TRGGMyovDKdLZsfR\ngI/mSJCmsJ+Az4e/aGrsqzRbPtxr2pBSPlL2zxTwCPC4lHIfq109/hqw0zD7X/Tp4fFaMTY2Rnt7\n+wEx3KxHUbC1zlKwgV0/468ya21k6DvYKTvl7W+HT30KvvAFOPFE+MAH6j7GP9NrUWN3ezzERE5z\nrWFb2BHnQ6cv4sWhFHvSGgXDJOT3cURXnOZIkFjIX7M26rfrh+ltjvDOVZVGBBtHM2waz3HpMf0V\nQuqVkTRp1eLUBe4RtpkEm5SSDaNZjuiIl56HaljkdIu5NeZaThWMulMkNFPQHAkwlVYdoi0S8JVM\nahshr5vkDashwSalZDSjNSTYhtMaLdGAYzTYeE5DCLuQv9Hfk0jAZwvVOpYmTZEgeUOwfTLP/LbG\no11tsRCGkLw4nOGonkTNesn5bXFGshrPDiY5urfZ4bsHe8Ub2K+BagpSqslUwUAzBUJKiqWax/Tt\nFfCHrU+bG1JKqSjKDuCniqLoUsp3Heo1eRwaEokEhmHs9wfc5/MRCAQIh8Nkswem+8fDY3x8nMHB\nQc4///zX9DpSSpI5zXaZ34eC/Ggsjll1Q8sbVsW4ploIOe2H9bnPwfPPw0c+AkcfDUuOrvmYfJ2a\nNqDuczhrSRe/fHEPlx7b77gJr9uTZk9a48ieJq45dT6LqlJXtsO+id+nEPQpPLsryVBK5ZylnXTE\nwxXHPbxpnKZwgPOP7CldR0rJkzumaIkEOGW+c8zWzmSesaw+oyv+hrEs3YkwLdOD76WUbJnMs6zG\ndAcpJWnVYH5b7XmkxTFUbrVQyvR4qkYwLUHesOiINWaAO5HXaYsGZxRsQymVtliwQrAJKdmVLNAS\nDtDaNLv5sS3RACNZre5rAtDTZDerbJnIsag91rD9SXciTFM4wAt70iztTNSsn+tJhGmLBnlpOE13\nPFzqAHajNBIs6AfXWSJ7Odxr2hxIKXcoivI+wOlQ6PE3QzAYJBwO75doUxSF1tZWwuG9MwLL2+Y9\nPPYFVVXZuHEjl1566Wt6HSklybxOIhKsO6S9HqbiJ151U5LM0iTU77cHy19xBbS27lfXWtCnMJnX\nXSNLc1qiHNnbxO9eHXWkScdzGteetoC3rOh1PO7v73wegOZIwPaCsyT//IbFjvRmSjX4/atjvH5h\ne4VFh2EJHto8zlE9Ta7ptk3jWfKGxQl1atgANo/naIsG6SwTxLuSefqawjXNglOqPfaplohSDYvg\ntMlsJOJuK9JQqhu7wL+lztzQcgzLjhSFZzDw3ZNSaYlWCjbNtNidKtDfHN0nA+BoMEAsaJ9jTo3o\nZJH2mF2Tt24kS29TmK4adYHOa/g5vr+FDaNZ4iE/AzVq00J+HyfMaWVXMs/TO6eIBv0saIvOKh3t\nuPZh7tPmipQyC6w/1OvwOHRomkYwGKS9vX2fDSSllExOTjI6OoqqqsTjcQKBv5jvJx6HIVJKHn/8\ncVavXv2aXyutGkRC/ooJB7NBSEm2oFVESmayUyinQgq0t8O998KRR1IwTLBqR9TqRbOP6IqzeSxX\nc/9Rvc20RII8smkMU+ytnTtrSZerYAP4+tuPoSnsx7Qked3inCM6Wd7jHN21djDF6qN6KwRbRjV4\ncNMYrxtocxVsL4+ksYTk2L4Wx75ydk7liQR9pXQZQLJgIKRSM/VpD1c3aK0jAOzGk2DNL5wF3XSd\nc+qGEPXna5YzkdfpiNUXQGnVIBT0VTRwFCNs89vi+zWxoSth1/9tm8zX73QGmsIBVvY2YUnJy8Np\nklWebLXwKQorepoI+308O5hkyqXjtci81hinDLSxuCPGYErlqZ1TPL87yZaJHIOpAmNZjZRqUDAs\nDEugW4KCYZHVTdJq5XoOu5o2RVFCUspG+pTzr/liPP5iUVWVYDCIaZoIsW+Fz0Usy2JqaoqWlhY6\nOjooFAr4/X4syyKXy2HVuQF5eJTz3HPPsXr1akKh2aV86lEc5l1eW5XTDPyKQrSODcNMTOZ0Alal\nNUKy4B7lKic1PfTb1Y9NCOb+04egpxO+9jXH7mjAhyH+P3tvHiVXXef9v753rb1637KThRASwxp2\nEcEFZWBgRFR05DiO2+NhGB2XR/SHOosz/kAeR3RGUQfPT44KSJwRwXkUVDYhhiQsYYskpNPpdKf3\n2u/6/f1xqypdXVXd1UmHwFivczrprrvUrfV+7md5vyXGTEfuIl0xky39k7Pe/5nL23h5LMsd2/fT\nHTc5b2VHRSM3BH15O4dSPH8wQ0hT+N8XHc/nfvEsy9siXLGxr+Z+3zBDYHcwVeDpAykuWNVR5fAg\npWTH4BStEYPlc5Tp9k7kUAQVPWu253MgVWBtV/1SWKoQBGz1Ml95x8PUgn49KQ95j04/xsmCUxEo\nzoaPbGjiUkqJgPritkXGcnbVc9M/EWTH5tq2EXriIbK2y67RDKaqsDgZQq9zASOEoCceoitmMjCV\nZyhdoDNm0j7Hex2gJxGiK26yazTLyxN51nXF6jp+RA2NdcULAsv1mMy72J5PynKxc0GwJmXJlF6g\nKQJNUVg3LTB/Lfa0XUnghDAXR89YrcmrHs/zmJyc/ct9vkxNTaEoQakhn88TCoXo6OgoL1uoD1OT\n/3lIKXn00Ufp6+sjmZw961KPnOVg6mrFMEHgamATMXXUYpd+3nHxpSQeOvzAMO94qAKi8UMnedf3\nkTCnXMhDL48DsKYjwm93j6IgeH2p1KgoeG0dcMstwWDC+99fsa0gcEyYGWSVlwtBWFPmDB6Wt0dZ\n3h5l/1Se/35+GHfGRGFIU1jeHuUdG/sqSr0fP3dFQ3IozwylSBdc3ryms+o4fCn5w8Aky1rCcwZE\nQcAmKvqdpJTsHc+xqqP+hKKUkqmCW7dPSkrJVN6me9r9zwzYRjMWbQ32p0EgjDxXgz+A14Bw7VTB\nIWFW6gJO5hwiulKzaf9wiRoaa7viZCyXl8ZzuL4kbmr01pEOUYRgaUsEX0oGpvLsm8zTGtZZ0hKe\n9TEpQnB8Z4yC6/HiaBbH81nVHp21DGpqKt3x+T/W12JP298JISQw2xkyCtTvdm3S5DCZmJgo/14o\nFNA0jba26kmxJk2ms23bNi666CJaWmbva6qH7XpIqJr+zFoOIV0rl61s18NyfFoayBDUw/clk3mb\n7phZ0Vownp19SrHEstYw+ybz7B7P4/qSM2d4do