{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spatial statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial statistics are widely used in geography, geology, environmental science, sociology, urban planning, epidemiology and economics. We have previously participated in an effort to provide a spatial statistics guide for spatial transcriptomics that explains the basic concepts and methods and is also applicable to spatial proteomics data: [pasta spatial statistics guide](https://robinsonlabuzh.github.io/pasta/00-home.html)\n", "\n", "`spatiomic` also provides a set of functions to calculate spatial statistics, too. In this notebook, we will show how to use these methods on spatial proteomics data. `spatiomic` builds on top of `esda` and `pysal`, which can also be used for further analysis as `spatiomic.spatial.spatial_weights` returns a `pysal` `W` object." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import esda\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from colorcet import coolwarm\n", "from matplotlib.colors import ListedColormap\n", "from skimage.filters import threshold_otsu\n", "from skimage.transform import downscale_local_mean\n", "\n", "import spatiomic as so" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data loading" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "image_id = \"245 g1\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((438, 438, 35), (438, 438))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read the image and convert the dimension order to XYC/channel-last\n", "img_data = so.data.read().read_tiff(\n", " f\"./data/mouse_cgn/{image_id}.tif\",\n", " input_dimension_order=\"CYX\",\n", ")\n", "img_data = downscale_local_mean(img_data, (4, 4, 1))\n", "\n", "# load the clustered image\n", "clustered_img = np.load(f\"./data/mouse_cgn/{image_id}-labelled.npy\")\n", "\n", "# load the channel list\n", "channels = list(pd.read_csv(\"./data/mouse_cgn/channel_names.csv\", header=0).T.to_numpy()[0])\n", "\n", "img_data.shape, clustered_img.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate spatial weights" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "neighborhood_offset = so.spatial.neighborhood_offset(\n", " neighborhood_type=\"queen\",\n", " order=2,\n", " exclude_inner_order=1,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a `pysal` weights object for your image based on the neighborhood offset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Creating spatial weights for each offset: 100%|██████████| 16/16 [00:00<00:00, 1520.19it/s]\n" ] } ], "source": [ "spatial_weights = so.spatial.spatial_weights(\n", " data_shape=img_data.shape[:2],\n", " neighborhood_offset=neighborhood_offset,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the spatial weights matrix for an example point." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image = np.zeros_like(clustered_img).flatten()\n", "point_idx = 16000\n", "image[\n", " spatial_weights.to_adjlist(drop_islands=True)[spatial_weights.to_adjlist(drop_islands=True).focal == point_idx][\n", " \"neighbor\"\n", " ].to_numpy()\n", "] = 1\n", "image[point_idx] = 2\n", "image = image.reshape(clustered_img.shape)\n", "\n", "plt.imshow(image[33:40, 229:236])\n", "plt.gca().set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the autocorrelation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Calculating spatial autocorrelation for each channel/cluster: 100%|██████████| 25/25 [00:24<00:00, 1.02it/s]\n" ] } ], "source": [ "correlation = so.spatial.autocorrelation().predict(\n", " data=clustered_img,\n", " spatial_weights=spatial_weights,\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wV3BVKQAAAAWsWrUq/2zXrl1TF4WCypUhb7zxRtFVCNUAAADvxDu5Hpfm/9kJ1QAAAFCQUA0AAECLc8YZZ6TevXtv8PcxUBkAAEAj6jlqakXfb874QRV9v+biu9/9bvrWt761wd9HqAYAAKDR79/drokHcNt0003ztKHp/g0AAPAu8rGPfSy34J500klpiy22SF27dk2XXnppWrZsWRo2bFjabLPN0s4775xuu+22mtf8+c9/Tv369Uvt27fP93QeNWpUvqVY7XWOGDEir7NLly5p4MCBef6ECRPSXnvtlTbZZJN8L+8TTjghvfbaazWvu/LKK1Pnzp3T7bffnnbfffccgg855JB8/++yGTNm5PeOdcSyH/rQh9Kzzz6bqqX7t1ANAADwLvPLX/4yh9+ZM2fmgH388cenI488Mu2///5p9uzZ6eCDD07HHHNMvg/3888/nz71qU+lfffdNz300EPp4osvTpdddlk6++yz37LOaJ2+++670+TJk/O81q1bp5/97Gfp0Ucfzc//6U9/St/73vfqvC7e47zzzktXXXVV+t///d80d+7c3HU7RHA//PDD0wEHHJAefvjhdO+996avfe1rVTXiuu7fAAAA7zK9evVK3//+9/Pvo0ePTuPHj88he/jw4XnemDFjcniOIHvLLbfkVuaLLrooh9nddtstvfDCC+nUU0/Ny0VwDrvsskv6yU9+Uud9ouW6rGfPnjmIf+Mb30g///nPa+bHPaIjhO+00075cbR4n3XWWfn3pUuXpiVLlqRPf/rTNc9Hi3Y10VINAADwLrP33nvX/N6mTZu01VZb5W7aZdElPCxcuDA9/vjjqX///nVah6MLdnTjfu6552rm9enT5y3vc8cdd6SDDjoode/ePXcrj9bvl156KbdOl3Xs2LEmMIfoXh7vG7bccsv0la98JXcnP/TQQ9MFF1xQp2t4NRCqAQAA3mU22mijOo8jMNeeVw7Qq1evXud1brLJJnUez5kzJ7cwR4C//vrr06xZs9KkSZNqBjJbW1lKpVLN4yuuuCJ3+46u6VOmTEnve9/70n333ZeqhVANAABAg6K7dYTa2kE3rpuOluf3vOc9Db4uQnSE8p/+9Kfpgx/8YA7D0W28iH322Sd3U7/nnnvSnnvuma6++upULVrUNdWNeT8493oDAABIecTuiRMn5gHN4nrnJ598Mo0dOzaNHDmy5nrq+sQI4nG99IUXXpi7btcewGxdPfPMM+mSSy5Jhx12WNpuu+3ye//zn/9MQ4YMSc06VEeT/bnnnpvmz5+fL3CPjRRDnDfklVdeSaeffnq64YYb0ssvv5x22GGH/KHECHIAAAAtSUtroIvroW+99dZ0yimn5PwX1zkfe+yxNQOdNSSWjVtqnXPOObmV+aMf/WgaN27cegXiuN76iSeeyCOHx7XYcb31N7/5zfT1r389VYtWpdpt+Osg+rDHRogahv322y+H4+uuuy7XGGyzzTZvWT76ysdF7PHcaaedlj+QuKdY3F8sNvK6iBHfOnXqlEd923zzzRtcTks1AABQKa+//npuSX3ve9+bOnTo0NTFoZE/w3XNoevdUh01DTHMetwUPES4njp1arr88svzDcDXFPOjdTr6vpcvQI+h1AEAAKC5W6+ByqLVOS42HzBgwH9X0Lp1fhwXrtfn5ptvzsOvRxN9DMseF5X/+Mc/TqtWrWrwfVasWJFrBWpPAAAAUPb+978/bbrppvVOv/nNb1KlrFdL9eLFi3MYLt+zrCweRz/3+vzrX/9Kf/rTn9LRRx+d++E/9dRT+UL3uGA9Lm6vT/SzP/PMM9enaAAAALyL3HrrrTlX1mfNzNqsR/+OIdTjeuoYsS1uKh43BH/++efzQGcNheq4iD1GkiuLluoePXps6KICAADQTOywww6pGqxXqO7SpUsOxgsWLKgzPx5369at3tfE6GxxLXW8rvZ9zmLk8OhO3q5du7e8pn379nkCAACodus59jMt7LNbr2uqIwBHS/P06dPrtETH47huuj4x8nd0+Y7lyv7xj3/ksF1foAYAAGgOyg2H0VhI87R8+fL8szyodkW6f0e37KFDh6a+ffvme1PHLbWWLVtWMxp43G4rbpsV10WH448/Pl100UXpxBNPzDcLjxt1x0Bl3/72twsXGgAAoKm1bds230d50aJFOZTFIM40nxbqCNQLFy7Mt3uu3bN6g4fqwYMH551mzJgxuQt3796907Rp02ouBJ87d26dnSmuhb799tvTySefnPbee+8cuCNgn3rqqYULDQAA0NRatWqVe+DGfY6fffbZpi4OBUSgbuhS5nXVqtQMLgBY15tu9xw1tdHec874QY22LgAAoOWKS111AW9+1hz7q2gO3eCjfwMAALRk0VO3Q4cOTV0MmohO/wAAAFCQUA0AAAAFCdUAAABQkFANAAAABRmobAMzIjkAAEDLpaUaAAAAChKqAQAAoCChGgAAAAoSqgEAAKAgoRoAAAAKEqoBAACgIKEaAAAAChKqAQAAoCChGgAAAAoSqgEAAKAgoRoAAAAKEqoBAACgIKEaAAAAChKqAQAAoCChGgAAAAoSqgEAAKAgoRoAAAAKEqoBAACgIKEaAAAAChKqAQAAoCChGgAAAAoSqgEAAKAgoRoAAAAKalv0hTRfPUdNbbR1zRk/qNHWBQAA0NwI1bS4sC/oAwAAlaL7NwAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQCVD9aRJk1LPnj1Thw4d0n777ZdmzpzZ4LJXXnllatWqVZ0pXgcAAADvulA9ZcqUNHLkyDR27Ng0e/bs1KtXrzRw4MC0cOHCBl+z+eabpxdffLFmevbZZ99puQEAAKD5heoJEyak4cOHp2HDhqU99tgjTZ48OXXs2DFdfvnlDb4mWqe7detWM3Xt2vWdlhsAAACaV6heuXJlmjVrVhowYMB/V9C6dX587733Nvi61157Le2www6pR48e6TOf+Ux69NFH1/o+K1asSEuXLq0zAQAAQLMO1YsXL06rVq16S0tzPJ4/f369r9l1111zK/bvf//79Otf/zqtXr067b///um5555r8H3GjRuXOnXqVDNFGAcAAIB33ejf/fv3T0OGDEm9e/dOBxxwQLrhhhvS1ltvnX7xi180+JrRo0enJUuW1Ezz5s3b0MUEAACA9dZ2fRbu0qVLatOmTVqwYEGd+fE4rpVeFxtttFHaZ5990lNPPdXgMu3bt88TAAAAtJiW6nbt2qU+ffqk6dOn18yL7tzxOFqk10V0H3/kkUfStttuu/6lBQAAgObaUh3idlpDhw5Nffv2Tf369UsTJ05My5Yty6OBh+jq3b1793xddDjrrLPSBz/4wbTzzjunV155JZ177rn5llrHHXdc4/81AAAAUM2hevDgwWnRokVpzJgxeXCyuFZ62rRpNYOXzZ07N48IXvbvf/8734Irlt1iiy1yS/c999yTb8cFAAAA76pQHUaMGJGn+syYMaPO4/PPPz9PAAAA0NJs8NG/AQAAoKUSqgEAAKAgoRoAAAAKEqoBAACgIKEaAAAAChKqAQAAoCChGgAAAAoSqgEAAKAgoRoAAAAKalv0hfBu0HPU1EZZz5zxgxplPQAAQHXRUg0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQUNuiLwSaRs9RUxttXXPGD2q0dQEAwLuRlmoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAACoZKieNGlS6tmzZ+rQoUPab7/90syZM9fpdddee21q1apVOvzww4u8LQAAADTvUD1lypQ0cuTINHbs2DR79uzUq1evNHDgwLRw4cK1vm7OnDnpu9/9bvrIRz7yTsoLAAAAzTdUT5gwIQ0fPjwNGzYs7bHHHmny5MmpY8eO6fLLL2/wNatWrUpHH310OvPMM9OOO+74TssMAAAAzS9Ur1y5Ms2aNSsNGDDgvyto3To/vvfeext83VlnnZW22WabdOyxx67T+6xYsSItXbq0zgQAAADNOlQvXrw4tzp37dq1zvx4PH/+/Hpfc9ddd6XLLrssXXrppev8PuPGjUudOnWqmXr06LE+xQQAAIDmP/r3q6++mo455pgcqLt06bLOrxs9enRasmRJzTRv3rwNWUwAAAAopO36LBzBuE2bNmnBggV15sfjbt26vWX5p59+Og9Qduihh9bMW7169f+9cdu26cknn0w77bTTW17Xvn37PAEAAECLaalu165d6tOnT5o+fXqdkByP+/fv/5bld9ttt/TII4+kBx98sGY67LDD0oEHHph/160bAACAd01LdYjbaQ0dOjT17ds39evXL02cODEtW7YsjwYehgwZkrp3756vi477WO+55551Xt+5c+f8c835AAAA0OJD9eDBg9OiRYvSmDFj8uBkvXv3TtOmTasZvGzu3Ll5RHAAAABo6dY7VIcRI0bkqT4zZsxY62uvvPLKIm8JVLGeo6Y22rrmjB/UaOsCAIANTZMyAAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAU1LboCwGqWc9RUxttXXPGD2q0dQEA0LII1QDNMOwL+gAA1UH3bwAAAChIqAYAAICChGoAAAAoyDXVAO9yrvMGAChOSzUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAQUI1AAAAFCRUAwAAQEFCNQAAABQkVAMAAEBBQjUAAAAUJFQDAABAJUP1pEmTUs+ePVOHDh3Sfvvtl2bOnNngsjfccEPq27dv6ty5c9pkk01S796901VXXVW0vAAAANB8Q/WUKVPSyJEj09ixY9Ps2bNTr1690sCBA9PChQvrXX7LLbdMp59+err33nvTww8/nIYNG5an22+/vTHKDwAAAM0nVE+YMCENHz48B+M99tgjTZ48OXXs2DFdfvnl9S7/sY99LB1xxBFp9913TzvttFM68cQT0957753uuuuuxig/AAAANI9QvXLlyjRr1qw0YMCA/66gdev8OFqi306pVErTp09PTz75ZProRz/a4HIrVqxIS5curTMBAABAsw7VixcvTqtWrUpdu3atMz8ez58/v8HXLVmyJG266aapXbt2adCgQenCCy9Mn/jEJxpcfty4calTp041U48ePdanmAAAANByRv/ebLPN0oMPPpjuv//+9KMf/Shfkz1jxowGlx89enQO4uVp3rx5lSgmAAAArJe267Nwly5dUps2bdKCBQvqzI/H3bp1a/B10UV85513zr/H6N+PP/54bo2O663r0759+zwBAABAi2mpju7bffr0yddFl61evTo/7t+//zqvJ14T100DAADAu6alOkTX7aFDh+Z7T/fr1y9NnDgxLVu2LI8GHoYMGZK6d++eW6JD/IxlY+TvCNK33nprvk/1xRdf3Ph/DQAAAFRzqB48eHBatGhRGjNmTB6cLLpzT5s2rWbwsrlz5+bu3mURuE844YT03HPPpY033jjttttu6de//nVeDwAAALyrQnUYMWJEnuqz5gBkZ599dp4AAACgpanI6N8AAADQEgnVAAAAUJBQDQAAAAUJ1QAAAFDJgcoAYEPqOWpqo61rzvhBjbYuAIA1aakGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICCjP4NAOvAiOQAQH20VAMAAEBBQjUAAAAUpPs3ADRTuqQDQNPTUg0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQUNuiLwQAqE/PUVMbZT1zxg9qlPUAwIakpRoAAAAKEqoBAACgIN2/AYAWT5d0ADYULdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAACVDNWTJk1KPXv2TB06dEj77bdfmjlzZoPLXnrppekjH/lI2mKLLfI0YMCAtS4PAAAALTZUT5kyJY0cOTKNHTs2zZ49O/Xq1SsNHDgwLVy4sN7lZ8yYkY466qh05513pnvvvTf16NEjHXzwwen5559vjPIDAABAk2m7vi+YMGFCGj58eBo2bFh+PHny5DR16tR0+eWXp1GjRr1l+d/85jd1Hv/P//xPuv7669P06dPTkCFD3knZAQCarZ6jpjbauuaMH9Ro6wJgA7ZUr1y5Ms2aNSt34a5ZQevW+XG0Qq+L5cuXpzfeeCNtueWWDS6zYsWKtHTp0joTAAAANOtQvXjx4rRq1arUtWvXOvPj8fz589dpHaeeemrabrvt6gTzNY0bNy516tSpZoou4wAAAPCuHv17/Pjx6dprr0033nhjHuSsIaNHj05LliypmebNm1fJYgIAAEDjX1PdpUuX1KZNm7RgwYI68+Nxt27d1vra8847L4fqO+64I+29995rXbZ9+/Z5AgAAgBYTqtu1a5f69OmTBxk7/PDD87zVq1fnxyNGjGjwdT/5yU/Sj370o3T77benvn37vvNSAwDQ6AyeBlCB0b/jdlpDhw7N4bhfv35p4sSJadmyZTWjgceI3t27d8/XRYdzzjknjRkzJl199dX53tbla6833XTTPAEAAMC7JlQPHjw4LVq0KAflCMi9e/dO06ZNqxm8bO7cuXlE8LKLL744jxr++c9/vs564j7XZ5xxRmP8DQAAANA8QnWIrt4NdfeeMWNGncdz5swpVjIAAABoiaEaAAAqwXXeQLWr6C21AAAAoCXRUg0AAE3Ugq71HJo/LdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFtS36QgAAoHr0HDW1UdYzZ/ygRlkPvFtoqQYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKKht0RcCAACsTc9RUxttXXPGD2q0dUFj0lINAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUFDboi8EAABobnqOmtpo65ozflCjrYvmS0s1AAAAVLKletKkSencc89N8+fPT7169UoXXnhh6tevX73LPvroo2nMmDFp1qxZ6dlnn03nn39+Oumkk4qWFwAAoEXRev4ua6meMmVKGjlyZBo7dmyaPXt2DtUDBw5MCxcurHf55cuXpx133DGNHz8+devWrTHKDAAAAM0zVE+YMCENHz48DRs2LO2xxx5p8uTJqWPHjunyyy+vd/l99903t2p/8YtfTO3bt2+MMgMAAEDzC9UrV67M3bgHDBjw3xW0bp0f33vvvY1WqBUrVqSlS5fWmQAAAKBZh+rFixenVatWpa5du9aZH4/j+urGMm7cuNSpU6eaqUePHo22bgAAAGjRo3+PHj06LVmypGaaN29eUxcJAAAA3tno3126dElt2rRJCxYsqDM/HjfmIGRx7bXrrwEAAGhRLdXt2rVLffr0SdOnT6+Zt3r16vy4f//+G6J8AAAA0HLuUx230xo6dGjq27dvvjf1xIkT07Jly/Jo4GHIkCGpe/fu+bro8uBmjz32WM3vzz//fHrwwQfTpptumnbeeefG/nsAAACgekP14MGD06JFi9KYMWPy4GS9e/dO06ZNqxm8bO7cuXlE8LIXXngh7bPPPjWPzzvvvDwdcMABacaMGY31dwAAAED1h+owYsSIPNVnzaDcs2fPVCqVipUOAAAAqlhVjv4NAAAAzYFQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFtS36QgAAAFqunqOmNsp65owflFoyLdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFtS36QgAAAKiknqOmNsp65owflBqLlmoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACAgoRqAAAAKEioBgAAgIKEagAAAChIqAYAAICChGoAAAAoSKgGAACASobqSZMmpZ49e6YOHTqk/fbbL82cOXOty1933XVpt912y8vvtdde6dZbby1aXgAAAGi+oXrKlClp5MiRaezYsWn27NmpV69eaeDAgWnhwoX1Ln/PPfeko446Kh177LHpb3/7Wzr88MPz9Pe//70xyg8AAADNJ1RPmDAhDR8+PA0bNiztscceafLkyaljx47p8ssvr3f5Cy64IB1yyCHplFNOSbvvvnv64Q9/mD7wgQ+kiy66qDHKDwAAAE2m7fosvHLlyjRr1qw0evTomnmtW7dOAwYMSPfee2+9r4n50bJdW7Rs33TTTQ2+z4oVK/JUtmTJkvxz6dKlay3f6hXLU2N5u/daV8pU+XIp07pryftUNZappe9T1Vimlr5PVWOZWvo+VY1laun7VDWWqaXvU9VYppa+T1VjmVr6PrV0HcpUXqZUKq19wdJ6eP7552NtpXvuuafO/FNOOaXUr1+/el+z0UYbla6++uo68yZNmlTaZpttGnyfsWPH5vcxmUwmk8lkMplMJpMpNeE0b968tebk9WqprpRoCa/dur169er08ssvp6222iq1atWq8HqjpqFHjx5p3rx5afPNN0/VohrLpUzrRpmad7mUad0oU/MulzKtG2Vq3uVSpnWjTM27XMpU+TJFC/Wrr76atttuu7Uut16hukuXLqlNmzZpwYIFdebH427dutX7mpi/PsuH9u3b56m2zp07p8YSG7daPvRqL5cyrRtlat7lUqZ1o0zNu1zKtG6UqXmXS5nWjTI173IpU2XL1KlTp8YdqKxdu3apT58+afr06XVakeNx//79631NzK+9fPjjH//Y4PIAAADQXKx39+/olj106NDUt2/f1K9fvzRx4sS0bNmyPBp4GDJkSOrevXsaN25cfnziiSemAw44IP30pz9NgwYNStdee2164IEH0iWXXNL4fw0AAABUc6gePHhwWrRoURozZkyaP39+6t27d5o2bVrq2rVrfn7u3Ll5RPCy/fffP1199dXp+9//fjrttNPSLrvskkf+3nPPPVOlRZfyuL/2ml3Lm1o1lkuZ1o0yNe9yKdO6UabmXS5lWjfK1LzLpUzrRpmad7mUqXrL1CpGK6vYuwEAAEALsl7XVAMAAAD/JVQDAABAQUI1AAAAFCRUAwAAQEFCNQBQccZJBeBde0stAFq2xYsXp8svvzzde++9+daJoVu3bvkWiV/5ylfS1ltv3dRFZC1efPHFdPHFF6e77ror/x63udxxxx3T4Ycfnj+/Nm3apGoQtzp56KGH0u67797URQGAd6RF31LrP//5T5o1a1bacsst0x577FHnuddffz399re/TUOGDGmy8lWbmTNnvuUkun///qlfv35NXbSq8fjjj6f77rsvb5fddtstPfHEE+mCCy5IK1asSF/+8pfTxz/+8VRt5s2bl+/VFyGpki666KK8T33qU59KX/ziF9NVV12Vxo0bl1avXp0++9nPprPOOiu1bfvurtebPXt22mKLLdJ73/ve/Di20eTJk9PcuXPTDjvskEaMGJG3XSXdf//9aeDAgaljx45pwIABqWvXrnn+ggUL0vTp09Py5cvT7bffnvr27VvRcrFuHnjggfy57bzzzmnjjTfO3+lf+tKX0sqVK/PnFsfCadOmpc0226xiZRo5cmS98+O7M743t9pqq/x4woQJqdLi+ygqHeqb/9xzz6Xtt9++4mVqbv7973+nW265xflUMxLnKldccUU+zjS1ZcuW5fPxp556Km277bbpqKOOqvlOqLSIRHPmzEk9evTI5yfxvXnjjTfmc7w4l+nSpUuTlIu1+9a3vpW+8IUvpI985COpSZVaqCeffLK0ww47lFq1alVq3bp16aMf/WjphRdeqHl+/vz5eX5TuOWWW0o/+MEPSnfddVd+PH369NInP/nJ0sCBA0u/+MUvKl6eBQsWlD784Q/nbRXbrF+/fnkqb794LpZpSqtXry796U9/Kl1yySV5+61cubLiZbjttttK7dq1K2255ZalDh065Mdbb711acCAAaWPf/zjpTZt2uTPsto8+OCDFd/Xf/jDH5Y222yz0uc+97lSt27dSuPHjy9ttdVWpbPPPrv04x//OG+3MWPGlCpt8eLFeT966aWX8uNFixblsp155pmlxx57rOLl2XvvvUt//OMf8++XXnppaeONNy59+9vfLl188cWlk046qbTpppuWLrvssoqWab/99it97Wtfy/9za4p58dwHP/jBUlNYvnx53h7Dhg0rHXLIIaVPfepTpREjRpTuuOOOJinPvHnz8j5U9r//+7+lL33pS/k78+ijjy7dc889FS/Thz70odIZZ5xR8/iqq67Kn2l4+eWXS7179877WCXFcSTe92Mf+1idKebvu++++fcDDzywomVasmRJ6cgjj8zf5dtss00+Jr/55ptVcY6wYsWK0pQpU/J3wBe/+MU8xe+//e1v83PVpimOMQ1573vfW/rHP/7RJO993nnnlebMmVOqJr///e/rneJ85aKLLqp5XEm77757zTF47ty5pZ49e5Y6deqUvwvi/Cr+H//1r3+VKu2JJ57I572xL++88865DH369CltsskmpY4dO5a6dOnSZPtWHGteffXVt8yPc+E///nPpWoyf/78fE5VSeWst8suu+RzuhdffLHUFFpsqD788MNLgwYNyic8//znP/Pv8WX77LPPNukBc/LkyaW2bdvmf9TNN988n/BE+DjuuONKX//61/NJ9cSJEytapgg+/fv3z18oa4p5+++/f+nzn/98RcsUlQyvvPJK/j2+fOOkMP5pIozF57bbbruVFi5cWNEyxTY6/fTT8+/XXHNNaYsttiiddtppNc+PGjWq9IlPfKJULQfN8nT++edXfF/faaedStdff33NCVccwH/961/XPH/DDTfkg1Yl/fWvf80H7tiP4rN74IEH8ndCfAlHeeN/b9asWRUtU7xn+SRsn332yZVGtf3mN78p7bHHHhUtU4SMxx9/vMHn47lYptLiezxOeOKEq0ePHvlzjO/1+G6I/SsC0htvvFHRMkXlY1TyhZtuuin/nx122GGlU089tXTEEUeUNtpoo5rnK7lPPf300zWPV61alcsRx7zwhz/8obTddttVtEzjxo3L/2trVjrGsfDRRx8tNYWoWHjf+95Xuu6663KFVuxbsT+VQ2tsr9jHmmI/33HHHfP/2AEHHFD6whe+kKf4PebF92YsU+kKiLVNf/nLXyp+jLngggvqneK7YPTo0TWPKyn2l3j/qGi/9tprq6ICpBw24mdDU6U/u3jPckNNVD7GOWb5fC+CY2y/o446qlRpn/nMZ/L398MPP5wrsSL8x7wIrq+//nrp0EMPLX35y1+uaJmiMTAqG+Izin3rmGOOqROum7Lyr5oq2Vq1apUr10888cRc+RHHvPgs4/gbx8BKabGhOk684h+jdgvLN77xjdL222+fTziaakeME+TyiXO0mMVBctKkSTXPX3HFFfkfuZKiNWz27NkNPh/hI5Zpqi/d448/Pm+3cs1l1NhFpUR8npUUlSDlk5n4J40Twtrb7ZFHHil17dq1VGnVeNCME/tyBVaIL7i///3vNY8jSEbNbyXFgToqr5YuXVo699xzS+95z3vy47Jo/YzKuEqK1vv4/yp/Z8XBqLannnoqb8tKilaDX/7ylw0+H89FAKm0qGiLisdyC3rURse8EK0HUe6xY8dWtEzRglH+XopwH2Wq7cILL8yVJZUUn025F1T5pCy+A