diff --git a/notebooks/manuscript_figures_master-revision.ipynb b/notebooks/manuscript_figures_master-revision.ipynb index 499655b..807101a 100644 --- a/notebooks/manuscript_figures_master-revision.ipynb +++ b/notebooks/manuscript_figures_master-revision.ipynb @@ -36,9 +36,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "Bad key \"text.kerning_factor\" on line 4 in\n", + "/nobackup/sbhusha1/sw/miniconda3/envs/bhushan_PY3/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test_patch.mplstyle.\n", + "You probably need to get an updated matplotlibrc file from\n", + "https://github.com/matplotlib/matplotlib/blob/v3.1.3/matplotlibrc.template\n", + "or from the matplotlib source distribution\n" + ] + } + ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -62,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -86,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -146,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -7546,7 +7559,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -7560,7 +7573,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -7703,7 +7716,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -8055,7 +8068,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -8092,7 +8105,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -8151,7 +8164,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -8184,9 +8197,19 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "fall_corrected_skysat = '/nobackup/sbhusha1/skysat_video/paper_analysis/20191001_fall_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_reference-DEM.tif'\n", + "fall_ref = '/nobackup/sbhusha1/skysat_video/paper_analysis/mos_8m_all_toamask-tile-0_non_glacierized.tif'" + ] + }, + { + "cell_type": "code", + "execution_count": 36, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -8196,28 +8219,44 @@ "\n", "Warping all inputs to the following:\n", "Resolution: 2.0\n", - "Extent: [560009.0, 5114453.0, 564297.0, 5117733.0]\n", + "Extent: [560009.0, 5114451.0, 564299.0, 5117731.0]\n", "Projection: '+proj=utm +zone=10 +datum=WGS84 +units=m +no_defs '\n", "Resampling alg: cubic\n", "\n", - "1 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20191001_fall_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_reference-DEM.tif\n", - "2 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/mos_8m_all_toamask-tile-0_non_glacierized.tif\n", - "nl: 1640 ns: 2144 res: 2.000\n" + "1 of 2: /nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/fall_aligned2m_huge_dh_removed/run-trans_source-DEM.tif\n", + "2 of 2: /nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/reference2m_dems/2012_2015_aligned_dem_med_mos_non_glac_shpclip.tif\n", + "nl: 1640 ns: 2145 res: 2.000\n" ] } ], "source": [ "# fall_stats\n", - "fall_corrected_skysat = '/nobackup/sbhusha1/skysat_video/paper_analysis/20191001_fall_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_reference-DEM.tif'\n", - "fall_ref = '/nobackup/sbhusha1/skysat_video/paper_analysis/mos_8m_all_toamask-tile-0_non_glacierized.tif'\n", - "fall_ds_list = warplib.memwarp_multi_fn([fall_corrected_skysat,fall_ref])\n", - "fall_diff = iolib.ds_getma(fall_ds_list[1]) - iolib.ds_getma(fall_ds_list[0])" + "#fall_ds_list = warplib.memwarp_multi_fn([fall_corrected_skysat,fall_ref])\n", + "#fall_diff = iolib.ds_getma(fall_ds_list[1]) - iolib.ds_getma(fall_ds_list[0])\n", + "fall_ref2_non_glac = '/nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/reference2m_dems/2012_2015_aligned_dem_med_mos_non_glac_shpclip.tif'\n", + "fall_skysat2 = '/nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/fall_aligned2m_huge_dh_removed/run-trans_source-DEM.tif'\n", + "fall_ds_list2 = warplib.memwarp_multi_fn([fall_skysat2,fall_ref2_non_glac])\n", + "fall_diff2 = iolib.ds_getma(fall_ds_list2[1]) - iolib.ds_getma(fall_ds_list2[0])" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 70, "metadata": {}, + "outputs": [], + "source": [ + "# peak stats\n", + "#peak_ref = '/nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_non_glacierized_registered_dx_0.11_dy_0.4_dz_0.95.tif'\n", + "peak_ref = '/nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_registered_dx_1.5_dy_-0.19_dz_0.74_aligned22m_ref.tif'\n", + "peak_corrected_skysat = '/nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/full_dem_coreg_corrected_for2m_alignment//run-trans_source-DEM.tif'" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -8226,34 +8265,33 @@ "\n", "Warping all inputs to the following:\n", "Resolution: 2.0\n", - "Extent: [560835.0, 5114997.0, 564143.0, 5117341.0]\n", + "Extent: [560837.0, 5114995.0, 564143.0, 5117341.0]\n", "Projection: '+proj=utm +zone=10 +datum=WGS84 +units=m +no_defs '\n", "Resampling alg: cubic\n", "\n", - "1 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif\n", - "2 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_non_glacierized_registered_dx_0.11_dy_0.4_dz_0.95.tif\n", - "nl: 1172 ns: 1654 res: 2.000\n" + "1 of 2: /nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/full_dem_coreg_corrected_for2m_alignment//run-trans_source-DEM.tif\n", + "2 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_registered_dx_1.5_dy_-0.19_dz_0.74_aligned22m_ref.tif\n", + "nl: 1173 ns: 1653 res: 2.000\n" ] } ], "source": [ - "# peak stats\n", - "peak_ref = '/nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_non_glacierized_registered_dx_0.11_dy_0.4_dz_0.95.tif'\n", - "peak_corrected_skysat = '/nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif'\n", "peak_ds_list = warplib.memwarp_multi_fn([peak_corrected_skysat,peak_ref])\n", "peak_diff = iolib.ds_getma(peak_ds_list[1]) - iolib.ds_getma(peak_ds_list[0])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "%matplotlib inline" + ] }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -8266,7 +8304,7 @@ }, { "data": { - "image/png": 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\n", 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" ] @@ -8343,14 +8381,14 @@ "#axins.set_ylim(top=5.6)\n", "## Absolute Accuracy \n", "#snow_on\n", - "dh_stats = [np.ma.compressed(peak_diff),np.ma.compressed(fall_diff)]\n", + "dh_stats = [np.ma.compressed(peak_diff),np.ma.compressed(fall_diff2)]\n", "ticks = [f'Snow-on\\n{np.round(dh_stats[0].size*2*2*1e-6,2)}km$^2$',\n", " f'Snow-off\\n{np.round(dh_stats[1].size*2*2*1e-6,2)}km$^2$']\n", "dh_stats_plot = ax[2].boxplot(dh_stats, positions=np.array(range(len(dh_stats)))*2.0, sym='', widths=0.6)\n", "set_box_color(dh_stats_plot, '#2C7BB6')\n", "ax[2].axhline(y=0,c='k',lw=1)\n", "ax[2].set_xticklabels(ticks)\n", - "ax[2].set_ylim(-18,18)\n", + "ax[2].set_ylim(-6.,6.)\n", "ax[2].set_ylabel('Absolute Accuracy (m)')\n", "ax[2].grid(linestyle='--',axis='y')\n", "ax[2].plot([], c='#2C7BB6', label='Refined Frame Camera Models')\n", @@ -8454,7 +8492,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 73, "metadata": { "scrolled": true }, @@ -8466,18 +8504,19 @@ "\n", "Warping all inputs to the following:\n", "Resolution: 2.0\n", - "Extent: [560009.0, 5114453.0, 564297.0, 5117733.0]\n", + "Extent: [560009.0, 5114451.0, 564299.0, 5117731.0]\n", "Projection: '+proj=utm +zone=10 +datum=WGS84 +units=m +no_defs '\n", "Resampling alg: cubic\n", "\n", - "1 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20191001_fall_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_reference-DEM.tif\n", - "2 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif\n", - "nl: 1640 ns: 2144 res: 2.000\n" + "1 of 2: /nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/fall_aligned2m_huge_dh_removed/run-trans_source-DEM.tif\n", + "2 of 2: /nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/full_dem_coreg_corrected_for2m_alignment//run-trans_source-DEM.tif\n", + "nl: 1640 ns: 2145 res: 2.000\n" ] } ], "source": [ - "dem_fn_list = ['/nobackup/sbhusha1/skysat_video/paper_analysis/20191001_fall_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_reference-DEM.tif','/nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif']\n", + "#dem_fn_list = ['/nobackup/sbhusha1/skysat_video/paper_analysis/20191001_fall_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_reference-DEM.tif','/nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif']\n", + "dem_fn_list = [fall_skysat2,peak_corrected_skysat]\n", "dem_ds_list = warplib.memwarp_multi_fn(dem_fn_list,extent='union')\n", "fall_dem = iolib.ds_getma(dem_ds_list[0])\n", "peak_dem = iolib.ds_getma(dem_ds_list[1])\n", @@ -8487,7 +8526,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 74, "metadata": { "scrolled": false }, @@ -8504,7 +8543,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -8515,7 +8554,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -8524,7 +8563,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 77, "metadata": { "scrolled": true }, @@ -8532,10 +8571,10 @@ { "data": { "text/plain": [ - "[560009.0, 564297.0, 5114453.0, 5117733.0]" + "[560009.0, 564299.0, 5114451.0, 5117731.0]" ] }, - "execution_count": 21, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -8546,7 +8585,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -8571,7 +8610,7 @@ " dtype=float32)" ] }, - "execution_count": 21, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -8582,7 +8621,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -8591,34 +8630,7 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig,ax = plt.subplots()\n", - "ax.imshow(hs,cmap='gray',extent=fig_extent,alpha=1)\n", - "dh = ax.imshow(-1*snow_depth,clim=(-15,15),cmap='RdBu',alpha=0.4,extent=fig_extent)\n", - "#plot_ar(-1*snow_depth,ax,(-15,15),cmap='RdBu',label='Elevation change (m)',cbar=True,alpha=0.6,extent=fig_extent)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 78, "metadata": { "scrolled": false }, @@ -8627,12 +8639,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(560009.0, 564297.0) (5114453.0, 5117733.0)\n" + "(560009.0, 564299.0) (5114451.0, 5117731.0)\n" ] }, { "data": { - "image/png": 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\n", 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2GhsbMQyD0tJSXC7Xbv09/bL069cPy7L2qPcWi8V44403OProo3niiSfyLc5eh6LZUDR9+yfuRXxlheukk07C7XZz9913M2fOnK2OzZw5k+uuu45p06btVQpXQk1w+/HZf08/fjNIcaAYzaFh2SUPVGxOoTJt2Ztcm1iVm05MpVL8sfocAG4w7kVmIgQ8XooBmxAYyRSqqtAY/RlVThdu9cbd3rcCu4433niDgQMH0q9fvy8874UXXmDq1KnY7Xb69+/PoEGDmDNnzmeWjTc0NHDGGWfw1ltvkclkeOihh7j22mtpbGzkZz/7GRdddNGXltVBVukqsBlN05g4cSKQ9UMdP348119/Pc8///xeM422iZ6eHsrKygBYuXJlzkK3yYF8k7L1r3/9iylTpuT2Q6EQkH0W8Xg851S/6Zre3l5sNhttbW0UFxdjt9t3W592hgkTJnzm/8+eQEdHB4FAIN9i7JWUlfhw+jc/u6b8ibLL+MpzfdOmTWPlypXb/GU3DINnnnmG733ve+j63qOpmprBj1/o4qfvR7jnyBKkQ9LW00aCrFnz8mAT5zbNonNjG7qeBuCnvf/lVsehuTZu1i5DURM4bBrJZJJYbxi7qmBXNeyqipVIkInekJf+Fdg1PPXUU58JfXLvvfcyevRozjvvvJwPUEtLC3V1m0NU1dbW0tKybY+Euro6Zs2axaGHHsoPfvADnn32WWbPnv2Vo4FvcpovTCluJhAIMHv2bGbPns3rr7/OJZdcwoMPPsjZZ5+db9F2mmQyCWR/14YMGYJpmvznP//JOdCvWrWKd999l+XLl2815bilU/0mPy63250L3mmz2dB1HV3X6enpIRbb/vL8fDBixAgWL16cbzE+Qzwe32oRQ4EdpzuSojOczJV9ga+scE2ZMoWhQ4d+7vFLL72U4uJi0un0V73VbiOtpLH7HdxxiBeAG+uz5vY7Aj4A7A6oqS5h8qThZDIRzl//BHf4Pht8u0hRCAC1Xg8BtwfTtEilUrR0dNLW1kZbcyvptut3Z9cK7CLS6TQvvvgip512Wq7u4osvZvXq1cyfP5+qqip+8pOsb9+2ItZ/XvTjE088EcgmIJ44cSJer5eysjIcDkfOGvFl+BJhIfZpbrzxxq1yUtrtdoYMGcI111xDNBrNt3g7TV1dHW1tbdTUZLMm6brOYYcdljvu8/n41re+xUUXXUQikWDWrFnbbEfXdSzLorq6mvLycjKZDJFIhKVLl7Jw4UIWLFiwlRVsT2Ho0KEsX74832J8hiVLluRWwhbYOcqKfFSVBnJlX2Dv8mbfTbjL3GgejZ98HObqVdkvupuKVa6OxLgmHkZR0sRiQR599AE6Otfwp/ozuD7z2WCJV4oZNDc2oiYS+AGfbkNXBP0qyqmrq6WisnKvHNwLwCuvvMK4ceOoqNi8qKKiogJVVVEUhQsuuCBn9a2trd3Kt6S5uZnq6urPtAnkpmwURdlq+kZRFAzD2OY1O0LBwrXv8+mYTw6HIzc1qmkaa9euxev1EggEmDx58jYVJ0VReOONN+ju7gbI+XCNGDGCCRMmMHLkSDo78xao+3MZNmwYK1asyLcYn+GJJ55g+PDhTJgwId+i7HUEI2k6w6lc2RcoKFzboCXUwq0HOPCUeVFcCtdsTHBNNI7NbqBpKUKhLrxeJ2edNZXycp0ruv+Kpm3b5Dmkf38sodDc1IQST1DkcqErKppQ6Q2GyaQyRJf8DLlsBnLBjN3b0QJfmieffPIz04lbpld57rnncg7YJ554Ik899RSpVIq1a9eyatUqDjzwwN0qb8HCte9TVFREOp0mGAwSDAbp6urC6XQSiURYv349lZWVdHZ20tPTw+rVq3G73dts59BDD0VVVWbOnElPTw/FxcVomoamabS2thKPx3O/65viLuabIUOG7JEKVzqd5je/+Q3XX1+YydhZyoo8VJb6cmVfYJcmr95XKKoqBiBhJNA9NjSPDWwJTCONJITfb8c0w9hsKTSbjk1LYZoxDvjXUcydsvXigFIhcOg69UOHECDrvGwTkIym8Hq8xFJxVFTE8Bm7vZ8FvhzxeJzXXnuNP/7xj1vVX3311cyfPx8hBA0NDbnjI0eO5PTTT2fEiBFomsZ9992321d+FSxb3wx6enpwuVy43W4URSEWi2FZFrW1taTT6dw0ocPhIJlMcvnll3P33VsHYlYUBbfbzXe/+12klCiKghCCSCRCZWUlXV1dOZ/cPSHvZE1NDdFolN7e3u2fnAf+/Oc/84tf/ILRo0ezcOHCfIuz19AdzaCre48r0o4gtuVf8rknC7HjJ+/F/HhFkHuGZlMJXNMTJ5wKY5lBikvsqEoCVc1gyQiKiBEOrwOieLw2BClutl3zmfZmJa7BYRiUu1wUmRaaBMUQGL0G8e44DsOBa//bd0i21544hO+c8f52z+v357MJhRwoajnV1aNR4iqLfnDqTj2Hbyo78zexJ7EtvzAppRBCvPgWTKnYon4EfCylPGD3SZcfvilj1pZ0dXXR0tLC/vvvT09PD5qmoes6pmmiqirNzc0AlJeX55SrTxMMBkkmk5SUlOSsWKqqkkqlCAaD+P3+3KrIXcnIkSOx2Wy50Cs7wpFHHsn06dM5/PDDd7k8u4prr72Wfv36faWVxt8U+saspyZe+OD/uoo3x61869aTPpFSjs+jaF+ZgoVrG2juzdYH3WOnzOvFsiQQwrLSmFYIuz1NY+NSqqtdWJZAVTNgRLkjcz3lisI56ubUIJOdt7EhcwMewCZBtVQwQFNseBwe0r3ZAS3x5rU4j7x1K1keO2cQhsvAU+Fheftyunq7mH4DKDXVxJwO1vRGMEtLWNbTQ4+l43D0I9yrEIlkKCvvD5SSTCQgJhh421/RUipm2EJLadArIQ4ippDuTlHpq6K1cT1rm87fDU+5wO5kZ1P7FNi7WL9+PfX19QB4PB6GDBmS89EyTZN4PI7H4+HNN99kzJgxGIaB3W4nlUoRiUSw2Wxb+YCVlJRwwS//xB+uPQvY7FsohKC8vDyXr7G7u5vi4uKtZDn11FNJJpOUlZXxyiuvcMQRR/DSSy8xfvx4/H4/bW1tDBw4kPXr12OaJoFAgObmZjRNy4WzaGhoyN1P13UMw9hqpbuqqkSjUZ5//nmGDh26R04nbsnjjz/OJ598wo9+9KM9Zhp2T6c7miam7VsWroIP1zZIyCTXpbNOehmjG4hiWmEMI4kkASSJxzoZMKAchwM8Hg1h9mLPpPEpKg4huPPD4/ggvXnevs52MzZFASno7Y5gJizUtII+8BaEhOSHv8CyTObddnLumjk/O57G5Y2U+ko57cbFjB01Fs3QOGT8wcy4qJWTxh/ABaecTIPTyaBAgHFD+2Ga3dh1nUBRKZZl0dzcRDKVypr+VTBME92hk06nMaRBKpUmlUnhdLqIRqP4A8UcccjL/PCcxVx87rLd/OQLfF0UfLj2berr63NTapuUIcMwSKVSOYttMBjksMMOw+/3U15eTiqVIh6Po+t6Li7Xlo70D994fm4RSHt7O5lMBk3T8Pl8CCEIhUKfUR4eeughXn/9dQYNGsSjjz7KtGnTcDgcXH755bz99tu88MILzJkzh+LiYurq6jjmmGNIpVJ4PB769euHYRjMnTuXcDiM05mNHJdOp3G73cTjcZLJJNFolEgkQlFRERdeeCFnnnkm9fX1vP7661/7c/6ybNiwgTVr1jBp0qR8i7LXkA18urnsCxQUrm3wQF0liXh2JY4QYSCElAkcTgNVTWatWcJEkEKIGCphnELBrWoolkk6nWbyhAl4PzXDoyUyqKaC3+XDSBqk4inSi67HqTqxKzouu4tho4bR9dcfE3/8Gma+/QHDh4xgym/mMvvuYznhRx+xX8N+lNpLmfPa8exf3o9jah+mOJ0m3dZGqGkd8XgbihKnO9hKLJqiod8w0ok0aTODEAKbw4amayiaQCgKRaVF+Hw+XAEXKSMFiqCopJR4yiBjfTOj4re3t+dbhJ1mezIXFK59n01x3zYpT5ZlbeXwvikExiafLE3TsNvtpNNpYrEYF974CFf+9qmt2rz4pv/jqjueprq6mlQqtZWy4/V6qaioIBgM5ixM9913H1OmTMmlu7rrrrt49NFHGTJkCA8//HCu3VgsxsKFC5k5cybd3d25VZQbN27koIMOIhaLEY/HURQFh8ORUwo1TaOhoYHLDhvB98fUcEKFzv777080GiUajW6VsmhPIxwO77GBY/dEyvwOKotdubIjCCEeEUJ0CiEWb1E3QwjRIoSY31eO+9qE3g4Fhetz+F0gG6hSUeOk093Y9QQzxIH8yvYdVDWBw5FEKGHsMobbkujpNHYjw/m2X3GW41Z8lmQ/269IyxmbG02BMARGykBTVBQULMPCTFhYKYmVluiqHafmQM2oTJ44iUH1A+l89FKMiMHcu6cw7IQnGXfsC/Rs6OFff3+Rd985iubFSxhWW0uJplLudqNqUVyuNKlUGKHYKAoU43f5EZYgk0jT3RXEV+THVEykIkmaiWx4CpWs9cuwUDUd3eHkmp/uPQl8dxVVVVVbxWjaG0rVdnJ0FnIp7vtsynigqiqxWAyPx4OiKHi9Xux2O36/H5vNhpQS0zSJxWIkEgm8Xi9FRUVIS/Knmy7gohsf3ard+647h0Qigc1mQ1VVTNMkk8nkLGgej4dAIEA4HOaiiy7KJZD+/e9/zyOPPALAOeecQ1NTE1OnTgXg6aef5oADDkDXdcrKyrDZbBQVFXH51ONRVZWGhgZqa2tRFIWjrSj7rW7kgv1qOXvCAE4eVISpu0kJjaqRY4hvaKKq8WP8b76B1+v93KDCBfYuumNpuiKpXNlB/g84Zhv1d0kpx/SVl7dxfLdQ8OHaBuc1vUdVdTGKEgdiaFoUKdPMkM8Q6W3DMjtR1DgyE8Nrs+EA3HYdD4LXjeno6RROAY3tl6CLGaRj16EkFbSim1n8zukMGTAEJSPQ0Iin4jgm/ZrM29cTCUaxSzvuM35D06/PY9K9r/DJVScx7/15WA6LQ65/jdtPdhNXYsx86wMohuWtK9BUWLdkKd12nYzNRpcRBylJpS1KS3sIFA8i2hnF7XOj2BTSIo2VsSgpLyG0PoRpmvicTlKJFCYmQlFJGSalbi+xlMH3v78ah8PBH/9Yk+9XU+BLUsiluO/T29uLpmWH9E35EzflTMxkMthsNqLRaG6qzuPxIIQgkch+cF1334v875W/48Ffnsv5NzyMUAQP33g+zS3N/P3un6KqKrquEwwGCQQCRCIROjs7c5auTfz1r39lxYoVtLe3c8UVVzBo0CC6urr49a9/DWT9spLJJI899hjV1dU4nU5SqRQ3XX8tkY61fEdGcLicmMmN6KV2sHScHhfpSJxAeQkxC8xICJfDTv0BB9H09pt0zGsmlVEwH3oCz1U/5K233sLn8zF+/K7xsS4pKWHMmDGsW7eOxsbGL9WGlHKvyEu5p1Dqd+Au2rmEZFLKd4UQDV+LQLuAgoVrGzgcAk1NoigJpOxCs0URopsZ4nTu9F+OJoLYzASlgNuS+CwLvwSXtPCpCl6bDSOZpL6inK62H6OhMXfOXACqy6tRDIVMIkM8HMclXMj3ZqCaKkbawKZoJP9yLZWllcTu+jnd7d3M+eAjZs2bzX3nVPDz52PIEiAAuMBZVUYIsHm9nHDmWayJZtD1elIpL8VF1dgdKpBE1TU0p0bCTGAJE0XNBtZUHAq6Q0fRFJxuJ1JIDNPEHyhGaDaSRhJfsR80OOcHq/P3Ugp8JYQAoWwu2z9f1Akh3hJCLBNCLBFCXN5Xf7MQYmGfaf6/QojqLa65VgjRKIRYIYT47hb144UQi/qO3SM+L8x+ga+E3W5H0zRM08yFhdg0vSiEyPlbWZaFaZo5S9cmh/nBkyZSXjcAAFVTefQvfwWgbvBoNE0j8/F/CAaDFBcX55zuBw4ciMPhoKenh1AoRGdnJ2vXruWRRx7htttu46CDDqKxsZFwOAxkA7Bu8ikbMmQILS0tuZhg5110KR3/fAtVqDgCLpxFPnx1FTjrynBVl+As9WGGoqh2J7rXj93pIlBVx/qPZtNx+EFkdCc2RSH27ONUVVUhpdwlOXwnTJjAvHjGSzkAACAASURBVHnzuPHGG3n33Xe55ZZbvlQ7q1evZtiwYV9Znm8KoViGYDSdK0CpEGLuFuWHO9HcZX3j1iNCiKLtn/71UFC4toEl41gyTioVJpXsQsoQkE2r8mtzOvaMQYmmEtA0ihRBEQJiMXyqiiOTwWlaVLlcZBIJSqvuIRlKMunYVwCwSx0jnUGVKrqmk0qm6GjpRKQE5WfdS+uGNqy0hWqqZFJpWtpaKaoowuV04tAd3H6Om9LiEtCgbmh/WlNp0sXF2Af0555HHsHn96OpGYYNG0RZuZdUKkY6HccQBl09XWQyGSwhycgMyXQSw8pgSINwNIylWCStJL4iH/6SAIYw0B06hpW9xu7W+fHPgvzw8uY8vp0CXwo72SBwm8r2MYCfSCmHA5OAS4UQI4DfSilHSynHAC8B0wH6jk0FRpI16d8vhNj0Of8A8ENgcF/Zlsm/wFfENE0ikQher3errATJZJJkMondbsfhcKCqKkKIXDyteDyOaZo88n9/oa11EQC/umQKRtO7AAQ3LuWTljBi/6N4+ZrfEo1GWXn/b3LK3IIFCzAMA5vNRjweZ968efTr14+Ghgb8fj8A48aNA+CYY47h/tO+y9ixY/nWt77FHy46jT9feBrXHDmGP3/veKoHV2EJiXDaUT0O4kYG0zQxUhniwV6SsRhGOo2ZTlEyZDTtyxaQjMSo/+BjKgNeyocUYSUtjFf+jvuTt6he8wkrV6780s/0vPPO49///jeXXXYZhxxyCGPHjuWCCy5g5MiRO93WRx99VIg4vxOU+hxUBJy5AnRJKQ/Yojy0g009AAwExgBtwJ1fk8jbpTCluC1kEkVIHI5NK3DCqCL7heayJG67jm6auIWCG4lHEeh2O65MBpei4LKprFmxksFltURbrkbre8yxlVcTDvbid/rIxA08qhtN0agoLScRTCCfmoGYOgP5yAzIQDqaYeTAESTtSdZ3rcfusZNIJaivrqOrMcgp353CBVX3cPd/D6Y5keDbB4wn4XazfGMGoURpbYmhqjZSSQeqUpR1llUFqk3FTBjE4waaYiNtplFUBdM0GTF8BEVFASybidAFlpBIS7Jm6RqGDBlCPBmnu7ubMQc+h0NzMPuDY/PzjgrsHBo79XklpWwjOzghpYwIIZYBNVLKpVuc5gY2xbk6CXhKSpkC1gohGoEDhRBNgE9KOQtACPFX4GTgla/UnwKfQVVVAoFAbjWhaZpAVhHzeDyk02lUVcWyLFRVxev1Eo/H0TSNtCU4dWw176/tJrJuKX+/+rZcuwGnRrnLRjiZ4ew7rkT4fPgu/Tnd3d0YhoGmabnpy3g8zoknnsh5553H1KlT8Xq9TJo0iQMPPJD/9z/Hctz3L6OhppLXb74KffSBSJsde1EFvcs/QvGV0P7R20QaN0BXF/6GWozeKO5+A3D192JGwwjdQaazGctXSvWIcSz8x+M0DGigqKwEXdHwDqjCaxikYwnmvzKboQcMw73yA5Y+cz9tnRt5vSXJrbfe+nmPMIeu69x9990cfvjhHHrooblFAR0dHUyfPp0HHniAww47bKdi9n300Uf8/Oc/38m3+s2lJ5EmGfvqKX2klB2btoUQD5P9UMwLBQvXNtB1C9NKY5q9QBSVMJtSZ15hu5liS1IkFAIC/BL8lkVAUynVNAII1N4IowYOwl3yGzw1v0GvyZqgncJJqacE1dRwqk56gxHEoTMgCQ7NQbw3jvzTDMR5MxCXzMApnAQ3BDnkvtdYvWI1LsVFia2Y9vUd1FXUkexJ8N/nDqYmEqE8Hqc4kaDSMEi0r2D16g8RIoaiWNh0HbfDTW1tbXa1j6pgSBNFU3G6ndgcNpyO7HSiv9SH4lKIW3HSVgq7387CJYuo719PT7gbt89Ne2c7uqZTXlrGxRe3ctqpCzjuO2/m63UV2BE+a+HaYfN8n0/EWODDvv1bhBAbgDPps3ABNcCGLS5r7qur6dv+dH2BXUw6nSaVSuUc2zdZoNxudy7oqRACKWUurpXD4chON6YS+O0qbz14M95+Izjv0Ttzbd7200tZFowzc0OUh+6+I6u0tSzH7/ez/s/35KLRa5pGIBBg9eqs68Hbb79NaWkpAwcO5IjDDqN60EhsRoIbbriByPhjeOCpF4gIJ6mMRbdlY0NvBtuQAyga1oAr4ENNZ6iqr0EVEiElBMpR7Q7cDUPxVdXh8PrpXL4Uf3kJpZMn4qwvI5NKkx51OM1dHVRWVdDZ1IGMJOjq2sjLa3sZOnQoH93wC1a8+hSfPP+XbT7H0tJS3nrrLSoqKjjwwAM/E+ProYceQtd1fvCDH+zU+1m2bBnV1dU5q1+BL6bEa6c84MyVL4sQYssVRacAiz/v3K+bQqT5z+EXycex6b0I0ckmlymHYeCQ4FUUZCaNzbTw2/VsSAgp8WsqDiu72lBmJGbGJNYTwy7t2BI2dGGju6OHIm8AkRQYCQPN0jASJlpGhTSkomnWLFyDbuj0q+vHzbfezOgj92Nx0xLOOO8MXn7j3xilJkMOGExxbTFz539Md7qbqB0agXVAj8dN0lWOUPoT7ApwwIRTkdJPtDNGojOO03KR6IyjJFW0lIbH5iHUEqLSVcnokfthWhZCCOLxOK0bWikvKUNBxef2kkwnmfPBRwyoHkBZWRnxaJy2llZ8ThtWJkl1VQVFRUXcfk9dfl9gAWBzpPnmCqbUbOGvK1p3LNK8EMIDvAPcIqX856eOXQs4pJS/FELcB8ySUj7ed+zPwMvAeuBWKeW3++oPBa6WUk7ZNT3crvzfmDErFArlkk1vGtcTiQSQ9Z2Kx+NkMhncbnfOKqXrOlJKoskMDpnCWDqTO664ltohR6GpGrpu44jjh6B863ReWNLBmfuXM/zUa3ny/htw2GyMqfISi8V45513OOmkk4jFYrmcjiUlJfztb3/jv4vXMT5gUdNvAH67YNXypYRiCWQyjqLZMHo68FXVYyutIWxoaBsW0N8BUkLG7SdtSZwl5SRj0ayVPhljyNiJCJud1S89y4BBA9GLfQjVRiqRoLNlA8H68VQtn4O3OICtsozlC+ZRVVNDbOAkgsEg5T2r0XWd5MZOAj4/w79/JZBVtt58801eeuklrrvuus+1YI0ZM4ZXX32VkSNHEgwGd/gdvfvuu8yYMYM33yx8oH4emyLNH3DFo//rLNn8bfbeDUdvN9K8EOJJ4HCgFOgAftm3P4asNb4JuLDPgr/bKUwpboMTP76TlpYOyisSlNgNdKHgEqAkk9mI83YdWyqNXVXxCoFTgEco2E0LmQYyEs1QySQzFHuLCLYGsUkbliEpdhYhJs5A/ncGmqFBGrSMipWwUDIKdkOnpqIGzVCx/fJm5p4yhbZ4G1avhapkHdyveKyD6XwMjRCoDZCMZT3Mkn0lFo0RjAYBL3V1w5EygmXZaG5uxiPdhDf2omds6Bkdh+Ygk85gmSalFaUkM0nSZppgZzclgWJq6msw00Y236NdYcXilXicHnSnTmtrKxvbN+Jy2ElnBDVVVbi8Xto6Ojlq0rNUV5Ty2AuH5/NVFtiEnZ3+axdC2IB/AH/7tLLVxxPAv8kOas3Allp2LdDaV1+7jfoCu5hPPvmE4cOH4/F4cnG3ent7sSwLj8dDLBZD07ScpWvLaUdXJoSaiLDqlY8ZNPp4znn4dh75wU8wTYs3X1rJ2Sd5WNoe5t531nPV1T9mcWuMCp+OpgiGlTg56aSTAHJpgq688kruuusuFi9fyYfPPc3vZs7MpZ4aOXIkS5Ysycl97523E0pbXHbG2dz7219T5tRRPC5EUTkt8+egxuNEWprQ/cXYXB6cLhfF/Yex6N9PU1ZfRaQjiBKJ0tMVxKXbsQuFgeHV6IP74S4upak7gru8CteAkSiZEE+//jpHq3FsNhtVA+rxV5TR+O5LPPnOPC699FLuvfdepk+fzhcxf/58nnzySW6//XbOP3/HM3Ns8uMqKFzbR1EVVHXnJuGklNO2Uf3nXSPRV6egcG0DIZxAhlmzFlFZFKdWVenv81HqcFIZCBDpCVEbCOC12bBLiRuwSwkZgciQjallSGwZDdMwKfGV0L66g0p3BTItif3z6s3akQVWxkIxFUhCJm7gv3GzT19tdR0bl27k0MmHMPCqv/LkRcOYfmwHLpeLin7lbIxvJAq0A97hw1gxbTnHvzyRDQkXul6Ow+HBsnowTUFRVRHtS9pJtiWo8lUhMxLNrWGZFsUlJUTiEaSUuFwuysvLcgNzMpnE7XUTSfQSi8Xw6T5MwyTcHUaQXTJdWV6C0+kknU6zpmkDQwcNorSkhGuvaOHW3xdmkPKOnZ0KwNW3kvDPwDIp5e+2qB8spVzVt3sisLxv+0XgCSHE74Bqss7xc6SUphAiIoSYRHZK8hzgD1+xNwU+hwcffJD6+np0Xc9NX9XX17Nu3Trq6+txOp1YloWUcqvE1PH5M0l29GClLCzTwjAM7vvfS7j06ft54qJf8PDZV9DPb6e6zM2gcg+qACEUDEtiGVunX1m4cCFPPPEE/7nuMr57xY+5ZvgQpv3hD/iVNEV+H+0ZnXSkBxK9VPe2cfJVV3PL4//iv6++jKU58GkWloS4peCdUEy4ZQ3t/32eqtoa3GUlaLIYt78IqQrCbUFkNIVXCWC1J9Ea3LjLi+hY2kTN/kNIqg5iXY24dB0j3M0T7y3kSBHBZXPjOfUcHIEAqmrQNW82V114PgnL4swzz9yuwgUwffp0li5dyiGHHML7728/vy3AnDlzOP3007/Uu/2mUeJx4PV/+anEPZGCD9c2cLm8uN1+Bg/eD5unBN3nR3e6kKpCIpGgxO9HsSzsUuIAnIpANRSUjECkBWpGwUpakBS0rWpHDJxBZUkFGzs30tvdi2ppGDGTTNLoU7wEid4k8VicRCxB4/nnYEy/AYBwJEpZURnNK7NuMNMeXM5Nr4BDd3DuT5uIpmLU1dUxZr9RjOnXjzsaz6Zx7se0r/gAtztBV9dienqaaN6wmKZ1S0n2JmioaaDEV0pZSTmZZAZNaBSVFtHS3oLH48HtduMr8iMVic2ho7t1sEFPKITD5aC4rJgNzRvQVJXBgwbQ0NAPj78YNDtr1rUwYvRYXP5SUqYgljL56eXt/Pyqjfl7oQWyn1Zblu1zMHA2cOSnIjTfJoRYLIRYCBwNXA4gpVwCPAMsBV4FLpVSmn1tXQz8ieys92oKDvO7nH/961+UlpZy1FFHUV5eTk1NDUVFRdhsNnp6eqitrcUwDCzLArIO9pqmYbPZsml6VjSzZGYT8zfGc5HfL//HQ6xYsYKVn7zEaX+YwZpgnAl1Prx2FcOSRBMJhmkhjPZGGv/xYC6lkKdpLrfddhv3zF8LwG3LVnLZj37E2Zf+hBPOuoBQOIwpVAaNOZCG405nZeNq3JE23lnShNflIBxPE4knCAW7aFk2n96MYNDoEXjsTrRoCk31EtrQhEtIWlauRUmBiBuUDyxHc9sx40nsDjvStAi3bUBLRnELyYb5cxkyZwnKUafg1/34Zr5BabKD7rYNjPvOScRWr2L9/b8nGo3S2NjIunXrvvCZRyIRrrjiCu6///5tJo7fFrNnz2by5Mlf4U1/cwgnM3TH07myL1Dw4foUV4UWk860IkQ3QgSJx1bjNroZaLfjtUxq/AE8gFcIAppGqaZiMxSUtEDEBVbKQmYkMiURpkC1VKyERD3oRuSbM7IKVhqshCQZSmAzdWxWdmoxkzZQpYpMSyKxOEV33LGVbNNL4ejzvsPclR8z+JhB7D92DGtDa4ikI6xXJJSU8Ny777E8GqUdSOECKvtKP1zu/YmvijOm31hsGRsiJihyFZGOpYl3xwk4AgwcMAAJSCH7BmPoaO0gncyQjCWJBWMEW4N4NA9DBgzC4XBSWl5GhgyxaBQFJee0a6RNErE4FRUV2dyNRob77qvczW/0m03Oh2sMU2o25/5FzNkxH669nW/CmLVu3Tri8XgubU8wGMxFgDcMg5qarIVZVVUcDgc2my03tahpGul0mpaH/kD5uRfx4TW/pq7WT93R43CNP5rMqrkoA8YCkEylaQ/H2RDNoGsaS9siHNTgZ5ASIrF0LrGeXqr/Z+vpNXv/b/Hj/3cSf3n2bf54+5Vc/3+v8NDlp3HO7U/ymwtPYFCJi4XLVtG7sQ0RboNMGnylkIyCpxhXWR2xrlZGlDoxO1ux0gajjj8NU1qs+eA1ko1t+DR/3+prheLBldh9bkLhEOg6preYZDJJz7pVxJY3s6pV4cDqAKVVJbhrPPgOmkxg4H6kuloJfvg2RsagZ10bNedelovEv99++33h81+0aBEXXXQRM2fO3KH31dbWxsSJE1m/fv2XeNv7Ppt8uE741TP/6y3f7KXw5A8nb9eHa0+nYOH6FDabwOXKxuRWFAWvz0cgEACbhl23Zwc1y0JXFIRpopoSYYJMSWRaoiQUiINICdS0ihExUNKC5Iu/QBw5A3HcDJLhFJFgBJfqwmZoEIdUKEWovYdIsJeuriBLly+n8eKLWbrlShgfLFmwlCue72Zkv1EkwgnCzWF0S8cf6mXuq/+hOadslZN1l9mkcAWIR7K5yUqrSpGqxFAM7C47aTNNUUkRNQ3VpM0Mdo8du0dHdSh0R7pJk0HVs464ulPH6XFS268Wt99LcXkJwgGKU+AIOHCVujAdFqbDQrgF3nIfKSWN5tWQDrjsJxv5f5cUBprdjsrOWrgK7CU4nU6Ki4uBrHN8VVUVdXV1OJ1O3G53zol+k3IlpUQIgWVlpw6FZVB16Dh6n3+MQSPKsPls2EoqiIZD2AYfgKqqNHf3kor0kBY2WsNp/j1rPR+9PZu5a9rpnvseyaGTWbdmLR0fv4Vad3BOtrsvOZqDBlbQOf9fmL5yHrr2fFp7Ipx87GF0hSLM/eA9ervaEekYMhkHvS9InMOLVDS6w704FAtXMoplmETbuvDVNNDdvAZPoIj+40bgH1yK2+/CXeLGWeQj7fUjVQVFt2NGQujF5TgcTgZN3p/jjxqM0+HCTFvogQD+hhFkOtYRbVqGraQER1kxtQeNIxKJYLfbkVKybNmyL3z+jz/+OGefffYOv69Zs2YVrFw7QChh0B3P5Mq+QEHh2oLvr34fIUzS6Ti6zYaqKPT29iIEaKpGPJMmFOohmUySSMTBMEgmUqRiKdLxNLFwjFQ0hZJWIC4wIibEoXdjBLulYzwzHeupX9K2ri17Tjrr7yWTklg8haHYSJgW4WSSg196iUEPPIDcwlR90xpo6Wnh5u/Y2LBoPYOPfow5737EB+/PYtWaRuKWRQhIoQMBAoFRZFfgVwClOKWThv790X06ilvBX+HHVeokIzOoThVTMXH4HEhNYmJhaZJQJEwylUS1KTg8Dtra2iivLKeqfxXOUie4JMKpIFwKepFOxmEgXCDcgowtg/AITIeJaTdRfRqWw8RZ4uTin+dlkcg3Fwc7G/i0wF6CoijEYjHcbjc2m43W1laEEOi6TiKRYP369YRCIbq7u0mlUoTDYSKRCLFYjI0bNxJMmKgDx1J6+OG4a4qpPGIyMZsPmypIRMPEEgmefOyv/PHxv5M2LQzTJLqxjXQqxZKmMOrE4zCDG5j8s1uoGH8ENrcvJ9tFP7ue5ref44Ib7+KxFz/m4NFD6Vz2MaNiS9HblxPBiTBSaLEezO5O9OZ1JBd+SGrpHNQNywg0zcHf0YTd48FeWkbN6BE4/EUEVyxFsUwsJCXDh+As8+AsC6BX1xHZ2EG4uRMrFsNRVEJXOEqgrILqMQdQNryB6vE1lIyqpfLYU0k0rSQ49wNCS1fSMWshbR8uIbpmPYHwOtxmDF3XMQyDZcuWMX/+/G0+/7/97W+ceuqpO5yYetasWUyaNGmXvPt9mRKPTrnPnit7GkII9xbBnXeIgsK1BdXV/egJ9aAIC5tNoNtV/D4/PZEIa9vbCEWioGlYigIIUulUXx6yGPF4AhBE4zFam1shBWpGQcmoOC0HmbhBNBiheW0zHevbScYSkASRgmAoTCiVYvHy5XQEgyiKknWMAeZ98EFOvukHAUWADWbOmsn0/wWXO/t1W11Znfs/qqh2FEXBtATFxTVUVDZQU11HWUkZA4cMJJVKobt1TJvJ/CXz8RR7iKVj2Nw60i5RHQqqWyFhJFCdKiUVJaStDE3rm2gY2MDA4QNxFjnRfBqKXyHjSKP5VBSviupT0Ipt4JU4yx2YTgPLYaH6VEy7gVZkw9AzZHSDK2/95iXGzhsKWSvXplJgn6C7u5t169ahaRpOpxOPx0NtbS3t7e0sWrSIjo6OXMofIQTRaJRQKMTGjRvp7u5GCIE9uJru1nXE/P3wHTEFpW4kNrcfK95LMtRFT0sTBx98ML5MDz67RjhhYGouDEvy92efJhzuZeNrr/HAzdmgnpdedlZOvvuvvYSeZWs52J/ge/16ufeKc/DZwOvz4e83jJhhkXYE0FweHD4/lmViT0lcSdC7w2TWdBLQHETbN6J7fFQfegztKxZBIkVoQxtGOEZs3QbMeBpXZSmJjhYUm07lqGGYhkF7SzMlPRuoKitF13WcVbUEhvWn+ntTSW5YiZIKweTj6F7SxbvzOpi1MMic11fS9vr7KLFuAm4ndrudRCJBMpnc5jtobm5mwYIFHH/88Tv0zgp+XDtGOGnQncjkSr4RQihCiDOEEP8WQnSSXTDU1pf67LdCiMHba6MwubAFmpakvMyHYVgkUyE2draSyTSjqwn6B4rQpEVGSixFwTAMkpaJW6ik0imMiIHDcOBUHXg8XiKRCD7hxUxaKIYChsCpuPAUeanav5qN6zpBAJbA5nSiKAqVdXUoNhtd3d0c953vULNgFgMn9OeJwYIzXloOblB8goyWIaNkIABxLUG8K0G5vQwH2eAjLWYK3W5DVVScTideXxF2WylF9iIcmoPOYCcuzcX/Z+/Nwy276jrvz1p73mce7jzUrSmpDFUkYQiEIURoQJqAKKggiEBD09KN+DaKPAyiMa/SIq2AgihR9G3QAAYSCZCERkg0UyWVsYZUary37nDumYd99rzeP05VWcQACTEJxPo8z37uPuucfc56nrXuOb/9W9/1/dXX6mRzOZysg5W3UJZCmSl6VieOYryuhzQkzU4TTWhMTU2xedMmnKwDEqShkYqUVKUkVopmamiJjmVq/PGrS7zzihqWZtNtdlAyxa44eL0BMiOJiRhKn3d+ZA3DMLBcm4+843R55ceNE8anp3lKYVkW27ZtIwgCut0ue/fuZTgcYpom8/PzJx3gNU0jCIKTRaw7nQ5BEJA/LpnQNI1up09ayBJFCQkGhUwFYSeUShqVfIPNM2+lkNH5mR1T3Fow+Zc7dH7z4vNJdJvagTXUVI7P/eZb2D7WZeLnLuE3v/xthJujvHGaQaQQrUPIqS306qt08+NMJIdRShCnitjKYRQqEARIP8bSDEQoGJ+fIVsu4ssERyjGN2zmW5d9EDnwkKnGMNYxHZvsZBmkJDRs9FTSOnYUe3IaY/cexs86A7tQQhoGWnUWo1Ah6jaJVg4StHrUv/LPmIbJr335MzyfMq973ev4zq1HeX7ydRZe/XKybpV8ziSsrbF841eRacpgdgf5fJ6xsTFgtKz4hje8gX/4h4dzT/ledu7cybnnnotlWQTBY3dSf6pSzlnk8z9WX1rfBm4A3gfcp5RKAYQQZeASRhuKrjrhRfhwnA64TkHTe6ysHOLPp3+O9/l/x4aFWaLQYuAdRaUKgcbQ9+kMfbwwYMK0yBo6Ugps14a+Ytj3MWMDDZ3a+jpFo0AaS1SQoimd2mqNidI4U9UplA/1fh/NdZFJgtB1bNflgX37OHz//fRqfR488CBvvHlUnT5TcTHLFqmb0kk64IKvMbKFaK/jA1lAI0QQUyxmGRsv0+vFVMcL6Mqitd4iFjGFsQK1YzXmN88jQ0nWySAEJCRERLS7bZqdJn7XZ6w8xtKBJZ79jAuRmoa0NBIVY+QNvMAjSVIMFxKZoFsamqPz69e1GXT6xCoiyAagQDM09JKOSiBNUkRWEPgBKQr/9BfP48tp7dZTkkwmwx133MHTn/50Wq0WF110EZ7n0Wg0Tu5IbLfbdDod+v0+2WwW27aRUpLP55kq51G6jul3EBmHtXqTUiGHLgTC62MlPu0j+6nMb6LSXEKqHjmryIXzZSwNtuQ0Js0Q79X/iXbT59c+exObe0Nu/PK3R/2Lh2hzcyTLe1g9tEgSRGQ3LyCHfdaHZcr+kGZxE5lsBXPYQrU9snqGxmKDbc87m8LCFKFmApKNz3kxh2+9iXLBITYljuMigGGri2lbePV1+n5Ab3WdYrnE0ZtuZvsF5+GUimhudhR4hgNICtz9kT9nqReS1yWuLnEtg+bd36W9+17qu5e47a4uN9y2yAuHVzP7n54JpkXiDbAqY0T9LurGaxj7lXefHIcvfelLfOxjH2N8fJxarfYDx2w4HHLw4EHOOuus77tMeRro+hHpj0Fm6xRerJT6Nx1SSjUZ+RV++bh34ffl9JLiKSwu7qdUHGmmkqSDYQRYtsZYqUyhUCDVJLpt46MYm5zCyeVIhRxlekhBClJS4jih2+8SxSGNRoPID0ljhY5GuVhifb1OPIzx0hR0nWGa0vV93FKJr157Lf/3W98i8QYUyjnmJka7ND735s289+88FsY3sHFugXKpRGmsjG/brGuSB4F9QJ1RIiNJPVw3pV5fYm6uRKezxtLKEr1BD9/36XQ6POs5z0K6ErNoIB2JsiE2ElJL4YsAwzWYmJ4gV8gyMTuBXbQxCjrkQSvpJG4MOYU5buLbPmk2ReWAHGgFiT1pM9AH9EQfvaoTWAG+5hNoPu5kBuUqIjMmMkKy1eyTNOr/QXj0xatP8xPChg0bgFEZnkwmQz6fZ2FhgZmZGXRdp1AooJRi+/btTE5OntydmCQJpDHHVtZI04RGd0BeT4m8PppK8HUHqKkPMAAAIABJREFUTTewOg0OX/MV0nyFJD+BToIh4MJJh7lylttv/Db/vHeJYNDnzT/9NLL26H/5z/7fD/DLv/Nx1sbOYnrTVmbO3ML4zBTp8hpqdRmWD0K2TFn1SEKfZNCjPD/NIOiz+fxNiHKGem/AoFnH0nXc8iTenbej2SalTbNkp6tYxSyaPXLLT90cupPFTiWm1BmbniQ/WcXMjjRlSb2GKG/gqss/zb0Nj/WBz5FBSHHMZesrn4aWyZN7wSuo/uLPc/ZZBXRNJ37FK7n7s9ex/N1bEO0mKghIdQtzapyVr1xxcgx6vR5XXHEFl1122SMas71797Jt27Z/55nw1MLQJIb+r8eTzanBlhCiJITYIYS44MTx0Nc8HKfveU/BMhWarvOe7mfQpIdSHqYW4iaCnGlQKJcpCYHt58hJjYxtU85kMCLwlY9EQ6mUMIrQDZ2hGkKo0CINR7qoOKXfH1DKlVC+IEKBbeMHAUY2y+Fjx3B0naxlkS/keemlL+WKz1/Bl1+zg7137+Xmy1/G4ZXDtNbb2OMOY5UqfW2FAdAYeoSaRjsIkWaW8ewYtdoyxVKeRuMYnmcSx0V0LUtlvMLs7Cztehs375KxXYY9n9iLsXSTRCb0vB6mZhIQUFuusXl2E1peAwOUrhC6INZHxa/9yEfqgiDxcTIOqZVi5Swaa01kQeLqDr4MMG0DAlChAl0RBTGxFqEZkliLeMdfLzMc+HzunZue7Knw1OP0kuJTFtM0WVxcxDAMkiTBsizCMMR1XTZu3IiUkqmpKQzDoFAoUK1WEULQ6XSwu0ts3HguyaBDRZrEUYAXx+hS4tgmQ6UxDAMsoSMNk0QzMHJV7DBGF5LmA3fSyc5ww867uPS8Ca6/exe7d+7m+uuu46v/che7du1iaXmF1V4fY/IcNmoBtbv/hc6+QwwX13G9XeiVAobl4GQz9FsNihunMaYnCJGE7SZapNj+htdQv/NGRMFEdjzcbIY4TdBMjaTroWdsWs06uhBkNkzSbDQo5XJoho5mmiSNFcyNz+COq6+nu1IjiiKkkIRhSHYmj6xMots27ShFOQXmXvQ89uz7Bv/yB39BqlJ27F5H1zWEa5OWp5EK9GKBpa//DfvtOS655BJ+93d/l7179/KpT33qh2auTgdcP5xyxqSY+7EUy18G/AojT8ETtjMK+Kkfdu3pgOsU/mzyF/lg9EVsRyCATrvGmOuiA1lDx5USG0blI1SKHSfYho6IwbYdkiBmGAUooZC6JJN10XWdqB0DIKXGWKGKDCQDEmIhGMQxiWVxaHGRb37jG8xVKkzPzDA9NsYN37iB+dl5xFCw48wd3H/7bobGEC0vmXIn6a50cVXAfLVER0Bt6KMsE8vIEIQplimJI59Ou0GSlkiTAA2NM+bPoFAtUK/XKbh5Upni4eFkHNyMS6vZJFIRlUqZxlqTfDFPbiyHltNRxkjnpSyFZugoXWEonX6/P9pqLhSWaRFHEdISZMtFIj9CKkHt2DqlUonA8/FCD83WULEaLWNqEbGR4KshL/vQzeSdPFe+75wnczo8tTi9pPiURdM0isUiUkoWFxepVCoA2LaNrusopU56cqVpim2PIu9isUh6ZCdrxhjVfAaDCM2ykZYkSGJkAvmgQ/Xs81DTNVToE6HhhTG6rtFa73DbvqPkqpNcNO0wXF/ibS95Os3n7yAVkkuf/0wWd+8i7DSwixPYpWl6oU+89TlMbr+Y8Ng+jn3zemSrS356jCAcYpWq6I6LpwRoOlEYsvmil9N84DCiucKg2WFsbhqVpqTlCcwkJLOpzGDgEdXWyM/Msv7gQQxNR48UeiaHEAJtbhuB73PsOzcjpaRim2yctChsKOOcsUCaKeCvr6KbGdzCGOnCmVx88QPc9939LEuTNE1pLbUonHc2GCbky6QiRY4vMOsH3Pk3/5tkvcWHPvQh/uRP/oSLL774B47Z/v37eclLXvK4z42fZAZhjOb/WC0pnuDngc1KqUftxnr6K/ihiAFShEBAPpMhq0nymoYRx2SSlKKhM2g1yVSrFDQNMxIoFFJqxJpAuAKlFHESQwqxHyM0QbPewIptxjJV4hSCNCUQggDoeh6f/exnqQDNXg/btrlndZUg9pjaMIWd2gSdgDiMKczksfM2BJAxM6g2FHM+eW+I8DzGNm1iEGdI0zxBIIjjmJE6H2zHIGNkqY5XCNIAu2gT6zGmYZKSksiYWmudbqdLu9dmYmyCUIVsmJ8nN5aDDAhXIGyNWMZIV5JqKRINK2/TbrXQE4NExcRpjJkxkaagUMrTG/TAh6EaEicxmpSoRJHEKVIlKEcx9D364QC7aJPJuLzuo3uYmJjkj99YehInxFOE0xmupyxCCAxjJB2pVqsYhoFhGPi+TxRFOI6D4zhEUYRljbwElVIkN38NNMH40V2YcxtJclVEEhA6RVbW62i5DE0rR7Y6g1OcIFUSiUIAwh9wzZWfJ3KKlA7czXS3Sbc0RRgN2TpeJRPbRGHAQIGrC0zHINUlvdhgbRChGSZJZozs+ediLddQYYJdsUnimCQKQQggZOP5FzH/jGfzzx/+I6bPyGI5Dsu3P8jkOXOE3iGGXki0SdKvr9FebyAaA0KRoPs6he3TiDhC5sroM5uJH9zFJZeei1nKITecTSBN+oMh0bE9+J5HFARIb4Dwe7jTGym/7m1c8Pz9PDsNSFNFeHAvojRBIi1QHkhJ4PUY7LuHxW/cRZyavEpXnDk7xWtf+1q++MUvft8xW1lZYWpq6omZID+hVDImpR/DDBdwH1AEfrBY72F48hdGf4z4H/U/BtUH5eP7DbK6jqtpuElKUdexDR2imKlcHieOsRXEQULsxRCCTCWWZmEZNrbtoIAoiVCkZPJZkLC2tsba+jqhUvhJQqwU0rLQgafNz1N1LKJ2k0B6kIeVYIVb7r2VXXvvYnl5maWDS0ReTNAPWDpyjKAX0FhcI+73yQLe8jKDwYBO10OpkdtlkiTEcUy1WqVQLpDqCi8aoDs6iUxYqa9iuKPzMAmxLIv5jfNotqRQKJAfLyCyEnJABlInRStqpHaCno8wMwMQ6wzDFSKjiy+HxGZML+4Ti5hB5KHnDCY3j1PdUqEe1AmtiAEeoREiXEkgAgIZMrUwieEaOFWHL7znLPSszq//w2n7iMfMoy/tc5qfEE7URex0Oied5OM4xnEcbNtmOBzSbrdP2hqEYYjv+9hzGyBV2FkXXaVYwzYkAWp1PxM5E0fEKAX9TpsVL2WoOURxii4gNRxCu4jROYaVL9JGR2XHSO08qysr3HPXLvbc8l1WlxapHVsk6TYQi/cS1xcpayGtRp32wIeprYjzn06iS1qrdRQKhCSJI8ZnFzjrxa/ku5f/PnG/T+NwHRUnpEnC0p6D+OsdkjiivWc3rV37YHmIlJLu7nUmNk+R2ziLX+8gJzaRNJbRZs7Efebzsc55NjJbIjWzhN0GYbeF36wRtRsMGjWGS4dofvebWMMW1sxWrrnlPhp6Cbn9eQyMPHGSIN0CsWEzPHAfwd5j3L3u00PnFf/fX9L42rf5yz/9xMlM4sORz+fpdDpP1BT5iWQQJvSCfz0eCUKIK4QQNSHEfae0lYUQ1wsh9h//+1jv4H8f2CWE+KYQ4uoTxyO58HTAdQq5bIIQAwytx6TtkBOjXX82YCQpcjCgoEnylokNBL0QGQuEEkRBSBTEREGMSEAXOvlsnmq5SqlcJpfLksm4uNkMUtMIkwSl6yRSsnf/fjRg5ehRPDwoA/lTjiJoJQ2K4OsB+w7uY9/efdTr9dG2YgmlXI4Lt21jwrZYXz9KPu8yNj6NlCZBkFAsVTn/vHMJEp/V9VWiOEYKgRcOCZOQWnOdREvJFF3ylTylySLNXouJ2Qncknsy2CIHsixpBTX6QZ006aJpPbI5n+XlO2m19pOkNYK4Qar71AcNEpUghUDKkKMru0nsBF/zUY4CC5Sd4qUelekKuZkclc0VuqoHgFEx6EY9/tuXThulPiZOi+afkrTbbaSUGIZBsVhECHGyrl8URdTrdQzDIJsdCdn7/f7JovTe0mFwbKLtL6I5vYPh1Dk4IiU3v41coYydL+M4NrZt42qQpAlKSISQNI4eoDaI0IFhr4s0LcSwg95dgU4NZdjY05tQpoOXqfJgrcOxZpfG6jLD2iJpFFIoFpjbtBWtMoc/NUd5ZoJiNoMUUBqb4rxX/CL9Pbeg9AG3L64R9H1WbjtKEITUDzSoHT6G0DTSrkeukGX+gs2kWZNytUKuWkYFAVFmmqDeJG2vccWf/AFXfOKPUL0GxrCNYTs011fpNpqkYUhiZxCZPH6miBIwuO27OAdv54Uvfikq8Ih6DUQwgDRBqRTf65OudqgvB3zo+r9npTv6zvqt/+f9iMGAB7/6he87buPj49Tr9cd7evxEU3JNqlnr5PEI+WvgZQ9p+y3gW0qprcC3jj9+LHwO+AjwB8AfnXL8UE7f657CYLBGpeiQRVCUAitVZAUUpCArBFI3EElCVgg0JUGXDFtDzNRCxwBdkQQJQRDgt32ax1poviSn52Go0BIdGNUobHW7eLpO4rpc9aUvUQA0w6BarRJZEa2kRaRF4AI2JCIZjdbxx5EZ/+uPZwqWphH2+0TNUTbIsjQCv82x5SET409jYmKCemONQwfv4dmvfTvNZpNWrY20JGbGpFQqoaUaTsZm+cgKdCFfyFOcLoyCPptR0OUqoM3HK6OaiB+M9gNDdL3N5KRgOFwmjgRxomMaOQ4faZIrXEDGdFDKIJczGA6HWBmTQdM7WVqoMlMhny/gRz6fvnCKDx4Y6d5aaZPADEjSmPf9y5Dfv+ipVT3+CeNEaZ/TPKUoFosEQYBSCiklaZqONEuahpQSx3EIw/BkUHaimHU2m8V+7qtg380oFaP7bYZ7d7LqlpD9ACebAyERTh4ldVLNQgy6BJqFbdvcdP01zBgaenmeQsbGPXQv7aN7GPo+SRAijx1GbLsAoY9+KAUKzw9AGigrh4+kGvQZ+nka62tQmsEZL5JoBumgy7Nf80b2f/3vsbSUaMsWzmutkClK1laXmZ10KW8oka8WGBxpMP+Cp9Fqt+m1OgyPNJmcm8Qu5xBuntLWZ9K98WvoMxP86gf+AIDXX/xcnIlJnEyJ/MbtxMUxouoU9FvoUrC25y6KnS6iHxH3hxSeNUFimhi6iScs7GGTWAkyUmCWChSsJgDXXnstAG/6hdeyfOsuxs7ZyNpVVzDx6rf8m3G78MILueWWW56gWfKTiRclmGH8qK5RSn1XCLHwkOZXAS88fv454J+A9z6GrtWVUh//US48neE6BSFChq0mZhBgpSlFAQVGWa6sUowZOkXDQCpF2A+RkSSjZ0bBV6ogBk3p2LpNzs2zYW4DM7OzuBkHXR/92iVJQhSGGJqGUIpBr8fFl1zCzPQ0Z11wAfOVOZ6940JmxmbYuGmBbTu2MTY7hjvrjDJfWUarx1VGj4ugDKi329x59ChtAEwe3H+IBx88TBLblMpjJIlgfb3FM575HO7dey+JTOgEHXzfx9AMhAaxFnFsdRklFflinupsBaNgjIK8HOBGwCpJssaH1Z0AXGZsBdoo1WduNoum1Rl4R0mSJkvH9mFZESrtIuUQ3UhY2DDLhvkCg8EROn4bM28yuXUSe9Ihzo/MXAEu26zzulv3UgvXqYU1IjNikHq8/96nRtX4J5zTGa6nJAcOHODQoUP0+32SJDlZIxE4KZB3XZc0TRkMBui6flLnlaYpw+UVtLX9yEP3YGsa5pFDaPfcQXz3LYjl/ch+nTQOII1JdAtLKpJhl+3PfymTGzaze92jOLeF8Nk/z/hLf4mNZ5/LGWdtY2x8DHbfRbzvdkgT6NVJlh6E7jrS7+KGXdYCWLz+75HNRUQccmjPPSwdeIDnv/jl7LvhatbuvofDt97N1LDPsH6M8llTlOZsfD+ge3S0SaewZZJGbY3e4gqq61OZqjD7gvMxZjajz59NeGg3ubPOIokiet/5MgCll7yOxp33Q32RsbExQrdCMPQI7QKrQ7DyRQarLUzXQgUx43rM+Mw8fWy81SPohklxZjPWpqdx9e77EXKUUbyRJv/0P3+NhWdN0uscwZmaw/d9lr/w6X8zbhdffDHf+c53nriJ8hNIyTaouubJA6gKIXaecrz9Eb7VhFJqBeD43/HH2LU7hBC/L4R4zkNtIX4Yp+95T6GSzeAIiS0EyvfRdANDSgwUDuAoyCFJA4Gpm/jdAC2S4IOMNVScoiJFNIyxsEbeXAKkIdFcnSSJ8QeKNA5IpAQhSKMIYZosnH02v3DDDXzn9a9nafdebN0mNiO6q12cio0yU9JMii+CUQBkgm9Am5H3VhtYAw5gciIq27jpfHR9kkKhQL/fZ25uI45tU8ib9Hq9UVkPy8I2LTShUalU6HS7bFiYJ/IjcmN5REagbIVwOf4pbeJ4DU2L+EB0Ff1ejzg+hiYj0rRJmjaJYw/fbzMcaoyNFYE+caxj2zoQkM977NlzIzMzFzI2UwAtQrcVceyjkoR31g7wp+ObEQWFaRpYmsVaq0ZGZrCkya/uXEXakk+e+1j/bx5ffvfSS6kdOsTB++7j2ie7M6e1W09JxsbGTmazTmi4dF0/GXQBJ8v6ZDIZut3uyZs/wzBYO7iKdfHPUPu/N5L0U3KzBbz1PmOzY/jrDWTko1dnCd0K0s6SIohTSKVBPzvJRz/w81zyta/xvz7xFayxBd556YXk/XVykYdWXcar1xgsPQBpilaeQOg6atiHYR8jTRGzW1n/5tcZe/GLGey+l1e9+30MazVW77iFYadH0c6jp7D1OVtZ3XMYFJiWgVHV8Zs+k5tzLB07RimbJ4kTxhbmkLaL3+pgZsYIjzyA+Yxno2bOxBD7GNz9T1z2+v+KEqDSFJVEaELRDxUyGhJ7HXKaRJutoqKU7EQJFQa4mQyHjxxlWnrky2eQGC4YBr/4nt+FtQPc/9/ezDnnnMP8L/08cXaMaPVBNMum1/SYOnOGA3/7cb7491fyW/94EwBBEDA7O8vevXufjGnzffnubbtYWlnh27ffw1/83mNdeXtsDKOEQfg92q26UuoZT1Z/TuH8439PLYh52hbi0WIDGaUwlcIQApEkGCpFS1OSNEUJSX/goycGtrCwhIlKQCJQsYJEQ6lRMdnUS0h9hZ5qCCS60EhNA+lqqFjiRxGkKZZlsTA/z+233MIvAV+95hqe+/Sns+ef7mTszAptq4PoCaJsRHVLFdMx0UsGjXBAPQhoaRqNJKEBLAFnnPl0NK2CrlcJgpEbcxzHZDIlQCeOYXnlCJaVoVQqUS1VUEqhCZ3l+goLWxfwegOEIcAGZSmkI4EWUEepFqbhAQOkaIHoAjaeN6DRWCSft1herqNpCtd1saw+frCGPggwzCIyDUhVjzhqk83GmNYQy1IoFaHJAMNIqa3VeOOD17O4uIe5ubPQUm0UyBqjGozZTJZUpHywEXFZ5Qca+z5pXP2hD/H1a68ljGM2bNjAe+IYJwzZUCzyX/bvf+I79Ch3KQoh5oC/ASaBFPiMUupPhBB/CFwKhIx8aN6slGofv+Z9wFuBBHiXUuqbx9ufzkhb4QDXAr+mlFL8AIQQGcBXSj0ytex/YE6U75FSEkURaZoSxzFxHI9K9nS7OI5DoVAgm82eXH5USuHkHdb+8tNEg5Dm2gCrZOGUMySDgGy1AFISNZexgiFpJk/sljF1k+nJCR5YWuOjH/9Tdh5Y4QWvfDlf+eq38AYbSIIImaRE0qE4u4Dadz+aEiTdGsMwQlcp2Bmk49LeeQsLc/Pk+i02vPntTJ9zHtf+1nuQaYQKwBt4JEHKIOmTKeUp2kWq0xMkUYxTLuDJlIXzdhAiUV4X03VI+x3sHZewfu1XyU+5pEg0J4fY9lxk6PPer12NY0qGepZut4vrunT6dVwdbNPA0GxkpYBlWWgK+keXMMc3kqYJTiGPGXl0hYGDoBPCHcNxFm/6R/b+7R+zOJTM5xRxtkJv5ShmZYbOkVVykxV+4Wdfw6tf8ArO/M3f4sMf/jCXX345N9xww5M9fU4SHL2P6/fWuObv/pZ2u80ll1zC69/8NvYdXeajH3jPE94fUxdYuvj3eKs1IcSUUmpFCDHFj7C78FSUUpf8qNeeDrhOIWy2sAt5HN3A1XW0KIJYIRTYhs6owIQiiRKGvo+IwE5s8CENFVooSYMELdVIR8bzJEFK1AtRA4UrXRzNRivaiCQh8n38IGDx0CF279rFOOD4Pv1ajfOe+1x233Mb8UQMZZicniBXyJGdzNIIG0xtmiWsrRMrRcsb0O/22LB5E2HqoWkF1laXsO1ZHCem32uTy00hZYrUNGZnZ7GsDKZhECcRuXyOMIoojRVpNVvUlmvMTs2iZzWUAcgeowJCPkOvNcpiJR1WVg7hOgaHDq1jmZIojnGdlErFolarMT6+CaVaDIch4FOumOh6xOrqErNzk0xO2kThOvl8Bt9vo+sJvu8Tx3Xy+TL5fIhSKyihEBkDT/NGejlHp91qo+d13nr4KJ9dmH8yp833cPVv/AY4zsnyHs1ejzHTZBCGDPt9jCDgk5NjZKez/Mqdh564jj16W4gY+J9KqTuFEDlGafTrgeuB9ymlYiHERxjVFXuvEOJs4BeBc4Bp4AYhxBnHA6ZPAW8HbmEUcL0M+PqpHyaEkMev/yXgmUAAWEKI9ePXfEYp9SREqj/e5PN5Go0Gtm2fLLIcRdEomHJGekelFGEY0mq1EEKQzx93Xk8SpKZhZHTSMGHbS7YRtPpI18Tr9SFj4Y5NoScxcaeJMHUic5IwVTQX9zN88A5c3yN76H4ues4LePp//xm6S4egU0PEAWMmuHaRseddQvvYEXKZDO1mAyU1hs11+of2sGnLJnTLxCoUOOOiF3HH1Z9HdwShr7Atg7ifIkVE1s2S1VxykyXc+QlcN0siNVJgaLjUd+/CCVIq55xBonQS36d/aAlNVDGSO1CWA26Oxvo6TrHCaruJXpxA+T2MTJHxUp5ObZlioQABRGYPoRsUcg5WJsdyq81UtE7J3kDQWGNybAZPZjANnZmcwY7//HKKGYdovYZKYkDSXjnM+IXPYOXrX8aJYgb9Ad0jXe76Xx/i/Pdexnvf+15e/epXc9VVVz1p8wdgZb1JOe2wFpnE6Rovf9XP0osFa+0eS80e5VKZD3zir7j7un/gmmuuecL6lXcMShnz3+OtrgbexEjk/ibgqz/Kmwgh3gB8/kQNxYd5fjMwpZS66fu9x+mA6xSK2SxEMVndwJYSXdOxlMJMEzQFIk1IE0UcRIhQIAJJEqRIX2BiQgQqZHR/HwlEDEaqoxsaqZkS9ALqK03IZIhNE6nrEATc/q1vsXHDBsKlJYquzfrqEsNeDyINwojZ6ixb57aAA8fWjiEcSdwJmLQtDi6v0AoCEteh0+ngA0MvwbJnMVOTXrdHvlDCMAQZ18QwNUzDQSmFbgBK0m6vohsOnudx6OhRnvOs52AYOjExGhFp2gW6BEEd00zRDZs0ichlNxHHffIFiziO0TUd3++TFdBorKFUDykTut0209NlNNkiSULW1w/xtKedRxj2KJXLeN4ililJUw/T1JmZKVCrreM4KUmyhmnqNBpDorxJYucJRUBpqkQsIgrFHB+MhlxmPLFi+vC3fxvzd34HgJ0f/jAd4IGDBxGuixCCW265hV6vRxRFNPt9MnFMVimcbBZb1+h3B3z+hdvIVF30nI50JD/9Z4+jiPZRLike1zqc0D30hBB7gBml1HWnvOwW4DXHz18F/J1SKgAOCSEeBJ4lhDgM5JVSNwMIIf4G+BkeEnDx71AY9j8iq6ureJ53cinRsizSND0ZdEVRRJKMbmSklGiaRhRFaJpGJpOhfOnPwaCFPrmFaN8tyCNHiAbDUWHl5SbD5TqhISietR0zX0bTdUSvxR3/eCVj57+QxuJBUiRrS0cplhbY3Y/YqBSTZ+ygNL1AL0zxhm2kO0GcBlhjG2murTAMEuJDy/iFPGoQMoxBJSl7v3ot+dlx/NUB4KCbGQq2jZN1ME0TgphwqU5YGGCXSvj+kH03fZ1ztm8njQPaB5fJbtlGsrxGOIwYNDtYQYTp2jizkplqiWT+HOzdNxM1DhHUO1hnbsO2y/RMZ7QDMVMmHHpUbImWyZJKQbvbY1qmDPbcT2nLBoJBF9NbpDS1lUJJRw7aNIYpThqQSJfEztJsrrEwPYs9MU7g+diaQTrp0D86YPkLf85/+eAHufzyy5+wgCtcP4o5Nro5vWe5jVLg+k1K9X1oYzPcc9cefG/AruUO9y02OXM8w2zews04ZJD8yqU/RTabpVKpYNs2mqbxkY985HHrrx+nDKNHl+AWQnyBkUC+KoRYAn6bUaB1pRDircBR4LU/YpcqjOwg7gDuANYZ3cZuAS5mpO75geuwpwOuU8hbJnkhScMQTUBBN8goRd7QcVOFilLSJMXUTaLhyNhUJQqlBGEQIoYCPTFIQ4WMBCpUo6XGELRYQ2qS8clJOmHIMI6JheDTn/gEWWB45AgwqsmVm8mhFwTRMR888BoD2stt7jl4L0kmwZww0Ns6E5snMIKAGBhKjTjWSGJw3TxgAjqOm6NYLI7EsxmLjGvRajVw3QxpEqKUws1orKwcw3VyzG2YpDfskNcKWIaGbsSMVo88RjfMPjAA0UbQIWeC6DZo9/v0NI1sNouGIgiWaTbBNMeZm92CbffpdBsYus05Z59Bv1/DsjLE0SqmkZIkHnv27mVqaopPTb6bdyx/nDCMEDLE9xNMEzzvKI4jsJwq/WFKq9ll85YFwqjGO5bv5NPTj0i3+O/CH195JQ9+6EM0k4QO0Itj5jaNShLddNNNtNtt+v0+zXqdGcfBNAyyx0uu+LHAtE0kgiiM0BKNOIq56h3nYeQMjKzBIB4ZwFanqjzr9V/j5q+8jOf8zDfxAh9eAAAgAElEQVQA2HvP69i24/tvOX9YHoPx6fFdP+cDtz7kqbcAf3/8fIZRAHaCpeNt0fHzh7Y/lMdcGPY/IplMBl3XGQwGCCGwbfukWP6E/16SJGQymZGFDJxcfhwMBtiaxDAc4n4HbWyObGmki/QfuAf7oldSv/Kz5J0M6cpREtNGuEWu/uIXIFvi2P7dSMMk3bwDDt1HYeM6W0ST2HQJei1Uy2BtaZVEKex+DenmKY5PM/ADhGYQdjyCnkccRpzzwos4esdOWgfbtA8PSZwMqW1w7rRFZaaKF3hYWRskeI0u+ZxDY2kJLYWx6hiJIUiiiKgVkjs7R/9YjdW6T6UX4VZDZp+3DW3TDpTUCHWHdHwDkR8Qt27H6bXQCmMEUUy/PyrhM16pYueyDDsterffyfy2zXSF4NiNh7BCRVUI1PgsRw/sp1LMMbFpOyuH9pNYLhzXh0nTpl1bIbdtO727biUxJcuHV9iyYwtxHHFRVEcpxctf/vKTOxwfT17/kc/xtd3L/FS+i2zdTzx3DkYmg2AzOx84QqfbpdH1WF5bZ2Mlw1TeYTxvEamUgpEi9TxvunArX7z32Emvt3e84x0n/d6azSaFQoEtW7bw9rc/Uj3796dgG5TcR5fhUkq97vs89aLH2p/jkopPMtJqPRfYAQyBPcAblVJHf9h7nA64TiFsNAk1SbVcRvd9ZBigIUCTCEAi0Q195NtujLJZAgEpJFGKiEZLi8pLMVITMzFGscrxI04gkhLNtrHSlE6/jwU4SpEF5mZmWD52jF7Uo5QtoVU0EpXQXGnh45OYCUgIVUSYRNx75PDxhT7YsGUz682E5eWQbLaIN9SwLI1MpkCxWGR6agxIiOM+ti2IoiFxHDEYDDCtDIaR8MD+/SwsbMEwJaadoGlD0qSPED2U8oB1pBYCbQzZwx6GJEHAmONQP7bE5MQkjWaTXC7LGRs2sPvAErOzC5TLil7/CAIY9H2KxTFGmrAeq6tLzMzOcsVnP8Vb3vLLxLHPW4/8BkJ00PWQOO7j+0Msq0gUpXS7AkOPyWSzFIs6qD5SeBSLOm9b+jZ/MfsjL68/Yg5++MPUg4B6FBGbJr3jWpk0Tbntttu4+eabCcOQJElwdB1T18k4Dq5hYKYpeddBd3WIQcSCxE8wLRPXdQlViNf1yJQzuLZLv9vnmk8+g363z/VfeB6YcGzpGFd95XwGQrDr4CH+6NcfgTHsv81wVYUQO095/Bml1GceepkQIsso4Hm3Uqp7Svv7GS07/p8TTQ/zqeoHtH9vw8MEW0KIVyqlrv5Br/mPTi6XY8+ePWzcuJFOp3OyxNYJ53nDME66ywMn9Vsw8ukyk4RQt1FhgGYX0TWJCD3sbeejjt5L6YKnIeKQ1OtDMCDsNVBxTJQkqKXdTJx7PndGBUqtNmOtNUw1yos3a6uEYUTYaZNmysTSRfZ69I79M8LNkQ46zG2YIwSO3vUAL37bOdxzzTc53BoiCzZV02GuWkUJSRxF5CeKDOpddNfAT0PS5RrGWJ77rr+VyakpkrKPhoZRMtGLJZbuvZNGEHLmBXPEXow+vQEhBX4UowarWKbJetejODlNt7ZMzs0zncuw3E+ZK+ZxpzfheR6yYGBc+DxkPKB3dI0UWFtcIz83wXVXf4pXvumtpIbO4sH9CAGarhOg4QcDLNulUV9nfuMWOrt3okWjm+QkSnBKed710T/k6r/6ay677DKuu+6641VBHh9+70XP5F0f+jX6kUKsHiTsNLByS6goYlcr5c577sMSKVaS8NIZDQpFHNtG03X0/jrW0OdvrruZn1ZDRG6MLbfex/SOSVb2tDj3NRfw+ftrlMtlqtUqa2trvPvd7x6Vjjq+ecMwDFZXVxFCcOONN3L33Xf/0D77cfKoM1yPN8clEiekFY+a0wHXKbiaZLpcwYpCMqZFToAeJ1hKIZWEdOQmHwcxhjAI05FFgUpAkxpKpAglEEIjCiLiYYQWaeixgUpGZXyGjMQpoZT0fB+lFBag6SMD0OpkhbrZYM1bJSmMvLfsvI2XDEcZCnd0KOvEnsFRwJWs1TAzU0xPVTh3+7PYu3eFM844l7HqAuVyBU2LCaMQTbMIwhApBdmsiZQmnc46i4stdmw/n3yhgDcYYJoOSvnAkDQdIEQfKTtAjQxgJgm+51G0LUSccP7GjYRBiCkEq6uraLrOmRumyNod0igmYwk+WvrfvL/7HrrdvbQ7Ha4850reVf8Nfs94G5fufAOWFeF5Kwy8Nr1+m2ymQG29TbMZMj1ts7Kyzvi4iWFWieM2GbdAEDTQ9Zhut8bq6jrvXPsOSRrw6anHp07Zrl/9VQ6vrnL3oUMUymUOHD3Kxu3b2b9/P2eccQY7d+486X9k6jpWkow2YAiBFALXcbDdDIYlcbMuZsEk1mP8oU+hXMCQBigYtAZ4gUdqp5QnykhdkoiE3qDHsO+TmindKGJiYoKPXXsGPU1DZLMstds0wpAvv/ohxXP/bYbrh+74OZ5R+jLwf5RS/3BK+5uAVwAvOkX8vgTMnXL5LLB8vH32Ydof+lk/+9Am4E+FEDrAqZ9/mu9l06ZRcJDNZhFCEIYhaZqiaRow2qUYBAGO4zAYDE4605umifRbIAVa6BELSaIZoDmYjok0M8jQQ6gEqZmgm/TWVwnV8cDCG9K85TbOeemrqU+Ms7xrJ2w+Cyki3EKZbgSYLiLoI7prYLmQHyNtrbBy3U0YWzdQnBln/uwFZrafxzXv/whnb9mEkc2xpVqiUHEJ/Qi/GdBZ7qLbGllpIIZgbSxx+K49zE3NM33WLM2lOtXJCipRWGNVJqXHxPZxxv/zpSMtbXac1OsQ1o5iZnOkSjA5PUMcjSNnt9M+tg9h6kxMThFXZlkZKpRwOWvjRnYv1kgJ6feu4SV//UkOfu7jVF/xRi5/yYXIToPILRAOAgK/j+1m8EKNaH2J7OwmVg7cz+ZzzkPTDCICbNPCnsxhVCv4ZoaFCRe31+PWL/8dP/XLb31c3Of/9A8v50UFk4PfuZrslvM5emSFOS1k9eAxZrM6Dz6wTs7U0HvraJpGnC0iVEiY2uSkQG8sYpWqvP1FF6AadV7nRwwz8+Qu2MHcM31SIXnDRRXW77yL6x5sE8cxCwsLGIZBEATUajXa7VG77/ucffbZvPSlL8UwDMbHx1lcXKTf7/PpT3+vfUbeMSi6T62k9umA6xRmCgXcNCWn62hRTN4yMXXQYkjCGJloqChFIkmiBMuwELEkEhFRGCEjgaYEUkqEppPKUd2xKAjxU0GoaXhArOt4SnHVP/4jMPotxITIiIhzMQxG59n5LH2vT2WmwvLaMTbML9ClSzNtMjM/j9frobdayIyL0jQ0TSObc1hfX2FhYYpSyUHXA9K0ixAahi5IUh9BiO3o1OtLqFRx3/0PMDGxGcMIqa8vUqlMEid9NDUkVR5p0mPgLZLLNXGMlAcfeIDD997Ler3O1q1b2XnjTUxOTnLm5k1Eus6zzr8AP4nRpEaSJmipQtMk73/gDVye/yifbP06E8BFw/cRqZQPrv4qh5cWGXRWKEuNPSuHObDU4swzn8bs7GY2LuisrnVI0wbDYQ7BLKVinnbnKJrUME2TTNbCNCOkFuK6Bv+9djUDr4ZlDfn01P94RON/6M/fzMb/+lc/8DXn/9mffc/jb7zrXdy3uMjMzAye56EdHwfDMLCASjZLVkpyhkHecbCEQGkaOStDr93DtE16YQ9saK21aPtt7LKNW3bRHI1u2EUkgjRKEZYg42RwLZdIRmRNnaZShKYJus4QGC8UMJTidw6/hd9euOJfO/oojU/FKCXyWWCPUupjp7S/jJFp4MVqlPY8wdXA54UQH2Mkmt8K3KaUSoQQPSHEsxktSf4y8ImH+cgrgW8w2kF0IiuWYbQjUgGnA66HodvtEscxlmXh+/5JR/kTQnldH5X2OqHdymaz6LrOcDhEREMUkBgZTNNB063/n703j5LsLM88f9939xt7RK6VmbWpSiWptJVWZIFAQmgAITBYDcZuoG1P92Az2GMM7aVNm/HW9vjYbtvjBXfbxsbGy9jsGLCMAIlFaBe1l2rLrKzcM9Ybd7/fN39EVhkBbXDPOaY85jknT9aNExF1I+8X9773eZ/3eSiUxpCCPM2RWYIUBtoqYdgumbT40iMfHBUvS8ewW2MwGKJXTxPsugX9kT9jsuSRlOvUxlv0c4ftszMMopTQgOlmnTDJ2JQG/ZWMgT+gNtnipn/zejZPn2J6okK9WsNxHSYvnyTaiLCloEhy3LrD7K17SatVhFvm8Kc/iUgLWldOEGQJftXD8Gzsso9ZqyNEiHfVHHk4QHTXWVz+AvOrG6wdehI/UJxqL9HwylzxspdRrCxy9X33M/QnOdfP6HZTVgdD+nHONd/zH7lqboJzK+uM75njV1/3Eiovfz0r517F+//0j1g+epqxmT2sBwkbj36GKd9h2zUHMHfvYCM3UEVBsL6M05qkMTvLMAjINjYYrqzgIyi36ojDj7Pnzpewdm6RwekjzH/sAW78Tz/9TR3/3/6pt/CWX/ztf/Q5b3nHf3rO9i+/6oW84g3fy/jkDuLuBo6KydMhZpGi6tspmZLCqfD+P/tT/t0P/Hvcq18ARx7Cn5ojFILK+DT6zDGyoM+fn+5y3copJt70FqbuHON1Jw/zyJ99Hr1790Wt4NjYGK1Wa9TCdl3yPB8Z725FH83MzDzHxuQC0lyR5F9Xn/4vFt8uuL4CYRhhqgJPGniWiVUUWNogizIMYSCUROUKmYPEhFyg8gJDGFjuyEG9vdFGxJKyWcbObchBChNhgBZipLfKc0KtCfqjDs2Oyy5jx85pDi0epit6UAdVaGIjpjnXxChLdBvOnj07MgadgtMLCywzYstsy+bmW25mpRMSxw5SpoRhnyzr4rnWxUxFpTI0GsPUDAPFcNjn2WcXOHD9bUxPTxCGIUURUqgeWjsUKkGKBMuWNJwGK8uHuWK6STgccstdd+FLA1sKXvHiF2MpRRZGWEIQ5zk7ajU67Q62baO0Io9jtk2P3OnHiwIrSVg5foxKo0na3mTP1DRl1+HsqVNMNBqsdDrUaiVKvmYQtImiNkXRx3VzoEunG2JIycrqEnsu28dg0EHKlE57menpcSxbMtOYQet13pn/Hj9nvvkbHv+vLrY+dv8t3PvXj37N83593z5+9Phxfu95z+P0kSOY5TKlUokwDFFKYds2lmVRtSxqvk/NtvGlRBQFfrmMIwS9QYDpSMIgxLCMiy2gWrVGuVpmmA7RhmasMYZKFdKQaKkxhIFne6wH61TKPqZhoDyP+V4P0/eRjDx+ok77uTv9T9dw3Q68ATgohLhAl/0U8Jtb7/bAVpvqEa31m7XWh4UQfwUcYdRqfMtXWDr8IP9gC/FxvlYwD3AbI3HrY8Dvaa21EOJFWuvv+yft9b8ydLtd0jTFsixc1yVJEmzbJooiTNPENE3yPEcIMWK0tqwjLMvCtE06fcHy6dPMNnyc2hjSHmnADClGjNRWlE+OQBc5w84m4LHz1rtojo0zf/wwZz7wPuq33Ebx6u+l+6kPMLm/iqiMYZ46xvneEtopI7qrnEsSRJGCkOy5cYZb73oB9sw0V95zH1/4nV8eFYgVE1FIom6IW3PJkgyv1UAIQW95nXh5laNffIoGDfbfcx32RJ328hoiHV2YhV+hCAZIrcnPrbNZHGTi+uczfPpJ6s+2mZndS7Qeccvtt1G/+nJSDMI77oOkS2q4fObEeYZRTpoUJFHKK++7n4Pv+78QWuHsuYLn/+RdnDhxgtOnT8OwTePGfayvrVJXGQNDYsQFtoAEg3Q4IHcqhJur+FOzrD/6MKXpSYaGpKkgURpnbIzul48j//7jxJHBzItfzOWvex2nqy673/qNrRi+utj6zf/wXfzw7//N1zzv7/7iD7jnu3+Av/+Ft9O8+lpkuYrrV4iHfRLDxbFSZBrhGOC4LpZImZqaohQsYa6eRTYnGK4vgypYP30Gd2oMHQx4QbROLB0aywfJm9sI1zvcdN8BkrXTHJy8jKIoME2TRqPBs88+i+/72PYo2eT8+fPU63VM0yQIAt773vfyhje84eI+m1Jiyf9/ebN/u+D6ClQ8j7IQDNfXaVYriKxAaIMiKkaFSgEqLZBKjiYSc41OFTKXkINnuviTHlk/J2yHDLtDSqKEVpKh1iSGQW4Y5ECqNdV6nXKlQm4YPPz5z40uiLNQHi8RFEOwNaEMaffbIzekCy1F+x/aiZnj8PybbkTkOcmwjRJ1BgNNq1VnYqKJFAqtBySJGk0YAUpJllcW8b0GL3vpncRJwLlzB/G8BoYBllUgZYqUGaZRIGREGG6yfXaMdBBwz403IpMUxzQQSYIcDik5DlIKLCHo9LpUBfimgSklcZySA6cPHuTTg3eQBwFFodCmhQf0goC9+/bRDgK2V6qsHD3ChO9TLhVEUYejR49y4vgCO3ddDwRkeZc4zpmcnGHbtgmiqIPSERBj2S5CJGgVgjZB52gd8c7snfyc9XPf9Fp47KdfgYy/9sv+pVe+kvm1NZ55wxtQvo89NcWZwYCBEFu+Yw6lUgnXtmmVSkzUahhJQskwqLkuJAkUBabv40sxMsYVkkF7wPj2cYQt6LV7WBUL3/RR8YjZMlxjdPISJvEwpuJVMJVJqerTS1NqhkGiNZbn0QsCjK/WgzhbP98ktkabv57+6n+o7tVa/wLwC1/n8ceBq7/B//eYEOIlwFuBB4UQP87X0Xp9G89FrVZDSsnx48eZnp6+yHZdYLeAi35cF/6tlEKaFsNC0DRzmvv3UywcIu1mhF4L2/Vhy3IhVQLPMpAqZ/9/v5aF/pYu+Ctlg7cAfAHabFlCfgaOb8kBc0Z3hZKR9uECbgYGn4FjwLEfYkJX+JX4xaRtgde0SPopRa5wKw5FlqOynLW1dVaPdbn95bdTe8EddHo90s7qKBtSQxFnSNsnH3RwSj7meIXKzXcTnj3C/ntfS2L6GFKSD3sUpgNCIZMYy/X53GKXiXxIo2QThAVxmGDaBsFglaOL6xj5kLQywbGViA+9/3PcvtvkTT/2s+jVk7hWlfmFefzWOHXHoCg3mT9zmsXFRaarHlFUoT41S5Jn2BsdSgIG/Q6eJSiGA6SWWJ5NFg9Z/ODH2P9Tb2Pi+97M8Pt/kFKp9E2vhcd+5+fJg+hrHj/yxQfp9AN+60feyIko5X+97Q6ioE/vi5+jsm8vvlT4noM5PoVX9fHqY+RxxL+7/z5szyevN1BFjhyfhUGb8r4bSBeOE1dbHCnq3NUs6C4uwpkFGnNTpMOI6v6ruDsJUQg+v6EYDAZMTU1h2zatVosgCLBtG6011WqVtbW1i0MdF1C2DarOpVeiCCEmgV8EtmmtX7ZliXOb1voPvtFrL71P8y2EGceUPY/dM+9mI/5Jzi8usXlug6svvwYyjSpGTvKqUEhlYGiB1iPWKwtTzNxE5hJTGlTLVVKVknRiev2IWEpCKYmEIHNd1oOA82trmGGIqtWwJFAG3/eZnZtjLVpjqIe4dQeERvuQiARcCAxIbItdO3awvV6nUIosiqgZBht5iJSaHTtaBMEitu2DNhDSRuOQpSG247Bj+wSGabK8fJQPf+QB7rzzbtIsY6w1g2FkKJVimhlCjkxOfd/mmSeeYO/UNIM8Y1e5wvLCAr7vYyKIo4iq0mRoJmybutKUPI+VzU1UnGC7Dj/8HZ/kNz6bcWDvXiZ8j2jQZ2Zqimc3N/nge97Dva/5LjbX10iCANf3Ofj0U0zNzlKtVrnzrjtx7Cpn51eRIsFzDdqb85TLdbJs9KWt1xw2NjdJ0j6Oo0EUGEZGkUeYKuNXwp/gHf4vfd1j/9gHXsHNr/7oxe3V3iqe/geriZNveyMLx+fJVMTls7M89cwzzF13HaU8p9Aay7Z55plnKJVKGIaB43loKVnf3KRkmlTHxujFMcVggEgSmq4LmcLWkjzPaTaaODgMBgPmdsyx2luFFJI4QSqJdCRSSGxspB5NmFUqFYoop4iHTNfrDKXkzPo6Y9XqKMngK/EvIEtxywriN4QQ/w/wX7/V+/MvAbVajcFgwE033USn0+Gpp57i1KlTvPrVr0ZrTVEUF9s1FxgvpTXdKAcUjtfAPncImae4c/uxzh0i62tC4SAMA+GUCG0fy5Qs9Bf4k+nfoj+MadbKnOmm1M98CStJmNk5x/LJeTrnVrAdm2EvHGlYyybeZAOrWccRmvHWOHYB5VqVnXe9jPqufTzzwIe448Sb2X31LrzxEoYWhJsReZoRdgrMNMWt+ExNTzGzfQ61bYyP/dHvsn/3ZTjVCrofImON9jRWvYUa9KhdNosWcOLoYVpGgVo9jze1nY35s9jlGiJYJNMK/AqFtrh2uoqSFrGSXDPnc0jHjNd8fuRld/Cmv/8QzYkxnMoErmxz1Yvu5LETR/E//HHuv+1K1oOYZNDFHZtj4fyzTKwuU9YpB67Zj2UINttddtZHcUpBOCRbG5CnGcG5HjM3X4acyUjCGK/qYY07pOfPQJ4SnjxE/8lPUb3h6w/Yvet9D/Cu73nJxe1kajty/dzF7Xf8/K9yzx23kcZdxltNrnzpa9lbtyjikHxtEafkMS9qOJUMUaRYEzvQpskg6CMtG7c6zuowJhc1hMwp2dA1m7iWxLj8Nr7w2c/ysntfwVo34LIrB/zJJz7P/XuuRgmLbG0BM47oHp+ndPkNGIZBu91mcnKSJEnY2Nhg+/btGIbB8ePHmZmZuXhTcAFpoUiKS7Kl+B7gj4ALvdoTjKa1v11w/VOgwiGWbdPJfpoSgtrsdraPbWfYCUgGKb7pYxQSA3Okq0kV5AJDSQwhUbkmjwtEAiIVOIaDU7Zx3Ar9LEMlCVGSEAUBK+fPU3UcVBgS9nrMjlcYm24xtneM8xtLdAcd7Ckb27fRUmNVLMZb4xSWomea1DyPvhQkQlAkCZ0kIReCcNhHGiaOk2FIQa+/immUtrQco5ZCnmcEQZfFxbM89ugRfvRH30mns8yp0+fJixqGYSOlBp2hihCluhhGh9kdO5hfWODQxga31etsn5khDSMUMD45wer8PNftu4LN1VVsKfAKRdOyqUrJg5//PH/4xZfi1RtI26aW5UTLyywUBefPL9GYGOev3vc+7GqVvFohHgy46eZbWO92EJ6FIGZldUCj0SDLAxr1Onlukec9SiWPLOuglCaKBjTqLuiCIgdpJUgjwijAsyx+d/B2/ELxpvpIlvR3T30n9xz4ILNXjvTen/ndO8m6GXtn93L0yaMX18bRs0eolqtEvQiv8LjnnntYzjL6RUEAiC2hcq1WI45Ht/J5nrNjeprO+jqbGxtUbBvTNLlq3z5OPPUUqVIYwwJlK6I8IkxDMpkRpiFu1UX6Es/2sEyLOIhHcVGmIhPZiJpXNuvtdUoVmzyKiMIQFwjX1xl81cnr/4stxD83tNZLwGu/1fvxLwVZljEYDJBScuutt3Lrrbeyvr7OYDCg1WphWRa2bWMuHYXqGLo8TtO3UBq0KtB+FSwXEfexdlyL1VvF3VgkWlhAl8rkhkVaG9lFOHEPmaT02wk7GmNUX/JaGsNlNhOFHruCVvMR6PRRhcKZbGIKgV0pYQoDr1QiH4SYtkMcxUxccT1f/uAfM1wasWbbbtqDLhSZUOD10GmOzgucso/TqJIkCd084eFf+R32X/FCmvUGi2cX8LVJrVJFFwqz3iRbOw+WhbXnBqbXznHu4b9jc22Dye+4k6ZrksY2FAX1apX1doeZqR30Fk9ilyq88cAESZJx7VSFhx9/hiefeIxq9xxy2McSktW1Nq+9fIrHU4cdXsEDX3ySku/htRcYuj779u4jlDaOZYE06awt4eQj+53Grl1kvTahZVGqVwlWNpGVEsnZmKpfpjI3jtCQrpyjfN2t5BtnMbKY9uc+yB/99u/wY38+ssA78tRjXHXgZvqnRpN+b/mdDzDXcPjM6ROYsnxxXUS1WdbCnLJtYEmbG593O0We0xYWqxN1Wjst1Pl5qjriPR/6OK/+7u+lkg9pjE3QHQTEQY+yFBSuxbbJaZ4+fhZL5uRpSr+QHLj5Vv70T/6YF9xzL/Pa5cAd9/Dglx/nxtuej79vG6JznsldVzLtVUgWn8XctYeTscOxY8colUp0Oh02NzcBOH78+Mhn7StQtk0qlyDDBYxprf9qK1mDLRPob2qc8pL8NN8qGHmOu/UbbSAKCQX4bomqXUXFijzMUalCJwojNxEKuCBqLrYifnKBLhQ6FehMk0uJsG0820ZUKlhFwZcOHgT+odMziAYMTg04s352FEzdgExnrG2sQxnmZuYoKNBSUq/XGEqJ6boEhgFKQZIwNTtLzAY7r9hDMFgmGAqqlQpgoHFRhUZgoAHbgnq9zhve+D1stk8zP3+esdY0lbKFEOnWhGIOIgQRMz9/AlMIapOTlGo1lvOCd//+f+PWffu469ZbGE8zrt6zFzfPWX72BNO33MJwYxMHDXnBjXv28NTCAiYQlct84fHHuOXAAY48+yzCspjZvp25PXs4tbDA0jDkRXe/mDAMWQwCKuM+p+ZP0GjspCiGpKmD6zboD9qUShXiuM3yygaX7d5BUWzS7xv4JQPTtAiCDbJ4c+R1libUTROt4fdPvYmmYUCW8vTh1/Lo01/iU391B1k/o5f3OHz6MLWJGgCP/MTLeN4vfZz3v/w6pppT3Pi+D/P4619PWCoxyHMSrdnY2GDfvn189rOfpSgKwjCkUquxtrnJsNvFrdeJ05SSafLU009jK4UsCgxjxGpKd8RIOa5DoQvSJCXdTImIaU42wAan5hAMAsa2jTFIBqycWyEVKYlKMFwDz4RhUVByXQznq/qHl3iWohBiN/DTjCYYfwn4dUa6rqPAO7TWZ791e3fp44KO60IbsdVqsW3bNvI8J0mSkau840NlnHakmCib6CInzA12L5EAACAASURBVKFcnUIUGaRDijxHmC7G+Bylcg0hJForlBpdT7RfQ0QbpG6N7jCk8+RfsHD5zaA1nH4Kxy8R2waDzgDPGcWKJf0OrckmVs3CqVZwyj4zB26juzhPsbmBUYw6xxunF+mudpjevwu3XkFnBVG7R57mRN0+pueSL3e4/cDz2XbrDs7PL+BoiZFLilRh+RZmrUF04iBGSbB28iDFxjJmkKFufAkbH/wo7/nAR7nu9mu59d4X4+/azdS+mynSmNNDwZXt4ySVNnlrB5XhClfs3E67s4moTOKbKYcf+DDfdde9nBnGNEzFZLPGzJhkrd2ht7rIgesPQGOSaOE0tVqNlc1NymlEHgbkcYhbrqK8Mq1tgrRQpGmKUW1SumwXyfx5zG6AkSviIKJ88wtJCtg8O48Ugvv+l5dz5w23YdomJRVy/Phx/uyDf8tvvf8BJn0LncaYV19DKkff+9e888/4v9/6Ok7/8Lt4++vv5bYbbuZV/8f/yfe89n6uqijmZMhSXGVHRfL0ms3rXvlSdJFgOSaD9hqbkaZeq4KCRMPx0wtYQpMXigwTx7HRW1YjJccCNFVTcf2BG8nbSwgLdJ5i1RvEgw5l2+Tvz3ZYX18nDMOLA0YXpmqr1erFBISLa7pQpJemaH4ohGixJXnYGgj6psZLL+FT8D8/qpUqOstGf0ZpolKFUZiYCnQEMpOYykJrhdYSlCYJs4u+WzrWyEJeNDsl1WQaEqWIgVRsMVJScvTwYfw05cqrrmLz2DEmplqspevQZMREmOCUXHRJc9WNV9JL+/TzPq3xbazEMbGUbAZDFoOAoWlCuUwaRZRcl2iwwXonxXFqeBMTpJliOOyNfFWcymhyMstYW1tiarLF0nIXz3MpVywsq0DrAUIUCKlAx3Q7G/i+z7aST7/TQdZq1ByXH37b22gakknHoVwUmHnGlONy94EbmD97llqzxaOfe5jvfMV3snjmDINzi+zcu5fN1RVefNeLWTl7hla1iovm0KHDDKUA02T33r24GoJhSNO2aa+vMTExgW3Z2HYFaUiKIqHdXmN8LGNjY5NdO3ehVMjm5jxjrRalks2gv4rjGkhto/OcarlC1baomyZloKoURhSRtttM7Jwk3UjI85yrbtjP8qklKn6Fz/3iS0bHErj+eQdYO7tK/6fezkY7QJkmlmGgkoRms8kDDzxAGIaYpkm9XKbX6eBbFhXfJ41jHMeh3++TBQEN28Z0HGw0pjQxpQkG5FmOVbKo1qsj3ZZRYPom0pWoTNEoNUiDlCROwIAkS6iX6yDBFQVV2yZOEvRXT/1c+gzXe4A/B2qMDFT/CPhZ4B7gD/kmgmH/NWJ+fp7hcAiMbqAuaLhM0xylSWwFV+d5jogGhDkInbPRz8kwMKWmknTRpgPdNZAWI2tBAW4VYZhge5CNWNtUWOy9bDenOilN12N9x1VkTz+IUW+Rbm5gDYfkax2uvOZK4iJj9cQSk9smScIEO4pIspRoeY0b3/AjPPxbv4bqro8u3A049fhJvLJLtNgmLVmkSYKBRBgaCRRGSj8YcNVtB9hYW0MkBa7vjSaD7dENi1WtodMhg1xhSZvaVTdjNScxvvgIenqC7/vB76My02DswE1owyRfOIJ92QHq23ayEtZxn36QExuf4Y6X3cdye51za+vs8Bp0ugMOXHstm4Wk4hicVBZnzp2HzhrDE8dpuRWElIRJilmu0ev1qCUBpu2QBUOKKCIdDul1NmlMz9LrdJiolpHlOkGxjBUkeDM+mVTYpsXg+EGs5k7yg8fJhwVu2aHqlChyRe+Tn8be0eQ1l5XJxwQf/+zDXHvttVRKVR559DF+7yOfoeLavB9415v/LUG/x9zL38rPvPE+PE8yWfQZHDvI+Pgkn9w0KeVDrCLBK1L6qo4poWFk5EmEYdv8xZ/+CS+99xX4toVhWxgCglwwVrK56xWvIcoLJkoWlSIAt4xyGxi2i9w8R9FZ43hgct2efexpGKw/+An6/T5zc6OOwgVT3iAIKIrnkkQl26R8aTJcb2M0lX2ZEOLzwDj/kLjxj+KS/DTfKlzwSzKQRMMIT3joXJEOcixt0t8c4NslZC4RhUZqA9eQ5LJARQUUbLUUJSIFnY10ookYeXCFWhMbBk888wyeUqRhyMkjRygD/Y0B2FArV3EnPYyqQShDlKXo9rqEROzau5P5ziaNZpMkjgnimFhr/GqVoRREYQiGQafbpShywGEwWMc0XUzDxrIEeRaRpil5IdixYwfBcEiSDJmYmECKBCHBkAIhRx8gz7vU6y6WHKO7voZQmpJhULUtrEJRtizMPKPleYwBjz38eerlOlE8ZDAYcMcdd/CRD3+Yk+fneeV3vpqlTpve2hrR7CytySn8KCKPE/pFSGPvHnbs2UOj3qBIE0qOQ5SlJEqB1iQ6oFptMAyHZHmHNA0pVBWlM4piyJmzz7JjxwymlXD48Ammp8aRMqIiDQxL4EoDkRcUeUGqFEoKKrZDY3obslZHtUK6Sx1Wzi3TmG6Q9TNqYzV2ju2k894r0AONCtXInb9c3srWBN8wcByHeq2G7/torSm7LiJNsYCSbWMohVAKCTSqVYrBgE4Q0KiUkJkcTcJi0Jhs0JxqsdnbIE5jUlKcwsEubEq1Ev3NPkkx0vIN8gHlVhmpJMkwYaiGhAbERYH2/ecu7kuc4QIqWuvfBRBC/JDW+le3Hv8DIcT//i3cr0saF+J6TNOk2+1Sr9cvRvm4rsvKygqtVgt75Tii2sK3DRzTQyYDNnKBVhA5DXSR46oCtEJJh9x0sZMeesvy+eyJ4wAMV+Y5vZigDIuo1kTkMeNXXocR9lGGIApjJILBYMCwEzDWGCdOY2avuYxMFfQ7Xcamr6J9ZpHjH3uE6niF8ngJGlDf3cRxndHkbmyAALsy8uJKkoTwTEitWmLj5ALDLKZZrWNaFpYwsHwXs1xBxRFaKzzHRSYhaw9+DKPiYnkOVtnErpaobJ+haM7iGALLWOXw5z5JaXI7kRIkjscVU5N84enDrK8s8cK772UQBHTOnKLsWTQmIZEmUuUEuNTXVpmQdSZnpyikwLYslGlS1KeQUQc97NLatQNdpAjLZnjuHG4SkycRqVti+alHaPku3g37OH/mLBXLRZV8RPscje+4l+HRJwlX1jHKDukwQgio1OpkGyGqvUYSHeOlMxVUuk5ps80r97VwJjSTU02WPvSHuGqVP3/4M+hCk1SmmPQ1UvqUWou4zRZTWmMMIkSuMG0HswhBWJhSY4qCIkt47WtfiyElUXeToTawHIea79ELY+oyp1wrU3Mk56ImRqGQWYolNVZjltypMBtH/OVHP8add9/D6uoqExMTmKZJv9+n3R5NU6dpSrPZfM7azgpFdglquLbyZV8I7GM0WHT8mzVlvrRPwf/MMLRCZTlIF9/1SHopRiaxhIXIBVW3OmoRJjmGNkfu8VmBygq0Ap0r0IIizzGUpNBiFKuoNRmgpCQrCoRpMjE9TZDnWGGIbQKeBgeSIsEoTLI4Y6gD9u3bh1W2KDklwiBkotWiG8csLS1ReD5KK7QhcTwPq1rF3GpfJjgoJYniANMEpUJ836ZQCY7jYOQ5nmcRxTnjY3UMmeI4BqaRoXSCSY7SMaaV44kcr9DYjkOt2UIUBabWuFJgFQWiUHQ7HYwsZ/+1V/Nrv/brCA23PO8W2s0WC2vLXH3TTbTGWuRxzLrrMmy3OXnuHJ/9/Be45Y4XcPKJJ5kaG8NCoPOM3uYmOZDHMWG/j1urYUmJWYTEwQYDqZFSXcyIPL90nl07dzG/ME+z2eSqK2cIB32klvR6A8bKJWzTomRZWFpRDIcUWjIIQ0quS9008ZpN6nadfTv2kQcFYgiyK7FCmyAIaP7Qf2Xpbf8b1XqF2n9518V18xdvf/vFsXvLtim2JgQ9z6Nk25RMk/7GBmQZRp6z0e1SsSwqjkO1VuHc2iLNqSYyyVlfW+fs0lkynVMbH7FcwhYUoiDNU5ShqDQrtIdtTMukSAs6Gx3M8oghE3lClmYM/+UxXEoIcTkjhssXQtyktX5cCLGHkeT/2/g6KIqCJElGQyP1OsPhEMuy8DwPKSXbtm1DKUXRnMGwHIy4h7LKpIaLLzRhVjBMC2ppB11qkJoliizFz7poIcE0UEojzZFtSaUxzjBJ0WmMHrQBk/6xQ5SbdbRSFKagVW/iVkqjOLHJJrZpYu/eTff0s6T9kFt/4g186r/8BolhkSQG/lZ+QbIUIZoanWkMIRG2wBQW0pE4notd9ig1KgjXxu4NEEkxknaUHYokpbRnhrS9AYXCqVUwpnZSM21kEBDao2zJPIyJNzdxJjoMTJ9cltl1xX7e99/fDbrgqpf8G0q9Z+msrbFdh9Q8i4g69uQc2dgE5x59mC9vRNx4800cO7fO1J4d6PYQd7zO0PAQ7RWyXBEFAUIUmEEXVd1BrjVJXJC0B8RYYAmOP36CbdunOTfosX3XTnZfuY9wMCAPE9qL57FOn6B+7QFc/zAYgv6X2/itCkGvj1SjQnvbvlmKNMfqBww3AqQpGW9UMPsm7vZdNK++neWTh1Hug9y2d9vFddNbOosUCn+wCq0ZVBygLA877mHpFGm5dDNBXuToNKHb746GLrwGjZLL+sY61XKJnrLo9yIW0gRD5Th+Ccs0IM8phEDoIVYa8vyXvpK//cBf4jgORVGwsLBw0Yer3+8TRdHXMFy+bVCyL70S5euYNF8uhOgBB7XWa//Yay+9T/MtRF4U+KUSWT/mxLHj1N0GnuHhaJvecg8zt6iVapiYKK3IwhGzJbVBFieQi1H7KQeVFKhCUgiBEoJMa1KlyIBDhw7RO3+euVKJPAyZ3T6L1TDZDDcZnx5nM25TapZojjfodnrkUc7U9knanTZpFIxaighioNRsIVwXw7bJGJ2AHcNgdWmBRmMW1zUpbeVRVSo+nU6bPNe4rksYtokTQaNexzBzbEcjZIgUKaNZ7iGeMCgLQd00UI6DrYqLZIlOM1xn5DmlhkOGWcoXHvwU3/XGN5ILcA2TJw4f4nl3381lO7aTdXs0a1Wm+j3e/7d/y879+3nla17NE4cPU6vVaLfbeJUqRV5cvFOfGhsjVYpeHDM9NcX68hITY+MM4i5FEQGTpGmXkl/BslJ275okDtZ48NEvcdP11zM3PkEvionjhEGSkuU5xXDITL1GVCh8yyIpCuI8p0ihJMtY2LiOJOgGZGlO2snQ84pP3XMH237t3Xzxu7/74pr5+I//OBtxTBAE9Pr9ix5H1VKJVClkkqCShH63S9N12Vxfp+F5I7+ycMiZhR5u3WUQDSjiAquwSHSCXbLoBj1UrJBDgVfz8Os+vWEfuSEwPBPtKIzMQHiCIA8oLMX59ipJpUxjy/PsIi59hus/Ah8BFKNw658UQlwHVIF//63csUsZaZoyPj5Or9fjk5/8JNu3b6fZbFIqlVhcXMTzPGZmZpBuiWrcJXAbmGEPU0p6wxSvXMEQkBhNzGSAKFJslVCIrRp3S1g/f+gJABydMhh2mK6VsVp7MaOMqm8QxAn5/DxV2yYgpH36HLsOXEFW9kiKnPbTT7J5/Bzf8cb/wOD8KhsHDzNR9TCEII1GPfte0CPPM0qVEpZvY5csqo0Kic4wfIfKRBPtOkTdHo7roooEozDQamR5U77iGoLDT4HSqCjBsh3c3Vcjhm2cvQaq32YwP0+82cdePoNqTFMowZcOHuTuq/dSxCnlqTqnnjnLNTMzNPzdJEGXcmWSbmuORz/3CWZtzV0vuoOjqwFl3yeypvGjBaRn4QuFigZU996AWjxDsnCCiu+ycvwoe7ZfjjW9DWe8hpQmWipacxOMX7ePcSFIs5yHPvwJZurjbL9uH8Fmh+7pUzSuuJL+oE84DPEmaqRBNLIicg3CIKL7RJ+x7U2ccYfqeJW0yPnoux/kjp//Mcr98zz6dx9kes9+Tn3+E1ywfz6/3kH15tk88iR9bwdFkSMNA8cE5dYphAIkQXsJl4xeexNXFOBOUaQxS6tDPFGQrC1QeA0y00MWCWYSkMZd4rxAl1s4pjFy3j/+KNJxecELX8R7//g92LaNEIL19XXSNOXIkSNMTk5yzTXXPGdt58VIM/ZPgRDiLDAACiD/Rmka/5P4AUb60k9vbb+IkQziciHEz2qt3/s/euGlfQr+Z0aUZuRGgtaaK6+8CpkKZGqgE4U1YdHfGDAYDDCVgUoV8SAh7A2xsKnZVUxljaJ9tt5PKXUxSrFglOKrDIOpbduYKJeh16O3ucni4iI7x3aibEWn38WqWWRZxvkT59l7YA+iJEYeJUJgmgau6+JkGYXrUB4fI5KSlThGS0lh26g0ZW5uDtetYVsepmkgpGQwWAMhiKOAQQDVapXBoMvc7BSGCegAgUaIFFMM8YSkCpS1pi4Elj1ixkyhkUohpcDMckqOQ2qaOFJw7Y03Mj05QZEX/OXf/A33338/JqCiiFa9weK583zsox+jPDeH5XkcP3EC0/O4fGKCDz3yJWaHQ0qmiWeaFGokLF3sdLnv1d9JZ2MDlWXYvo8VBKgowtAxWRLTarUQStE9f55HjxzmVa96FcHGJo899ig3XHsdWRSSqpEB69z4GIZSSA3DZNT268cxu1pT2EObYDWg5lZxtEsyjKl8/6/ywEufz90vupvOzS9gcTjk4M/8DBtZRmTbNDyPfr9PpVym0x3dCXa6XZJ+H0drRJpi5zl2qUSjWqUkBHkYUi354Gq0o4l0jF2y6IVd7JJDP+zjVF0QUOiCIlV0VjtId9Q+0ukoFsoQo7V4waNNOw6ZhhOnzzx3cV/iDJfW+lOMKPoL+JwQYgzofIWB6rfxVQjDkH6/T1EU3HfffUgpLwYLe57H8vIyKysrzExNMlg6RW65xMMhRqnG0CxTLpUQShGGEZWSD3mGKgq07QMCkQwRSjE2NQ1nwa81cIKAlV7AjFgmmz/J0kobKQRoaMsBdWUyuXeONE0RqcCwLNyyzzX3vpzL77qLB3/mPzO+o0XnfBcMLhZ3Db+B3/DxKh62Z2E6JqnKKJKMNMsYbHYZ3z3LxqlzTDXH8co+KI3OFe70DNL1yFbOIaQkjxKsQRer0kSV6yi7hK7PUKk0UYMOVmuSLE6wXJ/Ld8zQLPsoafDZT7yf77jiCoxqHZXGlKRmo7vGo5/9NDtqJWR/ncWFeSr1bfjNGscOH2Imidhc28TsDcGvkD/1KP3TR7jthusYmj5qYwNRSPIiJQqGlEsWUThE9jKyYUhfC574m49w03U3osoGTz70RbZPzTJcXKex/wZWDp5hYtc05AXSGiUGpHFKmiZIHB493uO+511BemaV8St38cqXvJTq9u188b2/yU5tEp75MrFdIWkv80NzB5jonkQDamwCT3ska/NYfoW03WYYJVDkFMMOBRJlmfj1FkIYxHmB63q4MoEsJV46g9OKiM0SutxkGA6Ri0cxamMUCiKvjhFGmFmGWRlDbyywtraGbdvPyY0sl8torXnooYees7ZNA0zj61kBfkPcqbXe+J/9Tn0TUMCVWutVuOjL9bvArcBDwLcLrm+EQ923UbFMyHIqXpk0yFCxgDjH0S6e5eG1fHSi6ay3yYsC13epVWoYmUE+yJBaolEYhkmmchRbGXpSooti5DSvFHuuvpqjjz7KZhCw//rrcTod9s7sYTwe40T/WbBBW5qZuRlcx2W9u07ZLmPYkjBOsDyXmu+jgSSOWR8OWQ+GTO25jFqjgeE4xEmCYeQjewcS0kSBEKANXM/CVhLXLTM7a6FUhIHAMIoRDS5SKkLgCUFZCMqMrtUVIXBMAzMvMLayAbUGO0upeR4N38OsVIiHEceOHubKq64EIA4CGtUq62sbPPTQQ0zt2cPjJ09S3T7H5PbtHDp5kseefoYb73wR2+a2UwjBoNthOBxiKsULrj/Ayvnz1Gt1HNnHl4KNKGRmYpIsiplqtfCk4Nihgxiuy+tf/RqefvwxWjOz3HTTTfT7A6arVY58+cvcfuONOElC2TCoCIkZx4gkYXZsjJL7i4RP/Dh6U0EJrMwkTuH0f3oTNbPO6tIaS50eqe+z2u9jTE5eZLQAhluTN3EcY1sWtVYLF3C1Rg0GEEUM+n0yISiZJoHMsE0HJRVOycEtOzgth9XOKsrU5MVw1M42BMNiiDYUgpHJLoA0BGZhoYTCtz0KqfB9n8QwMI2v8uG6xAsuIcTNwDmt9crW9huB7wLmhRDv0lq3/9E3+FeI+fn5i+7yExMTRFGElPJii7HRaNBsNlFKMTx/imhlAavWpG4YqJWT5JfdShhFF4X2qIJBnCGlpJrHEPXRpgvaYtu1t8MjEMUxl11+OT3hM9usULvmBSwffhQpIDl5iIphUC6VGRY5dqmMQpAXBa25KW77t2/m737uXSRRn2EQMIgHGG6D8frIysAf8/BK7shA2bMoVAFKIC2J0BrTtukcXqJWL6OVJg0SXN9BOBblq65lePwgKI3hGGitUe1VjFJ1dN5Lh2i7jC41kG6JQivsahO7VMXzfZIkYf7sGaZMydpTp6ldt4PK9A76heTThxfYPdXk7NEv05ibZqJe4fygw1OHF7mif45WpU681KVwBIW5hpEX7K7X2ej0KFcUdqOFN7WN5Uf+fut4aNzEwBp3OProU/TPdLjz3ruZX18hemKTXVftYO30OhNXlLHqDQgcOsfaVKfKo8SJQHNqscvVV0yz/53vZHDwYfJSHWtzwPlPH2X6ey9j4fATlB2LzLD5jbf8AOOlq9g95vKOd/0IebmJmQ6Ru64lP3oSUWqSJgGWSqkVA1Rng3BpmSRLiV2bVIH0y5hTu8izFFsU6EEbZ9fVmOvzVNrLdE4O6Bw6MTqOzRq1m8uAJFcFP/ff/oqfettb+cVf+21M07wY79NsNsmyjLGxsedM2F6AZxmU7EtSTbDzQrG1hTXgcq11Wwjxj2q5vl1wbcE1DVzAsx02ljdwcNCRRqaSfqePox2MwkTFBcN+SK1aRSiJg41SmkLkpGmKrS3yNEdoAUKMdAN5PvqtNWrrDjRIU6679VasouCpp57i3NpZqIKYFoxPjmM6JkWWEwwDHMcFRoUbxSgnLQxDmtNTnGm3MV2Xa665GmXbdAYDjCiiUm+ghMB3NEmR4riCNBEgC7JUYZoued6lWq1iyBi0QMhs9DdAUhECl1GSUEnrUeFlSEoKDKGQWiARSK2wEShVkHd79IYBR48exXJd9u++DDPPCeKYg6fP8Pjjj7PQ7XDri++ivmsnlakpnj50iOm5OS63LHZOThHGMZgmlUoFv1olz3IoRtoAz/Momya9zTZCCESa4FsWmdbEQcB1+6/GBD7413/NK1/zGnqrq5w7t0jNcYhcl8t27iQNI+q2TcmQ1KVBtVbFWV+n1JXkp/4zKijw7/llTvzx9zJZnsIUJlPTUxgDE3PcoJ8VxKUS45bFmV6P0pbQ89CWzUelUqHdbhMEAcIwCOMYT2tm6nUs12VsZgZPayhStKPpJT1SlaOVJupFSF8yPTNNbhVkMiNIByhZoEwNtgZLIW0DZSq0LUiIcXyXjf4G2jVZDiMGjoNo1J+zvpUx+rmE8W7gbgAhxB2MrCHeClwP/D7f5BTQvyZc8C2qVCqcPHmSSqWCUgrTNFlaWqJSqWBZFtoaDXD4E9sgTUY6Q9ehvn4cxmYxvAqFbdIPQqSUFEVB4bjgVNFZjEyGON5oPe31QZY8jj35NAtOjUQ6OE8+RHNyDLfkkycJhWXiVkYTjlIVkKbcdP/38+if/AHFYINgMCAfFmyf2Y5XcwkHI3d0y7LRGvyaD1Lg+u4oj8+xyNMM0/l/2XvzYFuvs7zzt4Zv3vOZzx10da9mCckDkoUHCG0whATSNKHC2A2E0EnaCRRdSXe6IZhUUoR0hQRCyoQ0hNDVTtqNMRgaG1uOLeMJ25Js2bJ0NV3d8Zx7pn329I1r6D++oxtZElgmFHFhPbd2nb3X3uvs7569vm+/632f93kC1FAR2LaKYAqDs454NCDevI7ZAx8BKZBao+KQ+nBGMpog4w5eKkSd44XCqRDhHQ7JvPHUB7s8ed+7qHcOGUV9rJJc/MjnCG+b8tTCk09nrN95K8sn1uglEVsXz7O6vok9PEdKzGT7gLgTQ26I4wDrBM467MVtolcuE3QVIogoty+gJXRGQ0Sgya8ecGLjGL3X382H3/N+XnHqVszX9Dn34bMMjvXZefgix7/TkS73CUTVevQiWT65zK++9d+xM/x6Fp/4PWS3T/fUV/HwW3+G1Vcew116kp53hLe9hiBd4gf+0T9i9rFPMvyuv05+/zsxTz2MPn6Gp6/sIpwh8yXz6S6zC09A01CVJbasGawu4YREVg06lNjJJarxBJMk5Pu7RIMh8+khwXCZaJYjJoLD3Tl205LdfIDb32bnw5/iR65fgXOfuWaaPp1O6fV6PP7448RxzHg8ptvtXutcfBbWeoz9ArOJZSHEp57z+Je997/8vNPCA+8VQnjg37zI838a+AMhxO8C/+/R4+8APiSEyGgNYP5IvBxwHWE+n9PLMqbznDTLmO3OsIUldCFCCoq8ID7SsloaLqF9qyFCDcoJAhVgpaOsSrTVYAXGtgGWp+0mkr5dPEIIbrvnHrbOn+fD73sfpwEMrC6tsFPtspgtGAwG3HbLbXz04Y/R2+wiXMZ8OqdJI+bzBTYIsMaQpimjpSVUHIMO6CQJ47omiyKsEGAMsZBYY1GhpLIWpQydToh1re2NdTVLWUbkBakURN6TeEFXtu7Bg6MsVwcYSImSAms8OEFTexQe6zx5XqK94qZTNxF3YkLdusULZ7n1jts4fvp6DDCezVhYy+5kwk0nT3I1z7nz+uuZzWcIpdAyAdnaEMkwBAHHV9fYvnypLZkIwekTJymKgjiKiOOYrb1dEiHY3dvl61/7NZx//CxJnCCcpbSG8XjMHqdu1wAAIABJREFUcrdDVVdcHY/RnYxUByxFIbIRvP2db+d739zu0Lbe9TdZ769jp7a1GGks5awkVj2GoxFPHhxQdDoIpZjP51y+dImD8Zgkjq8ZBEvnWO12yaSEssRNpzR1TSEEddMwSGKSKCHuxjSqQXc1VrciqI00OOnod3tgIHc5hB6nPU46XOAIYg2BwOOpfYVMIybWQifDAq961auAy9fW9/To8/syhnpOFuuv0V5M3wG84zleji/jOdjZ2WF5eZn9/X2Wl5fZ3t6mrmuyLENKyXg8pt/vE+uQcO0UrF1HfHAOrEVGCczG1BfPYk/dwXhes8KcXVpza9+USB22WoSmRlZzAOqbX88D978HXxVIFXFytc/u7ffQTK4Q6oAb7/xqPvOh+0iimKSTUaF47bd/H5c//xk+/Y530e8NaMaW5fURrhKk/Yy019rXBEq1FjdVQ5AE1IsCPFjrkHFAZ9CnPJxha4utLNkgQ4UB2Y23U5x/EkyDEIIgjVGBbje4kwNUlIJsxU6F1K1mmDPgPXVV4QebnLrn9Uw/9odU45p8VjDdmbIe7XH3zWuEp05TlBPsaImqLFkZZBT7W4zSLs55lAKUJEhD8KCVotqbcezmU8wXOdnaSerpPl0Z4AOJz0tGxzcpDiakq0N2L17hlptuYnd8QH2hJBqG5Ac5+aRk/MQ52Nzk0fs+hAkiklCznsZ83w9+L4+c+zzZPd8CwJUP/iZLx07S7G9jdUi1t0P1wAfp33QnnRtfzfyRz5H//tvJXvEqiitPs7U/Z364ILIFdrqH3ruEubzH8ukTyF6f6ZVdFlcPCNZXCIdDKucI44TRmdsx0zGdJEZpxXxRYrb3cMYxvH7EQ2dO8W1nBuw99hjNvGR6fkaynHDlw58hjmOEEFhrmc/ndDodmqZhZWUFgA984ANfsL7jQJF+YYZr7yVwsl7nvb8ihFil9Xt9zHv/oS8y50vF/0QbZL2Otkvx14F3eO898PV/3MSXA64j1E1DvsjpBxHVoqLf7yEzhcsds2JGGIccbk/IwgyExzYW01hiHeOMpS5rBKADjaksOBCiNY51QlBbi1St6KgHDg4P+ehHPkIvSXBFwdd97Tfwxvvu491//V6iQUROzqc//mlKXbIULVFVrbjluCrxWYel0ZBaSnppynQ+Jw4CRBzT0Jaw8tmU5aVljDE88eQT3HjLrTRNQ6w0k7JCekeWajqxRJOQAaH3dIQk9NBXss1s0Wa5OkdZrsSAqzUmN0gEoQsxdYNvHKpWNLYBC42pcYElimOWkhCRQ2QUriroIphNJwzTlF4QgjGMnSMvS7JuF28tRkqQkmEnIwgDLhyJpna6Xa5cuYKUkr1LF9k8eR29KGQUhviyQDeG8XxOv9dvLU2CgF6SMuhkdIMAUdX0dMDmoM86sOo9tqP4tr/8bRRvChALiExEtVfx2GceIzIRGR1kLiiE5HKes7SywtwY4ii6Zhp88dKlVs3bORpjyNKUvfmcw7qmpzVpGNJPEhIgqFr5jdrWTMczwl7AIBug06OgK3DMqhlPXzhHb73HaDQkGkbszfcpbEEQB8zNnKqoaPBkgz4LoNKaUimclPzYV//OF6zvii+0svsyhBJCaO+9Ad4I/Mhznnv5OvUiKIqC/f19ut0us9mMzc3Na/yt7e3ta8T51VM3EB0JHi9115FpHzXdgiDGnz+Lnu+zFMSYuIts2pKk8A02iJFSta8TbYn6kXf8Mp3V4yxGx2is5zt/4Ef48K/9C4ITd9LEHZ7cn5AbRxrCYv+QOB4w3DzFb/3oPyDwEfWkJgpDZuM5kYqY7UxJl1sJk/l0wfpKlzqv+f0Pf5Bvft3X4wUkSz3yxYJ8ZwyVJ4xCklGCVBLd75Pd/FWM7/9dVBQSdhKCbgZRgs5nuKpE2gaZDWisR3qHDhNs0Wa4lDMYDww36N56Gv/Y06QyZfWWDbL1JXxvSN00qChjdnWLSArC/hDfGxH1lyj2tmEyRzS2DeSMo7++TNLrsnNliywJyKKIydZFDq/sYNZGDAOFl4rBmRM469BZzN7Z8wReoWNFsVcjrKLT7dFcvUrnxDH2ZMSrVoaMNrvoWJGs91k+vcyjr3s9KpQsPvkk0z98jLGdYRc167dfj6saJk++h3B90FZktCKc7pDceS+ZsexMC1TWR8YZfv1GTnxNyM6sAmfo3jInMw2qXoCQlPtXMbtbFIsppQpx4zFrt9xOb20TBqs4BHOZ8s2Pfxodx6xUJdPHt5h1E4QSBFHA7u5FZrMZzrlr2aw4jl+0nAjgfLuR/1Jw5FKB935HCPFOWqfPP9WA6yiw+o2j25eEly9kR1jq9Ym9Z3f7KhvDDYpxAZXA5AakZz5fgGwVxZeyJUIfEKqIpmhoigYc6CDAVIYo0njnsV4R6XanpZ2jkRJnDFJr/tN738ug0+HU6iqH58/zmXPn+IcaPvb+j7N8wzLrZ9Y4uXmSgytjbGPZvG6DgoLZbMry8WNMrGV/sYA4xgmBaZrWFNtadJKQBiFJEGAE3HT9aUI8aRS1CuhhQDWfs5R1SKUidJbYOjKlSICOFHThGn+rc3Q/MUAJoobQhJiywTYG4VpFfRpQSJoaaAQyUkgE5aIiTEIWh/M2Q4NlqBK8UuRNTWwMcdPQVaptShgMQAgapWhMg6trJgf7dLIM6yy94ZCVo1u1WBBYy+WnnsIGAd3BEOk9ynu8FHSjuDUl15qO1mRK09OKsKpZ0RrmIEpBR3RomtbktxxXVEXFXbfdRTmpCJqAw3zM1f0py5ubPFnXlFGEdA5jDI+fPYuSkrIsEVIynU7Z3t7GlyXKGEyWsT2ZcGp9naDTIckyMq2RyjEcDZk1M1zjmB3OSAYJ4+mYaTOjN+gRRC0/zNSGYX/AancF3dFMiykTW6P6PR69eInaWYwOKKXg0uH4Bet7CiQvGP2ywn8A7hdC7AEF8AcAR7IQL0nF+SsNx44dw3vPI488wp133snh4SFCCMqybajY3d3Fe8/Zhz7J17zmbuZ5ieoEiIPzVAe72MMdmtu+Dvn0JwlWj+NxrIWOSdxlai39/CoySjEoRNq6LnTWjjE8eZorC8dSYPnX//Kf8/CTzzCUhqXjJ1ldP81enJLvjunomFd/z3fziX//NhaVxjlHWeTIICBRkkFHUe7NiA7mcC/Io39BFPB1d92LM45sbQBxQOhiqukCP7Gkmyk6aU2tl772TSw+/xAUC+KlHgIBOgDvkUkHXxdtJQKBTroYZzEOVJDg6xKEwMkQHxr00jrDGxqEdYjlVcKldWbzOU5V2MWcZGkNicPHGa5uMFKj+6M2k7Y/QUqBB8ppTrQyoPQWd2WLldvvpXjmSbrdDspBMZ7D6YyrV/cwly7Q6XSwdYOwnnrRQCOIopAoiVDCMloesD7osnJjn7VX3IheO0mzt8Xg9Enq+ZQrH32CZDWCKOX6O1/L1U89TCgC2OgzH09Y/Zbv58K//pec+AuvQm1eTzPZ52yVIqSgdhLhBcXhLpPZpNVoVBF5Z0SR16wsrSHDmHT5FNnNDpqCXpRSHu5CkrFQCR/60Id4zWteQzGbk2ZdVBAS3PIKwm6H7vWrdE+c4Lcf2+HubInFYsHGxgYPPPBAS8EJQ5RSXLhw4QXrO1aSRL90HsRRSU9672dH999EK578p4ojWYifBVZpM1yCNg7r/bETeTnguoY0DEmkZHjqFL5y1EFNmVdkaUaUhezmu4SdhF7ch9JTHpboKAALoQqwujW2DsMAb0EogWlsK0ooJdJaBBApxf7hIWY6RQI7Fy/SzGZcnM3oHpGa9w732Du7B11YvWGF5eESk/0pMhMM4pjJ4SHRUbBBEKCTo69S78k6HSprWRkNiYTAaU2nGyCdI69qMqUYRe3JJuuaQRwRIkiVJMaTIuhK2Wa0+M9BV3AUbFG2AYovPb70hLItO5iZZbw7RgWSzqDL7GCGix2hC+moDrZwmInFCosMBM44sDWKmq61ICVREJAEAfuzGbrbRStNLATjfM7pEyeZTA7xQUi/2225aqZB6IDKWJbX1sk6GdNFThR1iYIAIQVKCDpakQhJB0FHQt95VJEzMyBzAbkgaAJiEyMXgoPLB2wubVBOKsa7Y7q+g2gEg9GIp+Zz9q3FNw11XdM0DR/+yEcIguBadiEIAoqiYJAk9JOEWAj6/T7j7W2mVYW2lkxrvLbYwJEME8LdAJkozJbBaAMxhP2QelET6YgwClBOUZYVSjUgIYwSptYxWF/jwDl2DsbsT2fs1S/kbX65Z7i89/9ECPF+YAN479EuElpt2b/zR8/8ysWzRumvfe1rW2L8YsF0OmV1dZUsyzh79ixZlrG5uQkqII0sk0bSzee43Su4uiH6/P3sPHiOY980QDnDYecYgdaMqj1cGOGTHtp7FrO22lvsX6U2hvl80XqIxl3c0gnG40uMz1/CP/Ek4fYuSZQiuynHX/lq7vvZn2U2m7Pa7zGrSkovKIIQYSw9KUni1o6mPxygtKJeNPSX+sgoaOV2qpqk3yXSIbWYIXTLje191avx1pKf/RxRP8M1Bh2Hbbmzt4TsDxFBjE/6YGq8M4hyQSwFJh3idcn04ACpLGmgKbIlVLyPvbLNYHUNGYaYuAd2jByt46sKIySNF3hXI/CotIPCU5YldlYQBJogizm4cIXl4YjS1GSrm2zd934On94iXk2p9guC8HMkzhAOlzg4f5mAgCAJkEjyRdv8oAKJnc2I7xxxZhRTlRWLPEdPJ/imxliDlorT3/FGLj/0AN0w4an/7yPIpRApQgKtiVF88O/8b2yc7DE+fxF77hnCV38dTz74EF6HNCi8s6RRwJyM4WBAVC/AV8SyYnLhcZq6bHlv6YDCeAIscTMnCFpv3ltWEsZnH8D2N3DhiFhYQmEJj91Ael2ILReMx2cRQlxzQ7jtttuw1nLu3Dm2trbY3d19wfp2gONLynCtAe9sA2w08Dbv/Xv+i06yF8c/A77Ve//oF33l8/BywAWcX/wvZEqSHrXYCyfJ0g6ilNjKsKgaNjY2qSYl8505WIGXbUt2qlNMZdEolFJIoXDKYYUBKbHeU9c1Xkqc9zTe8/RTT9GPIrpKUY7HHI9jwrKEEG571a3s1fvcdc+d7Bf7HHJIWZTM/ZwkSsA7QueYlSVBkiDCsA24ogjhPVkYsTEaoaxFmlY5up9m1LYmSxLG4zHPXLrIq++6C+ccqfMkQpAKQSLaMmJKG2gNaBvbAgO+9IhaXPupGklVOJyv2xblssZXDufB5A2qaUsQMpFYHKEO6cku+9N9fCypq5qQEGstyhVkcUR81M2poohJUYBSxI1hJUmY1a0BrPQO19REWhMGAZFSRFq1F73GMDwKxqI0BQFaKzCWUCq0MSRSEElJGoYcHFxlvj0lLEJkLlmJV9BFwO7lHTKf0aHDxmCdfL9AIDmYzwkHAyZHmYOnn36a3d1dTl9/PVvb2zRNyyF5VsSvynNyWs6eUopekmCtpRtFEHhsIFGBxykLQYiRBoNBxxqdKXqDHlEvwkSGwpZUZYUxloCAdNjKfQyzDAF0s4xkNKJrDPd/2wMvWOMTIHzB6JcXvPcff/a+EOIYreBpCTz9X+2gvkyxs7OD1vpakC+EYHV19VqXbJ7n3HXXXUynU3Z2dqh3dki6AzoBuLUbybMNRqJAKsXJTgcRaHxvmcHkEvPhKZpigewv47xDGMPWxTYDoaOYA5HSrJ8kmF0FqbgxdTz60ON87V/7fuZVw+GTn2fyyBNML20hlEZ3FadOdrm0XZLEMVEQ0k0TenFEJxD0B21JUYaCuqz4zXe9g7/x438bEQfoqBUdfvSjn+bm225CBwEqCtCDEd2vehXj+36baNBBBRqdRqj+CLeY4ZsKELjeKs6BtA3aVpRC4asFtQFbzKFcIGyDj4K2BJnPcGXD/PxFhoMlkv4Gs7qCuENdH6KVxDWGqq4JihwdBnipift9Gq2wkxwRarqDJeq8JOytYOuaw2cukgwSRAP9tT69YyvsXrnK9OJVOr0ei9mcIAkQSLJlia/ANI58a5uN5RWSYUzTGM5/7GHoPEa2OkRnHQa9HuWFp5jlCzqjPtf/5dcjmoqqbqiLnO3HLvEzv/LrfOu338lfWvkm3v/Ax7hd9+msbmIOtghcg/COum5FcOuZJ1AhkYdIRoQdiZs6gnoBh3OU9wipcIsp9AY4qbBFjooTVBiyZQIefP97+Kr/5ltZjzN+7d/+Ev/jD/8g+/v7DAYDoihieXkZaP0+T506RVVV/MIv/MIL1nioBJGWLxj/o+C9fxq467/45PriuPonCbbg5YALgAxPBEzHE6RVrc5W6RFeIJWmdjXj8ZhqUrblM+OpygpfQmlLYhnTCTO8gbqqsYXB12A9uCNZCCcE1rXSDMujERvHjtFXir3xmLtuvJG8OOTVb3g1KxurvP1db+cxcZad6ipVVBOuBHROdhimA1ACkoSD2Yzbb7+dx69cYdTrUQtB1B8QhiFhoEl0gGtqnHME1nJ4cEDtHd1ul1ecuYG9i5c4fd1JlLOEQpJJQSpgINrSUwdIrEVbhS0tyqijcqK49lMU7U5zPp4TRCE4wexgRqgjqqJCh7Zl3QPFokB5TT2tUUahUFTjinE5pr/WZxjHmCBAAHUYouqa6XxO7Ryd4ZAgDFlMJ6S9HqHW4EE426bxnWSQdRjPZjTeEWkF1iAQrV2Ts22J0TR4IZCiJd6vrK3DYAM7Myx2c+bjBVVZkSynPH3lKeyBZeiHjJIl6qr1Wbz3Z37m2rr5lb/1t3j88cfRWjOZTOh0Wlp6URSkShFqjbC2Pd6mwQKdqCW+utAhU4kLLLqjKX1FQ42MFE5ZpnnObHdOuVuSDTN6q73W7DZSFCbnqacvs9cYCqWYCIENNHtFyfT5chBHeFbK9qVCCHGClgy6TrvZ/GXv/c8LIb4TeAtwK3CP9/5Tz5nzD2hFAS3wd733v380/mpar8QE+D3gR5+TwXru3MB7/2wJ4GO0HT/h0dx/+iUc/p97PPvnu3z5MkEQXNM2klKitWaxWHD+/Hmm02l7/XGOrmwohKRZTDDxENtZRlQzOHk7tpji54fQWSJzOWKwBoAwBvD04ra0PTxzK5P9BbesZcw7a9xw590MBj3GTnJxnHPwxGcpi4LoxAbTD3yKYjwh0j2aumKgLMdPXsfWzg4yTSkRbPZ7rJ5cAiDQId47vvcHvhfnHZPtHeZbY/rLA87ccSNbF7ZZX1/DWsva676B2af/EOkbwuGwresEEQ6BjFMsAmUafFWgbI2XGpQG53BRj2p/G6010lTkO5dRoWrt0p68SBbE1LOcYrxHoGJqFaPLBTKIaIwh39sisSVBFBIkGaYqCNaOoT00e1vMdvYYqCXStVXSk7ex/5mHSHoxzjiEEqg0ohzPSNKEhYLGGpRWmNpgGoNtLK72SCFZ7LRyUi6I0Nqz1FvCW09zNWc+32O/bLPs3nvGT1zEOsupN76B1FTIkzcT9h/lDzjgD975Qf7+Oz/IP3zNHUz/wpx+t2Q7L8jyXUScUegBVeOwOsB7TxIE2LJCNCVBOUV3B7iqINIhzhpkf4ARiqYsEN0RVirq6ZjhwWXecNfNKL8glBk/8l3/LeLqUxwcHPDQQw9xeHhIt9tFSkkcx+zt7ZEkL052cN7jvkQO158RPiWE+H+A3+I5l1Xv/W9+sYlf8QHXQ5f+Bk89c56lOCJWEcJIRCOwucEbcKUjJAQDUiuqosJZS5CGGNvQmAZfecyiIdFJa3atA0QAtbE4oD6yOUBKvPccu/56zn7uc5y84QZoGqLBAOccmejw0f/0ETbXNzhYjFlZWyHbyNht9ljqjZhPF/Q3llheXSWsKso85/hggPUerRSjJKH2jlQIbF0RSgU4bF2xPhhQmIYwDJnP5hxfXqbJC7QQBFFIjKIrBZF1ZM6ReI80AlMaqGkvFrVA1KLlGx3MiWWE8orHH3ycU7dcT6eTYYxhsZgThwm9ThffeJyxKNU2EPTTPrWrmU6nVKKi2+0S2hBZSwJviJuSWOs2I1jXaCnR1uGqEp/nmDQlOJLIkFq3WUXn8KZBCwiDEGkMoZRESmGNRUcgbKsdZp3DuYbGOUovkKXEVY5ABSSDhEWzIOtmVEmJ6Vg23/xL/MF3fQNv+I/3AfDJH/9x7v65nwPgrW99KzfffPM1u4owDKmOSob9LIOyJNAa5T2BUkRCkCqFVB4da2pZI0LZBtHeMxgNsYFtPRIHHXSqycKURhku7VxChNAPB/R6Xc5s3MSqh0tl+xleWeTM/SG616OVhflCTPmST3YD/M9HvmFd4AEhxPuAzwH/Ha2MwzUIIW4Dvgu4HdgE7hNC3HQkWvpWWhL8x2kDrm8G3v289/tO4A3PebzvvX+lEEIB9/NywHUNn/jEJ/joRz9Kr9e79uUlpWwz6UcyNFnW7nS01sznc5qm4Vg5Z/bUU6Rf/XpCazhkiSzOCMwEmQ2QtsbMDqC/hpEaISSyycFUrF7fatIeG/UwDrLRGjatyXzJYx9/kOHGSWZFzWB5mUjA1c8+zE1vfBWLgz3idIDq1CwdW8KXntO3HWN+tUQozdJ6HxVI8LQSEF5iioZpsU867OA7GXGvQ+Mty2tLWOHIrrsRUxTMHvkMwzPHEVGKTDKIMyhmWBkhdIjLhgjbwPwAby2lUKjBBkLAg1dm3HF8qe0stjXjJy6iHKRJK6ZqraXZ2UE6T6+7Qh1nLOYFZjElUaBVW05zKqChQkuFCGMYrpKFIeFoGZd0GZ65lQd/53fwdYMQkkBpfG2wxiCHPRDQHJZYa/ENpMOE+WSOQFIXNdoo6skUg6TanxP143b7gycIA+IkYbo3QXmNbSzv+K3f4P/4p7/IP/6Ge/iJ+z7xgrVz4lv/EkmaEU23aUSA1gGNUOhizInhOmVjkEoiBcgwRroa3R/iPaisS9MYhJII0+CRpKfuwNUF1dXzZFGEqxc0Tz7OZPs91Pd8Nc3qjfzSv3076+vrvOlNb8J7z+HhIVJK9vf38d6zubnJ3t4LdUqlaG9fhugBOS1H7Fl44OWA64vBHXXfFHVDlEUgPEorZBziSouMA8a7h2RB1mq+pDGT2WEbeQuPVAocGG/Jy4LIR2itcc7jhcA7RxCGlNa22lFSYpyju7HBU5cucerGG3noiSe458YbmRWWzHfwOC5evUTgAnYne0THIqpFze58lzvuvovmqBNt2jQcTCYEwyHLm8dwZUkWBJjFgiBJCAGBQEcxTVkyHI0oZvNWqR0wTUPSyYh1QKYUoW05FbF1NGXTBp6FQTSCWMZtdquGet6Qhgn5tGByMGHUG/H5Tz/CTbfdRFkWDFeGRFGI8IKmaEiimKY0+NohrMCWFl94dKQJfNB2OuaGSlYMuwmzxYIkCEiMYWd7m+E6jA8P2bt6lePDIVJKIq0wpsE4S1E3TCaHDIbDNuiKQrTSrf2Qc2jfcudiKYmcQ0tJ6D2iMRR5Thpk6FSTNgkVJb2sixMd9g73eOwnvodb/vHbrq2XZ4Otv3v33Vy6epX5fM71p04xGAzaz9d7+t0unTDEWUsmJQGgjwy4rXPIQKNDhYpiSllhMPRGPSpZkzc5FotXntwsEIGkcTWD9baL0QWWq/Mpk8Mxe6ZhKhVFGHJQ1xDHfPbNL27lNaUlQ71UeO+3gK2j+zMhxKPAMe/9+4AjIvIX4K8A/9F7XwHnhBBPAvccWW30vPcfO5r367TWPc8PuPDeL57z8OePxqwQ4suc7/9nCynbTzLP82sq3VprtNY0TUOaply4cIHl5bZLudfr0bn0GarCgxQ8uTvn5n5O0BQYrSHtE3SXWBQFWS/ACkngKhwSggiUPjKxhp0Lz3Dspldw+coFjm2sY4UiGm0QVgv2L11GhRmTxuG1gMEy2+cusrR+gslshggEMhNcfvQKnazD8tIQJy113kACKlTXrpHdUYe6MQxXRvgsotmbEPZSjHEs3/sGtt71W6TDHiiJyrr4MMYJiS1LTFUi8MS2QXb6iLSHmR0SmIpqMWGRF5zJHOcvb3NiqYvREVoo6oMpupvS1A3d5SEqDnHeI4opvm7whCgpUFISxCkOQV1XRP0RRWMJULgwY7J3FY0i6AyZ7GxRTcdEOkYHCoelrirqPcP0yfNEXrdcU6cwRzxfGbVVBac03gk8gvywojmosbWjLEoCAqyFzVtW+Xe/+auYwvJdf/X7+O7v/26+8dI+b/rlt75g3fzcz/8Ca8OIoihJnn6EwambkHECjSFNUgKb46scEUSIxuOtxVU5jWilLqQUhElGs5hgrSW2Jc3TD1HOp7ggxl89pDg4RIYa3U+Z3f9x1u+Z8LdvPcYvPnKRZ555hqIoCIKANE3J85zBYMDHP/7xFxwrQCgVkfryEw/03v/gn3TuV3zAVTQNo9EQXxRYYxBeYuo2q1POSzSa/rCHaFrFZNc4RqtLuMLhA0dxWDLo9akOW6Nru3CUeYl0Ene0WJ415TTOYXwbiCWdDg8/+igXnnmGV15/PUunT1MJwbnFgvDKhNliBh6SEwnNpOFgd59kNWZzZY15Pqeqa2QcI7QmXl7m3NYVbrrtdhZle8w0DUq2isvdMKA2DX42R9Y1caAp5zPCtA22UinRxtJVitR7XOOgaUuqURCjacuJ1OAKx2I8R3iBqS3WWYZrIzqjLgCxTpjsTuiN+uiOpp8NkK1EKvP5DOEEi8mCpcEyDTVFUWCkoRY12TBjejBFJQJpirbLzzma2QxTlkjrCKVEA6ZprUsCKfDOs7yyQnT0/5VCgnMESrVkfHxr8t1YAq1IdEBHSuIAYhOhFoorT21x3fJJVjorTK5O6Ykuo3TUijA+D//hh36I7/7VX+XX3/xmDqdTTp06xeNPPIG1FmcMaRxjypJRlhE7RwyouiayliBU1K5uxXGVwAYW5xx5naNTzXAwJB7EVL5EdwLSUYIobGtvAAAgAElEQVRRhlrVqExDBIswIHKOoGlIhWQCpIHGdDo8wkdfdJ0f9Ts8Fy9FRBAAIcQp4JXAH/4xp9Ix2gzWs7h0NNYc3X/++PPREUIE3vsGwHv/a0fvHdHuKF/GEYqi4NSpUxweHrZyMUe8LWiNgKMoYnNz81rWy1rL4I578bZ1v8h2LqCubEMSE2yewgpFXVUURUESSZAKq4JWZd5UeBmgytZhemIE2x/4XY7ddQ8bgwyyjGryGLNLT7PwEaIqiMwCdeZ2rn72QYZLtzI6foxm5xkqW6KkYvOGDdIw5ezZK9wVn2FvnsP10FQ1UdZuLnurGh8oos1VqsmUsNNm70e3v5Jm7ypx1BAtDwhXjyF6S7i6wi6m+CqHwylBFmN3t6CpEGunKFSC0G3A5g6ukOUzrota8kQ4WqfxDpGfpZwVDNeWyJYH6P6QWVHgkRQ72ww2T2OyjCoIcHhsMSPOOuS1b6UTqpqmrrDGkE8nbJ65g52znwEv8N7RVA6FBgTVvCAWIVEnJD8osIUhSAPqeUMzb/BOUHhHgEMqRawV0SgD5wn7IelSwrs/9zFe8x0/xE+/8gx5U9MZrbD7qYf5uDQvWDM//+5P8qN/8W7+1c//C15bHnD793wP7//UZ2miDnVZE0lH3dQkYYAv2qbgushxTY1UinIxaxutghivNPX2+fZaLRXCOnrry+SznH7WwY4XuLnElAHvvlRCuMxrX3sCay15nl+TgIiiiJWVFR5++OEXXefWO6z/0rwU/ywghIhpqRO38xz/Du/9D32xuV/xAZe1lukip5pOKKRkEHfQMiBKInppD5MbtFPkZcFkdkgn7BLKEB0oVBqibUA5LxFCUDV1a5xqHDSC3HtKKcmdo5SS0lqMUhSutWBZXV/nzMYGf+897+Fdr3sd5x5/nMvjMWeGQ7h6ERzUi4qgEzIfL3jFK+8iaAIW4zkdBa6qSLTGz+eMpGS2tYUBKmtIe32CWLc8p7rGVhW7u7ucPHmytZaIEyQQOksAZIFGVBVV45BeIoxA+pbP9qwhpM0dk70JTWWOgihBv9NnfHCADloSe1PVaKmRTjDoDIkIMZXBFAZpFYGQ9OIe1aJCxhLZSPYn+6yfWkc3mmpSEYoQQUmKpxCCcj5HSMny8hIBLScrCsKWoyZEWzq0Fi2hamqCMEKqlqelAk3wbENA1HY9xt4jmwZnFBrNIs+pTc25C8+gKkVoAmxj0Yeanu1i3/JTHDaGmdZMvWcsBL/3lrfwLW95C7/9kz/J+977XubzOd57+mGIco5OkhBIiZaSleGQrhCIuibWEhc5fORRHQUJ9JZ71LImtzkylRBBpEN87MGD0oo4jEGB0IJGCIa9HoH3pFoT1TV6eZlLL5KWfxbTFw69FBFBhBAd4B3Aj3nvX+TX/OeXvsiY/2PGn4/fAP6NEOLN3vv86L0z4Bf5E+jd/HlG0zTs7+9z+fJlwjBkeXmZOI7pdrtsbm5SVRVhGDIej7l48SJra2vk0XFSaQmkIvCGi+kGm0xogg5WKKRp2mBtZbX1g60LhJe4Yo6SgqZqDaaDi0+zNhrxum//PravXGL70QeZ7Vyhc/JGrpx9HJEfIrs9tLMUdYlf5CzfeYbxpRSxEOTjBbZyFLZkY7PLwi1Iuu0Sme8tkEIhNBTTBbVtOP/wE6yurhIvdRBOMHrlPey8+51IPLrbp5odwpHUjjAGXJslctYR9IfIpQ1meYmd7iGcQaV9Ot0ek/kEWRUEyyG2qZFNTe/UBuG0Yv2N34gxhsqBLmu8d6T9DezhVWQ2wKVDpruXGAqLTPtU9YzQNdSmdcUAz3x3i9kzj9MbrrJTW5xQxJ0YUxmaqkYKgXWWel7jpSMeJQgBtrAorZiWFgJBFGqkVggJTnikEjS5Ye/pfe49dSuP/uZvoIIAYR3l+pT0zDH+h5uv44d3L1A99TDhaBWvNG5vi79ZFERJQv7IR3jg/B554yicQaqQ0JeESYbA03TXWAos0pRUVy8inMUnS7h8jgwCvKmJ1jcpOwMmW7sE3YhAatxBgU0M5WFJd2PAR1fWOfnJx1k6ylyubAx49I5bieOYxWLBDTfcwBNPPPFHrvNAScI/gpP6Xxn/F/AY8E20shPfC7wkEv1XdMD1O+d+EC8EcRzTS1OGaULsQFQCW1hcZTGmYTweE4mI0fISiUio5zXOeZqyASewzmBri0KhtELYVpdKeI876lzDewIpaY74PMvLy4RhSBzHvO3Hf5zfve8+zj38MKuAXyxazSsDURwThxGlKZG1ZPvCFnnRZkO8KwmiiIPZDNXtYsqCvK4RSYJvaoJulzjQxFqTdrt0tKbJc7yHyXzGdceOI8sSnab4piHWigANdasGHEh9LdhylWc+nbFYLIjDmDiMacoG6QWhDFFKk8UpO1d3iNKIWMZI0xrailpiZxYquHj5ApsnjnG4f0jYDambGlO2ZctOr8vuxV0GdoBIW1siG0UUYYjwnjRNkd6RKo2j1T0TxqIDjdeaUEnCIz5LGoYkYchsNiWUikAIpHOEom19kwhM3eByhxKtnU41LklJkbmkOqjp/71/DkD5Uz9FIQS7ZUkZBMyshSjid9/yFh568EG2treJ4xhvLdIY9g4OSJaWqJxryazGsAAGSYL2rSmvtRYtNFVVkU9zKirqoCFNkrbRQQc0riEMQmpfEwQBKlGUviSUkulsxkJKTBRRNw3PPPYYixcRD3wWfxJZCCFEQBts/d8vgRB6CXiuN8dx4MrR+PEXGX8+fhL4J8AFIcT5o7GTwK8cPfcygPvvvx8pJf1+n9FoxGg0arO6R9mspmkoioJnnnmGbrfL6dOnyVaOsT0r6UWKVFsiHbPSVzSLmkXQR3vFbHeP1eUR1ntUPm6/pG2ACmLEYhd1RNK/45v+IuHGKS5+34/x+Y+8hycefQRnLSMvcNkIKQSBKQizDs1kwfTJpwi/8Q0cXtlDKcVisqA+aBgXFd00ZRHW5HUDyzCbFKRJipBgAoOOFKvH1nB4ikVO5+Y7Ka5cpDjYwS8MQRIhhETofaKlZcxiilvUgMdbh9cBi/EexcE+qpwTDUbQRAglCTdPI2b7pK7i0FrC/ohEC/o39Fvj7kjS1B5vZ2x/6gOs3XIn29k6UTPFCoktF7jigO7aJk/mNT2/QALeGXQUo4OA2fYFNr7xr4IE4QTVtCbKQuyRXJCrHEE3RAWqddCIQjone1x++AJKtZ9pFIXoLENQoLTENBYnLCpQ6IVisj0mjiKSUcxkvsXxv//DAFx9+/9JvSjonqkJhivML1+l07yH5uLnObtXcDC+SBgEBNUUWxoOFzm9LKGuclyQMO4OMWEHtXE7HVcQ2BJrGsIwojEWvEEWC1INze6U8nDWqqhpRWelw/tEl+4nHqX55ns5bQ+YXzjg/sES6kiotyxL3v3udxPHf4zB65EV0JchbvDef6cQ4q947/+9EOJtwO+/lIlf0QFX0u0i6wopBVpqYtWW4sqyQhpBPssJZIjUkjAI0EaztX2FQTykrmoCGVDVJUooojRGVAJKDwaMtWjVZlesbC11bNPgVJu+F3HM9tYWDz70EIFSVPM5MTAEwsNDWAYc5NOczkrG+mCd5d4yyiqklcwncxrVUJlWrLMqj1quo4jaGJTSJAI0kmI2R9P6F2dxwnQ6YRAnBNZQVRWdXp+hEITOI73AO9CyLSO6yiFriasdoY6IwwZnHEYYqqLCNpamahBS8szTz7A/3ufue+5BImly0yruG4l2ui3LFobD3THduEtZtaVXUxhsaUlUjMsd+WHO2nCNRjWkUchECLRS7FcVKopQTUMQhfiqFc4TtKa6cRyjpEThUUDkHYUxxNBaFkmJsg6FR6JQQhEkuvWnLDydOMPl7d9Ai7Yrq/6J/53wp3+az/7UT1F7T+Ucf/jQQ9xy660453j0scdI0xRjDKauWYzHnFhfR1UVw04HUVWt+GlZMstz5KDHIOu3/LaqIYgDQhXiZUuCXcxyNk9tYJVFdRQykczMDCkktrEkSYJ1Jb4xhHFE7RzOOZIkYf3YMdqN1wsxpW0dfKkQLUnrV4BHvfc/9xKmvAt4mxDi52hJ8zcCnzjiYM2EEPfSliT/e+BfPX/yEbn+fxVC/DRww9Hwk9774ks47D/3WF9fZz6ft/p+WhOGIWVZMplMUEqxv79PmqZorUnTlDiOubyzyw1rQ86fe5o8Sf5/8t482rKsqtP91lq736e9/Y2+yYyIjOz7JDORNoEHSmGh5RCsBrWsJ+orsEa9p4KQVSpVz9JC4VU5RGpUgaBPRZoEQYRESDKTJsk+sokmo799c9rd773W+2PfDEBAzCdKijPGHeeec8c+sSPuXmfPNedv/j7G4zH7d86zUbnMLTxEvu96WpPTmCrH1inoAuF4lMZQ5glKeRRx3WbaFD7H3vcupOOQdbdTem2EG3Is0kzFZ9HxiKjM8JsH2H3lJZy//wSW53PRbS/nyIf+lDwviOKEQWko4pSWZZOJ+jZUCYnlKuzAJslSPM/FDn2UUsRZSjg1R7xwjsFSjx2H99K67laqzWVIY0xZ4IRN5HSDYmMF5fkYwMozHNvCWG1Ed7ZOSpfOUdketh+wvLpC/6mjHDx0CKs7S6VLRJ6CG2JRkFsuoj3F4MxxWhOzJM15RFFSIkn7faZNRVEZsrKg6ymKJMZyfaTtYLIY5br4M5OUG0MsZZFFGW7gYsraLsjFwXYtyrxCFxXKc/CnfchTSiOQrRbFaIQuKqytxCwIfcKZkPZF28FAtLxB79gaydpXt1Sz/+wnGXzqj7Dnd6GTiD/6i0/wT77v+TTnL+bc6ZO4jk2lJCWa8fkFumFAEQ/xg6CmhYw3qMwmpddCtCfwml0UhoxayG5VSW0N4Tj0ByPOH7yWm/YM8Oe3oRodXnnv3SzNNZmVI+xGk09O2aTjMa1Wi7IsKYqCTqfDVVddxfvf//5veq1bUmLLZ2WF62mjw74Q4jJgGdjzNznwH13C9XtrP8u05yOLgjSOCF0Xx7aRacZgMMCkBaKEweYAkxp0rinjkkiOqZKKdtAhLzOCRkg2SLEdCykURVQfp7BqYr0lqYoaWl2JWmhpCYElJb7rEmvNaDQiiyKmOh2GSUKDuvoyv2saZ8oh9wpa25ukpEgka+fWSJKEUTEiZqv91PDxOh06k5OUyqLIUiZaLTqNkNB1sasK2Wgw3NzECwJW11bptDtYlkWZZsxOTRHoiirL0HiIQlJEJSYzqEqiirrKZTKD1ALHcoizGOUoLKEQlmCY1Z2mNE7Zvm1HnWQZQZVX5EWOyQyWtlCVouN02FjZYHrHDGVSkld14hqPYoabI6bb04TdEJlJjDKgNE27luyGvs9qFGH7AVWa4Ychcku83fZqzI7UFVrXyZbOC0Kl6FgWrgFfCBqWRWAMqhCg64QyHaX0lwakmwnbw+24kYuKJeY3bmftXI8n3vhGVqKoNi2dnOTGm24C4OzZsyRJckFArpTCbTRqF3/fJ48iHGNQQuA6NpZv0U/7MDY0O03yNAcD/aRPc7qJshVzk7NQQZqklGlJP+uDB8YFPLDbFn7bZ7rbYa0owPdJlCJstym+Uch+IdKta+sZxC3APwce/RqW4S9R5+3vBKaBPxNCPGSMeakx5jEhxB8Dj1NPOP7MVhIF8NN81RbiE3wTwbwQ4mHgbuBe4B5jzOlndrrfu/HEE0/Qbre/DuXj+z6j0YiFhQXiOEYIweLiIlVV1e2wLQnBFZcdZl9oYaqSAwcOUG0ucrb0WOmN6tbktquYTPsItw2WQ5UVIG1AIsoUIRSSelMHkAz7rDz6ONuvvYpxFNftuzLnkBxiTXaouh2CRoPCQCklgZvy2be9jRe89a2cvO9RFj71WQoUoR/SbLdqSYSu25UN3yecaJBFGUHDr3VpJfSyiPZkl/jcGaauu57pp54kmJ8izXOcRgfZnaaqNMXSaVRZIoMGMmxRZimq1cUeD8mdAOmGqCxDC0EcjTFlSYFFmBdUoz7KD6mURTUaYJIYEXRRlDi7LiM6+mW6jk+lDUVRIIM2pt0lThImJjoEBAjbRflDzHANTT3lF2+s0D18mLV7vkhRFdjS2YJuG4JWsOXpaGquY5QzXu2hbIug41OMSyxZg7opDVVV20pYDZtRf8zaPQ8RDSMO3nIlBnB8h8X3/nfim1+CZVm8944Pw0c/yo//8D/lp/7Nv6H3+AmSeEyWJuCGZNpC222y2UNYi4/gOC5JL0bnGZQFKmxhFRHp+mmsuT2oyTnKskJUOUnUx680Mmyx9/rLuMi3KDuHidw2URwjL72KSUeQxhnDcz2kM8muXbuI45hut3tBZ/jNkD5Ph9n68yyMdwkhutSV9zuoXZTe8jc58B9NwvUL5/41/3nn7xEEAePRqBaPlxVLwxEreUbbsvDKkkBKTKFJi5Q0SWk4DZSvaDXaNO0GJoPFkwtYDQuv4SGUwCQGz21SDAqyQYaxwGzd+5Ss21zZVtlfFwUaqIxhbX2dMsvYWFnhmj176J89S1trVvtrkEMwExAtjHFnPGzXRlYSShBVTaMPJ0P8ZpPm7CzKdeklCYXWhJbNRBDgao0uSqospRUEDIYDZrpdACwp6A3HOBMTWErWbvlpSZlAHueoSmEKiagkOgFlJBsr62RFRrvTocwKsjxHlxolJUJKWt022+a2obTEElYtkhcCz/borw3IooxoHLG8uIzyFG7oMtgcYDdtls4tsWfPXnzHJxtltL020kiSUYIMoOGVlMCElIiiINvSRAkpsG0bISSqKFBKIoxBVBpLSXzPr6G2ZUnDCvFFDRvXuYHcUIxLKKHVaNJWLezIRvyL2wEwv3o7KEUlJUIpwslJni63lGXJRz7yEYIgoKoqpJSk4zFWljGMIiYcB4t6gdlAKUqKqkC7FblVsDHepNFq0G60mOnOID2JsARrq2tEJkL4Au0YcitDOWoLimttOYrHDEYjqjCgKIoLO0ZnZuZbXv9Dvrot+5uEMeZuvrn+CuBD3+KYX6NuC/7V178CXPZt/srXAjcDtwFv3dJv3fv0lzHmrxPsf0/HxMQEy8vLRFFEnucsLS0RRdFXbUisukU9GAwYDAbMzMxg2zbfd2AerxNiEGyunEHM7yNwXTodH2MMczNTbPQGlH4HKxvXk2ZOUIOqLQsKDVJSlhlC1ba5/cUzOLNd+m6HHXsvZmlziH78bs6trqBch/bUNGMpkWlCdGaVptckHw+481ffxm3/4Xa+9MCTyP6QuXaHPdNNRCAYLNXVs217J3E7HqUuyJK01jINhqhKoVsl2cpp7OaLmLj2SqgKRG+ZKmxTbKyQDTcpByOUlEgh8Xc6KMtmkOWkywuo0Ri5YwdZEqMBM+phCg8nz+ns3I49MYMzNU+SJBhl49g2owoKLSlXTvBbH/gL3vjK5+LsPkwyjFBS0M9K5osE3wjKLKEhNEVjgtTvokYroCyiYY+pS69k4/77wIApNRiBMAC1jotKoas6tUh6CbrQVGmdOHtbvgimAiyDkILh0gBhSUAwu3OWP370JK//5dsvXC93/MQbufr2n+d1L38e7/nTAe5lN9P/7J/TvGgXH//il3HDFmVVorEYRjF5USCtAFUkmCzBFDkYTTrYRLUnGJ86gzVYp9q+H2fbRQTNNl4zRMidiDJjuLpIEkeIjXWM7FGMBzDcxNgOTtvhj04PEWKdxcVFpqamSNP0gjnvoUOHvuV1b0mBrZ59vhDGmHdvffs5YN8zOfYfTcLl2zbXvXOaaBxRDoYk4xGO1sy2OzhGo22bVncCtyiQla6dwVttlFGEMqBMKobjESKDHbt2oGNNFVcILTHaMBgPMYmmKio86VNQIEy9iHRZkm8ZX1qWVdsSKMWBiy+ma9tce+ml/NQHa4nMb8/MMLN7gnA+rB2Jp1ucWz3HUA2Z7Eyy3ltnkA9pz7cInZCZySl0WeI1mpRpSmoMbSUpRmPUFj8wFRJRlkwGIZ7nkucFjmVhXI9QKeyqhm3XuB2BraxaMK8sZCFAC/IoZzQYIS1JNIrwbR+JxGwNAHiOR6vRwhMueVaQZDGWsBn0+8hmzUgM3RBLWhgNWZKRVRlaa3obPfyuT55m+J7P8tIKEzMThF7I0qklIhETTPnYxnD9ZZfx4COPIBuN2qPLc7GqimE8xvM8rFqFhsJsieXBU4pAKlxjcIXYSlrBaIFru1tO71AlGvVDX0VvjccpqtUiTxISxyEpCmy7bjV+/q670FqTZRm2bRNFEa7WUBRYxiC0ruHWWUZBXclzfAe/FWC3bMCQi5yT508hlgTtqRZuw0W6ktALqeyKVKQ0wyYylFSOxliaUpdkWUEvTanYGh41Bm1Z/MZN31A4uhC17/azN4wxR6g9vt4FIISYovb1egPwGzzjAt33TqyurrKwsMDKygpVVbFjxw6qqm4v79mz5wLZwLbtCwDrK7wYjCHKNSPtEGw7QGE0hdtiwgxr4XeUUUqboiiw/AZkCVRV/ZmlQRcFGI0SAmHVCdeOS64kffJxLn/hizl47c0AfODtt2M3QoqVAZPtLnM33cLq2hqjbSc4/xcniMwm5+47QbjrffzU23+Fv7z912mJknAywPiG0tRTdbnJMb0RllN79hVJUcsYWh5OM8SyLDYevo+pg5eQnX8Sa/4iCstDeQ2saEC0NsBrhdidBlJZ6GaXZHUVXVUUaYonBNLxEMoimJK4YYOm4+LP7abQkkRrRDMkHvSQyvCR972LV/3gD6JsD601RVFQLZ4EKyTOC9RgnazXwOu6LJ54FL/h0TxwJSsjTZlofJEiH3+AK1/1r1A33EB55CFEnNfg7LRisD7Ath3CTnBBh2fKepVadk0usTwbRG0wXYwK7MCCQpCNcoIJj2JU8vpfvP3CtTK4608JnvNK+v0+v/ycH+RX/+w9iNY07csu5YGlEZQ5uQYpFHmaIozGFTVAR7QnseIR2foS2WhMNo5R/TGOZZGcW0FUJWLcY6U1i/FbNByJFbSRzWk8N6QarlNojWdKRKvN73/xGD96eJoXjgZ8BMlg8FUkqjEGz/N4/etf/y2ve/Ms1XBtTU6/mrqNeCGH+hrT5m8Z/ygSrp87/eMMh0Oe/4Lnc/zUSYTWzLU7TDQauJbFXGMWtyjo+B4ySRhu9siLHNcWhH7IqD9GVhKlFMqxiJIYMnCEg1ICYUtKUWCEQQtDFI9xLAeTaURpEELQ8jxiag+dXGs82+biAwcIgoCVNOXHZmfJV1Y4vbrKc264nqeWnmLb7Dbu+cy9zO2fJUpjRksjnIbD7PQM23dupzXRZmVlmUxmdMImVppS9nqUYYP5+RZZlmGMxqpKLKsWz5dbeJsySXGNIYsiAseGSuHabi30qUCZ2m3fZJpsnNJb6zEej0nShEMHD6FQmMrguC6u5WArm+FoRFLWMNQ8qYcFqqLCaM3czBznzp1lHI3xXY88z2s/mdAmGaXM7pol9BscWz/GrvmdbJ/ZwdlzZxgPx7hdD51rGkqhpOL6K67g3NmzHD93lvb2HXitJkEjZBjH+I5dl94BqJBKoQyEShFIUQv5K4EyAm0MptQoU1eQxFZZcvVXfoaGaKATxdnBgGve/nYAPnb77RRFQRRFLC4tkaYprusSRRHFeIzQuhbmbznM66LA8zxKk2EFFsIXjPMxANPTU2xu9nDbLhpNVMaMRxGedpGVRBca7WnsyqHIC4QS9e9TGLQjwPMY5jmrcUwsBYP1b2SRfW2MeGZO83/fsWVwejV1lesWYD+wALyb2nX+H1V8/vOfJ4oixuMxd999N0VRsHPnTmZmZnBdt5483PIx6vV6nD59mvF4TLPZZGpqimRjBctrIldP0d5+iKLMSEtDgwihFPZoCS1cLKOpjCBNDbaqQc5UFWK0huMFYARyi9IAsH33Xuzn3EC+vsgH/utbWVlZYX19nefe9grOP3WcqakuD3/2k3S7E+TSZtcN8xz/3AlmJieIv3I/3ktu5Ef+59t5+D2/S35qiWSUsLm8CTPUvn+q9uUSDti+g+PbSM9GKkmWpsRPPszM9bdi7bgYoyy8cowOWti7DiCzvNZtNZsUQjEeRcSjIcnmJrO+j3I9ZLOBcDxsx0X5DeI4QcVjhKxNktEaXeaY4ZDX/LNXs7rRI662GIBCUWQ5ajggzyumJ6YId+xleWPMzPw2ppsBa06HcnAUV1SAptKaMo7ZNzfL8vQPsHnXR1F5gtf1cJsu40GELjVGGIw2VIVGp/WGXwlFuGc36eISUkmcwCUeZ3Wy4tu1XUSr5lCufuVOnHjA6T9/mHt/5y/56T/8fwB46+ICwvoSaWOSo6tLiMoQpkOyLKFKEpRQJFriCIGWNqIzW5u/nn+Koj+myvP6M9h2mbn0IjZOn8bfKzGuR5oJdDnEsS2E3cC0XMjGqO48JANe+xxFnkTMXLsX+eA52u02cRyzsbGBUopjx479tWtAiZqF+yyMj1DT0u7nGX6sfk8nXK879SbKaoPF3nLNC9Sai3buYrrZpK0UvtaESlGlCWB49NFHScdjyjRlZnIS27Hpj3u4tocUAktZVKMSx3JRtqKMCkxpqNIKoQSO52ADKEPci8GALW2EbTPSdevNaF3vIoWgFIJt27fzyMMPYyyL3Xv38rIXvIAzJ0/SXxozmBow1ZhkpjFDs93k2v3Xcs999xDOh5wfn2f3AYsyLVnaXGKqM4UsKlxg37ZtpGmKLHIEDqHrkscxZVHS8DzSLMUStbA/kJI8zSlSsLGJNxNEBqEIMQlEvYjFswuUWUmj0WD/RRcRj2NcW+K7PkooxsMxlmURD2OMb7Bk7XocxzEbvXWCMOTU8aOcPn2G13z4ST76uutwLAc7tInyiFanyQ3X38iZU6cx2iCN5MkjTzA1PYWDgy0s0NANmyTra8zOztJyXcTGBqbVIuh0SIqCqUbtBfa0Q7EFOFLQchyatpWQcd4AACAASURBVI1tTO0dFpV42qurd6WiyjSqkpjCkL7rl1AjhZUoFsqEq9/+dj761rfy4IMPcvToUU6dOsWJEycot4YV8jzHkZJWo4FMEkJjaFlWbXYKtfeRrKuApVNiS5uoiJj2piid2ktsHI9xPZeSkmE2okhypKOwtY3TcsmTDCEFBDXuoiwqsrKkn+dsFAWRZVE67l+7FgbUrc1ncQypR6v/G/ALxphT3+Xz+a7Fpz71KU6fPo2UkrIsuf7665mdncV1XcqyxHEc+v0+xhg++MEPsrq6Sr/fZ9++fQRBwLSMkW5A/4tfoDE3iV1V+LM7CbwGhXbrzyGTIdBYpqQMZ2s7gNEGkGDZLqI9h8lGSF2ilYPeqi+aNGL26ps59pmPYbcn2O37XH3rC1haWiC1AhLp0Gq26E5NYa+scsVr/znBc1cILMHwgbtZffReRqMNDr7qR1m+5y/pnT/JeFxvQuJhTNXXeA23NgJ1CrK1lOZUk/7KAKfpkmcZG1/4LNO3vpBo+QyV7ZD1N5BlhnfgCkwaMzp/kqWHHkJ6Dq7tsO/wZeTaIMI2tlvDppNoiOqvkicJIghrRqvWZEYwWD6Pv2M355bWWF08z0t+5HV8/mN/gh22sbOIdLBOYFccvvIKVuKC8txR1Px2zi8u0fU7lF4bX9T34XByJ6Pzp7CdAPvcCZK9VxBmD2BiSAYJYSMkj3KEgirTUEFZQXfCJ5wM6Vx+Cct338e4FxE0fILQwVQGb9Ll8acG9E/1+aXLDxFKQ5WXzL/hZ/jpmRluv/lKGtumWNxYpV8pzg5PIo1g6E/jjs4ipSJQFpmuaI43UZaNlhZS2VROiJyYp5WXDM4skw9yMpGTLG8gPAu1ZXFkB21Ix6TDIQUWwm+hbBdlIPenePcnPsy//onX8Xu/+3sURUGapvWmPUnwPO8CCu1bhVIC61nYUgR2GGNe9v/nwO/ZhOvn++/GcRL+c/BrvCl7E3lvk+lmk6Xjx9lYOM+E49B1HGSeM1paIk8SKEtmJya45PBhDszPM+z1cLRE5CArhY51DSIuJFJJlApJ+gmVKHEclzIvGQ4H6MwQeAGOYyNyxSDPcWybnLov4lgWWVVRUpdNkyRhz8GDdfup0WBBKZIwZGGhT8N2OPP4GS658RJELJm2pzn+5Ala25qMWyOGyZDZqVkaskFVVETnnsK5PMbSmlGWIYzBdZs4bj1+q4ucPE4wRjPT7aK0QQhVu5tX4FgOllTkw4L+Rp90mLJrzy6UtsijjHvuvpurr7mm9l2RhoWz50mShG3btuF5HrqocMOAcW9EnmaMRiOWl5ewXIvtu7fxuTduYzQa1TvWLGM8GjO3bw4Hm8Xzi3gND9d2sWyLsioZDerqYnuuxbA3ZGJyEguLKitpNJuY8Zh00Gey26Wk9lUTApSQuI5NYG8Zu1YllBaiAN/y69v7lpmrKiXJWorsC9zUpUwrhuOUda355C/+IoUQXHPNNaysrHD06FHCMLzguyWlxFOKJhD1+zQbDTxjcI1B5jmFq5CORNk1TxNhcAKHjAyv5VGKerAiJiZOIpyGi1GQmpS0SBgvj4hMXNvreSACGCnYVJKs0aDV7ZJkGcm32QlmPLMpxe9C/CTwnK3H1wkh7qOubH3BGLPwXT2zv6c4c+YMYRgyNTXFYDDg9OnTzM3Nceedd/Lggw/SaDTwfZ8oijhy5AgbGxtkWca+fft45StfyRVXXMHp06dplesY3yW3HMJOCz1YxQ4DlOMQWQ1yoRC+jScrKm3IkwgR9/ClwZICE85QxUOkBGwXUWZIq07oqzyhCrqk4xE7Dx8g1wa30eJLn30vs2nC6Kqr8XddzIbyabOB6a/R7J9nxbh403OUfsi5R+6jHGnmr7uJ/a/6EU5+5W745O8TzAZsnu2Rr+QEYUhZFDihzXB1RJalrJ/eYPul2xkdfRxdlMy+8GUko03sqoS1ZYpygv7pY0TLK8zOz+OGPszv4/FHH2a3L/EbTUSZsL68TLx8lsl2G3duF5UT4jkOw94aRTQk6m2yLgSqNc2kb/Pl//Wb5FWB0CW50yAKJNMqw2622Vh4Cn9mO3K4iSsF1WATk8DI8WiQkoz6ZMWY7k0vhVwTPHE/oukxXtmk2W1iSo3TsNGVgarEVCCURFcGqxUQ7NrJ8PH3czYXXDcTIpQk7aV86VhtentRw+GHf+c/0X/sGN7Lf4QP/dv/wCO/fDtT+6fpHtpF3ygeOXISt9WlKAyeFJiJ7VhFAsmQ8WiA77mYPEfmMaWu0JaD7M7hdyawZreB9wijM5tsnFhk4pr9tZF3npAVOdm4j1VkELYphhsUuiLx2wyTjLvuuouXvfiFvGLO5t/9wWdoNpvMzMywZ8+e+h7w7SYQDd/cse+vCSHEy6gpFQp4tzHm7wIJdq8Q4nJjzKPP9MDvqYTrp5c+QVn2KasBS0tLWHbEa4/9Hzx65CQLC8fwhaBjWUx6HkVZcurcOdqui1WWbJub49J9+5lqNGgKwdraet1i1BIhQMca13VRKCpdYoA4jTFGgxK1Niwt6Ex3sSsbk2jKcYnBEHgew7JEbE2soXV9sZUlhdbcfMstfPlLX+KKyy/n4bNnqbQm3L6dI0eOIFdX2XFohq49QbKWcPPbP8l7f3g/041pZCw5c/Qst952C9lGRh7nTHlTrJ5eIWw2KPIYJ9SUto0jFdKAQdL0wjppGI5RniIaRXSabaq8FmrmaYalLWanZ3CmXWQuWDi7yLmzZ7nmmmtoh23SccoTjz9RswuVJM0yqrRkojNBEiWMozFxFNMIG2R5hu3YdIIO65vrZGVGHuX0RwNiHXNp91JWV1dJk5TJ+claS6bgzIkzhGHA9M5pcpGjM43OKmxhoTNN23XxJiexbBvSDNd1KHVdjvcdG4whkApbUKMysgqrtGutVixrGlYO1biCMdiJDTFYpWJkcnLfJ9OatZUV7rjjDmzbJgzDC0myMYYwDMmShLbvMzczg5Mk+ErhS4lSIFxBKUsKU5IWGYlICUTA2nCdoBGgrBo2rKlwXKdOzlyFEhIrsCkpa92YL8A35LYhMqC1prIdeuMxI4BWi73v3slgDFdf81zu/L4/+Lq18UzRPn/fYYz5Q+APAYQQAXADdWvxPwkhHGPM7u/m+f1dxUMPPUSWZWRZxiOPPILneXziE5/gQx/6EA888EA9+eq6NJtNkiTh5MmTF3yMLrvsMp7//OczMzODlJJjx47R6XSQGxm9R4/itEPc6W01+sZy0F4TO40ZCh9bQpKk6LKgFYbYWlH5bSokWWXwXQ+dRWhlIS0PU9U6q8oOEEXGlT/0Ezz0B7/LJbe9nLWnnuC6vTtQB6/n1Okz9JbXaG2c4sDVV5NlGde+5mf52G++iUYzxJo5zNKXv4i9PkYWK7C8i52X3QifBONIKlFSFhVmLHFdC6FEPXjje0xvn0aEFipw2TzxGG7bp3PDixhXmmQ8whKSqX0HmN2xE2tilo3+gIX772Xf9h00Z+Yo3AZnjz6GiIeQjMkDHzbXae1okfVWiFcWSfMCVwmScydxZ1MCKRn6DXIteO8ffZhX3PZC8iQinA7ZXF4grQwt34UqQGrNSmkRFBu0G4pCW5Reh9KMKEcbTG/byfoXPoGKCtzAIY1SvMCtMXHG4PoucZLiOIoyryiCWYZHT2DKgqv2d9h+2w1I2+HR3/vzC/SSy19+OcrzGZ3u8/E3/AqHu03uPz9mcObL7Nq4tqaJtGcxZU6R19mLcRvEKMKqoDsdkCyexurOIDBIUyF0SSUkpVBU7Vnc3bswecX6uQ3kcZuJG+eQw3VAYCsHOrMopRAolG1jxpvYCt71tl8iPf4V/u8vnWDv3r3oLb3v2lotf5idneUlL3kJ6+vrPPDAA9+wNiwpsJ4BTHFLlvDfqAdvzgP3CSHuMMY8/rdYol/7/o9Sp4AW9abwJF+VxxpjzBXf7j3+wSdcL733TppNwdLScb5y/xGqKmJmJsSYgvPnT+J5JUkyotXageWVlFbGsKooyhLH8zi4/yJmGyEtrcnznPX1dQZ5RigVsshpuCEtv40QAh1rTKHRRtIf9LDKejqo0hV5kWE0jMZDRC6xKxtXupRVQVmUCMuiKmrfrMIYcl1PAKVVRVEU3HLrrQwGA+KioHIc7vz0p5mrKrYD+2b3MmlPYgrNR150DecWztO+os2f/PEHeNkPv5RG1eSpx05AAJ+/725+bP+PkQ4SlKNqDVZ/jNNpUVUGSyiUtCiigngc0wpbFLLAUhZ5EddtDF2itWYwHpL2Uz798U+xe+9uDl9yKQuLCyybZSxsmq0meZUzOTGF73hYoY0rHYYbI3qbPdrdNmu9NSq+KvStdMXk7CRHjh1BK8OLXvIiPM/jqRNP0Y/67JQ7abc7rG+usXPPTnpRDyUUla5oeA3SKGNjdYOG32Q4GiLjmFazhQEaWyahudaQZYSuS8NSBEKhhUBaotZH5DWrTOYSkQj0UCMGQCoQv3A7gze9iYFSLPX7lGHIe9/7Xmzb5tZbbuEr99/PYDAgz/N6h1xVNby6KFjf3GRCKdqeh7Akwrcwtq5B1eSkOgXHoFxFTs6wGNJtdepEUmq0NlSioLIqjNLkVQ4WWK4NFghLMipSRkAqFetpgt3posuSSkChDa7bodf7xm3hs100Dxec5W/kqzqu64FzwD3fzfP6Tsc73vEO5ufneeSRR3jPe95DURRcsuXrdv/999Nqtej3+8zPz9NqtfB9nzzPybKMTqfD85//fKanp7dA8RHHjx9nPB5j2zZxHNM2MY3JNmWUYQkD07tJcRiNRgTKxi8iKiMoxz2MVMTGgPKx4zG2F6DIKYsEtcX+LIr8QqGhqjQ6GVAWBdf/0GsYrS6TrS3iXXQF9z94P7EMsPKM2e4EnbltYLt8+r/8X2xWms6hK7nzrs9xSdhhx603sHj+PN1mQn+l9sFNRhFSSpymohhlCMAqFJZrE3YDtNGsH11idscMdtMhOfUU1tQM4d5LsQ5dSzrcJLZDsl6PL7z/N/DGFbv37OapU+fpXLwbb9+l+L7P+kMP0J2coEhXaO9ROKIiUTaDpQVC36O3sUb/+DkumppGzl1MWVg4UvHi5xWkacLVUy5up8vSMCNeOEHVcGl2ugyHI6bslCjwEJ05yrzAD5ukJ49y/tN3sOtV/5LOlTfTu/szOK5FnhUII1EW5GlJkqVooBnWHNr2VZfz6Bce4OQg48ZuQP+xo7QP7GNcav7pb/0yw4/8PsH2ebyrXwTAQ296K1pWXCpsjh16McPH7+Oqm2/mqUoTr5yDqsKb2QVlgWPbRGqWaDTEmr0YV2hEOkDkA4yysJodCmmTYSG7M3Qvc6iqxzj/yBnae7fB5DZMGpMvHsfafRDjBJiqoCh8RGX49d99D1pr3vTv30j84Xr5Pt0K3717N1mWXTDrbTQa/NzP/RzvfOc32PM907iB2rvvJIAQ4v+lZrx+RxIu4Pv/tm/wDzrhuuXDf8HmesLaWgq4aB0yOTlDUYzp9Ta44vLn8tjjD7Bz50XMzAT4XkmrZQhcaBvNhJQE2uBVJX5Z4bgaxiMmpqcJAb/ShG6ASQxFXpDHGSITSBS2a5HECb7t40oHRzpUUYVOKqRUyEySxTXnrEwzsjQFIVDG1CakUlJuuc5XxrCwsMD999/P6dOnCRwHt6p4P/C/rrqKdjABEWRpwT+58wE++KIr+ZPf/wAv/qEXcWD+IIP+gI7o8Nl7P8eV11xBERVooQmDBlEcIYNan+RYDqbUtQFfkdH0mxRJiS1sRpsjLFFP29nSJi9z8rwgziN+6DU/TNNrsnBmgcsPX44yiuNPHCcq0xqM22jg4CBKSKOU5eUloG6XRnHEOBszPTfN0uISCFg8s0TYDrntpS+hEYTc+4V7eeToo9z2iheze+du4jimGTZpNJsoodgcb+KHPjrREBhUS9Ftd0nimLRIUVnO5qBHc9dunC3cjWVbSANWpTGVwKoUJCCzurKlSlX7JMRQblTYY5sqqVh7y1tYFzWWSfg+73vf+8iiiLlt2+htbCCEoN1sMhMEOEJQFQWB6yKoRZ52VeE7DkZolKsolSYzGQKBHdoY1xA2Q8qsxPJqIb3B4Pk+o9EYowzKlghboFWdnGUmJUlTxgUMpKCnDQPbogobjIuCcVVRlRVCNBDCZn1tjal3vJzid75a8c5o8vU1rgHPphBCPEjtLP90K/E3gS8aY8bf1RP7Dseb3/xmTp06dQFpUpYl+/fvJ0kSzpw5w6tf/WruuOMOrr/+eg4dOkSn02Fubo5Wq4Xeqt4+PR2b5zmtVouVlRUOHjwI1NgfZ/JK3NXj5CvnyeYOIuMRXh5Rul2KzWVcz8MxmnztFPlggJzbidWZQrghRRIhQptcS4wBUSSg6+rW9nAbu//4qm/+Dzv6TV771F95/pmv+f7zW49bSr3ZskHUi5jaOUkcxZjSYCExBVSmoko0WZziCBuDQQrBcG0TceR+krKkM7ebZneGzaceI1lf4cbLr2b6wH4205ztwwGNPXtZ7I9Ie+t05qYJXJ/m3CQyaJInCRujBDUxg5qYJl/foLe2QbS8TCI8ivZ2ji5ust3zuX7PNH53gkdPLXHm8Uc47EumW5PoZhu/KAgnp7GsgH4pcW0F66dJNvrYuSZdOcu2vQcpl06TPHac3rCHbVtIIXEDl0IXSKNraonrMXnxHqz3fYBdDRe/65FtRmw8+DhnopxL85z27jmMW3Pdx3d9kDLJWLj/BGcP72L46H00jaC3uAhzBwjCkGJzBc4egemdyNYUQjhIDFk0Qs3sRFk2bm+BvLdadwq8ANv2wLYJupN0Dx9AKcX6wyfp3NzBm9vNaOEMycNfxm01sfZdhlk5hZqYYTAY8Av/57/nNf/qJ+l2u/R6PWZnZ5mZmSFJEvI8x/d9pJQIITh27BjXXXcdX/nKV/GuShiU+LrN47fjv26n3qA9HeepN3DfkTDGnAHYMnF+zBgz2nreBA4DZ/6aw4F/wAnXLf/jL8jWM9y2i/BdLH8SLzD4vsB1Cw4cOECzIdizdy+uG1NVmwgibDmks8XTC4HQGBq2RViUVFnG9OwcHoaWlNilRlWKghzf9gjbIaSGfFjQmAmJrQSdaUQKRhjc0MWkYBJNNshIi5Qqr3AtC6MUStcgziLLyKntCkqtKbZajM973vOYnZmh2Wzi5Tkfv/NOHlpfp9vtkiqLslHLnh/6wsNc/dKr+L633cniOy4m6Sdc+5Y7eMv/Bk2ryXB9wPzubVBAOkygMhRugRd6aA1VUaILTSNo1D5OWVlP6VkQNAJG60PyJKfMKyzHZm1ljbse+xzXXHktywsrHH38ScJGWJf7ZT3u2wk6xIPogkP7/v37WV1bpT/oE3ZDNseblKIkSRKiIuK5t95KkRb00j6LS0vMbp/BcRySJCVPC7bNbKMqNKNshFd4xOMYYxkGeoCtbJRTC+knWpP0N3vMzc5hG5CqNp61dK2VEwUoaowGEZieQUWK9eV1phpTlIMK0zNEiSFTijEw1JpIKU4uLLB67hwdpZh0HM499hhBu02v30cJQcOpBxIm2m2S0YjUdbHSFF2kJKaetnLbLs3JJqVVUqoC5VkkRUKSx+S6wO7aNKZCiqoktEK0XVFSUkmNF3o4nkNeZaz1U8aWRa8s2ZSC3HUZY0iKgqHW9ai5Lmm1uhjjs33HTh5+4uNfs2Jcvt5Z4dmVcAH/EnjUPBvnwL9D8eY3v5nxeEyj0fi6VuHExATNZpPbbruN2dlZbr31VprNJnme15pRVbPonv6v0VrjeR5pmjIajbj00ksxxmBZVp1wOQ7FtoMEnSloT6H658mGYyYdm8y3QYKpKqypOZrtLrLZAWWReT5lNECP1lHNGVQeIfIE7TUpioJ7XvWXYDmQjjBVgbZ8PNfm7Of/jPDQDdx17xf52Tf8PB/5n+9karjGpTc9h3xtjZnv/xe867d+nTIa8Po3/RrLD9/NxqP3cfi1b+DIlz7Pkf/6Thzpgldb09QeURVG1hsnYQmyqJ7Q7cx1KNISTQwShqdX8NP7WG49jr/zYqYOXYNUNtHKWT73Z59gz7YdmIv3ceL4STzHRja7BK5NlYzRfpNUuSjbBxGzfe9FbCYFaXOSzq45Fo4cJ4zHJIcmmFIpB/fupbIkozhnc32dbqdDMNXGtDsU8ZiOY2HNbCfdWMN2GpTnT2Ecm8p3sW1NsrqIPTlPc2KKtcEDdJodiqTEdzyKuKDKNZZlMc4rGlceZHT8FDv2N3C7c3QuOcD5+x5AVoZX//ZbuONnf5l1f4Gfevt7a0D5U/djjXoE3/8ylj/xZ1jjTRzH4XyvT6u1SV81kG2BVSZYyZDGzDbQFkvaxlc21sYpijxHewFWV+KWOToZUawvYk/MkBlBOTGHnO1hDSLM8iLM7EDlJWk/Jk0L3PJBnDDkv3/yi3S7Xd7w8/+OmZkZVldX6Xa7NBoNtNbEcVzbAfV6lGXJ/Pw8ANdee+3XJVxGVxj9dcrTb8d//ZtyW/+28TvANV/zPPomr33T+AeZcP3oB57EDiymdk1hNW2cps2vTji8tYoQckBZrFPpAa6bUMMAM5RKUIxoIOgADSEItcExoNIaiRAazXBzE5QkiyJEIej4bQI7oMhK8nFE2s+QpUTmAlnVdgKaerKuKEpsY2O0oCxKhuMR+TgjkCFFBuM8Z1gUJEAhBNkWWzHVtQ9KnmVce911HD92jCHw2j176I/HZJ0O57KMj33sY/wCsPfiPTz36u/j/IHr+fgff5xEJbzlJtgxt52oHzE1O4VbuWxsbpCMEyxlESgfUQmUUeRFViN18hKTG2xhk6VbTSetCZoBDb/JRr5BWZYkacwLX/wiPOny5JEncXyHXOc0G02GowETnQmyNKUoS5Ksnrw5cewEi8uLRHlMlei6/68knU6bF9z0fPbt3c+5U+d4/OhjaFlx9qmzzO6YZbO/ySX7L0FUgrVzq1hYnD16Fm/aoyxL5nbPkY5SwnYDx3ZZXlzC8R0sLISukdp6C/isjMI2FjqvR63NCEQkIIYJOQGbYCINsSHF0DOGS/7jf+S/vOIVPPjgg6ysrBBAXRuKYy7dto24qiiSBAmUaYpqNil6PQLHqfFC1Lot27PBExSmIC0SlGshHAkOxEVMVMR0JttkVUaWZHgNr97JUyICie+7CFuQW5JKBPT7PcYYykZIVBTkls0YQ6Q1ufCoCgffn8Cym7huG9cN/sqqafH1c4orf5dL9BmHMeaR7/Y5/F3GRz/6UXzf58CBA7iuSxAENJvNr/NxazabVFV1IbHyPA9jzIVkyxhz4edPexpVVcXp06exLIu1tTWEEOzcuROr0aVTFhSrZyjSqKY/VAqZRFSDDYTro+b3kQaThOUI8hSd12aURWVw1IhCV5TaphrWBsaIHGEqjFCYqkAkCXqQc/AFP8CZjRE33XgDH33//yAbbjJ9/a2UaL58/Di/+VvvYE6v8ZzX/e/8wFUHuPcjf0Tpt3nkt9/GK17z49g/8Toe/p33YzdssrzWs5VFSaPRrKvAWxPV2bDAUilO08Z2bYqyQDmKdGOAlWWo+YSlh+9h+tA16LTk4pndzB7azdlz51FOQKkkXhqR+g28aETlBmgjyOMYv4o5vxaz3h8SGxt3z0VsfOEeBsdTZtyQwzfcytzO3ayub3B6YQld5jywWuCcfQDHdjj4nBuxrJC1L38G55IbWF9cwY1jiqhkcm470vHqVp3ns7myCLIe7DGVocoqqrzC9uyaSQvsueYyznzlEeY6IY0ds0gp2fnilyCN5vd/9i1UpeZiswdjDK7r8sjH3s9T60N6Zz5N2d6Oa9kk44jpuRmkbVP0ejVurtElcCzGq+eR3W1E4zENWyNMhapyiAsqy6FqTaFMhdK6bh1aLsN+j87ENCIMScdjxLEHKbMcFbisH1ngQ3IZpRSe59HtdvmNH3spv/LRL16o4AZBgN5CkQkhLrjOh2FIo9H4hqlFYWoe8TOIb8Vz/U6H+NqNoTFGCyH+RrnUP8iEa/+h/Wgq3naZx5s2MqzA5t9uLqB1jhQJUsVIlQNj6p38GKP7NGSdbPlVhcpyEKCqivFg+P+x9+bBsl31fe9n7Xn33j2ePvN0B81CQiMIC4ww2JaJXwzhWc9JTAwmkEAwYN7zw84LwcaOxzI2xNgV+xEMcbBNAYEwyGCQwAYLpCuEpKvh6k7n3DNPPfee11rvj310jRlisOthkcqvqqtO7eo+t+vc/u3+rt/vO/C5e7/E8vIyxyanCKpVarUarjIwZGnaKXKDLE7xPBcPjyIqyMcFtm0hC4lpW6AhHsVk4wzDNGjPtEmHKb2tLlE/xgtDpG2jpUSYJoZpUhQFoW2TAq7rsre3x5GjR/n85z/PqZUVXvHiF+POzPCFxx7j3NmzvOmOO6jUKlgjiw/80Qfp0KEy7/Oc257N8iXLpCLlwqMXMHKDg+EBk0uTNGstdALj0bi0MkhTwmq5BpRCIvMCQxklCEvyQ5v8cmKXyIRGq8lg0GeUm0RxxGA8YJxENCYaZCojkSmj0ZjADkiShO6oS0FBRkZBQaEKEpnw8n/xMmQqqfgBo+6QM6dPc37tPNqF9sIEz7nte0FpTj98mqpbxXRNdAbtehtlKKJ+hCktHGVz7vGzLB1domJXqISVMr9S5ejDhnewcbDRMahMIhJRZl3GQARGZjDeH+PLCr08p+MaXPXWt/Ly6Wnuv+suLNelJiVCCBwp8YuCQCl6Bwf4QM2yyhiRfh+7WmW0v08I1GsBTuBi+ALlKJyaQ0ICpig5dZbGcWxqtSrK0uCA4RgkJDSm6iQqZZgPwfVIEWQApoF0bArHZQxIzyd3XeI8pzA8VBGipIegQZpYBEEdIZyv6RqPp7wxxP/EddtttyGlpNFoAOUq8Ul7ESHKtIQkSS6CrSctR55cuWRZIEsk5QAAIABJREFUxmg0uvjz5uYmf/AHf8CznvUsrrjiCmZmZi5GpZimifv454iyhK2Jy1lyNU6lQuF5FHtJGafi+thIzLRPIiyK7TUMNEE0RNoeo419ctvHd53yEGPYGFpimBYyH2FaDjqLsPKU/vpZFmoNHtrYZ231PM+77ioaE5NsrF/gQmoSffK9XPP6f4Xd2+TTPYuDcAn5uTs5urDE2sf/lKXbX0zr13+O+37tP9Lf7tFoNqnUTfy6RzxMkIkiz7Iy11aXPExplyBFCUWWZiSDGNN6FOvIEdb/8qNMX/Msmv/8JxhunUeNMqK9XbI0Z+Hyayi2V1F+wDCK8TyfLIkYmDUKhhTJGClM8sYcRtXjtmc9h8o11+G5DtGFU2z0C3ZWz4KSLK+fYLJ2nGJY8Nidd3Hkf3shViVEbZ+n4TdReYXkYAeRpzjtGQ6sGrWghmMYmNIqeZmOQTJOsbCwXQfXd0hR1C45SvRHH2Ajz5iJM6a/d5HRQw+Q3vh8TMPkhb/xM7z7J1/C7Z7HB9/1Ozz4xFnsSoh0A1zbQrZmcbJVtCzo7+2gKlO4FMSjHiodEViC/iAm9JoEtQaWNYEhM3R/DwtFerANzUmMmaOIqI/IU6yNVYrJNm6tgeN6DNc3aF9xOYWGPE5wN8cIUYoc3vAvf5xX/8ybL37eG40GYRiSJAlClJ6CT372+/0+rVbrYnzUxVIK1Lelrb4PuFQIcZTSw+/HgH/292zdb1TnhBCvo5xqAbwGOPetvPC7BnD9+78qyL0ce9JGOaWK7S2xJCNF2X0aDRBiDeihdYxhjHkSbJkcEArwiwIjzYiylDTL6fS67Gxu8sQjj/Kc5z2PSxYWaHseU65DpVCYhYFONCIIyZMCYYZlkHOiyzG/ccjTUkY5jo1UGYpsmqRRimM45HnO5NwUuqkYJTlWUWBqjUhLXtdEo0FkGGSWhTjkZ2itSZKEI0eOYLTb7GnNBz/1KeYB1Wjw2KlTrDxxJ9IqeNYzb2FyeZJGq0ElDzh5/0ke3jjJ5PQko/6I6268jjhOkEoyHo4w3BKQmNoqs/wKTRIdEhjzJ4mMOUoLwjAsHeGLlIe+8iAP3PMVarUqk5NTzE7PILWkNdFCaEEv7nJhdZXeQZ9oPCZKIoJGiGPaJEXC7NIMMpecO3OOa592LUUu6UcDmhNNrNDmB174/RRJGYy9fHyZZJCycuY8x5ePkyfTSEMS5RFnTp5menGaNErZ3dkllSnNdgtDCtBgGCYUYNoWRmYiJJiFTTpM0X0Yb42pixpWahEQ0N2LmPr1X+d/B14eBARFgW/biDxnbmKCXr+PCajBgMbUFEGrxel+vzRhLQqEAXXLoNVsEMVjrIqFV/GoTVXZH+/TjXoIDzxDoITCskywBI7nQgXG+ZhcZuhMk9kplWpAP0oxCpdIGMhD6bSuBERZxsgwGEtJIiXSCtCFi2nUMJ0QKX0MwyfPXPb3uvjH576qg2qUa8X/Vd+piuOYOI7xfZ+iKHlQaZoyHo8pioKlpaWLOZxQkoqfrCenAEmSXDRAjeOYlZUVvvKVr/DRj36UN73pTdx8883UajWCIKAoSoNjrTV5+wcw987hNxdxRztIp4KNQF92E6qzhWEIMmGjtIFhWRjzlyO3z2JWquSDHjXTRKsYJUEWBXLQoTBtcsMi8D0MoTBtE8P2S9FGZwvZ32Xx+OU0Fo6gRl2+9PgFjLBF4+rL2O4NufeP302eZiylEFx6JUdfcCvB0qWcOHEfs/UWN77ulXzyLb/I4tQiZsvE9lwykTHujskKsAODNM6xMClG5WEoMzIMYWBWHbJxQvHYKXLPZHd7jWJ7i4UrrkVu7yObFlXHRG6eI6zVQBb018+zORiQVCeIccm627i1CUy3Qj44wB7m2PWA7YMOxxYXUPUpxrsXqFZriPXHOX7FtWT9mHiYw8hkdN8JiqUF5pcvQXe7FMeeht9os727SWN7ExHGyLlZ9h47hSkFwipXqAYGSiocz6Y2W4PLZ4k3t5mcdmhddYxcK9LdDT7+kZPojzxMmqXMzMzwzp95Fe99xs3kOxcoNi7wC588wS//m5cyUjlmY4q8s4V7/GmwtcpYZZjpELW1xuDCBYKnP53G3BKeBOH4aMfFq1RIkyHj0RAVx5hNKOwqWbVKYGqaNzrkF04RdfcZrm1hBS6jXCGO3UAo4V/YD2HaJun+CHo7tFotoii6uOrOsuxi2LrjOFiWRZZlWJZFHMecPn2aV7/61X/dQLpAHPIHv5XSWhdCiNcCn6TkT/xnrfUjf882/kb1r4F3AP+OcmX5GeBV38oLvysA18/fq6EGwiroRF1816cQOVF8AGIMSPK8S6WiyLIephlT6B7CGNPvbZAN96loRQg0PI/99XX2t7cZdru4hsllN93I4tEjhKaJh4Y4IUoLRCqwpYUcS7JRTs2rISQUSU6/0yfux9iGjWd45FnOeDAi6SW0qhPUajV0rqi0K8i4QBaKABNDCFwhqBoGdaVK93mt6SuFME0cx0FrzW233YZt29x3773s7O5yzfXX87sPPMCrtOauEyd47pVXErQrPP8Df8HW//NqVh9b4bMnPogxIXjpS1+KaZt87PMf56Ybb8axbXYv7FJQUG1WUYZESMjjDNssfbcswyojfNIMExPQ9Lv90vbC0kwuT/Kc1rMpkpL/lauctZ01BsNByTuIRwzzIYVTkCQpbstjnI8xbIHUBc+69VkUqmB+cYF+b8Dq+RWUlGQy50d/5EeJ4wQtwTJthsMhtmXTak+wvr2OZ3mgYO38GmE7ZH9zHyMwMLVJNajiGA6GKoGJeTiVFLkApdGZQOQw2h8z3hxTNarEgwQrMrETn03D4MeAZhDgGAYVpbA9j3G/T+XwCyxNEpq+z3h7mzxLaVCqIO3AxgotpFMgY4ndtuklfXqdPpsR+A2P3MppTDSQVkFKhmkHCAcKcvK0wAothAXCM9jPxrTtKlYQMkSQ2TYlY1wgmg0OLlxgYDuMHZtIKWzLByoIo4JpNPD9SbQOSFILz28Tn/3qaXqVMjv6qV2H0u5/xNfHZrztH+o9/V3qSdl+mqasrKzQaDRIkoSDQ+EFwHg8pt1ul0KVwwmXYRisr6+zvb198XfU63VOnDjBI488wsrKCrZt8xM/8RM8+9nPvni/6Pf7JbgLQlzbYj/KQPo0hYlqzKE2HidKMlKlMR0Px3GR4x5JHJNKCCemCdozqGiIV2tQjPpow0RZDkIWqDyCPENriWEFCM8Hx8PQGuIhRjjNtdUWZmOax8+v0d9c4dLLLuN53/+DbD56P3f/+Z9R6SWcvOc+fvHEI+ycPsnWMOEv7j3J8GPvo/GsWzn66jdy/Cf/GdGnv8REu0VMwfBgiMwlShtIDZ1+RCN3MQMTt+JiWRbJOMWxynza4ThisDPAfnyNwoV0NGD60mu4amqGUWeXjfv/kv1uDxGPGG5vkcgcghbFaB9z3CO1XHA1erDPpcvHyZOUYHiBnc1VBpfcgNRQJGNuOX4JvbVttNK4FaecQK4P0QePcH59ldZ1N2MOd9kdxHjTlzDYX8HN97AcByOVkAmk0FiehdIlh9ewTRBQv/pykvUVpKUYpTHZZpfP/Mn9JAje+9738k9+/Jm84xX/mPyxJ8hmJzBbDWrX3cKbF45SRGNsV5FIjYlm98EvUbgByWgTOXOEcGaBSpGQd3YxWgs4cZ9Bdw9ZaTJMeviOSZ5lVCyDfGcNpCYKF0ikoFabRS87ZF+8Gx2XytW9B+5neWYJFq7gdz7wKf7V8SnCuRa/99G/4Fd/7g287PU/S6VSKY2fiwLXLQ99QoiLq0etNYPBgEajwe/93u/xu7/7u4dd9O0bcWmtPwF84m994t+jtNa7lNOzb7u+KwDXMB1QDCRu08E0DcaDEbmZExdDbDul3xsi1QAp+8iij1QD8rxLnneJol0qFQNPZOyvrTEdhqyvrDDZaJCYJs/7nu/h6vl5gkMFYZFmZQC0WQETDCnI8hzLMIlGY84+dpZ4HOObPvOT8xzsdljfW6NVn8CtuIR+lWJUMBqNqHmlsqhQBbbjkKdlvuI4TdGeh+m62IaBpRSBbSO/iqPhui6maTI3P8/Zc+cIw5Bfe9GLOLG+jjE/zxO9Hs+amKDz02+g9R9+m39fg6u+9yquePrlNIwG0WgMW2BLmzRKGXVHJCohrIboHHQOnuWXJyxlghLkeYYlrHLFaJjYwkZS0Gg3ybKMLM9QhqK332NmqpxYuY5L/6CP6ZkYgUGWZxiBUa7OKg5hGDA5O0mlUjlcW2r63R55kZOkKdrWmNpi9bEV5pbmgdKpXktNrVZDCOgedElGCceOHWO3t8tof4SLS+iG9EY9VKYwHAPXdhCyXMFQAKoEWzIpBQJmw8QaWVRf9xvsvP7fsKlj3v6Od9CybTwpcZQitCwcrTEti4pStOs1IsfCcAxsz8J3XCoqYL+3z7HLj3Hq7CkqfoX6VJ1xFOGHHqZnIbXEDR3sQ28tbZnkMka7Gm0pbNehVq8xyAcEk3UyUxEScGY0QgjY6XbxZmaIlSIpCgzHgTBEaUgtC6iTJBauE6JUiOvWiWONbdukqY1faX5NF7mUa8WnfH2U0pL2YUD9A7+Xv3Ntbm6SpilhGF7kV8VxTK/Xw/d91tbWKIqCkydPkmUZeZ4TxzFJktDpdGi1WgghuO+++5icnOQLX/gCy8vLOI7Da17zGm644QYMwzgMMx+T5zntySlMlWGkQ5pFimFJ+uOYzYMdir1dnFqL1tQsgyhhf+0MlfEBRhLhmSbolAioNJroQlLEEUYyJksz8nFMlma4vkelVceyLIRlYQa1EpRVamWEWNjG7G4w0b/AdjTG723yyINfZr/TYaIWor/nOdy+PM8b3/+nNI89jXf+5q8zee5hFpcuY+7q4/RWT3Hd817IV544YNxfpzfssnVmBytokAkTWyoqrkMhNSQK7ZWJHn6zgunZCMALKwx3hrSmJxALU4yzlJXHHuLkAyc4Oj3B9CXX0lg4wuZXTuBV2vR2tsnHXbLdbeJ+D7PfIZiaRW9u4E3O039iE2+yys6ZdYK5S0jTDDrbVJ/5Q+wMuuw/sIldsdC5RkuNWZjkO0M6D9+PMX+EGSSDrX32g3nqow1sPwDfQe6nEBfYjo1pljFpRVKgTRv/6CXs3P2XJJsJMtlm7UyPH3/v23kOLX7oBy/DbrZIz60RTrewpmcwW5Now8JoL6K2TlOpzyO0gRGEGL0d7CzmP979AK/6fovphXnOL16N/OLnmFsekvoBld0NHNdAWWCEzdLiRxforRXi1VNMXeYx9CcphEV9cg7j+HHMJ86QDSPCesBDv/n7XPaKf8Kjjz7KezyPYrUDwG+/+0+Ympq6KPIwDgVWYRhSFAXVapVut4vv+wwGA1qt1t9sIlmAzL/Trfv/az3lAdeLf+srrJ65QGqmdNIOtdkaXt0DB7BBixhIcJwCASQpSKkZjyVSahqNRYbDLTZ7PRSwu7mF6/v0bJsXPPs5zNZrZQRLnhPHCRNhQEWLw4lJuW6LojHJKGV3fYdur8sly5eQjXJOnT+FURgsHlkitIPSiT4zqNQq2IHF+cfPE7ohFafCwd4BjVoDLQStSoWxLlVx8pAwn6YpWVH6X0Ep737yhu26Lo16naDRYGNjA3t+HiUEX+712H/iNG8GbnzGDSwuLNL22mT7GcP+iEvmLuHTH/pzbrz1JobdIZNzk1jKQiUKW9ukcUqRFUD5Ra2kCQoMbZbXC03VraFTTbPeYm5qHgxNo9GEQiOkIBmljIcjhsMyPHoUDYnjGGGWvBStNX5QWh6Y2qB/cHgSr/sMxn1e8MIXUCQFR+aO0Ol0CKpBCfwcG8e2GfVGVMIKtUaNNE7pdrvEOsFTHllaAsTRYFQqXVRpfSGUgAy01JALRC5wDQfLMckPG9gKG3zmQx+iZlmEpolv2xhSYhc5BhLHUCgHMjMjdzJc10V5isKCXObUpqts9NYhBCM0iKwId8JFpQrDEZi2jeM7OBUH6SrSIsUJXXpZD8/xUIWkd9DDrtqEVhWrYtHPcrrdDqLZojIXMlSKWAhUUCGSCqfZgmiMVg4ytzDNGkURYppV4thEKQ/D8DHNKpZZ/5pOqgPBd6Rn/5618K0YCD7V65577uGOO+7gzW9+M3Nzc4eHh8OEz8PJVRAECCEYDodkWXbROX5paYnt7W3W1kqF+0MPPUSr1cLzPF73utcxPz8PQBRF9Pt9JicnMSs1UgW+6VJ0NkiskCxX9A7WGD1xgoVLL6dAsnnyXnQ8pKkzgmYLajUM28UwwGm02Rpl+I6Fbdn0e30cbeDYTpkJmuaYjgumBbZLZrgUhgUkaF0g45jUnyY4amAffImKAdX+Bp0CJo5diZlFjKcW+eP/8h5+5+2/zdGDszQXF6iFVZRXYby1ztmNXW54xT/ls7/0W5y97wJ9u0Ld1YSWwrYtfM8AC2QmMYRAuDaGIRBaU0iJFprZqxYRhkD3hyy12+T9PcJKQLa1QnHmcda/8Dn845fgLSwzd8W1WNUqTq2OXQnIoxHZoM9w9Tybn/0MRZyipiqkMqXR3SQZC66bbSOlZP6qa9mZeRr2Rz6B03Lwqx5+M6SfRyTrB/jDFOPKyxjGCXrtC+j2JPl4SKXWYrt/mvbkRAnShIkVmqhcElz5dOLVs1gixRAG1WbIRta5+Lmq33gjdncHd2kab2oWMTGLLFLkzhoqzxFKUsQjitEAe3IJo9aCPOWnX3QbctjlYDBCrZ0nH8YMz50iuOxaVLWO7O5iVuuoShOzOok1WCfOMrKtHTZXP0Z9fgrth/RqE1hBnfbtP4LZ26L70EN40y5v/9NPcPPNNyOl5J83fSxt8d+FxfLyMp1OByklcRzjuu7FNeKTKkXLsnAcpzR4/qoSunz8z1RPecBFAh94+TUAPPd37iIgoLffo9oqpcqpUngVnzyXWFaO69Q46AwxzToTE9Ok6Q57ezHll42L32yxtDTFpYvT1DwX8oJYSXylqDoOOi8otEGRFOxc2EElis21TfI0JxpGPP1p1+FqByET+oM+t95yK45y6G73IAO7sFCZpNft4fgueZYzysbUm3WEEliOQ6Y1thAMk4SkKIilJFMKeXhifXLK5TgOSimOHzvG7NxcGTztefR6PT564gStOOYjh3+m4TO/j9FoxHB1RKb6PHjqQc4dnOOG2et54qFTHLvqWJll1RuxtLSMVZgoWWYemqaJShQqV5jCQkmFLjS2thFSYGPjuz6u7ZDGGbJflJmEuaQoclBgmzZSSizDxnFUyUcxDrtFQZLGFEVBKlPcwKUZtgjqIROTEwwHQ8zUYLg/pFWfYGdnh8Uji+gCLGGRxin1mTp5nJNEKc+7/XmcfOJh0nGKG7pU/RDHcIhGEYYlcW2nvAkr0KlGxQpDWugE/JeVSQ/b4zFHFxYQwyF2nlNkKX4rJMoiMplS2AVe4FOQoyxFYiZ4NgS1sLTRMASmbVEza+Qqwwo9pCkpdFHGpoRuOSH1TUzLYnKijfY1uV2gHEVhFKQ6RZqSUTJC6fJzMTHRZjVJsIJSZSgBHJfecEhmGCQahLAxjArg4bp1srxCkbsU0sYwAjyvhu98LeD69iZcQohF4L3ATPk/yO9rrd8uhGgBf0q58lsB7tBadw9f83