584ct07noWPvxhWL8eTj21vCxiqOQdj+QsJ7v2\nqMG+yTxL58hgQdDnNldfU4lvvuN1NSU/phOYu0/QFjZqToi6vs/j/ZOs647VtJSazsvjWVRFqQq8\nXhrL0ZsIzVqKTFtuVdAznYl8MBFaWj69py0Qug16HefjARsL6Yxm5jaadz1ZtwevxGTOYekMX9jR\nnHXEbgH1iJlB8AZBhnLPRLYs8twVM2mZ4a5QCt6WtsB4zubpoRSmqrCsNTJrUBnSVDb0JLBcnz+O\nZUkdzNAbM1naOnvQNx9eizptG4EfNrBec8yvyVHHdV3Gx8cX3Hi5yf8sfN8/7IDN8yUFx63KnOVt\nF0WIcrO36/lkLXfOgG0uo/CRbCDToCgK6XSaeDyOW2wsb6SnaUkyxMBkELD1JcyKxnoAWyjwk58E\nwdrll8MTT0BnJwARXSVrz95ucGJPgvt3jTQUtM2HuQI21/f53e4xNnTH6aqRQbNdn6eGpjipLzHn\nvvZP5dEUpaoPbmAyT0tYq+jzmkmpl61els12fVzPJzLDfiubzRKNRpnI2UQMdd4ZLUUITE0hZztE\njPpBtSAI/GdDUp0plcX7ONokQno5A2a5PgczFgNTBUDSEtZZ2lL5vmqLGLRFDPKOx0tjWSzPZ1lL\nmI5o/Z49U1M4sTuOlJLhjMWOwRSW6wXDbSGN9qhBW9iYtQzsF/X3bE9WTKi+5nragB8QmMHPlmkL\nAZ97ZQ6nyZ86rrtwxstN/ueRyWRoba2WgWgEKSU5yyYWqixjBVZSPrFpgZyiCFpmKXdZrkfOCkqn\nuqbWLN1M5R0ihloOzgqFAvF4nNGs1ZDMB0BL2MDQVDRF1G/A7+iAzZvhTW+CHTuC/wmCtqn87J8n\nQ1OKvT+NK9ofKQXH48E9Y5y5tLXm81ZwPJ7YP8mpi1tq2kxN52DGwnL9qqzSWNZGwqzBAMyeZZNS\nMpqzapZl8/kCBaET1pQqPbRGSYR0htMWpqbVDThMXWW0jnPFbDQ6xbqQmFqQ6SwFwM4svrhhXWV9\nTwJfSvZO5NkzPkEypLOiLVL3YqbUK1d6PfxiwD2Ws9kznqt5f4aqYHk+CiJwstBUNrzGddpukVK+\nMNdKQoh/fSUOpkmTJk1mY+fOnYc9LVpwXEJGZenGl5K87VRl3uplKfxi35sQQVBXytTMxPV8HM+n\nI3woaIjFYoFIrhAY85ANaQ9rrOmMzd5Qfsop8PLLTHekj4c0dg7PnUlY2R5ZEPPtRkhbDr/fO8Hr\nV7TXLA3mbI8dg1OcvqS1bi9eicm8w3jOLpfqSuQdj1TBYcUcjyfoVXNZ3FK7Vy5VcEmaWtV7QUqJ\nq4doNbQjmsoUQtARNRjJWFXOBTPXm80eSxRdNUTx9+AYeUUD8Vo0kklWhGBFW4QVbRHGcjY7DqRA\nwoq2SFVWuda2pczd4bJQPW2vWG1ISvnEQq7XpEmTJkcb9TB00jw/mCSbfiKRUpIpOETNxhrIbddj\nPGsRM3WS4WAbSSC4OpOxnE3rjJNJOBxmImvPmf2ZSdioVrcvUdHvVArYvvc9+PGP0RQFr4GMywnd\nCZ45sDBlotnIOx6P909wwXH1AjaXZ4ZTbFrSMmfAVnA8htJWhVBuyTXgueH0nGKwUDRDD9XOshWc\nQB4ialZmAn3fZyRr0R6LHFHAVkJTlcBhIVdfGiMR0pgq1F+eDOk8OTjFnU8fKN8WN7WG5TZeLbRH\nDE5f3MLJi5JM5B1+v3ecbfsnGc3aR02I/bXY09akSZMmrxkOp99RSknedqtOwHnHJaSrDUki5G0X\n2/Von2E5ZHvVvWk52yWkVe93KpXCk7P33tQ7/npUSYF4HvzgB7B1K5xwAsQXzbl/VQlKR3nHW9Bp\nw+m4vs/DL4/z+hXtNaUifF/y5IEUpy1umXPiVErJi6MZ1nXHyxZ7A5N59qcKZGyPrpjRkK9muuDS\nl6zMskkpGUpbTObsql46KSUjWZvWsIFdyGHUyNK4no8nZTnTFQT1gpCm1L0wiBgalmuTtd2a/XsR\nXeHljFV1EVAiGdLYNZbDUEXZeqwnHuLJAykihjqvAYmZjzewg3JIFVzSloumiCrPWiGCzJ6pKUUn\nAqXsSDBXebsWmiJY3RFldUeUvOOxbzLPi6OBLl5bWKcvYRI19Hl/jnxfkne9iuf4tdjT1qRJkyav\nGQ6n3GO7gcbW9G0930f6EsOof1LxfYntesFUqaGRrCFwWqsElbVcOmqowQ9mXQz9cILOeaysqnDH\nHeXBhMjmXwEdc2526uIWntg3WdOY/UiRUvLQnnHOWNJSN4B4cijFuu54QyW1PeM5lrSEyzZc9/9x\nFDhUokqYcyvkFxwPc0Yg5XgeAxN5ck4QCM98q41lbZKhwEoqNUOnLTB+dzBUBVURCARClAYJfEYz\nDqam1s3stYR1htIFDFWpeg4URSEZ0pnIO7SGKx/bHU8NAkHAZLk+Q2mLxUVttg09cZ4aSrG+O95Q\n4Ob5QaP/UNpCEOgVhrTgvnsTIVbV8ZWF4DW2PZ+cEwjZjuccbM8iUxyEEQQZw/aIQUtIa9i3N6yr\nrOmMsaZ4H+N5h4GpAlOFDH4xKIbAZ3dmMAlgKIJC8cJGEYKIrla4abwWe9qaNGnS5DVBPp8nkUjM\nveI0pJT4vo9pVmYpCrZLpM7JfSyTx/Mkri/xZSC50F5n3bCuMpqxiOjTgkIhap6YXVTMV6LFqKcH\nfvpTOP981lz71+R+eR+R8Owl2a64yVMHpo7K4ewcTrOuK1ZXZ2v3eJb2iD6rNEmJTHH4Y7oEyIWr\nOsjaHk8MTCKlpC0y934m8w4dscr3xO7RQHtMVYIesgrds7xNSFcJ6SpSynLAlrNcsnaQsZ3N+D1q\n6liOx1jWRlMEiZBWkTUWQtAdC3EgXaAvUW3o3hbR2T2Wo2VG0Hfu8laeP5hhqhAMnJSCNghaAdZ3\nxXn+YAZXSnpiJj1xE9uT5B2PnOORs71isOWhCkFXzGRDT2PB83SEEJhakNWbGVhCsRe04JaHBjwp\nCWkKixKhhv1XhRC0R4yGRHob5bWo09akSZMmrwm2bt3KZZddNq9tHNerKsc5roem1i9XeZ4sDgwE\nf9cL7iA4kURNjYx1aJhhuudi1nbZPRZYRSmCw5zUrJ9qM9Q64rhnngnf/CbJv/5rDty1mcj73jXn\nveiqQroQ9HktFJ4fOAWs76kdbJdO5if1NSaSPDCVZ/UMg3pRzLIsbgmzZzxX13S8hJRBQK7NyPYc\nX1TXH5rKM5Zz0JVDBva6opR9Y0s6bZM5G1URdMTqB2vTMXUVU1exXY+DmUAKZnopWFEODSbMlEEp\nDS2MZu2K91dfIkxfIsxk3uaFkWzRruuQIK+pq2zsS+IX5TJ2DqcRxYxTxFDpjptEdKWun66UEsvz\nD6vMOR1FCFrCOi3TArq847E/VWD3eA5VCAxNYUkyTLJONvJo8Cff02ZZ1twrNWnS5FVPPB4/rIb/\no4VlWVx44YWYZuNN/FIGE3fatMchi3pN4VlkGrqSEfK2w1jGQlUEsTnKbRFDYzJnk7XcKkP4sK7S\nFjFIFxwcX4JftMmaxzlJV9VikFG9USKkM5Zzak/affCDuKvXsGfZenobuJ913XGeHU5zxrLDk1Sp\nxYujGdZ01M9mjGRsOhuUP3GKk7e1epkmcjYrWsOziuSWKLgekTplccfz0VSFvkQIVT0kpjv9dfV9\nn4NTWeKRcNXr3QiGptIVDzGSsUiG9IqBBlNTURU38EGdkbFKhnVeHMmQDOlVDgQtYYMzlhqkCg7P\nDKU4sTtR8TwpQtAbD9HbgM2W6/vsnyowmCrgA70x86hMFod1lVXtUSjuO1Vw2DeV59mDQdawPWLQ\nETVonSHWe7j4viRjuxUZ39dUT5sQ4nLgz4FJ4P+RUh5xblzTNB5++GFOOeUUIpGFFWts0qTJK0fJ\nD/bVgu/7874orJWBkhI0tXb5soTleuU+MkWIhpraWyIGk3kbx6s0gVeEYFEyjB016B+dwkYlZ7vE\nGygFluiJmwylCxV+miV64ybPj2TqyiNo578etX8CnnwSdB3Wrat7P50xky39E3WXHw452+OErvqB\n9lC6UDcLN5ORrEVvvPa+JEHvV2eNXsKZeD7lLNpMspZLIqRh1MksSSmZyDlI1yZqxmuu0whKsRQ5\nnrNxPK9CcqY9arJvMkd0msZfiRVtEXaPZTm+q/Z9J0I6y1ojPHlgipCmsqojOuckrpSSsZzDvsk8\nnvTxfFiUDLFpSeuC+JY2SiKkc2LxcyGlZDxnM5y2eOFgpqw7VyotC4LPpSqCQRpViHLZN2u7FNyg\nj63U6wdBpjtu6py86FBW95j1tAkhzge+A3QBP5BSXle8/THgjBmrvx14AXiTlPL9Qog1wN8LIb4L\nfBz4a+DdUsofT9v/acA/AaPA30spn6t1HKFQiL/4i7/g17/+NQAbNjTdr5o0aXLkHE4QGWTalKrb\n6pWCIAgOXdcjGjIIzVM0tWUWqyVDU1mUDGOYJgdSBSKG2nAzdszU2D9V++Siq0qVF2gVrou84gqE\nqsKWLTCLm8RClkZhbpFXIeY2Qy/heBKzhsclBCfkRqnlIFDC9nxatPqvYyrvENZVotqRZ56EELRH\nTSZyNqmCU5EB6kuE2T+VZ0lLuOJYdVWhPWowlCrQk6idNUuGdE5Z1ELGdnl2OA1IktNsuEpkbZeJ\nvIMgcCpY0xmd033ilaL03LTPkMdxfZ9UwcXzJZ6UeMXMtecH743WsE7UUKuGTOpxTHrahBBJ4Bzg\nTOBs4GdCiHuA/cBjwKeAkmDLd4EHgD8D7gGQUr4ohIhLKZ8CPiSEOAn4jhBim5TyxeI6W4UQdwB7\n6gVsJRRF4c1vfjP79+/nwQcfZN26dWUj8CZNmjQ5HIaGhli9evW8tinJLZT/LgYQs32ZTx9QmK0k\n4/s+uVyOTCaDZVlYlkUymaS7uxvf99m1axeGYRAKhYhGo8RisXL/THc8xMF04IrQqBxDMqTVLJlB\nMJWXtty6vVxLOuIMfuPfWXTZ2+B974P//E+oEzAqQmC5ft3gaKGZT++SlLOtL/CKQwRz74hgnHGe\nOEU5j6SpsZAFsdaIwWjWImO5ZcstVRG0hnWGUha9M2RJOqImu8cVISCXAAAgAElEQVSydd8PJWKG\nxkl9SWzXY6KGM0ZrWGddV3ze/WM5x2MkY5XdKExNCUr/05j+Mkyf8EyENJKmTkfUmPewA4CmKEck\npjuTY9XTZgNfkcE30i+EENsBD8iWMm4AQohlwE4pZUEIsQ34W+BeIcQqIDNtf38keEvfKYQ4Q0pZ\nusRzi/ttiEWLFnHVVVfx0EMPsW/fPk4++eR5PqwmTZo0gampKZLJ5Lw02qSUiBlnZl/KmkK4Jezi\ngIJt2zz88MPs3buX/v5+BgcHOXDgAJdddhkf/OAHGR0dpaurq0o/7ROf+AQ33XQTuVyOtWvXVu3/\nox/9KN/61rdQBXz0/e8m2d7JsqVLOX7VcaxcuZK1a9fW9VTtjpvsGs0SN6stj5a2hHl+JMOGOmXG\nnrjJYyeeyqL/83/g4x+HL38ZvvjFmusmQzqpgtNQmbER9HqDEoeBpgpcz69Z7muL6Izn7MaOWwTZ\ntvkymbNpj5ll79GFytJAEIgdTBdQFVHWyouHdLJ2MHHaPqP8vaItwrPDaXwp5wxiDE2lO374/alZ\n2+WPo1nSVhD4hXWVzpjBhp7EvASGXV+StYIJ0u2DUzjFDHEQoGp0Rk1aw9UZwYVCSknW9iq8aI9J\nT5uUMl/6XQgRBZ4GfiurFRkvB35W3OYlIcT9QogfAFPAF6atZwPvALYB3yAolx425513HgcPHuQ3\nv/kNa9asoaen50h216RJk1cxIyMj3HzzzezatYs777xzQfaZz+dZtWpV1e1f/epX+cEPfsD27dsx\njMoTl6wVoEmJKAZ+Ukr6+/vZtm0bTz31FM888wxnnn0On7jub8hk8lx00UVV97dkyRIAkskkUkoi\nkQjRaJRQKIRpmnQWjdoBVq1aheM4FAoFMpkM2WyWUCjImIyOjvKf//mfVfu/7rrruPnmm3Fdl89+\n9rNs3LiRTZs2sXr1ahRFYVlrmJcncqyc0RSuqwqmppCxXWI1yltKUdzV/+hHUbZuhS99Cc49F2o8\nxmRRfX+hgrb2iMGBtEVfnVLefOiKmgxM5Tmuvfoxxk2NiVy+xlbVhDSVybzDzPY4z/drDnsAZKyg\nLKoUxXwLM3TaFoLOmMnBTAGkQbg4KNGTCLF3PEdIVypKl0II1nUHch6elHTO02VjNkoiwi+NZSk4\nPhEj6I07UqkNTREkwzrJsF4x2OD6krGsxf5UgZ3D6XI/aTKkETFUYoZGzNSIzqITB0GJNG0FThbB\n/y6SwMi+tFnC1Djl1aLTJoQ4D/hH4AAQBnIzVnkbQTAGgJRyM7C51r6klHuFEO8hyMT9Tkr5w8M5\nphJdXV1cddVVPPbYY2zZsoVNmzYdye6aNGnyKuC+++4jn89zxRVXlG+Lx+O0tLSQyWRm2bJxXNet\ne+X92GOP8b3vfa8qYINiY/p04VTHIZPJ0tragm3bLF26lOHh4YptfN/nk397HfF4nEsuuYTW1laW\nLl3KokWL6O3tZc3xx2O7HhJBOptHUdVi9k6gKQqaKsoaXrt27arYt+d55eckFotx9913s3//fvr7\n+9m9ezcv/vElVq1dh5SS559/nptuuqm8bWtrK+eccw5/8zd/w0lnncdIxqoKqo5ri/DcwfrZtt54\niH1TBZb927/B8uVwzjk110uGdfaMzzx1HD6LkiGeGJisG7TFjSBIbESjzdACW66S6v90hBDETK1m\nVmomuqrg+tXm4l49TzKCgYrpMhwLHbBB8Bi6YiEGJvN0CLOccVvaGualsSwr2qIVWVYhBGu7Yrw0\nluVAqsDK9sPvSXM8n/7JPPunCkgp6YqbnNSXPGoOGdPRFEF3PET3tOc3yIq5pCyPtOVyIFUga3v4\nBFPUjhd4rZYyU6XPesLUiIc0umImqzqic7YfHGudtj8CtwFfBW4EPlZaIIToAApSylSjO5NS/rcQ\n4kvAvwshGvIedV2XdDpNPB4nn8+TyWQIhULlv1euXElPTw+//e1v2bRpU3PCtEmT1zDf/e53sW27\nImgLhUL09jYiMNEY/f39bNiwAcdxcBwHTdMwDAPHcdi4cSOnnHIKQNVy3/PYf+AAAwMD7Nu3j8HB\nQRYtWsTll1+OYRh0dnbium55H8cfv5a1a48vf3/dcccd5e+vaCxGNpenYFnkcjmikQgCn0wqjWmE\niMaj5HIFJgoWqqZjGjqO6+LYFiFDJxmPYds2tm2X9//Wt7616vtxPJ1l31iaaDzJDTfcwB/+8Ae2\nbdvG0NAQ99xzD5deeilnnHEG259/iev+9Wu85U0X8da3vpWuri4cy0Kx8xwY8+ltb6n6/k1qPlsO\nTNDWlyB+ww3k83myu3djhkLE+/rK6xumScZya35/H+7fMVNjZCoDdr5qeYtp8vKEy5oWt6H9tagG\n+ycLdIVF1XI/l2HcDU7anm3Nuj/XcRkZGalYPpnOgGZCxKhY3wxHwPcq1pdSVm2/UM/X4pYYe0bT\nhHyLeCRY3hdRGB8brbn+qo44k+ksO/eN4AmV5Z0Jkqpfzu5WvR6xGCNTGQbG06Q9BcMwsGyHdt1n\nY0eUZCIRrD85jnsUHl8jfxcKBfKZDPFQiL7O+WyvEI9HyefzpCbGG7q/hUAciTmqEOIa4FNSyhOn\n3fYBQJFSfreB7W+TUl5T/F0AvwCWAt8CnpVS/rbetqeddprcunXrnMfo+z733nsvLS0trFy5cs71\nmzRp8srS0tIy67Rmf38/f/VXf8Xjjz/Ojh07OO6448rLfvjDH3L77bdz3333HfFxHDx4sGLfJaSU\neJ6HptW+xr3jjjvo7+8v/y2EoK+vj3e9610IIZiYmKClpQUhBI7roggFVa2eNLWdQIHf1PWGpD8q\njs8PRHrdoo2OY1skopFZhX19KZnMOQhBucm8v7+fBx98kIsvvpiOjg5uvPFGPvWpTwFBpuCyyy7j\nve99LxdddBG7xvIc3xWrWUZ6djjN4mQomFK07cDqavVquOuuisGEh/aMcd6KhbOzcn3J1oEJzljS\nWvNx7x7L0h41Gsq2AYxmgwb4RTUkUFzfp38iz4q2yKy9UaMZi3hIq8jE5GwX15dVzg2jRd9PdZrY\n7kL3tM1ESsm+yTxtEX1OncCZ2+1PFRjN2lgzfGkVBJYbfKbjIY2uqHnYAwEz79PxJTk7cFnIO15R\nRDroQ9QUga4oaIrA0AQxQ3/FBl1m4hZ1+Eqk02kSicQTUsrTjmS/RzqWspVgcnQ6lwIfmu+OpJRS\nCPFe4AmCvrd3H+GxAcGE6SWXXMK2bdt49tlnWTeLdlCTJk1efdx2221885vf5KqrruIHP/gBX/rS\nl2qu99Of/pSvf/3rfPrTn+anP/0pv/rVr/jc5z7HWWedxd/+7d+ye/dubr31Vt7ylrcAcP/997N1\n61a2bNlCT08Pn//857n//vv5yle+wiWXXMLtt99OT08P1113Hf/0T//EX/7lX/L+97+fwcFBrr/+\nek444QR+/vOfc8XllxOLxVixYgUrVqxg8eLFhEKH7IFaWwMBWd/38XwfvYY5uF3M3DUqzTEdIURw\nwpp2gjiYmcINh8k7wTC/oSoYmlIxYKEIQVvUwHY9RrMWcVNn2bJlvO997yuv8+d//ucUCgXuuOtu\nnn5yO7fffju33347u3fvZtmiJewezbCqs1rHa1VHlJdGs0FQYhjwgQ/AJz4B//zP8LnPzfsxNoqm\nCI5ri/LiaJbjO6sDnWWtEZ47mCbWVT1kUYuOqMngVKFmmVhTFNojgSRGb42grkTM1EgXXMzYdOHl\naumQUgJl5nEdjZ626QghWNwSpn8yT8b26GlAFLe8XTJcU9NvIfClZCxrM5gqMFVwgEDsWFeLLgvF\nn8BKLDCwd4uWcHnXI21JXhrL4RQDytIgr6oIEqZOMqSRDAWyHYczkCBloNU2WXCZyjvkHK88QAHB\nZ+6sZYcuHo5JT5sQIgIcL6XcXrzpbcDXpy2PAmEp5cEGd1nx7pBSjgsh/gJ4ZD7H1QinnHIKO3bs\nYPfu3TWvpps0afLqw3Ec9u7dy5o1a3j/+9/PLbfcwuc//3l0vToj8KY3vYlrr72WHTt28K1vfYt7\n772Xa6+9lm984xs88MAD3HLLLXz1q1/lLW95C3v37uWee+7h5ptvxrZtTj75ZI477jg++clPMjg4\nyCOPPMJ//Md/8MILL3D22WczODhYPql+7WtfY8WKFXz6059GCMGv77+fe+65p/zl7Pt+7ZOArLYz\nklLiOC6GvrCTbPFYjLChES7dh+eTt4NmaVNTKzJwhqbSEVVIFRxytktLWC8Hd6tWreLzn/88//tz\n17PlqWf51c/v5uU9e1ixYgUAn/jwB9A1hes/+5ly+RiCExYisA86mLGIfPCjdG7dCp//PJx8Mlx8\nMRAIks418SmlrKmDV4+umMlgqkDacojPyBypimBle5Sdw2