6KVPzzzzDNNUikyc+bMHGK/853v1PQ0aspQHecCd955Z83jqICPSpKDDz44n0A31TlCfE/FiXyE1TXFvHguylhJ5WNIQ1NTBbP4Do//+9pTzO/evXv+PSpyKl2mOIeLzyiOefH9Hif5cW7QVKJHT1QWrdnbsCn/92qf30UFUlT01Xb33XfnitNKi0abv/3tb/n31157LZczKoxqlyu+NyppyJAh+dhy//33515tce7bt2/f3OuoqSr/HnroobVOU6ZMadKKmji+RBmi929UREQlcjSAVaIyssWG6mj9ra875ze/+c38RRzd9JrigFlf2Kj9hRsnPJUOG/HFP2PGjAafjxOPWKap/kF23XXXt3RPihqpSh8wI1RHyCmLiobaLUIRFJviZDW+MKKVrCFxkKj0vh6fTXSPLweeeP/oulg2derUfNJTSdE6Xf5OiC/dKFO0XpdFK3WcjFVS1Hofe+yx+fdoaf3+979f5/noKr/XXntVtEzRJbB9+/a5JS/+7+677748xe8xL77DalcEVkp8L9buehetQPH9GV36Q/wPVHqfip4PcRJRrhQp/14W3xeV/j6Pk/g999wz//9FxW10q47u1WXTpk3LPTOaQrSwxEliXPYQx734/JrqxD724zW7mEaFW/RIist54rmmOkdYWwiLxoJKV7TFse+cc87J5wn1TdHSX+ltFRVscUnBmud51RIW42dss+hVF9smWhujQSX2sUqbMGFCDqm1e8009XYq9zSM85c19/emOpda8/w8zvFqn/NFV/U4NlZSbJ/a5ynlFvPY96MXZ1NU/q2tIad1E1ay1XeZanyeUdle7ta/obXYUB1fYL/61a/qfS6CdefOnZvkgFkO9OH555/PO0IEjLI4QMUylXTCCSfkHS665NauHY/fY16cqMZ1i031pRsnq7VbOctfupX+cosTwXJQDHEgqN3dND7XSgf9EF+wcT1gQ6L1s9I1mREOo9Y3WoJjm0TX+KjhjWuF4xKIOMCffPLJFW9VjEqrhipF4su30gfy+A6I/68Y82HkyJH5oB7X4w4fPjzPi2v4a38/VEp0XYza8TjxKh8s4/eYFzXATSFOLmp3z//3v/+dy1U+SY0QVOnvhOheFvt2iFrxNbubRtiIywsqHVyju3D5s4uulbXD4+23316ngqspxOUz0asnjsFNdWIflbX1/W/F9otg3atXryY5R9h2223XesnAzTffnJeppKiUiYBYTceYEOcncSyJHiHVEhbrO7GPc4OhQ4fmY1BMTSEq16PHX4yJsWzZsibfTlFZHL144jj8u9/9rs7zcY1wpSu4Q1Q21m6Z/vnPf16nEiSOPzFGTCXF/rLmddxx3hm96uKcNCrZKv09FY1sMbZJnIfXN02dOrVqQnVZ9HBbs0fEhtBih9494ogj0jXXXJOOOeaYekcljpE9Y5TdSvvMZz6Tjj322DR06NB0880359Eyv/Od7+TRR1u1apVOOeWUdPDBB1e0TDHiamyPGGX4zTffTO3atcvzY9TDGP0wynveeeelSotbv8QtV9544430zDPPpPe///01z8UI5Z07d65oeY4//vi0atWqmsd77rlnnedvu+22Jhn9O/aZGD2zITEK8J133lnRMp155pk1Iw8PHz48jRo1KvXq1St973vfy6NHH3rooemHP/xhRcsUo3n+61//Sj179syPr7322jzSaFnceqjSI3tut9126W9/+1saP358Hj03KjpjxPQYsf1DH/pQuvvuu5tklO3BgwfnKf734vZaIbbNRhttlJrKJz7xiTyKdHxvx/fC6NGjU+/evWtGsY4R07fZZpuKlik+txht9IUXXkgf/vCH0+mnn55HT49bRD355JNpypQpFT/ObLrppvl94w4X8X0ej2ur9PGlPnGsie0Vd+doqtGHYzvE6Mcxom9tsb1ilPTY35rCcccdl88LfvCDH6SDDjroLaPvn3322Xmk20qK0ePjbioNiTuFxB0mmuI8L+5OEttr6tSp+fNsSnEOV5/4jojpZz/7Wf7fbArxXRl3Bjj55JPz7015458195U1v6PiWNgUozjHXRPiji7x3VQ+56vtD3/4Q/rABz5Q0TLFrRAffvjhtMsuu9TMi/Py6667Lh155JHp05/+dKq0Pn365GNeQ9/dr7zySsX3ryjL2m4VGf+blfhOb9G31KpGEX7iSy3CRtzz9cILL8xftHEyFiewBxxwQP7SrfTJYVi6dGk+yal9S63459l8880rXpZhw4bVefzJT34yD5dfFuEsvmji1jCwrkF/1113bfAWVfE/GAfU66+/vuJl4+0tXLgwV0r+9a9/zQfIqCSJW53ss88++fnf/e53uWKk0oHj6aefTt///vfzSf1rr71Wc9Kz77775gqvuDc01XkbqDgxrF1ZW9urr76ab3kXx+RKO+ecc/LtxuJYXA5qcaoWx+STTjopH//4r9g2UcEV51KLFi3K5wZr3ka1EqJxJD6zpjh/Wx/RoBMV7VExWe1lrSbRuNOhQ4c6lfEb2qmnnpoefPDBXNG3pqg0/dznPpcrIaJhrFLiuBtZJm6H2NB3680335wbD99thOoqEa0KEaoree/Q5iz+oaNWKr7goDFEC3rsU9EKSvX65z//me8ZGveJr6b7nMehNIJ/nNw0das+LeckvnYld/l+9tQvGgXuuuuu3HK9xRZbNHVx4B2L4BznJg01bsXzzz//fFXcb5yUWjd1Afg/EQ4jUEe3z69+9asVf//o2hUHo8cee6zewP+rX/0qVZOXX345nXDCCU1dDFqQl1566S3dvag+0Q0uLr1YM1A31XdnWbQoRlfdaMUoB+qmLhPN+7gXIbp///55Kgdq5wgNi551J554Yg7U1fi/57OrftW2reI4t7beotE7K3rhVZN5Vfi/VzEb/Kptqv7+bk8++WQeqKw8Yl8MkBQDKJW5Dx7vBvap5q0aP79qLBMNH/fi9mPVfNyrpnOEat9W1fi/57Orbs1xW9nPq0v19J17l4jrDNYmBlKqtLhmI1p+YhCLGGAgrtmKgRpmzJiRtt9++9QUqnE70bzZp5q3avz8qrFMFD/uxeCATXncq9Z9qhq3VTVup2osUzV+dtWqGrdVNe5T1VimauGa6gorj/K9ts0ez9ceZXpDiy6Ld9xxR9prr73y4yhbdK2+9dZb82AWm2yySR6luJJlqsbtRPNmn2reqvHzq8Yy0XyPe9W6T1XjtqrG7VSNZarGz65aVeO2qsZ9qhrLVC1cU11hcb3dDTfckAezqW+K0Uab4hqS2tcnxj/DxRdfnG97FCOf/uMf/6h4mapxO9G82aeat2r8/KqxTDTf41617lPVuK2qcTtVY5mq8bOrVtW4rapxn6rGMlULoboJBtKIESob8na1PxtCjKIb3V3qu5933MLmsMMOS5VWjduJ5s0+1bxV4+dXjWWi+R73qnWfqsZtVY3bqRrLVI2fXbWqxm1VjftUNZapWgjVFRb3LY37Uzdk5513zt1MKumII45I11xzTb3PxZfJUUcdVfF/kGrcTjRv9qnmrRo/v2osE833uFet+1Q1bqtq3E7VWKZq/OyqVTVuq2rcp6qxTNXCNdUAAABQkJZqAAAAKEioBgAAgIKEagAAAChIqAaAKjdnzpw8quqDDz7Y1EUBANYgVAPAu8yVV16ZOnfu3NTFAIAWQagGAApZtWpVWr16dVMXAwCalFANAFUiAupPfvKTfK/P9u3bp+233z796Ec/WqeW5ptuuil3ES976KGH0oEHHpg222yztPnmm6c+ffqkBx54IM2YMSMNGzYsLVmyJC8f0xlnnJFfs2LFivTd7343de/ePW2yySZpv/32y8uv+b4333xz2mOPPXIZ586du0G3CQBUu7ZNXQAA4P+MHj06XXrppen8889PH/7wh9OLL76YnnjiiULrOvroo9M+++yTLr744tSmTZt8PfZGG22U9t9//zRx4sQ0ZsyY9OSTT+ZlN9100/xzxIgR6bHHHkvXXntt2m677dKNN96YDjnkkPTII4+kXXbZJS+zfPnydM4556T/+Z//SVtttVXaZpttGnELAEDzI1QDQBV49dVX0wUXXJAuuuiiNHTo0Dxvp512yuE6BipbX9GCfMopp6TddtstPy6H4tCpU6fcQt2tW7c6y19xxRX5ZwTqEK3W06ZNy/N//OMf53lvvPFG+vnPf5569er1jv9mAGgJhGoAqAKPP/547n590EEHNcr6Ro4cmY477rh01VVXpQEDBqQjjzwyh/SGRGt0XCP9vve9r878KFO0SJe1a9cu7b333o1SRgBoCYRqAKgCG2+88Tov27p161QqlerMixbk2uI66S996Utp6tSp6bbbbktjx47N3bqPOOKIetf52muv5W7is2bNyj9rK3cPL5ez9rXbAPBuZ6AyAKgC0T07Auv06dPfdtmtt946dxdftmxZzbz67mEdrc4nn3xy+sMf/pA++9nP5m7c5dbmaJWuLa6/jnkLFy7MA6XVnmp3EwcA6hKqAaAKdOjQIZ166qnpe9/7XvrVr36Vnn766XTfffelyy677C3LxqjcHTt2TKeddlpe7uqrr84jc5f95z//yYOOxcjdzz77bLr77rvT/fffn3bffff8fM+ePXPLdAT4xYsX58HHIoDH4GZDhgxJN9xwQ3rmmWfSzJkz07hx43JrNwBQP6EaAKrED37wg/Sd73wnj8wdAXjw4MG55XhNW265Zfr1r3+dbr311rTXXnula665pua2WCG6b7/00ks5IEdY/sIXvpA++clPpjPPPDM/HyOAf+Mb38jrj1bvuI1XiJbseE2UYdddd02HH354DuNxay8AoH6tSmtelAUAAACsEy3VAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABQnVAAAAUJBQDQAAAAUJ1QAAAFCQUA0AAAAFCdUAAABQkFANAAAABf1/0QBWBpI3YSIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "correlation.sort_values(\"morans_i\", ascending=False).plot.bar(\n", " x=\"cluster\",\n", " y=\"morans_i\",\n", " figsize=(12, 6),\n", " title=\"Moran's I for each cluster\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at OAT1, a marker of the proximale tubule, especially the brush border." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(img_data[:, :, channels.index(\"OAT1\")], cmap=\"gray\")\n", "plt.gca().set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getis-Ord Gi*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to find local hotspots using Getis-Ord Gi*. For this, we will downscale the image to speed up the computation." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "image_downscaled = downscale_local_mean(\n", " img_data[:, :, channels.index(\"OAT1\") : channels.index(\"OAT1\") + 1],\n", " (4, 4, 1),\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Creating spatial weights for each offset: 100%|██████████| 316/316 [00:00<00:00, 20182.73it/s]\n" ] } ], "source": [ "spatial_weights_circle = so.spatial.spatial_weights(\n", " data_shape=image_downscaled.shape[:2],\n", " neighborhood_offset=so.spatial.neighborhood_offset(\n", " neighborhood_type=\"circle\",\n", " order=10,\n", " exclude_inner_order=0,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/vg/vt1jjh256dn1g4sd6pknwxbs_qmnws/T/ipykernel_74345/1097534021.py:1: UserWarning: Data is not in float64 format. Converting to float64 required by `esda`.\n", " local_autocorrelation_gi = so.spatial.local_autocorrelation().predict(\n" ] }, { "data": { "text/plain": [ "Index(['local_statistic', 'z_score', 'p_value', 'expected_value'], dtype='object')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "local_autocorrelation_gi = so.spatial.local_autocorrelation().predict(\n", " data=image_downscaled,\n", " spatial_weights=spatial_weights_circle,\n", " method=\"getisord\",\n", " star=True,\n", ")\n", "local_autocorrelation_gi.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the hotspots and through simple thresholding, we can get an approximate segmentation of the proximale tubule." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "ax.imshow(\n", " local_autocorrelation_gi[\"local_statistic\"].to_numpy().reshape(image_downscaled.shape[:2]),\n", " cmap=ListedColormap(coolwarm),\n", ")\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same with the local Moran's I." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/vg/vt1jjh256dn1g4sd6pknwxbs_qmnws/T/ipykernel_74345/1680012595.py:1: UserWarning: Data is not in float64 format. Converting to float64 required by `esda`.\n", " local_autocorrelation_moran = so.spatial.local_autocorrelation().predict(\n" ] }, { "data": { "text/plain": [ "Index(['local_statistic', 'quadrant', 'p_value', 'z_score', 'expected_value'], dtype='object')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "local_autocorrelation_moran = so.spatial.local_autocorrelation().predict(\n", " data=image_downscaled,\n", " spatial_weights=spatial_weights_circle,\n", " method=\"moran\",\n", " permutation_count=100,\n", ")\n", "local_autocorrelation_moran.columns" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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uo3niKtERl7MrIpfH8rwXv1VpH//4j1nH1uemXm8f/4e3Ho3yjCgJ3Wu/EjpTob6cfasa5VtPgbvxJz9pJbe7oZu5a5dt/GFxeKR9vAp2HOySfOrxJ03Z0m/8Uvv4+M98JJq5b2iI3FyBQN8ECTHHPy5eswNzZyH0bZBiRAPwN1PGyL+WyNYDY1v8HDB2UGepJ8pOc3GZJMcmunW8Rodh5ojHQUrOvPowjD23jfPak5Z613kocPZBx6vExDGKTiyEbh4l4rcoroY4Ce8G18ky85h8+n5IHZOiKvk3xVwH8ZYt6ifWidlh+f4qFHtByx9PspzrIDbR6NLBGOFZr3CcC3/L7bYA38omDbRCEQRBEDKBPiiCIAhCbykvXFqOUgIqXNru0hbfomOpisv/3/894JVaSYu+52T7+DO0O/1Pvhz4qqlp7ks4Pv+25WFu3gnru5/9aVtW+/Ln28fNAz9uyvIgrvuTPyEJM4zLQZKdoiz6/NRPmbLqyb/RPi7ctGPWhDUwL3MfPRPGokxLdcRXvhpciVvYBPqPk5l96LlA8T3/QiW6BF5bjz/LKm19NktnWo8X4NwSlTVMPXQdutU6O8mbnFgN6TBa4nvS3W5hHXdzUcdrljAjJYVuEHvn1uLyXwS7BiNtwS6+WOdRcK3YL9mYuQeY82vkRoHXFam9/hJQnfRfWXRJZmoOr0s6XiMtadvbroS+DZMT+Da8D56zAsOYXzguzM1GehlvDnfD87CjxN6RaCecKhyHZqTGPSky30MaaIUiCIIgZAJ9UARBEIRMoA+KIAiC0NsYSgl4TE8O6EnpmDscGQrfs2WyGFncGW8fD1lFce706VDRyaklU7awNd0+vnHLEq5nTof4w/K//FlTNv7f/Yv28Z0F+52t1cL9bmxayxaU7k5N2evWIeawBFkfmctn998yyHiHR/JR/hqfSQsnT4V6/vbhbVP2i785tK+7cAvnzwXSeO6QfYC3Ie7EzxY5ebRaYZ4/ye/G7UcMt04kNcZNOC6DslqP++U4Qj+Q1J0kq0NZZsNxFG4m4gHY53jfEuOSUs7J8QccF+bSMb7pyW/5uWOdHGvBcWHLJLxfjoUUixDToPvz4jlbIM2vUp2D5ULUUgizsnqSdx5rz025Bm00PPufWvx3keeuJyk2llfsMo1jnXAJ378O3k7RjX2MViiCIAhCJtAHRRAEQegx5WWkwXGXzbkDdn28spqPLoFxCcdS5LfeABrmMLnAArX0/OuBGmvh/MUgl92gpEgPQjKs8ed+3pTVf+/fto9nv+8nTNn6Vmh/hPpZBx5mlu69HzbcX71q1+PHj4dzR2G3dgsH58Lfd26xDHv/+lt45aUwZjOzk6bsw8/t71Cw1wbskj59yk4JlBhvbcd3U7OMF91xmdrx6LAmJNzqc3bKYwIvboPrNAnESKo7M1lMtYud68Rz+X3YhXk+MGCvcza8G6kwJr/au87QMPGd3SwzxzKmTLy+IAWGst1EMizaFuDRcdi3Ms1dz9UXwX3Bv9ENooVdZ57hb1E/UfhmnrGzut3BEKWL+vritCHfq5dQz7TdiTQY6kyEIWCYeM7jc0eniLTQCkUQBEHIBPqgCIIgCJlAHxRBEAShtzEUzHjG1h3WVsDybqce6NvXiqSFsQmQDUOWwhZOnwzy3EJ9y5S9dHa4ffz2Bes1gZK8J5+wWSAHQX58/rK99ROb6+3j1142Rblnjl9tH3/oI8dN2QtfJ68LwFVyJkaMwxheuWx1hOvroexBkEi3MDoC2RzX7HgiFbu6YnnZM48GIvX2LVvn+Uuh/YtwzM+TpaWe3QnGQliyaSW/KV1094kdxIDceQs37obncJRk0RhHSMYfwCaFyjDL5SK5TFs35/j/2Vj2beWqZDsDfalQZ6oOd2+ceolLH3CyR3r2Iyvr4cGMgPz2fkBXazerJs8XM4S2PbzfgzPFqPXKDjmPo2yfLXAwbsIxG3wHOAtkAy13SEaPY88xE0/m3m0GxbROyPwcjIQ5XWjHQCsUQRAEIRPogyIIgiD0lvIaArfOQXLuxCQ7rP774AfDP2zu2OsqYIi7uUHOq5sr7eM3bh0wZS+9Uoku7R46Fdf1vfStwA1cumrX9L+3+dPt452v2V3mtdrh9vGZx2ydTz0d2tsgN15cSvMO9Fs361HXYByLSxfqUcn08WO27LWXw9r5qWfsOJRLKCmO74bfoKRdQ4PxJbChU2wR7Wq3ZTsg2SzEGcPErmTcTc3AvmySXNyjmQxtxzvzm46LL1SzQM4DZaAJx8fi/2fjpFlFoAmZ9sGd5d5Oa95VjlRPQplbiN8f0jksLcWEVEXKeIVtoCsA95NlrjgWAwPkDAy74VdorGfgfWC6bxBusEm6dkwSyM8Bx5epXHRFZno/7+yGx+fn0X0Mz8EYx9CTHvN1eCrT0bg9hB0L0kArFEEQBCET6IMiCIIgZAJ9UARBEITexlCOHytG7RUqO4F3e/ZDlk0vNANZOXH7FVPWOP5IOD4CZH3LRqF2qH38/IvbUc5xiPjWxaVAVjKtiNYMnpUG40+eD8Geb71CNinT4X4fecSSxmfPVaP1v+/R/qikcQHuAeWpe39DhrwHyWm5vz84LV88Z+Mr2P6gHercNPDQDSJccQyfeMTKsN8y90fxAJOx0bbHTrNRN2UKzCDP72VaZJ59GKSt/Nw9h1iMxXgusLdJNvyJ95Wjc5BjOLYvueh4Ijhu6PH6aM+DljA8hsyXY/zKc7JlOyWU2XJMA59f2U4lM0d4rDG7Isc0PGD7w+BsvtdPiPuiZcredcP56HPgWBOikHeyMubiY+1l+PQyROYgzsXPyIvZYBnHKdFh2LPRiUErFEEQBCET6IMiCIIg9Jby2gI5KSd9wt3c5bf+1JSd+x9CIquH/82vmbIXXwoU0VtvW1prFaidYZIp/+c/GDibN1+3+ryFxXqUWkFJ5RbRTCifq5LkbxZ29PPy+A6013wzFwUvV1EKyQmvcBlaIunlobnAU3zn8owp292FXfSUsAyTPpVKtgxpEnYYvQGS4rvk5jp3sLjv/TCVxEtnpHbYqddINplGI4lqfEe4PW8C3Jw9uo3pDaQiF+kZXYfn/sTxUnSe4Y7s+1EfKL/3kj7xXEL6iMcMkaRMctFnhBQU0yI1cDdgOgXvvWJz0RlpK5dhe+iUy2DK0FBlDhvGNCE6EXCd65uNKAWFu/091Jzd/kn57/7n8bme23C38Kg5bwd/DFqhCIIgCJlAHxRBEAQhE+iDIgiCIPQ2hoJxkhLZO2yA++jKyU+Ysld/KsRUfufXLDE8NhwCEneXLdmMLqY/+aOWAF0Dy5bZA/abiPEIz44A7SNaqNXC30PEky7D/aFEs4UZiK+w6+z0RDHaF4z1cBbBsZFClIM/f74WjXegpHiZYigoG+bsmCdOhL+HhopRm5SrN2vR2MQEWYxMjBejLsWetDvW5z87G47jXPYoyD6TdcYdky/dsPeHbh2/c9ZmuXwY7g/H4X4wvLQTt+DYksnUSZy/uSWWN9fTcfDMlxchrsbPCGMqQ5SREp91IkaEcROy0cGsiXzviDFnrFme7s0tHAt2ksYyL27nOQH3OVkgG5Tl0mTcdOIWbjbMRFZUbNtz+84WWqEIgiAImUAfFEEQBKG3lNfXnw9L/i2SiC4BvVKiGtdBbswUxkA5Lj/8ge8L2bAaf/RvTdnkc58Jx2M7dnfzoRPt4zsgeW1hbCR07irRGwemAoVx+LClfc5frO27a5flxztE7Vy9Fa4bI5oJk/+wLBqX2bwTGak63mG/CWPNNBMuc5lSuHY9jNPHP162dNgDYSz++Et2rNdhF//BGbuMHoB+rgEVx7QFy3jxXJ4TNXNuellm3VnhI93IfUG33B88Y8dlB8bQozc88K5rpJL6+pqpd64jEi63jXg/sYydBzy6GNtIyHGde0eqznMCYCfiQaDVmALuxhE36d4cn0s8DsWUdFGBT4O/PSk5P9u0jsIMpLn4uacdM+2UFwRBEN4z6IMiCIIgZAJ9UARBEITexlBuz9ejsQK0KtkhSwXkmplXXITYy/S4/bY9OHChfdw4cMSUNQeHwx/DY6ZsZB1sRCBm0sLCfGNfaS5bnLA0+DBYjFy4YklqjEcwN4n3u0s8LfLJnDXtxu1aNAPf5tb+dbSwAvLmpO1MLhpfQfsFtP/YawMk1O973FrEfufl3X2dnFtAqnmcpJ6YyZJtPTjeEpPxclwEuXu+P8w6yfw1xlt4DuI9cJ0HJovROILnEOvFDjAsxC7aeB3fA7oI+/EVJ1ZAdaa1CvGyRzLqjhwYsUEZN1mSbuqEU/n988IdeH+e0zjHcxD8KJueBB7mvDcFSh1Iej3XZzMuCduZdHXKekUQBEF4z6APiiAIgtBbyssDSi9LRBchTcGfr0Owy/xT30VbbtdX24e19/8FU/TKy3Hn45HR8PfSgl2z3QHabu6QXQcur4RzL1y2ek6U5/JysQh6QG8pmUick1IByK7ImHSKZcO4lE7IHYtx2XBlJfz9wguWszwC7saPPWGny/R0eGZf+5rdSY7LbF5yF5wtxkPgkLC+wbvaUeJLUshinArEcWIJ5Tw4NIxQEqYRkD5jv3iee8m3+FbNznWmyuC6RMIyqAido+9HT3lz0kvC1AfX8ZghdeZRXEwdG+dcunekzsaJjkapPNNFJukajbUrjzX3x32J09GmCoedqtNzwPHt64CCwveYaWxsn9tD54FE3xzZMvazG0m2ViiCIAhCJtAHRRAEQcgE+qAIgiAIvY2hoDSYOWq0xDg8awnCs1cDyTk2FOdGJybp27YcDkt10MruZQcc2Ne1t4Un3hf0vw+dsX1ZX29GMxpeuR5u8OCMvW5lrRaVESJ3z4q/EvCYJpa0F0fIpZIYspUFcqWe/JBdUlFWyPJRrOcyjAPHH5j3xux1ixCDamEQYg4z9NyRp+UxQzn32jppUh14daLtDPPHGDdhB2rDS7MbL9xSQjYM3a7SQ0IZOM8lEwtxJKmcYRAdoRkYC0nG/+Lw1KvYPvcTYz8oD79XFpe5onO2F1/kzKAYvy3s5qNjjbL5+2UNxeeSuD8n/tAHv6ZebCmRARPfR443mtSZFPuEsOXmNmV9NVZP8YfJ8Rwz5dM7vbShFYogCIKQCfRBEQRBEHpLeT3z/rBmnCc57s27Yf14jRx+cdl0a7kRlRUeHAky4RaaY2fax3fWRkzZ3YWw1nvropX4Xrpai8oWR0FivLDUiMrzFijZFy57+/vjdIpHY3llHl2Vd6gydj5m6iVGT6FL8F4ZUBi8zMWxeG6yP7r8nwYJeAtXwM2ZKZkzD5ei0sT5hXBu1aEXipSkCJf1PA6eEwCyD1yGYzFISddwTiSkushSEHeEsuEiuDPs1+/YWDN1hdQO05nebme8v6InYW7G60zQaI6Wtg78bdG5jiXTKJ3nZHRIXeWJH0Z3A5z/LWzCbnyW3GI9CTk1vJuDTJHWm/GwAPST78/s2qf7w98CfpYoox8gRw18DB79xsB+ott2WmiFIgiCIGQCfVAEQRCETKAPiiAIgpAJUrNrH779C+3j/gcfN2Xbay+2j0t/6x+bsl//jWDlcRVcdNm1+Mq8dQ0+WQpuw6Nf/FVTNnb856Lc4R3g/GfGLDG8CxYj7OK7gXJE4qEtv+vL7hAdGIemjr2g/Ji5UU86i9kcWVLMsaaY1QtjFaTC01O2ozfB5oadiFEafIgscI4fCze1TNJu5MSZq8exYIm2HZc47808uweshuNO2DWOMWAsJMmlx9t3nYENX04xG0eD62VXjNXfQtMpw/a4aYzTlPvjDtQe+LkXIazH8SN0ymbgbw/HO7Df/DuBzy/h2l3szqnXs8DB8WRnZ4wx4raOFgb6HesjI6OPO493A61QBEEQhEygD4ogCIKQCVIvcC49+TNRl9snf+S59nH+xhum7K+MfKN9vPXTP2XKPv/57fbxSy9Zl9upz5xuH49++NOmrHY1tD9ByZtwKbu6adedc7QDHoHUGdeJzAQngELpHu9I9XdvR7viXocUGC+PkTJhqmywHI4HSO44NRHGZZt23B4+HKbIg8eso3A+Hyo9/bCdSktAh129ZdfjZy8FqfcW7Xw+eKAYXX4fO1zaV/Z57+9mVKaMy3qWIqOLMFNlZuwdt2jvWfLOaqRleKd8DcgkprUQ7FjQcAwFkAJLUFeOuzHuHmcHcdPnWvpxwTaYZjVuyg5Nl6CgoM5mM75TnqlHdDReWiOXB6DK+Pl5Utoi3BMnITRbD4hiwx3wHlXGFBtSWezyYLYzsHTdGV98B3iepYFWKIIgCEIm0AdFEARByAT6oAiCIAi9jaGcPx/I0plp+x36f7491D5eW3vYlJ15IkiMT21dNmU/8tdOto9/8Zeto/Abr4X2nvzgh03ZgZ1G1Hn1sTOB5PzWyzYuswxcaakv7jrLckO05PAktgykLhOxEK8aR5LqSWCRU01KNjHjny27BI7Qu9bJxti0zB4YiMYDJoZ3TBlmxLx+ux7laa+RlBx54slxS+Ji/IptUtgxNnbvpVL6rHcYw2EuPW+8V2xZzbMm6SAeEesnA/l6fu6VdRgzktVOQ+yMYxMILwtkgcp2qvG+oKMwx2y6BcYHSqW4pQlbvQwNhn/gruA8G4E+t7AC45mMtTahX7bOfDHdPTQSlkK56DPCOOkaxYvHhuPSYJyD1bSpY1NCKxRBEAQhE+iDIgiCIPSW8sIEVLfv2qXXxFj4Lj3+mOUUcLl1bv24KRuAJfh/+blAm7Xw+d8KFNj0jKVaTjwQ1o9Pvq8a/UbuVm1flsBhGJffLVSAHVsit2F0Oy12QGEgI+VSXHwdtuHsimZ4yX+QSvKWwP25OJX0Mkm7T58O47tesc9oZDjeGdxRzHTD3aV6dKd82qRFvDMYnxlTUNVq3PUAqR7v+fHubU9uyTvZ0wLrZAoKaRluG89lqTU6Sc9MFqPzhakWTCDG7wPCpdEcpoXpS6yHqU5vPJHa3SUpOVLlLOPFv/ldGYXEVUyRDmI99BxM8jS6Dt+BJr02eH+jI/H3vVqLO0Cw5t2TDRecdyUNtEIRBEEQMoE+KIIgCEIm0AdFEARByARdeUtukD3HU5DN8cAh+43aWA983bWrliD8xBML0TaOH55qH+9YRWpuZj3Yu6z1PxblI69cC9YuzI0yP4+8LXOqyOFmpbJzs+U14mXIm7K9Ct4DS0QTdg+AKZA/Hj1iG3zqg6FsZdU2WAJH022r+jbxDpZo1+AeytQvlMAWyA4330A7ifQZMQ1HXYtf58XDOH7juQY3nUBXHs714mEs7UY1KVsfMZcfm7s8Bw6CFdEayGFbuAEO0WMgqW9hBrJzcgwDrWzY8sO6Rdt+Il/P/cR6OMslxlQSnD/GMJ2MlNwexlfvLtpxmZ5wMlI2HCdwKEtmiMTr4tYyPJ7421Bil+lGPLMrjhO7ieN84fbSQCsUQRAEIRPogyIIgiD0lvLCpRe7jz79RKCWqn/wa6Zs8LuDw/DYhG3ua6/NtI/PPGrLfuDon7SPf/fKR0zZE8cWQ531V0zZ1+8ECuzUCbs+PjQXvp9vvG7lxtdgNze7euLKLyGhRDrF2dXObrVI2Xg7kTuBlSnz0jkXdeNd3ahG6ZuTp4IceHqSdrVX+6L3MDVT2NeFgHer4058dn1meSNKIUuOJNVbqTO94clecSiYNvBkxN7uY3Q34HmGlyUSt1XT7ehfA4o5mbzJlg3DcxkH6X8LY0CDenJ0LsO+8HPA5+454HIZ0lWcRMuT49ZzcYcLL2EZysB5pzy6GXiUc5EmSCOlCzP/tnr0KfaFf5dWwBWEf0+Q5vKk3d1AKxRBEAQhE+iDIgiCIGQCfVAEQRCE9042zJxcrRh49v5P/ZAp61+52D7+/ReOmLIfejzIf88vf8C28Tv/rn38A3/vQVP2woUQU3l28/dN2Qeeen/7eH3d9rMCPPjsrCWpC8U4t4084zrJK9GWxYNnrurx8cxRIw3OGQaRt8Xsf/fqCX/X2HoFrvv+7ycLlSsvhDpevWrKhj7+l9rH+QFrnTN57g9CWf4Tpgwl25gdr4Ud6Bs7Hw+DJJWdlr24CUoqPTknPyPk61m+XansL5VlTpwdhPFZ83VelkQs43vAmMPYaNxaptxvX1y8J+b8bSbEXHSsuQzjEYl+QkbFxPOCetgR2pNF4/PrNvaYkH07cVF8ZhyPq9DvBoLnjwXGDanEtfwJx9WERUx+X4fkFpogv+ex9vt5f2iFIgiCIGQCfVAEQRCE3lJeSE2gpLCFt86Gvx+9bSmo317/XNTtdPeNb7WPT3/qqG3wr/+D9uHGb/6iKTr5uX/SPi4UnrT9vBgomqFjp01ZfRz5ALvWO3YirPVu37T9PHsu8AZb27w8bsblnMV0DrhZAZfuvIzHP5lmQnz7W5ZnOnLk2fDHSThuSVRfB3pq13I7h+a+p33cfGMn9TIed8ozDeNd5zk7YxlTUB59g2BJan8pfh3STAPluASW5bHl/viOafzbk84yTTgC1IdHXW1B0jqe5zxmSK+gzJvndWPDXocUEc9Be39OQi8asyZYCPB12BemgItAvzGQHkZ34XvtY5/tdTVof50SXmE9TM2ldSLn3f44z7x5jYnUWtiA32Gv7S42ymuFIgiCIGQDfVAEQRCETKAPiiAIgtDbGArGTU4et5dhNrQv7ljZ8NuXQ5a/R0/ZuEX/E4GT/8NvTFCL4e9PPfyEKSn87j9rH//KwH9jyv7q0W+2j4toh9v6e3y6fTwza7NHnjsb9I7nL1bjjp/0Cd6G8ABbhSBnzPw1xlsSXKVjdYH1cFyGwhhRVGtxOe71G7bxXZDHHpqzDU5Nh8E4NGfrvHY17nw8PBiu2yTnanQfTrrOwrHzX6GEm2sjHpfheESsHi9Tp5dhkDlqlNXWaFLgucz543XMwdvMknHim/s5WMaKuAzif2Q/YvrVjN878/oYc+DngGBZexNex/5ETAr6ydsZ3GcbLxsYyKeLH5GfUr4Qj4F5sTO0iOnEhsmzhMLh5VvluFAsdjZodxCkglYogiAIQibQB0UQBEHoLeU1BUl1yrAkbOFrz1eiOzZxp/enP1M2ZS+8/nj7+OqNavS6z3zokCmb/6X/vX38wf/+50zZG7s/0D5+5OKvmLLNj/5Y+7jCu+hBrvrQg5aau3s3dObiNXbchd3NNJpI9bBMEpNMeUjsRG7E3WNLzrJ6nSTbiMMH+qJLdUxgdP68fUaHDiIFZumwmzfrqRyaOanVCNBv7EKAu+PTSoiTbgMkH4X2mZrzkq4h1cPyUaynj94VpjRikml2QeC+IXB8WcaLVBk/By95U599VQ1KMBaNevxB8PzENjwqp1SIjxnORy7DfiWoT8ehOdnveJlH1dWdscbngFLnRJ2ceCwfp+nwHpiai53HfWE6DOXw3hjFoBWKIAiCkAn0QREEQRAygT4ogiAIQiZIzZLdng/E29sXLWG3VWlE+ccPPBKkuwNf+j9N2eWdH422hzGNL915xpR98if/bvu49sq/MmW/P/A328dnvvdHTNkAdI650LnDIQawMG8J11Vw62SZK9bDclzTBHHSaMnBGRS9OAmCHXdtv+IOqgy065ictP/HwCZ2EjGNcHz7lg0KbW7E4wEYK8C4Dz93vj1PKuxZSGBcKK3r637xiLjdSVwu7rlFe67IHDNBqWcnjrDYt3pQ8N9rA8pQKrvXBgw224j0OZkJ0/bNe17eeHLsEeW4HGMYBrkz3wM+a9fRl+4Hn6fnLlxg+x+UFBfTj5mxDQIJ//3icTgUjVr6DJH4rnj1x6AViiAIgpAJ9EERBEEQekt5YdJ7lhjiUp2X+B/9WKC83r75k6bs5pe3o0t8rPPbr9m1+vzcX2wf//CHL5uyH9x6tX38zZetE/HDj4Tv5+iVr5uy89XnwvF5u0a8dKOWammbkKvC0nLLGu7m8nmUbEarT8j68Fymw5C6QlqJ6bjDlFwMpYKXrlajdMPMlL0Om//I0fOm7D+tnmofbxNVhtJyu1vb0h2e2zDvii6X43PQ26GN98BSWSzb4h390N7QQCG609vbmc8SbaRQOPmWB2yDaRiz85mTmaGzM1Ef/aXmvtQRv//cHj4/frb4/JjWitXPWAcqtYUR6FtCNgzzYHjI9mV+MRROjhecJGHcF29+NqP3gL8FnmTam7vuLvqU7hrcNy95GTHAqaAViiAIgpAJ9EERBEEQMoE+KIIgCEIm6GJzfdJhFPnsabBoaeHyxUDuXb5qYxEoWVvfite5Tvz1kblAdlcPPWTK6l/4hfbx+we+Y8q+uvYT7eNPfvxpU7b5jdD+rXnKPjgdYgc3QT691x7wpkcPkgsz8MQsDcYhrBKPiVwpj3Wsjr02gM9maSJKYA/M2FjIYXARnqV+LizGSdaHzoT7rX0nxK5auLtwInodPnfOgImcsScT5tgSxvgYB+F++bwR4NYTWS49Xhrdoq1TT64PyGfOhMgWLgik3Tk2gXy9Z4nB94DXcZwE42os7cbrkvGOuLS7H+Op1BeMcRSa6WMM2D7HDZfWwt/jI/ZCtD+p0ryehXean3MFAgucJRHl/hx/KOEWgqqXNTT+W8DjmW/E7Wrw3WGrF5Qie9J1/n3x4ldpoBWKIAiCkAn0QREEQRB6S3nhUoiXV9uwU36Mlp3Xrod19cZGIyofHaadun2wZOPdnNuw1Ks37Zp04MmPto+XfuP/MGWf+GCgyn7tC3/FlJ16oBBNQIO0yOnjti93FsJ6cnysEF0e3wbHYqY0mFLwjIhxhcq7hpFhmKS+YHssueVd0ojHHgt8ziY9v7HR8PeNh/6yKVs7tx1dVqMknIFlieU/yoaJisA5mUg8BuPLrqxYZ4F0kugKy1QVykkTSbQK8blr6EygS5NtpKcekArh+xuEZ1siam5oID5mOC5MseFvAb77LQyAhJqpJJx3XGboMLr1JtFjpgyaZ3k69psTc5mkZHTv+P6zOwRTWbE689TloiO19twTGvAbyZSXl8iNaa40fd5rD+Z8sQvdsFYogiAIQibQB0UQBEHIBPqgCIIgCL2NoRgLACL9vKT3SyuNKK83MVqIZudDPHDEkpwf+Vggg8vnrIXK2z/3M+3jw5/7rCm7/sshpvKXf9k6HW9sF6MS30GwwXi29DVT9r8uPrtvbKeFdXApZrkqctYsgfUsFVDqybLMB470Rbl0lEmiezJnpByhGBg+6+MP2OewshaO/+hL26nvAbvNbsMoX2VeH/9m2wu0j+GyDchWOTriWK/Q25CHbIQoD0+43LLs1Fia0D1A35hnR8sWjgfgO8Yc/ADEadgmxYv1zEzGbW5xXDwpKceIsI0ixWw8eazh8h33XY73lYOzk2sjwpkeTYyIBgZjbhxfwXggxz7qMA/YOodjMTF4knCW2GPMLc/zLOdYtji/Pe8UWqEIgiAImUAfFEEQBKG3lBcu1RM7YGFZzXTRscN9Udni/EJYizVoqy5Kbp8A6epeWSlo9/J9sOZtyXq/8JX28aUbg6Zs6of/Sfu477UvmbKrhe9qHz/7nG3v3Nmwlv3yUpAlt3B0LvT74AG77izC6PZdsbzI4kr4u047Z5FiYIltCeqsAyVz7+9wPEbUztJy3F11YxMTLZF7bAUkolumKPfm69Xo7t86Ou46tAgnCcPd8SxvjtXBYDplDKhVz7GVaUJE0nU2F30fNoFiY5dbdKTFXeUtVHbT9cWTeXM/8X533V30th5sn6XB6CLs9YUpIWyeKSiUDTMNg3PLS/rE2xnwHvi3B98xfF58HW+DwH4zxVZEWbRz7zwu2DfPpZil6/iO5Tu4DsfQc9/uBlqhCIIgCJlAHxRBEAQhE+iDIgiCIPQ2hoKcHPNsKHF88KSt8tSD4e/ZA5avG966Gf5YumPKbo091T6emLANXr8ZvoMXb7zf1rkCmfSG7XVD26GsWamYsqNnAon8xS/askfPBJKzn3jauUPhunFyWn711RBjmJ0pRMcT7VtaaICba4UyPWKMgS1b0G14p1KI2mysQ8ykhcnxfFTeODQU/r7ImSzJPRqBcROOhSBty47Cntkp8r1o29NCGdpL8MBoieHFZSiOYOIPFBtkKw8Exk2Yv/bkxuubjagUH/vN44kyYo4jYBNspWGcnfl2oKxM1ifWSodcbqFvVbo/HMOEUy81b8pK8eeOsmV+tji+CYkvyn85rga35G0hWFm1Fw6DZJtjiji+/RR3Qhsatikyc9DJcll0sjLy/blZGnPp3pUYtEIRBEEQMoE+KIIgCEJvKS9PTob0DS/1cPf4wjxdOHu4fbiZC8ctbCyHddnc4KIt25huH1++ZmmX7/p4cBQeoN2qKOMtHDlpyvK/8Pfbx8PP/Hz0ug8+Y3mRyi4kIgLZZwtPPFGKLjtxuXxo1taJFBjKhPf6NliI7qZGZ1leHqMMm2XDeO7cRDH6/N6+ELdaZZkk74BHsMTRluVSIZFQCDgFnqsoieX6mdKI9YXHE6kr3rnuyXi9nclIi7Ac15NQ81jEwNJgxOZWnNJjaSm+79wvvL8E7VOMj4tH6SHj5rlysNQa2+cypPvKRF/is67SPQzDpJig96iG8mbXQThexmO9ulaPyu9xfiYcveFcb84l3BrgHrgvaaAViiAIgpAJ9EERBEEQMoE+KIIgCEJvYyhpeW6OaVy/VY9eh5w/83UnTgTCtXl0MCo/PA4Ouy2sLIeyzRuWrJwGx93pxbdM2eTn/nr7+MGyrfPChXBP9Zote+ih0MbGuiWpHz14t31cGT5gyjY2w7lXr9p+DgAnztYdo8OhbH7JBmY2txtRuSry/KvkfIxccJ245ktXalEeGjn5BGec0l4lkdnOcRQ2cmO60OOs8dSkXYZnY5KL3jvGLbxx4diLF+tBcPwhBzEHjjHgPXkSbQbGj1iOm6/uL9vd64pTqfeMPCddPJXHxbj/OnXyXMK4Ice5+iDGsLVDTuBwE+hizc86IfFtOpkQndgSlnGcC58tPyMca45J4bk8ZtjvMj1bjtN0Cq1QBEEQhEygD4ogCILQW8rLW5Ja+Vp8ucrXoXPnA8ft2vKpJ5GnsNfhsvDoMbtGXAM6Z3ODElA9AMmG6kF6vIdTj7cPN87GaYrFRbuWfWz6evt4eMRKkZtXLoTrZg6Zsu1tlAParjx2pj9ahlLo6Wnbz2s3nJ3rhXgSJqQD3nrbSoO93bm4E5npBqS5vN3wSdliLprUCmk8phvSSmeZrSk4lEm1Gr8O+8lt31ms7+tQ0MLgQLxvKIllytJ7/wpOGVIhTLVgneggfO+6XJTSW9tAN2WioIAyScqGkUqKP68KSblx7mISshYa5hmx23AzSrdZ6XOcRmOJ7y60z0m06nBuDdwu9q4DiT9S2gx+33Cc+hLJvnKpaK1EiAKuYyoQx6IL1bBWKIIgCEI20AdFEARByAT6oAiCIAjvnWyYOWMvTmJ5vjhnPD5hC7/4xUDcbm7Zbp55OBxfBVlrC8NQ5zBlLTzw/C+Efn32b5my9UqIW5x4wPZzcjLUef6cbe8/vRQsYz76MXtd/uCx9vHWuo29fOCpEDO6dMEStWNjhWhmu4X5uFXow6dL+1qmMPd886Ztbwv4XcwCx2D5bxMedkLi60iDzXlUhs17HO4W318tnTzVy7zYJL4c+81OxBhH8Ny3R4hnx3eH3YZzjjUK3h/z3tj+CMjKGSwp9uJOOPY7FAthy5FoHYkskM3ovMb747gM/oYM0PPD69hGB2NZY2TZgnJgjvtiPIIdd5sY43MsVGoUd8JnxPJfjJNwLAT7yXViXKbgxBtZKu9lvaxDgAVjXmmhFYogCIKQCfRBEQRBEHpLeeESmKVt3o5fvI6XiKtAG1y5YgvvLtWjNMzKt+I7whug85s7aNfcpcMn2sfFyropGx6YaB/fum2/s5cuhrXmGCSj4p35b71p16RHjx5vH8/YjfK50XLInPXQw1ZLirm/irTEX10J974Mx/cQ+r0E47d3Lrgbe+64HpDieifSYETCQbUQp9FQ6snPHSkonmforpxwsm3uX3+CnqKhHgdacnPLFiKlwZRJt/J7lI+zEzFKW5kmbEJFSWoH2qYLkZ7CpFLcb3626FrM1CNex78hnjsuUjQJlhDGhd23kebl3fC7tdDeoJMsDWXQ9/qN9fDczYXrEr+s+a7oTG+3/8hQuuRiLLH3aF9sg10C0kArFEEQBCET6IMiCIIgZAJ9UARBEITexlBQ4rtDXB7K9RLuscDNFoEfb2EXbBM2iIfGjH/MiZ8+Gci9pZV6NNvhq2/bsivDn24fH1+2t/7II6GfC/P2utHReGziu6e/2j7+j7c/bsq+9dJWNCvjD31ypX18e8kGWObvNqLOwHfh/lg6m9Y513P/bTiSQi9OwvDjJvHzCsA1Jy1G4mUzk8VUDsYsvfT6mTa7ImcR7O9r7Bsb6MRmo58kt+ubzajcdwtcpsv9ti8o/SRlqc1oyG68femk3fwcML7jxqvonca4U78Tb2ArlBpUOkrbBOqNuJUNSpP5vfHianguS5/7vSyXPPixTJ0Uz/EsajCutwExRL7Ok9Hz8/PaSwOtUARBEIRMoA+KIAiC0FvKC3fHojSwhcouSHwTlEk4t0RytcHi/ru1W5gCWaaV6uVy5y9XHVlfOB4dtN9LlBV+3/daTuHOPCxXaVROngrnPvPgvC3MB5fij54Ou+1b+L0vhn5fpMRj//OvjIZ76AsS4r32odu8dGb3YU/Wi6iBTJKpqyxorU6cSdHZlndTo0QUpcBMLZXtUBvwHER6pZNd9EiP8Q5mT/47NR6nh7ENpq5Y+hmjaJi2wyRsfO+GSiI6AxNnsTTfc5JGqo7HDOeBl6yJnx/2m12Kza7veny+sGzYysXjtJa37cHdBpFI1paLUnNeG1hNgl5EV2Tn3Z+A38v77eI3LgicAM7Q0dopLwiCILxH0AdFEARByAT6oAiCIAi9jaFsgGxxZtp+h9DWwJOyMp+M2eyYw0V+d3Q4zjUvkv0ItrFEDr+Ybe23ftsS0aOj0N6Ivb+Z/uXwR4OIzI3V9uHUqB3O/vJIVA5o7CTq8THjrHBHj4T23z5v78GLjSA6oUY7cQo21zl9yae8DjnwFlDByfw11slyVbyOpcDM18eeg5fNka0tOFYYs7bgOeHx8/g+VHZtoWcdUq/ub8PCDTI/vwPxCI6FcDwp1k8vbpCIZUGMz5s7XCc+owEnrubZ3LA02HOuNn1jF99mLhobLJX2H9u9fsPvoJd5keNVGKfhe/DeTZxb3nmdxJba9XV+iSAIgiAkoQ+KIAiC0FvKa3m1HpVzjgFFVKe1Oi4fB3iHLyz9qiSFxB3wk+N2/biwXI8u91EutwY7iFsYhnNv3rUNjm2Fe5g7ZNt77cp4+3hqyn6DD8wGl+I8ZWhaAYffTeoLLtXRFZWlzyjJ5rFPMg9xCsOcxbvTU1JgCZkkLMGrRB0VGp6jcFxeuV1p7Ls7nN0TZqeL0eV5woPZocNwJzuOe4KeIoffKrhDMJWLMlfeDY/SZ6ZTkpL7gAbMkSGSwyOFws8WHWMT9TfidMrwUDjepsRVKHfmuYMUoier5etwTvAzMq7IpTj16Lno8nPA96NC92fbjs9dj1qt0fuA7zu7+FqKjamrfKrd8IlkZnAqy9Nx2vGcR+qsC9WwViiCIAhCNtAHRRAEQcgE+qAIgiAIvY2hIFjmivzd9IT9Rt0G595GIy6TZMkrcnvTFLdA24Zrty0Jj/xkHxG1QxBDYV4RHZNv3Ij7Fiwu2usOTofrbi2UTVm9vh3ac1w8R8E6o4WqY5uAYDsJHEPmPzEe0Inlh3GLdqSXCTkn8Nksq0VeuEpyR4ybYMxkr050zk1YVMAfjtwRZbT3y7LnxTQwpoK2KDx3ucxk3QOp7P34eXNePi5J5efgxmWM+288C6tnI8LVe9lAmyjDpvvD+03cg5MhEn97uJ9pXXR5fmJ8hWMTVqqb6yr2wsB5l7iHYjx2hkjEO0rxzJm4tYPlxp47dhpohSIIgiBkAn1QBEEQhN5SXri84+U4Lie5DGWSG+RSjBJfTuy0Q0twRGU3F5XjbgF1VeMdsPX4Ll6UFR47bodla7MRLduFig7O1qMUDburbjuyU3Tj3U3ID9M5A7Msk3fcp935jOPEp6E00nPx9Zx62bl6ApKZMU1hdzfH+8KUnkdN2Drs31hPcod2vH6kXfP0ILzEVd7zwzbQQZjP9Xb08zPCe+B7R7BkGq9j2Sk+a+6LR/uY8xy6lucSUzZp68R5t0xJ7MbgN4u3JRRwDFkqn89F39sBR9KMNBePkfdu4r2j8waDmFUDvm4X6ix3YiH+Z9AKRRAEQcgE+qAIgiAImUAfFEEQBKG3MRSkKvNEW6IlwDhlDhsBW5aBAXvhCnCXW8uWzEOblpskDV6F9nYgnnLvb+AAHangJrkiIy/NtgkHwYplACwpWhi88Wr7+Ot3HjNlGONgOaVHT6IVC5+Hz4HdVZBu9bjYTiwVPMdRLyMfW7Eg6iQft3Xm4nJjsJZhvarnEGvGsBi/jvl4vD+m6pH39uId+YRkGs4jiaixA3EsMThGZDIFNuPxD08aXKZYgWdHgnGTRFwEMy9Se2VnvuCYJeTizsuCZRtbjajrM48ZxjT7qD1Pfo/3hM7KLcwvxnXLfdAIj5mZuwk7l3j8CMF1YmzEk3In4pQoo+9CQqwViiAIgpAJ9EERBEEQekt5IQ00kNjZHcr62VEYlqEz5BCLLqkTlNTq2OHQtYvXatElfpmcO8ulUFhzdvjy6hF30X/nZcujfeCJsD5eC/m09jC+frV9fOP2GVO2DnLjBGWCbqC07EQqpBPXYA+4dC460kumF0ziKuoL9tOTb47QfEG6iJNMYftMeXn3a5xXHTkuymjZ3ZhpEbwlpgbwfWAnW6QmeKe8lVrHaSamXXHHNl+HVFZS/ht/Lp7i1joI8DOKOwojpciUKI5Tss5cSho0F3V9HgPJ+V57Dm2HtOjMZDFaxlTSClDzyevy+9bBLuHj1E9MfMZzHN+VJoz7veviO/pxqcA0mumzQ2ullXlHmhUEQRCE7qEPiiAIgpAJ9EERBEEQehtDQW6bOcCtHZDxEm+JWRlzkGmxhcnJQtR+ZBG4yn7iW9HW4OSRviiP+aEPWb+Tb39zN+pSjLz7oVlLSI6NA69PnHHz0e9tHy/9cjVul+FkcGMrDeTrmTP2lHzGJdWxO+F4B3Kx9Vy8n14MgyWwaV0bOFZgsgGiTJjmFnPuKI/1nIgTsbOBQlQijeOSzMC3f5/3yuAhcYwBLXcGrTl1QmYbA0t60VanSTexDFlDOcaQ1lqG5bCYoZVjBZ7M3Djpetc5UnmWFOcoBofAuIKXsdGz+GHg88Tfvf3mAaI0EB8jlh/HMnXyO+ZlbKxW43FRjk0i8Leh0JRsWBAEQXiPoA+KIAiC0FvKa3Y6fHs+9Wm7Vv/Cb4ZEUotL9aj0jJ0tp6bCOq3ZjO8yRffWFmbguo981PblwPhW+/jmor3uxIlwuw+fsZW+9VY1Kn1+cOkP28eFk4+Ysmt3j7WPN2nbPtJcTEGxU3BMBurtRmdgG94u88SO22KcmrO7q+MUFFOBSMMw3eA5EyPtw91EibGXoCkBLOPrYHyZ1kJZe5OW/31AsRUc/S3fO9IifJmRcBKF4bkUI93BtAvSXAkpMjZH47INThLMkOD7aCjt+7jezgPlPTVub3AQ5oujlE9QiNhv3hFuqJ4+h3JOzM/8vtse2A2bHbwr0L7n+tzvJO3CZGncF881g127N6HfPCfQvQTnOFOBkg0LgiAI7xn0QREEQRAygT4ogiAIQm9jKA+cDKfu7qbPBjg9Fb5ZzzxrZbxlCH+srzeiXCnLFk9CX9Yp29rBO99pH88tz5uy5oOfjXKcfwHiQuN9a6bs9tp/1j7+1ov25i9e3YrK+hBsW4KxCrZe8VxFPTkuxk2Yy0Y5sOt2SjOiUsG/iIM3mfuaTp2208jJJ7MBouS2GbeIoXhOpZ4uMyHHLTCuwGXINXP8Ae0yCkXHloUkvp68Gfvtxc6w7Xvtpcumyly6tY+x12ETQ/SM7P3GLWLmF513mrYQzIEbL89/M5fpPdrYxOdHcmrqd+x9ZIsmz4rI2sdEq8/xPZRKcck7Pgd24vYyg+Jz5/gRSpGHHesjz6aoG2iFIgiCIGQCfVAEQRCE3lJeW7C0fPN1uz7GpFqjo3bNdAiSU83ftWs2lOeeecTq5ZaXwrkjw7x8DH+P0O7fzT8KEt/1t143ZbP/PFBe/d/+PVNWeOzp9vEffHXClC0s7rSPbxP95tFcmCSMl6uY/IeBS+5+oj7yzprU64s9MRffRe8kfWJpsLczGJHYZQ73xJJUvPctSoKG45mgG8yudluUL6Xbyc07ppFaYpqCaa60rrNIJbFSHuW4/Jix37yzGst4nqHsm+8dxwllu/udi0CpKdNKKCMepfd2AFwJmBLydm97fcFqhgcL0XnHz9Zz3DWSW9qJ36jEnauL0HyNaEmcE0lXgrh0vQD95nmNEuPR4UJ0XHgOoiQ8IWtHZwzJhgVBEIT3CvqgCIIgCJlAHxRBEAShtzEU5NOYT0YuvUJb+W+Dqy/KfZkTPHCQuEqQzz09d8U2uLbcPtyeeMYU9R0/1T5efvEFU7a0GOpcGPoeU3blK6GfdSKiJ8YLUf762u1Eirx9eeIiWSqgXI/tTpDvHSQOlyWOablmhMfPe7JBUHbeFziECc7Ykbnif3ESLrDOf3+8e8B5xnWw7UZal1tsj2W8VUfCjKcyP4/c/dBA/Lokl55OZr7LsSUoY+4ey7w4V4MsadAeh2MTxtYjYU0Sl1Pj38z5m77U4xJ0thhhuToC513SnTofraMC0l3up5l3tbh8m59l6rioY2HEEnRsgyX9KPtO6xhuru/8EkEQBEFIQh8UQRAE4b2TDeMO4haGhnLRJRRKTW/esOu3UZAbj9x4yZQ9cPNyqOPDIYlVCwWodOCNL5uyzSvn28e3/s6/N2VvfynIf6chuRdL8AZB3njvHkAmSfLKMZDrrdBuf5SrJmSnUE2DqQEo5B3MmECpEydij8Kw9cfLEqa6jiQVl+rsrIwSUd7x7rkLMIWS1iUAl/hchnUylYTLf6Sx9voG7fEuZaRMuAx3LTPNhH2pkBsFUmdMg+Tz6GrN94Dcatz1GaWkTOfcWYgno5uaKKaePx59g9RVnighQxfR8/PkwFgn/y55ic04WVX0OodC7Kd+4bNl2rXQjI9f2p3rCRk9jWHa69L+TsSgFYogCIKQCfRBEQRBEDKBPiiCIAhCb2MoyEOPj5PdAmQLY3uOcZDcjpAty7HFr4Q6Xvy6KRv67v8i/HHroim7WX6ifVw8+rApO1AOAZ3jM/b2lsDOZWW14VgVUByoHreIwLgJxwo2QAY6THEZ5FFZkmqcUIlnxzhGnsbaywLZDR96P0610UUdSe6ZXFIhpuJJfJ0kiQmXYpRwes6rSSlrXM5p7WOa6SXaTsfxubPtDFrusNzYqx+7xplPUdrtyVVZAjsNcRN+RnWYrzwsGL/qp3soFeJxLow/ohUJg4e2UYu/tzs78eswE+kyuZmfOBx+U7YrtmywHDpad+YEx1N3Yayr1JnhIbBvSrgi55xsnPE4HsZz+N47CMvuC61QBEEQhEygD4ogCILQW8prdjZ8e8q0Q/T942fDHwNDVsb7u7/SPh7+5PebslcKH28f55/5hL3ueljPTZDE96HrQQ68e/WCKVufv9M+PvRjR0zZ40+Ev+cOWM1fpRb4gI0NU5Q7MEr/APjVfx+GcAEotRZKsH5kCSxSIbzsxKUtUxFMKaYtSwumzdJKjLtNzMPLeJSkeurNpEw53lF0F+Cd8V5CrxWgO44c6ou2x88I6SqkLO5HfeShL8ND6eWxTEmZNnJxKncX+snSWaSdjgPNs3cuvDoJGbYjz43Vv/d3My7b9eYg9oWfnycz39lpRGlQpI8W1ii535H4T2YNruN7QNop4QjdiM/jGsh/E47McB27N2P73jNJ/PaYOnMdQysUQRAEIRPogyIIgiBkAn1QBEEQhEyQb3qaR8Bv/MqdqKRxFbjmRynz4sxMIPPGSG586ya4qxLXfGpuPXRy4aYp24C4zNDTNvZycerT+9bPsZjVFVs2AzGiY8ftd3bg2/+hfVw886Qpe/X24VBGn2eUU09O2cJz54KnyiyMUQuLkBWSxxoljWz9gFx6Jy6lGN/xrvNkyZ3IjbGfnPUxYSERAcY+OMbAXDqem5Aw1+PjOTbixS1y0fawLx5/zbEPz+XWGxeUPm/D/GgBh4n7srXdiEpL0Z2XXXUxNujdH9oZMT/PsSy8X362+Iw8Z2UPOEb3+hKvE+/di12xVHcbxp5/C3CKYOZRRmLLAloKOb/U/B55snoE99Nr4yf+5qH71qcViiAIgpAJ9EERBEEQeisbXlsPa6EtkNy1sAD00Z07VDYf/r4BybZamIRd9JhcqIUXy/3t42eetrvhD/1X/7R9XPuDf2PKnj8XbFrf93gpuov48lXLb5w9H8o+Ui+bssdOPdY+Xu4/asrmAuOVe/N1W+ex44FLunHd3ju6u166bK/D8Z2dsnQYsgHGSZYwMmzL1oCWXAfnaF66d+J2istldkVGeozr8GmE/etnUF4n62BMlIlxDXZkwwPDtk50GGZ6YwPGkJ2rqzAWRbSSJWkw98UbF5bZItY2GlHaznMpXoL3Ft9F7gtftwP0WIn6NUhu3LF74DmBz4ElzHhPFdqdjnQcS2eR1uJxQTk3030eJYuUM99DuT++TcD0i8YzLc3rtYf92qvT+W1AdwMMV7QwNvrO1hhaoQiCIAiZQB8UQRAEIRPogyIIgiD0NoZyez4Qf1W2aYA/N4DPbWECuFnmKq/crEW5+xL07NJFyhgHfGvlzE+ZssU/3m4fz89bIvOZD4WYyptnLemPGfK+9nzFlB374VPt49WFZjRGVB6w94Bxk1sUP1oGt2POAokcK7sio6ywUGxG4zID5WJUssl8OfLQLFNeXKqnsoxIZGV0ytKC2/O4ZitztWX5RjwrY64P7rdK8ljMuJmQN6PbcPpMjwXg9Vk2PFCPc/cesJ5b8J62cBwsY9jJFucZjwu2D+HMxHPgd3o7vH4J2xmMKzQ5COYAY2nouszts2s3yoFZwryJDun0AAdJJh0bF5aLezEvI5mmeFy5v7Dv70ILM7TdIBar47gMPrOE4zU0z9l3cTw7mYP/H7RCEQRBEDKBPiiCIAhCbymvhNNlbv8l1U1acq9vNlJRZbx8rAMF9c3XLAWFUrelFdseVsN00eJ8c1/JJNMGVVr+/7tfDev4T33SSoqR4jvzqF1Xf/VPQ7+XV+tOcpw4XZSgmWBJypQCUhFXrjO3k4suZXFHOFJ/LZw80RfdbXwTaDyWLZo+03O3yanSy5QNjUD0BlJQLBtGGXbSCQCoHXL4xWqYuoq1zRJ47ksRpsjEaJx65OeAFAbTIvg378LeAGpnhOYLUq3bQBny+zBGtIg31h4NhEX8e1KA58AwMmUa6yFIXMfJvpACZrrU0GhEv6Hk1nNh5lsdgvFMvNMwnp6kmOloT5qfVnLOwHdgYTk+sTGRWlpohSIIgiBkAn1QBEEQhEygD4ogCILQ2xgK8t65XNzRlHnFdeBwPX7Vk7ahuylzxhwPWIGYBsZvWpiaidtJYNdQssxSuq981cZzTh4LJ188X4veE8dCkBtlN1eU7vK4ILe9smbHk+XHsTgG8ur32oteZp4ZSsBbGB8Lf++CQ3Ky7Xhf7Ly6T3a+ejqHX+bSsX2eExhzGBy0nHFtN97eyHAhmtkO56RnO8NZ/VASW+7nZwQy17rPuyMGy4VoHAFltWyn5L1jnpwU4yue4y3bpMQkvRxDGScHaOw33uu9vsTbN3PEcSLmbuYxE6IjYW46Vjmu9VA9/bxuQr83yLoK4zT8vIxsmLJVogM12w2lgVYogiAIQibQB0UQBEHoLeWFu1ATrp6w9MqzHNCcml5iaOkiSugFtFY/7YAtl+LSvT/9ciW6G7YOy2xPCslyzgvgFDw6Epcf8tIZb4kdP+1u4HiCLR4+lBuzpBjpsQSt5FGWG0A3jMZpuxlyRV6AHfaJ5w7Leuxzcjc1ddNRRiIVyFQHUoErIW/bvb5A+x5NwUA6gCkvT1KMNBe3twP3gM7YiV3RTj/53UQqhKkWHF/uC9JoOx0k7arX4u8RgmXDSON1s0O7hW1yIsb2eS7hHOH5gueyc4SlquNzsJ/GupBybjE9vEVy7ti5TF15ibnwd6kvoQxGilQ75QVBEIT3CPqgCIIgCJlAHxRBEAThvZMNJ6R0eeTrbCFSwZyBz7Oz8IC8O9sRYEyFXW4x/sESWORtWYJXhopY1ofxFU/GO072FShf5bhFAeImDXDK5XM9uSpLL5FHTUqRc9GYFIK5dHyek5OWjB0oh0augas0g+NjaXlbL55SoX4OA7/MzwFjIZxBEeXcZRpszLzIfUFnW5Z62jrs32geXYkPWcLKxgwhOVBjHLEA72kL25W48/EoyKITrsGFuPQ5V09nW8LXsS0TwoupoMt0Ip4D98uWNHgPPAdxLBK/dYX941q8vaHI8wXul8cFrXp4CwGC5eJGUsyXNePZG905mU/3jsWgFYogCIKQCfRBEQRBEHpLeSF9xEshTHjl0VO81EPaoBMY2SIt50z9VIRUFkuKx0bj9TSBL2LaDlfLXOcKyIGTskVcHsfpxSFaAqPzKyc3MgmhaGwxqQ/3E6W6SHVwP9nlFqWlV67ZSg8dCJU+94x1aP7q13faxzwF8J74HrxEXS4FBnWym8D6RjjuB5qOxylPVOAAUqtO295ucZbqejuT8dmO9dmBWFgC+pTqLMPQV6zJg+k3S5GxLLUD9H2oR5zX3B7SRUx/4fvB44l0prcNAV0B9vrtvLeWurJl2AbLjWu1+A8rOxEgPJrLA0qDa0S/eS4BiG52w3vQCkUQBEHIBPqgCIIgCJlAHxRBEAShtzEUBPOKCKYxkX9lZ9lk9rx0fHlacNzCc7JF+5NB4tLxnjhu4dlgIJiHttJPKgRec2Wd4k75OHff2Iq3j/fOGeNQlskSUZR2c+Y+5KWrNTsQV28EQnl13ZYdmg0duE0ZPvGeEs6rTrDCZP/k52x4YlvHBDgm87zGceky3JeIMWA/+V3BeFWV4g+7II/lWA9KvdGRmcG8Otq0cF/wXUVpLtfjxRES92csW+L9ZPdflDcz54/95PgRZqjkdx/f42Q2RxwXurAWt3YqO1sPliD+ODtVcJ6DI/d3fhO9+cnvu8mcSWPd7TxvX//OLhcEQRCEe9AHRRAEQeixbBhlhM5niDfOduLgiki7S9Ojsbxzk5Qa7vC1JXhu0kEVXAJ4Vy38Q4KecvrtOeCasS84tI+TNIh3HiPVs0L0FMoyeac8UlkoS+a+7NJ1jzxSiu7oR3fXYoF2hEPXmKbAMm93M1Mm+Fy8HdnefPSepVcPO70i/cBjlvad4h3vOA/wWTIVwrvMsYzvzySSokmPz2WkVIhex88d5yDTyDgnWPadd54f3hM7EaOEmp3H8yV0krZl5f74b88ujD3Tb2Mgx1/fJLk/uBuwg4C3LcL8njGdWYzPCY/qRDDlnAZaoQiCIAiZQB8UQRAEIRPogyIIgiC8d7Jhj9dn7t5zuY2dd79zTTyHXUvJgiBWJ7eHMl7mkz3JbVrbmW6Bti9J92aSYTuEKDqTomUKc9QszT15PEyRcxfs4FZr6eTT6KzcwrWr4cKjR+yAnj1XTTUWNZBv7vdcEDgn+Ty0+aiCU24LZSd7ZK7RnaNw6iyQ1E9vDuKzxWymLZQhbsIxBuwbOoYz+DrPkRrtVjjegVJaLsO5nKd5PDoc5/zRRZjHDOMmaKfSQg3iFol4HMyXJsXxTD/zji1Lkcrg3H6SruM9DZBFDCKRPbIY/y0wzs7UUfyTM0vimCljoyAIgvCeQR8UQRAEobeUlycvK5jlFV2H5/ES0ZXxOnSDR4d5u/gbcTrKJuqKJ31KJheLt9dNghq+jmWZaZ0AmGpB2oddg6cnivu62rbw1tvVaHtIN0xP2AbXNoBKIqnuCOy4HyF3Y9xFf/NufBd9J7SWR9fivF4jyTRSg0wNeMB+diIpxnnW7/QzmdArH00gZuu3f+PzZHoDaZ/EbnGsg/qJ48RSXW8MjQSWbxCeZz/dHtJcvHMd6+H3ASk3bg5NH5JMYDz5VrMRdwXBOZnv537G7wFpUKa08f76qE4Ey4aLzg+TdYcQ5SUIgiC8R9AHRRAEQcgE+qAIgiAIvY2heBYnaXfoe+dxTMOj71Ci6qgdE31GLp95xRJwyMwnp5UwJ/rp8N7eeKa1k0lQzYa3tZVgiIglvosrcYtalCNi9j+WYk5O2sDF2Fhofx3iKWy7UeyznRkdhbjFciMaJ+FYGc4fHj+09WAuHeN/PC7oQM3XDZYL0Yx7KBnl6zzbFKTIOcNgFeYr8+zYhmevskGWHyiV5/gG9oVjL/zuxO6P793EBmkc+srp3hW+d/Nb4MQ3ucxIg+kePCdknIOJeVYMjWxt2xscB1drdvhNCy8G5Tm3Z/X7kgZaoQiCIAiZQB8UQRAE4c8P5ZUW3lK2E0rIO89bpiF9w0m0Co4jLS7/N8gldQx28Xo7S7MYPwYnhMJ+8g5+lByylBX7NkT0DVIKTKfML4Z19mDZrrnz0P7MtL1uFJb/C5RgC2kZ3k2NNMkOJTrzgPfAimJ8ZrB5OiGXZYrm7lI9+hyQPmUq18hHabqw662pE+gOppJwvjItgi4FK0Dhseyb50TBka6npVeQTrxXTzj2TCQSSeyQ6nRoXo/q5DrRUSPhvg3H3rjUnfYGUj5LdvHmH2R0cuDEY0g5V6mj3m8R/hZ4FGw3yba0QhEEQRAygT4ogiAIQibQB0UQBEHosfWKw7WhC2y+A62ZZ5MSkzcyP5h0De6uPZNJz+Efp8bjTsS9iJsgOLMk3sMUWaHchlgFDwPGTQ4eKEals48/Zn1Zvvynoc7Krq2zAeTs5qYds7fPV6Jc8xhYh3DMZnm1Ho0V2CyCuShYGozOtlxnH5DiHLcol+M8NHLkbHOD/exElokuvtwXHifTT4gPTEDsiiW4Hl/O8QdPjmviouyKDJw/x51sXzhQEn+gXpwLY6aJTKuQlTHpGhxtzt4TnbcNz8i7vwbtdUC7Ix5rHAuu05Nyp3WA599WDMUMORZGMWiFIgiCIGQCfVAEQRCE3lJeB2cK0WX8dmAwEnwDrjSHBu33a3sHEgoV4rvaEzRFPp2zbFrn4XdyXcFdWr5zKpAT9SDNxctVbAN35rawBomXmNpBquDWnXpUynrxQi3qxsvOsijLXFi2SbP6gVJkafABoNzuktsw0hZMa+HuZk6y5srTG/vTSntlQEVw8iakkpiKqNbjyahQzu1JinkuoTyWn/s2JF5KuifAMUvJgXph+hTnIMtqXSfbQroEcHV6RjgnjVT2Pi6+pu2SIxfndxr6lqD78umcDrjOLXgOY6Nxt2EG0mHeVgAea4+aw/njuhQTvd+NVNhc/84uFwRBEIR70AdFEARByAT6oAiCIAi9jaGgLJT5+fpKI1UcYZD48o2tRpQb3QQ+cpiuQ07Q41TZnmMUbFK4n2h/kHfkhzXid1HR6GXna1KhiQMRcYnc+vhkXP47QnLRQxB/QEdf/nun0IyOE9pxsIwRY16MLSrDenDcWzh1IpDdO3TdLrTHHPGBmXB/d+ad+ArJTDk+kJZnRy6/WY3z5Wi1wjEHzE7ZAj5q5sRN7KcYny88z7B5ji1hXIjHAeNzHCPC98qLy3BsEN9NHKN77TejcRn7HKhBGMLkNoG4pRDGCngueRJcWz/XGT93CH6nEtsXSumk1ruO7RPPM8/Gx1jnUKHnvm3r6DygohWKIAiCkAn0QREEQRB6S3mhaylTXijZ5KUkUmUob+SlHi9lS1DnkUN90R3TLBHFZTXSWHtlsJz0klPhjt57fYtf5+3aR+kzS3WR7mAaDc/Fnep7/YS1LFMmE7A7/sXvoJbbpwJxKc1OqEh5nThqn8PLb+5GqYDZQ8V9nYfvtRGOL1+13MDwUDj3+DHbXj84RF+7WYvOQY96TFAYKPtmeTq6N+e9nd22wXVwTPbaGyDHa5xbKK1mDFGZ5wyA84UlzMad2tktzvUjfcrSZ6RsSkSjjQ7H//+K1BU/B48ax373cRlQux57w++mty0BZcMejdZgR28810k8lpAp19Il/vISiCXORQqR57y5h86tPrRCEQRBEDKBPiiCIAhCJtAHRRAEQehtDAXjJshzt9BsQAa+ZUveoTyQOf8jB4tRO5eTR/qiXPPhg6HshZcrUbkqxmHuJ4lDDrdGfCRajLAcFzlyjoXg/TJHjfEV5oWRM2Z+F3laY3nTGsPlRtRteAHKqjb8YPrJMbCTEMe4fM1eiPfEEuYxmC8oBW7h7nzcMwLnC0tZL1+uRefSLsTSeKy9WEGjAe15/72i6zAewXy5kWU63H3CtqQYz5Louera85wMg46FkTdmDec6jC/y+5eQBjtxEh4LBL4DLCnG9hPxjmY8CyvGCvFd5HecHZrx2XJMo46/BfSO7eTi/cQ4MM8Xz/bGPodcauD84flSh+fgtR2DViiCIAhCJtAHRRAEQegt5YVLPd7xjhK1iXo8ic+RObvWw93OnCQIl2LHjtvrXn6FsjlFdv/yrm+Uy7I8rwTrx5lJ2x5SL0MD0aaNXLSFE0DbJeS/QHNtbjeiS1mm+5B+YBdRO572ukdPB47m/CWrtV6DfiN1xMtxb1nNtAFKxDmJ1q07YVJM0Vg/9XR/+7hIs/PbL+2moj7Q7TdB+9A95EHyy/dnHH4dmonhnYp98aSlDXIz8GiuWP37tWHqRFrLqYfYN5Lfs1Q3PifM3GXHCeMkHe900rU3vqMfq2H6BseF6SmkM3G7BNfDTtn9QKPxu4nye6axUUbvJQhkWhD7knZ+3OubJ0WOb4NIA61QBEEQhEygD4ogCIKQCfRBEQRBEHobQ0EefGnJEnbI+zHnnyuHw2c/ZL0fFuZD8xsblrA7NBe+dasrccuWUYoVoByY4wGIIeL1UfbKEsMdkBEemi1GudHJSTucI2A1wTwtyqsfOmnHZQncmw+DhQlbvVy9XotKu9keB/nlo3N90Xtgh9jrt0IbY+Scu7GVzoV1g2JLeA8/cOJFU9a8tN4+fnXwe1zLGARy8olYSCHObZtMgcRDo1SX7w9jByw39jJEcgwnWtYBJ55WPtqJeSwOk2c3lLiuEY+hINg517aRTip7P/smfC6JeJUzTm6WxHo8/lA0NjcsmY7fA8YpvblUoW0CaG3jScIZnoVLWif3GLRCEQRBEDKBPiiCIAhCbykvxCHY4d7CJlAaR47asgdOhWXT1v/0D03ZyX/4P4Y/xqxe7nb1UPv44gVL7WCiJ166loFym5kqRCmoqrMztw67p1vIw871IUoWNQVt8I7im7fr0V30n/quoD+uEx3W1xfXDj78SHhkHxv6iin7w8WPt49PnIw/I6Z9lm+Ejv/oZ+26+vNfDP2cpvFEafLahr35FXA+2CbXZ7wuPzxqymrXLrSPv3HbysORimTZsCfDzuXi16FsmN0TUC7LNSIbwBJYjw7rFh6FgfPOO68bGWinwL7wWHc7Fp6Lb9r75fO8nfmIoQFKkAZ/Mj08gvPacVbwEp3xdgakXVmmbJJvsZN0PR3NmjW0QhEEQRAygT4ogiAIQibQB0UQBEHobQwFZXDMPz5wKlRz4bzV6t65Ha772FMfspUCYVj5o98wRQd+8Cfbxyur9ruHlirTlEVwFmS9I6Ppv5fnod8sizwCMttNiKe0sAshB7aMQFnf+KiNabz2ejUqMXzqg4EQvXPLtvf6q+G6Uum7TNnt+VA2Dg7JLRwE+fH0tO3L7Ez4e+fz/4sp++7P/bft42983cY0UJrM2THRCuKjHwbteC6Xu3QxBI1+/dtnTFkuF/4eGiQ7l0pc+oh2OfNLtmwTuG6OZRWA5y86GQ1ZQYlxKJYUmyyQTnyF5wvGgTgelzb+wHGSbh1pY3VwPVzm9TOtbJn76dneeHViGY8ny5bT1u/F8apOhlbjmEz2MTxHEBjXS2S1hfnKZasQ0+T5yVZIMaSNMyG0QhEEQRAygT4ogiAIQm8pL0yYNDNrv0NvvVWN7gg/fiKs766WftyUPbhytn1cfvaTpuzq3SBXHRiwNNrcodDtSZKybsGu9sFB25ch2A3/2quWvnkaXG4HaPf9wp1G1Gl5ByTM6+vxpE8V2P3ewsc/EWig+TtWR3jjWn1fqmrv3IV6NOEVJgJ74v320W7CrvYTB8Ju9BbOXh1pH7/+6D8yZbe/EsZpaaUepZk+8P4wfnv9BqeD0SF73cuvNKLzxUojmVIIx4PkyIAUFLtFr2wAvUhURwkdhYl6GB6MS8KRcmMJupXxxvvpuQt0IrHlvnUDbs+jyrDs3ZApd7KjP20bCXdjZxe4K9HGZG0gR/+zK3Nprku0B2PPrsH1XJxGQ/B1LDGO0Wg8LuiaMQrbLNJCKxRBEAQhE+iDIgiCIGQCfVAEQRCE3sZQHn4k8NKjhVVTViiM7euc2cKDuVfbx3Ww1WihMRRsN+pPfsqUHW3stI+PPfCSKau89s328c6ZnzFlxaU4t324eT788b7Ttqx0PfyxvWUlzAdDjGFz6LApm78b2rhyJU6U/sUP3jR/L5ROto8HKWZzAOImB+e/bsomPvqRfe0cWhjIh37nz9vrhg+daB9vF+ZM2embX2gf3/y//rUpe/pn/nH7+Dt/46+ZssOv3YmO9Svfqe5rw3Kv3+F+B62iOLcFMSmWLU5CHI9lw8gLb5C0G+Mmpb64tcVguZA6O2Z9Ny5Bxeu4n82qw6sDn82xFy+LoQeuJwukrbITuXEW8IaIYybdSpiN/Ddhk5KLOpab+Ae1XYR/qFJcxmTxpL40IKbIUuQC2UfZfjajdeI4sQ1MGmiFIgiCIGQCfVAEQRCETJBvplxL/9av320fl0i+hlLa2QP2G/XNb+3uK2vlZWFlN+7A+enPWN6gvDXfPl7KHzRl66uhztu3rFzVu9NDc6HB44cC3dbCdiPoj197xepccVl44qTt5/AX/mn7uDg0bO/hr/799vGNBatvnp0NxwMLliasvvpC+/jm//1LpmzttUvt4/d9/rdMWeXwY6GOmn0Oa8BgDgV27949DIQxLL70JVP2m9c/0T6+C3LmFuYOhPEsg7PBXj3F/ZOJ8RIf6S9OsIUuBOxuwM8Z3YdRerxXDzyy6Qlb6YljoXA50U+k5myduBs/IQN1nIGx3yznxOv4/jzZML7eHu3jJadKJBdz/hvqUjQp753RLT1lnI+L6etP2xfvvD6iOo083ZGgYyIuBtOuXuI4L2kXIuEgUNq/zy38nX9gqfL9oBWKIAiCkAn0QREEQRAygT4ogiAIQm9jKP/8n91oHw+Q7QXKJm8Tl46cI193EFxvuRfbFeC9iaOOZf9rYW29EXXVRFkoZzhDy4FlkrmifHUE7FsS7qPEOeJ1fO/TE5A9knhTtHPhcRmBjJFsxfDY4+Gmzr1tgwWcURGxtBzK1jYpVgDtD9J4YuZMLjtxpC8qb0a6dxna3uvLWvh7gtyix+Dv+cX4PEtYoaBdBvHln/jYwL7j3sKTD2+0jxd3xk3Z+GgY37fO2n4uLUHciRrcAknzOmTR5FiT91aOjtg678xDZlCKEaE7Ns9P5M/5Z8CTGyPnz3MQq0H3XS7rJGbSrdzYuw7/9ixwPMuUTmJLRSfewZlCY/1ksDQ5Wgf1C+cIS58xFslxp7/99xRDEQRBEHoEfVAEQRCE3u6UR/AyF6kd3IW5V7a7vxS4hTLQQKtAdbSwCDJNXpbNzca7jbQIy1URHo2WdLKNL9XRkZNlrtg+3g+7gQ6Bqy23zxJDps5irs9M3wwBJcWOydjeXNM+pHWgEJGOYtqO3U2RDmAppJHO0rMdBUqP6cwKJPHiOYgyWx7Phx8K8+XB03buLC02oonVrswHB4i3z1pdO0rn+/rsuFTh1ArpMlFizJQF/s3zE9+Bej2evGl6kv+PWIxKWbch8diVG8SVOZyU5xKANBdX8W5Ig706PLmsR3N577uthC/Mxa/ra3YlRfZoO3zuTM1ZV2ueL7lUu/27gVYogiAIQibQB0UQBEHIBPqgCIIgCL2NoSAPjhJbBnOqyOVtAGfbwtmLgSje2InLWsvEl6ObLHP3yG2zhBI5aubuVyA+sAFZH1k+x1YaB2ZCYZWCBWhdMAaxAeY/0cajhT6IvRRoqNHiZBzcd/f6Wdg/ltQCUvmY1ZI540SMBuoZGSlEJaleXI3l28VIbKeFPhizTeon8t4cBzp9qrSvW3MLc7nL7ePtoeC63MJv/XalffyZTwUJ8d65MF8x2ydLg/tpzHYh1lMgqe5JsOe5ft1OUMz4WaQHX4UY0cZifH7ynJ+GjKYbJFPGZ81ZLjE7J0uI0VommQnRiZ3B3yxJ9WIFGAthq5C0sRcvZtIJsC9evKPgSHUZTXjWCWm30Vrb63B4+XdpG+bgyJBTJ7kSv1MXaK1QBEEQhEygD4ogCILQW8oLJZy8XEW6Y3jIFqL8cZ12YeMS+MgBu50aJbgrIF3lXd8l0iI3YAnuSek2gV7gpR4v+7Cf0xNxagclxElJni1jiaqtM04verJovD9vt7EnDeT2jPyXrmPX6dh1vBxfheeJFNf9gLTPs+/vN2WnFv+wfVyb+m5TVssdaR+/+WojSvuMjtFu/wPr7eOvLQxF5yfveMfn8BBQcS2sgDPABLlvr6zW9qUsGLyrHWXE6DDRwvxifH7irn2kxu61kYsmLCvAw+V5vFPx5iBKiuO79j25b1ZAypupOXxv+V3BceFnVK/HxxqRSLpmHJrTOwqb8+g9Gic3BUSexj5LaIUiCIIgZAJ9UARBEIRMoA+KIAiC0NsYCsZNWCKKkjjmTZHn7+srRDl45tnHoWyM5KqLIGlkzh85cXY+9oDyVczix5kCvVgBxlNaaNTjMleUCieyVfbFnXMRbJuAWCHHZOS6+RkZ6xwasgI8dy5DGTbbpKCD8o07VjO5CXLcI5DZca8NzFpInPEUZFQ83f+27cwjT7UPX3uVbGeGw3XrG/Uo5482QS2cXwzpK9fXSeK7kS7GgdY1LcwvxuMW+ByY18c6Exn/nGyEnpMtzrvFa/b+MAbw/sdtvOq1N3b3HT9+VwYoxofyYy/LJJd1G1Mx4Yi8E7fgvhTS9YXfv91ql5YxhXTPi52r00qh+XfJaw9jOF5fYtAKRRAEQcgE+qAIgiAIvaW8UP7LO7tNhSQjNA6qrDsFsAQWqSxe/k/ADnFM8sTtjSZ2iMI9UFc8l1Tc/c/UHO7mXlqtR12RmaaoYGKuQvzeeVxwfHkpi9JB3pmLkkaWfSOVxTQT9tuT+HrLfZ4uuJJmB+MS9G2YdqcfOAB/T8yasoXqdPu4WLTP4drVepQKxOf+H7+4bcrOnC7t61DQwm4tvlscKeEJcv/Fvy9cqEXnEo8ZThGP6kR3BgbL9vGdZmoHz71zx9779FR4SLeorN+Rw3dLXXluvGnB75+3TcBrA8uY+i/CQ+LxxDlS7rcD4TFL/K6avjiu3fibyb/J+Gw5+V3sXUwLrVAEQRCETKAPiiAIgpAJ9EERBEEQehtDQb6euXTe9o9Abq9ZjTv8sksxxg7YjoD5UNvPuDWIsRGhOpCXZndV5DGZq8QYzmC5EHc3pvYwxtGkbG7IjXKcxAPytCj35b7UElYT8dgLjssm2Xogh4zOw5w1cYpckVfBOicRB4K+MJf9yKNhul5ZmjJlNznjIGB6uhCNEd1dCscFioW8faEajVugJJbjR9jvK1fsYI+DvQu7WqN0neXw2G2UZLfQD28xx17QioUdhW/drUfjQFUYzjsUP0L7n0Fyi0Z5PGdhNe+D844x0sY0GGlVr52oY732+vri53m/Z0XoAGfxRL0z14n9Lji/iZ4rMsenjbNzF/EqrVAEQRCETKAPiiAIgtBbyoslcmmXV5VKPMGWuY6oj7RUj7tcrbHk1qsnn8rNle/Pk0KiIy3DynjjzqtMBexAMp58B0l8PKlpHurkOnDMuD2UgTOFiG4GHk3A947nHpmzN7+6Ggq//nxIjLXXt3x8rmIZy7CRZkokfWrEJczoeO1JfJdJSn7zblwaPA4PiccT3we+B5yDs0DvtbC00ohSV3XXmTsXfX4ovWbHZEw4x3OOpdfdSIM7kfh6wGfkPT/eYY90MfelmNKxgCkv/JPfB6RoecsCwpWZU504f/gZdUNzmXbf2eWCIAiCcA/6oAiCIAiZQB8UQRAEobcxFE9OVgd+1+Pk2JbBy0CGHCBLDNP20+NbmXtF/pOtUDzLlrRItpfOoiLpOgt/UJnHifM9xdtjfjfuUlxPadnCTXs2NxMgSf3UqXOm7K2NR9rHWxSPGxqMS27xXDyvhUcfDt4TayRzxfgDX1cuhwmztGwfhIkVEu+Nclx2tTbjSc8WeW8eT3x+mE2xhXEYz61tWyk+Mo6dIc+fjKvFZa4YX5mFeAo/l6SkGO7Pi/e9C8kGeTzTvu9erK7pSHxz/PtZj0v68V3hd7hchj6TdB23DWAdHBd1f1+6gFYogiAIQibQB0UQBEHoMeWFFBR9hlDOxks2XOqxrM6641ISGGdt69FasbY7KqP76zc7yePUjkexddIXKyPsjkYrdkkVsDOpRxN6tAEwZftIGoFGo44eOxKm5O7hQHG1cPmPA/eyTYmd8Lm490AU1Btnq1E57sHZ0LlForXQGZipD3TjLpKb68hQnJpDuboncWe6FJNhsfs27mRPSN6hGm4PKahOpKQ70P4yUIYtPHomDMbzL1ai9+69+15irk7osIbzjuGu85qTzIzlvwXWGOf2p4TR5Xnv71qcXkQ3YKYCka4qOa7BTI3jO8DvLd9vp9AKRRAEQcgE+qAIgiAImUAfFEEQBKHXbsNOLMT5LLEsLYa0MZN3C8glIsffSfZBD3yeZ/2QFp1wxmnP7VY2yM8vnwfnYzq37sydkdFQzx/+gSWUl0GS6qig9+lbPGshgmMo82AVws7AOCc5FjI6HOoZIDdevAduD+NxntXRQDkuv2eLGJRM8xzA9vkeMKbSyVjjdRhPaeH27Xp0XDCu4DngZiUjxnnu2Q1x/AHhxTuqFGutwtYKttWx2RWdWA+1j8/Fs2XxLIWy/q3VCkUQBEHIBPqgCIIgCL2lvHBZnUzQFL+uk13uaaWC3S7LXDonn04OyMtHj9JLe+uJnbq59w5enz2n5cQzwvHkNuC6EaJoVpYb+yaA4r4xJYSuwezyjPSD5+LbIC4AKSGmInAsEmWN/eXF+/U7Jn1mxwJvdzrKiO/QmKEjNL+neF3COTef7n1rsFsDui4Ql7u2vr/UOUFndvB+p5XmM0xyqgQdHf6hVIr/aDAFtQ3zztsikewn0MMJB2PsS3yeJZwxinEKv85b9SPohOpsX9P5JYIgCIKQhD4ogiAIQibQB0UQBEHobQwF0QlX6fGhyBNnEWu5V093ZYgE50h8dvy6eNk7zYSWJZ/cCTeKt+5ZxPBzbjTAPZY5WziXrULuLsQjSBh/mJ4keexO3HoF4ySYSfJ+Y4FSWs+tuRNXaw/Il3NMCuvhOBBmRU30DYaJJcUoZUXJK987v5sYi+knCfPaeiN672Mj+ahkGp8tz4m0smHX4ddBYisAVMQSWzyXpdYlmHccrzLu246Onp/tzm74h1G60MRpEs7jeGK6+bHXNycukwZaoQiCIAiZQB8UQRAEobeUF8o7vSXp3IFidKfu2oZdz6WlubqVEXpliabz6SguXpJiPd4SsRsJ3n7XeW2YvjguqYy0dXqUgi8pJsqky7FAioGlwQiWq6Ksd3wkTpUhNXY/iS/eH997WprLpSU7mPM8J00b0JetHU5qFY5niEK8PV+P9hOfw/ZiPfU7trkV2q/TnBh0EqR5DsNI+2Sxa36vb/V42/g3z49ilzv6sR7+7SkTTRml5onW8pK1eQ7mpo4uOC+tUARBEIRMoA+KIAiCkAn0QREEQRB6G0PB7HUb5Ng6PlaI8tAoSxsCnjTB+RPPh/UwR5w2TuJxr5ghrgU0DmUnVOQq2ZbFzajotI/0ZNL6wakT3Ued/w4UO7BpSCt37oSj9iTFpn4aI7RJ4etwrNl+ZMeRDSOY9zZ8PV2HUuFOYhpZKOAzUtG7rrrIra9vxjOm8vvmUevGHTcfdyzPF5rRseZ4Hyhn3ayF3boScxnKqXkuee97I+U7zT8L+B6XEtk/vfbi8uZY2/f7PcN7KHUxCbVCEQRBEDKBPiiCIAhCbymv7e1GfBkItSzfJWlwId2OYt5xWyjGE/Ww27FpL59WHhdfziV2x8LyPK3kjuHRTJ3IjT2ZMp7ruSB7jqYJp+Uud856kmJTP+/UhevKNCc8F1/cec3UKs4flhsjtcNUSxaJnTqRWndTf6ft2zKUTMfP413tSEcn5pJDNyIS9BtMLpyPe0BH6A6suLt9Rti+l+yrI3fjAtTh7L5vOsm+2K3Bk/XiqbwbHt/xbp2Io+2+o6sFQRAE4c+gD4ogCIKQCfRBEQRBEHobQ6nshuPhIVu2utKIyoaR5mPJJko/PVfPhCNmSjfXThx33facijzpHtbDoRc8txNbFk82jLElL15VIk783bCBSQvvGbHFz+BAPE6SWqLdgYQ5bbwjq1hIVnGT9O3lU8U0piaK0bJEjCEfj3VijIrnDsZpdsgixkNaOTePrReLSfsc+LyCE7fwgHFZHk+c1xzf8LYCmH557wbLt7uMEbfbemeXC4IgCMI96IMiCIIg9JbyQqfgtY348tGTsnnOnTXH4ZeXtV4CIzzXo5J4SYorPS+ZEqOI694OPs8oi+5kx61XhhLDRHspb6lIcuqG46rrJSLyHHAR3i5spmHWN+K76PHvDZIU2/acZEPEYaR1DfZol26TrnWSmCuL63bJeQCf5/Vb7CicrhGW/yIFxr8Fy6uN6HPH9jyH8k4oQ8992/SbHCdYVp+WGjcoxuvEJF2MBI2NWyRy2cC7vzTQCkUQBEHIBPqgCIIgCJlAHxRBEAQhE+SbaQlRQRAEQXCgFYogCIKQCfRBEQRBEDKBPiiCIAhCJtAHRRAEQcgE+qAIgiAImUAfFEEQBCET6IMiCIIgZAJ9UARBEIRMoA+KIAiCkMsC/y++J/EPt6MaXAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "ax.imshow(\n", " local_autocorrelation_moran[\"local_statistic\"].to_numpy().reshape(image_downscaled.shape[:2]),\n", " cmap=ListedColormap(coolwarm),\n", ")\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local Heteroskedasticity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LOSH can help us find regions were signals change fast, e.g., borders. Since this is sensitive to the intensity of the specific signal, let's look at nuclei and binarize our data." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "nuclei_thresholded = (\n", " img_data[..., channels.index(\"DRAQ5\") : channels.index(\"DRAQ5\") + 1]\n", " > threshold_otsu(img_data[..., channels.index(\"DRAQ5\") : channels.index(\"DRAQ5\") + 1]) * 0.5\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(nuclei_thresholded, cmap=\"gray\")\n", "plt.gca().set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a queen neighborhood that does not reach far." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Creating spatial weights for each offset: 100%|██████████| 8/8 [00:00<00:00, 1307.81it/s]\n" ] } ], "source": [ "spatial_weights_losh = so.spatial.spatial_weights(\n", " data_shape=nuclei_thresholded.shape[:2],\n", " neighborhood_offset=so.spatial.neighborhood_offset(\n", " neighborhood_type=\"queen\",\n", " order=1,\n", " exclude_inner_order=0,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "losh = so.spatial.local_heteroskedasticity().predict(\n", " data=nuclei_thresholded,\n", " channel_names=[\"DRAQ5\"],\n", " spatial_weights=spatial_weights_losh,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can visualize the border region." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " losh.loc[\"DRAQ5\"].losh.reshape(nuclei_thresholded.shape[:2]) > 4,\n", " cmap=\"gray\",\n", ")\n", "plt.gca().set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Join counts and vicinity graph" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0123456789...15161718192021222324
007319618039313117894435206...2332546632371841216817662
152209967893599103182969149250...26382391991441511111862831
2941012093315452071912343319...2948695898311032742537
32147929370127925332613316248...12082811431536112515229772