PAKw7f9uu01p88vH4j8IeUO81PAK//H9g/3CmE+AGt9ae+5Tf7FKv3ve993HHHHUDJy3r1q1/N2972NmZmZoiiiOFwSK1Ww7Ksi+kFOzs7WJbF0aNHGQ6HnDr118ZWy8vLPOMZz+AZz3gGtVqNJElKO5eiIAhKocpIQGBL1jsdWsN9DnpnKbQgWj/D8UsuxTUEIo0YbK5yvF6jdumVDDoHZFubVKZnMLwKca+LNR6Sa0j3tzBTiRm6uIGP4Xl4aHKpUGkCToqyMjAkmjKKRguBI1MwDNpRh/ZNz0JaFvZgQDoe8ej5LYZpzmvf8hsA/NLzb+YVv/gLpJUmozzj/OlTrH7lXvTjj/Pcf/sGxu/8Q3Y/83m64wh7aorAtnB8ExzIFGAIhKmRmSwt5nQZWh/vDqjNtXACH88Ae3Iaw3Gw/Bjt9jH6I0bnHmXcHaDygjzLMAIXy3EwHR/LrTB5/S1c9arXcvI976aQBV4toDG/hH92g2pQIZYawwuYi09hXznDfq+DX6sQzk2gaNM7t02+XxAcHVMguPbKy1m9sEbcPcBvTBDWNglbAWmeUYwLbNfGm6hTu/o6Vv7w3egsp9Ku4Lfr/Mv3/BYAd7z2dm59we2cf+BLZL0DijzFjXqk0ZhobweZFwRz8yRbq+SjAdnaWfypOcLly5BVDaYN6RhrMEY3KuSDiPTCKYoj12IHTWzbRkT75eFyYokJL6DePE3n0ScYnNwo0YItqB2bJakEWH4T/+Znc2SiRvTxe2m322it+TMoP6fb2xc5hYZRJmoAhGHIeDwmSRLSNMWyLOr1+tdPuNT/mnB9xyvuxtz+C/dghRY5Ofvr+1ihxW68S6YzGpMNIqWROifLxsAIISxarRp5HvPww2tUKi08z2J6us78fJ1GAzw5IE4S3KLANwwSpUkKSU9JoiSjs3mALWx2NnfYPdhjZnKaZz79mWyd32LYGeLYDtfcdC1ra2vYOLQqLSzbIh/m9EcDgkpAI2ygEoWlTERuoDGQhyHWhmniWxZZkqCVIk9T4kOwlec5QoiLRNujx47Rbre588472draotvtAvDiF72Ij3z4w+XfSVocpLC5sk1omZx6+BTP/EfP4PjCcba72ww3h3ihx0Sjzf65PcJaCAZkWU4QBCgtoYBc5ZimgYWJVAIU+J5Hv9/HrllYyiLuJahD7zBV6JKLhElRSLRU2GZ56iwKhRaKPM9RlMDYcRwWZxe5+8/vxnRNfN8nL3IM22Si3ub86XPML8xjZlapaMlFubo0PbTQXHfD08miFMdyqNgV4ijGszxEDpayMHWpADIKA5VpLG1iYkACclSQvO3f4r3xl7n6t3+b/3zLLUxOTaFHI8KqR6ozzMwEp0pBUaoHswSUQAmJdRi27dU8MpmW3WOCKUyMQJSr41YZ05OZGZZjodxSBp1nYDkm1UaIXbfJrIxe0icRBWMl6acJAykZWTaZUhwkKXGeU6/XyWSBMgwKs4LhN/C0ycEBuG5At5tjWTaWFZKmNoETIIeK9lz7azqpdvj4lqsA/k+t9ZcPjf3uF0L8OfAy4DNa618VQvws8LPAm4QQV1HyGq4G5oBPCyEu01pLSjXPq4AvUgKu24E7v8m/+0XgvwkhDEpr2idjM76tN/8PWd1ul3e+8524rksURfzyL/8yWmsee+wxRqPRxVP/9vY2URQBJafl6NGjxHHMhz70ISYmJqjX61x55ZXccMMNLC4ukuc5/X7/4pfUk/eKLMvQlQZpHlERiq3UoPv4QzQqHldccil9y2fn4S+Trm0yNdlmc3WNscoR3Qi3GpD3O0TrF7C0QdCsobICDBtlC4JWvbSQaLQRWuMoWZo4Fwm5ypDYSC1Qh1M7qcHIUxaffhN1M+fEI49w0O3TzQ1SLYjzv8bZr//NX2ecSzpr5zCE4Oy580z1YqrHM0597H3c/sp/ynNf8kLS4Rg12GHzz+5mPEiRSuJXPIq8wBAGCAkpCBO0UliuiY5zDna7vPOtv8Wb3vlLJPEYLUtFtlVxkUriVitgCIwkwTBNBKCKhFG3w+jOD1A7dgXXv/q17Hz5S1SvU5zc3Mbs7+AvXEp0+hH8pWM0ly9hf9hjdmKZ+vIystbG2LjAxLVHmF1cpLN/wJJjoMMmlr2NTEY4zRb1qRpO1UHkgkzm2J7NzAtuo3/yJKOVXUzbpL5cw37ei3nXy07yij98Gz/1O+/jCy95Oc2rbiY6/RX0/h46T5BJjC9souEYubEFrk3RHzLe6yLGOVZ7FnPyCKJIUN2C8OhyKc4a9IgOenjuGVR7ntQNcJIeRW8b3VbkwQT20etYWDhGdvoR1u45xWh/RFYdYAdPICs1COqYk4v8Xy8U/L9/dYooinjrT78Ktb3K2/9sH8uyaLVaSCk5e/Ys1WqVlZUVPM8rNyKjEe12mzzPede73vX1zfQUjMcQQrjAS/h6nulb/7bXPqUB10/8/DkKqyBSpVGaTCSu55L0EjKdUWvVkEOJW3MZSA9EA8vyaLUczp9/jDwfYlnTXH75ZczP1QjDAtuJ0HqbUISEhSTMc1ylsIuc8WhMHkU0bZv23CT9vR6n185w7bXXUPNqnLtwDtd0OXrFMZp+A19UWGwtIOPS/NTIDLSjqbt10n6KKASO42BkBlJLBuMRwvPIhSAuChJAmCYcepMMBoPylHHou2Oa5kWZ+EMPPsjKysrFG/QJ4GWHYAvgkX6fjc1NZFFgdjqgYLo6TbwbszixyIWNC7SOtVBdhW9UWHlohYXji2itKUR+cd1hCpMiLtezAjAti1F3TOiUU6TheERRFBR5jtAlyJBKobREKoVUijiJShNYAZZVqjY91yPwQxzH5uTJk+wc7FCbqmEKE+EYDIYDHMehVilzGrWtyeKc3dVdFo8vcubR0/h1n7BWpUhzLF3yvI4uHMUXfqlaUlDkEtfX6EJj5AKVa4xUoGINKajkr2lBbr3OcHOTmu9TcXxCP8STLoVVgA+9qE9zskmUREijIKxXGQ2H7O7s0mg1UFbJHTMNkJbEsE28ik+SxRiWwTge02w2SPNyJSlsiJIYmQ8JJkNarSZDcoZRzEGvy1Brdns9+oAWAtlsso8mjVMiKQnckCCcoNPJQKSAR54bJImJZVlYRshof8xEOMHdP3zb13TTtzfh0lpvAVuHPw+FEI9ROjn/CPDkL38P8FngTYfX/0RrnQLnhRBngGcIIVaAmtb6HgAhxHuBF/HNAddvUoZYf1eaoN59992lNcrhuuTJ6JJ+v89oNGJubu5vXHsyX+5ewwogAAAgAElEQVTIkSN8/vOfJ45jPM/jB3/wB7n++uuZmpqiUqkgpbxoFRFF0cUVzd7eHp1Oh2susbHFmD1RY+vM40zGCbVmjY0zp1DjlIphM3tkmdaxJayJGXRtEkYdDMdF9g8Yr64w6vSRcYZbC0oVdlgjM2zcSoD2qxSGDZaLpQpkGqFzSZTkWLYDaLQwMVAI00HYDufXNjj5X96DsziJmD7C6w8nW09W7IZ0OpvIoMkgV4wfuo/G8uWIwKXRrPHonX9E3W1RnZlk5tbbSOIO0cOnSj8pzDJzlZKjmakc2y9XUrZjkcQJH/7oR3j+c1/McPsAq+qTjqPyIJvmaAO0IUoPRdsizTNICwzbxAlLcUm2d4HVD76X6e/5PvyFZVrjzzJ+7EHIlxCFJtrdwGlMUDt+FXp3jSRNQUq6TpPpG5/L5kNfxJI5Qb2O8irMX3EdjaNXku10EO0qwfwE450OaT9DYxBefjWr7/4DDMcgmApwqj7xp96PVn/dBoFtcDDMqcwsYk/PgZJ4B7uMNzZwMRn0+njCRJk20vbwLJvkoS+THR1RnVlGm10Mx0WPBmjDQKU5xmiIih7HCGrEfpVwZo486uE5Ltp2STITuXwZy1PTjJ84w87D63T2TlPYkvoVR3jd73+IX335j3BwcMDS0hL/6f0f50fng4uUmMnJSVZWVi5+x8RxzNraGlNTUxetkI4fP/51vSRkgSiekhOuj1BaINxPmZr2LddTGnAl4xjhCMJqCLZG+xojMIlURKxiqo0qdtVm8dIFEiOhn/Y5c+YrnD27i2G0mZtb5NJLFqnVcyxrhBAHKDnAkjkVy8KWEotSgp1lGZWKz+xEi5rSnLjnHjYubFCbrtKcajIRtjm6eBRXeIgURvsjOnvrVIxKSfGNwMxNVKRoBI3S+LLQqEijpCKO4tJG4tD4ND6MZBmkKVvdLpbvE7guwzguFSuHdgBPnmKr1SpLS0tMtttsbW/z/KUlfu2uu/ijn/xJvEqFrutyfjSCOOb8l7/MW//1Kzl1/hRzx+bJOhmjnRHeso85MjjoHqAyxcYT6yweW2KwO6Bar5YNYejSmf0wb1KZGse2SUYJYSWEvBzhG4fTOqEEFOUNIUtThCmwTAtbOKQywXJcMAShV0UrTTJKmJqZ5qbQA6sEII50qFar7K/vIxSkUYYZWlSDKqPhCM/ySEcpcRxjWRa7e7tMzE1Q82tYqgyjTuMU27ZKMCgKLGVj5gI1kqixwMpN7Nwhi1Mu/MzP0PF9/vuHP8yk62K7LoXW5P0x2tUIs7wxTE630bYmECWHIyPDqtssTCywvrGOJUxCt4oSGmkWOBWHwipQhsKpuFQbVYZ6CBbYnoVru2RFjhu4RElEnudYNY9mq4nZnmBXKcYHHUzPJfV9Tm1ssnTsCuLeCFebjMeSKBowGtuYZp1uLwY9ATRwijqe6WFgYMTf6FhYBxp/pz4UQhwBrge+BEwfgjG01ltCiKnDp81TTqeerPXDa/nhz197/ZvVaeDkdyPYAuj1ehiGweTkJFprlFLYts3BwQG9Xo+ZmRl83+fmm29mMBiwvr7OZz7zGT772c9iWRbXXXcd3/d938f8/HwJ0oW4OMV6kv8CXMxRbLVaHDt2DNN2OH/f3ex1H8PPBtSadaquz8LV1yK3tvCPHSepz9OJIlzPI1cuZjBLgYE1OUFj5hjhYBe5vw2Oi9GaIRqNMLWiCFto26MoJFJCkWSM9/dxTY3rOGRRD7wAnAChNIVdAR98p8bipceYu+kmumbIic9/lpuefRvr934GZ3oZNzogxiaLx9zz+Ca+51C5+ji2aSFNm91TZ/DnFhDTAd3VJ6guHufsnZ9jdn6anByv4pKNcrQGwzQoonKSbtoCgYHMCuanqyTdIXo4QhgCTBOVF2hDILOMQusyq3QscYMKyWiM5RhYFR+r0Og0ZvPuj6HdCs2rb+D4a9/M6PQj2AUMz62haxMIx0a351HxgIqhSbs72P4kut5muHqadK+PHEZc8ewfYPuLn2P00Jdxah5pWm43tKHJcEk7PYrhmNlnLBMcO4bu7bN17xkQ8J9+/HWsPvgp9qMcVyXYlgGmw/hgD1EJ8RcWQK9T12A4FpValaAW0l/fp5AFdXeFzpmHcas1PFOQDiPSKCGYqGNOtJH9LuNzqwhDMDLA8APE1lm82SVix8cRiixz0LNTzE/WMdOCtDMg2hhw4403cvbPTvHaxXmMtsVUq8X6gytUq1UODg7odrvs7u5i2zarq6vkeQmigiAow9YN4+s9uKBcE38b4dXfwVrQWt/+d3nhUxZwvfL/XqcxV8eqWFARZTSKlSNtiSNtFtrzeG0f5SmU0Nx1992kaYoSisuvvp6jR9r4foYQffJimzjusrHxMDPTHjW3YBgn2KZRhjZHEa6AKIp5dG2N0w8/jEwzfN/jBd//AppOiCNdDrYOGMajcnWlDKr1Gmk3RRcamcsSeGVQxAe40sUVLjpVbK1vgTao1OvkRUGmFHGS0B0M2Ov1wLIoKJF/pVmqy5IkKcnnQiCLovTtWVxkc2uLm2++GaUU/+FFL2JzNKLteZw7eZLP3XXXxYiyH9/vksQwXB+wurfKLd97C7KnyKyczXOb1CfrVIMqaTcly3ISkeD7PqZllCtArTENE5lKCimYeuk7iT/8s6RRBlqTH/LMFAo05EWBbTnkRUYYhMRZgud6WIaFH1QwdakelIaBkBmhF1IJKwRuhWF3SBFLtnY3EbmgXqtTJeRgf5+ZqRnGwzFXHL8CQ5h8+fT9LBxbwBAGMlUUSV6aPUqDLM3xPA8ZS0yjlIvbuUU0jkj2E6q6isoFS7/xG3zpLW9B+D6JEIyEoNZsMt5MKEbDkngvBUhwAodCFKRZRqPZoKBglIyYPT5LrksejeeW/C0pJMqW2LaDcATCLAOzi0KSmhkSRS/qYUqTqYUplC0xA5e0KOAwKuj4zDRd00SGIWG7jVGZxPcV21v7hzzFBo5tkeUOnlvDdiYZ9mxqQQ0jL52rV3/pFd+go75uwvW35ZIBIIQIgQ8Cb9BaD77aN+prn/oNrun/wfVvVlvAZ4UQd/JVp8fvBluIe++9l4WFBTzPu+ihlSTJ4WGuwo033kij0aAoCqSU/Mqv/ArD4ZCiKLj99tu59dZbaTabGIZBHMd0u10eeOABrrrqKur1Or1eD9u2cRznor1Ep9PhvvvuoxX6JF/+NG4QcPWVV9G47Gk4jQn6oxhxJCRyAigyQpGRaheRx6TCQmtAZXRtByecxa7PgZTs7u9hpSl+o40UJkobZFlMPOwT72+gO9soyyJ2POpLx0BosrhPKjXa9g/9uxRHX/JSzv7Ru7j+R34YqhUe/8InSdIUJ4v5r//tY6jqFK/9qZ8C4Hd/5ecxay2Kao0zX7ibyy6/HKvqQ3OGjccf5mk/9H9wwytfyfj8KXoXzpP0IgxRWu0oKSmyAsuzyZIc23X4xROP8KLbYvwJA4GB4VjINEWp0r1faY0pBHmU4PllkoVfDctMVNPEci1kVmB7DkmasnnXJ+iduIfJG26ldesPU7uux87WOt2TX6LSmoRBl26a0qpVibbWmHVsrH/8Uu57x68xbZrkgxFFkhJ1RtTmp9CmIB/F+FUf0WzR3+uwfnaf8UGE+tJpvCmfyUsXuOO511G76QcY/cWHeLDfR7gBWBZhrU5caZMebGIUOU4twHbL4GvhmNimgWu7DLc7DFf3iHeGFPUe9hULOJ6HZduYrltydscx0Xaf+CBmuNqlfqxN89prSbOCUT7AsGwa85fj1hoYvT2UYWA1BtSPwVv8AIoU3RlRJBlnFq9iO5zDfPhhoijC8zwqlQpRFFGr1ahUKmxubl406lVKceed32DgXWRQfFsDpO9U/ZUQ4hqt9cN/+1P/Zj1lAZcf+vT7fURm4OGR2xnjPAIPau1aeVOKIh49+Rinzj3OqD/iOc//Xq675ToyKyVJtpFKEkdd0qyPbeXMzixg2X2ybIwUgv1OB2nbuEXOcDQi7nZxgY0046rLLuXZ111PCOxv79PZ6TDXnkcJVTpCp7pcFWYFKimtFcqMPxORCHKZEQ3HdLe7GBhUvIBup0NumpxfX6c7HBLlOc3ZWawwRHgeyvOID81PDcNAa83+3l6ZrH7ooP70pz8dKSXVahW33ea+++7j/e9/P81mk/mpKd57yy3Mz86yvbpKEAQ8sbHFpfNLjHfGuKFHZ3BA3akTGCFGamJEBk2nwc6FHbJ6TrPVACWI4wjbtdFCX1RVOaaLzEvDQVWow8Bmg7TI0IVGFwrTMMnSHIEoFThY2MIqx/+GoEiLMgYp0xiFSR4XeI5Hb9yn0W4QRzHjZEy6VfJUwiBEFhLLsBj0hzx4/4MsLC+UeXFxTnW2hmM4jNMxWZKVIEeZWI6FYRilP5a0qbdqiFf9PGdf8xoAVvf2sIKALEnYHY3o7e0R7e7i6oJ5fx7TMTEoAUxQC7ADm2E2wq96hF5INsqpuD4HwwNiHZEmGUE9wPZttKURnijBqGVgaEEhCvzAp+bV6Md9Dkb7NCeaKKWo+j6ZUnTTlFjDIM8Y9nrspBl70VkajSM4bgPIiSJFnttkuY/rVFHSJvBDbNNBx4cTx29YNb5mwvW35ZIhhLApwdZ/1Vp/6PDyjhBi9nC6NQvsHl7/ZrEa64c/f+31b1bnDx/O4eO7phqHKmLDMKjX60RRxMHBAQCzs7NYlkWn0+HjH/84d955Jzs7O7zxjW/kx37sxxiPx/T7ffI8p9vtMhqN8H2fa665Bs/zGA6HGIbB+fPn8X2fJEnY29tjZWUFrTUhHRqGx1WXX403O0ev02G836HdapL7TXSeQHRAGk5QFBpUgTYFjowx/LBctSlIspzhoI8VD7HCBoMMsA0OttbIdlZIt1aoG+DYDiJXeGEFOxmBX0MIhU5HDHr7ZPG4tJapt7nxNW9A7awSWGA3mzzyF5/mri/eT7tZx3AE73jVS7jjjf+Ovc01dBrR6XaxDjLS2QxTe/T3tsnXL/D4H/8+zUuuYvb/Y++9gyzL7jrPzznXP/9e+szyVe271E5S00ZChhAoRmiQmBFmVqwGM6AQwbAwDBHM7myzDLuwsLCY1YSw2kXAIoGEE7ZpSbQMUre6u1pqU6arsip95stnr7/3nLN/3KyEnZFa0uwM9MbuL+JFPpPPZOY9N3/n+/uaB1/DiZlvZnjlOdY+/IeYUSWeKcYFRmjAQh84lHePdgizygGdA26ssCR5kmKkqNJGDsRJ0rXBGCzHqRTWApyaT6kVwhicRoCkZPDYR9n71Eeo3XgDvZfdzfI3fAfDy5fIhrvo6Zi255KODcUkRI92ab7sDs7c/zW0j5/kwgfeh+8GmCjDXehU72sL5u68lckLq1zNDUcXahWtYs8w//3v4H/7n38MgMjx8a2CPJ2QeG2GG1uM93cxaUhHJQjHRhTVRrjRaaEcj9i2COY6RHtDpLuJ2wjYe+YKaZghWzbdhVlcf0L/82tcXI8olGZxlBHMBBSTIV6jRb0xS7S1SpiOqc8dhRPLBNEuhSorl/4XrqCFwZ+fIy9j+IsP8axsUq9Xquh+v0+aVrFR1y0hro/Krxv8fqESWiPUV+Q0//dVDwLvEEJcodoUXueZfkl19Uu24VJK0e32KK0CJTTNepO6WycTOXmZ0d/oc3HtIvujfZaXVnjwHz+I03PIdIZRGY16A0OB0T5S+hRFtZPUWqPyDKEVKgpJtCbs9xnt7FD3PHzg3q/+as4sLjIcDMiMZrHXYWl2mTIsSVVCoQpKrbCQiAKMplJiIFCpqiweJjnltCAtU0bDESpTuNJlfzKlAI4vLbF46hR4HqXrEhlDqDVb4zGaKtqjXq/TarXY3t4mSRJc1yXLMjqdDkEQHMZ93HXXXdRqNX7uE5/gHy8tsZ4k9IuCQCnOPfEEd9z2dlqtDmEY0t/oc+TkEYipAqulwBUeXbr01/qUYYnf8EmSGNMMULo8lOvube5WTYg2WEiyPK+ONAyoCu26bgehjKLm1fEsF53qAwSsyjVEVepDqQVFWmBUZecwNz9PK2gShzE61yRxFXWSZxmXL1/miXNP8trXvJYsymg0msz3eliZROmSPMqwsFGpwnUdpBGoqUFEgloWUIQFyY/8CJsHthv9wQBl2+C62EpVYb5BwFKrhSc9LGkhlcTFZXd7D6tuUVoFkyinH+4ztzJLmEc4dZdmq4myNNKWZEWG7VlIXyAtu2q6EBhh2I53sLRA+BCZHE8adja3OHLmNBbQPkBGSuPj2TaWMfT8NkoFRFHA0vISo5FFHEvqdAmCWRBNynHJ7voOMpLcePwm1r7givqPGq4XLVGdBX8VeO4/QJf+kCpo+icOvv7B37n/t4QQP0NFmr8B+IwxRgkhpkKIr6IaSX4b8Atf7H2NMT/6ZX/Il1gVRcGJEycOVYSLi4vMzs4ShiFhGHLx4kUefvhhLl++zJ133sn3fd/3UavVmE6nKKWYm5urfPvKEsuySJLkUI143Wur3+9TliUXL17kueeeO8yfe9MrbuD4gw8yjWJ2n3+e7pFlZhZWiOZP42iFSiRGCIxXw9KaXBlcnSMcD51nKAOFhqRQmCxlvL+PGoywHYdsuEt+9XmC3HD62FH8WoDfqlc4Za1OIiSoAktIPFsyH1hsX7yCqQW4zSZlEtJYOYU93SMLJ+SzR7nxeBtfar7qa7+BzUf/kHwyoNAG5dT53KN/xJ31RZqNBs6JG7nyx3/E/NIigpLBs09Q7Fymc8crCeZPcNv3/Ddc+aPfI7x4HiU0pijJ0koJDRCVEbpQCKuyjsiLApWXVXNly4rsLwRSVUo6z/er851tUaYptmXQWmG0RqcFsu1jpAZKpheeY/Tk0zh2jeDEcbz5OfzFY/i9Gdzb7sWuN9CqJPBa7H7+Ca7+0ftpNhvUT8xSW5xhsL5dqQyA9s03sf7Ie3ntvct0bzyC1+6QDkdEP7jLe3+pMgIdbV7DmjmGXRS4wlA0ugSDLZwyxlY5aIPdaeG2u0yiGBEnaNtDSc20TFl82Q1Ekyn+YETgBSTjhGIvorAj0kHGpDQgBJejgsYze7x3Y8xw+Gf827d/PWLhJNneNeq2ZNi3CI4dx46mSL9GsdWntjSDU2/xwfWE1tmv4qayZG9vjzvuuIO1tTX29/eZnZ2l2+0eor/PPvsstm3ztV/7tV94QQlZXV569cb/1Ce+ZBsuL3CJixitFUoqpoMJuDAIh/THfSbhhKAR8MCd93P81hNYbYlyNNrWbG1vEMe77O5e5ujRLq0mKCUwxqEoFWmSMI1CRmtrJNMpTddlfnGRIysrHOv1aAhJFIU0fY+Vbo+akmTDlOk4JI8yVKIwOchc4AgXbTSu64AGpUvSPCWKQ6JpxP7uPpao5tNpnjI/0+XEyTMY3ycSglhrkiwjMYZxHB8o+irVkuu6CCFoNqvdQp5lpGnK2toao+EQ13U5c/o0zzz7LLVajZ/+5m9mJ4qYTiZ85tlnOR4EvAf47kaDPa3560cf5ZW3346VWwz3h/QWehhRheI6pctofUSe5VVGosmRwgIbuu0G/V/5PoqswGiDOlBPWsKqSPqWRGlwHAdpSzCiygYTDqYw6Crhm/QgJNx1HAwOZVoiD2b3trRxLZc0TrGljZaaelCnKApUoag36jzwwP04voPjuxWJH5ciLkmTBFUcqD/Fgfz4YLxrawuTGkzukNgaV0o+9gM/QFyrka+usre+Tjwa0RGCVrOJcV1EKbC1jY1NmZb4lsc0Dan3ahRWwcrRZSb5FOlKer0epSyx6hIcyKc5MrDBcUjLEi1t8gPz0tx10VLQQLA7nTAJQyIg3d6h0+0wTlMGeUEoBfvA1LLJgoyybGN0ATh0u4usrBxFynkcp4sxHukgo5woeq0e5/7NW7/IivL5Co1PHwDeDnxOCPHUwX0/QtVovV8I8R3ANeCfAhhjnhFCvB94lkrh+K4DhSLAO/lbW4g/5QsQ5oUQvwT8wheC6YUQdeCbgMwY85tfyQ/x91nXOStFUVAUBVtbWwBcvXqVixcvsrGxwczMDO9617u4//77cRznkM/y9NNPs7+/z3PPPccrX/lKlpaWqnOBrhD10WjE3t4ejz/+ONvb29RqNW6//XbuvPNOTp48Se2JRxhdfA4QzM3NUbv1FeTaUBYFZZagNRgcZDRB+nUEBss64IkaQ1aUZElCUiiitfMw3gPLJhnv46QZx+YWaB9fwZ5bxmr2MLYHkz7J3iZFNkXWmlj1Fm6tiXB9OqdCiv1dRJmT6zq7+wPC8RRHaJZqNmvDHbz5FV746B+QtxZIhrtcvXoNt4h51y/8Js/83I8TrCzxid/9Pzm2cgTbdZiOJ9RcH6005e46OTaD/i5Hv/oNxDed5fnf+xC6jChTRa9R4/M/9T+QTTOEXYlnqr5QoUpVbZKlwbItpAZhSUxWYDXqFVXi4O9SHCAsjusiW4IizSr0XhuENvgNnzIvSK5dIr52CSErP7BClaRFAVJiCZBCENgetpQUWc72s5eRgYOQEnduDl0UeEVImbjYtRrhtU3cRg17ss233HqKG7/rB2gkGrc3y67bZrK3g5AxXnsWGQ2gNDhBgNObRwO2iJns7VKr19BS0rBcwr0BTrPG3IkjFFlGYyYj7scU5MzfMsfqk7tERdXsX5jkfEPT4QONBj/7+x/lX3+TT2o5TNcuU4YTBuEerZO3kQ+30A2XWAss6fJ1993JB/7iUdI0PfSUPH78OHfddRdSSmq12qGzfJZlnDx5kve85z1fcD2JMke8BEeKxpirQog7gFcd3PWoMebcl/Pcl2TD9bbv/DxRFFGfqVMKQakUw8GIq5tXKXXJ6ZtO84o7Xk5tro7dsjGBJqegLAqMNBxZOYLjLnHLLSeJ400m42skSUGcTBkMNoGIzc0rzM+3ufOOOzkxO8OM59ERAms6xdaa2W6HnrQItCYcTJkMpyRRgiwlUgocv5p2qFThei4mgygOCcchFJCZjNIq8doe0TTizI1nOLF8ApFIlLFIgCxJCJOEyBiU5xHU6+iiIMoyiqJASsnuzg5KV+GtWmtKpZhOJuQHj69evcr9999Pu93mHb/4i/z8t30b5y9coN1uc2ltjT/4ru9isyzJ4hi71yN0HIo0o1nvkE0VpBm+9ujv7qESxfG543iexzPPP0Pvph6r11ZZmFmooN+yMhO1LLtqukx1WyCxZBXeXSQFju/iuDY6q3aPSqnDoFIhK0TQtiygit9BCByncmuuRmICjECYKqpHlNDwGihzoAR0PVzjkI8zhJRQgGNsbMvBUQ6kVEombRFHCWaoaf5PP314fL37zW9mLCVzi4t8ZnOTab/PqVYLv14nVAoTlSzWG2TjjH68j25ovI5bNWCmpEwVc/OzZDJDOQpLSuyajfAEVtNjN04I05TSttFSklMBihyozXZVSWhZTJRC1mqEGMIkpV6v0Q6q34e2LIqiIDpQuknZwLYEg/19JmNBqy1xXY1tz6KFZuXMCn7yYg1Vk4o4/+WVMebjfHFR9uu/yHN+HPjxL3D/48DtX+It3w38d0KIs8DngT2qDvEGKnju14CXbLMFsLu7y/z8/CFva21tjU9+8pOkacrrXvc63vGOdxwamGqtieOYJElQSnH33XfTaDR405vexP7+PpubmwyHQ4bDIVeuXMEYw7lz57jlllt429vexpkzZ2g0GliWRfzEw4Suy8zSEnZnBhZOMtYucRajihipCiQaW2gSq4WfJ/iuh5IuYZxQZClSF+RpjJkOcXTOaH2VYKI5dfYGmi9bwT1+M8YJyJQhy1M0Aqe1SL3WJN/bII8jDKDqPcbjMaY1Rz6dQByh/B5xVlIisLRht4Bbzt5JvTvH3JETvPuhH+TM8WPU2jNsP3aOc//Lj9I6c4S0MYMvbSSCNIxwFGRhjC4VtpCkccbVj36UyP0Yt3z723nlD/8QjuMyXL3E9DMfJ9vvo0qbPMkrrpowaFMpwqWRmFyjtEGVUeU1hqBMMhACgyGP04NznMZtBliWjduogTHkkwjbsquRpC2RtkSVCpUfjMiEIPArpbaUElkaXM+lKBXSGFSaY8oSlKB+4wrp1gaqKNGZzfYTz1Nb6jH7NW87PLY+9t9+P6OaS3fvKtemPkmY0BMZvu/BkZsQRYLfmSFzW0wmY4SS1E/6uI5DNtonWLYIwgPE1HFwGwFyRtCYySiSlDROuHkh4MmNCCEF/+hbXoHszfJ9F15gvD7gZ37vYb7j7Arh3oT6XIcwfgGv1cWvNyi/6s3Yj/0ptSNNsv7a4fjwuqHplStXWF9fZ2VlhUajUfFsD475VutF3F6kAPnSQ7iEEP8S+C7gOs3ifUKIXzLGfFHk/nq9JBuuRqOB1pqLFy/h+A5REbG3v8ctZ2/m9C1nkA2JqWlKWxGXcfWP2oPClORpSpyG9Pc3ECJiONxiONyi0QBjMhxnlqKwuPeVb2BxKaAlC1xjSKOIYZJQTENOzs1CqdBlxjhJGQ/GjAcj6m4dYYMlLXzHIytypCNI44TJYEI4CKu9fQGlKMlFzsb+Jq98+Ss4Nn8MmVbqvzBOCJWiBPIkobQspklC6ThkojJHNcYwHA4RUnLpwgXKsuTkiRPkWUZx0LzEScLKygpXr15lc3OTh970JtauXTscnXqdDhPXBSn5vd/5Hd7+9V9P6rqsX7vGkZkZ2rUaSVFQTCK0kiy2Fkn7GaIu6Pk9/CzgePMEj3z4r/iqV92H6zjkWY6wJcIIVFl5QJVFgRGGLK2I8q7lUGQlDb/BtbVreIHPzIGp3d8mxVdcMNuyKMoC3/Iqnpep0ualltUJqNR4tl/ZTlAFvV53y9fGIKVBF6ZCGDMD9sHOFQudGywjSZKMrR/+Ya4lCbrdJhGC1a0t5hYWaLdauK6LJyUzy8ucWFnhIx/+MDrPoG4qH61MMR5NKlf4mR+eoWQAACAASURBVAaFLMiTnNIpEY7ACzyUVCijUVKgXYeg2WCcZYzSrGq47IpTlipFLiWm0yU1BqMr37J+muCkKY7WBJ0DbofSBK6LlD62XaMoJDOzMwTBIlAjjjVhOMIXVTjy/nT/RVbVSzvaxxjzFPC2A5L+y4ElIKEaaZ5/0Se/BOrRRx9FKcVf/uVfUq/X2dvb48KFC7zxjW/kda97HY7jVMa/WcZgMPiPwqmHwyGXLl1CSsnVq1dZXV09jEWp1+tEUcR3fud3cvbs2UOi8XUFWLuEzq23IuaPkjoN4gKSeEI63CMQBdKyq03BzDJBlpFZleIwicek8RQQoAp0FqGymN1LzzOTCW549T14y0dh/jiRcNDKQJlRpClCGTIkqW1j+01sv0k+HRIbG4FhY2ub7PJFlm86S5mEVVyYVqR5ymw9YPvpTzPC5fOfeJgky9nr76OxaJ+4kWazRrBykj/94Pu568xpOnfcw+bnP0t5dYd6p0UWxkwHQ5L1TVpBA7flMl27wOT80/TmF3AWjrP8lm9l48//gvhz56q1ZEkMUGbVBkmVCsu3qsgiz0MogxIaaQS/9b7f5PUPvpZWu43XDqqQ7DRHS4Xl2RXCJSWW44AUmFJVPl6i4t1qY/BcD60UwrYwSmPXnSoTMqwQ+zJXeL5bNXRGYJTGa3mVDZA2xIMxw4+8n3O/+UlufO1NzNx/Pz/8wJv5H3//3czLgIHjUMuH9OYX+eNPneNX/voK7/6nN4PYQWiD0Yrp7hatZpN6bw5V75CvXaDY7yO1jURS5gXCsfD9Fkop5o/OMzPaYpBkSFvitGcovDXG1ybYcwG/eXGf/2qpQW1xll/+9At8a/Jx0IbOfffz/gv7vHnzUbAl9Xodx3HwPI8kSTh16tShGGRvb4+dnR3a7TZZltHv97/omjJFhsmT/2xrVAjxEFWjtHdw148cZC9+pfUdwL3GmOjgdX8S+BQvQpW4Xi/JhksYSTyKMYkhSiOkJ3nD69+A23UZJ2Mcy0YIifYUOFCqsuJMOYpxPGYw2mFr6wpB4OC6Nu32cbpdh1qtoNcVNFsazAhdbGMVZTW2ynNGozGnFxdoBjVEkRNGIdOtLXSmqDVqYASu5UEOYRxhC5tSa+I8Zn+yj+M6uE6lakuihFSnPPD6B+i6HaIoRseKfFRQFoaoLMksC9e2SYsCC8jzHC0l0ywjiWMGgwE7u7sHDUrJZFrF5riOg9aaubk5fM87NEi8ro566tw54jjmDW94A169zgc/+EFuuPtuLoYhM40GRafDjm3zwvY2HSFYaLVwpURqCHLojwbMLswiErAyybmPPs2rHnw1WZhXJxtjKqWV1ugyx3YcBIqZ9iwaTZmXnPqB9/LUQ29hcWERrTVZlGFZFkpVJycO3IeFqEKo0yjDsyvUUFApBKvsRYk2BqElFpXnjjaa0qpOnNooPNdFlNXJTlChW8ZcN0K16Q/6ZLbHlbU1Hnn6aW5++cuZO3OGq1evsra+juM4rA0GPP/ss3SlpG1ZPL29zd133EiaRYTplPaRDrrUlGlJotNKEdWxMDnMLnUJyxDjVyMIVZbkQCREJYLwfcZhSJYmYNlo2yYtSnAOlt+BdYAjBZQl1mRCr9fFBD6F1gi/4jRKqTCmJAxHzM52kBJsu0WZOsRpTMmLedZ8ZRyuf6gyxoRU3l7/ryrLstjf38cYw97eHrZt89BDD1Gv11lfX8fzqqDl62bG1xutPM9ZX1/nypUrPP3003S7XYIg4OjRoxw7doyZmRlOnDjB0tISxhiSJDl06Y6iiObeBdq9GdwTZ9nPYTiJ0dEYNxnguS7GqWHbFkiLbLyPZdvYrs0kTkn6m1iOh+04KCEowgnx809wqtdj7r6bYGaJOOhSZAqDQecp0nYqhLvIMQhKVaDtOlmRkkufyWhUeZCN98mLkjhJKKZXcOpNlFJ0HAvHspiZneVYrYZXd5DdJi9c3SCLxrz8jjuYm+3wic88xq33vwbL98nDMZ1b7sa5w2W8eoH4qc+j9lTlFSgEQkpGu9s0XRud1Il31/nAn3+Mb37dq5m/917WH/5TwqtXyOOCIslJc01jtk4xKWjONBFS8KEPfYiHPvU0P3L2Zv7JP/lGsARKlySjsGrOHAtdGrxWALqiYaR5QdBqoEqNKTRCCoQRSAlFVmD5bgXiA7ooUWmJQFAkZbVx9GzK0qZ398vpf+oT5FFeCQ2aLqPhCHt5gbyb8cntLU4/+lf86/f8KP1CcnFjlzlHcSEs8J77c5anQ37s1Uv8zWbG/TOavCiJdrfwVYoSmjKoUTg11PwJvHqbYvMq3ZkecRhSpgXYEmyB58fc13JJJjHZ5pAye7YynxZw5MoYoxQs1HGWjlOW57GE5JMfX+X1yxd5653H+eNnt3hgdQfnxFF83yfP80Mvyd3dXW644YaKJ+d5hxuP6zSTL1hC/JfgcP2sMeanv/S3vWgJDkJADkrxZVq0viQbriIt2NjYJKgHzC7McuTWFTKdMt4fYQU2JtcYu+JLKTTJNCExCZnJ2NzbZDQaMjO3xNk7bsLzCjyvRIgx9UZJkW8yHG4wmWxiyRFmNKQlJd2gxpkjR2i5Lul0SjgeYcUxuiw5OttFaonIK3K87VpQVCOfjY31isTdaiBLicoU02wKAdx85mas0iItMiwjUUYzTSYU0wIR1NBpitvp4Fb/ObEdh6uXLzO9rlgCptMpxhiWlpawpKTZaFCr12m32zSbTaDy5Nnb3cU+iAm5+aab2B8MmJ2dpSzLSh3SbDKzuEgYhhjPY0MprGaTzZ0dNiYTFmo1ZptNhKoIok5Umdb9xv/x23i+y2RnXPnVSCgpsS2LKy9c5pX33st4MsKybMbDMe12G8922X3391Zz/KKC8X3PR2lNqUos28K2bLIswyiNLhVBIzg4aUlKVR4qBIWq0C5dVE0UgHStAwRM4XoepjC4jk1RlKii8ggzRlLkOSpTzM8vMIpTbr3hBk7edhtPXr7M1cuXKQ4MZ7e3t5lvNlmeneWmlRWKvT3inR0sYXF07gg7aXVdIsmSDOFXY1JRQM2qEY5DIhUROJV6zHEcIgPSdTFCoG0Hq91mGoXEeUGpFNg2zXqdMM0qU0tjCKRNmMeEYURjNKLRaWPqDQZ5AuRYch4/aGDbHdaubeEHHRxHImULy7do9Jovsqq+Yg7X/19fQSVJwlNPPUWn0+HMmTPcc889TCYT1tbW8DzvMK7ruqfW6KAxCcOQJ598kmvXrnHmzBne+ta30mg0aLfbCFHxseI4ZnV1la2tLWzbZm1tDcuy6Ha7HKsH+J0ug1RhxrsEeUERDqk3m0jLxjg+2rKrMGLpUBrD7s4OZTwlaDQwlodWOel0hNlZZXlhEf/IKVRvEeHWUNqQJClquo9Xq6PGIU6zA8kUy/UQtTm2t7fIhtuEm1crdCaaoqYj/LTE7G9haY1vcmqug1MIvFYdM3eaSZJilYLAsXBXbqC7f4lGNkaZFkkU4sRjesdPEOUKN48ppyNqjRbpzWcoownldh8r05RFgd7t43RauM2Mh59/Hnn+01zYu0T75E0cf9Nb0GVJ/9w5nvjdP2SpVsVz+W2fOIpptBu85S1v4S1f/xaSKEUVlcm2bTnYgYVWGktY1Fo1ClViOTb5OKY136WI0sqY1ABUqkejDLZjVwarxmAwSGEhEORJQRmWCEtgebOcePu3MnrmGfqPPQmlIcsL8iInmPEJn3uBk7fcgN9ssLO3y2YU41kebZMw3FinHQ6o1evM3f1GRjlYaxcRpWLu2GlkGmKmJWWYkqgNhNcnKxVOvUmwsELuOBRa4AaaLE3wPR9aLdzxlPqSRmiDKhXTUYzBcNKTLJ2aZfkVL6NcOsMb/9lxfvv3foM3nezwvz76LP/iAcVrb1yifudJBh//HGEYAhWvt91u4/s+n/nMZw4FX9djrRYWFr7omjJ5isniv58F/JXVrwOfFkJ86OD2N1AJjL5kvSQbrvUr69z34H147cr1e5pXCkNcUS0uUSECGkM6SRAeBH7A2pU19rf2uf/V9zF3bJ6d0TZhNKXbEWTZkM2tdXZ3L9NogNYxEHPmyBJHGg3mPZdaUbC3tUVLCnwhkJ7PfKeLKEuyKK68pEpFnkM0Cdla30KVivn5eVzjEg0jcp2DD8sLy3i2h1M4qFgTTSMmg8pN3QkcAsfB8TwyIeg0m8SWxWQ0wi5LTJriGoMLCClpdTo0azXaMzO0ul3SNKXZbOL7PlmW8fS5c0wPIhIW5uc5eeoUN9x4I5Zl8cgjj7CyvEyn0+Hq1at0Oh08z2NmZoaN9XU2plM+c/483/g1X0PkuoyHQxa7XcIDV2tMyRtf/0bKSJFGVZxNUPMJi5C7bruLcX+EMorSKAIvQOcaKQRxFOH7Pujqb5aWGZ7rVo2rqswcLWGBAlNCHueovKxS5UUVoi20xJEWUpdooyuEC41VVrsex3KRhcCxHaSSqEjh+N5BPiRILISUSE/ia9ifTtnY3qbheYyzjFxr7rvvPtbW1ugEAQvNJrOdDqtxzMKJE5w4eZrNK5fZ6e9y7PZjlHHlRC2UwbYtPMcDDXma0+q2KE1JmmZEjiIXgtLz8BsNru0PmBqDCAJMELC9v48rBMNxhuM6GHykkaQacruBabXYjiKinRFHFiV+o0dZ+BhjMx5FwD6OO0cUKTyvQOUTfBEgsxfZDZYBlLW/h9X7/8367Gc/yzvf+U6azSZJkrCzs0OWZQghDnlavl95PY3HY4QQdLtdHn/8cS5fvsw73/lObr75Zp555hn29vY4duwY0+mUp556ivPnzzM/P38Y+fWKV7yCubm5SnafhuxEOV7/MlK6eGV8cCxapHkOdg1hJIl2GE4TJuMBftynMzuP5ddJ0gwdjmB3lZn5BRqLR5GdeRQWeZaQjndxdI4IWjgqRdgWhPt4RYrl9oiSKWa4Rbp6nmx3F6vmU44n2JnGb7do1ht0lpaZbmziYNM5fQLdnuP86jXiq+dpz83TPXM7dyy3uDLzAN/48/87P/WNMDszS3vpCFsXn6PuewiV0wx8Bqokq3VZ297n7KljuAJypSm3hijXw8wfIfq1X+eOW28DW7LzuSfYePwxWkvHad9yG2/8yX9HGSfsP/M0/c99Fk8IykxV3oJ5gTSy4p0WqtrwWR5lqpCeZLo7xW+6lLlCa8Mv/+x7+NZ3fAtCSSxLIh1BmWncWjU+5gBxN8ogHAESbGnhdG383gzHvulbGXzuHP2PfZwiLRBKoA7sdaZhiFWXWI2A3e1tKDX+yROoLOG2G06xZ+XYeYPG8Zvwl29g4+IqC8dPs3zsJM+v79Fvn+L4skHtXsNMRwBYRmHFE4wlKTE0urOoIqcIQ7JwjB14uJ0mblBjMhigJiGLZ08zWQ3ZCofceLxH1llAIPjz3/5V/vl3v4v3v++9+MCvffoF+v1Ps7+/z9mzZ5mdna3sk4xhY2MDYwy1Wo29vT2azeah2v4LGp4elqzymv62vizvwC9R3yuE+DaqsJYfvJ4D+5WUMeZnhBAfpbKHEMA/N8Y8+eU89yXXcH3P924xtzxLlEdMJ1MKWVDv1NCiisdxPQ/lqAoFcQWNeoNRMuKxRx8nT3K+9k1vYJxNOP+588i6pN5y2OsPSdMJShlarWW6HbDtHu12SdsOCbRhOhgSFTlWUeA7DoHj4siStCyJ4oialAg0nu+yvbvFYG9AQUGz20S4gv5eH9dxyciYWZ6hVqtDLphMppAaRpMR9UYdu7BZXFzELhxKxyUEpkqRlSW2ECzPzVHEMToMKYqCuXqdhbk55o8exRw40V8n3sZxzBOf/SxpltFutZidmWE6neJ5FRegVq8ThiH33HMP3W6Xz372s9QPVCKtVouLly5x9epVjh45As0mptVCBwEbUYQVx3zkd3+Xf/HWt2IKXRHRdVGZAVoKNBRpWVkxKE3rYGRAZsCpeFZCywNIWVPkReXVYvuUhcKSFkYbdKFwZKVmXP6h97D7U+/COXCrNwY8y2Mw2q/MDdFVMLWS2HYVrC2NJItyHMfB1jbk1djRDySUVdNm2zZBYDFj2yjHYVgUXLt0CScICIIAx3EI85zBpUtcKgr6167RtiyGu7sk29vIrkCWkiLKEZ7A9d0KiYurvMWszMCFLM3xgdLzCFWVXhAZQ641VqNOQjU2npk5RZIYsrTEYOPYPkpD3a8BEdOwQMoWnjdLoX1Wn7tEs6UIfAchfKQUuMLB8xrYsgWyoFVv8cn/+ovIq6Hye39JpmR86RJC2MaY8h/6c7xYvetd72J/f/8wH3Fubu7/Fu1TFAVpmmJZFnNzc6ytrfHe976XOI556KGH2Nzc5M/+7M9wHIder8fFixcPfbmWlpY4duwYvu8fOtDbts14GiLyBDHaoewuY2cTilqHMhqShwNEYw6jCmzHYWd/RB5PccdbBL6D1IrJaB/HKMrhdoWcL59AN2dJCg0qIdldw1MZVrNDxzXYto+MJ4hGA618jBcgspyGyRnsD4n2R2SrEe2leZZuOM784iJed5bC8qh7Q7o330Q+e4yLn3uK6VOfIl3v0zoZkswuYTdnWCqn/M73fwMXzj/P6aZH3XO5UAiceAcF1LxFtqcJW7t9WtNdvIUOnVM3ko2HxJ6HWD7F+//0o9w6cwyVFuB6KGNQWcnwhcusP/45dh55mNap47RvOcvZ7/6XZINdBk8/Sf/Jp5FS4TZc3JqLlnXC3QkqL7EtG1VqhKg4YNKRSAPf/M++iZf90EM89e/+LbqQWKWF7Vs0F3pEaYoZTCjS/AChrwRBXrvBzD330r3n5fQ/+XEmn38CcdisGYSASWnoeDbJpERcHjPaGeE2HaL8eRq9NoHrYM0eQecpG4Mp6oUPM0oMO06TrbBkfXOLWaeEzjKitwhpRWC3mp1K7OT65NMxJs9QXg1rboWgNqRME8qiQDYqZD6oVxu0M1//MnrPXEOFKdm1C3jS4pu+/bv51X//C6ysVKER92/ukCmH3zjw2fr93/99jh8/fugkbx9wWK+T5gF+/dd//UXX1BdAuL4c78CHgcUv8NC/ocp0/TEqPPLHqGLEvv1LLu6/fe3WgflzD1g9uFx/rGeMGXyp13jJNVxhOEX0BdrWOIGN7R0gLW6FimTDFLth47ZcjDZMRlOeffY5ynHBbbfcxubVLYKmz+LsIk7DxngGIz2M8XDsDMueIsQA17FB9NFa0x+NMdMpy+0WbhBUXl1CYKQFUhAWBfV2B89o9nf6rG6uVlDpTBvf85mMJlh1iyzKWDq5RNtrI5KKlBhnEbrQdOa71K06NWqoSFMPamRFQWEMyhiKPCdLEvb39thbX8eTkhPLy7R7Pdqzs2RFgRLi0Kl3Z2eHa9euIYTg+LFjLK+sYFkWOzs7RGFIo1lF9dx3333s7u6yvb3NvffeS3QdeQKef/555ubmuO/Vr2Zte5vG8jK7ccwHP/ABPmIMv3jqFJnWzPd6jEdDnLqLzhXCE/QaPUQpK85UXMXp1Jp1kjjG9yqSu1QWZVZSZAV5mUMJ0vdxbQetK+8uVZRYjjyUEFvCqhCusvLqKtMCT/qMp2NarRYWFg42pgBHOMTjiCRNsJs2SpVIS+IYB5MYylThuz6pAG3bOLZNt1bDLUteNT9PP8uIypKFhQU+/OEP42iNKwQ3nz6NX5YEWtNeXmDh9AKWa7E4v8CwGNLf2ae93MKp+xU8LmxKVYKAZrtJlCTUPZ9+WTIOI1JRjaKtICCaaCxLI0WLRrNDHGUMhhEzvR7bWyHNZhtVpgjhY0loNJZYXOywvDLD5sYYz2vguG0sK6AsIC1C2l6bT37jizRbcBg/9VItIcTHjTEPHlz/DWPM2//Ow58B7v6H+WRfXl26dKlyKg+qgPYwDA/Rrclkcui2DbC9vc2HP/xh0jTlzW9+M+fOnaPT6XD77bcTHJx/jDGsrKzg+z6e5x1K6q+H2vcnMVaZ0LBBNNpooxjZbYQ2tBpdiqyg5tpop0Z/NGa6+gxi5wo118EYTTSziNPqUpaKjiNpLR3FNGeJcUjzCCseUfds3KKk3umibA9ndhGVJRijQZXkhSIfrTPa22Fvb49oc4+5xQXmZmfpLSyiDOTjIb7nUr/3fvap0b+6itq8jDctWDx6Ar9ex2y/QCkgCGrIIubmuQaD7U3GuJxxC8ruEbx6A2tmkdULH6P42Ee447WvJi0yfGHIggYfW53yPW/7On7+Va8hueEMjWadLEnx6wGZMaS7GbNLM7iBQ7a3xdVrl9n9xMPM3HQ7ndvvYPl1X8f04nnKcR+VTQl3t3DLgmQrxJJ25cvnVNzS0igsITHXY1mNQGeq4m/5Dtg29W6LeDjGdVyUVtSXjzP/mtcRLC0yPv88T/30z2KXOWDQqUYVBikhyksK6VDrBgTGYPs2zZkmZV5tdm3Lg/0Rtz1wB3/5uasEokLR5vdfQLs+VuMWzjCgVeS4aY3ambsZLZwhufI0vslxsgRf+jhHTqDyHJUk1IKATArcrk26vcZ04yoYsDodHGMYjUbMPng3ajokfGGT3b95luZNlZHvP7p1mfd+bI/364Lj/Rh71mZ+fp577rmHu+66iyeffJJms0mtVsNxHNI0ZTKZHDZqL1ZGFZivMEvRGPM1X873CSF+Gfjjr+jF4beAN1FlKP7dtAxxcPvUl3qBl1zD1Ww2K66cdTA+ErJS1KQxo3iMXbOr/EJXMB6PubZ1jfULa3R7PQI7wHEdgppPLahj1yzclkuuDGmaolSMZ9m4XkCRD0nDMTYZTlni1wIKXY3xtJRkSjEdDnCFoOX7DCZjtiYTBru7hCZjsd0kUxmWsLAbNjrRHFs5Rk3UUdOSUTjEZAan4dDqtnC1i5XbjLaHWKnNeDdEuS5TIBGCKE2hLJns7WErxWKvx0y9zpGVFWQQYDWbZJbFRr/Pc88+SxTHpEnCkSNHmJufP8xfXFhYoOj1yLKsIibu73Pq1CmeeOKJwzFGURSEYcjRo0eZ6fWYTCYsLi7iui5/8id/Qq1W4x1Jwi0vexnGdUmNwfEDHCzSLAYHhFfZMeR5NQpUliYuI2zPwcXFYCizEtvYZOOMVKUVupWW1Np1iiynKEqklpjC4Hsek5/5VxR5jhSVj5cpDZaxoczwhIulLCwt8aRHHuYkWQLCZrgxxFt2kdICu1IIZXGB5XmEQGoMqdaVRYPWlV2DMXiOgzjguPm+TziZ0HZdZpeWWOl2mW5uUtMaExUMwyHTaIrVrmwpun6XSTphf2sft+MyVVNyu4A8RNd8LKOxioJWu4W0bfplyX4YIqWP1i6+X8ey6zSbR2klmsH+BGM8tG4wmW7QqPcwRhDHNRaXzjIc7jAcFrTbBUWRI2WG57VpN9vY2ZexjGMg+i+7dv8fVv3vXL/tP3jsJRmodr2eeuqpAwFItSl0HIcsyxgOh6ytreH7Pr1eDyEE6+vrPPbYYzz22GOcOHHikNPS6XSYnZ3FdV3q9TpxHB8iXM1mk0ajQRzHTCYTjDFMp1OOHT0C8QCpS5AWDQm745gICOozTMuS6ahPvHGJ8Wc+Srk+oX91TLtd59gDp6mdOc1sp03t2E2UTo1BoihUQWEEK4vH8aMdTH+TwbOP497+KuLBGBddWR2UGXlRokSFtGkMveUF6s0mC8tL+ELS6LRwOjNMmkusjqZkyTbFqM/8idPUFuaQUuLMziOCJqVXJzcSFY2J7YCj9zzA+b/5a6yVZTzHwgQNnt0cMrt8lL9auYlXzbZp5AqRRDx2/io1f5affMN9nFw6hVdzKZMSU4Ld88kQuA0X27exAxstId3NUKEi3PokPPwpZk6sMPPyl1FbOYI3v8B8rUk6GhCvrxOtbaD6e6SDXbJpjBCV2bPne5x76L+vrHA8B0tKykwhtKbMFG7gY+PQfc2raN14A8nlp3n+/e+jtdJl67kXmJ2fRaWKHInruuRFibEdFjwLy5VgCfJxhtvysB272oymECzWkEbT8F2KKMVOI2YXF+nc+Sr24pJ86RSokuloj3hjFWE5WAsn8Xpz6O2LRFGI5bVJsiGlUyONIuxkitPuYWpNWrU6lhQUcUgubewgQCURjmXRmOtiKYEeZ+zt7fFzq23+1StO8L2/co5yeR5zQIY/e/Ysq6urrK6ucuTIEeI4xnEcGo0GR44cwfO8L72wpF1d/jPV9YSMg5tvobKf+bLLGPOmg68n/1M/w0uu4bKlQ1qk2I5NFlcExkE4IM1TlKVYqC3QaXWYpBPWr6yzub6BTC1OL56m7tQQUmBLmyzNkEHAZDolTidIUeD5LlKWVUyGyLFtn/F4QM91UVSjn2g0xCoK8smEQAjmWi22Nzcpp1Oi8YQwDGm1mog0RSjF8UZAveazcvoI+ShnsLdPtB/h4lJr1LFyizSuFEU1UafWqpEVGVoVSFw82yZMEhzLor+7y/72NiszM3TqdW6/9VZEEJBZFntRxFPPPEOqFBpQZcns7CxFWdLv9+n1eofEXCEEo1E1tzfGsLq6ysJBU2ZZFutrazzykY/Q7Xb5948/zvdaFrfdfjtbW1vs7e1RFwLbGMKyxAhB3bJw6nUEMNfrcf6ZZzh92se2HTzpVehOCq12m82NDerH6ggjcHEIw4hoP8IKLExmqpyvQkAOFJUitShz8iij2WpiC6eK5pF2RUYtwTEOILDLypNHCovSDdjTght+4id4391382Cnh5SKXrdOZCBWCpRinGVIr8ortHyfRAhiYFL9cnj++ed55JFHUErhWBZxp8NukvD444/TSFNOzsxgmZzSVTipjYwlbsclvBCxPd2ifbRDTdUwdYPbcKm1A5RRxFpDWUKaomybMEkxVg3HDVBljVI5NJpdLKtGrVbHkjNMp4bRaECzcTNZntGod8gLQRgGxNEEzz/OZKpxnRLfF6iiQKQRl7777V9sOf1tvfRHii+Wr/iSDrL2fZ/J3vhbDAAAIABJREFUZILneUwmE8qy5PLly0wmE4qi4JZbbuHo0aNsbW3x2GOP8eSTT+I4Dq95zWuYnZ1FSnkY39PpdNja2mIwGGBZFs1mE9u22d7exrIsPM9jY2ODer2OUCUq6DANp5jdbaJCYZwAK2iw2+9TZinFzhXC808QXtlj4/KY1TBnthR0Lvc5c+/LMZ15pqMBabmPFTRwW3Mk6v+i7s3jbDvLOt/vu+a119pzzXWqzpScnJwkQCYIYR6VRkb9iO0Ajdg2AjIJ2mIjudhcvI2toDJop2lAQOBKDMJlEBGTQAJJDplzTs586pyad+1pzeN7/1iVwmvbTcJHJPf5a9fae+2961P1vutZz/N7vj9I0pQsCCnPn6N/3zLz+y4lMxoYpoawmiRoKMQMvIB+v0971xxmWnDpNU/Enl1Ad5tEwuTE0hLlcAmEguyv4JYZeZwR1ZrUaxZFfYLSdEDR8YdDBBpS0Vhf36B96TUo4QakMZtH7ubEd26l/fhref/738/LD7yb2laCPtHlfGxQ3zpC4ylPxeiNKfKSMi0xLRPSnOn5GVZ6G6TDFM3SAYlpGWRexuLlezl99wnOHl0mWN2itaeJ2nbYXN9E5hbTFx/AnV+kfs2T0Fsdoo11wpXzjE6eZHTqNJapghCIEsqiRNdVyiRDKgpTV1xD49AVeA89yMaNn0KUJQvPvprGlc/jhte/kjzPidOcQLeYVQQZJR1HRXVU0ATjVQ9dqTAUiirIwoyJJy2ybja5++tfJ3UmQTWwdl1G2Ghw5MHT4G/R1Cq3ghJQ0hjFMNGcJunWClv9Po5MMUcDkBJGm1j1FmWRU2QppVApai5oOkkYIeIAVUAehQSjANd1qV+yB7PV4LebDv1z/8A7/uEs09PT+L6/M+SxubnJ1tYWjUaD1dXVnZuKhycXP//5z//ghZWEyPhf9C7xvwghnkC1n5wB/sMP8yZCiG9IKZ/zg479c/GYSrhe/rLDVSler/RCfhqADoONAbnMWdi3QKveIoszVs+vMlwfkgwS6k6DydYkSZBWpd6wGtv1Eo/CLDAdgdNo0GrWWF9fpSwzNF0iREE/DMiTmIaiIIUCZYkGpJqGpmkcX10lGo/RgKjIwbYwLItCCC6/7DIumZ6mlgnGmx5eNMZLPCzHwtXrxMOIPM6Zac9WVi+xQhmWCEPBqbt4UVbRxqOIfhCwubTE3tlZ/MGACy6/nCgIWF9eripbW1uQZbTqdaIkoTU/T5pl2LUa6rbA/WHrn36/j5QVEf5h9+AkSTh18iSllFiWxeMe9zg++N3v8u4XvYi19XUG/T7v+Ou/5iqg7jjsarVYG4244pJL2Oj3cW2bhuui1OucXF9nam6OdttBBVxb37ZMUuifG9CtdVFVDVVVkHFJTa1haCZlICvdll5CSmX6XeSoQkPogjIu0TQVRa1wEWRlJVjNFTQ0ykySKwJZlpzv9bj1/vv50+c8B8qStTBkstOhXxSVDsGyGAFraUrQ61FzHNqmSSREJWAXgi9/+cscO3aMsixRhYA4Juj3ObU9tdjpdlmcmSEa9FCbGtQkoi7AAeEIZvY9AbNlEoiAslZWzK68RJU5mmFUU6SmwTCKcEwDbJ08t5GyBbIJaHheiq6beF5Es7WbTvcAq6urNOoaQogKbBkorK97QFxdaJU6utGhCAoue/xlnHgkiyviMd1SBFpCiJcByvbjh5H5gkdDbP0xxMbGxk77cHOzQvycPXuWNE256qqrWFxcJIoi7r33XpaXlxmPx8zNzXHRRRfh+/4OV+vhidmHdV8TExMsLCzwwAMP7IjuhRBsbW3RnJyjF+W4mkRS2faoskARJcPhgHQ8QIkGZGcexDtyhmg9BqHwtEsu4uILZll8+kXIXQcYRSnBsTswdA3nwBVEeYbIC4x6B7PVhd17UUog8qg5TbIS0iBgdRSilxkbm5tMHXwcXlpy8NDFpI0ugyBA+CXj8ToyDKiZGlns05qZI14+hZGm6PU6uWaimzUKoeH31kFKcgRS0REq5EnEqtqiOHE7uq5jrUS87I9+jfvvuJVv3nY7z33ps9h92eP50z/5Ezh3klom8TKT3QuL/OXH/5IXv/wl1KWLu7fJ+l1304hcRK6g13TcuotoK9jdJtIVmFFOEqdsneqjNcYkYYBhRQwfvJv+XYcxVAu9bqK2utjzC0xdfTW7X/RSyiQhXFlF1VRU00S1LRTDqHxaB5ss3/gZouV1irAkIebMzbdx57e+Se/Gz7C5NKbm1pnWK5u0XqEw27QwZmuEfkCpbms8axpZlNPeN8l9Xsb5B75HYdQQeUKepaRZyGp/E9epYzomE67J4Ph9iDioKNPJGDlYRdEN9rY62AsXEyUZxdYq1PdTSkkR+sgkwlIUdFmShj5mewJD18mDMcnaGmmUEUVDCk0gpmbRFnZhrY14hTXNl7WQ2dlZFKWq1vV6Pe65554dDlelo7XJsuyRJVtQVbfUf7kU5Z/IFB51CCEsoEYl3m/z/cp7g8rO7AfGYyrhmmjVCZMUCkFSJniJhxd4GLZBs9GkaTfJ05z1/jpH7n6QIivQpc4znv0M0rxiRMWjBLXMSKMMs2FgOzau6xDHq9x95iidtkKj2UHXUs6dP4lp1Ci0ElXTSMsCyzSrilYU4ek6cZKgmSbjscdgNKZer+OFEVccupiFXQv4gz6BHzPcGjIcDnEdF6VQGI4GTE1MY7dtRCy2W2clpmmi1lR8LyCPUhLPwxuN8IMAJU3ZPHuWmq5z/L77mJybIweGUYQBdCcnWdvaotvtAlBvVCbeFSulQhUEQYAiBHlZghAkUYRQFNIkQVEURuMxszMz7Nu3jw8eOsT9993HiZMnuf3229lRI+p69dlC8NDZsyzOzGA4DtJ1+faxY7jT0/TTlKZh4CcJsixptFqMFYVxvc4dx05y0Z49JEmCKgS6ZqNjkIcJoRdh5FU5WVCxtpIsxW24CFlVvqQiKSmqErsQpKWkAPIsQ7dtkjynPTnJk5/4RDaLgnvuvJNdhsFIVYmjqDJvrdUYASNdZwwk2x51uRBomsb1119Pr9dDVdVKWxOGOKqKRUXBr6kqZZZxdmWFbDBgr7tIlmZMNSeQlqwSrSwg8RJSMppOg6OnH6K10ERzqvcRRQFxXAFMTZPBeEyhGygixTAFUiqkaQGo1JwOimIgpcqF+x/H5rkN4igmp8DUTOZa+wEIkhA1U0j6CVOT0/z1U5/wyBZXRlVVfOzGTcCL/9HjF/2j527+1/86jyxuvvlmoqiCM3qex/r6Omtra7iuy8LCArt27SJJEh588EG+9KUvkaYptm3z1re+lSCoTJW9bb7ew+a+7XabyclJRqMRn/vc51hcXNzRcx0+fBjHcXAsrZrwkhI9T9mKU9K8RMs9yijCDHuMjt7D8r3HUBIoyDm4OMfzfutniWotEmGwlWokUYBtWuSDLcYn76O75wLUuYsYJgWqO4lhOrSbXQrdIkQnK0qi2KeMAqJgROEPWN1cQ5/cxenTp+nMVP6qSV5hiprdLv7mKse2Yp5cd6nZNopukEtBmSbIKCTKS4SqItMYoagkqChpVMGRFYWou4g1s8ATf3WRpdf9EqdHHpPpFjd98kP8t9//T2R5XF3QI4m/4nN6fIZ/8/wX4tRquA2X8+fPY6QVNiaJJKpREo8T5i7eRX12it0vezn922+hPOtTqgXhMIES3FkXqSmMhwNKqj1JegHB8hJrt91EupljdDq0L9yDAhi2oMgSMi9CUXPKJCIeRzs3lFZuM2vPMbN+gnG7TsfWcByH2IuJ1gNiTE4t+1zz1IOU55YRWcnEwizOrikM2+HL3/gmo7GHsvcJ6FaNLA5R8hikQClzdFmQCo3zgSRpLDDbjkhHfRpklFmOPbuLpDFDbLqkMsK4cJG14/dQG64iihzVcSkKiUwSirxqjUeoqG4bfU6jXTOJNkcMTi2TDD2CtSGd/fM88dAiaeLy0EMPMRqNdqbor776aqSUbG1toWkanudx6NAhvvWtbz2yxZUEEHk/moX7w8V/AN5MlVwd5vsJ1xj44CN5g8dUwpVnCUlcEkYxQRISpRGaoVUcqj2zqKrCxuomA39A1q9GpCcmJxn3xuRmTq7kWB0LHR1Ltyo2lqNw9vwSJQmOM43nrxBGQ+J4jXq9jmFk+NEaZVighCGp51F3XbKypDce45gmg81NxkGI3WwQWhbPeeaz6OY5y+vrqN4YPUkYDDdptVs4toOaaEy2p1BigZZqmJpZEdbThCyuvBZHwZBknDBYWWc0HiOFIFxbQweEZeEChedh1mpMOA6FpvHQ8eNMzcxQZhlJHGPXasRZtgOZG41GPAyrsm17R5u0Q6YPQ0zTJAiCqrRcqzE5Ocl991et7IeJ1k6nQ6pp2DMzmJpGbtvEtRpbaUovCGjU62Suy3KakqQpUkrCNEWzLFLHQXcczktJfzBgqtnEqdVYG4/Jk4TM89irm9RMEykhi1NMy0JJVBRNQyoKmapz9MwZpicrnQdCkOQ5Bdu0OSHIyhLNdbHKEm16mnNpSj2OsQwDVdfJgGdedx2ffutbGcUx0jBwVJUsSfjQhz5EEARV8isEZRThqip1TcPVdeyy0l/Zuo6SZUx0OpR5QZqlbCxtkBsF1CAUAUpDxZ1xeeCBB2gvdOi2uqRGRi4EzbIkVxRsJWO0/XcaxTluXUHXq8RvPC5x3RZRpFIUOpqmk0QJmqYx39lFb3OTMpeItBpVd1WXJInpNLs8+JpXPPLF9RivcEkpX/2/ek4I8b+G9fyYIwxDPM/b8TocDoeYpkme5ztU+OPHj3P27FmiKEJRFC688EJWVlZ2dJaNRgPbtmk2m0xNTaFpGrfddhtlWdLpdNjY2GA0GjEajZiamsJxHPIso0ir80N/jGNalLog2lrFLBO2lpfoL62iFRVg88kvfjKTz3wKo+YsQVqZVwcby7iuizu7QOyNqOUpes1FkTloFnesB8zVdOY6exDhiHCwQSIMBsMR8cYSUjNYP3eW//j+/877//3LcdtNwmiI3Z3CcpoozRlWTh2hbSk8fsrCH/YxN7cwF3ejZQlldxavUBFFpUEzDIMkLzEVSYFEFBmJ76PbDeI4xt/qo417tOf38lB7H4rvk03sJ/Q92oWC3bKYmZ1l9dgAL4W2VHH3TnLq779LzbaxHIvpi7pkeU48COidWKc20US3Iuaf+mzUazO2ThwlOLLEnmc+kSCsDMNFEjE+OqLrdBCqAFPBVnREFFNvQr5+GqdTpz/2UP0KJ2G1bEokilZpaxVVoGoq081pHNdl/vIrUKMxIkzxDvsspfDRT/w3bqHP6k98jNLUScMEd7ZLLgU3/M0XSS0Xc2oOSUmeRAgBqm6iKwJNVcjTBE0ryIVCvdEkNqdJnTkoQ4g8vFwhXjmHEgyxbJtVP6Q+vQsntcmjEEUIsF2EqqKkCVngocoxea1BrdFGMQ2c+T2UR+4nWx5S69QrrW4Q48dgmiZXXnklx44dqziF2wMek5OTeJ7HnXfeyZ133vmDF9XDoeigGj+6xfsoQ0r5AeADQohffyQ2Pv9cPGYSrte84rukSUwRJ8isIPEDWs02cZKwe99usjhjyxuz0d/g/Po5Om6X4caAA1ceQGYSRSi0Oi3cpktnoU1RK+gnfU7ccxLTNal16whhYJpdikLwlWvewHNveT1ZNmA02kRRPJQwREkzNNZxXYd2vc7J1TUGwxGKodOxa7zkxS9i88QJMAzUKMKMY8J+n9l2ExSB5dpouko0jnAUhygJCf2QfFzpnJJxQpkWmE0Tb+yhWYLRyaqNMOXY6KbOgQMXMj05jaoaDJKEYZqyvr7OrOvSdl0aMzNojQajPMeLIra2tijynGw7+VE1jWC7VZFu+zIGYUgYhrTb7R0sRBSGSNiZgpJScuWVV1abU6uFLwSaZTE2DHplyelTp2i4LuOiwFIUsG1yXUdYFg8Mh5x/6CFalkXLcSgArduldBx8TWMA2I7D8vo6tSiioSioQqBaFoppgmGQbFufmEJAo8Fw27zXUFU000QqCqkQ1QSpqjLKMiJNw5qcxO10eOl73sP7f/EXefMnPwnAJ9/8ZqIoYmN9nfn5eVZWVvjCF75AHMdV6VtKdClRyhJzW7dmlCVlmlb2FEUBaUquwyjIUG2VMMxxbAe9plOzbcpaSb1ep95xMdoGZVBSRAW1ukLb0MmBrTimVauRlCV2TUdRSnxvQClLsrRGFEVkmVNNj2ai0v54KYUoqOsNyrQkysPKBDyRlEHBsf/8C49ugT32K1z/nxBCNIGfBn4euBj4wWNNP4bwfZ/RaLQjcl9YWGA4HHLttdcSRRFra2s88MADHD58mH379rG0tMTzn/98yrJE06qJrqmpKfbs2UOWZZw+fZqvfvWruK5Lt9vdGaXP85zXvva1/OEf/iFBEPDUeReKjMxySZ0JBpqBrWu4ZcTqHbdy7vAR8rDAtR1e9MZXMKhPENYm6EeyAgSHHq6pocZD9FYL89DjyAMfURbEBaSRz7fvX0JKyTP2tznYkOiKIAgDRJnT760TnzpC2Rvwe8+8kknNZLI7iV2zKLOEvMj5yEc+wr892EWfnmbiwktwGk3KAxeT5JLxaEAx3EQWksJuoOY+SZGhWC55OCKXKok/ItxcpTm/GyEqzM3n7znNi50tbKOB0p7A+/aNHJiY5v6TJznYupAhQ9YLgZ7BZbubHLv9HtRcpbfuE+oFU7tLgpWAC3/iMuTCfpbvuQPWVjGWz2PVHTQ/ojs/iW6aqLqNlsWUpoo9a6HYKsk4oWbbxOsxjdkGaZKSpzm6WQ1rRaMxaJBEMYZhoGmVR2yZS3RDwWjVKNOc9uJeammAe/VP8LWvfY1X/0Q1ZfxHv/gCSl1huD5g/5MuYdya5bZvf5ui3kXRLaQswNtAlCXCboDpUCoqWalQEzlFkVFkGUoakmQOKgVpWWLrBprMMXWFvEiplSr21ARm0yWbfQphkmGtPIDRnkAqGoU/xjSMSiwfjhGGRmrVKUIPLIvm4/czPHGWfBxiNB1WTq0QRRFpmjIzM0NRFDsWVlLKChn0KEMmAfKxVeECQEr5J0KIS4FD/COatJTyEz/o3MdMwrWyfJ5mZ5I8iaGQdFwL0xDUjBqpn6BJjeHWEJlIXOpk4wwt1YiGEY3pOp3JLo35BtItCeKAjd4G64MNGp3GtlheQdENhJJhGgY/+8D1DAZnKIqcoqijKDUS3UMYY2RWtZ7WVldZ3+qjWSZNx+WJT38aSysraGVJ6fsUnkc5HjPTbLJVFKiGQVSEFQsqKSjzguHmEAKoUYMY0iQlDVO0TCMqIhKRUJuq0bUncF2HmakZ2o02RVpQRBkiTRFBwJ5ul/b8PFanw7gsGfk+wzhm4HlomkYcRSjbWq4kCNA0Dcd1ASilRFNVFnbtQlXVKqkxDLIsq17nOKytrbF3717arRa//41v8NHXvY40TTHbbdJt3Uh/PMbetQupaWypKsvr65RlSbfbxW40aE1Pc+7cOXppyu/ceCMff/WrWd/cZHJ6moGmcfPf/i0XTU6yuH8/qqaRJQkmUCgKiqrS9zwM22YrjomkxFtfZ3piAs22iaREAoZhEJUlT7juOgC+dN11OyPHX3jnO9na+r6foO/7vPb663nDNddw1113cfjwYaSUmKaJISW2lBhCoBQFFlBXVSwhsG0bR9fJkwSrbqE7BpnIkLpEqpIsT8m8FFMxEZogGsU05uqUWUl/2Mfu2phxSeoPwLaZtG3iNEXPc3IlQ5YOqmqjKTpSattC0jZCGqRhikxLJpqT2KqNP/SxDRujNEi8hK2tHvPzu1j9n1bQD4jHeIULQAhhU7UVf54KA1Gnojg/ZluKnufheR5ZljE9PU2tVsPZ5t+ZpsmZM2coioLp6emdivNwOGRmu60/NzdXoWl6PY4ePcqDDz7I7OwsrutW7CRVRVVVXNflhhtu4OzZszwx2WDrzmP0j/Zw5x2mn/1UivYcopT0xz799U3ScQYRXPuypxB2Z8ncWfwkZ2vsIbKYSbsylzdUlTQrKtxBUSILhd5Gj2UvReYpW1shJ+oCs6xh6hbjOEMtBJaqUo4jlEAwvWsPnXqTaLWPXq+TRlvEZ4/zmmc8jolmneaeAxSdXYRxQILBehDSVTVif4xoTCC9PrFmockCS1MRlk25tUGxeoqOaaLnMYVporemeclVKVpzAvfsGfrouIpBsRnxjq99h6dzjJe89KW4rosQgr/9+hFOL68yMTGJomoYpeCLNx2jlCXfW/N4+sUncS7scu/N92NoBi/86PXc+Z53cMPnbuAtf/r7aK1Zbv/m35Le/RAXXXwQq+ViTTaJ1gfoteqaUhQ5hmWgNCrvxNUzqzQaTbq7OpgNhzyIEapAd03mX/V6ABJvyPi2L7NxdIVvvuEdtG6/Zef/SWu2mH/BK7n1//krztSmOHbnA6A5aI0aIhwiyxJZZFBKhJ6i2HVQNEyRoyoaaRRjkqNnOXkeg6JSmHUSu0OapxhmjlprkoVDaqqCVA38/gam02A8fQhz9UG0PMFw6pS1JoWiU26eR44GyGITxbKxZxeQCBr7JFqZ8z/uOk9RFFxwwQW0Wi02Nzdpt9s4joPneZw8eZLLL7+cm29+lMtY00F/7FS4Hg4hxLuAZ1IlXF8GXgB8C/j/T8I1N9nGC31MzcAfbVFzXFRM3IaL4dYpNMm54+do1ptMNCa46ZZ/4Cef+wL2zO1BbSkYTuVh6Hsefu6z2evRnmhX5qCpJBrGqKWKYVts+T2SRFIULnHskSR1dF1DVQ3AodRD/CxmK4BhbDDfmePqp17DOAzQkgQly9gcDLCKgm67TSQEWVFQA2pFiiEUNFsjCRJyNQetssNBA83RGAwG6KXORrBJo1nn0oVL6bQ6qELF0E2CkU9SVFT3yB/Rthzqk5NotRpeHDP0fSIhGA2H+FFEvO3fF0URzVaLZrOJum2doKoqpmWRZRmGYVCUJTXHYTwe4zoOeZ6zsLDAeDwmSRKKbR5Wnuc4jkOtViPPc5rNJo7j7AgfjW1R+NLSEkeOHGF+fr6yDZKSLM95y1OfSmoYtKenGXge9588idHpcP+pU/zHu+7ilre9jad98IN857d/m2OeRzIasb6ywqWHDpGZJqdXVoj7fYx6nXzbzPtpH/gAX3/jG3neH//xzv/NkSNH2L17N0VR8JLf+z3+x+tfz28+61mYlsXXv/51fmbPHs6dO0cYhlV7ElCFwJaSuqqi5XmVdG7rtwzAUlVEnmOZOkIXBFmA4RoolkJOTkaOKlSSPEXNFKJRzDgdU5gFVsckS6r24ZRuYNsWcZ5jC0F9uxqY6JDnBcPhEF1z0Q0dyzKI47IiMNstVKkSBRGiFJRhSTgOmexM0jAbrCytPPoFlvKYrnAJIT4FPB34W+BPgb8HTkgp/+HH+b3+d/HpT3+aXq+HbdssLy8zOTkJwMzMDFNTU+R5zuHDh5mbm2P//v28733v473vfS/XXnst+rYNV5IkrK2tsbm5yfHjx9mzZw8AZVkyHA4xDINarcapU6cIgqrFZc5O0lteQ0oIexHF+nm0eptcUYmDkCRJqLddrn7pNdSf9CT8xi5WhiG94YiGodBtNhBFjFQUpKqTlqAoOlprkjQvCFJAlrzg4CTfPLHJ3q6LVkbIXEONRtQGZ+kaBdbVVzA+s87kxbsJPR9NV8l8j8HaJsUoZHpujtq+S0hqbZKzRxGqipdJhF5nywuQuSQ+/RC6N6Bz+ZNR8qo6r0gd1VCJVQ3dsimHm5iz+4gGG9jdaYqiZGp6hnDrXs7cepp+fQKAl73s5dzw1zfwK6/5FYqiYLHTZHVrgGEY5EW1zp9+cIa8WbJ2bJncLvAHQxRFsLYy4ml0uOXwBvse/wJ6dx9h6J5AnjjJ5z/1TT6XfJb//Jyr+U/fuIPTH/mv1J64l3jYxz8xYr7r0twzz9rGJtIBb8NDlII7bz3L6z/zoep9+T4T06y3+PNfehPj6H7e9lffYP07X+XwNTei1TssHT/CF5/5YtYHY5L1HmqeQjBElDmlUFCKnFLVUDQNlQIl8RGFjqoqFKWKpoCS54SjPlqZozUnKCUVF9G0SUsFVQqQgmB9nfzkMQxdp2hN0JrdQzB3ELMMyVdPUfpjiAIsTasqX4bJeHMdtYxRkgh7dgHv5EMVomRxEV3XGQ6H24loVeE6cOAAc3Nz3H333Y96fckwQAaPvQoX8DPA44G7pJSv3pY8XP9ITnxMJFxv/rm/ZzAO0YSgt7VGy3FQdIWma1FzahSqwqlTp8j9jMn5CQ7fc5h90/s4sP8ApayI3kVUEmYhIQEbg03q3To1zSbKYnS78nMqzIJUS2k05hgOU9bXtxgMQFEm0HULqFMUAYZRsrJyClWZYn5+N3NzcySJYJx67KrXOXXmDBawd3KSc6urGGXJwV27kJZFo96ggaB/ro/IBY1ug9XRKqZlkpZpZQMz3cDf9JlenGJ2apaaXiP0wqrsqoBiKIhUkCQVtX66M0OUSfwwZBgE5ECc52S+T5mmpGGIouuVibMQKIqyw/Lxt+/A250Ow+EQx3EoiwJFUcjznLn5efwgYGJigt2Li+zevZvfevazMQyDX/rAB/jSddfxnve8h7e85S3k20nd4uIiiqKQZRkXXnghcRyTpim+79NsNsnSlHa7zb//sz/jfa94BZOTk9Rsm/96000AfPpVr+Jpf/AH3Pq7v4sH0G5ThCETjQbPet/7AHjvy19Oa2GBxHFA1zl54gRf/p3f4ci5c/zfb387Ukp+9g/+gLd/9rN84Z3vBOCL73oXH/vYxxiPxzSbTTqdDp7nUZbljq2KoigYioKaJFi6TsO2MfIckabYioKpKFiAqWtITaVQCyzTIiVFUzQUXaDaKqVWYhgGiqagWRrY1eSiXbfBBEVTsFSTKIqpFzm54yBUlaInIao1AAAgAElEQVQsSYsxvc0hZTmL64IQEkUp0fWCznSHclTiWA6rGys0tgdF5qfmSYO00vW4ne8jjh9pPPYrXJcCA+AIcFRKWQghHtM4CM/zUFWV48ePMzU1VSXZU1NMTk5iGAa33HILQRBw0UUX8fGPf5xnPetZPO95z9sZbsmyjH6/z9bWFkePHmVmZoZ2u81wOMS2bXbt2kWapoRhyNzcHEtLSywtLXHJE/aj1AzqUw7BZoR3apXZxX1sSQPFMFm86iqMzS0alz+O0GxQKjrLGz26ts5ct8Wwt4EYrTBRMzHcBtbsPtR4zDgtKTULRy1J4j6TNYV/c6CDEY8w6k3SzSWM9WNYQYzTaZKQ0jowhzk5ibR0hufWQFeQg5CpyQmM9hQROt+97XagmpQ+uH8vcv0kcRSRnXiAtO8xefE+yrWz1PYfIh5sEplNIsWldelVjE48yF2Ry9NiD4qcIhjT2X8ZwdJp6jWLp7zqOUy2O7zsFVdy++E7uYU+N7zwIJ/91i3s23cRU0+bZ3DbaZbTFlIofO+8z5HPfIG3/J+/ycf++0d54gVXknuSCMHrX/R8fu6G63nr7r2I9CdZWVnhnTd/AYD/66deyW996RM8jQ6vfO17+MuPvRt33xyXvPAymhc/CYB7P/YHXPySF/JHP//rJOOE+8YJH/13v4HpD/hFy0VKyWs/VUl//uIv/oL3vvG1nLv+xdxx9CRBmuPo52jU64R+j8KZxIzHZIN1pD8g90JKVWDaFla9RaGolIaJCAaIIkPU2yj1LqqAskgxdY3UDxHjPghRTYy3plEbE2Sqi2VY6JZFsQFq6FP2ViENcSZmSc06ZXMaW1cQ3pDMG1CWJYMzJxgdP0VnZgqrXSdbWULTNPbu3Uu+jSm69957mZubI01TrrjiCoIgoCgK9u599OiqHwZ8+q8UkZSyFELkQogGsMEjgJ4CCCkf+Z72o9oAf+UFn0c3TDb7I0opMWwXy65h11todpOT59Y5d+4cChKr5nDP3d/j19/4JsKipDBzrBmLWI/xZYAXe+h1nUQmqJbK/IXzFHqBXtfRGhonzp/goVP3U5YhSTyiVjNotS1UNaPfX2JiwqIsI9bWzuCNU5rNJpdcegGmMSZOtjh79l6IEw7u2U06GDDTbHLZvn3sbraYKgtqnkezkNT1OsWoIOwFqIlGy2hWF7ykqlgYUkctVaJBzNryKmmS4doOSZDQ2+iBAMu0MFQTvdBIwoL1IKAwDMZFwdpgwNZ4TKEojH2fmfl55vbu3WFnxXHM0tmzqJqG7/sEQUC71WJmZoY8z1k6d66yH8kywjCspjE1jV6vx+TkJBdccAHdbpdbb70V3/d3Rtmf//zn71TOHk66sizjfe97H29/+9s5d+4ctm1Tr9fxfZ8wDGm1Wpw4fryiDHse1157LW6t0i69+sMf5vrXvhbDMFhdXWX37t07gEfHcdB1HYCJieou9qeuu45PvPGNVeJYljs2RjfddBN33HHHzs8PQ/ZM09xpnYZhdfdvAl3TpA5YZYmeZUzUaogsQysLdLtKpGbmpvFTn5iEQAakIkFz9Go4w7XQHZ1SlAhdoNd1pClpTjewWhalXhIpEe5EneU45oQfsFEW9HWdoWWxHEC9fiFCTAJNwrCBZe1CFi4ykNRkDSMzGCwPaLttbMOGDJIwodVoccOvP/4RrS0ppRBC/A3vPf8iWv9IBvVr4vAjsMn4KBVZeUNKeen2sccDHwFcKpbNL0gpx9vP/TbwGqrZhjdKKb+2ffxK4GOATVWCf5P8ZzYeIcRBqnbiK6g2sYPAZVLKtUf0y/7zv8OPZM/68Ic/jOM4nD59mqIoaLfbtFotpqenabfbO3DTh2HDn/nMZ7j99tvxfZ8kSWg2m4xGIzY3N1lbW8O2bTzPwzAMrrjiip1pRsuy+MY3vsHXvvY1iqLgVS94Otp4k+L8GskgYrg1ZM9VF+FceQ1nExPF7+EWAXvmZtBmL2AzVTm/uoYuc/bsmiXoreD4G7TzhNbsDEp3hlgqlKqJuXUOadWIO4toeYLrOpTrZyqGlqLi33s/qqqgthw8CdHWJrpUUOo1eueXuUubpl6vE372q1z+lD00H3cx31pLcF2XNE250AgJtjZR3SZBf5P0vtNc9rwnIRUFfXqe3HJZPXofRnuSsIA4jnGKmFbNgqndbKyv0ZjaRZFVwwJpIdEUwSDK6OglU94y3cdfw/0nzhCHIUEY0VVSrrzicvLzS9jTU3gnl8iSBGHp3Hj7HfzEngtZW1ln+cSIxfkORlenec0VlGfO8jef+AfOeSHf+973+Omf/mlM0yRNUt70+T/n6XT449/7dd77ng/zlF+4hp995av54zf8Nj/zip+hs3+OtcNnWQsUvvbJj/Fhb5VP/sIbaDg2c3WDQz//TMos4dtJm7Vj96FvnERtVno9y9AxNI1ct1HsOsnaKfzjDzI+tYphmaiWgTPXpTQs7EaTdDykzDN0p47enaW17xDxeEA2WCdYWSLcXEcmOfpEG7s1gTG9i6Q+Q4nA0jVENMI1dUxy8tAjCUPsWo1C1SuNr2GipBFaMKJ/6iwiSOgc3I3SmSbaWMF0G/zVfcuUZUmr1cJ1XZaWlti9ezedToeyLPF9n9/8zd98xGtre8/6zL1/dt0r9s9N7Rx3XvS670kpr/wRLOdHFUKIDwHvAH4O+A3AB+7+3w3+PByPiQqXUsQE45As8pmZ20VeSOr1Goqpc25lmdWzp8njmG53guFgg1/7lX9HXlZO5LVWjYyMIi1QhEBBIdgKqHdc2hMdZF6iWgoPPvgg51fOkYmczmQXvzSZWtxHkowQogBS9uzpUBQj7rv3DtJUReJiWtPkuYVtC3q9ZbK0wfRckzuPH2FxZprL9+3DMUySwCdRFFq2jSsFxGAYOu25efJRjpqoCEVQZCWiFMhMsry8wtryKk2niVWzGI/G5FmO6Zjoqo6UEsMyyPyULI0xi4IoTUl8H0cIRK1GnKZMz88zsWsXUZ5jaBpboxHh9hReKeVOYjIxMYFuGGR5jmkYO4L6tfV1oNI8PdweGY1GQLXpQeUAsG/fPkajEVEUoes6xx56CD+owHSHDh3iK1/5Cp12m0svu4w8z8myjGK7ZdedmGDQ76PpOp7n8b3Dh7n2KU8B2LEa6na7pGlKlmU7QmFVVdE0rUqUTJOnb9ubPGyMmmUZn/70p0mSBMOo+v0PDwE8TP7Wtplq1nZr1VRViqJA0XU0wLFtZFkisgyjaWPXLdAgJcW0TbZ6fbS6ilarIWoKiqpQaiWFUlCIAsM0iLIIRVUYj8eMUw/VVlAdlUGvj2rquECoaQzTavpxxtUIxVZl1aO3yPOQOF5j164nkMc6SqQQb8UMwj6u6RKNIxpOg9AP+fvfecajX2Q/HPj0Y1TtvX+sTbgeeJuU8iYhxC8DbwfeKYQ4RLUBXUI1Nv13QogDUsqCysPsV4HvUCVcPwl85Z9+mJTyKPC7wO8KIa6iSr5uF0Kcl1Je+6i//Y8wHp4K7vf7POEJTyDPc2ZmZnBdl3vvvZfbbruN8XjM/v37WVpa4itf+QpFUWDbNp1OZ3tQIkNVVXRdp9frMT09zZ49e3YE9V/84he58847ieOYffv2sbGxQUekJDKnaLjYnSYLV12EccnVHFn36AdjGoZFx9bI2/Mkao3eYI2mLuk2W6w9dA+NuM/swUPodo3c7SKQ6NEI1bKQzQ7ZudO0I49CEahxC03XoDtPsXyC+q5JTh9+gKSv0Nl/Ae6eC4mjCH/pFIZl8cxpm+W/uxX5xlexEoYc6Y3I85wgCNjY2GCpKHjmLofg/BkMP2HfM65Em9+L1pnm1gdOcWCxi7lwEXK4Tr58lnxzg+bVT8acmCVCw1AF+fJD5K1Z+oMhYnCeOM0x3Qabeg3fanPm8GH+y0c/B8DbfvWVTGmCSDFI5vcTK4Kz0/uJ4whRFlz4jBdyNg1wLr2KZ/9bm/TMUdJak6i3RqPb5Oon7WP2/vNoV19NLU/59Oc/z6/8UjWs8t7X/zL12Rbv/P034kw0CdfX+Plf/gXyNOND7/ojfvrFLydKUt71kXdxxc1/x4n7buFXf+tN6I06yewBPvrlbzGvrWGGW5UQPQlRJudQtBp5EqFEPpplI6cWMTbXMOsj0nGEoqmEK1voNYto7BF6PqZuYAoVxRpSeFuo7XmGpYEWR6jrG0QDn8yLYDpCMQyUEvRak7Q0kWoNKVSCNEQVJqJu44820RttsOuV+H51CUyDiUsOQZZiuA3UIiNTFJLA58CBAyTbN+zj8ZizZ88yNTXFqVOnmJubo9//gRaD/2yUkU8ZWD/4hf/KIaV83fbDjwghvgo0pJT3PpJzf+wJ1+ue91HSLKZMM+anuxRZiEAjT0KGWwMGm330IsSqmYSjHnW7ag3FoyFKzSYN1EqIrqQsb63gdlxMw8SxXbI45eTyOTaHm0hF0qy3aE+1MVyDXM0J8xDDnkKzVHQ9IU37jEYZuj6LZauMhiMuvfQakEPW1o4RBDad7gE8r8fTn/EyZidVGmWJrijM1Gy6pWRaEdTSEoFAFiWlV6JlGqUvEWNQY4Xzp5dZWjrLWm8N26rI5EVa0G1PEAQBjXoTx6qRRAn1ep1UTUijlLZeRyQJC1NTbI7HFGlKo9lk8cABBklSCXjTlMD3ifOcoiyJtrVLD1eL0jTF9zy63S759muazSbD4bD6uSjQtAq6OR6P6XQ6tFutilxclpw6dYozZ85wwQUX0NvaolarkW1XyRYXFhiORtx4442YpkkURczMzNAfDAh8n3q9zmAwYGZmhidfey2KovCZt72NXq8HQJZlbGxssLi4yKDfR9U0TNPEsiziOOaeu+9mamqKT33qUwghKt6W69Lr9XBdd+dCBezcWdm2vaPdsm0bTdPIPQ9TVUmjiIZlUTNNlCSh3WmjOhqKJUCFRCTIQtKZauOnAbnMQRZopgqGIFcyNKuqpoZZQFGU2IpFTXfQNZuyrAxrqyEGHS3PmXYdekCQpmCN0PURvh/g+xat1iXMzFicOrXCJU94KudPnCc8HhLJKtka9UaMN8Y/3EILAf3RnSKlvFkIseefHL6I74vYvw58DXgn8BLgM1LKBDgthDgBPFEIcYZqQ7oNQAjxCSoh/P+UcP2Tz74TuFMI8RtU2q7HVMRxjO/7XHLJJTu4B8/zOHXqFA899BB5ntPtdlleXqbVapEkCefPn6dWq2EYBkEQEAQBd911F1NTU9Tr9R1K90033cTRo0eRUrKwsMDi4iKu63KFkxB5Y5xmC2PvNLrjkrQXOdnzKIXKQrdBuLXG4lVPYz2SpP0+DhmOpREvH+NQXaE5txt1YhpFCKx6jUI1YHoXjNYRmoq87CqEbqDHAfloC3ViHmViN3ef3eQ7dx/h/iPnaLVa7KVPlq1zwQUXsFy0mJ+fp9vtUv7UHDPT0wRBQBiGNBoNfN/n4MGDrK6u8uVj53lSr8/u170Z+9zdHN6IuWjwABfUayR5yVdvuZ1+v89LLt9HQwHNqpGhEK8vUfMHiOlFvvB33+bZT38qkd8jOX0vUoBmWqgHL+e6D36c/+M1P4O7cAEy9lFbk6xubLLy4D3sOvQ4vK0Rpt+jdFukScbU9Cxe4HPzygqG4ZCMfTqjAdHsLtTnPpeLn9Knecd3EUsJH//L96AIweBNX8dXTNAM1CxlsLbC9OJu8pk+Zhrxhuc+B91tsSglx5eWmb32WbQuuZxvDQukF6EP76KdbCKlRpnGKLoBZYEUCnGSoBcFMo3Rswiz1kI9eDlKnjA8ukQ49jE0o6rkl9W0uZBAVpKtbxDGAeoFJY1am6Q9i9leItwYkPZDyiQj8yOaBy4gsxxio44sJbnbwrJtVMOGPEO4TaJcoinVlLila4xPLpPFp2jOT1O7bJLEmSMNE8rTp7n0+c/hpptu4t3vfjd//ud/Tq/XYzgcMjs7y/nz51leXv7hFplqgWb/i67bf4kQQnwB+CzwBSnlmUdz7o894bI0AWWOH3k4UxMUqARxShx4xH6IWkRMtx2yQpLrJS948YvpBznB5gCZGpSJJIxC+sGAVqtFOA5pz7Tw+h6nj5wmzmLm98+j13QMx8C0DZIyJU1TLMVCNVTyLCfDRIg2qhoTRQOyXOMFP/mzSIb0ByFnz/rs338h9bpgceFxGIaHzLYo8gJFVSnKaipRrdUQmUoe5qSDBDXSUAOVbDMDH269+dtsbvVwGw4b/U0uOngATJiZnCH2Y0qlpBQFURYhpKDMS3Rd58KLDhAPI9wk59TyMg/8v+y9eZCkeXnn9/m99/vmnVmZdVd19VU9PXTPwQyDBobhhmHByDtcq9UKhQQ6EHKsA68VazssrBCGdRhhy1qjRQdCsqwD5AUkjuUYDSNgRk3PQU939XT3VHXdV96Z7336j6wuIZnh6JUEEdYTURHVb76VmREdb+bzPs/3+/meP8/zzpxh7vhxfEmivb9P33FIJQkpikh8HyeOD/Ug83NzqJpGu91mc2uLqclJACzTPGQC5XK5w2kScJh3NRgOqdfrI8J1qcSpxUV6vR5HFxZ44sknD9PgARRFYWpqimKhwOraGspBaLQQgq3tbWZnZ8nn8/R6PR577DH29vZG56jqqLkMQ86fP89gMGBycpIkSQ4p+jdcW6VSiYmJCdrtNo7jMDMzw87OzqiZimMANEWhZJqEnodpGPi2jZNl5ItFIiGIs4xSoQBRhO/7GEmCHwYYlkBRNDI1I5fLgTpiLVWLFYaRTaolCE0gTAnDNPBTnyRLMHMWkRwhGRLj0w2EKohERCiFSJlGliSoqoYThuQMg6lcDk/TGMo9LKtIHCsoShvbXuPMmTk6nacJ5ITykQpBNyBWYiRdwipZN3ehxfzdCdeYEOJboTgfybLsI9/DM11k5CT8FPBmYPbg+DSjCdaN2jw4Fh38/neP/60SQvwffOcIn698D+/tH6U+/OEPH+IgCoUCAN1ul06nQ7PZJIoi5ufnR58xhsGHPvQhWq0WV69eRVVHqQydTofV1VXm5uZot9vMz8+zu7vLV7/6VQaDAXfccQeWZWFZFvl8HsdxQJOw5ieQcmXiLCNCEDOauCpphLv8NC948UtohuA7Nn5rh+laEctpUSnpGBNzZIqGt3oFbXIetzJPECVUNAnVKJB6AwJJR04FojjBUK9DBv/+ve/l6tWrNBoNrly5wqte9SokSeJ5z3se/X7/cJrd7XYPBdOmafLKV76SXq+H53k89dRTfPSjH+VNb3oTMw8+iKqqPLSf0Gw+y5qq4jjrDAbn8H2f155dICmMUZNi5CzFdh3e/9FP8EtvfS1SFPGm17+WrfXrRHHMR75+FcMweLAo8e//6jL/3S/8NEKV+K0//iS/8KbX8EcPneMtLz7L3IlF3CBipWUz1lpHqXpIccTnlnd42alp6qUaVuKy73nE3Q7XH15i8md+go4fMf26t1CPe2TFMS6df4zOhRUUkSJr5ggRIZk88/gSfmuTan2CuOmT9r+BnCuhpDFSkpCvVKk0GnRjmbC7R71aptPpIPkucb9DFsQYAozKGH4QUihXcPa2EUYPY/oE6ok7yNkeWtcm9AN8zyd1XTTTwMznSPyANE4QQYKuLpFNHSVfqCJPzKFIEr2rm0RORNR22X7oG+gTBQpzU6N4MN2kdvf9ZJpF4g1JvBA1jUkcG7p7RBlYYyUS20cEEfH2OnK+gx4HmC94IevNJg8++CB33nkny8vLzM/PMxgMqNVqqKp6KAf5fit1hyT2D59LEfg1RrKH9wshzjFqvv4iyzL/u/3hD7zhktKQXmuPRn2cWrnAXmdAHHhs7+wSp4CQ8H2oT0xTqkzTbrfoOjHFXI6u69Na7YEB9Zk6w2BI0Syyt75P1+ui5TTGxseQIgkplpASidhLSEUKGQhFkHgJek7H9V2WnlnG9hyGPcHPveudeGGTjY0d9vZCjh+/i0bdYnxcRtMGRFGfNE0pFgsYaUrgBwhVRZVGgEqRCSzDwh24+EOfnbUd+rs9NvY2cQIHq2piFHTUvEqtUkOkEqlImT96BG/oYVkWw86A/dYec1PzmJqBklN4euk8y8vLvODsWY6dPk2oKKxcv07RNNnd3UXRNKQ4piDLxJ5H2TQpVKuHgdXtdpuJiQlM00Q+GAEDh41KmqaHa458Pk+5VBqt5sKQfKGAODhHCEGz2WRqapRo0Ov1UBSFo0ePsrS0hCQEpVIJVVHQdB3DNHFcl/39fTrtNqsH0SfRARD0Rriv53kkSUKxWDzMhTRNEyEElmVxQ/rT6XRGonVJot/vY1nWKEsySdCThLyqEnS7VEoltDjGkGX8KEJPErR8Hi2KSJOEVAhkScJQFIScIUmClHTkHMwZZFKGUTSwbRsNlYCMOIkxFRXZkImiiGK+gGRItAZtlLyKn/k4PZeUFKNooCij9bc/tPFkiQRwgoDEsnDTlEjyMYwJ0nSfLNsh8GXIAjqdHXpugtOWOFo8xvjYOPPz8zxxMxeaC8h/60jru2m4nqN+Cvh1IcT/CHyav/E+fruA6ew7HP+79a3N3/8E/PJNvLd/lIrjmGvXrnHq1Cmmp6e5fv06tm1z4cKFwzV4r9fjzJkzLCwssLKyQqvVYmxsjHa7zfXr18myjJMnT7K7u8vU1BRLS0usra2Ry+U4ceIEiqIc3sgEQTC6PsemyWSVSM+jKDJeELOz9DheIug9/mUefMfP0y7M4+/vE9t9Zo2Egt+hXMqjGibxoEscR1iWhTQ2hTTcxTDyiFQQKwaSFqObRXxnSLsz4MKFC2xsbHD+/HmazSbVapVisUgul2NhYQH5YDV/77330uv1qFar7Ozs8Mwzz3DPPfdQKpXQdZ3f+73f45FHHuHNb34zr3/96zFNk69+9auUSiWefvppCoUCQRAcutw+8fWneVPlMuldt2GrOX7rjz/Jv3n3z6K113lsZY/t7Sd54cIY3rNPE4Yhr267+HGOd997GvfhLzH28pdw5MgRkiThn7/6fh69vMILziySJhK3HtV56vznOG2oDAdDXnfrbRRP3Mra9etIcoYlpSiTU2xNPo95VSaUZfr9Hh2jROfpq8S2Q7j5NIppUjxyApGbIrSb4HTIWSbEPgLQDYtMSGhWAeENQFEZOA5KoY5iaDjDAUbiE3oOXmdIYntkYUzouuQKBWJPQ0QhSRJDdxu9Oo125wvpn3+MwHZJ4hS9lCONYmL3gCtomRimiYgzjME+kZVHrU+RxiHGhIPY7REN41FEWtPD8zYJNdANHa++RFg/QqKY6GaVTDWQY48gEwghSO1n0WYnMPJF/ChEFgrG2Dhxv8Vtt7+Y1kGo+vXr11lbW6PVaiGE4PTp07z//e+/uQtNNUD74ZtwZVn2FeArQggZeDnwTuB3GUX8fMf6gTZc//VL/h1uv4WchoyVc6wuX6XVHYyiMtIUU9NJMhCKwdEjM6SKhT3o43sxjuvR7rskkoapWSxfWmbgDCiOFRl4A8qNMoZkgA+DwQCzauLZHrE6mhTIqoxiKVi6heu6PP7oecqlCmmY8crXvJLWbptIitnacrjtthcxO1NAUXrALnESIESCJsmIMCRvGBS1FLfd5rrnofkakiuhRxqpneH3PFAzMi1DMgXVaoXSWIl+MGB6foaqVSXxEor5IgQZTpJg94eoqsrJkyfBh/2dJg996cv4oc+9z7+H6tQ0mCZPXb5M3jDYbbXIKQpSlo1WgqrKMAyZnZ3FyzIC38fxPKanpmi1WiNn4UETFscx4QHsUztwOuq6PkqwP8h1qzcao3OTBEWWsR2H4QEDLI5jZmZmSNKURx99FFmWabfbTE9PE8Uxm5ub5PN5kiQhCALSND3Ur1iWNRIcl0rs7e9TKpVot9vU63U8z0PTNDqdDvV6/VAMH4bh3yLn3xDWy0KQU1WULCMvBEPfp1SpwIE7sZTLjUJ5Ac0wSF0X1/cpHTRyQkCcxhiKQaFQoFQqEYsY1VDxIo/QixCyQEbCcRxMw6RUKeJlHqmUMTE3jht7+KmPbEnEYYysy3i+T9/3GfgBnqIQZOCqymjSJsvYgY2sdFGUiHZ7mTj2efrCOlFUYnLqJF0lQ5Zkdvd3sfv2zV1sf0/h1Qc6q1cDCCFOAv/s4KFN/mbaBTADbB8cn/k2x//u837sxu9CiH/9rf/+Yapf+ZVfYXt7myRJmJmZ4Stf+Qqrq6v0+32iKDrEqJimyb333ouu62xvb9Pr9Wi322xtbSFJErVajYceeuiw4dre3mZ+fp5icfSZvb29TblcptfrHepjzsyPI3J5TFliEKVcf/QLGL0d1BRe/Py76Et5XMchXLvAsVqJ+lgV3CGylSMbm0UOXaQoJLOKyJJEvL+OXRjHk2wU3UQI6O6ukyQJ/X6fLBtl0sqyzMLCAlNTU2xtbXHnnXdy9OhRgiBgcnLyUEu5t7eHaZrcddeoj3/mmWf4wAc+QL/f5x3veAd33HEH5XKZz33ucxQKBZaXl0eomiQ5xGSsrq5y9913cyXLuLjh0Pnmw9x+++2koU9YP8LtBYfF8SLdpx/jvZ/8GvPz80zPG6imRtKxie2IoLWLaeapT0zixfCCkzNIksT/9Qd/xBtedAfHjh7lN/96hbePF/j8tSa3iuuo/R16O6uMn7yVJM2Y618lTaZIhEraa5Kmu6SDHgw6hBv7lOansWQY9NvkLYuBM6A8NUPgB6jDJv1Om+r4JGnXR6s2iIWMnESE7hBVM1Fkm0DVSOwBmR8S2h7xICDa2qNWq1K+RUY2LJRhlzBXQBLbKOVJrKNH8RwHOQUhCSShkCYJiqygZmKUEakpWKZB88pTDFod1IKJWSsT2h66LKHHGr7r43ZH2BnPDBiurmEKmXj8OEIvsDfwULMURcmhuF20+RNgWsRGnj/+7EO87o3/JSV7G/fZZR7edJmenuYTn/gEvu9z2223sRk7UQcAACAASURBVHaw3bh48SLvec97+OAHP/h9X2uxPSQefJ86iH+kOmAGvoHRpOtO4Hv6vPqBNlwqMUtXLnH//fdzfXWZ3d1dXvHqB3j0r8/heyFEITISP3LvPXRdh2a/RZwKYqGx1+5TrU9glHLs7PdJk5T+bp/IjqjUKyi+QiIlCASlYgnf8fEzn7GpMYy8QZiFRHFE5EZcfeYquSyHcAW3LNyCLjR2d/boD/u8/GUPoKoOUdRGViLs4RBFCcjlVCpaASMKD6dDXpqRV1QGbp+aUsP3AvJaDqWoIEKJxx9/nEiOkDWZ/WGTk2dOUCwUyOLRB1Znr0231aWQK6BKKpVylX63z+7mLt98/AJxGnNs8Sj18VFUwubKCqok4fk++D7aAUPL0HVa3S7TlQoFw8CUJPqOg14oEGYZJxcXWV5eRlUUfN8njmMmJyfxfX+UBp/PE4Uhhq6TJAn1RoPA9xn0+yNt10H80cTEBPZwyGA4xPc8Tpw8yaVLl6jVarz85S/n85//PPNzc9THxnA97/BO/UaUSRRFSJKEruvUxsbY298/hEP2D14rZ5pokoSSJNj9PhNTU+i5HGEco+v6CH1h20yOj+N3OogwpKjryFHEkfFxpCTB0vXR3XiaYsoyqmXRGQ7JF4tIisJwMBiB+jQF1VIPnY5RGlEql1ANjSRNkG2ZUIS4uERJTJZBu90hP5YjE6PwYcMywICe55NKGYNen0RViBG4YUA3DPGSBMol/CDABjKpSBAkgEKnM8C2wTAUZmbrpGlCozFLGua40n2GglG4uYvNYxQL/Z9ZQohGlmX7QggJ+B8YORZhNO36v4UQv8ZINH8COHeAdxgKIV4I/DXwE8B3i8X4ocVBCCH43Oc+x3ve8x6+9rWvcfHiRb785S/z9re//XB9JoTgXe96F91ul42NDdI0RZJGaJvFxUUmJye5evUqWZaxtbWF53nMz8+jquooSkYIZmZmDuN8jh8/zt0v/BH8MELOUiIhaD37BIZpEK47zN16mvzZe2gPHfzmZW47eQxZ00nSBP3YbXjNbaQkw7RKKIpMnEI6bCHliqStLZTJE/h7q/TFiAtWr9cxDANJkviDP/gDHMcZmWSuXuWVr3zlIUnc8zxWVlZYW1s7nJofOXKEzc1NlpaW+JM/+ROCIOClL30pi4uL7O3t8cgjj6CqKoPBgH5/tCW4cVN3/fp1ZmdnKRaLKIpCu91mampq1NxOTbDVsZE1ncB2EEdv59+evY4+UeLh0OLHjlX48/2Y11RD4oHDG09N4jd3cNQcIg5x+0P+1ZveSE6KcXSJn1EUVF3n+Sefz7C1h5VG3P7Gt/KN80/QyOW56JvcHYd4WhERhFiajJpG+P5IE2uYBpXjtzJc38B59hJKCv1nlxCSRK5URng20bCH5ziMT84jFeokoY8iawTDDl4YUy2X6JQrSLKEqmu0r+0ipwp9r4ckVinONtDqDX7vS+f4hTe9Btt3yB07C06PnW9eoVgqYpTyKKqKiEdbld71fcrjZXLzs8iTCxjNXSJ7gLO/QxYnQIbne0iZjJpTyaKMJEhofnMdq9OjdJeEF05TsorEsYSfCWLfJ2ztkLcMsrFpHnzFvYhwgLd+jc/82VME9/o0m03K5TInTpwgiiJOnTpFmqZ89rOfZWJi4uYuNs0E/SYlFN/+2n0z8F5GyRUvONCJ3njs2zqsn+N5/gS4B/g8owzFh7MsS7+X9/ADa7je+/JfpTcYUC1oXH76CRRV5+T8JP/6d/8L3nzk5yAasaJe94YfZRDJBHYbU1bZ6w3IZJ3I6SPVqnT2tkjCjGF3QND2KGtl4kHMytoys6fmkCWZiAg1pzI+Pk7P7ZFkCW7kggTr2+t4jkuWZRw5eYS5qVmWnrlMsVLkvhfeR0JMFANkhH0XRdHQdJ0gaNPudbE7XXajkDFFYVxRIE2ZrpexhIWqqWRd6IU9dls7JGpCkqWkSsb+cI975u6h0+8SDkIiJ6Tf6VOulFGEgiprbGytc335OlIi0XKaHD1xlNmFOS4sXaDf7DM1Pxqbx66LqSjIacrQtiHLmK5UEJqGaZp0XZfZRoOu64JpsryygqZplEslNre2UFUVkWWMlcvUq1WGtk3BMDAO8A8KYMcx1gGoUdM0hrbNzu4u01NTBEGAaRiH68hGvc7u7i71ev3QlSjJMrquH2Y5hmF46IDUVJWtrS06nc6hHV5OUwqGQdk0EYZBzTSZKpdpt9sYljVabQKZolCo1fD6fUQYYkkSku9TtKwRaDSOkaKI/EF0kHJAuK+bJkmWYZXLKLkcdq+HKZmIQFBUi+SsHOVihUqlgue7NHeatJwWmZ4h8hJGTkcIKJdKpFKKqqukckauYOFnPnJOouN5DFyPLAzphCEd1yPI58h0nUEQYCNwQwVJhBhmQhxl6IZJEAgQClGUkSQuSbJLqxmjlTUS6fuPyABuasIlhPgjRkTlMSHEJqM1X14I8QsHp/w/wEcBsiy7JIT4U2CJkWLsFw4cigA/z99gIT7HdxHM/zDXjZX8n/3Zn2GaJl/+8pcB2N/fx/d9VFXlgx/8IO7B+lzXdVZWVlBVlWazebhyd12X7e1tBoMBs7OzBEHAI488wt13302lUsF1XUzT5JZbbmFra4udrkMcBRiywGnvEfkeWRhw5K67Gb/jJaxu75DrrHHL9BRpEpPEEqIwhh0myJVJFF0nCj36SQ672xp9+YcuslWG9ib7ocbkZBXTNEnTlM3NTS5evDhiHCYJSZKwtLTEO97xDlZXVw9F8Zubm8zPz6PrOpZlcf78eR555BFkWebq1avcf//93H333XziE59gY2ODF73oRYRhSKfTOcyc3DtIrJifnyeXy1GpVOh0OiwuLtLtdimVSvz2x/8C0zSZnZ3l4x//OEEQjKbjns7PvuQWdp54mkJljuHVayiGSjw3Q+/ZNdRyHm65B2V/Ha+7S0cv0igVSHSLL237/NzdEue/8QS5SoVOq0VRSsg6u9xu5MDpYqYK6Bp+GBG093E7XYShopoGTTui53gE/T5GvoC3u0dhegJzbAI/CAhW1qnMjNO9dpH8kZOkWo7f+/if8pNveBmFyhh2b59YksmSjL2lLXRVwyqb9LcGRPYehckxUs/mHa+/H7/bwiiUQJWpLt6GVW0wbO2hSQIJQU43yJWLiGHAxKmjJKUGuz2PQQyZYkK5Tm1RI+wNkLfbRG6ErMpkWoYxZhJ4PsGuy+5n/5LSrTMox28j1MtEwy5qrwn9Ac1nh2TpM8RJTO0Fd6FZRbq3z1GQ5dFnvCTheR5xHLO/v8+1a9cOTVU3U6k9IDHl737i914XgX8O/IdvPfhdHNbfrj4K/Nh3ePw56wfWcKWhQ6VgkIajCIs4yYi9Pj95/GeZnJqiub/H2TvvQgjB9sYq/e6AMFMo5Qo4QcDiwjTtQZckTInDFKe9z/GZWar1Olv7HebrRzCFiYFBLp8jlENCJ6Rg5VleWUHSJYbegNZ2C1mSOH3rrYxVx7j01BL1ep2TJ08c3NlpyIaMqhoMBxAEDo7TwnF3CbubHC+XkRUVq1pBTVOquk5RUoibEXbTwe94dPY7PPrEo4xNjBH1IgZOn7e+5a1Ivoxe1pEsidAe5SCWyxV2N3fY29ljb3cPVVHxbI9Qj7j1jufR3euAAZNHJtGAJAOiCKfbxfd9isUi5UqFFFDyedwwJA1DItfFHwzYXVsjS1NsYHtzE/UAnWDqOlPVKq39fSRGtvdEUZgYHyfxPDzHoT8cosgyZBmmYYzE7ppGpVxGNwx2d3YOJ1dZllEulYgONC1Zmh66CG/otG7kbA3t0ZrMMAwsw6CSz9Pe3UXTdcw0xZckzCwjdV2OT03RGw5RNI0ky4iFoNfpkFdGKzpTktBlmVo+T+L7aEKgCoGeppiKgqJp+GFImCSUymUCIVhZW0N1XQqNBpqWEkcxUibRbXbY3dqh3WszDGwwIc4SiBKUREbNVFRJRTVVjLJBpmYM3AF2aGOLFCVnceLYMVbbbTpr66jlMomikGka+Xxu9CXlWQwGKYGvEIUBcRygahaynMN1Q2RZJYp8FEUhkQWZdpPDn5uAnmZZ9i+e46H//TnOfx/wvm9z/DwjsOlzlhBiyN9MtiwhxA07phg9RfZd9RH/0PXLv/zLGMZIz3cDMfKLv/iLbG9vc/vtt7O0tMSP//iPA3Du3LnD6VatVsO2be677z52dnawbRvbtlleXubuu+/m5MmTPPPMM9x7772UD5IiarUa7kH+ab1e58//+GO85IE34kU+QXMLqb3FkRMnKZ28g9WNTUrDLWZPLhLEKVLoo+gmUqlO3N7BFzK+5+IHIc5gnVyxhCIJ8o0ZNloDCsUaU5qG7/uHAdxra2t8+MMf5sSJE7iuy9bWFh/96EcPzS2KouA4zqGT8tKlS1y6dImLFy+Sy+Xodru4rssb3/hGrl+/DsCZM2cARmH3rnu4ip2ammJubg6A8fFxPM/Dtm06nQ7b29t8/etfH+kzs4zz588fygkKhQILCwv8n3/5TV5md5lfafKVhQXe+aq7SX2H/k6L/7TjoS1/gTe+7EfQi2MooYdk5MhbFm+cFXS8CMPK03l2k/zcUQqVKr7TRUQBid0nKc+j9LcJPZ/Es3H3u+SrJRIrRxr4qKUx1GIJXaRsXN3A3+2SK5aRcyXkQpsgCigZFnFzC3N6gZ953YuQDYPO0l8jT84jsgxFUzFLBuVaGbfnUpor8ulUYWx1j9opDdm3Cdq7CEWlKEDUZ+j4MmG3j1ouk7oDpGIJfe4EqaqzlQr6gxQ7lJDzNVJ3gJBVpLEZctMepbkOuEMM00IqlnEcF6e1R+/ZdaQ4YyJfofv0k0RZSP7Ercjj08imTm12kqTv4tkO0foqbhDSbrcPDVeqqh5qa2+giG4432+mkjgmGU07/l4qy7LLMJpS/536tg5r4NHneKpHgH8rhJjLsuxnhBAngMUsy/7iu72HH2jDdeXSUxw7dgzb7qHqBpahcfLY83j60hITYxUUSfDoV79Ctz/g1tvuIpV0vBiKRY1Wt0vRsKhVy7R6NpY6jlAlunsbTI5NgGqhJDpyJLNzfQdf+MRKjO0PMYomTuIQpzEM4M4XPp/J6UmWV5apj9U5cezECMAqa6iaRph4DAd9rJxJ5Oo4DkhSnsaRBUygbpqYmkpD16lLEoYT4WYJbuDQd/o8s3qFSI8xKyaplvHaF7+WYr5IkIVIgUScxPQHPbb3t9na2yIKImzfBlOQSCmqpvHgGx7E7gxp2k0q1QqWbBENI8LWEOH7KGHIkUaDBIhtGzOfp1osst5sUi0U6AwGlHSdXdcdNTWWRWt9HV3XKSoKJcNAShJUQE5TNEBKU5Qkwcjn2fM8Mt/HqFQYOA6FQgHf92m1WrTbbV5w991sbm6iKArVahXbcQiCgP1mk6MLCxSLxRE7Cw6J9cZB03aj8TJ1nTQICGwbU5LIH/wYlQqh41ApFlGjiGtLS/xH4N+98IWopkk0GJAzDPw0RY4iDFkm8zzULMNQFAxZRj3AdyhpiqVpREA1n+exp56iUSqh5HKj1ayRsb27TcftMHCHJCJBqIIgCZBSidAN0Co6KSlZmJEOEzBAzWlIpgBdEMoBcT6HrCg8s7rKIE1R83k6QUC+VMIwDWwhCOMYVRVoqkaQ5oE8YaThugGFYhHTtACDXK6ILINARpVvUtPg/b1ctv9glWXZTe5K//HKtm0+9alP8dKXvpS9vT0KhQLFYpH777+fT33qU4di99/4jd9gfX2dt73tbWiadkiKX1tbo1gsMj8/fwgINgyDpaUljh8/Ti6XO9ROXrhwAdu28X2f3d1dfvKnfpos8hmmCSKwOXHqFLUjJ9neeJZK6DA1f4RMSMiRi1auEiHjLH8T0zSJHRvfrCAFNhOmjFBShlqVVLc4dWrqEAocRRGtVovt7W0++9nP4vs+5XKZJEn41V/9VaamprBt+zCPdWNjgyeffJInnnhiFBK/v48sy8RxjGVZ/OZv/ubhpGNubo5arYbneezt7TEYDHBdl9OnTwMcmgpurFsnJibY2dmhWCzS7XYpFovUajXOnTt3CDQuFouE4ciz8QU9T76WR45jokGXYmOK8gNv4AHJ5LGvf53UG2JMH0f09ugPbbpb6yyePk1nbwM5X2L2ra/Eb24RmiV6UYpy7Tq12UmsQpV0bJbgr79If3ufxAno7O5QHW9gTC+iZxF+6BNYBYxyjo2Lbcq1Z6i/5rV4EqRr1xl2mmzPHONdD76dX/qlX+Itr74P58giSqFG3Gvh2QM+4aX8fK2AEoZEwxjVUumsdFA0mf+44aIoCm+xOugFi5W9NjlDx6pUCVwHJU7YW13Bdl18s0gax5ArE6g5MqGQJjKqJCPsIZk3JGrukIY+iiyjhiAVKgQo6GNFisUSW6vrKHkTyzBpPfQwR17zCsxTd5IFLuKYgb69Sm9zg2DoHDbPnU7nMCkBoFqtoqrqIZLoZkrSckh6/lsP3ayz+rvVczmsn6s+CjwO3GADbgIfB344G673v/SXCPyAiUadJAqZnpykWCxQHauzsb1He2eNUwszON09jk7ViCbH0TQZ2TAwM4WNrV1KuRy6aZJpOr7n4Qw8ktCjWiiTxS65fJ4wk2huNHFTl0K9QOInWGqOoBOgGRrdvS53PO8OLMni0uOXWDyzSONIgyxLR7osDUI/JFUSVNXE9zxUxWB2dgFFKZDE21RUhUnLYhowbYe8aTAc2PT6ffp+n/3BPi4Ok8cmR1l8QYxZMJBkGU3TiMKI3qDH6uYqQ9+mXC6NshfdBEmVOH78GAWzgO0NGQZDrLJFJjKcwEFTNWIi3GGPimVhShIDzyNLU46cOsVmu03pIH9RTVP6nQ7z9TqKprGxvU1RCEqmyVijQZKmqEBeUXD6fTRJ4sTiIrKmMfA85CCgIMskts14sUiz1SI7iHUoFgojO/jB3fx+s3kocE+SBCEEjusyOzvL+ccfP3RGqgfROrO1GrbnoRYKrC8vMzc7y9bq6uFrmvk8rTgmdhzKlQqLExP8/vOex4ULF7j1+c9nX5IY7u1RNM1RFmQcIwFF08S3bUJDRjEtMlkiU9KRIUNSiXs99CDAKhQo1Wr0d3dHujJdxg09rLJJkIT4sY+kS9i+TaImKEIllVKQQegCo2TgZSN3UhCEOHKCF4VU8jnGKhVykoQSRUhpSjtJuLa5hR1HnLjldtq7PcLARNPKlCsTRFGOOFbIMpkkUZFlHU0rIkSGYw957G0P3NxF9//FQvxTfR/1vve9j+FwyKlTp/A8j9tvv52JiQlOnDjBU089xYULF7jvvvtYW1vjtttu4+zZs+RyOYrFIpVKhW9+85uMjY1RrVaxLIt+v8/Ozg6u6zIxMYHv+zQaDSRJ4plnnqHb7dJoNPB9n5/7lw8ShA5KliK3N1g4Mo+uqaw9e4VJS2Vs8RYySSbsd5DKDaIsIRUyarFKGEco+RJjjVkk3aA/dDAMgyPVKsCh9qbZbLKxscH29jaXL1+m3W5z5swZZFkmDEPK5TKappHL5fB9n42NDb72ta+xv7/P7OzsIYxYURRe9rKXMT4+zt7eHnt7e1SrVZIkodVqYR0kTKytrVGrjejqNxiAr33ta1lZWaFWqzEYDIjjmJWVFU6ePEkul+Opp55CCEG5XOb06dOHqypd12k2m6iqygMPPMCmadLd7nLu3F8SxzE/9qOvw3DbfOR3P8bbbhlj+t5XYSwcZ0kaZyIXkO/u09/dJGnvoE8oJPaA+slZBmt7zDxwhmtLF/GSjK2vLRMlMpMTZQpWDsXrIFsFNhSdes6i1yhTqTtIQmAGQz7y8JMEQcDP3DqNdeUpvvGxX+MXP/yn/NiPPoAwS3SvPsVvfeEc73jxaf7VTBGvOyAexgw7Q+7Z6aNU8+SmxnjLWBlvvwNZhidUIneIFQ3Iz50g3t3Cu/w4iTNC+WTBJsLSSKwSSnUCr9cmlRXU8hiZb+MtLzFY2SYLMnw3wKwtY05Wcds9zGqJ4vwCs8dPIRcqxGFAznicnc/9FXFBkJJx+r4fwa4fQZJ0/vibDx9Gu/m+f6jH+9YpaLPZvGmXYjzsEf9tKsR3dVYLIb4EfDvR2H+fZdmnnuvPvs2x77RKOJZl2VuFEP8CIMsyT3ybsdm3qx9IwyWEIAwDKpXqAbdpknw+z+VnnmFzY4OX3PsjTE6Ns9fsYKk6klEELUfXCVldXaZUqWLkNDJFZmtvi6WlKyiy4PjiaWTdQNJztPttVKuImakUiyORp2Bk+ZdSCbfrcMvcLZSNMr39Hi+88x4SMyVLR81WEsakUoZQBCmAUDDMPGQxgb9FgI2qJgyGQ9Y2NlhttVgoV0jyeey9JoPdAb7jE4gApaggWYLpI9M8+OYLbLwC4iRid2eX/e19lExB6AI1VZANmSANkCyJWrWKltcIogDTMImlGFmVSUWKqZn09/v4kk9tqkbOyJH4CRV5dJccOg7TjQbb7TYTjQZ7Tz1F0TRZXV+nVK2ixTFT5TK1Wo38QcxIv9PBd11EEFCsVNCTBLKMYadDZNvMzs7ScxxEmjJRLKIVCmysrFCsVtF0HUWWR0BSSYIsG9HbhRiJOoVgbX2dMAwP73qMLCMvSXi9HrmDlWTZNNGEQAcIAsJ+H0uWkaKI04uLdDodBru7fG13l7N33kl7Y4PM9ykbBoYsY4chJdNEByLXQTYEsZQQSzFm0SRLQD4AoQ7tHpYiUc9ZxGGI6zoosowcKaiGiqwbKCjUrOrIeZgcZCsWDNzUQTJkCrU8gQgp5ookeoKqWAw9D18I1jtdzCxjkKYM0hRPllFzORYWjrA9SNjcsIljGcMo4vsxzWYXTRPk8xPIcokokolCGdsejeVz1n/GEMhlJAf9p7qpkqSRM3VhYQFN0zh79iyNRoPPfvaznD9/nne/+92cPXuWq1evYprmIT6h1Wrx2GOPMTs7y9jYGIZhcPnyZT796U+jqiqvec1rKBaL5PN5tre3qVQqlEolXqX75I5WSQvHyRSBSBKCwGO2UcOMfYY7q5w4fhKpNkkqq6RhAFaBqL2DEILYGUIUoi/eCUmKnUr0NrcxD/Ax586d49lnn2Vubo5Go8G1a9fY2toawZMPIoYUReH5z38+v/3bv8173/teXNfl4sWLXL58+RAobBgG8oGGR1VV5ubmsCyLwYER5YbmMz0ALG9sbNDv9zl27Bj1ep0wDKnX6xQKBVqtFqdOnWJ5eZnFxUWefPJJqtUqjz32GAsLCwRBwOzsLMePHz90dq6urtJutxkOhxw5cuQwkeL69es0m03uuusuPvOXX8OyLKanp6nWS1z8/Y9y5FWv4O65Blv7Xbx2H13dJhn0iA0TSdU4n1aZa66wv71FHAYouQJfrhd5i67QOD6B67nk+m26scCsTyGkBMXUydSM/bUm5sVLvP31L2Vm/iiD3XW+9j9/iIEq8b/8t++ivbGCj8Vvfu5R3vP2N9HfXh9pjR2fQWuAYijEwGcsnX+5uo8Awr6DmFMZSiaSmmDokDgjB2uSjVzfku2RqxRJs5RcziTo75H2O2SKiqZKuFuruFst5FDB7Tuj78ENh2DfJ4pDvI0BZs5CmAWy4RDMPNLiWeaPn0IlZeUzX+Tyf3qEsftfhDK9yHA45MqVK+TzeRqNBpqm4XkenufRbDYP/29vtoSeQxj5737it1SWZa+8iZd6Lof1c1V44FLMAIQQx4Dge3mhvwff0vdXv/ri/4Ysy2g0GrRaTaamJpFkmfX1DcIgRFFVTt96mkuXLqEpMtOTEzTqNTRFRiFiYqyETApJxPrKNS58469oFBRefM+dFAyFqUaFRq3ErYtHGR+rUCnkIMgggNiOcVsuZa3M4vwpDMXAbtmcOXWGKIgIHB97YBN6ISSQhDHu0CUKBWkqIUna6MPF9oljhd3dDn4c0/Z9rHqDYRxxYWOdvX4HKSeRq+Uwyga7/V20qoZaUdn/5rsx8gaPfP0Rdjo7pFqKl3gkckJ1osr8iXlK9RKTcxM0ZhrExCg5hVRKSeQEoQtSJSWWYwb+ALNiYlUshCYIRIATOii6Qk5V8R2HJAx5+rHHKJsmO8vL3Hv77UzXakhRRM00GcvnkcKQfqtF0O1SFIJaPk8tn8fUddx+n2g4pKgoJK5LattkjoMpSTitFqcWFphpNHAcZ6St8LxRlIMQRAf2+L29PcIgQJYkbNse3QkNhxhAZNuMWRZyFDFZKlHUNJxmk2AwQAlDyobBeKnE1soKa1eukBOCW0+d4j8Azz7xBFaWcWJ6esQbkyRqpknRNCFLSLUMNEjVhFCKwIBUS5BzMomWkBop+Yk8iZmQL5uYeRPDMkGClBFw0bQMhCaRL+apN8aYnp6iWC1gFiwmJsdJshRJkYiSCEkWJEJg5HPIuRxxPo8rSaSShFBV0oNmtN3uEMcjjICmNdjY7DG0YyShUShUEEJFVU2EMCEz8O2ExJcYtG+SMg9/M+H6e8JD/P+p3vve95KmKSdPnuTq1avcdtttqKrKuXPncJzRxOgNb3gDn/zkJzEMg7Nnz7K4uHgYWXXs2LHDsPhHHnmE3/md32FycpJ3vvOdVCoVTp06xdGjR3n1q1/NiRMnmJycxGpUkOvTJLKG7zoUpJi5egV50KZ/fYWji7fA2BSha+MNeoTDHsQxsefSf/YK3ctXwcwhhy7tSOLK0iWCIODixYuHlPzFxUV83+fcuXOsHBhpxsbGKBaLXLp0iVwuh2maLC0tUSqV+NCHPsSFCxdI05R2u00cxywsLHDvvfcyNTXFmTNnWFxcHJloTPMQWiyEIEkSfN9nZ2eHcrnM2NgYQgiGwyHNZvNQdN9qtXBdl4985CNUKhUeeugh3va2t3H8+HFs26ZSqdBoNHBdl2vXrrG6uookSdTrdRqNBvl8nq2tLfb29tB1nXa7zd7eHu12zs/6AAAAIABJREFUG1mW+f0n1jF9ncrULF6nhRx7iILJ//b5c8i5PLHvoRfLZH/4Kb661EROAoLePrEz5CeO1SjMVOhst8i8CIo1cvkiiqbR7/bYW92ivzPg0cYEU696Hf/sJ97F5vJVhJC47x0/xn/14T/lof/1g0Qb12hoMf/mbQ+QbC0jWrsU6lUCJ8BqWASDELfn4bou1ngJt9kjcSP+8Ml1iANMGeJeC12WUa08ZmUM2dAIbIfO6jaKPAJN56fmqcwfZWxmHt0fMri8juiC3/dI44woilENBUWTMUyT1M7Y/vI1nEtPI8IAWdXIVBNZURmoRRpveAMf2x2y/8W/orN2ZcR9VBQmJiYOm+8bg54bOJPd3ZuOQSUe9on63cOff8D6NPA2IYQuhFjgwGH9Hc7/ZUYOxVkhxB8CXwa+p7DIf/QJ18LRBb761a9Sr9epNxrEcYLb6aAoCssry/z0T/0U588/juM4TEyMNElk4HsOz169Qs6yMPMlnJ5L7HZ44+teTSpkMllj4dgJZLOEGwkGQQpuD0MVRFHCfmvAWGMcyZIYOkM62x1qkzVmTkzT6/cJ8JFy8mhKI0nIskxkxFTGKviSj5kvY1kusuRRKh/Ftp8ll5+nt3ll5NqLQhzXZa5axW+3MRgxWpaWL2M2LJS8gpXPsbW9ye7KLuXxMr7jY8kWVs7CjVxkU2ZtY23El7J0zJyJ7/uM1ce4dvkasYgxNIM4iJGExNHTR+m3+iipQnuvjWmamKpJqVYicAKSJKW3t0dR1xFhSEFVObmwwNWrV+ltbDBx6hRFXWd9ZwdcF+H7WIZBzjDQswwpiohsGykIKBsG9UqFSrFIY3KS7nDIWJripymqoiDbNlvr6yO9lmkSxzGSEKDrTE5M4AUBg+EQTVGQfJ9KLkdB07AkCT3LyFkjHpoMaJZFZWqK1POo5fPkFIU7FxcxTRNdkpgeG+NP77prJMoHvCDAAyYaDSLXJXRdAgViKUaSBZIuI0xBpkO+lB9RmuUU0zDRChqmapLTc8zKM6xvb4zgqhLolkZISBqnh9T9IAgo5AsU60W6fncU5qtLmHmDWI0hSwmiiFiWibKMSFZQ8wZOr0c3CPCjmH17iGZOEkUppiVzZP5WhKjgOAmtpo2igKZrQJ6cNspRTPyYSrF68xeeyz81WjdZL37xi/n1X/91FhcXOXnyJGEYsrq6iq7rPPzww3zmM5/hYx/7GO12m1tvvRUYCcO73S5f+tKXqFarNBoNNjY2aLfbfOADH0CSJFRV5aUvfSnlcnkU7D4YjFy4hoFmjjNs7lAqFlHGxnB6HbrXr6D0Bhx73mncKCbcWIHQR0pjlHKdTDXIatPULIv2xUu4E7dg1mpMqSozMzPs7+9Tr9c5f/48pmkeam8WFhZID5AyKysr/Pmf/zmVSmWEa6nVePzxx7l48SIzMzMMh0MqlZF79/Lly2iaxte//nV6vR75fJ5arcb169c5fvw4X/jCF0Zg4GIRz/OQZZmXvOQlbG9vo+s6y8vLlEolyuVRNNBgMDh0QxaLRRzHIZfLcd999/HFL36Rxx9/nAceeIB8Ps/TTz9Nu91mMBgcPkeapn9LI1Yulzly5MhhM3gjNqyZZUidkM3NDmOG4ImuzM+dnWNwbZX80RmSZpsX/fQrYGKWVpQhk5F4DnHfJRgkyIo8AiyLlOD/Ze/Nw+0q67P/z5qHPZ95yjmZQ0YIARJAREVEhAgiUEUpDuBUbbFOr2Kr8nOk9XfZtxZ8KyBS21DbgopMCoVUFCJDQiZywklyhpx9hj2Pa17r/WOfbIe2KpPiW+/rOlfWXmeftbOfZ+29vut+7u99e01QdMyBYdTyjxFcga6uLiRF566/+TRKfgoxcRyZRYv5sz/7M163cRjCkLt3jXFyj0oqZmAkl3L9Azs5WrV5U0wluTjBP+QavGy6xveWRGQy/VQqFc5PBERje5AFuGs+5K0DQ3T39pELPJR6hcBysOdqzJbHUNPTdK9dgaBqBEYcs28RK7aETDz2NK4nI6syoiASCRG+FxCJEZIi4ToBlUM5ulYuo1HK4RsJfKeJE0RI1VyriePMtVh7d7N+/XoKhQLPPPMMuq4Tj8eJoojOzk7K5TKu6/Kd73znOX/uRN1ENJ4dw/WrIAjCG2hZ0nQDdwmCsCuKonN+TYf1f0IURT8UBOFJYAut5cg/i6Io/5v8H35rBde/Xvl16o0Gzxx8hlQyyUw2y/DwCADd3d088sgjXHrppezf/zRzc7OcfMopqKqKE4ocnZ2h1nCQQ5vhwcVYLmiqQn/fWtwwQFVUMn0DWH5Is96k5oTMFcogqViNGiIig71dOIFPaMkkjAR6XCPTlWF+JocjOKT70ggKRCK4loOgg2ooNMsNzF4Tq9mkWJjB9WYIwxymUaHemCWlydiiSK5RIaOqHC2VSMgyhw8dwiqV8U2FwWVLWLdhPfnJHB2JDpavX8Hs5AyCJNCsNqnUK+hpHUmXKM4VMQ0Ty7M4NHGIoYEh8uU8kiGhxtV2Krsu6PhNn1AKqVpVlLhCd3c3ftPHDmwkWaIwOU1x4Q5DjCJO2biRh374Q0qlEq84/XQ2bNjAD+6/H7fZRGw2UR2HjK4TeR6LenqYK5cRF1gm0zSRfZ+EpuE1GkhhyCMPPcTr3/QmPFHksR07eOUppzA9O4upqsyXyySTSVK6TlcyyXQ2S0yW0cMQLwhICAKduk4pl8M2DDo7O1sdL67L8MgIT4+NsWbZMpYP9ROGAlO+T3lmhtTwcGvJ0rapeR7xZBIViGsalfl5auUykRS17BtkAdGQQG1prbSEih/6uKKLaZoICDg1l2Rvkpgco1Qv0TPQTalRxojrGAkDNabiii6CJlBz6sSSJrFYDFESUUUVM2ESmRFWZCOLYNUraKkkWhRhCyKVMCT0fRoIBIpCwXYIiIOgk0wmkUQVVZMQUNGNHrLTlVZTRlilIy0jmwpiICCi8vgVW5/7B/APxdazxqOPPkoul+OBBx5gcHCQp556is2bNwOwcuVKbrjhBm6++WbuvPNO9u3bxzve8Q5isRhBELBnzx7y+Ty+73PCCSdgWa30iDVr1rSNUdesWYPjOORyOarVatsINJ/Ps6wDxqMUzrzDSaVRhJqFgUDnkkXUBAV7dpp4pgMxnsDNzeNVS4hdQyhek1E/Qefp51EulTh8+DDNZpMgCMhkMuTzeRKJBJIkkc/nicViTC40z2zfvp2JiQlM0+SMM87goosu4uDBgyxevJizzjqLvXv3IooipVKpbcyqqiqTk5NkMhlKpRIPPvggJ5100i9chMMwZHh4mFQqhW3bbXG+ruttRqxaraIoCjt37mTPnj1Aq2i97LLL+MxnPsP4+Dgf+MAHuPjii7n22mspFosteUG12i7o1qxZw+TkJI1Gg3Q63c6wjMfjbUbuuuuu49Zbb0WWZW688UYuvPBCRh5+kuRlL6OYm2fuJ/vZt2wVf7x4OcVKFUk3+dRXb+FPTl7G7J559m9cwebZLLVyhe5YiurcHI3UIobjAjMzMwwND1L99h3s2riR3s5+PvV3t/CFd3QhZ3o4f3UfNS9ALOQ5Z/VyGpJBw7a45q+v52Nv2cpnb3mGW2yby60Yry26lCOBeDyObds0m01+qGU4v9pg21SNjRs3olo16mqKZO8w9VoR2Y9IJZP4VQvf85l9eD9SWqZ3zVK0RUuJbdzMokQCwbPxmzahpuLki8yNTSJYEJoBVtEm8HyKB8bQV69GjgLsShFiKeT+xfzFeZtRO7vxC3XicYN0Os3OnTvJ5/PIC5reY8vMz1UsfwxepYwn/kb2Vr8Roii6A7jjv/ndf9lh/fMQBOHEX9o1s/Dv8ELH4q8NAfmtFFy3vf1rXHzjVXz1/P+PIPBJplIkkknCIERVFZ5++gDr1q2nUi4jCDB19Cgvf/nL8X2/FXxcqZLNzjAyNARhgKbICIKE59hIskI6naZSqeBECjWrRLluk+rqp1K3EEIPXTPxApdULIETQKXSoH+wj2KuSNO3kOISpVwJI9BRRBXJlAjsECXWapVuzuUJjZAokvA8jWSiA89r0NPdT7U6RslqIjcaHC0WWT0wQK1Ww4/H8SMYPzrFKcuWIRgGqc40ds2mMNNio0RZpNasMZGb5PTNp3Fo9BChHjFXnWfRyBAjgyPMz86jyzp6UqenqxchAKfm4Ls+Pj4dfR2YqokcKdgVi8APsC2b/HyemlMjbio8c2iM5cuXI4UeV+7dyzeWL6c4M8MD2Szd6TQnr17ND374Q/r6eulJpVohz1FE0jAYHBjAbTapVCp09vfTdBzO/va323N7iSwzOzXF0r4+ulIpulIpJqenSaoqS/r70UyTYrlM6Lr49ToxQSAURdKKglep0J9M0mWazE9MMNTVxXv27OE7GzYwAZiqRLFUZPHwEqYPHybTmebg2AEWjSyiYTUIAh83dEiaSbQgoGg1cHFIJBM0gyaBGLUYLkVETaqESktTJglSqyBDYGRgmLgaR/JkegYWlkYNAVFvxarIkkwohFiBje3bCK5ASk6hqApW3qZRbxBoAZigplU8y0Lp6kSJIiLPJwgDmrZNbcHCQtY1EkYX8XgfjTogKEiSCoT4fp3Ori76+3oJagFyKGPVmlRLVbpSz10LAbQYrt95kNfvF7Zs2cKNN96IbdsMDAzQ39/fdpO/++67ueiii5iamkIQBB5//HH+/M//HNu2mZiYIJvNsmvXLjZt2kQQBG0j0UajgaqqDA8Pk81mCcOQcrnM/Pw8K1asYH5+Ht/32W0lCAKXrq4uFM+jOJ5lxSkbKc3O4hUK6IOLafoeqqAgdXaDJBMIIllXo9msUCwW29YrlmXR39+PZVmsXLmSmZkZKpUK+XyeI0eOsHHjRmZnZ+np6SEMQx5//HHOOussMpkMQ0ND1Ot1du7cSSaTQZIk5ubmeOSRR3j/+9/PQw89hO/7HDhwgJNPPpnNmzczOjpKKpUimUyyevXq9tKh4zg4jsOSJUvo7OxE1/W2YL5SqTA2Nsbs7CyxWIx7772Xs88+mz/+4z8G4OKLL2b37t089dRTDA0NsW3bNlauXMm6desYGhoik8ng+z7pdJqPfexjAFx33XWsX7+earXKG9/4xva8btq0qb39/ve/H/7yw/zkySc5cKTOmTWZC5MCdhDhhRHN/T/lE687mR23/ojHl/Xy1qCKp+pYsxYzhw5y99Mz3HTTR4CWNvnLiT6WLF3LSd48P81bXLlukDOv/Cj3fPFDNGt1vvqTg3zoVetRIvjGHfdy0ctP5MpVfXz1O/9OEAT8yZoh8nvm2V91sE5eyuCCObQsy0RRxD01mS1btnD2oI6kanToEpYXIo6sBFVCjEJE38V1HOb2HCI/lSdwPFIjKxBjadyRE/AK0/jdOkLgIS05kURmF1p2Gt92ifc5SIpCebpAQh4lfsLJGAMjhNUSphCSb9iomZD7vFZkmeu6rFixguOPPx7f91FVtV2Qr1y58nl9/kQjhvh8dKsvPH6VXX5EK+bnV0I4lk33m0AQhOdkAvStt/4t1WqVfKFAYeGuShRFBgYGEEWJ6emjnLJ5M9npLLue2sUZZ5xBR0cHhXyeWr3JxPQMXd29pDq7sR0PLxDwwwjFTCLrCexAwI0kRC2JK6i4ociefaPYrs/A0CLSnd0gG8zOF0CU6OxbxFxpnkAKQAGzw6QRNEj0xolMIAYYEZZi42s+RqdBU25iJiCddjj4zH8gCFXK5TG6uiC0ZukxDOKCwFLD4MH772ftqlU4lSrnv/a1JByHRaaBmy9y+OlD6IpOvVhHF3V814cQ7JqN03Ro1pvIokwURKxZsQZVUolpMRq1JvgRqqShiirNcpNmuYEhGuiKgV21mZ+eI/IjiKBYKOJZHrPZWWzXoaujk56OHuZnc1x5YJJ/PWE95XKZarWGqqskEnFUXaW7u5uhgUV4bsj62257LtP9X+K9S5YQui6F6WlGensxJQnB9+lOJEjEYqiGges47N+1i7gsM7JsmEiK6O7rppgr0pnqZDI7RSITZ3T0ILFEjHVr1jJxZJLFwyMYqsHYkUPU3TqBFOAGDmYmBjpESisPsa+/F1EUW7ltmkImnSGpJUlqKQ4/fQgxEJmbm0fSJBRVRjAE6l4DM2OQrxWQEzLxvha7Va6VsV2HfD0PcTA7DeSEQl2RcU2TMhElUaIqiZTCiFwU4UkGRDKynCYW711wlO9CFBMEvkAQJoA0zYZBQk7iVXzCRoDddJj+3Lue07hHUSQIgvA9uo9uRfq5TudZ4YnnmKX4e4Xn+p113333kc1mOXToEGNjY3R3dyNJEscffzyyLPPkk09y1VVXsWvXLm677TauvvpqlixZwtjYGPl8nieeeIKVK1eydOnS1g3Ygh/RMebFdV3CMCSRSLQ1Tt/73veo1+ucdNJJLF26FE3TOHjwIBvEAh0dHdSUON78NGKqE61/CW6jiiGLjJZa9GUURW3tTDqdplQqkclkWLRoEffffz+iKDI1NcXSpUvb2YeCINDR0cG1117LOeecQzab5bOf/Sy1Wo2Ojg4OHz7MQw891O5kPBYwf+y1jvllaZpGGIZs3bqVWCzWzo2Mooh4PE4sFqNYLFIoFNpjUKlU2L9/fztCaHx8HMuy2Lt3L9VqleXLl3PccccxOjrKfffdxzvf+U6mpqaYnZ3FNE16e3uJx+OsXLmSk046ifPOO+/XzOqzw13/9A2s0cfJHhmn+sQsJSvgxz0651Qj1p2xnL7TTuafHh1l45Je/vL//xpfvuAV3JZt8JqCw+ILTqBz7Ulkd/6Yyq5DlGWHG544wi1f+iTzlTrdgoPRP8Lkzh0cuuth4sMdfP5Hu+ns7OQDm5Yx+8Q4T83adL7h5ciyzODDTzGxZS2vKJSwzzuXM7pF5u0A0YxTbHgIqoEceQhE2IVZtFQn1dkp/s/3HuLtSzq5uylz4WvPphnJ5IolNDEiJnjIkY9UzaOZJn6lgBj6eOU6gizSmCuiJ+PceqjA+19/Jmb/CP/7m9/m/MDjJ9297Sxc+Jkh8DEGs1Kp8OCDDz6ncV/4zrrth5e//o9G0j8ruFb+7T8+GUXRpl/xpy95/FbuebPZGTRNZX5urhUdk0ySy+UoFIq4rsPIyGL279vfMlAzTTo7OrAWsv5qtQonrF1FIEhMTE2TnZ3DTKTp6OymUQnoMEySiRS+qHN0vsxcrogXiizq70Yz4yhGnLrtMT0xxdDIUgJE5mazSEor+DiTTiNoAolYAkewicIIQoHZ2Vm6hjuJpIhquUbnog6SvUly87t5+OFdvOWyC0gkDMrlMYaGN1KtHmF2YoKnCgVWrFuHLYoklyxGj8fxbJuDhw9jiiJqQiXwAtK9aWYmZlBEBVVWsUMbPaUTy8TwfZ9FPYtQIw3f9ZjLzSGLMrqqY7sW9WYNCQlRFzGNGI1inbVf/DYPv+ds5mfmGRke4fD0Ed758ATXn9JHb6aXwAsoWAXifTFu61rN/HwOK7AIjZDUQBJZlHE8l1ff/6MX5Ry4YcH88EpVJSaKxFWVMAioFQr0JxLMZbPMTk+TiRnE03GsyCYRSxDLxEh0JagVa/QO9VCslTj5zJM4dOQwRbfIkjWLset26yKgRC2zPclDEiVCOcByLWStFdcTqi2/LzkuYzs28UycUq7Evqf3kY6lyWZnsJpNgkaAIIqopkooh+SbeRphHdEVaYpJhJhA3a6TSMUhBDkuI+oijTCg7PjYQF2WsGUFFxnFNNCCAEmK43kxHEegUi2STHSjqiaxWIowNJmdqVOrVwlD8J0A2ZURmgJS4wXobXmBon3+p+Ccc87h+uuv58CBA3R3d9PX18fBgwc5fPgw9Xqd0047jTvvvJNqtUpnZ2e7iDnmIP/617++zXzt3buXvr4+li5dSrPZJJPJ0NvbiyzLHDhwgIMHDxIEARs2bKCjo4NUKkW1WuXRRx/l1FNPpRKNoFBHFATUgcWYvoUUi1ENFearVVS1FTC8b98+li1bRhiGzM7OsmTJEgYHBxkdHeVv/uZvmJqaYtu2bYyPj7Nlyxay2SxXXHEFr3nNa3jDG96AoigsWbKEnp4eKpUK27dvR5Zl4vE4rusyMDDAnj17iMVi7U7EVCpFT08PlmVx8sknt5fAjum7UqkU5XKZubk5VLXVdNTZ2Ukul+Oiiy7iK1/5Cvv37+e0007j4Ycf5p577uFlL3sZq1evxvd9Dh06RHd3N29961sZHR2lVCrh+z4rVqxA13VqtRqf+tSLk3N+3mVvB2BwcJBly5a1iIJKhTvkOvNikrFv3cXOnTu5Jx7ny289B9yAt63qYXDlMqpjU/zbgzs4b9UgwXCFbkHmPbNNSvufZEfdoFKpIEmHOXvtIr6LxPs3rOPzfZ0IqsrH/uEeDMPgAiNGdaFQX3H6Ytb1KsyddDYbunQOHJ0k0dlNvmRjuy6RnQMjiazpRHKCj/7lF/jzD7yPN209m7/6xjY+vPV0So/cReLk11BsOvyfL3+B6962lbB7gCCMiPwAyUwSNmsYK45DVRX0+BH8hsObOjXK+/dy7S130N/fT+/aRQypPfi+z549e5ibm8P3/XaH6LG4tueL0PcJX0Dj0+cLQRA+GkXRdQvbl0RR9C8/97vPR1H0iV97jN8Gw3XDBZ+nWq2RTqc4MDrK0OAQxWIBWVbQDZ1ms4kgCBQLBV5zzjmEYUh2epoogu6eVojx1NFp5udmMWNxjHiaWCKNEs8gqCaCnqbc9HEDyHQPtNguWcMJReYKZSrVOgNDIzy+czdGLIGZzJDIdKGYOnZkoyQU6n4D0RRQUgqe5iPFJPSMRiWoIidlHNVBzshUmuOEoYvvzxJFeWIxi5mZZ4jFLCqVOVYO97Ik00FfPM6KTIaE6xIU8jQKBcJaDafRYCidxqnbSKKEGIrU8jUSsQQDvYOUiyUWDy3GqtiUZovUyjVUQcU0TPAFKoUyxXyR/q5+Nn7wOzz6yXPBg/mZeRJGAk3RWtYLiGRns7zpe0/zbxdvaHWQINAsN7n4+3v42kkDLVNE3+cVp5/Jsr++9blM7bPGt1/9aoozM5Tm55GCgL6ODANDAzTqDeZLOWzXxkya6EkdSROxPIvNJ29h+4Pb6e3uYfzoBMmuJKEYYsR0YnIMMRKJvIijR6cRVRFBEwiUAA8X2ZSxAotEV5LOrpboXJIk/NAnGUvi2R6+7SMFEuViGUloNS6kO9LYro3lWfhSgJyQURIKkdIq2LSUhqiK1K0ajuwiJ3XKQF2SqEkSliRTDALyvo/W2dHa56r4foww7ADiKEoCkKlWQ8JQRRAMXNcgrveTP5ynL9mH7Mt0J3tQXIWfXvvs7+DbDJd4dCvCzzFcwR8Yrl+Fb37zm8zMzLBo0SLuvfdeNm3axOHDh9F1nVQqRbFYbOcjfvrTnyYIAnbu3EkURaxatYpyucwTTzzBvn376O7upre3l76+Prq7uzFNsx3S7vs+K1eubOVwLrjXHzp0iJmZGU466SS2bdtGV1cXW0/fiNnRQ67hUa1WMQyjbTR6zNtKVVWSySTT09Nomka9XkfTNKanp9sXxGPO93v37qWjo4NsNsvmzZtZvHgxPT09jIyM0Gg0GBsb49ChVr5tPp9neHiYcrmMpmnIsszMzAx9fX188IMfBGBsbIxyucz4+Dhzc3OYpklnZyeCIDA1NcX4+Djr16/n8ssv54YbbiCKIg4cOEBfXx+JRKLVMCNJ7Nq1i29961tceeWVpFIpJEmiUChw0003ceaZZ7atJu6557efDrV58+b2kugJJ5xALpdjdHS0Jbfo7ORCIn7U2UW5XOaqq67iy1/+MqtXr+bMkRT+4SPkn55BkVXWXP465ESa2x56glcuTvOV727n6ldtgESG8e8/xD83Xba6PvenEixduhSANy3PIHX1MP+Dx9kxNIht22iaxjlnn4VilZnLFYgl4tiijl+cIYwiJN/m2q/9I395yav4wnd+xLVXXopkmMxpvagEGNVpIquOGIUo6S6wm3xx291c/ZpNdKxYi5DuJ8hP4ter5HY8TmO2Tu/6YW45OE82m8X3/bbrf09PDzt37uTUU09ta/N0XX9OodXHGK4fvPOP/mgkk2rvX/XXf/87ZbgEQXgyiqITf3n7v3r83+G3wnC5rodlWeQLeVLJFBERfX397N23l+NWHYdpGFSqVc569aup1WrUa63oDASBp59+mmeeeQbPddmw4Xg6OjoYGBxAT3QiajFc0cCONORyE0E1iUQNr+kwOzdHsVQBSWFoaIQ7/u02urq6GOrvwUwnUGIxRE1BEESKpQLJ3hSZwQyu6FKyioROxNz0fCt2J3RxFZfhRcM8uP3fOeMVJyPLBretfjdvPvBVhoYkRkZi+H4ZMSwRFyVMVaVarVKtlFFdj4ZlETgOnZ2dnHbKXfzkp+dhVWpoqkbfkj42bvnP3RyPbTsfI2Fg12wSmQTZySz7Du3n5aedwfT4dOtJChSKBZJdSeJqHFVWyc3mKJQLNF2Lb795LX7k4wgOiqhw8ff38B/vO4uXX//Az17okd9OsQVw6f33/+KOYhHGDvH0ZZdxwT89ycMXn81kdoqm22x16skwdvQZhpcvolar0dnfQcNtULcbaJleXMlDFRW8wCPZlcCL/JZnliEhyBpqXMXUTDzBJ1BCUvEkoihSrJTwFZ94LI4qqQRWQNWrYVst3zS900D2FeRAQdIkrMgi0iIUU0EwBAIhwBM8pKSMJgnURYlGGNAQROpAzfMohyE1IuaKRcKF4srzAsIwQFFURDFBFEkYRowgVLAtCUU2aRSamKIJNrhNl72je1i76lcm4/x6hBEv4Uzolxwsy2rrioaGhoiiiPXr13P77bfzute9jkwmQzab5ZprrmFubo5cLkcqlUIQBL7//e/zwAMP0Gw2ueSSS9oX6P7+/rZLuud5TE0MVbNqAAAgAElEQVRNYZomiqJQKBTYt28fk5OTKIrCpk2bePe7382KFSvYsGEDs65Mb6SQSplIksThw4cZHBxsF0jj4+PtDj9FUdpZh6eccgpf/OIXufrqq9F1nde//vXceeednHjiiZx66qntQHlFUYjFYmSzWY4ePUqz2aRUKlGr1Vi2bBnvete7+PrXv952f1+3bh2XX355e7yWL18OwI033kgmk6FcLtPX18dTTz3FnXfeydVXX80555wDtJY+Dx06xODgIN3d3cRiMUZHR5mcnKRQKPC2t70N13Wp1Wr8/d//zEh8+/btv92T4JewY8cOAHbt2sUdd/yi9vrNb34ztxeLmAtxRw888ACnnHIKs7Oz/POOVtH62kYTnYjDtz/AknO38IYTFuObSf7XW85vRanNH+V2LyKTyfCThUxYz/MYGBhge0NmfN9u3n7CMD1iJ7FYjJP8HI1mCUdQkEIHPVQRjSReuhNRknGnDvDpt5zLl25/qMU4pbr41N/8PR//4AeIQp/Pfv02fN/ns++7HCSZz/7D93BdF79WpVoqoDQaYCT49M2386FXrqe+b45uIhzHIZPJ4Hke5XK5becxMtJqgqvX69x+++1ceOGFz2u8/XIZL3zpMFz8okHqLxud/kbGpy86w/W1C79IdiaLoijYlkUs1qKnq9UKEXD88cfTqNdbwdLlMpquU6vWcF2XmdkZKuUyhmmyZcsWOjs6iMXj+MjYoYwVqlihRBBJOKFIdi5P1fKo1CxERafRtOjo6mY2V+Tg0/s457ytyEYKTzSYL9ZoeAGS1ur+i4yQQrOIK7iYHSYVq4KaUKlRQ4pJ9K/u55/PXcP6W/6V1ZtWc+DgYyQSAcuWxZClMkE4TzoFmlyhT5ZIhCHdgkDYbJKfmKBUKtHX1YXYbHL5y374G4/fkX9/O77tI4YCpVyJsYOHOGHD8Rz35m3c/5kzqJVqaJKGqZi4DZdGpYEsyczOzxFEAe+5O8tNl4wwPLyIs7/88LOdvt857rjkBHRTRxIkpo9O44U+buiixloZhulkGjES8Rs+hmIwn8tRtas0gwbJ7hR6UscOLNRki5FKxON0dXQxnZ0mlorR392P4AkU54s0m00qlSq2a4EIqVSKUqWMqAqgC1iRhWAIONh4QsvXS08nsIjINpvUJZnAMJh3HKqSSE2UKIYhgp7CjPXQaASEYRKBLiSpE0nqRBTNlt8WGoGnooYqoRVCA4JKSFD3kV2Zo998fhoulUNbhZ9Lq3DQ/8Bw/Qp85CMfwTAMyuUy3d3d7TzBKIq49NJLmZ+fZ+3atUxOTpJMJpmdnaXRaLBnzx6mpqbo6OjgXe96F0uXLqWnpwdhIbP0mJYriiI8z2P//v2USiXm5+cxDINisciyZcs4ePAg3//+97nuuuvaYvXx8fG2wWgsFiMMw/YSZ1dXF0ePHm373mmaxvr169sXvdtvv52LLrqIv/iLv+AVr3gFqqri+z5DQ0MtG4qFx6IoUiwWeeSRRxgfH2fFihVcccUVz2rstm/fzplnnskDDzzAxMQEDz74IJdeeilbt27lM5/5DLOzs8Tjcbq6uqjVauTzeQzDYO/evXiex0MPPcS55577O2GxXgi8973vJZVKtbsuLcui0WhgGAamaTJ0uIL66o1YlkUmk+EVq4eoTY8z/oMf8/1IJZFIUK1W2/q+vr4+3vXud5P/4T9xd9Zjw4YNiKLI+Pg4+XyeC04/ni98fRtXn7uZxKoTqdkt7zPRqWPnskTNGp/45p1YVivfq6enh4987H8RVnOIsoKuKlzzub/i01dcgKTpRKKEVMmhqQrOii3gWBy96WaefKbE0ZXdKAtG1kArh9cwOFZHOI6D53lomtYOdn+2OMZw3fPWS/5oJP2zCNU1X73pDwzXr0MYBiTiCWr1Vpq4aZrUalVmZme54oorGD0wSv9AP7lcjq6uLizbplgsMjOTpa+/n67OLk48cSOqpiEAQRhhByEuYHsegSgRSCqirBFLQyjVIIooVhp0JOOEgc/2++/mwtdvxVAVfKHlf9PZ00ufqeOrPoESYKZMhvVhBENAMEQCJUBQwfIt5LjMgalR1n7u22xcegLNmsWrz7yQUJpHU6cQRAmICIN51EjE83watRq1WpXc0aMYisLw8Ai6IKDoRntsxvN/StBssGz4pv92/JpWAyEUaVYbeKHH0hVL8PG5+wubmcvNoygymqrhRR7xjjiv+dsfM/rlt7D1Q4/z5BcvgLu/yzv/ZQKYeLGn+kXBG/5lFwBPfvwCKlYFy7Zwmw4Vu0oqkcKRHHo7evGaHlbVItWTxC05recJDrVyjVjGxA0dfDcgE09TsSvIpkJnTyeKroAEkRzhCR6NoIEd2WTSaVzJRU9qyLqCoAhosoYjtZyzIy3CFnzKQM62Kfo+ejpDzXXJOzZCOoNNBIKCKCaxLYmY2QlCAsfWUZQU1WpAOpNGkmIEnkgYeGhyay4FSUSPSYiCgOTIHH2e4ygSIv7Bav43wje+8Y22YaYkSXR0dDA7O8vu3bu54447uPfee9mwYQOjo6OsWLGivZT21FNPsX79epYvX85b3vIW4vGWh5Dv+20D0GN+VKqqomkaixYtQlEUoihienq63Qn54Q9/mJtvvpl4PN7+3jzuuOMwTbPd7dfV1cXmzZvbXWyO4yAIAqVSCV3Xue+++7jiiiu4/PLLKRaLTExMEAQB8XgcSZKA1gUzDEMcx2FmZoaZmZm2T9epp56KIAh897vf5YILLgBgdHSUVatW/crxKxQKfPe732ViYoJGo8EZZ5yB4zh89KMfZf/+/RiGQSKRoNFo0NPTw2c/+9n/dIzf12IL4IYbbmhvv/3tb283F2SzWYaGhmhsWsxIf//CDV4F3bNwO3q4caZIPB7nzUNxbi36XLY0g5yK8x8liT2f/Aw/6u9iw4YNnJ50kftGGBsb49LXnME1f/VVrlw3SHnnflRJRF26EVFWEDUVJXSx6iU+d9GZ5HYf4ZZ8lQ+esYa//OQ1fOq9l2MOLccTFD7+5nMRrRp+cR4lnkBOdeGW5jBKU4jJLr6LxJ9/5GI+efPtjIyMtGLpFm4gft5nLZlMts/v5wuvXMINXlJ+NscLglClxWYZC9ssPNZ/kwO86AWXIIgEYYCu6fT19TI5OcXhw4d51avOYtfOXa1qvlLFcRwmJ6cQxNad4Hnnndfyi5HlVkad67Y6IAJAixNKCpGo4ng+fuBRdzzyxSKz2SyZVALBt0jEu7nrnvu46oo3M7h4JeVmgCQZNHzwggDwEGWRUAixQ4fA9RFkEUWTQQA1riELMmJM4viB41lx4nJkQ26FF2sVcrk56rUCvj+LaTYRRAc3qOE0mgTVCrVcjqHOTmKyjKDISFFErVHnvol3klFkitUqGhGzc39CvVgjrsfpW3J9e+we/reziaQIwhBJbemObMvm0OghVElFTkqsWbWW3NF5XvmRh9p/t+pD/wjAif/rv4uO+v3DiV9ovZfb3rKahJnk/dtybHvfIFtO30Kz3GT+6DySIpE9miVUIoQQAilAMRUaQQM5UhBkAUd0ScYTVO0qVmAh+iKO7eDg4EkekRYh6iLoIOkSgt9yUG66TUyzdSfnyi5W0MTTVAJRBElEjMWwRJGi5+JrOiWrSUOSMc1+BEFHUTqQ5SRBqJJKd+C5Cl1dGWQljtsQwQtRIhlV0JBVBcd2CNyAKBTp7+1h3/McPxUXEbf9uPk8j/f/MiRJaht2rl27lscee4zt27dzzTXXsG3bNvr6+shms1SrVX76058iiiLNZpMvfelL9PX1oWkagiBQr9epVFqJAseWEiVJwrIsXNelXq9z+PBhdu/ezaJFi3Ach+7ubj7xiU/wwAMPcPrpp1MsFlHVlj3NsaLtmEVAtVptR2UZRutGLh6Pt0PhL7nkEl75ylei6zqxWKsZZ3R0lLm5ORzHoaOjo52VWCgUmJ6e5sCBA21Buq7rhGFILpfjxz/+MbquMzMzw4MPPkhXVxdzc3P09PSwYcOG9th95StfaZuoKoqCoihtAb5hGGiaxtatWzlw4ADXXHPN72R+f5v4xje+AcCFF17Ijh07OPHEE/nWt77Fd77znXZjwQ0/fJxcLge0bBZu2HsUy7L40vZ6uzN27MT11J95huOmD1AJu3HHxnnd6mHsMOJDF72Kg9t+wI96u4j99BBXjqxBlSJsx0bpXUJoW1Qf3YFkyvzpiUsxe/vo6upCnhlH6urBns/yhW338BcXv4rAdREqVZoTWbREjMTqFIGsMDg4iNq/lBUrViyQJrW23Uk8HscwDGq1Gp7nEUURJ5xwwvMeO9FMIsaTv/6JvyVEUSQ932O8qAXX1y78AkEQYhommqa1ojCaTTZv3sKG4zcQ+D5RFCGIIvWF/C7DNAFa/leWhes4OAuBmKqiYMSS+KJO3Q2pW3UCQaXqONQsn2I+T25uhvzcNC9/xavIlyqokUvMjDE7O4dkJMkV63ioRFqS0IlAanWZ+aFHELW8j2zPRtFVao0qnuwjAH7Tb8XDeBBXY2SPHMLz6yiyiyBEhKFPrT6P42TRPI9mqcRAJkMlDOlMp4mAmmUjLySo122HciHPyu4eqtUqsiSSy8+3x+7AjsuIvIiEGocAyrkytmszNX+UnqFuhnqHcByH8SNHOP8jj72Y0/iSwpv+8en29puvPwDXH2g/furLF1FulgkaAZaooiVUmqGFGtOo+3USZgJ0cASHRFcCJabQsBu4nkvXYBdiUaTm1ZBVCaPTIAhCFEnG8106ejLYoU1YD1vdrR0d5D0P1w/wRYFQEJmzbUphREWAmiiiSB0oagbf05CVBLKSQBEMZNkgimQcx0eURAzNJAxCHNfGsiw0UcOtO4iuSExLtSNing9EQqRnyXAJgnAzcD4wH0XRuoV9JwBfo3VH5wPvi6Lopwu/+zjwTlqpjX8aRdF9C/s3AbcABnA3LWfml6ygzPd9Ojo6SCaT3HTTTRQKBa666iouvvhibNsmiqK2H1UsFqNjIQi6UqlQKpWo1+vU6/X2ElJXVxeSJNFoNKhUKm1fqnK5zDPPPMP+/fvZt28fH/7wh5mcnGy7de/du5d0Os3hw4cBSCaT+H5L06Lrepvp0nWdSqWCaZrMzs62m5Acx6HZbJXW3d3d7Nq1C9d1UVW1HTU0Pz9PrVbDsiyOHDnCkiVL2kuNx96TYRjIskytVmNsbIxVq1YxMzODoigcOPCzz99dd91FGIb09vYCMDk5Sblc5vHHH+e4445j06ZN1Gq1X/DE+p+CY47r27ZtA/gFfdOVV16J4zhtt/5CoUA8Hmd+fr49lrVajd7eXnZ1DtJ91yMMv3wpnW4DXAu7o4fhLSt4bybFraM5FHy82WkSyzbgzo0TZfpJDPXQaQwzesfjWHMVdF3nxp2TXCWJ/MXt/4EoiljZWW54aoJr3/0mgiDgm/c/xvu0GMLcOFdeuhVP1Nrh1JlMhiAIqFarlMvlNmMpCAJDQ0NtL7TnA7dUwvHcX//E3yO8qAWXKErYtkM8HqNeb1Cr13nb295GzDQJfJ9CsUgYBFi2jW1ZqAteLrquoyoKQRgiiSKmYWAYBpIsU3N8Gm4DQUvg+w51q0nd8pnMzhNPpCjm5zj/3NcQRRH//sP7WNTXjUCIQEi5VECSTVTTwBEkoijCatr4to+vepgd5sLadCuXMFRCRFMkEAIEVUBSJGRFplFt8O11J3PF4SdoNutoWopavcTUVIl4XKHslhkaHKSvp5cOUaRUyJOv11neP0BCSZIvFggaDTZvOgl7bpYgiogcl1D6mauuoikouoJVs/EsDzd06R/qZ6Yww9lX/v5psX4bOP5DtwNw98c3Y03bWL6FntQI9RDJE+kYyOCKDuoCgxRaIQQgKiJWZCHHZERdohE0MCUTPWbgug6CKtAMm7i+R1dfJ1W7RhSGRBGoqooqSwh+gCqJLcbWcUhKSSSpE1XJEIUCvicBIroeR1HieG7LhNVqNvEjAa/iITkSvu0QRiGRE+FbPru/8kZ2vwBjo+Ii8ay/vG4Bvgr8fFfFdcBnoii6RxCE1y08foUgCGuANwFrgQHgfkEQVi5EZNwAvAt4lFbB9VrgJblmdNttt1EoFOju7iaXyzE3N8cdd9xBd3c3tm0zPj6O67pUKpX2BdL3fVKpFKZp4vs+siy342/UheYZy7JIJBJYlkW5XKZcLrNr1y4GBgY4ePAgn//85wG49tprWbeu1SARRRETExPtiB1BEAjDkEqlgm3b2Lbd8ueq1dqMmud5yLLcZr4URUHXdfL5PG984xt58MEH2xf0XC7HZZddxuc+9zmazSYnnngia9asQZIkxsbGyOVybNiwgf7+fo