k29DQmQdGXDPHyeBY9L6r08ZJhnZzj\nzSqJEdJVxrJ25WMCZha5Co5f5T4AR6enbSaKECxvjTBWHApY3hp5RcVuIXidR7M2u8dzRVN4SUfU\nYFlrZEHtphzPJ1UcItg1liVnu+jqIWHc6ahC4PjVWUSv+OKFdZWWkEZrRGd5KDJrX96x6mlbTyD1\n8TyBLtsWKeUvpi2/GJizTiGE0IArgbcUy6l3SinTAFLKbUKIj8/zuBripJNO4v7772d0dLSp59ak\nyWuAe+65h7e//e0AXH311Xz5y1/m3nvvrekLmkgkSCaTnH/++YTDYU4++WRSqVS5D27jxo3ceuut\nANx5552Mj49zyy234LoumzZtwrIsYrEYnZ2dvO1tb2P9+vWsX78eCAacSnzoQx8iGo1y4MABdu7c\nSTabrTyhBCJfVcfn+X5FibUkrqvrC+9/OF0TSgiBoakYWmBAbrse2YKDoghCuoqiBAFcMmzgeB6T\neZuoqVeU81RFcPrrTmD5ir8rN3FPTEzwq/vuoVAocPedd3DxxRfzxS9+sTz8tbItygsjafZOFljd\nEaHz1lth5054z3tg61ZYuZKYqZGy3JrlyrTl8sxQCr+YlVKKU4xz+X0CrO+O88T+KU7qS1aVx8K6\nyrLWMC+MZFhbR+1/JstaI/RP5rE9SdeMjFtP3OTliRwhTakrSyFEpWuGAGaGCFnbpXXG1GTJe7Qe\nsuin6s4oTyLAl0GWL9Sg+CtAe9QgaqrsHsuSDOt0RhszWD9cCq5H/0SOobSFBDoiBht64kSOovCu\nrioNm8H7vj8v+Z/ZOCY6bVLKLUDnLMvvanA/LvCj4k+t5d+bz3HNhwsvvJA777yT008/fV7egk2a\nNHnl+clPfkJfXx+PP/44EEhh3HbbbXXN3KefYGb6mSqKgl+8ah4YGGD9+vVceumldHR0UCgUyjIb\nQlRbT03/e/HixfzLv/wLq1atYtOmTezZs6fqy73a0iqYQJt+u2fbaMbROSmWhhBmIoTA1DVMPQgi\nC44LCEK6hqIIdFWlNaKQsVws1yNuHsoAakXrpuF0ge5EiNbWVl588UW+9rWb+c6t3+G+++7jvvvu\n4+abb+bkS99H2nLRVYEiIGt70BmHzZvhmmvKaabumMnBoi/mdDxfsmXfBOcf117OTuYdjxdHAtmJ\njb3JWTNBmqpwcl+S7YNTnLIoWdVLlQzpWK7PnvEgqzTXayCEYFlrhAOpAgNT+YqSYGnZwGSepa21\nB97CukrWdg/1jE0fR5z2mGc+pno9bVIGOmR5xyMR0jFrZPl8KckUM0qKEEQNlbA+dymwZEk1nLF4\nZihNa0SnLxGq6l3ctn+SNZ2xmtIv9fB9yYF0oRgA+5iqwrLWCKs7Yq+Ycft8OJKAbWYG+TXlPfpq\n44orruCuu+7i9a9//bE+lCZNmtRh165dnHDCCdxwww3l2y688EKuvPJK9u7dy7Jlyw573z09PWze\nvJlrr72W9vagEf7xxx/njDNmOvFV85GPfIQLLriA97znPdx2220A+L437Qu+erjL9zyUaUGk77oo\nmrpgV/EzKRQKNYO26aiKQsQ08H1ZDN4gZGgoQhAP6YG6fc6mNXIosNRUhY6YyUjaojsRYsmSJdx8\n89f4m09+iptuuokf3vY9Lr30UnoXJ/nv7S+QV8OEo9FDpcAVK+B3vwt+l5LWkMau0Qwz/SeeO5jm\n5L5ERTk5rKts7EsymXd4dO84G3oSs6r0G5rC63oTbB9Mceqi6iCvK2YymhXsHE5zQle8oXJgbyLE\nWNbm5fEcy1oP2T4pQtQN2AAihsZk3i4HbZpSKcfs+X4944iqnra845IpuERNjc5Z+s8UIUiEdBIh\nHd+XpC2HibxD1FBrWk1NRwhBTzxETzzEeM7m2eE0IU0hHtJpDesYqsJj+yZ4tH+CvrjJqYtaWDbj\n8UsZaJkNZyxGsza+L/Ek9CVMTlnUckQDAp4fyHSkLZe86+F4RQnj4vtMFuU6dFUhpKmEi1lQU1MW\nxBC+hJSSguszmXdIWQ6jWbts9aYIwbkr2o5tT9v/FFRVZe3atQwMDLB48eJjfThNmjSpwXe+8x0+\n9rGPVdx20UUX0d3dza233so//MM/lPudSsz8u3Rb6YuztPyss87in//5n/nYxz7Ghz70IbZu3Vrh\npDJzmnX6frdv386JJ55INpPh0UcfJZ/Ps/ul3axes6buiVBR1Ypj8D0H1Zi94Vv6PlJ6CKHCjOyf\n77lI3wfpB8dVeszFdeLhEK5tFbOGCigCRaldulMUQcQMTuyW46JMK6fGPQfPsdGMQ1UJXVXomqEW\nu3xxL1/48j/whS98ga62QBD421/6FE89vZOPf/lG2t94YeWdWhZccw3KqaeiXvVX1VkJ26UtUlsH\nriWsc/ayNp46kCKkK6ztrJ+lCesqJ3TFePpAihN74lUZt46oQURXeHooxdquGKEGrL7aowaqArvH\ncxw3x+RoCUMV2NNKmDM1vXK2V1fna3rAlio4uJ5PR8ycV2ZKUYLydzIclGEPpAoYmkJb2JhzUrkt\nYtAWMcjbLuN5hxdHMji+5MwlrWwZmGQwbTH0wjBxU2NNR3CsmhDkHY94SKM7ZrKiLVpXTHg2PF8y\nkrUYSlvkHW+aVhpEDY2EqdES0lGFKNqFiWJGO5gktl2fgusxVXAouD6O6+PWUMwwNQXfl2UNRE0J\nfhQhKLgelutjuT6uL1GgYh9hTSUZDoLZ49qidSdkj7VO22uejRs3cvfdd1cFbb/5zW+44IILjtFR\nNWnSBOD222/nP/7jP1i7di3XXHNNudT5+OOP4/s+3/72t2lvb2fr1q0899xzPPzww2SzWYaGhviv\n//ovVq9ezY9+FHRffP/73+ftb387P/nJTxgeHuaHP/wh11xzDT/+8Y/5zGc+wwMPPMCnP/1p3vzm\nN/PQQw+xc+dOfvSjH3HeeeexZs0aHnvsMXbu3Mm9997L2972Nq699lr+7u/+jkceeYT3vve9bN68\nmWeeeYZVq1fXPZFWlEUdC1Wf+6Trew5eZiI4AwklCNwULTBjFyqKbhQDuuqeJdWQgET6Eul7SNvF\nL57yFFVDaHoQzE1DUQRhQw/KpraDrmn4bjB9quqVZdxax94ZMzmQCoYecpk0w0NDDA7087kPvJPL\nr76G/+/btxCNFtXpDQNcFz7zGRatXMtY25vomKa0P5cUlaoITl6UZChd4Pf9E5w6S+Ymbmoc3xVj\n2/4pNvQkiBiVwVHE0FjfHef5kQx9cZO2BhT/W8IGvoS9E3mWt82tATrXa52xPLpn2iZQ2dM2lXeQ\nUjZ0fLMRNTSihoblegylC1ieT3vEIG7O3lsZNjQWGVpZ/sT1fB7tn0AVQZn7wlWdDUup1CNru+yf\nKpCyXCzXR1WCCd5V7dEKS6iFxvN9XD+QcXF9WZxC9fFlcJFgFp1ANKW6daJRFqqn7Yh02o4ljeq0\nzcYjjzxCR0cHicShK7qbbrqJT37yk0d6eE2aNGmQX/7yl9xwww3lzPcXv/hF3vnOdx61+xseHl4w\nzUbpB6GQMs2ySvoeilr7BCOlxCtk0cKNXXV7TgEvMwUEww1qtBVVn7uBul5Pm5QS6blIz0H6PkJR\nUIxw1YmopBsnHQuBRNF19DkygxBkRobSBfoSITzP48Ybb+SGG27Atm1WrTmen//nzw55pWYycOaZ\nyKEhnrnnATac+bryfh7fF2itNULB8XhicIrV7dGqIYHpuL5kx+AUx7VFanpoSinZNZZFE2JO7bUS\nI5kgAzRbabRE/0Su7nr7J/Msaqk+qZd62lzVQBBYMy00vi8Zy9nFHkSFzqhRMVDxX88OYagKF6zs\nqAiMv/uHvRRcnwuO62Bd1/x70qSUTBUcBlOFosm8JKJrLE6GaI8aC1rGfDXwatFpe01z9tln89Of\n/pRzijYr+Xx+wVSLjwaapuG67twrNmnyGuHuu+/mU5/6FPl84OW4b98+Pv7xYHj8aARuUsryfS3I\n/qb92wi+XZizLHpo3TxYuWD/QkGNJhsK2KB+T5sQAqHpoAUnf9918PJphBBB8FYMNp18DqRf7rvy\nXRepz23GriqC9qjBcLpATyLMZz/7WS6++GLe8573cGBoGN2c9thjMdi8GXH66az86/fhPfYoajET\nZ6gKllu/ZDidkK5y9tJWdg5nGM/ZHF+nXKopglMXJXl+JMNk3qnwpCw9N2s6YoxkLJ4aSrGuq7qc\nOpPOWKDjNpaz55xG9Isl9pnH5rgemlr/eZ3KWYSi+pyWWYeLogg6YyadMRPb9TmYKZCxg9c+HtI4\nfXGS3+0Z5//uOsiJXfHy83bNqUtQawzt1KKkaXYwa3MwY+H6wWcmEdLojYc4oevIJW+klPgyuHBw\nfVnsa1OKZc65s52Hi180h89YLlMFh5Tl4ngSRcBZy9rK6zV72hYAIQThcLg8+aWqatXE2auFRCKB\nruuMjY0d60Np0mTB+MpXvlIVROXzeb74xS/yjne8o2z/Usvz83AQQtR1Njg8JBUt5bIk4VljzWIW\nTqizl0mk7+HnphCaiQgnID2GFmtF0RrPsjTaP6NoOoqmI6WPb+Uhn0IJxdDDEXzPw/ecoMQqfVzb\nQjPmLuuGNJWYqZGxHGKmzsaNG9myZQvPPv8CSqITKSWbN2/m8ssvR6xeDbffTvjd72b/w1tY/Jag\nNWVpMkze8WsGbamCQ971aQkdUrsXQrC+J87BTIFH9k6wsTdRUxpECMEJXXEGUwW27Z9kQ0+iKjDr\njJnETI3nDqZZ0RadU2KkN2GyczhNa1ifNTukCIEvYWZ8Np53qpwRStiuj9TMmpnBo4GhKSxuCbKB\npUGC0axNWFPI2h5b90/y0niWle1RIrqKrirFAQOJLyWeH5Qac45PtqgLWCJmqLSEDU7uq57mnYuC\n4zGed0gVHLK2V9ZJgyDAt70gyFSKvWiqCAI1pxjA+f4h4eJSwFhCALoqsLxgeEFVBJoI/heA5fk4\nxXIpBO8hX8rytVppMjduanRGTVa21+5ra/a0LRBnnXUWW7ZsYePGjWiatqBX4QtFW1sbpmkyOjp6\nrA+lSZMFQ0rJ4OBgzWUDAwMcPHiQzs5OMpkMk5OTOI5Db2/vYU9cDgwMYBhGeVp0QZCAMv3P+tko\n6dnlTFbd3XkOfmYSJd6GUAJdNb2lq9x/5qdH4eBuMGOgmxDrADOCsDJIO1c+kZiAX/oqUxTwPYSq\ngxGBaRm1EkIoqKEoUkbw8ynw0iiRJKp5KMD0PQ/XKqAa5pyvQczUmchZ5WxZNBrl9FNPYTRr8Znr\nv8D/+5V/5CMf+Qjf/OY3Ud7+dsSePYxZGj1Fg/Z6WaXnhlPYviQZ0jmQKpB3XLrjIVYUZTu6YiHa\nIgZ3PX0A2/UJ6yohXSFjeVx+Yk+57NeXCNEa1tkxmOK4tkjV/YV1lfU9CZ46kGJpS3jWoEkIwdKi\no8DyWcqkqhKIsqozgvqC69GtV2dfPT8Qm+1rjTacJQqyTIf6shzfR/oghcRQFfTSTwO9WaI4fXrv\nC4FWftxQ6YyZrOuMgRDkHI+s7YIMgiVVCExNIFDoiKqH5TTg+ZKJvMN43mYy75RvN7VAW60vESJq\nNOZmMV+kDILPUqbOm5atM9Qj62eDY6TT9j+Rtra2cqCmKArxeJyhoSF6enqO8ZEFH5q2trbAlNr3\nyxpTTZq8VikUCmzbtg1FCcyju7u7GRoaqlqvr28xq1atAiCZTALgui4vvfQSLS0thxraG2RgYIC+\nvr6K/tWFYWbUVsOfqLTItlDC9WU4pO/hp8dQEl0I5VAGaXrmTol34E8eADsPVgYy4xBrhWQPoqW3\nHNzN7GmTUoLnBNulR/B9DzwXEUlCpOWQ6KsQqJFkMduXQigqSnGKU1FVECZ+IYMwI3MGoC1hg9Gs\nRVtEKZ9kO6Imq0/YgGma/Pu//zuZTIbbbrsNtb2dlQWH0Zu+Qc+mk+D882vuM2N7nF7qdWsNHteB\ntMXv+yfoS4RY3hpBUxTOX9HOvc8fpOA6yGLwOtNtIKyrnLY4ya7RLMOZAid0VTokKEKwsTfBcwcz\nWK5Pb6J+WTsR0jmQDnxK6w1EOJ5flYN1PL/KJQOKFzSpPN1Rg9wc3qO+lEzlHfKOh6EqRaunoHE+\nqqooBEK+jld0xnAcXC/wqi0JF0cMlahRW4g3pClsWtJCdyxUESzNHAzwpeT7f+jnTas7aYvMrT/o\neD4TeZvRrEPGDtp+FCFoDet0RU1Wtx8KVl+eyNbUiltIhAgybJoSXPQcKb6UDA8NsWPHDnRdJ5vN\nLsBem0EbACeeeCIPPvggJ554IsuXL6e/v/9VEbRNL9eWTKubNHkt89hjj3HVVVeVMzU33ngjH/rQ\nh8jlcuV1dD3ChRd+hcFB6Os7tK2maRx//PG89NJLaJrWsDj28PDwUQrYajBHebRuFs738VMjKInO\ncsBWa3uy40G2zM6DUKG1D6W1t2rdmT1tQgjQjOAnkgy0XaWE3CRydG9Q5I23gRn0gwlFRY21Vk1x\nKoqCCMfxChkUzUSZpcdOCEFbxCSVt2mZdhK/5j1X0tLawvYyzKYAACAASURBVAfe/Q5++MMfoqoq\n3//+94lJF/3btyBvTCGeeAJmTPZLKau6B4UQ9CVC9CVCZY9JCPTUOmMGB9IWG3sTJEyt5qsihGBN\nZ4yDGYstA5Oc3JcMLLimLV/XHeelsSz7JnMsaamfSeuNmxxIFepOkzqerCqb2cXJzZmMZm0SIR1d\nU0lN1fYeLTiBlIWUgZ3WTDeF6SiAplDTZsmXgQF7quBy0PWCkizFYE5XuWBlByFNqXctcug+iq/v\nr3eNkAhpLEqE2NCTxJWSvOOStryih2iAriq0hXWWtoTnzMo98NIYEX2C9ojJSb2Jsg9sYHcVlC/L\n//s+rufjyUOfxNKuVSECEWlFoCkKuhr8rioCVVFQ6/S+lfrlXD/IXtquT97xyBf/L0262p5k60O/\nIap4aKpKZyLKhg0bUNXD8zetxZ/09OhM7rjjDiYnJ7nkkkteNerMpZHvQqEw5xh8kyavZrZv384p\np5xSdUF0++23c/3119Pf38/SpUv5whf+kRNOuJrTTguUIWYipWRgYID29vaGPqejo6MsXrz4qHym\nfc9DKIeyE77n1pwclZ6D79ioodoZQn9qBBFrCUqYM7eVEpmdgNwkItaGnDoIuUnoOg4lXtuOL5/P\nz6scI30PmR5DpsdQWroRsbbZ15cS38ohhUAzZ5+ctF2PvOORnObbOZGz+f2jj3DlZZeQy+X4zW9+\nwxve8Absp59BPess1BPXwYMPglkpA7J1YPJQpm0OJgsOP3lykA+evpTxnM3zIxnWdcfrDgwUHI8d\nB6ZY0xGrWQ7dOZSiNxGqWyqVUvLMcJoNPbUvDnaNZFhdw8R+Jjk7sBLrS4aRUmJZVsWAnC8lwykL\nQwu8UI+WR2gpmMvaLmk7CExKFx5SShQhKgLl0jY7h9MUXB9NwJLWCMtbI0R0tdz3NZ/PYanJf+9E\njm2DU4FOmoDOqEFvUVg4rKtBdlFRMNQgy2iogcZa6YwZtKBVDio4nl8OwqQEy/WLwyKH7l9yaMxI\nFUG/nKEKNFUhrCmE9cBlYrpo7z333MOpp55a9VgMw6Cjo6M5PbpQPPTQQyQSCc4777xjfSgVLPS0\nW5Mmx4J0Ok04HK6Zwb766qu5+uqra25nWXD99fDZz0LJLlgIQUdHB/fccw/nnnvurPfr+z733nsv\nH/7wh4/4MdTcv+ugTZuI9B27ZtDm2xaiztSoLGQC3bR6Advwboi1IjpXFE+YQPsSFKN+UDbf/hmh\nqIhkFzLRiZwaxh94DqWtLyif1lpfCNRQFL+Qw8ulUOsI4UJgSO94PjnbLXtKtkYMNpx6Bps3/4yx\nsVHe8IY3BOtuWM/gN79N3zVXw//6X3DrreU0ycxS8Vy0hHTOWdaKWpyObI8aPH8wTf9knpN6E9Vl\nQF3ljCWt7BxOY3s+PTPcBtZ1x/nDwCQnm1rNRvO5gpHqPGE1gZhsgaXFjN5M79GM5TKRs+mKh47I\nUaARFCGImRoxU6O7wW0e+OMIBdenLaxzzop2umeRYClRCsxKJu452w00CYvLS/6pri8xVMGK1ihn\nLWt9VUqC7N27t24FYKGGHP/kg7bdu3fzxBNPsGbNmnIPTZMmTRaWZ599lj/7sz+b93Z/+AN84xtw\nxx1w111Q9CInHA5zxhln8PTTT7Nhw4aq7aSU/PrXvyaZTPLe9753zvtxrTyqETrybFy97T0HRa3O\nskgpkbkpRGtfjWU+/oFdKK19iGm9cEq0Zc7DqKfTNhdCCERLDzLZhRw/gDcxhNq5FFEnQFRCEXwr\nh5edQo3WDvAAoqbOVN7G8fxywNObDGGcdV7ZgP6hhx7CcRzOf9+7Gd62je5/vSnwKZ0emM/z5Vk/\nLesVGM4nOJix+N2eMTYtbq0S2hVCcGJ3nMf3TRLR1YqpzmBCNcHzBzNs6K0dpIZ1lbztEp7hx1lw\nvPrvjSJSSnaPZ1nackg3r6TTFolGOZi20BTB4pZqXb2jSdZ26Z/Io6kCo9grZ5SGGYoDCEIEz+/u\n8RwbexOs647jS5jMO8Wmfp+865OzvQpnCE0JnCJihkYipLGsJUJYr+6r+/7WfjRF8IbjOip8X18t\n/Nu//Ru9vb0YhlHhrDIdx3Fq3j5f/qSDtscff5w//vGPvPGNbzzWh9LkVUQ6neaZZ54Bgi9NXddZ\nvnw5HR0dFV8mmUyGF154gVAoxPj4OLFY0A/keR6WZbFhw4a6AqcPP/wwqqpimia2bXPGGWcc9lRk\n6cugv7+foaEh4vE4vu9jWRau6xIKhcjn82iahpQS0zTxfb9szaQoCqOjo0SjUVasWEFXVxc7duwo\nH08kEmHdunWHdWwlhBCHdaV57rnw6KPwjncEv3/96/CRjwTnv6VLl7Jnzx7GxsaqJkK3bt3K+eef\n37A/qaLp+I7VsIZamZknTzm/YSGZnUREW6pOUtL3goCtYylijvJjLRrxHp0NIRRE+yKE6+D170Qk\nOlA7alv+KWYEnzxedhIlkqwbUCRCOumCjRYK+ts0JfCFTFsOz+7Yxhvf+EaSySRPPvkk5t9/Gf/i\ni1BmZFIjukLB8SrEX+dLV8ykJaSzZWCCZS0RlswQtRVCcPriFh7dO84ZS1orBhgiukrB9Wqau0PQ\nXC9rPP6BqQKLZhlkANifKtARNapkTjK5AkMFWJQIVQWDrwRRQ2NtVyywhfKCfi7L88naQWnRl5TL\niucsb0MSPN6yfEbxJxnS6I2bGGp1UDYXV72uj0gDZvfHihUrVrBx48ZZ11monvQ/6aCtv7+/GbA1\nqUBKyRNPPMG73vWuQI/H97Ftm127drF161Ycx6Gzs5ORkRE6Ojq48MILSafTdHV1VezH931+8Ytf\nMDw8TCQSYcmSJUxMTGBZFtlsliuuuIJYLIZlWfi+z913381FF10072P93e9+R09PD47jsHr16jnL\nhfVwXZfJyUkGBwd54YUXePOb31wuse3cuZNdu3axevVMW+/G930kotWnngpPPAHvex987GOwZw98\n9avBsvPPP58f/ehHvP71r0cIwQsvvMDU1BSjo6PzMpRX1EC4ul5PWl0a6DOVvh/YUNXCKSBi1T1a\n3oFdKJ3L65ZUZ8PPpgiP9ZPvf6rq+IQQEI6jdS1Gbe+dW/ZB09GOOwlvdAB39w7UpScG4rwzUMww\nngCZHkMkavfZCSGIGDpZyyEWCvrCEiGNA+kCp556GhdeeCH//d//zdVXX83999+P8ta3Bhtu2wa9\nvdDbS1vYYDzv0KerFYMdvpSMZGz2p/IIYEVbdE4z+XOWtbFzOI016rGqozILqipB4PbkgRSnL6nM\nbPbEQwylC2U7p+nkHY9wjbJlzvGIzhJwTeaDgYLWcGW/XNpySUmdlW3Ro9a71ghCiKBpX1U4Shq/\nszLbc3es8TyPVCo153q6vjBuFn/SgwibN2/mzDPPXKAjanIsGR8f52c/+xknn3wyruvieR7RaJRQ\nKISmaWiaRltbG9FoFMdxGB4eZmpqCsuyKBQKGIZRFl0977zz6o7Ye57HwMBAwwGBlJJUKsXtt9/O\nxz72MVKpVM0pxtHRUX7729/i+z75fJ7nnnuOd77znfT2Vk8Glo7jkUce4eKLL35FpiJ///vfo2la\nlVfvXEgpuf/++7nyyiuP2G3E9+ErX4E3velQmRQgl8tx1113EYlEOPfcc2lvbz+sL0gpJa5dQJtH\nmbSkW1Za3y1k0WYMG/h2AaREMStP8rLoeCDilVlCPz0GVg6lY0nDx+3sexH/YD8AIhJH61mO0npI\n3+3Quj5+LoO7/yXcsSGQEq2jF33JGpTw7DIq0i7g7nsWtWsZSry21p3Mp5CeizLLIEPOdgLtq2JG\nyfF8xrIWSiHNxo0bGRoa4uabb+a6664LrK6WL4e1a3nm9s2s7Gtj12iG7YMpumMGbz2+Gyklj+4d\npzNqsDgZxvElL4/nipOKglUdEfoS9Utqj/dPsCQZpi9Z/f7cvn+K49ojFZ6ani/ZPjjFaYury9Tb\n9k9yyqLK2zOWy1C6UBUYlsg7HgOTeVZ1VOqxHUxbOL5PX2IByvYLyLb9k5zQGTsmWb9XI3fffTen\nnnrqnALg4XCY1tbWIx5E+JMO2n75y1+ybt26BYuAmxwbpJT86le/4sorryQSOVRKGhkZwXEcPM/D\n8zwGBwdJp9Pous6SJUvo6urCNM1XrXXZAw88QCwWY8mSQyfvXbt20d/fT3d3N5s2bSprmC0Us/VC\n3XvvvSxdupSRkRHGx8fp7OycNfsmpeS3v/0tl1xyyVEJLL/wBdi4MSidLhTS93FduyGfTQDXtirM\n1N1CDi1UWc708xmEbiC0yi91OXkA4p0VemdSSvy9T6Ms29DQidqbHMXa+Xu0pcejLz5kWN9oT5uU\nEm9sCGvfH3HHRomecg5aW9cs6/u4u55Aae1G7Vxacx0/OxGUV+sMMUgpSRdsYqZeLsFP5Gwihsr/\nve9eLr30UsLhME8//XTgEfvjH8O7383zV76fxz/z95iagu36vOX4TrpjIZ4dTtEaNmrqqHm+z5OD\nU0zkHdb3JAjrKoaqVJRXpZT8bvcYG3sTVbIZWdvl2eF01cTqI3vGOGdFdeD65OAUG/sqH/e2/ZOs\n705U6cRBYFD+zFAwcVrKpEkp2TOeI2qodMVMsnPotDWClLIsi+F6PqUivij+Uxz1CEqZajCJWc/6\n6b+eDXQVFyVCvK632lHiT4kHH3yQaDRKX191T+pMNE2jq6urGbQdCY7j8POf/5yzzjprgY6qybHg\nD3/4A2984xsXzCbk1cT27dsZGBjANE1c16Wrq4vTTjuiz/ysjIyM0NnZWXf5Aw88wPLlyznuuOPY\nvXs327dv5+yzzwaC7J8QgqGhIfbs2UM8HmfTpk20tjYm0TAfCgW44AJ47DH45CeDDNxCXXt5jgMC\n1AZso9zitGgp+KgVtHnZKZRwvEp/zR8fQGmrzFx6B19GibYiZmnqB5Cug/X0I6ComOvPqhK6n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tE1i8GOx2CAZNA/r2YJFEcpJseIMqNZ7otVoWWSaoqh123gr2BAh4MQy91XfO6F2Y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PFsAC17Tffs2YOfnx8DBgxo0XY0htXaer5MCdHa+SqMof0MF7SgwsLCVv+t+GwZMWIEK1eu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\ntAHSaRNCCCGEaAP+H47j6Zfig0m4AAAAAElFTkSuQmCC\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7faebdf00e10>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "figname = os.path.join(figdir, 'front_schema05')\n", - "fig, m, ax = alborexdata.prepare_map(coordinates, 'h')\n", - "fig.set_size_inches(10, 10)\n", - "\n", - "add_places(m, labelDic)\n", - "decorate_map(m, coordinates, dlon, dlat)\n", - "\n", - "add_fronts(m)\n", - "altimetry.plot_streamline(m)\n", - "\n", - "plt.xlabel(\"\\nLongitude\", fontsize=16)\n", - "plt.ylabel(\"\\n Latitude\", fontsize=16)\n", - "plt.savefig(figname, dpi=300, bbox_inches='tight', transparent=False,\n", - " edgecolor='white', pad_inches=0)\n", - "plt.show()\n", - "plt.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Diva-python3.6", - "language": "python", - "name": "diva-python3.6" - }, - "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 -} -- GitLab