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5 rows × 25 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 ... 15 16 17 \\\n", "0 0 731 96 180 393 131 178 94 435 206 ... 233 25 46 \n", "1 522 0 996 789 3599 1031 829 69 149 250 ... 263 82 39 \n", "2 94 1012 0 933 1545 207 191 234 33 19 ... 29 48 69 \n", "3 214 792 937 0 1279 253 326 133 162 48 ... 120 82 81 \n", "4 393 3704 1614 1243 0 324 164 233 338 49 ... 130 54 28 \n", "\n", " 18 19 20 21 22 23 24 \n", "0 63 237 184 121 68 176 62 \n", "1 199 144 151 111 18 628 31 \n", "2 58 98 31 103 27 425 37 \n", "3 143 153 61 125 152 297 72 \n", "4 260 227 81 327 25 1217 552 \n", "\n", "[5 rows x 25 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_vicinity_composition, df_p_values = so.spatial.vicinity_composition(\n", " data=clustered_img,\n", " ignore_repeated=True,\n", " permutations=100,\n", ")\n", "df_vicinity_composition.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The association between cluster 9 and cluster 6 seems to be significant." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.0099)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_p_values.iloc[9, 6].round(4)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "vicinity_graph = so.spatial.vicinity_graph(\n", " data=df_vicinity_composition,\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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qywsVKkRHjx4Vhl8CrvqJkybR8WPHyN0jBeUpWoyyF/CkdFmyUdz48enr58/07/27dOfyRbp+7iy9jXhF5StUoEEDB1LNmjXJHildujSdOnVK+RhCPJ07d7bpOTHODxt0hmEsNkstX768cLnLQStWKMrh0tOjRw/666+/KL93CfL1b0clqvhS3Hjxot3n1y9fKOTQXtq7aildCQ2hVq1a0cyZM1UGCPZA+vTpRd94+aDFXgcfjPPABp1hGItx69YtMVOXGzeQK1cuehcZSVEfPlLA0NHkU7eRUY1LcNkK3r6JgsYOJ7ckiWnf3r1i9m8PQDEP5XxyECbgXuiMpWGDzjCMRUEtuo+Pj0hwk4gVOzZlypmbhi1cTR5pYt5SNOLZUxrfqTVFPH1Mx4KD7cKoQ1AmZcqUGtn+aEHLMJaEk+IYhrEoaBt68OBBpZGDMc+YIzeNXrnZJGMOsH3g8g3kkTYD1fD1pYiICLI1b9++1ViGxD6GsTRs0BmGsTiFCxcWyXAJEiak+AkS0vBFqylxUvMYOexn8PwVFPk+SsTkbQ3K7OTEixdPiO8wjKVhg84wjNXEVj59/EgdRoyLdmb+6ukT+rV4Xrp0+h+V5aFHD9KAxn7UsmgO6li5OK2d+adIkJPA/gKGjKLVq1fT7t27yZ5m6Dw7Z6wFG3SGYawCStOQzY4EOG28/PcxjWrfgj5Eqs5wz/99lCZ0aUtZcuelgXOCqF67zrRj2UJaPHqoyno+9RqL/eM4toQNOmMr2KAzDGNxkOWNOnOUpqlns//48YMOb15H/RpUpzeyxDmJzQtni7r0ruOmUeEyFaimfzuqG9CRDm9eS58+fFCuh/36tgoQyXGXL18mezHoUNBjGGvABp1hGIuDWnOIxqDOXJ3716/QwsBB5FOvCfWYNFPj+S5jp1CPiarL48SNR4ofP+j7t68qy0tU9RPHwfFsBc/QGVsRx2ZHZhjGZQgJOSMU4LSJxqRMl4Hm7D9BKdKm14idg7SZ/pNN/fA+ki7+c5y2B82ncrXqayTWYf+5i3iL49kKNuiMrWCDzjCMRYHURdi5MKrh317r827JkhMRbrp5/fwZdahQVPyfJlMWatlrkNb14J7fv3qpOK4xYjXmgg06YyvY5c4wjEWJjIyk1xERQpvdFOIlSECBy9ZT3+kLxEx8cPPa9OqZqgIdSJ81uzje+/fvyRawQWdsBRt0hmEsypf/l5eh0YopwL1eqFQ5KuNbh4YuWEVvX72kQxvXaKwXN158leNaGzbojK1gg84wjEWBsApA1zRj+f79O53Ys53uXAlXWZ46YyZK4p5MuOHV+frls8pxrQ0bdMZWsEFnGMaiuLm5UXIPD9EC1Vhix45Nq6aMEzc5aKUa+eY1ZcmTT2ObJ/fuiOMlSZKEbMGnT59UHidMmNAm58G4HmzQGYaxKEhM8yrqJYxwTGjWrS9dOBFMCwIH0cWTx+nA+tU0rlMbypwrL1Vq2ExjfRzH28vbJglxIFYs1csq979irAVnuTMMY3FKlChOcxcsFHKtuvqda6Ni/SZC/33LotkUvG0DJUiUmEpW9aNWfQaL5XKw/xvnQ6lrp45kK+BVUA8bMIw1YIPOMIzFadmyJY0fP55CDu2lsn51o12vYMkytOnaE43lpX1ri5s+Qg7uobcRr8TxbAUbdMZWsMudYRiLU7BgQSpfoQLtXfWzPtwSYL97Vi2lCj4+VKBAAbIVbNAZW8EGnWEYqzBwwAC6EhpCwds3WWT/wds20tWwM+I4tkQ9hg6teoaxBmzQGYaxCrVq1RKu8KCxwyni2VOz7hv7WzxmKDVu3Jhq1qxJtoRn6IytYIPOMIzVmDlzJrklSUzjO7WmqHeq9doxBfsZ3aElff74kc6cOSM6u9kSNuiMrWCDzjCM1UiRIgXt27uXIp4+psA2TUyeqWP7Ya0a0KPbN+nH9+90//59KlWqFG3ZsoVsBRt0xlawQWcYxqoUKlRI9Cz/+DaCetepREe3bTQ6UQ7rH926gbrXLE+P796iHz/+M5pRUVHUsGFDGjVqlE3i1+oGnWPojLVgg84wjE2M+qXwcKpXpzbNGtiDRvg3oBO7t4k6cl3geaw3pHkdmjWoJ32KiqI0qVNT/vz5NdYdOXIkNW3a1GpNWjATP3nyJD169Ehl+bp166hNmzZ04cIFq5wH47r8omAZI4ZhbMju3btp4qRJYtbu7pFC9DNHC1R0TUOjFWizQ84VCnAQjUGdeazYsYWLXWLIkCF05coV2rp1q9bBw7Zt2yhbNtO6veni9evXVKFCBZ3xew8PD2HsWQqWsRRs0BmGsQsuX75Mf/31F4WEnKHQsFDRAlUC2uyQc4XinMiUDwqiKVOmKJ9PkCCB2H758uXC1a4tdr9hwwaqVKmSRc4d59OuXTu96924cYNy5cplkXNgGDboDMPYHbgswVWOFqjomoZGK3Jt9nfv3lGePHno6dP/kuoaNGhAmzdvpk2bNgkXN2Lp6rFtGPtBgwZp1Iqbyq5du6h2bd1KdmnTpqWHDx9SnDgs0MlYBo6hMwxjd8B4o0sbZta4V2+0kjRpUpo8ebLKMmS279u3jxo1akT//PMPZc2aVSPGPXToUPLz86Pnz5+b9Xx9fX3Jy8tL5zqYwbMxZywJz9AZhnFIcOny8fGh48ePK5fBnR0eHk7x48enly9fUpMmTejo0aMa26ZLl47WrFkjtjcXqIEvWbJktBn7t2/fpuzZs5vteAyjDs/QGYZxSDBrnz17tkqZ2M2bN2nq1Kni/5QpU9L+/fupb9++Gtv++++/VLlyZRo9erTZ6sSLFy9OnTp10vpc1apV2ZgzFodn6AzDODQ9e/YUCnTyBDnM0nPmzKlctmPHDmrbti1FyBLtJKpUqUKrV6+mNGnSmHwub968Edn0uFcvXUMJHcNYEjboDMM4NDCeSJCTx8VhpA8cOKASe3/w4AG1aNFCxNfVgTFHhj1m7dI+79y5Q56enkbHvadPn069e/dWPsb2SPBDGIBhLAm73BmGcWiSJUtGM2bMUFl26NAhWrFihcqyzJkzi3j6AC3d2J49eybc4oGBgXTs2DGRUOft7U2FCxemV69eGe0xQO27RL9+/diYM1aBZ+gMwzg8uIyhbAwiNXIhl6tXr1Lq1Kk11sd6rVu31mqsYXw/f/6sfNyxY0eaP3++0ed08eJFkaWfIUMGo7dlmJjABp1hGKcAjVkKFCigUn8OERrEx7UB1Ta44P/++2+d+0XNOmLy2uRlGcaeYJc7wzBOQZYsWWjMmDEqyxAX37Nnj9b1M2bMSEeOHKHBgwfr3C+aq/Tv3z9G54T5EkRwUEKHe54/MZaEZ+gMwzgNKEErXbq0qAmXG3porENtLjqQhY7Zuq7LIZLsEGfXB44lSdiGnQvTkLD1KuqllLAtWLCgUa+PYXTBBp1hGKcCXc2Q0CavL0fWuVSfro0uXbrQvHnz9Eq3wk2v3h5VLv+KJjPHjx0TTWbyFC0mmsyky5KN4saPT18/f6Z/798VTWaunzsrmsyUr1CBBg0cSDVr1jThFTPMT9igMwzjdMCNPmHCBJU4+KlTp4T4izYg23ru3Dm9+x03bpyGix6JdT169BCz8vzeJcjXvx2VqOJLcePF09kGNuTQXtq7aildCQ2hVq1aiVp6JPIxTExhg84wjNPx8eNHUUN+69Yt5TKUoMEVHzduXI310bQF/dP10bx5cyEZK89k9/Xzo8j3URQwdDT51G2koTuvC1x+g7dvoqCxw8ktSWLat3evSskbwxgDG3SGYZySw4cPC4EZORMnTtRahw73PDq1oX4dmuu4QYhG7rbHLP/8+fNKgwtj7lOxInmky0CD560gjzRpY3yuEc+e0vhOrSni6WPRF56NOhMT2KAzDOO0oMMZepXLZWGRtJYjRw692379+lWUwoWEhIh69vbt2ys7uMHNXsjTkxIm86DAZRsocVJ3k8816t1bCmzThD6+jaBL4eHsfmeMhg06wzBOC7Tb8+bNSy9evNApC2ssiHlv37mLpu04YtLMXNtMvXedSlSvTm1atWqV2fbLuAZch84wjNOCWa4hsrDGgGx2JMAhZq7PmN84H0ojWjemlkVzULuynjRrYE96++pl9OebJi0FDBklxHDkqncMYwg8Q2cYxqnBJa5WrVoqAjO6ZGH1UcHHh15FfaJRq7bonOXfvnSRhrWqT4VKl6Oa/u0o4vkzWj1tPKXJkInGrd2h83xH+DeglEkSUrCWXu4MEx08Q2cYxqmB0UWNeeLEiVVc8d26dTNauQ3xd9SZozRNn8t+5eQxlC1fARo0dxkVKVeRKjdsRr8NH0cvnz6hZ48e6Dxf31YBIjnu8uXLRp0f49qwQWcYxiVlYTds2CBc58aA9SEagzpzXUS+jqDLIf9QjZZtRXa8RKnqNWnh0VBKkzGzzu1LVPUTxzH2/BjXhg06wzAuQffu3alUqVIqy7p27SrK0wwFcq5QgNMlGgPuXb8qNOCTJk9B0/t1pVZeuaiVV06aObCHyGbXB/afu4i3OB7DGAobdIZxIrgZSPRAshXJcIkSJVIue/v2LbVt21YYX33gvYQ2O+Rc9fHu9c+2rHOH9qF4CRLQwDlLqfWAEXT2yAEa16m1QZ8LjhMaFsqfIWMwbNAZxsFBXHfIkCFUtWo1SpEyJbm7u1OqVKnEPR5jOZ7Heq5Orly5NDTd0XFNPRNeG5GRkaLRCrTZ9fHt61dxn71AIeoyZgp5li5PNZq3pt9HjqdrYWfowolgvftInzW7ON779+/1rsswgA06wzgoKJ9CxjVUxeYuWEiRFJtq+Len3lPm0oDZS8Q9HmM5nsd6WN/Vy6F+//13jWYo0GfXl4D25csXcY9GK/pI+P8EPO+K1VSWFy1fSdzfvap/cBU3XnyV4zKMPuLoXYNhGLtCvRlIn2nzjWoGghIuV24GgizyJUuWiNaleC/B58+fyd/fn06fPk3xonkfpeXomqaPdFmyi/tvX1TX/fbt2899xU+gdx9f/79tdOfDMOrwDJ1hHAjoh0NyFCpl3SfOFLXQZf3q6k3SwvNYD+tju207dlLBQoUoPDycXBG0Ql24cKHKMui0BwYGRruNm5ub6GeOFqj6yJgjF6XOkIn+3r1NJQZ+5vA+cZ+vWEm9+3hy7444nq4+7gwjhw06wzgIUjMQ6IdDcrRivcZGy5difWyH7RO6ewgXvKsa9YYNG1KbNm00mrecOHEi2vfOq6iX6GeuD6zbuv9woRQ3tU8nuvDPMdq1YjEFjRtJparXouz59TdfwXG8vbxNkqhlXAs26AzjAMA1jDad6OyFZiCm6odj+8DlG8gjbQaq4esrhFZcESTDoUZdAtnurVu3Fglw2ihRojhdP3dWhDD0Udq3thCVef7oIY3v1Ia2LJpD1Zv/Sr0mz9a7LfaPwQCOxzCGwtKvDOMAcDMQyxEcHEyVKlVScY136NCBFi1apLEuKgWQXIi8BYQwLMWJ3dtoap/O4ngFChSw2HEY54Jn6Axj5xjTDOTA+tXUs3ZF0QykR80KtGd1kM46Zm4GQuTj40N9+/ZVWbZ48WLavn27xrpIpCtfoYJILrTUXAj73bNqqQiHsDFnjIENOsPYORMnTRLZ7D51G+lc7+CG1TR/RH/yLFVOuHoxg1wyZhjtCFqgczufeo3F/nEcVwWysJh5y8Es/fnz5xrrDhwwgK6EhlDw9k0WOZfgbRvpatgZcRyGMQY26AxjxxjTDOTwprWUz7sEtR82RgiZNOvej8r41RWzdF1wMxCi+PHji5CDvEQMPdRRs64+E0fZX8uWLSlo7HARsjAn2F/QuBEixKJeK88w+mCDzjB2jKHNQMCXL58pYRI3lWVuyZJT5JvXerflZiBEnp6eNHr0aJVl27Zto6AgzQERavjdkiSm8Z1aG6TNbgjYD/aH/WL/DGMsbNAZxo4xtBkIqPVrBzr/91HhCo6KfEfnjh+lo1s3kE893a56wM1AfoJYevny5VWWQcTn2rVrKstSpEhB+/bupYinjymwTROTZ+rYXuzn6WOxX1cU/GFMhw06w9gpxjQDAeVq1Rdx9pkDulPr4nlpzG8tKa9XcQoYPMqg7bkZyH8NXCAiIxEVFUVNmjShDx8+qKyLmDvCFB/fRohKgaPbNhr93mF9DLqwPfaD/anH8hnGUNigM4ydYkwzEDCxawCd3LeLfu0/jEat2CRi6bcvXaDJvTTjwNrgZiA/yZo1K82ePVsjl6Fbt24a68L4XgoPF2V/swb2oBH+DUTJmb46dTyP9Ya3qk+zBvWk+nXriP2wMWdMgbXcGcZOMaYZCDp4nTt+hDqP/pOqNmkllhUoUZrSZMpC4zr+SqFHD1KxSqqNQtThZiD/AXEZ1KcvXbpUuQyxdLjjAwICVNaFexwJdUiUQ6UA6seRj4AQBrweGCjhvYU2O+RcoQAH0Zi3Ea9EadrkXbs4AY4xC2zQGcZOMaYZyIsnj8R9Xq8SKsvzFysl7h/euq7XoHMzEFVmzZpFISEhKm1nu3btSsWLFxf16OrAKOOGSgEkF548dYo2zJ1GP75/V64DbXbIuXbt1FEMALjOnDEnbNAZxk4xphlIhuw5xf2Vs6dFYxD5zB1gpq4PbgaiSqJEiWjjxo1UrFgxZRji48eP1LhxYzp79my07xOM9NixY0XMPfH/26gCCPf4+vqyNjtjMTiGzjB2ijHNQNDsA00/lk8MpC2LZtOl0/+I+vOZA7pRjgKeVLKqn959cDMQTfLkyaPRle369evUsWNHoxPgMEDg95axJGzQGcaOMaYZSK/Jc6h2299p/9qVNLpDS9q5YjFVatiM/lixiWLH0e2M42Yg0dOiRQvq3LmzyjK41NUNPcPYGm7OwjB2DDcDsQ8+ffpEZcqUoXPnzqmoy508eZKKFi2qdRt1l/vRo0eFbjzDWAqeoTOMHcPNQOyDBAkS0IYNGyhp0qTKZZ8/fxb16W/fGqYUx3MnxtKwQWcYO4ebgdgHOXLk0JCBvX37NrVv356NNWMXsEFnGDuHm4HYDw0bNqRevXqpLNu0aZMocWMYW8MxdDsHHw8UwyD2gfpglDJxpqzr8erVKyrk6UkJ3T0ocPkGSpzU3SzNQKAfDslRqJSxfrhh4LcIgRnUqEvEjRuXjh8/TiVLlow2hn7kyBGqWLGi1c+XcR14hm6HIDFpyJAhVLVqNUqRMiW5u7tTqlSpxD0eYzmelwteMM4NNwOxHzCwXr9+PSVPnly57OvXr9S0aVOKiIiw6bkxrg3P0O2IXbt2CelI9L+GdCS6bEE6ElrekP+EYhhERlAvjFImSEciYWrQwIHsLnURwsPDqYavL0W+j6KAoaNFMxZjPDb4uSNmDjc72nTCmLN+eMzYuXMn1alTR2UZfofbt28XTV54hs5YGzboduJORYtG1Lbm9y5Bvv7tRP9rXS0zUTcccmivyH5GwhRioOihzDMt5wezQHxfVq9e/fP70ipA9DPX+305uEdksyMBzt/fn2bMmMHfFxMZOHAgTZo0SWPZhAkTNAz6oUOHqHLlyjY4S8ZVYINuYy5evEi+fn6mzbi2bxIJUzzjci0gJQqPDlpu6moGcvvSRbp54b9mIMhmZ4+OeYCrHUb677//Vlm+cuVKat68uYitS+zdu5dq1Khhg7NkXAU26DY25j4VK5JHugw0eN4K8kiT1qSY6PhOrUVMlHsquxZSM5CQkDOinzlaoErEih2b3JMmFUpn3AzEMjx9+lQ0bHn06GeDHEl0Bt3aypUrR9++fRPLtm7dSvXq1bPhmTLODht0W2ctJ/OgwGWctcyYB/yc0UgEmdiome7fv78wLhA/wT1jGcLCwoTxRvMWibRp09K7d++E6x2sXbuWmjVrZsOzZJwdznK3EYiBws2Ombk5jDnAfgbPXyH2i/0zrgfCNShtRFZ81apVlYpmoaGhtj41p8bLy4uWL1+uMXOX95aXG3uGsQRs0G2UzQ4XKWLm0bnZXz19Qr8Wzyu6ZskZ2rIeNcqbXuN2K/yCeB77CxgySiRMIcbKuC4Iu8C4A/UYL2N+IAM7YsQIlWWSu13Sg2cYS8IG3QYgkQnZyUiA08bLfx/TqPYt6EPkOw136v3rV6lO2440fu0OlZu8B7ZPvcZi/zgO47qgdAoNRQAbdOswcuRIatRI+++aDTpjadigWxmIwaDOHKVp6tnsP378oMOb11G/BtXpzcuXGts+fXCPPka9Jy+fyiKjWX5LkCiRcj3sF6VMSI5DwhTjupQtW1bcnzhxQny/GMsSK1Ys4XovXLiwxnMc9mAsDRt0KwNXO0qMUGeuzv3rV2hh4CDyqdeEekyaqfH8vas/jXO2vPozlVGXjOPgeIzrgkQtqXb92rVrtj4dlwC15xCXSZ06tcrydevWicoWhrEUbNCtDEqLoACnTQQkZboMNGf/CQoYHEjxEyTUeP7utcuUIFFiWj5pFLUtVYCae2ajMb/70+M7tzTWxf4xc8fxGNelRIkSFCdOHKVSGWMdMmfOTJs3b1bxwqFmvW7duvTixQubnhvjvLBBtyKIgYedCxPiH9pwS5acUqRNH+32mKF/+hBFiZMmowGzl1LnMZOFFOww/wZatb1xHNQlc2Wia88WJbc7hE0Y64H3PV++fCrL7t+/L2Ls8ux3hjEXbNCtCLqmQfQD2uwxoWXvgTRq5WYxg89frKRIqhu++C/6EBlJu1Yu1lgfimE4HuqSGdfFz89P3B8+fJgTs2zQQ10ddGXr2rUrD7QZs8MG3YpIo3I0WokJWfMWoALFS6ksS5spC2XMkZPuXbuisT7kP+XHZVzboEPg5NixY7Y+HZciQYIEWpcvXryYe6gzZocNupXbLgJ0TTOW79++0ZEt60WXNXW+fPpEST1SaCyHlrf8uIzr1qNnyJBB/L9nzx5bn47LGnRJE0Cid+/eomMbw5gLNuhWBD/o5B4eIu5tLLHjxKH1c6bSij9HqyxHK1WUsxUs+bPeWA4ac+B4SZIkMem8GccGiVnSLJ0Nuu0MOhIUkyVLpnyMMkL0UD916pSNzo5xNtigW/nC6lXUSxjhmNCsW1+6FnaGZg7sQRdOBNPBDatpXKc2whVfsX5TjfVxHG8vb6O6tzHOiWTQr1+/TnfvGj+gZEw36Kg22LBhgxD8kcvB1qpVi0sKGbPABt3KlChRXLjN0Z/aWCrWb0J9ps2nR7du0MRu7Wj1tAlUrFI1GrF0rcpFAmD/N86HiuMxDHTdpfI1nqVbj4QJ/ys/RUIiPgfEz+VAI8DX15eePHligzNknAk26FYGLSzRlzrkkO4SIrjQN117ouFKL+tXlyZt2kt/nbtNQf+EU6dRk0S5mzohB/eI4+B4DJM0aVJl+Rpr/Ntmhi41Z2nbti2NGzdOo5wNXhR0xWOYmMIG3coULFiQyleoQHtXLbVY2Qr2u2fVUqrg48P9rxklXL5mW4Muf88HDRpE3bp1U1kXKnL169cX3fEYJiawQbcBAwcMoCuhIRS8fZNF9h+8bSNdDTsjjsMwEjVr1lTOFLl8zbYGHXkt06dPp8aNG6usf/ToUfr1119Zd5+JEWzQbQCSYOAKDxo7XKvCmylgf0HjRlCrVq2UF3CGkbxDXL5mW5f7u3fv6OXLl+IejVxWrlxJPj4+Ktsgca5Xr14sPMMYDRt0GzFz5kxyS5KYxndqTVHvzBM3w36wP+wX+2cYOVy+Zn1gvMEvv8Sif//9l9zd3SlVqlTiPkXKlFS7dh3y8vKiXLn+a38MIDozceJEG50146j8ouBhoM0IDw8XcW6PtBlo8PwV5JEmrUkzcxjziKePRdtUiIkwjDpoGCL16759+zZlz57d1qfklOzatYsmTpokWiUnTpqU8nmXopyFCgvZZyhFQlwKehQoLUXVCxJYkREvJc5JBAUFiSQ6hjEENuh2YNRr+PpS5PsoChg6WuizG1M3jo8PMXO42TEz37d3LxtzJlrg6k2RIgV9+/aNZs+eLTTFGfPx6tUr6tGjh2hbnN+7BPn6txOtkrV1V5SXmKLqBYmsV0NDVJ5DOeqOHTuUnhWG0QUbdDsAdai4CKxevfrnRaBVgOhnrvcicHDPz4tA2Bny9/enGTNmkIeHh1XPnXE8KlWqJJKvcI+Md8Y8IEvd18/PtMH59k20eNQQ+vzpI/34/l0sT5QokWh9C6U5htEFG3Q7AvXBcNPBZZ40uQflLuxNOQoVFl3T0GgF2uyQc4WbDqIxcNPBZY9sdk6AYwxlwYIF1KlTJ2FsUP+cKVMmW5+SUxhzn4oVySNdBho8z/Tw2egOLenR7Zv048dPo54yZUo6ceIE5c6d24xnzTgbbNDtkMuXL1NgYCBt2rSJfokVSzlSB9Bmh5wrFOCQKc915kxMPELp0qUTXfiQeDWAyxtNdrMX8vSkhMk8KHDZBkqc1N0sCa7DWjWgR3duKn//WbNmFeWGPABjooOz3O0QGGk0bcBYS27Mkfn6+NEjypAhPd24cUNclBnGWBCWQekkQNkUj+lNA+EyuNkxMzeHMQfYz/DFf1E8WdnbvXv3qHLlyvT48WOzHINxPtig2wmYjcOtFjduXMqRIwc9ePBAYx2UuuBCvHz5ctq4cSMVKVKEBSiYGIGcC3Dp0iXhLmZins2OBDjEzE1xs2sD+/ttuKpE7K1bt6hKlSr09Kl59SsY54ANuh1w6NAhatKkiXDdIfv4zp07NHbsWI310Ndc3mrx4cOHNH78eCufLeMMYGAotfLELJ2JGch5QSIrEuDkYKC9b+0K6l23CrXyykmdq5aioPEj6cP7SOU64af+puH+Dal1iXzUvlxhmtS9g2iFLMenXmPKU7SYCL1JoGMejPrz58+t8AoZR4INuo05efIk1a5dW8Pt+fr1a411IUyhXqc6YsQIlvFkjCZ+/PgirAMww/wuC+0whgHvBurMUZqmns2+dfEcWjx6KHn7VKEBs5dSvXad6OjWjfRnjw7it34tLIRGtW9Bbsk9qOefs6n9sDGiLn1oy3r07vUr5X6w31q/tieFmifuypUronObJFzDMIANug3BbLtGjRoGN8o4f/68xjLMBFq0aEEvXrywwBkyruB2x0ARZVGMcWAg5O6RQtSZq/8mty6eS9Wb+ZN/3yFUuEwF8m3Zln4fOY4u/nOcbl+6SFsWzaGMOXJTvxkLhdEv41uHhi9aTe8iXtGRzetV9ocSVhwnT548GhoW1apVE0mODAPYoNuIkJAQYcwjI/9zwenj7NmzWpejj3KbNm04ns4YBdqpInMasNvdeEJCzgh3uLpexMf3kcIFX752A5XlGbLnFPfPHt6jXIW9qHabDkLPXR4zT+SWlJ4+vK+yHfafu4g3ZcyYkerUqaMxyK9evTq9efPGAq+QcTTYoNsAJLTAmEO1yxiuXr0a7XPQ5kaCDsMYCowJmvhIkrBRUVG2PiWHAW7zsHNhlL2Ap9YMdbjQ83qpCsGEHNwr7jPlzEONO/WkKo1aqDx/OeQkvX/7hjLl1Kw1x3HCzp2j9evXa2hOhIaGkq+vr9HXE8b5YINuAyC5GZMRtb4ZOMpaGCYmbvf379/Ttm3bbH06DgM8a69Rz58lm0Hr37gQJtzsxSpVo8y582o8j7j5vOH9ySN1WqpU/2dugxyIS+F4X79+FRUxmJXLOX36tDD0+BwZ14UNug2wxEwIP2ZptsUwhpI3b14qVqyY+H/VqlW2Ph2HAaI8AI1W9IEEuDG/taLUGTNRt3HTNJ5//fwZjWzTlF6/eEb9Zy2mhEmSaKwDpUjpuGjJunXrVlGTLgdKcqheYE+L68IG3QYg3m2MxrNEmTJlhEqUVG4E8BizfbjbWcediQm//vqruN+/fz89e/bM1qfjEKCEFKBrmi5O7N5GfwQ0p5TpMlBg0HqR1S7n/vWrNKh5bYp49i8NX7yachf20rofyD7Lj4vObNu3b6cKFSqorIeKl7p162pUwzCuARt0GwBBmOPHj4sfpTG0b99eCM6gXEUCdesQnGGYmNK8eXPR1Qula2vXrrX16TgEbm5uQoYZpWbRsW3JPJrWt4tIaBu9ajMlT51G5fnwUydoWKv6CMjT6FVbNGLuctDDAcdLIpu9J06cmHbu3CkG+nLQcKd+/foGV88wzgMbdBuBDkq6RtHaZvBSfCxp0qTKZcZkyTOMNlKnTi2SNMGiRYtYCtYA8Pv0KuolGiVpY//albTiz9FUxq8ODVu0mhK7/febBXeuhNP4zq0pRbr0NH7tTsqcS7UkTR0cBz0c1K8LGFggIbZkyZKqx9+/X/S9/6zHg8A4F2zQbcSKFSu0Lp88ebK4LVu2TOM5KTaGH7HcyHO5GmMqHTt2VDYGOnjwoK1PxyFAg6Tr586KVsZyXr94TkETRlLqDJnIr1UA3b0SLrojSjd0SZw7rC99//aNmnXrRy//fazyvLpaHPaP5TieNjDA37t3rzIXQt69Ee53jqm7EOi2xliX9+/fK5IlS4ZpkMqtbNmyynXOnDmj8fyQIUPEc8OGDVNZ/u7dOxu+GkYXP378ULx9+1bx4sULcY/H9sj3798VOXPmFN8nPz8/W5+OQxAeHi7erz7T5is2XXuivHUZO0Xjtyu/6Xu+Yv2mKvvrM3WeWH7p0iWd5/Pq1StFkSJFNPZXpkwZxevXr632vjC2I46tBxSuCLKJtZWtSclJQB4rU3e5y2fokttdfRljW0lQqIhBeAS1yig3kkAcFK5aqf1twYIFyV5q0nv16kXdunUTLlxoHuTLl8/Wp2XX4LMrX6EC7V21VCi9Se5w1Jer15iro+95CYQ/9qxaShV8fPS2SkZS7IEDB4TOu7zhzj///EMVK1akffv2UZo0qnF8xrlgl7uVwQ8UbVDVQWKbvOzMWIPO2B5UGuDCW6hQIZq7YCFFUmyq4d+eek+ZSwNmLxH3eIzleB7rYX24Ru2l+kKqoJg+fbqtT8chGDhgAF0JDaHg7Zsssv/gbRvpatgZcRxDQMdGyPiqx9QvXLhA5cuXp/v3VVXoGOeCZ+hW5ujRoyJOqU67du00MljVkWJh8qQ4wApRtgVd8tATG7NydN7qM22+0PdWlwRVj4uGHNorZneoHcZgbubMmTYtPcT3D7H0iRMnihwPdPyDgWCiB58dPC1BY4eTZ6lyZm2hGvHsKQWNGyG+G+rqcLrAdwh5EMh0RydHiZs3b1K5cuXELB76A4zzwTN0K6Ntdg5XXdeuXVWWaTPoPEO3P+DaLOTpSdt37qLuE2fSqFVbqKxfXZ3GHOB5rIf1sd22HTupYKFCouGGLYHLPU6cOKLkaf78+TY9F0cBAzG3JIlpfKfWFPXurVn2if1gf9gv9h+TwRlK2urVq6ey/NGjR2KmHhYWZpbzZOwLNuhWBO4ubfKaGH3nyJFDZRkEJCQRCQk26PZnzH0qVqSEyTxo2o4jVLFeY6MFg7A+tsP2Cd09hAvelkYdDUCktqqQKOayJ/2kSJGC9u3dSxFPH1NgmyZiZm0K2F7s5+ljsd+Yem2gKLdx40Zq3bq1ynK0XK1UqZLQwmCcCzboVmTevHlaS8wwK9KGehwdrnVoObNBtw83u6+fH3lAAWzZBpNdrdg+cPkG8kibgWr4+tq0JWbv3r3FPVTjWGjGMJAPcSw4mD6+jaDedSrR0W0bja7nx/pHt24Q22M/2B/2awrwtgQFBVH37t01riXQHkACJOM8sEG3EhCRgWiHOrly5dJotAAePnyo0loRnDt3Tszax40bp7KcDbr1Qcw88n0UDZ63QnTXMgfYz+D5K8R+sX9bgXpmuGXB1KlTWWjGQGB8L4WHU706tWnWwB40wr+BkH5Vr1NXB89jveGt6tOsQT2pft06Yj+mGnMJXEdmzJhBw4cP17gmoU593bp1ZjkOY3s4Kc5KrFmzRuusC7NzueGGixMuT+g0R8eWLVtUHrNBt342OxLgEPvWNTOHN2ZH0ALav34VRTz9l9JlzU71O3ShCnUaRrsN9hcwZJS4sCPZyphkKHPSp08f4ZJFWAFZ0+qNQBjtwD2OslR8dhMnTaKpfTqTu0cK0f88R8HComsaGq1Amx1yrrcvXaCbF8KE2AzCLZN37bLIZ47QzqhRo0QVQ9++fVWko1u0aCFm7L/99pvZj8tYl19QjG7lY7oceIu9vLzo/PnzGi71x48fq2StY0Yk/8EZwrBhw2j06NFmO19GN7jwvor6JBLadMXM/5o+kbYtmUvNuvejnIWKUFjwYdqxbAH1mjyHytduoPP7gtldyiQJKfjoUbIF0HXPnTs33blzR2RyI8GKMR5UtGDwh1j2rdu36cf378rnYsWOLb4/A/r3F5ns+urMzcXSpUuF8VYP/02aNIn69+9vlXNgLAO73K0A2hqqG3Op7le9BA1ZqIYgNyRctmZd0Zjjx46Rr387ncb888cPtGvFIqr5a3tq+Ht38ixdntoOGkkFipem3SuX6jwG9uvbKkDEULWVOFoDNGuB0Izkkbh+/bpNzsPRgZFG+d+YMWNUjDnAY8i/wktnLWMulcjCzR43blyV5QMGDKAhQ4aIAeXbt2+Fmx6913nO5ziwQbdRqVp0yXDofKUPdGmTl7VJ2e+M5cFsCy5U1JnrIk68+DR2zXaqG9BJdXncuPT1i/4uWCWq+onj4Hi2IiAgQNnJb8qUKbR582by8/MTSVaMcWTOnDna527dukXWpnHjxrRjxw6Njo/jx48XLnio4GFAh/X+/PNPq58fEzPYoFsYuNQxylWnWrVqWsUdSpQoQQMHDtS5T0g7yt1lyGRlrAPkXPMULaa3zhwz3Kx58lPyVKnFDOfNyxe0eeEsunjyONVo0VbvcbB/tN