4cOUKhUODyyy9n3759hGFIo9Fos1lAK1psQfd2TLf0gQ984Hcyj79PuPHGG/noRz9KpdIyrE2lUu3zaMmSJe3ivdFoMDExweSqQZ4qBHTSOgcee+wx8vk8S5cu5R2r+7jhX+7h3Ze8Djt7mFCUSMVNrHUn4R55GsWUMTNx3tPbgee6SH7EFy88k0CEoG7R09OD3NEPdpN3nnMq7tFnsMeOkKqW+eaebDtpwHEcLMtCUZR248Uxo92vf/3rL8i4iLEkUuIlZXz6vPGiFlxhGNDb20MYRdxz771cesklhGFIrV5vi+uazSbFQpG+/r6WsHTBVO8YXakbRlvQ6bgefiCCKFOr17AsD0GQMVSJvs4kbhChCD61SpldD/+EZmmG897xViI1iYtKRlBohBq+oFJ1IkJZQDIkzM4YTa+JG7nYjo2mqYR+BKpAGEUYqoGSVAmVADmhIGpJPmFb2HYeUajyjSWXcO6jn2VwcBWSZKFr/chyk5pl4QU+S/oH6NBUnEKRJ/bvI6ZpnLTqOHIzM8i+T1qRmZjIokkSTz52AUkzhamZ9C+/4dcP8h/wn/C6L+zglj9ZQrPRBFmgYTdQUi22q6MjQ71ZR4trBFGA4AsIooCDQyRFaDEV27HxxYCqV8EPA3RVJxADUskUbuSiaApGWqfWaGCJApHnIekakh8QBAGqaSAKaRAMglAFNEQpSRjqhKGK7+uomowgSuSqFmEgEbkRSqQghRKRE6EECoi/UePLbwSJ4FkzXFEU/YcgCIt/eTdwjOdPAdmF7QuA26IocoAjgiCMAacIgjAOJKMoegRAEIRbgQt5iRZcnuexZs0agiDgk5/8JDfeeCNRFDE/P0+lUqHZbFIoFDhy5Ajr1q1rLyeGYdhehkyn08RisTbD5Pt+mxErl8uIokgsFmPZsmV4C07iMzMzfPWrX2V8fJw777yzrf8SBKEtZq/X663zS1Xp7OykWCy2WbNjhd8xE9VMJtMuAHVdZ2BggHK5TKVSQRRFzjzzTK6//nq++c1vomkaiUQCTdPaF9Pjjz+eeDzO4cOH+d73vkcikeC1r30tu3fvbrNqP/nJT9A0jVtvvZWBgQFe9apfa7T9B/w3uO6669i6dSuFQgFBEMjn85imSalUYvHixW3T2WNzLIoitVqNKIpIJBLtpev//dgY77/y7bgiSFpEXFfxXBtJVkkuWYVu7mP/E3MMpFTyNY/+njrxwTi1o1XUuMpbuk3m7vhXRF3Bbzj0nf1Kkmedi0xI/EgVSZKYmZnBX1idMhauz2EYYhhGW0z/QsAtFHFs5wU73ksBL1rB9XdbP9cOs5yYmGBkZARxQb8QRVEr72qhk0MSRcSFH3nBo0YUWmZ+9UYDaNH8fhBiu1B3bXKFCooRQ1BNZElEVWR838a16jzx6HZkReNP3nMVSCpeEOJEEXYYYIcuDdclkA1CGSRZJhJCvMCloz+DLwZYkUWohqiGgq/6OK6LLMi4gYfvBoiSQBg0kSWX3t5ePm49QrOZRZIs5nNHaDSmSSbjxBMiiSCk0WxQnJxgenKSnp4e1qxegxwGhF4r5mb3oUOErsvqJUtZv+IfXqwp+R+Ft/3dkfb2F//UQNEUfHyaXhMzbSJEAp7nE4ubqJKKb/uk9BRO5FCZr+CKLqLacqWPJOhIpWm4DWRBQU9oNBtNDAFikoQpCDiSBEGAqipokoQoajiOTDKZwHVjqGo3QWAgSRqyHMd1QxzHxfdBR0DXdIJGQOiGaKGOGIovyFLiMSh4yM+e4fqvcDVwnyAIf03LSvW0hf2DtBisYzi6sM9b2P7l/S853Hzzze14m0ceeYRTTz0VRVEoFouEYUg+n2fRokVtKwdZlpFlGV3XGRwcRJIkRFH8BT3OsaLrmF7rWDGmKAqGYeA4DqVSiRtuuAHDMHjwwQdRVbXt5n5MmNxsNtE0rV1whWFIs9lk8eLFuK7bNgQ1DKOtD1NVlUajgeM4SJJEEARomsbatWvbru+apvH000+Tz+cZGBhgcHAQz/MoFArs2LGDHTt2sGrVKrZu3YrneW1x9Pbt22k2m3z84x//Hc/a/zu4884729uLFy8mFoth2zaFQqHNcNq2TWdnJ4lEAtu26e/vp1arcfToUer1OgOHSuz+1F/Tv6Gfpeefi6VoCGYaxa3i6En+PZ3mdUmdwAuZrJbxbZ/IjdBMnb4NI+QOHmX45ZuoTRzFiapEU0dwJ48QqQq+71OrtRwEJEkiHo+3vd2OieVTqdSveIfPDpEfEXovXJaiIAiXAJ8GVgOnRFH0+ML+xcDTwOjCUx+Noug9L9gL/xxetIJLURRkRaFRr7Nr1y7OetVZZNJpHNelWq3SqLcKqSgMmZufZ/HixT+LuoC2BiGdShEEAbKuEyDiCR6iIpBIpmm4IaVqA9dzqBbzSIpGvVJkzeI1rFyzDklsFXj1IMAOPdxQxAok3FAk0kRiqTihFOKEDnJcwRJtfMlr5TxKIXW/jigLxJImiq6imTqe6CIbMqLcWi5tNps4bpEwcMl0GCwaGgIyNK0sxdI0NddBdRwe/+ljvPy0U1mzdCmR6/F/23vTKEnO8s73F3vuS2VtnbX0om61UBu0trCRLLgjXSwLI4wOHpAlGiyukXUZzAyDj+0DHg4zY3zm+BrNyNzrC7Y0EhZImBFYcGRkLLzIgJZpIZDopveu6qquLZfKPfZ450NkhrtRSxqps9Va4vcpMjIy4o23qiKfet7n+f9bPZOk73H1pv9+wqx9/0z9OF7X/N7tJqHUOuw9cBPnn3vPs475zjcvx3EdXMnFyCTo2B1soWH7AVMjI7RliXRCx7MsdFUjkA1GUik6rRYpWabpOCj92p5CJoNQkmhaAllWMAw9FPlNpJHlHK4b/u5IkoFKl16jh2poBFaA23PDZU5HxvBPX615gIaLdnLANSpJ0u4TXn9RCPFFXphbgX8nhLhfkqR/DdwBXM2pdWjE8+x/xZFKpUgkElQqFe677z4+9alPMTs7S6fTYXl5mVqtBoDv++zbt4+3vOUteJ7H5OTkSVmH6elpXNeNAuZ6vU4ymWRqaoput8vS0hK9Xo+5uTmSySR79+7lwx/+ML/yK7+Cqqqsr6+fJCEx+FIbSCkMvvgGXoSDL95BTdagszKTyZDP5+n1epGhcKPRoFar0el08DyPTZs2sXPnzmicx44di2rQ7rzzTm699VauvPLKSJfLtm2uvPLKs/Yzer0wNzfH3Nzc8x7zqU99ik6ng2ma5HI5VldX6W1Is8e2uTg9zmOP/ChqWigWiziOw+bNm5l+y6Usf/Ve5s+b5LDnkVbSjG8b56Cr0xwps/unawSBSqJQRjPDxoderUer1UKW5chgfdBUMZCbkOWwpGJYKLkcamaoS4o/Aa4HvnCK9w4LIU6/0v8FOGMBVz6fw3Ycnvif/xNFUdi8ZTNrlQoSYdtwKpWi2WjQarcp5AsApNNpJMICQcu2aTYaTG7YAEC71cKXFJLZEZxAoec0aLW7dC0XZB3PdajXquSSGglNZiSXwbJNukFAwxJ4cgLbl1GTeZLJNC3b4fjCEjWrRnYii5QDraMxtnEMS5gIFVLpFEpCptFt0LJb6HmDxEiCnt1CcrpoakChkCEQAYGv0GweR5K62HYN329jOg7dtTU61SpX/+qvsjGfp1evs1ar8ttvuv9MTX3M83CqYAvg7dd9n2eefA+1Vg0t0JBthUDX8VWVVd8nreqstdskJYm06zJWLOBpGknXJe04aJ5HTtMRqkoHsINeWN+lyxhGGllOYFk+iiKjaSlyuTLtpoXfruIlXHKJHK1mi5nyBgwM/K5PVssOpX4LTrmkWH2JOlwfAD7W3/4a8Bf97UVg5oTjpgmXGxf72z+7/xVHuVym0+lwxx13YBgGV1xxBfv370eSJA4fPszIyEjk5TczE97q6OgokhRagbVaLRYXF6OuvaWlpUhHyfd9VldXWV1dpdlsomkapmly+PBhNm7cSDKZpFwu02q1IkNrVVVxXZdisUg+n6fdbvPUU09x9OjRSNsrmUxGyvaDYntVVaNxZjIZcrlcpIyfSCSYnZ2NgrmFhQUURYkyF91ul3379nHw4EFuv/12pqenOXLkCIcPH+a9733v2fzxxPwMAzmNm266Kcq6plKpKLjKZDKsrKxEy96zs7MkEgm++d1/ppssInvt6J8MCJfT0+k06XSabDaLqqo0m82wma3/+7m8vBxlOjds2MDS0hI7d+4kl8vhOE5U5D8M7Eodq2MN7XxCiJ8CQ132fLGckYDrv/3yZ6jX6wgRdrn8xgc/SL1ep9loYJpWPzIWpPt6MFPT03ieR6vZJJVO43oenXY7WpsWQRCm7lUZ17ZA0ZCR0BQZq9NEMxIkVcG++QPkEjLFXBpFhnw6g2cKsoqGUBK4kk7Pk6iv1+k60LU9hCIwGyadeofSphK2adP2OpRmRvBkD09ArphDTik07SatVhNX9EinBa7bpdfrIMs9kLrouo4kuWhalnbHotW2KU1P8+ZLLkWxTD6Y/KMzMd0xQ+KNl/wPAO695zxW15q0HAeRTCA0lZ7roieTtLo9MkHA3MFDjF4YjwAAACAASURBVI6WyJVK6MCIEIyUSiyYJoHvk8hrSGoCWQZJcggCE11Po+s+EBAEHplcmuJ5RRRLQZiCqQ1TOC0HuScjVAFDLF/QcNGHs6S4BLwV+EfgXwEH+/u/CXxFkqTPERbNbwOeEEL4kiS1JUn6eeBxYBfwp8MYyLA5evQoQgiWlpZ44IEHOHLkCAsLCzQaDfL9TPv4+Di6rnPJJZdgWRZLS0uMjo5iWRarq6tMTk6ysLAQ1aAOLHY0TQPCJotKpUI6nSaRSPDoo4+Sz+cpl8uoqsro6Cj1ej3sytb1KNM/Pz8f6TYNFL4rlUpkjr26usqWLVuwrPALqlwuoygKx48fjzJqY2OhTVq9XkdRFCRJinS+BoKpKysrXHLJJezatSsyuI55ZXPPPfdw4403Rg4B+XzY2WxZFsVikUqlgud5fPe732Xr1q2RXVAQBJxzzjk0Go3IK3MgKTJo0EilUqTT6ej4iYkJNm/ejKZpBEHAxRdfTLfbRVEUgiAYajCj5gqo6czQzvcCbJYk6SmgBXxKCHFGTIXPSMDlBz5CqKytVdi0cSP79u3HMHTKU1NIkoTRF0WTZDksRO12kRUF3TBotVromka+UCAIgkhGIZPJgBAIPU3XDvBMBxF4FAt5FE3nyb//ewzJZbxU4NJLLqLjKfQcF8NI49pgiQDTtrBcEF6ALquYgUvaCL34xiZH6QY9Fg8dp7RphB8+/hSZ0Qy5DTkKaoF8MU8+m0doOUyni+s1cJwGCUPB831UVQoNt+0Grtum1V5n27Y3ktIt6vUafzLzFy8wazGvFG64KWx1v/VPcnTbbZL95RgBbHnDeYwlk8wfP06lXsftdFATCTRFASG45527ed+3f56u79OR6jiOg2V1aDY1stkNSJKF4+gYRglZziGMEpqhgwDLtUAJ9cMAPHt4thYvpWhekqR7gbcRLj8uAp8GfhP4b5IkqYBF2H2IEGKPJEl/BewllIv4SL9DEcJlyLsIZSG+zSu0YD4IAg4cOMBb3vIWHnroIdLpNBdddBGSJEVLJYqisLi4SLVaRdM0MpkMx48fJ5VKMTMzExWpq6rK+Pg4QghSqRSdTieqs9q4cSOGYfDZz34WSZLYsmUL73//+7Esi263Sy6Xo9PpEAQBnU4Hy7KiOqwgCBgfH0dRFG6++Wb++q//mieffJItW7bwla98JfJsnJmZYXp6mqmpKYQQkbH24PyO42AYRiTKaZomKysrXHXVVWQyGcbHx8/yTyPmxfDlL4fai+effz4rKysUCoVIUPfaa69lZGQkyo4ObKhUVcX3fW677TZ+7/d+D8/zoka2ZrPJ4uIiG/orTIPfm0EtYKov39RoNAAiuRLHGZ6Mg12tYXVOUgx8wTIISZIeBiZPcbpPCiGeS5hyGZgVQtT6EjZ/LUnSDiFE6zmOf8mckYDLdVzm5+aiKHlycoJCoUAimaTX6+H7Po7r4joO6XQaRVUJ/LDDS5ZlWq1WJAUBoKkqZq8XCv7hYlku7VaLRr1GvjCC8F102SewTa668lpM06Td81DTJZYWF+i5Er6SxPIlXDSURIZuz8JQdDwf1EDBM32++tnzufpj/8yRhSOMlkf5xr+9kPd9Yy/H7eO07CbZDTkwXBIGJJMpHHeEdmsBz/Mxgxay7AIq+cIomubzX4ufORPTG/My8Wf/Pvx7u/EviwhFod1q05qbQ1VVRlIp6p5HtdFgslDAVRQ8y+J3Hv5FltptHMuiB1jCpt02SKen+l+aAlnWcV0FRVExW03cnovX8QjaPq21Ft1KD9mXmcgPLz3/UjJcQogbnuOtU9prCCH+EPjDU+zfDZymGeSZ52//9m8j0dPzzz+f2dlZCoUCtVoNx3Ho9Xr0ej1GR0cjP0TXdaPOrWKxSKEQlkcMbHoGyzXNZpOlpSWOHj3K7OxsJN/Q6XT4+Mc/TqPRoFqtMjY2xpNPPolt25G8AxAtCxqGgSzLkXXKVVddBYSK5tu2beOGG27ggQce4Ic//GGkXD/4/KCea3l5OWrlV9XwK2BmZoa3v/3tL/eUxwyZvXv3AvDkk0/ywQ9+kNXVVR577DF0XWdkZATLslhYWACI6rs+85nPsLy8HAVPQghWVlYYHR2l1WpFAramaUY1hgNZEtd1WV5eplqtoqoqO3bsGNq9qLk8WuqkDNcLlkEIIa5+sdfpd1bb/e0nJUk6DJwL7H7eD74Ehh5w/afL/z1z83NsnN2IH/hs2bKFTDaLZYeG0pZpAWEr66AbR+pHx15fpTaTTiMIi1MVRcHzPHRdxw8CGs0GnpBpNxoUCzn0hEar2aK2tsybLziPfD5PxxEUCznWmh00WaBJAY7dwfMkJD1DfWWRZK6ErOnYgYdKki/ddg5vu+EfUGyFcybOQeiCn//kt3G7Hrqq0V7v0PG75CezmGaPdEqgaTbFkSyKksD3debm9nHveZ8Y9pTGnGW+/P5Dp9z/W393BWa7zULPJJNMIOt6qJEUBIwXi2hCMNcwyeWy2LaFogR4noWipBHCxvd7BBioqoqsy6h5lYSURB/R8ZoepVSJU1/5xfNSMlyvJ6677jre9KY34XkeV155JRMTE7Tbbfbs2ROWNQjB5OQk6XSabrcbLd1ZlkUQBIyNjUVdhQNtonQ6HZlUCyFYXFxkZmaGbDbL8ePHeeaZZ7jpppuYmZmh2+0yOzvL4uJitNzXarWi8+zdu5cNGzZg9LUKDcPgqquu4rOf/SzZbJZ8Ph9pYlmWRSqVYm1tjUqlwtTUFI1Gg1KpRDKZZPPmzaiqiud5FIvFszntMWeQu+6665T7b7nlFur1OoVCgVQqxeLiYtRAEQQBx44do1wuR76dtm1HS4iO40Tfx4qikEgkos5by7LYtm0b998/nPpka62GaZx5TwxJksaAer/8YQthOcSRM3GtoQdcF150ITsv24ksywCRqrHruqRTKdqdDghBIASe69LrdzgEQYCmqiBJBL4fZcT8fprTcZywY6fbxXID8vkMgR9QWT6O4/noOKQSCZYWF2h0bLKjGxByAinwCVyXbDKHFqj0HJepiRFcSceTJDRFo92zeM+Nz5AeTaHkFOSsjMhAKVkCTeAELv/j6jfwGz+eo9cyEapFr9vky9vfNuzpi3kV8f//n9/jhod/kXuv/zG/fNcWdFkOdeeCgJVmE8f3SSkKtjBxXRXD8HBdE1UF35fpdBxUX8aq2QQ9n/ZqB6flgCmQA4XyJeWhjXWINVyvOQb+foNsTzqdjix4RkZGWF1dRQgRdWTV63WAqE5rYEw9OztLLpeLioq73W4ksWBZFuVyGdd1+clPfoJpmgRBQD6fZ/fu3ZFwpaZpvOtd7+KOO+6gWCxGkhBveMMbok7IgdzD1772NUqlUiRRIYTgkUceQQhBr9fj137t13jkkUdOkrW49tprz+ZUx7wCKJfLfOELX+C6665DURTOP/98PM9jYWEBz/PQNA3f97Esi0wmg2WFddeu61KpVNA0jVarhe/7rKys0Ol0AFBVlYsuumho49QKRbRkemjnkyTp3YT1o2PAg5Ik/UgI8UvAlcB/lCTJI3TJ+C0hRH1oFz6BoQdctmWRTCaj/7YGAmm+7yOECCNjWUYQtpFKkoTnuvj9403TJJXLhZG1ZSGAQAhsx8FxHAr5LIGksrJWZ72xjufa/OhHP0IhQNVUrG6b8dFxXClA1WR8FBKpNL6k47dNRnIZlGQaDw2hpbF9GUWXEFqSQA2QFQVZlgikAFnT8eRQaG7X3x2iXW/TC3r8zVVvHva0xbxKuffqsLby2x88wtXfuJAnDx9BIJianaXV6+EB+bxBEPioqo+q6rhuB1kO7a7slk82m8XHJ1lKYWHiChfFVVHc07buiogzXM9Nq9WiUCjg++H8WJaF7/t4nkcQBJFulhAizEbKMqZpRnUr6+vrTE1NkUwm6XQ60fOu0+nQ7XaZmppClmX27dvHsWPHME2T++67L5KOqNVqbNmyBUVRIi2uQXC1srLC5OQkxWIx6kp0+qUYuq6HkjmqGq0EDARXZVnm4YcfZnV1lXq9zi233HI2pzjmFcSnP/1pAL75zW9y66238k//9E8IIbjssstYX18HYHp6OtJtSyQS0XJiJpOh0+kwOTmJ67oUCoVIENgwDD7ykY8MbZxmtU5PH16GSwjxDeAbp9h/P/CyyAYMNeC66323oahqVGuQSCTwT6jN6vV6kTrt4GElggBFUbD7Qn9yvytHVpSwnsLz8Pp1EslEgl6nTbtnU6vWkCSZY0cP4feaKIrC7MwMuXweX8h4SoJATWCgsbrepWtaFHIFJCOD6YFEgOvaeIEGIhRdVeTwC851POSEhGu7eCI0uDZbFh2/g6/HX1oxp+bhd/8o2s48uBFTCGQ5SaNhMTo6QbVaC61P1lskkgl8T6AnRkgpoaI0IhTizY8WKCVLPPjpy4Y2tjjD9dzous7Ro0ejpTkhRFRDNcgOFQqFqJ5qsKQyKGwfyCqoqhrVuliWha7raJrG2toa6+vrHDhwAEVR+N73vke9XqdYLLJz586osD2UEdEpFovMz8/TbDbZsGED2Ww2EkId1MAOAq1BJ6NpmlEgaFlWpLm1srISBZIxMT/Ln/3Zv7iZfP/732fXrl2oqsqxY8fYtm0bBw8epFAocOzYMfL5PLZtk8lkGBkZYX5+Hgj/fqanp9m6dSvf+c53hjY2LxC4wStSsu8lM9SAK5PNIoRACIFj26zX67iuRyqdot1qMblhA35f8sH1PNKpVGSiKstyGFEnEmE3Yj+FP9CG0bRQ6XZ9vUG31yWwe6xVKlRWljAMAyORiGQmNEWl44HZ7dC2PHxPopDNE8gSjufj2A5CTeALiW63Q6Y4Qc91cdoeCmFBqm3b+EGAj4/bMKm2qvzDx942zOmKeQ3zyDueiLZn/uJSdN1F1xVq1eM0Gipj2gZkJY2qazSqDQICVFVhw9QGetUepmcOdTyh8Kk71HO+Fnj88ccJgiDqCJybm8M0TUqlEsvLy7zxjW/EcRxWV1cjlW9VVaOgZqCyPXheDRTgq9UqyWQSy7I4duwYtVot0rh65plnyGazZLNZxsfH0TQteuZUq1WazSa2bTMxMREVzrfb7Uhh/q1vfSu7d++OVOxVVSWbzdJut/E8Lyrwf8973nO2pzfmVcaXvhTapr797W8nk8mQTqc5fPgwx44d49xzz428ORcWFsIyIE3jTW96E/V6PcqODQt5pIhy4pLisApazyJDC7juvuG/YplmWJvVD6BS6TT5XA7LthkdHQ3T8L5Pvv/fYrvVQu4XiIogwEgkInX5RCJBs9UinUpRLBTwfJ+11VVAsLq6ius4rNfrqP3PX3LxJSQTCYxEAs8PELbLh+64kT+96S9JpxLoqQSBYhA4Etl0Ck/SUNGQVQOhqkiOIKEZ6EkDoQikwKHdbPP1375gWFMU8zpl4f/azcS3tvPkdV9m7PPXkE5PguShKiqOZ5MfyWMJi8JIAb/tky1k2Tp1zkk+OadLvKR4ahqNRqTmrqoqpVKJqakpWq0W27Zti9TVZ2Zm6HQ6rKysoGla1IE9CHSmp6fJ5XIsLS1RKpWYnZ3FcRz27t1LEATs2bOHXq/H0aNHMQwjLFPYtYt8Pk8ulwt1CFstLr/8ch566CFGRkai4G7QGTnQOHriiScwDINer0c2m40s1LrdLqurq7zvfe87y7Ma82rnO9/5Djt27OD222/nzW9+M2NjYyiKEv3eTU9P02w2mZmZwXVdJicn+YM/+IOhjqFXrdHRukM959lmaAHX2Pg4tm1HireaquL3/+Mb1D8kk0kShoHZ6+H5fqgsL8s4to0nBJIkMT4+jizLdLtdJEBWFFrtNtVKNbK8yOdyrK+vEwhBKp1mdmaGCy+6EMMwEEHAeqOJ7QT8fzd8kURCQ2gGru/hBQqKrBOIACEEEKDrCazAR0ZCIqzfajSaNKwmD3zu4mFNT8zrnN3vDHVyKv/moWjfm//mDgwjhxKkSWgJFFdB13V6lR537to01OvHS4rP5uDBg7Tb7ah7L5FIhJ6tfU/CIAgYGRmJJBkcx2F0dBRFUeh0OjiOgyzLbNu2DVVVqVarSJKEpmksLy9z8OBB5ufnMU2TcrkcZQVGR0fZuXMnN9xwQ1i/11d873a7fOtb3wobhhKJqCNsoJcERM/RwWtN01AUhYWFBRYWFvjABz5wNqc05jXEbbfdBoRZ4AG/8zu/Qy6XQ1XVSMsrnU5TrVaHfn11pIiaOCHDdfS5j321MLSAa71ft+V5HoYRtrqrgOf70dJgwjAI+oFV0G+htiwLv28zMRBWq1QqmKYZLSOura5Rq9cYKRaRZZlmsxFaUqgqmzdt4pevvTaSmFheXsZxXZKZAol0gkA2MD0fgYKqSAhZQ9dTJCQdW6i0TQ9VlkgnE7Rsj8f+8TGe+sdfHda0xMQ8J49f+6Fn7bv6K//MDz7xS0O/VpzhejZzc3ORCXA2m400s2zbxvd92n23i0ENqu/79Hqhp5zTb+Ipl8vous7+/ftpNBrRMuK+ffs4cuQIGzduRFVVFhcXefzxxzEMg8svv5w/+qM/IpfL0Wq1ePrpp+n1eoyPjzM6OhrVgQFRB2I6nY7KLwaedslkkmazyQUXxFn4mJeHP/7jP37ZrtWt1OloZ14W4uVkaAFXJpslm8mQSCbDJUIhEEGAbVkEQqD2u2g838fqm7EGQUC9Vsf3PSYmJvA8L1RkrtejbqBmI7SyGB8LM1+O43Lk6FEs2+bDu3Yx1lddrtfrrK6sUBwZYXRsDCeQsXyJdtfEFSqO7yM0mUBVsJ0A9AyOEMiqTuAGVCur3H3vGfeujIl5Xh7+9V88I+eNM1zPZmJigomJUJR5oKDt+37kZ6jreiTu2Gq1Iv/BI0eO4DgOO3bswLZt1tbWmJubwzAMFEVhaWkJ0zTZvn17tCT4yCOP0Gw2efjhh9m+fTu6rnPw4EH27NnDpk2b2Lp1a1SsX6vV8H0/MrAe2AOl02mEENGyzpEjR3jnO995tqcxJuaMoJWKaCdmuI6dvbEMi6EEXF+/5c7Qa8zzCPryD57v43sekiyj9btnut0ujfUGiiLjuh6OYxMEAl0Pi0YBlpeX+904Zr8INNS6SaVT9LpdDh0+RLvd5jd/8zeZmJxEBAHNZhND19m0eTMS0DNNek6A6fgISUdXFRRNp+cHmL0OjtDxbJ9G1+X//av/YxhTEBPziibOcD2b6elpbNuOOgAdx4ksdAzDYH19nWq1yrFjxyIByHa7HVmbDOx+nn766chwemVlBcdxyOVylEolqtUq3/3udzlw4ACPPfYYO3bswPd9FhcXyWQyXHHFFUiSRL1ep9vtRr50hmGQSqVwHIdarYYQgna7Ta1W4/rrrz/LMxcTc+ZpV+ok1TjD9Syy2WxUa2BZFt1eD6WvsRUEAUtLy6RSSUzTwvNcul2XbrcbCQfOzs6EavSWRbPRRJYlhIBUKkk6/S+2AktLS8zNzZEwjMimwHXdqHuHE5RwJRFKP/ieQxBItMwOLio9W5AqTvCZO68Yxq3HxLwqiDNcJ7OwsBAJOrZaLer9rLokSfi+z9NPPx1pDJmmGXUeOo5DPp/nsssuY2JiIvKcUxQFIQTFYpHR0VFSqVDq48c//jEPPfQQ09PTbN68OTpfOp2OtL663W4U9EGoA+Z5Ho1GAyEEnU6HG2+88SzPWEzMy4teKmIYJ2S4jp+9sQyLoQRcg5bqAQPxvyAIqKxVcF2X0dESnW6Xxvo6siyjqmFW6w1vOC9UVPZ9atUqiYSBLCtkc1nMXo9MJkOr3abXM/nhD39ILptl165dGIZBvVajZ5ooSlhsrPZ1uxACx3XxPZAAq9sincrRdQL+8Bvxgyvm9Uec4TqZIAhYWVmJXq+trREEAZ7nsX//fkzTZOvWrVSrVebn51FVFcMwyGazvOMd74j8EA8dOhQVEU9OTrK+vs7ExATLy8usr69zzz33sH37du6//36y2SxHjhyhXq+j6zqpVCh+a1lWpLE10PqqVqtcf/31PPjgg3GwFfO6pFOpk1DjLsVnYfZ6eP16A9tx0DSNTruDrmuRPYWiqPiej24YTIyHprypdIpUXxl5eWWF9fV1VFUlCAS1apVcLodpWbSaLUwrlJx453XXMVIqUa/XqdZqZPqfH9SNea6Lbdu4fgCyRquxjqwlaK1X+d0HPjqM242JedURZ7hOpl6vY5omtm3T6XRIJpPUajVSqRSbNm2KhEsdxyGTyUSmvMVikVKpRKfT4ZlnnmF+fh7DMPB9n0OHDlEul2k0GlHANQi6tmzZwtGjRzl06BBjY2O02+3I/syyLNrtdiRNsbi4SCqV4u677+Yd73jH2ZymmJizhhMInFj49NlYth0uEXo+zVYTx3ZIp1O02+1QPV6RQcDTzzzNFZdfDoQdiqXSDLIsU6/VWF5eRpZkstks3W43tK4wDBYWFnBsh+//4PvceuutlEZGqFarVNYqJBJhN2Qul0PTdRYXFyPFZllAp2diqBL/99d/exi3GRPzqiUOuE6m1WpRrVZxXZfjx4/T6XQYGRlhZWUlsvARQvC1r32Nj370o5GP4qWXXoqqqhw5coRnnnkGRVGYnJykUqkwNjZGJpNh9+7ddDodPv/5z/PUU0+xZcsWDh48yP79+8nlchiGQblcJpVKsXv3boQQkX1QvV4nkUjEWloxr3sSoyMkjdS/7Fg9e2MZFkMJuNZW17Asi2qtGln1ZDJp1tfr+L6PrutkMlm2b9/eN8YMKI2Oksvl6HQ6tDsdNFWjNFqi1+2RSqVQVZV2q43ruhydO8pMX1jQcV1WV1YZHx8jmUph6DrVahXf9zF7JtlclhvuunUYtxUT85ohXlI8mX379tFsNjl06FD0jBobG2N+fj7Kao2NjXHNNddEuldbt26lXC6ztrbG6uoqiUSCc845h/X1dUqlEoZhsLKyQq/X43vf+x47d+6kXC7T6/XYu3cv27dvp1QqkU6nOXjwII7j0Gg0+PVf//WzPR0xMa84WpUamtJ54QNfRQwl4FpdXcGyLDZu3ISiyOQLBaqVChMTk31D1RSWZTM5OdE3h5aZnpqKDF7NXo9CIY/jOBgJI9LzGhSTWpbFh26+Gcu2qVQqTExOoOs63W4Xz3Xp9np84CsfG8atxMS8JtFxXnSGS5KkO4FfAdaEED/X3/dVYHv/kALQEEJc2H/v94EPAT7w20KIv+3vvwS4C0gCfwN8TAwqxM8Se/bsodVq8Qu/8AuoqsrMzAz79+/n/PPPx7ZtSqUSrVaLn/u5nws1BVWViy++GNd1WVtbo16vMzMzQ7fbJZPJRHpetVqNTqdDs9nkwQcfpNVqsX//fnbs2EEqlWJtbY1LL730bN56TMyrAqM0QuLEDFfl9M4nSdIfA+8EHOAw8BtCiEb/vVM+u4bNUAKucrnM9MwMtm3juS69nkl5aipUkPd9VEUhlU6TTqVwXZdyuYwky6xXKjSbzVC7S5aRgiDqFLItm5XVFVKpFO95z3totlpYfTFUyzQJgoDrv3DzMIYfE/OaRyZ4KRmuu4DPA18a7BBCvHewLUnSnwDN/vb5wPuAHUAZeFiSpHOFED7wZ8CHgccIA65rgG+/1HsZBhdccAE7d+6k3W5jWRb1ep2LL744UpDXdZ3R0VFKpRKmaXLhhReiKAqHDx9mcXEx0u4a6GRJkkS73eYnP/kJIyMj/Pmf/zlLS0usr6+TTCYjl4w42IqJ+d+jtVZDGW6G6++A3xdCeJIk/Rfg94HffYFn11A57YDr67fcSTKZpNeXeVCUsMMwrN1SMBSF0uhoJOo3OTmJrCjMz89Tr9VIJpOIIMAXAkVVURSFXrdLo9Hom1WvE/S1tj54778dxj3HxLzueCkZLiHEI5IkbTrVe1Jo7PevgX/V3/Uu4D4hhA0clSTpEHCZJElzQE4I8Wj/c18CfpWzGHDt3r2bYrFIrVbDdV00TWNycjKyIdN1PRIibTab7NixA13XefTRRzl8+DDFYhG/76BhGAa6rlOr1SKpifn5eVzX5eKLY2uwmJiXSmK0SEo/IcNVP73zCSG+c8LLx4CBu/spn13Ao6d3xWdz2gFXKpWi3WohAFmSQJLwXJdqtcbo2CgbNmzA76s2ZzIZXMdh6dgx/CCgXC7jBwGddjvyNDtV/dXn9tx5usOMiXk9c7xOnRHCh1eDDkBSkqTdJxzzRSHEF1/EOX8RWBVCHOy/noKT/LYX+/vc/vbP7j9rlEqlSGBZ7usFWpbF4cOH2bp1KxdccAGu65JOpxkbG6PX6/HEE0/gui4XXnghnuexurrKysoK55xzDm9729uedY2777775b+xmJjXDsdrtklRC59ZPc8ByJ7mM+tEbga+2t9+rmfX0HnJAde3PvIlHNelWqkgSRKqqoIkMXd0jkIhz/jEOGNjY9EDzXEcOp0O9XqdQqFAEAS8+ws3c8ev/T8AfPTB/zC0m4qJiTmJb/+Uud/ayjQAP2UO4C+EELedxjlvAO494bV0imPE8+x/2dmzZw+9Xo8DBw4gy3K0FPiDH/yA6elpzjvvPM4999zIVqzb7XL06FGOHj3KzMwMvu9zySWXnI2hx8S83vj2ckr8m1++8jId4HsH98Ah7hZC/OHzfUiSpIeByVO89UkhxAP9Yz4JeMCXBx87xfFn5Bn1kgKu//7ez1GpVPqifTayLHFsYQGADZOTaLpOJp0OC987Hdy+4erNX/04f3nTn55Ue/Whr31iOHcSExPzXPz9wROSTP2A6yUv6UmSpALXAydGH4vAzAmvp4Gl/v7pU+x/2dm/fz/ZbJZWq4WiKDzxxBMAvPGNbySVSjE2Nobdb8yxLIulpSXe/e5389BDD8W1VzExLy//vOf4fDB4sfvQTy3C+s/nRQhx9fO9L0nSBwgbga46oXHnuZ5dQ+clBVyBEHiuhxChnlZ9VXo6oQAAA2JJREFUvU4qmSKXz6FpGtlsliAIaLfbdLvdk2qv3n9PLD4aE/NyIoTonCdtpEGbDCmqYZ37/tM45dXAPiHEiUuF3wS+IknS5wgLT7cBTwghfEmS2pIk/TzwOLAL+NPTuPZL4v7778e27UhPa25ujmKxSLlcJplMMjExged5rKysUK1WTzKFvuaaa17u4cbEvK4RQtgbU4XmSrOeGM8WmKuuCOBHp3NOSZKuAX4XeKsQ4kSTxlM+u07nWs/Fiw64vnTj7Zg9k0w2Q6fdZn19nZHiCImEQXFkBNuyqFQqOLZDt9vlEw//5zMx7piYmBfBG9jIT5lnlDxbKHNcVF4wZS5J0r3A24BRSZIWgU8LIe4g7Og5cTkRIcQeSZL+CthLmK7/yAldPrfyL7IQ3+YsFMw7jsPY2Birq6vMz8+zadMmcrkcmzZtotVqceDAAbrdLtVqlY9//OMv9/BiYmJ+hlFbPvTU3KGxbZNTch5trXL6UjKfBwzg78KeHx4TQvzWCzy7hor0Yu5BkiTxuV/6D5RKJdqtFo1Gk5mZaZAkNm3axFs/+y6+fsudsVxDTMwrBCGEBCBJ0vY3cc6+Enm2Ms0XxQOnqlt4zSFJkrj99ts555xzWF5eZmFhgUsvvRRZlrn88sspFArs3r07XjKMiXmFcMIza/bc0fL+7eVZtfL0/n94VNTffrbHdrq8qIBrY3Fa/MdrPkG326PT6ZDL5bj1gd8/g8OLiYk5HU54eEllRgOAJarpn0mpv2a57777RDqdDu3AKhU2bNjArl27zvawYmJinoPBMwtgIplty6qqrXQaE0KI5tkc1zCQX8zBiizTbnf4yLc+iSRJjI+PnalxxcTEDBEhhNhCmRxpXi/BFoQSEKurq9x8881IkhQHWzExryJGhLYg+YH5Wgi24MUvKVaA+TM3nJiYmCGyUQgR/VckSdJ5QF4I8fhZHFNMTEzM/xaSJG0FxoUQPzjbYxkGLyrgiomJiYmJiYmJefG8qCXFmJiYmJiYmJiYF08ccMXExMTExMTEnGHigCsmJiYmJiYm5gwTB1wxMTExMTExMWeYOOCKiYmJiYmJiTnDxAFXTExMTExMTMwZJg64YmJiYmJiYmLOMHHAFRMTExMTExNzhokDrpiYmJiYmJiYM8z/AiO4UxQTIRobAAAAAElFTkSuQmCC\n", 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" ] @@ -8649,7 +8661,7 @@ "pltlib.iv(iolib.ds_getma(dem_ds_list[0]),ds=dem_ds_list[0],ax=ax[0],scalebar=True,hillshade=True,label='HAE (m WGS84)',clim=clim_dem)\n", "\n", "ax[1].imshow(hs,cmap='gray',extent=fig_extent)\n", - "plot_ar(-1*snow_depth,ax[1],(-15,15),cmap='RdBu',label='Elevation change (m)',cbar=True,alpha=0.6,extent=fig_extent)\n", + "plot_ar(-1*snow_depth,ax[1],(-20,20),cmap='RdBu',label='Elevation change (m)',cbar=True,alpha=0.6,extent=fig_extent)\n", "ax[1].axis('off')\n", "crater_glacier = crater_glacier.to_crs(dem_ds_list[0].GetProjection())\n", "crater_glacier.plot(ax=ax[1],edgecolor='white',facecolor='None')\n", diff --git a/notebooks/snow-on.ipynb b/notebooks/snow-on.ipynb new file mode 100644 index 0000000..3ba103e --- /dev/null +++ b/notebooks/snow-on.ipynb @@ -0,0 +1,7705 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "import os,sys,glob\n", + "from imview import pltlib\n", + "from pygeotools.lib import geolib,iolib,malib,warplib\n", + "import matplotlib.pyplot as plt\n", + "from demcoreg import coreglib" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "peak_ref_dem = '/nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak.tif'\n", + "dx = +1.50\n", + "dy = -0.19\n", + "dz = -0.74" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X shift: 1.5\n", + "Y shift: -0.19\n", + "Original geotransform: (557993.0, 2.0, 0.0, 5121679.0, 0.0, -2.0)\n", + "Updated geotransform: [ 5.57994500e+05 2.00000000e+00 0.00000000e+00 5.12167881e+06\n", + " 0.00000000e+00 -2.00000000e+00]\n", + "Z shift offset: -0.74\n" + ] + } + ], + "source": [ + "peak_ref_dem_ds = iolib.fn_getds(peak_ref_dem)\n", + "src_dem_ds_align = iolib.mem_drv.CreateCopy('', peak_ref_dem_ds, 0)\n", + "src_dem_ds_align = coreglib.apply_xy_shift(src_dem_ds_align, dx, dy, createcopy=False)\n", + "src_dem_ds_align = coreglib.apply_z_shift(src_dem_ds_align,dz,createcopy=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "peak_dem_updated = os.path.splitext(peak_ref_dem)[0]+f'_registered_dx_{dx}_dy_{dy}_dz_{dz}_aligned22m_ref.tif'\n", + "iolib.writeGTiff(iolib.ds_getma(src_dem_ds_align), peak_dem_updated, src_dem_ds_align)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "skysat_dem_corrected = '/nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif'\n", + "skysat_dem_corrected2 = '/nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/full_dem_coreg_corrected_for2m_alignment/run-trans_source-DEM.tif'" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Warping all inputs to the following:\n", + "Resolution: 2.0\n", + "Extent: [560835.0, 5114997.0, 564143.0, 5117341.0]\n", + "Projection: '+proj=utm +zone=10 +datum=WGS84 +units=m +no_defs '\n", + "Resampling alg: cubic\n", + "\n", + "1 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_registered_dx_1.5_dy_-0.19_dz_-0.74_aligned22m_ref.tif\n", + "nl: 1172 ns: 1654 res: 2.000\n", + "2 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190420_peak_filtered_correction_direc_updated_crater_trim_nmad5_count2-trans_source-DEM.tif\n" + ] + } + ], + "source": [ + "ds_list = warplib.memwarp_multi_fn([peak_dem_updated,skysat_dem_corrected])" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Warping all inputs to the following:\n", + "Resolution: 2.0\n", + "Extent: [560837.0, 5114995.0, 564143.0, 5117341.0]\n", + "Projection: '+proj=utm +zone=10 +datum=WGS84 +units=m +no_defs '\n", + "Resampling alg: cubic\n", + "\n", + "1 of 2: /nobackup/sbhusha1/skysat_video/paper_analysis/20190428_dg_mgm_peak_registered_dx_1.5_dy_-0.19_dz_-0.74_aligned22m_ref.tif\n", + "nl: 1173 ns: 1653 res: 2.000\n", + "2 of 2: /nobackupp2/sbhusha1/skysat_video/paper_analysis/last_minute/full_dem_coreg_corrected_for2m_alignment/run-trans_source-DEM.tif\n" + ] + } + ], + "source": [ + "ds_list2 = warplib.memwarp_multi_fn([peak_dem_updated,skysat_dem_corrected2])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "dem_diff = iolib.ds_getma(ds_list[0]) - iolib.ds_getma(ds_list[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "dem_diff2 = iolib.ds_getma(ds_list2[0]) - iolib.ds_getma(ds_list2[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '
');\n", + " var titletext = $(\n", + " '
');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('
');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('
');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('
');\n", + " var button = $('');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " // select the cell after this one\n", + " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", + " IPython.notebook.select(index + 1);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f,ax = plt.subplots()\n", + "pltlib.iv(dem_diff2,ax=ax,cmap='RdBu')" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'count': 981699,\n", + " 'min': -149.244140625,\n", + " 'max': 131.77587890625,\n", + " 'ptp': 281.02001953125,\n", + " 'mean': -0.23792851804109189,\n", + " 'std': 9.646796037153228,\n", + " 'nmad': 1.608201123046875,\n", + " 'med': 0.165283203125,\n", + " 'median': 0.165283203125,\n", + " 'p16': -2.634804687500001,\n", + " 'p84': 1.688720703125,\n", + " 'spread': 2.1617626953125004,\n", + " 'mode': 0.405029296875}" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "malib.get_stats_dict(dem_diff2)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.9214759999999997" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "980369*2*2*1e-6" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '
');\n", + " var titletext = $(\n", + " '
');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('
');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('
');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('
');\n", + " var button = $('');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " // select the cell after this one\n", + " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", + " IPython.notebook.select(index + 1);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f,ax = plt.subplots()\n", + "pltlib.iv(fall_diff,ax=ax,cmap='RdBu',clim=(-15,15))" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '
');\n", + " var titletext = $(\n", + " '
');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('
');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('
');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('
');\n", + " var button = $('');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " // select the cell after this one\n", + " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", + " IPython.notebook.select(index + 1);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f,ax = plt.subplots()\n", + "pltlib.iv(fall_diff2_ref,ax=ax,cmap='RdBu',clim=(-15,15))" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "outfn = '/nobackup/sbhusha1/skysat_video/paper_analysis/last_minute/fall_dh_signal_with_real_signs.tif'\n", + "iolib.writeGTiff(fall_diff2_ref,outfn,fall_ds_list2[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'count': 1167519,\n", + " 'min': -67.180419921875,\n", + " 'max': 44.7088623046875,\n", + " 'ptp': 111.8892822265625,\n", + " 'mean': 0.048542819380609385,\n", + " 'std': 2.9564424564050977,\n", + " 'nmad': 1.831170263671875,\n", + " 'med': 0.302490234375,\n", + " 'median': 0.302490234375,\n", + " 'p16': -1.982177734375,\n", + " 'p84': 2.0625,\n", + " 'spread': 2.0223388671875,\n", + " 'mode': 0.343505859375}" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "malib.get_stats_dict(fall_diff2_ref)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '
');\n", + " var titletext = $(\n", + " '
');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('
');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('
');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('
');\n", + " var button = $('');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " // select the cell after this one\n", + " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n", + " IPython.notebook.select(index + 1);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f,ax = plt.subplots()\n", + "pltlib.iv(diff,cmap='RdBu',clim=(-20,20),ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '
');\n", + " var titletext = $(\n", + " '
');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('
');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('
');\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('