3E8WwtNAMWL14sunehCQhisYxjG3SALHd0ZVNvv4zZu9xTCO8C5+k4BmzQLQzEORCPVEe9jEQO4uHqPY7l1K5dm77IMmfV69UZywDDDG327AU8jdru711bqX25wrR66njyqlCFKtSNPilODo4TGhZqM5cnwkRnz54V/8vPgT1CxgMNdXUXt60NOoByHNQr0UI3OmDMV65cadXzYmIGG3QLgoz1hQsXaizPli2bzkxW/PBR/5s8eXKtz/v6+orsVAk26NYBFzY0WkmXJZtR2+XyLEqjVm6m9sPG0LVzZ2hMh1YGGWlkRON4tjCgELeBt+jw4cMaz7HYjPGgkiVTpkx2Z9BBkSJFRAMX9Zm6HIgMcSzd/mGDbkHWr19Pz58/11gOmVe4ZHWBH7+2nun40aVNq1oqxQbdOkhekbjx4xu1XdrMWalA8VJU078dtRsyiq6cPUVXzp7Wux3Km+THtbYBiu4CzgbdvG53Wxt0EBoaKhLhogPd9zCTNxR8d5CsC1U63NvjYEDhAOdoLGzQLYi2ZLhEiRKJLFNDgGsds3E5nTp10rjAs0G3DtL7/NUAg4a6Yqh+vX31UmV59vw/xUJeP9cvD4paZflxrQmyroODg4U3SR18/5zh4mdPBt3W76chLvVBgwbprQBBlnzVqtUoRcqUYvKRKlUqcY/HWI7nsZ6tuOQA52gKbNAtxOnTp+nMGc2EJn9//2hd6dqANCPKXpAIB+nYCRMmsEG3EZDcRT/zf+/f1bvul08fhTjMoY1rVJafPxEs7rPkya93HxAewfG0tdK1BsjjQBxdXQsc8CzdfAYdoZwXL16QLYE6oD5CQkK0tl91hLbBuxzgHM0Bp0dbiOg6JEWn264LjBhxk2CDbhtQH+5V1IvuXL6od91U6TNS5UbNacPcaRQ7ThzKlr8gXT17mrYsmkNVGregTDlz690HjuPt5W10wxdzAp2E5cuXC3EZ6CagCxvQNqPEMhgnfD/xncQAyJbnbm9kyZIl2ucwS9eVmGZpIE4FFTmUScL9ri2RV+phIL0OR2gb/MoBztGcsEG3AIg3aWtqUbFiRZP1mXHRxJdUDht061GiRHExgsePXl/p2u8jJ1CaTFnowPrV9OLJI0qZLj0179GP6rbrrPc42P+N86HUtdPPsjFbAzniokWLih7bOXPmVNYvwzWJiyXK61ABgCQ+CXgXMADCewYpVNQ2uzL6Std0VbZYGuT09OzZU9wQT4YYFmLmkJlGH3WAzx83AElgNCdC3wFIIPvUbWTQ4E1qG1zGtw4Fb98k+sgfPnJEdJUzl3a9hCOco7lh6VcL0KRJEyH1qA7q0Rs2NKxkSY6uiybkI/Elq+nnxxdNK4DPAu83Rvr40VsKNOuADjiOZ00VMWNcmNAqh2oeBHBQm48yO1QAIGkQeQYITcDLcP3cWZFTUL5CBRo0cKDN9OltzbVr1yhfvnzRxqch6mKPoAcFPC/SzFxqG4xOg2hOZEqnQbSKRd93tIo1R3c5CUc4R0vABt3MwF2lLR6VP39+8SXTl90uhy+ajq3lHlPwk0TnrVRuiWym5W6oCxMSuMa4MK+EhjiUC9OcREVFRZsPAZEXiPbYO/j8C3l6UsJkHqJtsDk6DUa9eyv6v6NlLLrMmfq9eOUA52gp2KCbGUhjavthQjazQYPoG3LI4YumfYOBFioQ4MarWK+x2feP7Hgk1OE49jQwk7swA4aONtiFKYFLjeTCdEuS2CFcmOYmZcqUGiEzgExr9J+395wDXFe279xF03YcMWnWq20WjD7waD2LbnXOfo6Wgg26GTl27Bj5+PhoLMeMHRmihvxY+aLpGLjaRcNVXZjmBl0Xz507p/W5hw8fUsaMGcnRB7JfPn8if+/covGMnASJEtHqsFsWHcjuMuAcXz19Qr3qVKaBs5dSwZL/5S3A2xk0fiRdDQ0RntTSvnXo135DKVESN7OeoyVhg24m8DZWqFCB/v77b43noJcM7XZ98EXTcVC69dw9KHC5c7v1XNmFaW6QVLht2zatz2F53bqWy8uwVqjpVvgFGtjEj3r+OZvSZsqiku+DNsKWbBtcQc85vvz3MY3u0JIe3b5JfyzfqDTo+D72qVeFkqVMTY069aC3r17RysljhMrj8MV/2VVrY11wHbqZgJtdmzFHZnvVqlUNumhiZg5jjoumqbM+bA9D45E2A9Xw9RWJLYz5SJEihfB+YMAEw4QBlClge7Gfp4/Ffu3JwCH8A48RBpnmMOYA+xk8f4XYL/bvipnu6k2VwsLCyNHbBoN71y6JUs3SNWqJBkPSTZcxN0fb4Es6zhHNrA5vXkf9GlSnNy9VxZ7AvjUrKPLNaxq6cKUIb1Zr2op6TZ5D5/8+StfCQsx2jpaGDboZwJdl6NChWp+DKIwhLnO+aDoe8Hrgh41ZJtzkR7dtNFrxC+vDjYftsR9786bAtYhcDoR/9A0ycfEb0NiPWhTJTp2rlKRtS+bpfD+wv4Aho2j16tUOJ+BhDoOu3qzFng26oW2Dwd2rlylDtpxK6WJjMKVt8F86zvH+9Su0MHAQ+dRrQj0mzdT63c3nXZKSJk+hXFa4rA8lTJyEQoMP211r4+hgg24GkPCmLS6GWI4htaWGXDQR9/m1eF66dPofleVnjxyggU1qUnPPbPSbj7eIAX2MinLpi6Y1gfGFyxgx71kDe9Bw/wai5AxJirrA81hvWKv6IiZXv24dsR97MuYAVRZIzEQuhy5QMz++cxvKkD0nDZi1hMrXaShcllsWzda5nU+9xmL/OI6rGXR1gSh7NuiGtg0G965dpthxYtOods2pZdEc1KZkfpo/YgB9NKDJkCltg0N0nGPKdBlozv4TFDA4kOInUO0BDx7duSmaIclBHD11xsz05O5ts52jpWFhGRNB17Phw4drfQ59hM1x0ZTiPh8i36ksP31gD/3ZowMVKFGG+k6fT9++fKUN86bT9XNNaexf24TbS7poHtqwWhzHHhM5HB24x5HABh2A3r17i/rxJEndKV+xkqLMEBcKzFagzQ4519uXLgjVuKjId5Q1a1a7TbCRXJioudfnZVo7azJly1eQek762b+gaPlK9P3bV9q8YBbVat1B60VU7sLEewYXpj3W3FvKoKursT1+/FhkuqPVqj22DYY0qiHr3r9+VdxXadySGnXuRbfDz9P6OVPp0e0bousgGv/oAr+Z/auXin0YmhCs7xzdkkFuO3rJ7Q+RkZRQlvwmkTBxYvr4PtIs52gNeIZuIriQQzBCnebNm1PhwoUtGvdZN3sKZciRi4YtWk3FK9eg0r61acSSNfTw1nWxnaPEfZwFGGVphu1ZsAC5x1KIH/20vl1oUvf24h6PY314J4w5wAVBvQGPo7lZMVC5HHKSSlRVXa90jdr0Meo9XQv9LwapDXt2YVpTLQ5ElwHvKG2D8X0eNHcZjV+3k/xaBYgug3XbdaLfAyeI7HG4ti3RNjimrY0lFIofFB2/aBmA2LK1sS7YoJsAGlQEBgZqLIer5o8//rB43OfxnZtUpGxFFRdTspSpKEP2XBQafNBlL5q2AjMuqX84cicOHNhPr16+FFroAE15Xjx/TqdOnlTORNHswpi2lPboZn328AF9+/qF0mfNodE2FjxWc1mqY88uTHOD1sfy2HmCBAns3u1uTNtgzL6ROZ45Vx6V5d4+VZTueEu0DY5pa2MJlKZh8KnOh/fvKZGbm121NtYFG3QTWLRokdbuQwEBAZQ7t/7mG6bGfdySeQiNcDnfvn4VLnpcZF31omlLlcDXr1+LFrmlS5dWekekRj14bt26dWIZviMSy5YtI3tDcmHCtagPKRSUUE0FDQlFwJDYKY4TGhZq8zailgYGL1OmTMrH6dKls3uDbkzbYFRrSL0L5Hz5f1OfpB7/JZ2Zs22wMeeojfTZctDTB/c0BujPHz2gjNlz2VVrY12wQTdBxlFbjBwf8IgRI8xy0UTcJ0Xa9NFuj25epw/sFolHkH3Fj2jusL4iHvT54weXvWjaigMHDoh7iAvF//9MASEVGHoJVEPAs4M2upIMMHT/0RDDnjDGhYnQkC5+iaU/xmivLkxLu93Rzc7eDboxbYO/f/9G80f0p/3rVEWRTuzZLurQ83uXtEjbYGPOURvIaL9y5qS4jkpcOBFMnz5EiefsrbVxdLBBjyGzZs0SCSzqdOnSRWUEbsm4T7Nufan+b11p7cw/qV2ZQtStRlmRxFG8SnWtM3pXumja0qDLRYT+/PNPlXXu3btHCxYsEIlPaM0IPn78SOvXryd7whgXZiK3n0bpk6y6Anz4fzKR9Lwu7NWFaQmyZ88ebWLc3bt3hSfHodsGN2xG25fOo43zptPFk8dp/ewptHLyWBFTx0zYEm2DjTlHbdRo0YbixU9Ao9o1E8nGBzesphn9u1HRCpUpr1dxu2xtrA026DHgzZs3NHHiRI3liRMnpsGDB1st7oMs9l/7DqWVZ6/T9J1HaemJi/TbiPH0+sVzSuKezKUvmtYGg6R//vlHxaA/ePBAa87C6NGjxYy8bdu2ymVBQUFkTxjjwkybOYuYff37QHV2JLkwtbksHcWFaQnQqEnipZZkV3tMjEMLXDSA0leOCZAA16RLbwretpHGdWwtpKjRNrjtIM18o+jaBuN4ljxHdZBfBOU4t+QeNL1/V/pr+kSR1Nl36nyznqOlYYMeA6ZMmSKMujq9evWi1KlTWy3ug5r0c8ePipFlppy5hZAM9JMf3LhG2QsUcumLpi10/L9+/SpiolLC2/Tp00VZozq4iOM7hBk6mnUADAauX79O9oIxLkx8//IXK0Wn9+9RCeec2r9LzM5zeepWCLNnF6YlkLdQffr0qUMkxqEkE+5oNIDSByYOjTv3oll7/6a1F+/SnP3/UIPfuuktVwMhB/eI4+B4ljrHgiXL0KZrT1R03EHm3HkpMGg9rTl/R0yOOo2apJEXYuo5Who26Eby/PlzmjZtmsbyZMmSUb9+/Yzal6lxn5P7dtL8Ef1EIpzEoU1rhS6xtqx5V7po2srdDplfyQ23fft2nQMADKwQS7fH5DhjXZiNO/ekmxfDaEqvjhR27DCtmTFJKMU16tid4idMpHd7e3VhWnqGDnLkyGH3Br1gwYKiNTO6OVoqBwf73bNqqdBjj4keQUEHOEdLwwbdSMaNGycS4tQZOHCgMOrGYHLcp3lrUZ8+e3AvEavaHrSAlowZSmVr1qUCJX5mWbvqRdMe4ufjx4+npk2bUpUqP0t2kATXt29fGjZsGM2e/VNBTZ7tvmLFCo2Yqi0xxoVZqFQ56j9zsShRm9i1HR3bsZla9x9O9Tt01butPbswLZUUh0oICXWvnj0adDBwwADRmhkudEsAF/3VsDPiOM58jpaEu60ZAbqhof2h+kUXCU63b98WMXRjGTJkCM1dsJAWHA3VWe8L9/rINo1VOgRJmZirp46nh7dviE5Bleo3oYYde1AcNZ1oXDQ7VvSmrp06ihppxnw8efKEMmTIoPxfvRTpyJEjVLlyZZH5/un/5TtyvL29lRfxPXv22I3QDDL0IZQDpbiyfpbrAgYJXCjF4Xj2OOuxdBtVfN5o7iSBAffbt2+FB8/ecIS2wa0c4BwtBc/QDQSlOR07dtQ6g8KMKybG3BxxH5RUTNq0V8R95h08RU279dUw5vYe93F0Dh06pHT5qRtzIMUOoyvvstfkOHZhWsftjioH9ffkwoULZI9AU8EtSWLRmhmhPXOA/WB/2K+k2WCOcxzb0d9uz9FSsEE3QkTm1KlTGstz5sxJv/32W4z3yxdNx+fkyZPK+nNtSPXm0bnTMciSEhW3bt1KL168IHvB1V2Y1kiMe/TokcO0UnWEtsEpUqSgvn360IMb12lYqwZ2eY6Wgg26AaDefNCgQVqfmzdvnlJEJKbwRdOxCQn5qVVesqR20Qx9M3RcgBo0aKAsKVy6dCnZC8jEx4AjaOxwky+M6mB/QeNGCBepPTansdYMHbXn6gNtezXojtA2+N69eyKU+ePHd9FFrWctH7s7R0vBBt0A+vTpo7VMDRc6ZDWbCl80HRfExCX3aIkSJbSuIy/Xic6oQ5BIYv78+XaVHOcIblZHnqHjOyEXm5EPEu29bXCdWjVF2+AhLeoa1TZ4uIXaBn/+/JkqVaqk1NpI6uZGtfx8xTmOMLK1saXO0ZJwUpwB2cvVq1fXWI6MdnRZM1erw1evXlEhT09K6O5Bgcs3iJpyc1w04SrC6BJfSHt2FTkqp0+fplKlSpG7uztFRERorbUNDg6mihUrCrcqLjTaqgzwM8QFQ+qGt3PnTqWSnD0QHh4uQjYeaTPQ4PkrTEo2wiATxhwuTEeY9VgCaBYg013SKejQoQMtXrxYZZ2HDx9SxowZyZ7B97ROnTqiI5nixw+dbYNRZYNqBuTy4LsEj6G5JxktWrSgtWvXiv/xWzxz5oxIQNy9e7doH43vG0Rk0NfCVudoSbgfug6QrNK5c2etz02YMMFsxhwXc2g6Iz6DLxGMsDkvmosXLRLNYtDlCf26W7duLbo+MaYjzaSKFSsWrXAGJH4BspajKxnEcszSu3b9WeY1Z84cuzLokpu1hq+vcEEGDB1NPnUbGVUCie85wj9Lxw6npG5JXNaYA/wW8Zu8cuWKeCwvY5NPJuRljfbIypUrxT2MOfAuWoTi/r9tMGSmJaB/gZJZVNnAG2mJXJ6goCClMQcQb4IxBzDKuGHADPVGNKmyxTlaHMzQGe0MGzYM3guNW+nSpRXfv383ad8/fvxQhIaGKvr3769ImjSp2G+FChUUFy9eVKRLn16RJKm7ovvEmYqNVx8rNl17YvAN63efMENsj/1gfy1btlQ5/19++UVRsWJFxbx58xTPnz832/vlivj7+4v3dPDgwdGu89dff4l1MmfOrHNf7969UyRJkkT5Gd26dUthb7x69UrRqlUrcY75vUso+kydp1h78Z7O7ySex3q5C3uL7eLGjau4dOmSwtVp1KiR8jfZtGlTRY4cOVR+p82bN1fYM2/evFHEjx9f5Zzv3r2rvL7h+/zy5Utxj8eW5Pr164rYsWMrz6NmzZp6j2ntc7QGbNCj4cqVK+LCo27M8aW5cOFCjPaJL8zJkycVffv2VWTLlk3rvk29aObzKi62g6HBfsDatWu1DkykY3bs2NEpvsy2IHfu3OJ93LJlS7TrLFiwQKxToEABvfvr0qWL8rPBYM9e2bVrl6KCj484T3ePFIrilasrmnXvp+g9Za5iwKwl4h6PsRzPS69fem2NGzdWuDrDhw9Xvh+FChVSdO7cWeW3mSJFCpMnDpZk8eLFKueLCYkt+Pz5syJjxozK80iXLp3i/fv3CleEDboWYNx8/n+xUr+ZcpHt06dPtIYVt3z58pl80cT62E7O169fFcmSJdN57MePH8f4dbkqr1+/Vr5/jx49ina9yZMni3VKlSqld5/h4eHKfXp4eCg+fPigsGcw0x4yZIiiatVqiuQeHirfKTzGcjwvzcgbNGigfH7btm0KV0by3OAWL148xcaNGzV+l2fPnlXYK+rXyEWLFtnkPOQeyNixYysuX76scFXYoGshKChIq9HLkiWLSSO/XLly6TSqK1euNMtFUxu///57tMf19fXlGXoMOHDggHj/0qdPr3O9kSNHivWqVq1q0H4x05E+m2XLlikcBUNcmBj4uLm5ideGWRXWc1XOnTun8jsMCwtTcRvjNm7cOIU9cu/ePZXzhOsdA1xrs2HDBpXzmDlzptXPwZ5gg67GixcvhKtLm+HbuXOnSfteunRptEY1QYIEBl3cYhr32bdvn9bjwtUXFRVl0utyVcaOHSvew/r16xvkmcHs1BDWrVun/HxKlCihcDbmzJmjfH09evRQuCrwviBXQnovtm7dqihXrpzK7xO5Lvb83ZduTZo0sfo5PH36VHg2pHOoWrWqy09MuA5djf79+4sSMnUaNWpkctZxpkyZohWhwb4N0W5GVjHWgxiJrqxpdVCbmTx5co3ld+7cEUIMTMwz3KOrP9eW5W4I9evXV1Yh4Bhnz54lZ6JTp05UuvTP5kGzZs2y+5prS5EwYULKli2b8vHVq1c1SmRPnDhB79+/J3sCE0Epu13i119/tfo5oBRUqjfHtW3t2rUu33iKDbpavbC2Fpa4EM+YMcOkfaPG1M/PTwgfaKNZs2Zk6TIZSY1M3uEJneNgQLQJ5zC6QY0rKF68uFkNOmRg5XLCc+fOJWcC5X0LFy4U30lcmNu3bx/t78KVFONQwqZu0FGvfvToUbInQkNDhQaHRMqUKa3eUGjAgAEq57Bx40YxyXF5bO0isBc+ffqkyJs3r1a39IwZM2K8X2SpDhgwQGV/adOmVXTr1k35GDFFa7i9kfhWq1Yt4eZEuVr+/PlVyjy+fftm8XNwFhALlt47fbFDvOdYb9CgQQbv/+HDh8p4KsIxUsWCs5aFIgfEFUGSrfQeFCtWTPwG1RNYu3fvrrAncP2w5fmdPn1aJVSBqiHmJ2zQ/8/o0aO1GnNvb+8YGzoYaXmtqRSzvn//vnh+yZIlimrVqim2b9+usAU3btxQuLu7K89t6NChNjkPR2Tz5s3iPcuTJ4/BSW6IOxpDw4YNlZ/NlClTFM44iMbvAa8vVqxY4kLtasjzahInTixiwCjpk18zDPmOWQtUzKRKlUrl/EJCQqx2/I8fP6oMeDApQdka8xM26AqF4ubNmxoCCdJFJqZlI//++69IaFLPJn/79q3CnkCJm3y0u2nTJlufkkOA2bZU76+PokWLxigD9+DBg8rPJWfOnHZdk2xKpnecOHHEa4SHzN7L9MzNqVOnVK4RGOyj/Ev9WoSscnvg6NGjGoMNayaiVa9eXXlsJMRBUIb5D5ePoWNQA8lNbTG8bt26kbe3t9H7PHfunND3lif7QEJ2x44dQuLVnoAc4ujRo5WPIQsr6Ykz+uPn+hLiYhJDl6hcuTLlyZNH/H/r1i0hBepsFClShIYPHy7+R0xU+t9VyJs3r8pjJMZVq1ZNYz17+ey3b9+u8rhJkyZWS0RDF8L9+/er5JZAPpeRoXBxVq9erdXVniFDBqNn0xipzp07V6WUArPfadOm2XU5Bc5N7t6FGxSuLUY7mClLcr2YYekjTZo0Yl0IhxjL9OnTlZ9L3bp1Fc7Ily9fRGhL+r0cP35c4UrgWiN9xhMmTBDLMPOVX4/sQVkP1wl4imzhbkdOieTJkX4L9nxNtRUubdCRJAY1Lm0G3VjXM4w/9Jjl+0iUKJGoLXUEUNMuyZji1rt3b1ufkt1y9epV8R5BGtiQgQ++B1gfWgDGgoQ7aXuEgOzF9WpuIIokDYShae5K0p0wTtLvDjk3AIlm8msJ4sa2TlqVvvdyiVVrhIFguOWiXIjhR0REWPy4jojLutwxmEEnI7S8VKd27doqJV6GuNjR1Wf9+vXKZQULFhT1w/Xq1SNHAO5gdCFCi08wbdq0aN18eO/evXtHL1++FPeu1oFXCqV4enpSggQJdK6LvuYfPnyIkctdatOLXvZS32yUezkj6Gw1atQo8f/t27dp0KBB5CrIyx6lUI56+RrKSm2tR6Dubsd1MroOg+YEYZibN2+qlKhp09RgXNjlPnv2bK0zc2SaGjoLwsgRqldyFztu7du3d1j1NUhNSq8DkqZQpJM0xtFRrEqVqlrlZ7Ecz2M9Z0cqOUQzDX3fjwcPHijfJ3S+M1UiFLMTZIc7I8igLlmypPK1Hjp0SOEK7N27V+X39OzZM0VkZKRGc6hRo0bZ9DzVVex27NhhFa+APGnX3kr47A2XNOj4kiRMmFCrQV+4cKHBrQMhd6juYl+xYoXCkYFbT64lXrt2bUX5/z9GA5gSVWoomvfo/7NBzOyfDWLwGMulBjFYX71BjDMhVS9A818dXQMf92TJYjzwQcteaT/I+3BWrl27Jurupd4J9lYVYgkwaNYmMQ3ZV/lyGFRbSmIj5COdC66flq5IwIAYkwrpmGg/7KgTJWvhcgYdCTgQcNBmzGG8DEm0QB9z9d7FBQsWFC1XnQF4KKQGGsoWrtPmG9bCddp8sT62QwtYZxNEwexY8sjIuzrhImzJgQ8a90ifR9myZRXOzNSpU5Wv9bffflO4AtmzZ1e+ZjTzUfeW4QahIVsNcJYvX65yLtZI0MRnLz8mSuYY3ZAr9yCW3+DKhNi/LiBggB+bPNvS0V3s2kC/99Sp0ygSubkpuk+cqdh49bFOQ65+w/rYLklSd0W69Olj7Gq2R5DVi888SZIkwpuB2ZXUvtGSAx8MJFKmTKn8zp0/f17hrCDRqnz58srXumfPHoWz06xZMxXVRgANDPXrlK2SbNUFsizdKvXvv/9WOV7Xrl0tejxnwaWS4k6dOkVjx47V+tyiRYsoTZo0OvWLkbzyxx9/0Ldv38SyxIkTiyYF0GlPlCgROQMXL14kn4oVKUnKVDRjZzBVrNfY6DpTrI/tpu04QgndPaiCjw+Fh4eTMyAlLRUrVkzU6xfy9KTtO3dR94kzadSqLVTWry7FjRdP5z7wPNbD+thu246dVLBQIZ3vEZr6dOjQwWn13eUg0SooKEj5m8LrdvZeA+qJcZhsFS1aVEOffNeuXVY/N2h07Nu3TyMhzlJ8+vRJZf9ZsmShCRMmWOx4zoTTGHR9mdfoWISOQMgUVgfNIaLLRseXeciQIVSyZElh7CQgKIKsU39/f3IW0GXO18+PPNJloMBlG8gjzc+OXzEF2wcu30AeaTNQDV9frRUFjgaEP0D69OnFwCdhMg8xcLHGwKdjx47KY6xatYrevn1LzkqOHDnozz//FP8/fvyYevbsSc6MXKDoxYsX9ODBAzGwUc92R4a3tRvZoDmMvOMbzlXqBmgJmjZtqjKAg6BMkiRJLHY8Z8KhDfqlS5eEsa1atRqlSJmS3N3dKVWqVOIej7Ecz2O9fv36CbUtddC+ECVa2jh9+rQYJY8fP16UH0kzpUmTJom2huoqT45Ojx49KPJ9FA2et4ISJ3U3yz6xn8HzV4j9Yv+ODtrNgl27d1t94JM1a1ZlC1+Uwi1fvpycGbRZrVKlivh/xYoVtG7dOnJWUPYqLwGTPEEwbnJev35Nu3fvtmm5Wt26dS12LJT+QlFTPoiFYiJjGL/A704OBtxOEydNouPHjpG7RwrKU7QYZS/gSemyZKO48ePT18+f6d/7d+nO5Yt0/dxZehvxin6JFYsUarNz/ICOHTtGZcuWVVn+8eNHGjFiBE2dOlVlRl+mTBkxWpTkOJ0JvKdwc8EFjFmjOq+ePqFedSrTwNlLqWDJMv8tf/YvrfxzDJ07fpS+f/tKOT2LUOv+wyl7/kIq2x/duoFmDeopjgO5WUdud4lZemK3pDR951GTjbmciGdPqXedSlSvTm0xA9fG3r17RRteycCjPlfSDnBGMFMtXLiwmLFBNhmaD9mzZydnpFChQmLyIbUHnThxouj3nS5dOpVBXsOGDWnTpk1WOSeYB7i8Hz58qFwGTyXO1dw8ffpUTLDgcgcZM2YUYS17k8u2Z2I5mksYIhswPK+iPlGfafNpwdFQGjgniJp06U3latWnklX9xD0eYzmex3q5PItq7A/iFerGHDNv6EtPnjxZacwTJkxI06dPF8bfGY05wAApv3cJ8qnbSOO5l/8+plHtW9CHyHcqyz++f0/D/RvS3auXqNMfE6nX5Dn0KSqKRrVrTq+fP1NZ16deY7F/HMdRwcVN8vK0GzYmWmOOwc+vxfPSpdP/GPUc9hcwZBStXr062lkYXLBSD+179+7Rhg0byJnJnDkzLVmyRPyPUFqLFi2EkXMVgZl48eJpzNJ37twpZurW4MKFCyrGHMYdolnmBtdaDPQlYw6Qm8TG3EkNuhgVmpCANG7NdrFdgsSJKVbs2MJdPnLkSOV6iL3//vvvVL58ebpx44Zyuc//45qI4cWOHZucEcwK4O3w9W+nEgfGj+zw5nXUr0F1evPypcZ2O1csosg3rykwaD2V9q1NxSpVE4OouPHi06UQVYOF/fq2CqBjwcEO2/wFM4hv379T7iLeWgc+ugY/+p4zdOADrxJmbxKYxTmgk80oMCNFAyVJpW/YsGHk7AYdSbjShAK5P3IwoLHWQE7u/pbc7ZZoxoKkN3hfJNq1a0c1atQw+3GcnViOlHltjgSkWbuPU8YcuejJv//S9evXRWwccpqYeSPTXbo4IgkDmcSHDx8WCTrODCRfEbooUcVXZfn961doYeAg8qnXhHpMmqmx3cl9u6h0jVqUPPV/1QHJU6WmRcfCqHxtTencElX9xHFwPEfk0KFDImxTu81vGt8/XYMffQMjYwc+mKXCHSnNoNQzkJ2RKVOmCKldgGS5PXv2kDMbdHgjpIlF6dKlNcIM0YVkLB0/r1OnjtmPAUMu77KXIUMG8XkzTmjQLZF5PWbVFkqZPhNVrlJF/IiQeCGPUfn6+opZK1qeWkOr2NaEhJwReQjq3o6U6TLQnP0nKGBwIMVPkFDluW9fv9Kj2zcofbYctGbGJGpfvgg1LZiZRrRuTA9uXtd6HOwfs1sczxFBwk7ipEk1Bj76Bj/6BkbGDnzghu3bt6/KLN3ZgWb+2rVrlaVsaPP75MkTciYwYMFnq+52xyBPvZrm+PHjIuRiSfD+yvXj0YsAHktzAhd7o0aNVHKVMJFCDwPGeGK5cuZ11IePKm4exOs2b94s4peIFbkC8EiEnQsTSYXquCVLTinSpte6XdS7t/T92zfauWwRXTp9grqMnkx9ps6nd69f0YhfG4oEL23gOKFhoQ7pJr5y5QrlK1ZKa5hH1+BH13MxHfigNltqUIGyIlRkODv58uWj2bNnK0NkcEVL1SfOAIw5EgDVDTrQVh6LXAtLgli9HEx05AMOcwBdj7t376p4ACyZRe/s2LVBR0Y0ZikBQ0crZ+YYye1bu4J6161CrbxyUueqpSho/Ej68D5SuR0y3Md1ai2Sj9qWKkALAgepPA+wvw7Df4rMIEt46NChInsZXdYsESOyVyIjI+l1RISoEDCGb1//S0watugv8q5YlUpVr0lDF6ykj1FRtGd1kNbt0mfNLo4nr2t1BDAAefzkCeUs+N8F19DBj67nokPfwAchoe7du7vULB20bduWWrZsKf5HOMzZBEe0JcaBXLlyCS0MORC1suTA2NLlasgTQAmw3AszY8YMsx7D1YjlaJnXWxfPocWjh5K3TxUaMHsp1WvXiY5u3Uh/9uggvtyYOQa2bUJvX72k7hOmU6s+Q+jE7m00pVdHrQlIeYsWo6JFvWjMmDFOo/ZmDFLGMMr9jCFB4p9CDwVKlKaEiRMrl6dKn5Ey5sgpMt+1gYQ5+XEdaeDz6eNHowc+McWQgQ8MOiowwNatW+natWvk7GCwPX/+fMqZM6d4jMTWv//+m5zRoJ8/f56+fv0a7SwdOUAwipYgKipK5IxIIPQolUuaA/z+ETaRu9oxqULZGuOEBl1b5jU+/K2L51L1Zv7k33cIFS5TgXxbtqXfR46ji/8cp9uXLtK+NStE5vXQhStFrLNa01ainOr830fpWtjPPtYS2G/NX9vTmTMhDpt5bSqSCw21+8aAOuykHinoqxbDDGnceNH0Cf/65edxzO26s9eBT0wxZOCTMmVKpRwsBrOSspqzg1gu4ulx48YVLnfM2J1BhVDdoCO+LNWlg2bNmmloDmCWbgkOHjyoUkJWrlw5DRlaU4BYF0JYcg9E//79zbZ/VyWWI2Vef3wfKWbr6hnUGbL/HK0/e3hPGO583iUpafL/vnyFy/pQwsRJKDT4sNNlXpvj4pjcw0OEKYzFq0IVCj95XMTNJR7fuUVP7t4Wn4E2nty7I47nqFKOxg58YnwcAwc+ffr0UZZT4uL+6NEjcgW8vb2V7lrUSUO+2RHzMtRBOS16RGhzu0MFE3FsOWvWrFGZxVuyXM2cVUujR49WWYbcCKhwMk5q0LVlXiOZrf2wMZTXq4Tqugf3ivtMOfPQozs3hbtSDi54qTNmFobG2TKvTQVeCq+iXkJVz1iadO2NHYja6tMH99CJPdtpXOc2lDJteqra+GecUx0cx9vL2+HyFCDkAf2CmAx8YoKhAx+oxaGMDeDCDgEkVwHaEFITD4Qc5syZQ44OrlUYrGgz6Npq0qH7fuDAAbOeAzyh6glx5ipXg/cONebyZMbGjRtraNYzTmTQdWVeq3PjQhhtWTRHiJpkzp2XPkRGUsIkbhrrIc6LGb6zZV6bgxIliguJXG3uc12kzZRFCPZ4pE5LMwf0oPkjBlC2vAVozOotlFCLIcL+b5wPFcdzNJCJq/ihoFuXLljleMYMfORCMwsWLLCaipitwXuDrmyoWwYo5UPc2Znc7hDSUTes6upp5q5JR/jx2bP/lB5z584tbuYA9eXyuD+8EdH10mCcxKAbmnmNmPiY31pR6oyZqNu4n18KhUKzm5oE9NydKfPaXCAGCb37kEM/PR3agH77pmtPVHTcQaacuWnI/BW0OuwmrTxzjfrNWBhtRnfIwT3iOFKWssMZdMUPuhYaYvTAx1iMHfhAV1vSx8d32Jlbq2rLI0D5FpK2kG+A2Z6jD2jkBh3GFY14JJAEidcoB94JXDPNxcmTJ1UeSw1yTAVJm3J1ToDHkkgS46QG3ZAEJGSu/xHQXNT4QnrULbmHWJ4oiRt9jNI0zB/ev6dEbpozd0fOvDYX0GYuX6EC7V211GJeCux3z6qlokVogQIFyNGQamXfv32jc+Cja/Cj7zlTBj7oSyCB0h80GHIVIHYiGYrbt2+Lfg+OXJ8ub6WK16HudlfPdsdnDf0Mc3Hq1CmVx1CqMxW8Drja5a1f0ZOgV69eJu+bsXODri/zetuSeTStbxcR+x69arOK9CiUy54+uKfxZXr+6AFlzJ7LqTKvzcnAAQPoSmgIBW+3TBen4G0b6WrYGXEcR26birIaexz4IAtZuvAirgpXtCsBfXcpng5ZWHRLdFSQF5E+/X9eriNHjmgMYNRnteZ0u6vP0M1h0JH0pr5feJJQqcA4uUHXlXm9f+1KWvHnaCrjV4eGLVotyqfkIKP9ypmTYoYjceFEMH36ECWec8bMa3OAPtuYEQaNHR6tyltMwf6Cxo0QMydHbZ0qzdDh7rTHgQ/iyfJZOroFIgHJVYDLHUZNivWOGzfOai1GzQ0+y0qVKkVr0PFa8VuSg5rxx48fm3xslP/J9QwQ0jC1lwW8JoMHD9bwMphbRpaxU4MeXeb16xfPKWjCSEqdIRP5tQqgu1fCRaxRusGI12jRhuLFT0Cj2jWj0wf20MENq2lG/25UtEJlyutV3Kkyr83NzJkzyS1JYhrfqbUQ6DEH2A/2h/1i/46KNEOHQbfXgQ9mqFJrVQxAnL21qjru7u4inowJAWjTpo3D6kvIDTpc4OohFHW3Ozw7KGEzFXUJ4VKlSpl0XUTGPLQS5OcPAS9XUTa0NnZp0KPLvA47doi+fPpEzx8/pGGtGtDg5nVUbqFHD4qa8j+WbxQx9en9u9Jf0ydS6Rq1qe/U+VqP48iZ1+YGwhH79u6liKePKbBNE5MNFrYX+3n6WOzXw+NnnoOj8fbtW6VwCVzu9jrwccXWqtr03lesWKFUO6tfv75DJsnJDTpye/755x+NvJciRYqoLFu2bJnJn7e54+foZIleA3L69eunElJgzMcvCjv9xUMhCdm7fabNF/3MLQWS66b26SyO54jJWpYA/d9r+PqKpjjQ0YeYjzGjdHyl4DrGbBMGCsYcn6WjglKookWLipAM2lrivcB7hDi3R9oMotGPKV0AMfCBMcfAB21TTXmvcPGHi1QSmNm7d69L9pVGDF0SL4FkKYRSJAEeRwC/IcTSHzx4oJRFhTy1egkYjKMc6NvLBwPGgnpweV27KfvDueOaKq8eSpMmDd26dculw5suOUPnzGvbAYNyKTyc6tWpTbMG9qAR/g3EwEdfuRaex3rDW9WnWYN6Uv26dcR+HNmYy+PnmJ1LAxu8Jhjfj28jqHedSnR020ajv6dY/+jWDdSrTkWxH1ONubbWqs7WvMRQAgMDVZLk1MulHD2OLonMqKuroaYbBhnud3iWjHWPy13u8PjIS+iM/W7//vvvwpjLJwOjRo1iY+6KM3Sp2xp+lN0nzqSK9VRrL80BLqYwPDiOoyZrWRq0kkWTHBgbhDNQWQAhHtTuo9wPFQJIKkQegpTHgAESkrqc5T2dOnWqMJKQv9y2bZvKc3DFo8UvaqHRSMi3VYCQE9bWYlU+8EFp2s7li4QwUqpUqenq1Stm08rGRRStgCVXM9yo6p26XIE3b96IErCbN2+Kx0iSa9iwITkKy5cvF93lADTc8XmqG8OAgADhao8u/ABhGkMNqOQVlUAr15gK9eCccG5ykN9x4cIFDT16xkUMOkCC0Padu2jajiMmuTW1uTkxs8Is1NxKS84Ikougdw+JXKjqQYhHAhUCSCpEHgISxpzN29GtWzchK4qa2ehUreQDn6TJPSh3YW/KUaiwzoEPhI4U/+82hWYjaL5hCZczWgKbs07ZkUADEAxmMMiBYcMMVEoctHfgss6SJYvysbbwCbLbq1atGu0+8L00tEvaokWLxKxaolOnTjRv3jyjz/vJkyfiGoABFWbnkomBnCyqaRgXNuivXr2iQp6elNDdgwKXbxB67qYiWqy2aSLcnHAJO2qylq3AVwYXSMRr4eLFhdKZKwSaNGlCGzduFM1A9HWEwsBn7NixwkDDZSkXOFEf+KA7GmZhADNqlAtJ7VBNBbXoMAbILsZnA8OGxh+uyJYtW5Qzc3T1wqw1WbJk5AggH0KqsBg4cKBKCAWvC9nuciU5ddatW0dNmzY16FhocLN06VLlY3w30eLU2GsDEhHRSx3XBkmsq3LlyqKDmzNfJ+wBu42hS3Dmtf2BHyVKg/DZ4N7Zf6SSrKa6hrY2MDNB7BMXtuzZs4skupcvX4r7Vy9f0oED+4XBx3qolZY6a2E2htpxc4HOXLhAu1prVW3AQwHhGQD3O7x+8j7c9kx0cXR8pl27dtVpzIExA0R14ReUrBkLBrIw5urKm/j+Oft1wh6we4Nu7gQkbG+uBCTGNZAMulTfbIiQhjS70jXwQenOkCFDlI8x+zKHOIgE4v6u2FpVG3/88YfS3Qs3tKMoyckNOpqaYGAI8F2Sy6iaatARn7969aryMb6z8GYYw/Pnz6l79+7if/lECcl7Xl5eRu2LcWKDDjjzmnEUgy4lEiEpSR/oZy7FSTHbUlfUMgWUPTVv3lzZWlW97MmVkJTkJCMFL4kU7nAUg47wzfHjx5WPx48fbzaDbg5BGZTQIUQK4RhJtwFZ+K78vbM6Cgdk165digo+PpiiK9w9UiiKV66uaNa9n6L3lLmKAbOWiHs8xnI8j/WwPrZjGGPJmjWr+A4dOXJE77o/fvxQeHh4iPXXrFlj0P7Xr18v1pdup06dUpiLa9euKWLFiiX2GydOHMWtW7cUrsyVK1cU7u7uyvfj4MGDCnsnd+7cyu9G3759VZ5bt26dIlGiRCrfH/ktNDTUoGOMHDlSZbsxY8YYdY7Hjx9XbpsmTRrl/4MGDTJqP4xpOKRBl7h06ZJiyJAhiqpVqymS//8iKt3wGMvxPNZjmJiSIsXPQeHZs2f1rguDKX0Hb9++bdD+MQgoX768crtSpUqJZeYiICBAuW9/f3+Fq3P48GFF3Lhxf04I3N3t/vrQsWNH5efn5eWl8fyFCxcU2bJl02rQ8ZwhVK9eXWU7YwY6X79+VRQuXFhslyVLFuU+8Lt58+aNUa+VcWGDLgcXwHfv3ilevnwp7s15QWRcm3jx4okL1PXr1/Wu+9dffykvZsZ8B8PCwhS//PKL8mK4cuVKhbm4d++e0oDhGOHh4QpXZ8WKFcr3OnPmzIonT54o7JW1a9cqzxWfX0REhMY6uO5hIKhu0LFcH9+/f1d6LXCDRwfXUEOZPXu2ctuMGTMq/588ebLRr5UxDacx6AxjCT5//qy8QBly0e/Vq5dY18/Pz+hjtW/fXnmstGnTKl6/fq0wF926dVPuu0GDBmbbryPzxx9/qMx8IyMjFfbI06dPVYz01q1bo50p+/r6Ktdr166dQfuHh0K+f09PT4PP7fnz54pkyZL9DGtWqKDcR+rUqRXv3783eD+MeXCYpDiGsWVCnKFJcahxBlAoMxYkaqFjGHj69Kmy1MocQAtcSpBC/fKZM2fI1Rk+fLhSiS0sLEwkENpjy1non8vFcLTJwAIosEHmFpnw0IlYsmSJxjqYxMlLKfHYlIYsaNkLARnU9Uu68wBNgqSSTMaKmGlgwDBOCdzV0qwDrkldfPnyRZEgQQKx7s6dO2N0vLlz56q4V8+cOaMwFwMHDlTuGzFT5qcHpkqVKsr3pXPnznYZruvatWuMZtAAIZbBgwcrqlSpqjXXKEOGDCrLgoKCDNovkjfluRk8O7c9PENnGANm6FDDQ+mTPi3sT58+if9j2tQC0pvStpg9QX5TrjZnCpg1SeI4+/fvp+DgYHJ1oGYGjXdJrhhSp+hiZs/laxcvXhQzbH2gRwX6KqBEd+6ChRRJsamGf3vqPWUuDZi9RNzjcbo8BSix28/vBeSI5YIw0YHvJIRtgKenp0p7V56d2xBbjygYxp75559/xKwjXbp0etddsGCBWBdlbqaAUiOp1Ay3WbNmKczFqFGjlPstW7asXc5GbcH9+/fFZyy9NygltCdevHihMoveuHFjtOsiEa5ly5ZivfzeJRR9ps1XrL14T7Hp2pNob3ge6+UpUkxs16pVK8WrV6+iPcb8+fOV54JKIp6d2wc8Q2cYM4nKmBI/lwNVLTSEkce///33XzIHaDCTMmVK8f+JEydEww/mp5Y+ZrTSzBLqZvJZp63BZ4aZsL44Ombv6H2BhlboUjlq1RYq61dXZ/c/gOex3tg128R223bspIKFClF4eLjGuhCPkRQOIaMLvXgJ6M3z7Nx2sEFnGDMb9Ji62+WgU1q6dOnE/0hekvc4NwW8DiQyyQcLjqJrbmmKFi1K69evF6EVyKqiXe6tW7fIXtDXHx3G3KdiRUqYzEN0p0TLaWPV3rA+tsP2aIgFl726Ucd3Bkpw+C7huy5JHadOnVqEiBjbwQadYcxg0JFVjE5r5pihA8S65a1a16xZI7pVmYMuXboIHXlw7tw5l22tqo2aNWuKVrnSTBStRw2JV1sDdCyTQPc8eVY5ztXXz4880mWgwGUbTG41je3R3dIjbQaq4eurlHKFnvzChQvF/9DDnzVrlsrsHLKvjO1gg84wZjDoKHvCTBezO3M1okDby2rVqqkYYinpzhRQvoaSLQn8b67EO2cAs0wkdgHM0H19fZVNUWw9Q0cSnwT6i0v06NGDIt9H0eB5K8zSYhpgP4PnrxD7xf7x/UYiHJI1kUSIUjWendsXbNAZxgwGXarrxoUOGfHmAO5PzBbR4EJq/Yme7OagXbt2or0rQB92NC5hSKXxidTYBrPS2rVr621VamnwHaxYsaLy8Y4dO8Q9Yv9//fUXBQwdHe3M/NXTJ/Rr8bx06bRqXsCVs6dpWKv65O+dmzpWKkZLxg6nj+/fK5/H/gKGjKLVq1eLRkJSE5cZM2ao9Gbn2bl9wAadYcxg0M0ZP5eD7mDyDmzooW6OuC5meoGBgcrH+N+QciVXAZ4WdGODCx6gy1nDhg0NallqSRDXlzh8+LAI9UycNInye5cgn7qNtG7z8t/HNKp9C/oQqepleHDzOo1q15zixItHfacvoCZd+9Cx7ZtpWr8uKuv51GtM+bxL0Lz588VjDHQQhuDZuf3BBp1hzGjQzRE/Vwezn5w5c4r/YVAkt6eptGzZUqlAdu/ePa3KYq4MBj0bN24kHx8f8Xjfvn0iq9uWanLwFEhgALZ48WI6fuwY+fq300iAg4v88OZ11K9BdXqjJQ/g+I7NYpuBs4OoaPlKVLVxS2rVexCFHj1Izx8/Uq6HdfxaBdCXz59FuObPP/+kyZMnK5/v3bs3z87tBDboDGOiQX/+/LkwiJYy6AkSJKC5c+cqH0MUZsOGDSbvN3bs2CKbXgL/29qtbG/AgMG1LX2uEKHp0KGDzSoDsmTJolK+tnTpUnL3SEElqvhqrHv/+hVaGDiIfOo1oR6TZmo8DwMdO04cii/rme6WLLm4f//mZxKcRImqfkJ8BrKwd+7cobNnz4rlKFHr2LGjWV8jE3PYoDOMiQZdip/D8BYsWNAi54HkOCmmK9WTmyNRq0GDBuTt7S3+R627fODAkPKzh0a69NnCFd+zZ0+zeEliQp06dZT/X79xg/IULaa1zjxlugw0Z/8JChgcSPET/Ge0Jao0+vl9WjYhkCJfRwgX/Po5Uylz7nyUJe9P5TwJ7D9fsZJiti5X0mvfvj0lT/5zEMDYHjboDKMDxCgNNejIbo8bN67FzmXq1KlK6VYYX5QNmQou0GgKI08Gs4eMbnvDw8ODDhw4oAx9zJ4926zNc2Jq0OH+z17gvxm7HMy2U6T9WZ6ojcy589Kv/YfRnlVLqW3pgtS7TiX6GPWehi5YIbw36uQoWJjOng2l7du3K/MMMLBk7Ac26Axj4gzdUglx6kBoZsyYMcrHqAFGuZypVK9encqXLy/+R72xvP6d+Y+0adMKLYBMmTIpExTlmd7WAt8zdGADP75/p3RZssVoP5sXzhIu+erNW1PgsvXUZ9p8Spg4CQW2bUZvXr7QWD991uz09u0b5WMkCWbLFrNjM5aBDTrDmGDQ4Xa1ZEKcOqhFl+rcEcft3LmzyTXk6rN0uFQhVMJoj2HDqCOzG6ACwdphCsyM5clxcf9f1mgM3799o43zplOFOg3ptxHjqFCpckL6FYb99YtntG2J5muKG0/1OP369YvhK2AsBRt0htGBVKYk1YKrc/fuXaXxs4ZBhyt0/vz5yoxmDCYWLVpk8n4xQ4eAijSImThxosn7dFZy584t3O8QVgGoOlixYoXN3O5fY1BK9y7iFX3++JHyeKl6ldxTpKQM2XLQw1s3NLb5+uW/45QtW5ZKlixp9HEZy8IGnWF0IMUSo8tqlmbnSAzKkSOH1VyumJnLy9oePnxo8n7l7nzEiJ88eWLyPp0VZJqjsY3UiCQgIMCqErpVq1YVZXWxYsemf+/fNXr7pClSUhL35HT17E+hGIl3r1/Rk3t3KE2mzBrbYDmOB8zVW4AxL2zQGUYHUg90fQYdRtbYRhimABc5YroASWwopTI16xrZ7o0a/RQn+fjxo4qBZzTBDBUlbfDe4PuBKgRkw5sLfJ5QqUNzFCn0I4GBBCofFD8UdOvShRgNVJt170t/79pKC0YOpIsnj9OJ3dvoj4BmwmjXCdAUirkdfoEUP36IxEC5wA1jP7BBZxgDZujRxamlrleoz7UmcPfC9S6vTTeH633UqFHKgQmacKAJCKNbXx3iM3HixKGvX79S/fr1lZKsprJt2zYqVqyY8AagugEtVPEYDWOQyJghQwZSKH7Q1bOn6GsMVP5q+rejHpNm0c2LYTT2919p2YQ/KEP2nPTn5n2UNlMWlXWx/6uhp8UgA0Iy2rLgGdvzC5qi2/okGMZeKVy4sGhLiYu0PBFJEpSRso3RW7xMmTJWP7/WrVvTypUrxf/QkMdsLmvWrCbtE7N9STUOs0AopFnT++CIwKi3aNFClJHBuK9du1bp7YgpiNPDcEcHZulRUVHif2SoI6nNUmD2PrVPZzGwQMkkK8PZJzxDZxg1Xrx4QQsWLBDyljDaAAYOHaekGlxw6NAhcY+LnDUS4rSBJhlSK1TUzEPow1QVM7jzpXp3GBVtM07MA+Dqh6Y37l19XtC4cWNh1KFDAKPerFkz0fLWFPC5SjH66AZeqHj4JVYs2rl8kcU+A+wX+8dx8BtgY26/sEFnGDVGjhwpmk3079+fnj59KpZt3bpV1H3/9ttvyvVg7CS3K2ZltgDJeNDzljfsmDdvnkn7hNdBLlqDLlvI9r906RINGTKEqlatRilSpiR3d3dKlSqVuMdjLMfzWM8VqVevnvieIKaOEI2/v79QlTMUDMTQnx5hj0KFCgllOmkGrg60AqZPny6y3RHXvnE+lIK3byJLELxtI924EEa//L9skrFf2OXOMGrAhQ1XtjaQzQz9bPxsMmfOTI8ePRIZ4ShdsiVyNzlmUAgTmJJ1j8YfMCho2QqyZc9Od+/cEbrhkBqFOhkETVADjbIpZFrfuXyRrp87S28jXlH5ChVo0MCBym5lrgQGejDuSCxEqAK5CPh8tIEeAKhrxw0eH3g85OTNm1e0t5UDNb9BgwaJ/yEsJEn3QhRm5u5j0bZQjQkRz55S95rl6VNUlAghwAvB2C9s0BlGDcyuihYtKuLR6iBJLF++fOIii3tw/fp1UZtsS96+fStmdVL5GurKjx49qszSjwlwGaMjG8hdxJtqt/lNNAHRphsuT54KObSX9q5aSldCQ0R3spkzZwrpVFcC7z1yLqQZtjTogxIfEilh9GHEpRakEvi8EL6B8YQbH0I2GJhB70DyHsnb3uLyDeW6x48fi+z0zDnz0KiVmyhxUneTX0PUu7c0zL8BPbp9UyjSIfESORWM/cIGnWG0sGvXLo0kOMmlCuB+RzwRs3TMsuwhaUw9iQpu2ZhqbWOG7+vnR2/fRVL74WNFr21jXiMuK3ABB40dTm5JEtO+vXvFgMOVQKIkxHqkfgAwvPDoqF9y8+TJI+rKcatYsaJSsEaeJ4HPEeEMlBKqfw4IDyHnA8SJG1cY9cHzV5g0U8fMfGxHf3pw4zr9+PGdsmfPLrw1pgwQGcvDBp1htICfBS6ux44dUy6TZ7KjDhfJYkhCk8ewbQ0EZ6RyNnR/u3DhgtHeAxhzn4oVySNdBho8z3TDML5Ta4p4+piOBQc7vVFHHPz8+fNi9o0B1vHjx5VqgxKQjZUMOG6SNrwuMChAFYMhg0/s/8OnzxQwdHTMBmLbNlLQuBH07esX+vTxo1gOzXoIGDH2DRt0homGU6dOKevLYRThWgeoN06RIoUQ+0B5EjKa7QWcE+qWpf7sOH8YFUPrhiFjW8jTkxIm86DAZRvM5roNbNOEPr6NoEvh4U7lfsflE/3BEf+GEUdSoroOPgZWCOPgeyO5zXEzh1cHuQ7Lli1T6UmOpDp8V1evXk35vUuQb6sA0c9cb6jk4B7Ree1q2BkxYJUqOpC5D8+CpF/P2C+2Sc1lGAegVKlSIk5+9epV0f9a4vTp08Jw4oJcpUoVsifQRAZJe5UrVxaPT548KdquImPfEBBGiHwfRaPW7DSLMQfYD1zAaM+J/a9atYocEcy0L1++LLwemIXjhv+RvyAHgyfEwaUZOL5HyLnA/yiJ/OOPP4QhRnlgTI3669evhZsd+QmoC5eDgUVwcLDIf5g4aZKoH0cyI/IgkMyIrmlotAJtdsi5QgHualiIGHhV8PGhybt2iRwAiQYNGrAxdxQwQ2cYRjtfvnxRnD9/XvHixQvF27dvFT9+/FCMGDECXi2Fl5eXwl7p3r27OEfc4sePr7h8+bLebXbu3CnW7z5xpmLTtSfK24YrjxS/B05QZM6dT5EgUSJF6oyZFbXb/KZYefa6ynq4rb/0QJGrsJeiadc+Gs91nzBD7H/Xrl0Kewef98GDBxWTJ09W+Pv7KwoVKqSIEyeO8j1Vv+XNm1fRrVs3xdatWxVv3rzRuk98BmnTplVu07t3b8X379+NOq/Pnz8r+vbtq0icOHG05/LLL78onjx5otzm0qVLiiFDhiiqVq2mSO7hobJurNixxfrVqlUT64FPnz4pUqZMqVzn0KFDJr6bjLVglzvDqIE66r/++otCQs5Q2Lkweh0RoXwuuYeHcLO+ef2a2rVrpywVszeQXV2kSBG6deuWUmv+n3/+0Vkvj9nZq6hPNGrVFpWZI/pmr5kxieq160yFSpejf+/doTUz/qTsBQrSiCVrlet++fyJZg7sSSf37qCmXftQs+6q7TXxvo3wb0ApkySkYNkM0NYxb7xH6rNuZI1rA+8fvDZ4b3GDkiBukGU1hBs3bgjvibR/1KrjO4RGK4aAbPnu3bvrXQ9Jm926ddNYjlK6Nm3a0IYNG5TL0BMAIRqpoyDCSFC9A7ly5RLue3tI+mT0wy53hpElF8FFefzYMWW9dQ3/9hr11rcvXaArZ08J1/bNW7fsst4aCmNBQUFUoUIFYUjPnDlDkyZNEpnS0Q1i8LohISq/eMPgbV08l6o38yf/vj+3LVymArklSy5cubcvXaSchQrTlbOnafHoofTqqar7Vw72i3gutoPrukCBAmQN8PrhFkccGDcYLxht3JAAGJ14C7LNYazlxjt//vzRttI1BORiINES7neUoiH8ADVC1HcjXGLI9oawbt06FYOO1w0RGgxY1MFgAt8NdFCDhoGUMQ9+//13NuYOBBt0xuVBEhNiu5iVI4kIRs2YeutatWrZZb11uXLlRCMNxNAB6pdxUdeWaY7XjkEMXrecj+8jRaZ02ZqqOuFo4gGePbwnDPqELm0pr1dxGjR3GXWuEr0MLpKzcBwcDzFkcxhrxJMlY406fOl/+U0qHYsOlGWpG2+UJFrCmOFYyG3AIBDCMKjvRkUFBpRSB73oQFkiqiqgWKjuXEVJmST7+/fff4t6d+R/YBCyfv16rcYcPHjwQKkM2LRpU2X8HIYes3nGcWCXO+PSSPXWSASLcZmPHddbw8UKkRwpQx//I6kPmctyINsaSbFp4Jwgg/a7fvYUWjd7Ck3bfpgy585L969fpSx5fgrtNMqbXqvLXQLG3z2Wgg4c2K/zff306ZOYWSPpS91Ayw03XqMhwOClS5eOMmbMKFTwJMONqgDI11obJFZCPAYGHWTLlk00woGbOzqQTFejRg2VpDUJvBYIH0nZ9BL4PsOFjkGULuB5QE08fhMA7WBN1aNnrAvP0BmXRV5vjazumNRb42JZsV5j8ixVTtRbIw5tT/XWCRMmFGVNZcuWVWqFY2asrjaGXAGEFwwBut5bFs2hYpWqCWMOJGNuCMi03r5krqiZh1FDcxcYbvk9buqGSRfILEczExhr6Yb6bvljGHNbae5rAy52aBlAFhZyw3DBQ+cAM3VtzX7wOUFERjLmaKAD44+e6QAZ9NreM2yna5Agz+KXjLn03UbM39YqiIzh8AydcUlcrd4a2t8TJ05UzlRhFCAPC2A8MUPtPWUulatVX+d+roWF0LhObSh5qtQ0ZtUWckuu+Rr1zdD/3rWVpvU1vMkHjDB6f+sy1nBVO2qPblyCBw8erPx8EMeGixyhHDl4XtJwx3uCmT0Gan/++aeoPcfsPTogcoNBHMSRjB0QhoSECI8GY//Yz3CVYayIq9Vb42K+e/duoU+PmTpqlBFThUCOZAiQ+KevJ/bswb0pXdbsNHzRaq3G3BBQAw1QJYDObphp4oZBhbb/MTByZslRzIShxIZBC/QOPnz4IGSG0dQF7xFA3Fwy5gBqgOjyB6AxMGfOHI16dDlZs2YVndK0GXR57F0dhDPgOWCD7hiwQWdcDrg0EU/sPnGmWTtTAewvYMgomjWopzCa9pL9DrUylCMVK1ZMXKQRe4axgDa9VDKFLP7o2LZkHq2cPIYKlChDA2YvocRuP/ulxwQImgC0/zQks9tVQDkawgJIsMQgC7LCT548EcYY2eYSkGDFcxL4/BBWwSAAeQfaBgxI8NPW1x5gYAClO20gidJevsOMfpx32Msw0YDSNGSzIwFOF5i17Fu7gnrXrUKtvHJS56qlKGj8SPrwPlLndj71Gov94zj2BLKdUccsAWlP1CvDqKK+HiV52ti/diWt+HM0lfGrQ8MWrTbJmAOok+F40WmTuzJSkpyUpDd8+HDRyleKjMKwo32qtux3DFThrlcHXhB8l+Ga15YIh7i8Npo0aUKbNm1y2FCGK8IGnXEppHprX/92erPZty6eI2qrvX2q0IDZS6leu050dOtG+rNHB42SIW311kiOQ721PYF+7lJLVMldi0Q5r6Jeop+5Oq9fPKegCSMpdYZM5NcqgO5eCacb50OVN/Q+NxYcx9vLm+ubo8HHx0eUnSEcAqTvGjLV582bJyoWUDf+5s0ble0gWIMseXWvB+Lg0CSASx6xd/n7DmOuzZ3+66+/Ci+WejUEY9+wy51xKaKrt1bHUEEVa9VbmwtczGEUULqGXtxw7aK5DNy1i4OWifp6ef192LFD9OXTJ3r++CENa9VAY39dx02jyg0Nb06D/WMg0LXTf81EGE2Qsa5eO49YNgSC/Pz8RO09atgRRlHXHkACHBIepYx3GHgp4Q515XDX4zEy6gcMGKBR9od1IJrkzHkLzgpnuTMuhaH11shYXzvzTyGoktfrvxKie9cuU9/61ajP1HlUtmY9nfswpN7aVqDUCZ3YpIs+MqrhsoWoTlk/VREZc4LEOgyI4CmxllKcowGJXrjQJQU7JAVG/F9+GDNm6TODwcWgDDF2dfBZSp4YKMaNGzdOrI/Zfc6cP0WB5KC2HXF03O/cuZO9Jw4KD8EYl0Gqt0YdtCEZ6+2HjVEx5iDk4F5xnylnHr37wHFCw0J1uudthbe3t3Dbyg0AREWgfGep88V+0Z4TtfpszKMfaGEGLhlzuNFhtKUWvfI6c3iRZsyYoXU/GKChph8DAUm3HUIxOXLkEGWKL1++FPfSZw1X/bdv38T3gI2548IGnXEZIGKCRivQZo8J2gRVdIE2lTiePtlRW4ESKWQxS0Dj/EpoiFC+swTB2zaKXtsDBwywyP4dHXgtMDOHoQWoMd+2bZvQlNc2C5fK2dTbt8qBRvzNmzfF/+jbniJlSpFwlypVKnGPx/BaQeMfx2ccGzbojMtgaL11dIIqY35rRakzZqJu46YZVW+tS/DDlmAmhmQp1D9LSmHJkiUXMrYRz56a9VjYX9C4EaIki8ugNIEiGxq2SK51lBditoxKAAi7SDFwdTBYRE26Nn6q0P0m/k/inox+JHYXaoAQEELpIe7xGCGouQsWCnVDeE+gV8A4JpwUx7gMhtRbm1NQRaq3NrQ1pi1AJjX0utEcBC7cN29eU5IkbkLGNnC5+RT0sD9o3aOBDaMKPCNVqlShZ8+eicfIOt+7d6+ydA1ucV3iLxAN6tOnjzIjXd5sKHcRb6rd5jenaDbE6Idn6IzLoK/eOjpBFciU4sI4etVmSp46jVH11knd3e3aoANkRMu13d+/j6TnD+8JGVtTZ+rYXuzn6WPRuIYNhCroi444OYR+AHTTDx48qCxZAyVLlhQa61OmTKGGDRuKunI5EJOBOx1gPUgab9+5SwgnjVuzXSQ56jLmAM9jvVGrtojttu3YSQULFRLKgozjwFnujEthTFcxCKosCBwoMt27T5ip96KozvhObSg0+KBQaUOzDcREcUN2efLkycme+P79O1WrVk203ARw9SZKnJg+fPwU8y502zbSkjHDyD2pm911obMHMCNHzbnUCQ/d1tArHdr0+t5bzOrxWS1ZskQMAhA6kTcbGjxvhUkqiBiIwauCgZg9NRtidMMGnXEpkPyDeOGCo6E6DTQEVbpUK0XJUqSiHpNmUuzYqtGpNJmzijpzXS7M9uU8Ker/CU7qIMsbNcOSgUf2sa2ziyEzihacyICW4rjo0gWXPJTvIJaD+nq9rtuDe2jn8kUiiRAsX75cqJ0x/4FYOcIc0gwYeQzHjx8XRj0muFqzIUY7bNAZlwKZvJht6Ku3PrRpDc0d2jfa5/UJqkj11shChlsVyl+nTp0SmfbaQLzUy8tLlJNJNxh5a4t77NmzRyVpDbrhFSpUEDK2mKlhEIPwA0rykMWPxD/kCiC8AAU4ST0uW/bsdPf/bmDok6NPN7K1mZ/d7ZAAB5EYkDp1ajEzR9lgTEHMG272aTuOmLU/AWbqaDZUr05tu2o2xGiHDTrjciCT91XUJxEvtMSsGD+p4a3qUyq3RBT8/97VklsbMzJ0vMINRv7hw4fR7gdGvmjRomKmbE0jDznYyZMnKx8jQQuCI5CxRaJVSMgZUV+PkjwJ5CZAzrVEieJC0ARuYJy31F+7Y8eO0WZjuxKoL/f19RWfPcCsF61sTXFpIxu+du3aIvZdsV5jg7Z59fQJ9apTmQbOXkoFS5bRue7RrRtEsyEchysU7Bs26IzLEZMLoDEYcwGEQT979qy4QVQEN8nlrQ20E1WfyUP5y5xGHmV2SJRDuRRAzfKFCxfETFsClw2UTGFdJP0h5q4+OMIMtFSpUsrs7ODgYDHbd1WQvIa6fyS9SZ8l1Nkw8LHmAPXlv49pdIeW9Oj2Tfpj+Ua9Bh2f9Qj/BpQySUKVASpjf7BBZ1wSS7ooe9byoTq1amrobBsCfo4w8pJxl27Q9o4OGAZpJu/p6Ul58+YV7lup7CkmIGsa+5REThDnRxIWunMZQ9++fWnq1Knif5wTerAjSdDVgPgLMtQPHz4sHqMrGrqqIYfCGiEkgIEVBpsrJo0iXPXfv31tkEEHLNnrGLBBZ1wSZRKRu4dZ663RwOTRnZvkVbSoEOjA7NZU8BNFWZN8Fq/PyAPMqPPlyycMvHTDYyRgGTKTg8oYWmhKoHXnggULjHYxo64aWdlg2LBhNHr0aHIlkGwIOVcp/IBBEbw3qD23VpInuHv1Eg1uVodqtGhDnmXK07iOvxps0JHs2LGit2iqY0/NhhhV2KAzLgvi2XBXeqTNQIPnm17mI7kxf/z4LpYh3g2jjniyuZGMvPpM/vnz53q3hXscs2V1Y4+MdvWaeSTFyTXfEQdHPNwYoBOOuDFA+050CXOVMqirV6+K1/7gwQOlN2XLli2i9tzaZZiRb17Tl08fKUXa9HTp9D80sk1jgw26vTcbYn7CBp0hVzfqNXx9KfJ9lEn11pA1jf3LT9eqHAiEbN++XbSqtJbnAXXNMCTXrl0TN/yP1pvRKY1JxI4dm7Jnz6408NAPx2weBh0dwADUyOA2RsmdMaBsbeXKleJ/1ORjfzieM4PEt7p164pWpyB9+vSiigBhEX3cv39fhCtQxoYe9vnz59f63YMWO+Rbm3TpbdS5xcSgr58zlfavXkqvXr60eYklox026IzLg5pgSGWuXr3a6HprdA9DwxF/f3/R+QoJTzBe0EWXgIsVxkzuvrZFQtatW7c0DD2M/4cPH4zaF2bxiAdjhp8pUybKnDmzuMctYcKEWrdBoh/WlxL+pk+fLprDOCuYhSPbH+87wGtHtQDeK0MYP368cKfL1eJg2NExTcqNQH4D/ocme7la9S1u0P/etVWoJuK4UF1k7A/WcmdcHpQOocYWF2DUWyP5x9B6a7jsJ8uy2Zs2bSpmYvXq1VM22oBxx3KUgkFz2xazGySiIZaNmxzM2uG6lxt66fb0qXbZV2S2R5fwlzJlShUjj3son8FT0atXLxFDB0OHDqX69etTlixZyNmYM2cOde/eXdmaFN4MdE0zRpgFYRE5p0+fFjfsF7N1KMPh/Y1ps6GYYO/NhhieoTOMBsbUW0eX8YuZL4y8pLEtTyybNWuW3eu7SwMRiOIg6x4xYMww8b5IwP0u789tLHgP4FLGIADGDkZf3z2yw+3V3YtLKQYqmF1LoNEJQhaYqWNmi5AM7uX/y5dhEAhJWLzv0uxeGzDqJ0+e5Bk6owLP0BlGDRhpKZMX9dcwOJjhRldvrQ0kneGCixgqZlYSCxcuFLNfZJCbIwPekiBUgJg6buDXX38ViX5SljqMOYwVjBYMPgy/ZPzl9/LwgxzM9DDwkbTMDQFxd5wXPg/ctP1v6DJJ7Ofbt28q9/qWqT+P25s3b0RJl+SVkUA2O27mBJoDHTp0EEYV7W6NaTZkCvBOYUCr7j1g7Ac26AwTDXBvzp49mxInTiwu2MjQNgZIeiKBDDXvW7duVS6HzGfx4sVFspwhCVL2BLqynTt3jnbu3CkeDx48WLwWKYtd26wVSWFI1sMNBg+zfOQrABhWlHShvE16HvdS/bs6MKKI+Rsb97c3MCiEQcYMG5nvuOF/3NBNDYNHuVqfBIRp8J2UYvHJPZLTrUsXrHLOCDXBO2WvHhKGXe4ME22WMRTYMPsCO3bsEOpyMQFGaPjw4SquWICBApLlGjRoQI4EXMRI0pJm1vBgoEbe0Hg43g9k/UtKdJj5r1ixQmUdzP4xEJAMvNzQY8aPG1zSuGn7X98y3GCYMOPHDYM1+b22Zdqew2tBfbk0AMHsGV4ZKO2pG2v5//jsdan74VzlAjzQFECoBsmIkkHFa0AoIlbcuLTk74tGdQM01uXOdeiOARt0hlEDPwnMGlE/LYHsYnQdMwXMTNu3b68RGx01apRIFnOkmQ+MOcrPJEMGVTmUaSHGbWi5ICRspQGTpBfvSNy4cUOcsySaA1f05s2bRRtacwDhGajzderUSQwG1ZX/0MWubdu24n9DlOJMgZXiHAM26AyjBmaLbdq0UVmG2RKyvk2RU5X0zZHdDfUwOShpQ+YyZm6OAtzumI1KlxAkCaJawNCBCbwWY8aMEf+j5h3GwlFePzrnwWMDrwGAmxw15hjYmAsMdjBg0pYdj/ccUr8Q6UmdJg2lzJjF6s2GGPvDur0ZGcbOgdJa796aIh2YVW/YsMHk/SPeDPc0XNZysG+4aSVFMUcABg3eBbkHQtJtNwRkhEstQzHLhYF3BBB+gdKbZMyhBIgESHMacwC3fnSlbjgejDno368fXQkNoeDtm8gSQDgJWgsDBwywyP4Z88EGnWFkDBgwQCNTWe7iNAeIh6JlJmLHcpBsBoMvqbI5AhA/QVxX/v4dOHDAoG3h9UDWvwTEZpAwaM8sWrRIeFg+fvwoHqObHFrhovzOmsycOVPcY5YORTl4R4LGDhcSxOYE+4MKIhI7uXWq/cMud4aRgfjglStXon0eNcLIXjcH+OlNmTJFGEH5zxD13WiCAmUwRyAyMlJ0Y0P9PkiePLnwQkjlbvro0qULzZs3T/yP7G0kmZka2jA3+HyQ4S/3SCDcgLwKQ/MGzAWEgBCiQEIewkMYGMJbkL9AAUrg7kFjVm02W7OhwDZN6OPbCLoUHm6UMA5jG3iGzjAylixZIi6QuGCqA0NubPtQXSDe2a9fPxGLRvazPMO7Xbt2QlVOShqzZ1B+hbK8ZMmSicfITscsFv3SDeHPP/8UjWEAQg5du3YlewKvA9K+cmMOgaBNmzZZ3ZhLDXJgzPF9hAIhwHufPl06enTrhuj4Z+pMHdvDmEc8fUz79u5lY+4gsEFnGBlwoWLWA1emFMfEjAjucGR2W2LmCFcmkqxQJidn2rRpQrRFau5hz+DcIQcrlWIhix1uWhgefSARDnXpUp0//je1osBcwFuDbH65Qh4MO4yqsboE5gC5HFILW2S/SwNM5C6g1zw6/aF9b/ea5enoto0qnh9DwPromd67TiUxMz8WHOwynfGcArjcGYZRJXfu3LgSKgoXLmy1Y0ZERCiqVq0qjiu/5ciRQxEWFqZwBCZOnKhy7l27dlX8+PHDoG3HjBmj3M7d3V1x//59hS1ZtWqVIlGiRMpzSpgwoWLFihU2PaegoCBxLnHixFE8fvxYLAsPD1fEixdP5X3/5ZdfxH1+7xKKPlPnKdZevKfYdO1JtDc8j/XyeRUX2/n7+ytevXpl09fKGA8bdIZRIyoqSnlBbN26tVWP/fXrV0XPnj01jHr8+PEV8+fPN9g42gqcX9u2bVXOfdKkSQZt++3bN0XZsmWV21WsWFEsszYfP35UdOzYUeU1YIB38eJFha3f26JFi4rzadGihVj2+fNn5TL5bcCAAYpdu3YpKvj4/BwgeaRQFK9cXdGsez9F7ylzFQNmLRH3eIzleB7rYX1sxzgmbNAZRo2QkBDlhXHy5Mk2OYfFixcr4saNq3GhbtmypSIyMlJhz3z58kVRrVo1lfNes2aNQdveuXNH4ebmZvRgwFzcvn1b4eXlpXLuTZs2Vbx9+1Zha44fP648p5MnT4plw4cP1/iOFChQQPHp0yfldpcuXVIMGTJEUbVqNUVyDw+VdfEYy/E81mMcGzboDKPGokWLlBe8/fv32+w8Tp8+rciSJYvGBTtv3rzCzWrPwAAiXCGdM1zCR48eNWjb5cuXK7fDoMZa4YZt27YJV7/82DNnzrQbr0iTJk3EeRUvXlyc05kzZxSxY8dW+W7AFY/368mTJ4o6deooypQpozT+ANu9e/dO8fLlS3FvL6+NMQ9s0BlGje7duysvkE+fPrXpuSCOWbt2bQ2jjnjusmXLFPbMo0ePFBkzZlSec7JkyRSXL1/Wux2MjGS8cMuXL5/iw4cPFvUo9O/fX+X9zZQpk+LUqVMKe+HBgwdK471y5UoRmilSpIjG92LUqFGKf//9V2VgAiNvDx4GxvKwQWcYNXz+H3dMnTq1wh74/v27cD2rz8Zwa9eunYj52yvwJMiNS+bMmcXs0ZCBTIYMGZTbdevWzSLnh8SycuXKqbynfn5+YgZrTwwePFicW5o0aYQ7ferUqRrfhWLFiomQRdasWTWeW716ta1fAmMF2KAzjNrsMHny5OIiiDiwPYEYavr06TUu1oUKFVJcu3ZNYa8cPnxYJR8ASVxw9+rj4MGDKq9z9+7dZj0v7B+DNmn/sWLFEpn2GEDZE/BOpEjxM2lt5MiRYraeOHFiDVc73h9txhw3JFQyzg8bdIaRgcQg6SI4aNAghb3x/PlzRfXq1TUu2EmSJDE48cxWJWDy8/X19RWubn307dtXuQ1mp3j9pgKDPXr0aGUlg+SNOXTokMIeWbJkiTKmD+9GgwYNND7/Dh06qHg01G+BgYG2fhmMFWCDzjAy5syZo7wI7tmzR2GPoJQLsVLMKNUv3J07dxZlV/bIuHHjVM61ffv2epOy4F729PRUblOvXj2TErlevHghBhPy8yhfvryyptvewGuVkgtbtWql2L59u8Znjnh/2rRpozXmuAUEBNj6pTBWgA06w8iQkrEQrzbELWxLMKPErFX94o2yK5Rf2aNxUq/vxsDEkDg86vClbRYuXBij4yPbW56kh9vAgQNFgpm9EhwcrDxXVAkgB0H980Z+gS5jjlvlypVt/VIYK8AGnWFkBkeKqZYoUULhCCCjGQIs6hdwJKKtXbtWYW/AeKpn7RuSrT99+nTl+lBvu3HjhlGfK7ZHnFmecY8yNXunUaNG4nxLliypkYmPG55H7FyfQYfaIOP8sEFnmP9z9epV5QUQF09HAUZy2LBhWi/kEKKBpKw98f79e5GRLU/o0lfvj7i3PHcAAy5DYvAo15KMonTz9vYW2eD2DqRvpbDK+PHjNaockDeB0kAMWODpUJd/VR/gMc4PG3SG+T/z5s1TXgB37typcDQQ85eyoeU3uJmR0W1PoL4/W7ZsKsbp77//FjFuGGFtcXLEuT1kSmdQSdPFP//8o8iZM6fD5Biog3AAzhnxcczQ1T9XeB0k8JpSpkwZrUFHjwDG+WGDzjD/p3nz5uLih1nRmzdvFI7Iw4cPFZUqVdJ6Ue/du7ddGTMkeCVIkEDxyy+xFLHUZp+QJK1Spaqov5ar4m3atEm5Dj6nEydOaE2kgzGUJw3CTe9ItdjQaJcGZ1B805YnIde5l6sbSrdevXoJ78Rvv/1mt0l/jHlhg84w/4+zpkuXTumSdWTgnp4yZYpWF2z+/Plt3rkN3o/yFSqI80ma3ENRrFJ1RfMe/X82DZn9s2kIHpeoUkPZNATrS01DIKYjvR7M8uUqaHhtBQsW1KjTN0Shzp7YuHGjctCSNGlSldeDcjvIvsq/u1DTUzf4LOvqerBBZxiFQiRZSRfDPn36KJwBzGzleurSDfXMKCGzdiczqK8hpq9s6zltvmFtPafNF+tLpVv37t0TSV7S60F3N8TTEUeWJ77BGKLpiLxRiaMgJQ5qqy1XV81DqEV9HdT9M67HL/hj657sDGNrFi1aRL///rv4f/v27VSnTh1yBj5//kwjR46kSZMmYfCu8lzZsmVpxYoVlD17doufx8WLF8nXz48i30dRwNDR5FO3Ef3yyy8Gb49zD96+iYLGDie3JIlp0sSJ1LZtW/r+/bt4PkeOHHT79m3l+rlz5xavrWTJkuRoPH36lDJmzKh8bXLSpUtHV69eJXd3d+Wy6tWr04EDB5SPM2TIQHfu3KF48eJZ7ZwZ+yCWrU+AYeyBnTt3ivvYsWNT+fLlyVmIHz8+TZgwgYKDgylr1qwqz504cYIKFy5MS5Ys0TD25jbmPhUrUsJkHjRtxxGqWK+xUcYcYH1sh+0TuntQ9x49qH379srn5ca8Z8+edO7cOYc05mDlypXCmMeNG1fjuenTp6sY8/DwcBVjDrp3787G3EXhGTrj8nz48IFSpkxJHz9+pMqVK9OhQ4fIGXn37h316tWLgoKCNJ6rV68eLVy4kFKnTm3WY7569YoKeXoKYx64bAMlTvqfMYopUe/e0sg2jenfu7fp06dPKoOXHTt2ULVq1chRweW4QIECYhauDjwqx48fVxkMtWvXTuXzTJw4MT18+JCSJ09utXNm7AeeoTMuz/79+4UxB/Xr1ydnJWnSpLR06VLavHmzGMDI2bZtGxUqVEgYRHPSo0cP4WYfPG+FWYw5wH6GzF8Jd4pGeGHfvn3kyISEhGg15gCeFrkxh2t+9erVKuvAwLMxd13YoDMuz9atW1Vmqs5OgwYNhKu2Vq1aKsufP39OdevWpV9//ZVevHhh8nF27dpFf/31l4iZe6RJS+YE+/tt+Djxf5MmTZTLp0yZQhs3biRHRZv3BOCzKleunMqyuXPn0pcvX5SPYewRbmBcF3a5My7Nt2/fKE2aNBQREUFeXl4UGhpKrgJ++kgG7N27twg7yEmRIgVNnTpVGHdj490SFXx86FXUJxq1aotyHz9+/KAD61fR3r+W0/NH9ympR0oqUaUGNevejxIlcdPYx84Viylo3Aiad/A0pc6YSeP8h/s3oFRJEpK3lxdNmzZNLHdzc6MzZ85Qnjx5yJGAlwhJb2/fvlVZjvfuwoULwoMiXzdTpkwipCEfqMH7wrguPENnXBokhsGYu8rsXN1QILMfxqJUqVIqz8FQtGnThmrUqCEypo3l0qVLdPzYMfL1b6cyINi6eA4tHj2UvH2q0IDZS6leu050dOtG+rNHB43EvCd3b9PqqeN0nr9fqwA6FhxMrVu3FjFmEBkZSY0aNaKoqChyNE+RujEH/v7+KsYczJ8/X8WYgz59+lj8HBn7hg0649LI3e3OHD/XRc6cOUWy1eTJkylhwoQqzyGDumDBgqLsDd4MQ4Gr3d0jBZWo4qtchtn51sVzqXozf/LvO4QKl6lAvi3b0u8jx9HFf47T7UsXlesiy3v24F7klkx3PLhEVT9xnA0bNtD69euVSX2XL18WgxVHckCi2kAdZLr/8ccfKstg9MeOHauyrHjx4soBDeO6sEFnXBZc7CWDni1bNo1ZkCsRJ04c6tu3rzCEqGuWA/fuwIEDhdEwNCQREnKG8hQtRnFl5VMf30eK+vPytRuorJshe05x/+zhPeWy7Uvn0ZtXL6nh7911Hgf7z13EWxwvffr0tG7dOlF6KA0qEGd2BB48eECHDx/WWN65c2fx3ZSDPAH12XlgYGCMQyOM88AGnXFZUB9979495eycL4g/BzZ79+6lVatWaWTCnz9/nkqUKCEMvy53NgZKYefCKHsBT43s9PbDxlBerxIqy0MO7hX3mXL+jHk/uHmd1s+eSl3HTqV4CVQ9BtrAcULDQsVxK1asSOPHj1c+h/yAU6dOkb2DkkF1b0KSJElo6NChKsuePXsmchvkQDfBz8/PKufJ2Dds0BmXBaVaru5u1wYGNq1atRLlU4hNy4HbHAYFtdIw/NpADPt1RASly6I6s9TGjQthtGXRHCpWqRplzp2Xvn/7RrMG9qAqjVtQgRKlDTrf9Fmzi+O9f/9ePO7Xr5/y8/z69avIgjdH1r6lgCHX5knA61DXBRgzZozGYGrixIk8GGUEbNAZlwQXUcRcpYzuMmXK2PqU7A7M0JcvXy7q9NXlYe/fvy9mhTD8KHeTI5VSxY0fX+f+r4WF0JjfWons9W7jfmaob5o/g6Ii35F/X9WZqS7ixouvclwYt2XLloncAPDo0SNq2bKlVilVewC1/69fv1ZZlipVKo0kNyQnLliwQGUZEjlLlzZs4MM4P2zQGZcEmd2IFwPM4BBDZrQD5TXUrQ8YMEAZn5ZAnDpfvnzCgEouY0l29Ovnz9Hu88TubfRHQHNKmS4DBQatJ7fkHnTnSjhtWjCLOo2aJGLjmK0rFD/E+j9+fI/WIH/98vM4crlTyKNu2rRJmeR38OBBEWe2R6C1r86wYcNE+Z2cESNGCI+DRKxYsTSS4xjXhg0645IgRiwvC2J0kyhRIuHaRX23t7e3ynMo+wsICKAKFSpQWFiYMETJPTzo3/t3te5r25J5NK1vF5HMNnrVZkqeOo1YfubQPvr29Qv9EdCMmhbMLG5zh/YVz3WtXob+aNtU6/6e3LsjBhrI1Jfj6empMqOFu1rS7LcXEApAboIcNGbp2LGjxgAUgyc5CIcg9MEwEiwswzgt+GojngtXLGZvMDRwx2KmlzlzZnry5IloWAJXJscgDQfla7NmzRKzSHVBGryPaJpy/cYN+hw3IQ2co6p8tn/tSloQOJDK1qxL3SfMVMmCj3j2lCKeP1NZP/ToAVo/ZyoNmrtMxMqljHg54zu1odDgg+IzRvmaeqc8ZIqjbhskS5ZMZOpbo8OcIWAgBO+GnD///FPEz9WV4nbv3q18jNd648YNypIli9XOlbF/2KAzTgUETTCTQRkTMq2RLCWBWaNXUS9KnToVrVmzRixDFjFmbozxoEIAxlJbchwMTvxEiWnRsXNKo/36xXPqUq0UJUuRinpMmkmxY6uGOdJkzipqyuUc3ryO5gzprVUpDnz98oXalyssGrYAhE6gb960aVMVjXdkgsO7AIoWLSoEhdRr7q0NEgwxyJQPipDZjuYqGHhIHDt2jHx8fFS2Rfa+erY7w3DgkHEKoBs+cdIkoU4Go4Aa6Br+7UWmNZKzEM+FC/jO5YsUsuenAfolVizh3mRiBrwbmDVCO71///4iUU4CXhHcQg7tpbJ+dcWysGOH6MunT/T88UMa1kq1Fh10HTeNKjdsZtQ5hBzcI4w5EhtRmw3vQYsWLYSRRL90qQsbzhHSvlgHrVXRYnTx4sVkSzAzV/dwwLshN+aYbw0aNEhlHQwChgwZYrXzZBwHnqEzDg0u0OjohVl5fu8SQmoU6mRyV662WR0Mze4VS+jauTMiU3vmzJnk4eFh1XN3JiA+A8ET1IBLRgoDplyeRWncmu0WCWkILfdW9SmVWyJatHAhValSRWS0S8yZM4e6dOmifIxObMjMly55MOjynuq2qPmXdBCkJLdbt26pCMlA+Aga7XJGjRpFw4cPt+q5Mo4BG3TGoYVhfP38RHtOdPSCCpkxhgNf/eDtmyho7HByS5KY9u3d69JqceYABhWqcvIEru4TZ1LFeo3NfqyjWzfQrEE9hXemZs2awjjCqMu15yFZC++B3BhKWeWYuf/zzz9i5m5t4CVQP27jxo1FDoAEBkb58+dX8XygLv327dvCNc8w6nCWO+OwxtynYkVKmMyDpu04IgyGsbNArI/tsH1Cdw/RHQzlWUzMQQgDMey///5bmQ2/eNQQkfBmTrA/dGGDdwXGXAoBIN6cN29e5XootYMBl+YtSOSTVNUQW0cTF6k5jzXBoEcd9bpzDD7kxhxgZs7GnIkOnqEzDulmL+TpKYx54LINQlLUVBCHDWzThD6+jaBL4eHsfjdT0hfc3n369qX0WXPQmNVbzPZZIQb/4tEDunr1ikamN4RuoEePUi8JyNUiexyDOHx/MNiQjCUyyLdv3y5c3tYA1RUY+MgvvRCHgbdAntyJ5D15Q5zChQvT2bNnWTOBiRaeoTMOB2LmcLMPnrfCLAYCYD+D568Q+8X+GdOBgUTyGdqbvnh0XxhhU2fq2B77eXT7Jn38+IHq1q0rssLlwC195MgRKlmypHIZ4vuIp2OQgQQ6JMlJQjRw2cv13y3VfGXcuHE0e/ZsMfNWn0fJZ+c4x06dOqkYcwxEUHrHxpzRBc/QGYcCF9/atWtbLS7LmAeEMqpWrUbvP3yg9sPHxizfYdtGWjxmKH3++JF+yFTj0qVLJ+RT1QVvoEGA7wrc8BK//vorLV26VBjGRYsWiRarAOeCpDmo4pmbly9fityMp0+1D2YQKrh586bSWCNZ77ffflNZBwZ+3rx5Zj83xrlgg844FIhzv4r6RKNWbYnWIFw6/Q+NbBO9sW/WrS817fZTgUwd/BxG+DeglEkSUvDRo2Y7b+anohy8H4ix5ylSjGq1bi/6meutSDi4h/asWkpXw85Q8+bNRXMSGHB1JTvsV73JDhLLGjZsKIy1PPkM66LXeLt27ZTCLtCuR606DKy5mwDpav4DRTt4DHLlyiWU4/LkyaOi7Q6Pw7Vr1yh5ct294RmGDTrjMCCuiJlOn2nzlbXN2vjwPpIe3bqhsfyvGRPpdvgFmrhhN6XPlkOnzvjUPp3F8Vha0/ygdn3ChAlCqhWhjnxeJShHocJCCQ6NVqDNDjnX25cu0M3zofT2dYQYyA0cMEB4TeCShiAQ9iEHAzzEyeG+lg/2kPyGgQBKwCSwHxhRXP7QmEeKt+P7hVi2ORPPIDerrl6nDow2svMRFlixYoXKcxh8oLkMw+iDDTrjMEBMY+6ChbTgaKjOWZ02zhzeRxO6BFC/6QuptG9tnetiVtixojd17dSRm19YEDTHwewYhvbuvXuiGYtErNixSfHjh5hFwy2O+LN6s5IlS5ZoxJoltzrakcqNMpqaQGhGXk5XuXJlMXtGEh36vCNZTupgtnnzZrMlyeE1QuJVHzhned08qFq1quh2x9LEjCFwUhzjMEDOFQpwxhrzz58+0uIxw8jbp6peYw6wfzQOwfEYywHvB2bUiB8/e/pUyJkmSJBAPIcYOeYaUJtDIhm01yF1CgEbCYjCQHYWndXkrFy5UtR4o9ZbAgMDzHw7dOigXHb48GGqUaOGqGjAbF2KYcPIo7zNXBgyMEC71GnTfraQlUCdPIw8G3PGUNigMw4BLu7QZs9ewNPobXetWCyyowOG/GHwNjhOaFioRjYyYxmQeQ6DfffuXerWrZswwOqJZSg9Q5wZHdSkNqIQkjl58qSKuhrAIKFUqVJCAVD6DNGRbeHChdSzZ0/lenCvYx8FCxYUJXYSyHqHqxtx/169eomb1G/dWFBupovEiROLbH2cs5zBgweL18swhsIGnXEIkLGMRivQZjcGuM93rVxC5WrWM2pbxHNxvPfv38fgbJmYkjZtWtHJDZ3E4KZWn90+fvxYuNnRgx0GF53z8P/p06eVgjESMMAw3nChS+50zHYxE0YMXgItX9H8BNvLSxZx/CJFitCMGTPELaba7zlzanaIk4BXAC55eTtfkDt3bg0Nd4bRBxt0xiGQZkdotGIMp/btpDcvnlO99p2N2g7JWfLjMtYFmeYoL0OcvUmTJhrPQ/4Ufezhtg8KChJudySfTZ48WaNWGxnxmCVL5Wsw6uiwh7i8xJUrV0RyHLLeK1WqJJbBCyCvcT9w4ECMXgtm4Nrqx+GFQGIgPA5I3JODEjW43BnGGNigMw6BJAKCrmnGcHL/LsqUKw9lzWtctjoyreXHZWwDZFzXr18vZtHadAGuX78ujDBi7JhFd+zYUbjR1fudY2YPQ/3HH3+IWb3k0oZLXopRQ4ceM3W5FrwcGF9k2McE9Tg/PA8hISEizn/w4EGV5zBQQcIewxgLG3TGIUCGM/qZowWqoXz7+pXO/32UyvjqLhnSBsqmcDzWzbYPIIMKsR8YVfQ2VwcGG+VqmTNnFjN1GEmUqsmBMQ4MDFTpygYlu7Vr1yoHbm/fvtXQT5eA2x4z+ZggL3/EbB2vA9+tfv36qayH1qnwMjBMTGCDzjgEmEV5FfUS/cwN5cGNq0JVLK9XcaOPhxpoDCKQRa3es5qxHeXKlaPg4GAhFFOxYkWN5yHIAmlVJLmhthvd1hImTKiyDrZHbByGH8DAw62PpDl9yFXnjKFChQriHgMODBogS4syOvXvFjL606RJE6NjMAzXoTNOW4d+ZMt6mj24Fy0+do6Sp05jVCJd+7KeFBX5TjzG7A2zQpQ44QbxES4lsg9OnTpFEydOVBGNkYPZMJqvXL16VSTaqYOM+qNHjwoRIUNAnP3EiRM618ElFUmcyL/AdwcDQ3xfoPaGBDmcEwYa6h3X0PkN7VP5u8XEFDbojNMpxUlsXTyHVk4eS2su3KF48X/WNxuCpBSnKxMb3bwQ50TM1dxSoYzxwBUOI4nMd3WhGQl8TuiZbgqok5fXwsu/mxCtgXYByitRISGB0A28SyVKFBeKb7jkFitWTCXhEt4E7AP16AwTU9igM06n5W4K+DkMb1WfUrklolUrVwqVLtyQ4SzX15YDNypcqjDuuGEWxrMs24CuZqhnR+OV6EIlmCFHZ/T1AcGa0NBQ5WPE9SdOmkTHjx0jd48UQvgIGgYokURFBpI4kfeBUNH1c2fpbcQrSpYsOb15o/pdgpgNatEZxhTYoDMOha26rSEzGhdyxG5xg6tXypZWB92/5AYeddJs4K0LhGgQj0ZNO8RhzAFc5qgPl3qqo2Yds/L83iXI178dlajiq7/RzKG9tHP5Irpx/r9BQZs2bZQNYhjGFNigMw5Hq1ataPvOXTRtxxHySJPWbPuFmlzvOpWoXp3aGkIf6iBGilgqEqyQKIUuXZJ6mTro4iU38AgbmEsnnNENhIEgCIN+6FJmu6HALf7s2TN68uSJCLGgqQy4ePEi+fr5UeT7KAoYOjpmrWC3b6JFowbT969f6eiRIyI2zzCmwgadcTgwOyrk6UkJ3T0ocPkG0bHLVKLevaXANk3o49sIuhQeLvS9jQHuXUiQwrjDyGMGry4WIi9NQpIdpElhNNDHG9KnjOVAvBrxdSTQoXbdUFArXrz4f1USMOY+FSuSR7oMNHjeCpMGlBhAjuv0K71++oSOBQeLgR7DmAIbdMYhCQ8PF/F0j7QZaPB80y+s4zu1poinj812Yf306ZMwBpKBh9iJrvI3aJHDuEs3xGph+M1NdBnYrgJq0RGvRsnYu3c/qxh0MXLkSFG7rjKQTOZBgcvsYyDJMHLYoDMObdRr+Pqa5vrctpGCxo0gtySJad/evRabJcGAIgYvGXi46/UZFDTmkBt5iKuotxA1BGMysFG/7QogcRHysfqA9GvGjBntJtTDMLpgg844NEh4QnIS3KkiOalVAJWo6qc/OengHtqzaildDTsjpDYhG2rN2RFmirdu3aKzZ88qb5A3jYqKinYbDFYghSq56TH4QMIdyui0DWRikoFdvkIFGjRwoFaZVWcCOun6dPphyCUt95gkY07q3p7uXA6n+YdDYpyMyTDGwAadcQqQsATjBZc5jBf6mcN4oWsaGq1Amx1yrjBeyDCG8YLLfuCAAXZzAUXWPOK7ciMPrW+47/XphOfPn18Yd9xgiNasWUPbt283OgN776qldCU0RMxGoXPurC5gtGJFeZschCCgKofBFnIa0CMdA6eYlEsi6W3mgO6UKn1Ggww6LsMj/BtQyiQJKfjoURNeGePKsEFnnAp055Lcy+hnru5e9vbyVrqX5fra9grqpSGaIjfyFy5c0Dm7jBU7NsVPkJA6jBgX4wzsoLHDLR6GsDXIeoe2QPLkycXABcZc23tlrKCRcKHXrUzxEyakWLFiG2TQ5YJGOJ4jfDcZ+4MNOuO04KuNsiUpAQzNMJwhAQyvB0YecqbSPW6Y3ePHnDFHbhq+aLXdJQra4/fDkO+DsZLDY373p0RJklDceAnocsg/Bht0eEk6VvSmrp060tixYw3ahmHkaDbpZRgnARfrmCSR2TsYnKC5CG4SIgO7UCFKmCyFWUr5MBjAfob/2pDKlitHgSNHCrc+VPGyZMkienw7Oo0bNxYiQU2bNqVevXqRp6en1vXg7UH+gSHG/OCG1SKsM33nEVo+cbRR54P9I1SE4zFMTOAZOsM4AZbMwO5eszx9UkvWg5sauuMQzZHfEHtWX4YbSvDsSUwHGgHQZZcDbf7evXuLnArpXHF5TJEyJdXwb09NuvTWuc/njx9Rn7qVqeu4aVS6Ri2aNaiXUTN0sH7OVNq/eim9evnSKbxJjHXhGTrDODjIjEbeADKwzWnMAfb32/BxIgNbDmLPuGnrYKYNGEjJ2OMeA4JEiRKJuHVMbvBSIHkNNxhd6X/1x9H9D4OOc8L/EocPHxY3xNN///13Gj9+vKjZRx4GKgN0gX3PHdqHvHwqC2MeU5DEieMhVOSM3iXGsrBBZxgHB9n9yGZHApwEDNWB9ato71/L6fmj+5TUIyWVqFKDmnXvR4mS/DQUoUcP0rrZU+jR7RvkltyDKtVvSo069dRwLfvUayxcybE+f6Dff/uN7t+/LxLK4OaHZrp0i04ZTzqfFy9eiJsjlEJOmDBBuOIzZcoklqHMTxd7VgfR/etXaOr2w/Rdavzyf+cnHv8SK5ZBHgpUZAB9JXUMow026AzjwCAjGnXmyMCWu2jROnbNjElUr11nKlS6HP177w6tmfEnPbh5jUYsWUsXTgTThC5tqWL9JtSqz2B6fOcWrZ46nl6/eE6dR/+pcgzs169VgMjArlKlitYMbMxQoYQnN/C4qRt96fbmzRvRhlS6yWfK9gByBCA+I0UkUbOvi1P7dtG71xHUofx/eQ0STQtmpqZd+4jBlD5QXgnggWAYY2GDzjAODFztqLtHnbkEjOPWxXOpejN/8u87RCwrXKYCuSVLLozy7UsXafPC2aJOH/Fe6fnI1xG0cf4MChj8ByVIlEjlOBDrwXFwPG0Z2DD6MIK4IWnOGGA00dgGAwK5kdd1www2duzY4riY+Uo3+ePo/sf2AQEB0Z4P1q1UqZJweePcUO4IAR5ddPxjIn1UyzNYP2eKEJYZNHcZeaROY9B7Aa0EHA8VGQxjLGzQGcaB0ZaB/fF9pHC/l62pWjOdIXtOcf/s4T3qMnaK6PQlJ07ceKT48YO+f/tq1QxsGFDMSHGzhH69JNqDMAHkXqHQh/h9dNr6MOI7d+4UJYHI7Ic0LjLXdSG9t3LcknlQnLhxKWehwgafJ44DrQROiGNiAht0hnFQYHigzY4MbDkoWWs/bIzG+iEH94r7TDnzUNpM/82iP7yPpIv/HKftQfOpXK360Za8YUaPDGxD67etDRT17t69K4y2dIPxxv29e/eMiktjJp86dWrxP4SIUIeOOnFDStdiCvYPFUPUoTNMTGCDzjAOiqEZ2ODGhTDasmgOFatUjTLnzqtc/vr5M+pQoaj4P02mLNSy1yC9Gdg4btKkScnSIMlOyqbHDXF39f+RwCYZ8cePHytj3qYAKd21a9eKjHwAVUFkvEMa1xClOInuE6YbdVz0F4AkMY7HMDGBDTrDOCjSjFNfBva1sBAa16kNpc6Yibr9P2YuES9BAgpctp4i37ymdbMm0+DmtWnSpr2UIk26aDOwUdaF+DJuiPVK96jrlmbuht5L/+O1qBttfRr2MQVlb5h9I1tfHcTO161bJ2rsJdCBDk1roHNfxreORbwTGIigWRA041n2lYkpbNAZxkGRMqF1ZWBDH3z24N6ULmt2IQeL8jQ5cK8XKlVO/J+zYBHqUq0UHdq4RmRlR5eBjXg0DC9u9goGHTly5FDekLEu/Z8uXTrhZUC8Xj6jh6jMpEmTKE4czcsimvig2xp07g3ttmYMaOOLzn+Td+0y+74Z14ENOsM4KJgZ68rA3rZkHq2cPIYKlChDA2YvocRuSZUG+dT+XcJVnz3/fxrtmMEncU8m3PDRZWCj8cuP79/JVsDYQpQGxli6R3c5daOtL7kOIQO4ttF2F56FRYsWiTa60VGrVi2xPprWeJYqZ3Y1vqBxI4Tan710/mMcE5Z+ZRgHpmrVahRJsWngnCCV5fvXrqQFgQNFpnv3CTM1krk6Vy0lDPqIJWtUMqz7N/Kl30aMI9+WbTWOhbr1rxHPacCAAWKGCzUz+b0kLCNdUvTdy/+HoZYbadxr+x9lceZyeaOT3cmTJ0XLWSlerguhl+/pSQndPcyilw+i3r2lwDZN6OPbCLoUHu607WoZ68AGnWEcGG2dwCAOA9d5shSpqMekmRQ7tqojLk3mrHTu2GEh51q9eWshVfrs4QMRQ0et+oQNu0T7VTncCewn4eHhIs7tkTYDDZ6/gjvaMXYFG3SGcWC09eo+tGkNzR3aN9ptICZTuWEzOrl3J21ZNJse3blJCRIlppJV/YRqHNzu6nCvblWjXsPXlyLfR1HA0NEx6zm/baNwszt7z3nGurBBZxgHBzPGV1GfaNSqLRbLwB7eqj6lcktEwUePmn3/jgjK5Xr06CFi8NDR920VINT0dNWpw8uB0jRksyMBDjH7GTNmsJudMRts0BnGCbqtIQMb3dYskYF9dOsG4Z7HcThpS5Xdu3eL5jhwmUMaF2p6EOBBzT7K/FAZgGRC5CdANAZ15hiAIWue30vG3LBBZxgnwJL90HvXqUT16tSmVatWmW2/zsbly5eFzj2kcUPDQoUAjwQqESDnCsU5ZMq7esiCsRxs0BnGCeAMbPsBl1Rk/kMsB1oBEN2xR6lcxvlgg84wTgJnYDOMaxPL1ifAMIx5gNGF8cWMGm7yo9s2Gq1tjvURM8f22A8bc4ZxHHiGzjBOBmdgM4xrwgadYZwUzsBmGNeCDTrDODmcgc0wrgEbdIZxITgDm2GcFzboDMMwDOMEcJY7wzAMwzgBbNAZhmEYxglgg84wDMMwTgAbdIZhGIZxAtigMwzDMIwTwAadYRiGYZwANugMwzAM4wSwQWcYhmEYJ4ANOsMwDMM4AWzQGYZhGMYJYIPOMAzDME4AG3SGYRiGcQLYoDMMwzCME8AGnWEYhmGcADboDMMwDOMEsEFnGIZhGCeADTrDMAzDOAFs0BmGYRjGCWCDzjAMwzBOABt0hmEYhnEC2KAzDMMwjBPABp1hGIZhnAA26AzDMAzjBLBBZxiGYRgngA06wzAMwzgBbNAZhmEYxglgg84wDMMwTgAbdIZhGIZxAtigMwzDMIwTwAadYRiGYZwANugMwzAM4wSwQWcYhmEYJ4ANOsMwDMM4AWzQGYZhGMYJYIPOMAzDMOT4/A/ucuZt3Esk7gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = so.plot.spatial_graph(\n", " vicinity_graph,\n", " edge_threshold=0.15,\n", ")\n", "fig.set_size_inches(5, 5)\n", "fig.set_dpi(100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interoperability with `esda`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use `esda` to get the spatial bivariate statistics for combinations of immunofluorescence markers. We can use the same spatial weights object as before." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(0.3642), np.float64(0.0099))" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(3407)\n", "moran_bv = esda.moran.Moran_BV(\n", " img_data[:, :, channels.index(\"cjun\")],\n", " img_data[:, :, channels.index(\"Vimentin\")],\n", " spatial_weights,\n", " transformation=\"r\",\n", " permutations=100,\n", ")\n", "np.round(moran_bv.I, 4), np.round(moran_bv.p_sim, 4)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.3427)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(3407)\n", "lees_l_estimator = esda.lee.Spatial_Pearson(connectivity=spatial_weights.to_sparse(), permutations=100)\n", "lees_l_estimator.fit(\n", " img_data[:, :, channels.index(\"cjun\")].reshape(-1, 1),\n", " img_data[:, :, channels.index(\"Vimentin\")].reshape(-1, 1),\n", ")\n", "np.round(lees_l_estimator.association_[0, 1], 4)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }