From 082a963ca73be79ed704905ff42cfbb4a89db494 Mon Sep 17 00:00:00 2001 From: Niharika Karnik Date: Fri, 7 Jul 2023 15:40:48 -0600 Subject: [PATCH] Adding the cost_constrained_qr.ipynb --- examples/cost_constrained_qr.ipynb | 370 ++++++++++++++++++++++++ examples/spatially_constrained_qr.ipynb | 10 - 2 files changed, 370 insertions(+), 10 deletions(-) create mode 100644 examples/cost_constrained_qr.ipynb diff --git a/examples/cost_constrained_qr.ipynb b/examples/cost_constrained_qr.ipynb new file mode 100644 index 0000000..e1156d1 --- /dev/null +++ b/examples/cost_constrained_qr.ipynb @@ -0,0 +1,370 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Cost-constrained QR (CCQR)\n", + "This notebook explores the `PySensors` cost-constrained QR `CCQR` optimizer for cost-constrained sparse sensor placement (for reconstruction).\n", + "\n", + "Suppose we are interested in reconstructing a field based on a limited set of measurements.\n", + "Examples:\n", + "* Fluid flows (estimating the drag on an airplane wing with pressure sensors on different parts of the wing)\n", + "* Atmospheric dynamics (approximating the concentrations of different molecules based on measurements taken at only a few locations)\n", + "* Sea-surface temperature (predicting the temperature at any point on the ocean based on the temperatures measured at various other points on the ocean)\n", + "\n", + "In other notebooks we have shown how one can use the `SSPOR` class to pick optimal locations in which to place sensors to accomplish this task. But so far we have treated all sensor locations as being equally viable. What happens when some sensor locations are more expensive than others? For example, it might be ten times as costly to place and maintain a buoy measuring the sea-surface temperature in the middle of the Atlantic compared to one close to the coast.\n", + "\n", + "The cost-constrained QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `CCQR` and in this notebook we'll demonstrate its use on a toy problem.\n", + "\n", + "See the following reference for more information ([link](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8579238))\n", + "\n", + " Clark, Emily, et al. \"Greedy sensor placement with cost constraints.\" IEEE Sensors Journal 19.7 (2018): 2642-2656." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.467243Z", + "start_time": "2020-10-07T16:17:16.153291Z" + } + }, + "outputs": [], + "source": [ + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn import datasets\n", + "\n", + "import pysensors as ps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "We'll consider the Olivetti faces dataset from AT&T. Our goal will be to reconstruct images of faces from a limited set of measurements.\n", + "\n", + "First we've got to load and preprocess the data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.526638Z", + "start_time": "2020-10-07T16:17:17.469713Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "400 4096\n" + ] + } + ], + "source": [ + "faces = datasets.fetch_olivetti_faces(shuffle=True, random_state=99)\n", + "X = faces.data\n", + "\n", + "n_samples, n_features = X.shape\n", + "print(n_samples, n_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.543405Z", + "start_time": "2020-10-07T16:17:17.531550Z" + } + }, + "outputs": [], + "source": [ + "# Global centering\n", + "X = X - X.mean(axis=0)\n", + "\n", + "# Local centering\n", + "X -= X.mean(axis=1).reshape(n_samples, -1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.552697Z", + "start_time": "2020-10-07T16:17:17.546032Z" + } + }, + "outputs": [], + "source": [ + "# From https://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html\n", + "n_row, n_col = 2, 3\n", + "n_components = n_row * n_col\n", + "image_shape = (64, 64)\n", + "\n", + "def plot_gallery(title, images, n_col=n_col, n_row=n_row, cmap=plt.cm.gray):\n", + " plt.figure(figsize=(2. * n_col, 2.26 * n_row))\n", + " plt.suptitle(title, size=16)\n", + " for i, comp in enumerate(images):\n", + " plt.subplot(n_row, n_col, i + 1)\n", + " vmax = max(comp.max(), -comp.min())\n", + " plt.imshow(comp.reshape(image_shape), cmap=cmap,\n", + " interpolation='nearest',\n", + " vmin=-vmax, vmax=vmax)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + " plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.805297Z", + "start_time": "2020-10-07T16:17:17.554709Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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w2aylzq3vZa+z91Sd+5GKdk2z4nPc926erI3xHvH61+ta21BZV/e5O/a4Z2T9fNyzsFNbw+5sknjGM/arJfGMqe8YtDSM/fz586v7ZzK5iYmJiYlTixMxuc1mk4sXLx7q6ztjrxkVb1hLDdaVu516riXSjvlwPSTE4yTD7hhLvF37vrYlm06CGzlBrDnnWNpDeuF7xomkw++1DyMJtZtHn+NxvOIVr0iSvOc97zn87t57d+tnXq4zR+fYYBY0kjzr9153swmvT7d3LsfxaATaN8uo8+A+jAzy/r224z7aFlmvMbLT+Hr8rZK17VJmKJ7v2gcAe8ZpCWm93vOcc+211ybZ36Oj+T979myuv/761fUZ3f+dPfU4jO7POsdmOLYtga7PZmPMC32tbVRNR21v5BhUj/e9wHqYFdZ7YqR1sk2we4bwf55F1j50WjzO4Tc+X3/99Un2bbXJUTue+/rwww9PJjcxMTEx8cTEfMlNTExMTJxanIjLnzlzJk9+8pMPqaSpa7Kl7VBkaC7fd7E0IxXg5cSzjVzqraaoKjvTdKuT1mL4OnVkvd5aTMpx8SpVTeHr8dkOO6gGOiP8qE927a2/ef74jLPRy1/+8sNzUH9wLK7jIzz22GM7KsdOvUlIAmuGWziqmG6eMFx7fqySW1NFd84phvfgSDXYOY/YED9Sz9f9SL+tOvM5XZ8d5sIxzCNrUPuB+tvXsZt9nWeug8qJc4mt5Hv2S+0La723t7fqNPakJz3pcB9wbg0/sWqO+WdfdGpkq+T8zBitW8VILd5d7zjVc7cvRqEiVu+5z911mH+74Nc+jp5vfq6vhd2wN/zMZy2qaYX9baczjr3llluSbEMKarv8Pc40NZncxMTExMSpxYmYHAZg3rJIfZ2LNZKG3Vg7V1RLw7RvaaVjaTaAjty0O/df98l969jm5WYEWHM8sGNF5yBipuBgXLtGdyDEg/lccwqhPTuymAG98pWvPDznZ3/2Z5PsB2Mm+26+ayEEly5d2gnA7xg2Qb/M+f3333/YhjHKvmN35S7QegTO6aTlUbKBtUwhZkze76PwgHrOKPyk027A1OwsYGbcOX8hhTOfgOszN3XdPOcwerPPeo4Z+NmzZ1f3cr0XCfyuThZmCcw5bK9zRLGzkkNtzKK7MZt9jwL/6/9HYQ1rmU6OW/duf9gpydoO/tZ5HzFGjjEz7hJYVKaWbPdS91xlr1SWX/v2zGc+M8nWASVJPv7xjx8557777lsNWp9MbmJiYmLi1OJETO7KK6/MjTfeuCNFVOlhxNh46yIZ1OA+pAHe3tZzI41VqQFwHVyRHTxJWx37G4UmjGx1ya5UahsAfa3SkQOgLYl2rIbrIBWhPzcbsLRZr8116CPMDumozgntuE9260dHnmwZF+O69tprV6XxzWYzDKKuIBDUkiifqwTP/21L4hy+J+wFe3Kyy1a8Z9Zsc6MEBV0uw8tpb/T76H5i3F3wOb/5nvPe7ezj9NW5JS2F1zWwDR2maOm6y1nooP0OaAG8NysTpb9cm3Rh3APcP3V/cj88/elPb/tiBlTXlPZGgdzdfTAKZ+mYLvA94GfWmu8Be59zHYa0FmbBfKJFAXx2oonaJ37jnqPPPC+YuyR52tOelmS7V31f8TvPhGQbuuR9PcJkchMTExMTpxYntsk99alPPZQQ+FtTsvBW5bdf//VfT7IN5uPY+jY3C3LmaaSzzpONtzlSCizFAZbPec5zDs+xLcR2m84L0nYNpBX6ahtABeeawZnl1iBnrg3bMHPkr21nyVhvzmfmE1takp1UbaOqEXjDJcmXfdmXJUk++clPJjlZRnSPs47FkiUSIb/XZK1O9MwcMqdenyphOxk1WEvYa3vqyHO1SpfHzYs91eo+YBzsGTO4jgGZxXJ9xslad4H/tuPZ663zUvUarNllgb30jsPe3t7hdT796U8nSX7lV37l8Hc8OekD9xr9hcFX24+TkjNG2AN95DP7MNnOO88x26GYAzRMya5NzvbCLs0WGCWEdzB61ZBxPeZt5AXd2Q2dds/3E89Xnhf1XO9JnhlON9jBmgTWpj6/P/CBDxw5Zy2RQDKZ3MTExMTEKcaJ4+TOnTuX3/iN30iylSIqK+ONf8899yTZlRqQcOrb3HFbSCtIJWtlTZAoHKvjBNEVSGRIcvbMsz2i9htYd2w7QZUsHCfUebUlPbu1zt9lcjrpCanSZWc4F+mr2lWIQ0HKv/XWW4/0jfHXc171qlclSe66664k+/M4sjthj3MquC6RsSVoPKsYT5f2CHbKHJth2WZTr4O0iMQ5Km9S2+Ecp11yLFo9fxSH5barNI4GBGbCMWYStW3WFxaBdoPP9rqtWgDb4OgL1++8o21rwm6D7aRLPeZ+H5fc+9KlS4fPlPe///1Jtl52yW5sHv1k7F15HtvguC9/7dd+Lcku+6+aD/YK1yGROYyjY3gc673DX7Pm2gdgrQx7lDYoV1XHjC2MY1gX28FqH/2ctm2YtliTZLuWPEPsE8D+q4yY9QJoh+yxW5kcz2v25qVLlyaTm5iYmJh4YuLECZofe+yxHQmw2kg+9KEPJdlKB5YezS6S3Qh8zkX3bltWZUJ8Z6Zju0oXZ4NEgdRCHzvJe5Sg1LEm9n6r89QxkaQvb+KYQM6lj5bWq268i39Jdj3MKuvCPkApHf6S4aSzF912221JtlLtPffcs1q+5uLFiy1LBvYYQwK13bFLKGtbJeMx86h7FcbhGCvv77peHh9zPapM3Z0zStD8wAMPJDmajBZNiJkczIE5qrYf+o/XIOtjRt8VzXSmG/aMM1N09mPWhf3sDDVV2+B9fe7cuVUtwGOPPXYk60WSfOVXfuXh/12wlT5hi1vz0PY9a8/BtQKizC1tsIbcj/VZxTG+d13EtoK+8Juvx76wn0SdC+YA5sO6sx/qs4p5Yl3YS6OMVdVbmXO5jjUzXTYde0jiw/GiF73oSD9qwV2uCYtcK/+UTCY3MTExMXGKMV9yExMTExOnFicutrTZbHZUNFDM+h1Bw1BLu+lWdWV1uKjH2GDqYNBkS3ftLr0WeGvVInTaxvDaR9QhDqy0az19rq7K/B9VhtOhdUlvUWXQHn/tcNCpQB1qwXVQk3SJWTHQMzeEBaC2ZD2raoAAzVprbi29zrIsO+tSVbSoROjncc4+9RyrCztHmeSoOsdJZ1Ffj2oi1mOttu6ONUaVoelTt78dKsDasV7Pfe5zjxzn/yfb/TeqBVaPp33vTQcur91fqPlw1CAwuzNRVFXxqM1Lly7lN3/zNw/7wl6sqZ6Ax8a8oZqu96XXjGeJ3ec79b/NIfxFRUxb1cmCOeXeZl4c7lT3UHWUqv0fJQmoamuuzXhQI1vlWcflxBF+1vPXz59kq66kXdTuVlPW+xonFeCQH/pa1cw4oXzwgx887NN0PJmYmJiYeELixExub2/v8M2PYbNKyzA3pHzcwJ3YtSvvMEpGbLf5KnnYOGzJvXOyQPqwQ4jb6q5jWNLmXFhbsnV1dtCsJanOocJMzqVjbBiucOovjuVvx4hvuummJFspkDVGEq6SKecQSvDGN75xpw+1L2fPnt1x165zbBd+5slsqRro7WDisiJOslylZPqCtIzkyTFeU/e3YpSCLBmXUulcxuvxya4zDNI4TK5z6WefVRdrjyPpHULsaOJkvuBykpfXqt+Gk7FfffXVwxCCvb29XLhw4ZAl0be657kW82NHKc5dKy/lzw7A5h6sx9iJoyZLqONLdoOymVP63qWpoj1+8z3hZ1UXssC9wL27pk3henbh7+69OqYKB8I7CLzuVfaGE4PThlODJVvtRX0frCVcmExuYmJiYuLU4kRMblmWXHnllTtldF7wghccHmM3dRe462B9qgN7nbKpe2s73RboypjA9qqUVY/tGKOlertHu62q+yd43oHxZodVSkIKd4ouBxQjuVXpzMHztIFk5QS0tb9IZrYJsiY1bRnzg478y7/8y/O+970vHVxqx+y9fsc8wB4dJlJd7J3mymWgzORq/13Sh8BU+ohUW9N+mdmYVThYt/bJNjfv+67MjW3YDjfpkhX7OycpNpvuih47cYDDOTr7lNmNNTBdIvd67Jo0vizLoY3PAfn12k5KzBi7dWE92BNmnLb3V3d5a31gHLTB3qlj8jMEdumQi6qN4hw0Q0487XHW6zlZfE0ykPTB2RzDuaOSQtYW1N+A18nssGvfTJxxVVsjttiaVH7NFj6Z3MTExMTEqcXnxeSQ7rC7Jdu3NpKGPZc6Dzl7CsEqOinV57rUyKiMzloaMTNTpIkqcdieYv29r1NtcjASl4G3Z2SXeJpz7QHq0u+d3cjjRDpDOu8S85r53nzzzUfar5JbLXiZJLfffnt+9Ed/NGtw0H6F0yxZC8D81D54XznJ85r9qytxlOx6v9b9htRrRsW62GbSXXt0XSflru2PSi45eXk3DkvwaBScVLj20cyI+xk2U21Ptg/Z5mTW2WGNyZ09ezbXXnvtToq2qi3xmjmBhG31tR0nhre2hHNrSjDff9iJvMY1SQNshHF0iTE8Lj+LSJCBnR+tBgyvs5WyVvxlDzOuqhlxX91Ha4nqc5X5cSq4Nbslc+3k4X7e1DkiMJxz7rvvvsnkJiYmJiaemHhcTM6xC/Uta2kMKcnsrLIkMxrbT5Cwnve85yU5Knk4JZeLOjrhbEXHaOrnLm7HsU6WUtdSACEFm312TM72Kex6SGHMDW1WewdSmCUnzoUd1vE5dgeJkfZh7bWIopnWS1/60pYdgEuXLg09Cis8744VqnPL/7kue4TxOAat8ySEkTotlT3a6rHsX/aQ7Q1VGh8VIPUYzAorbPMdJQZPtnvFbMMFMJmbTgvge8NlYepeddyVvRO7+8nljfb29oaxTi7x1ZUXYo8g+XMsGpUuntS2d/YQY+dc9n61XVljxX3je6vGgTkOlz3JXHQekrb5Ork6z0L6WouL2iZGu37e1HE55Rj7ylobgF0x2e4NYmzZh9YOVXbLXLCH7NPRaf7sZXvhwoUZJzcxMTEx8cTEiRM07+3t7ehRq3RkfTkeay6wWiUCpCHKRNgb7c4770yytQ9VGwN9QCdOmQyXXOniliyVm5VVfbMlWCQHe2/RZo2pQfKwpyRS36j0Tu0340IfjeRmxlr7SMwbc0+f8U4im0mylQDpI1IY10Gyqwyca7Mez372s4fxhEYneTnmC+mO/dF5A3IMe+P2228/0objFmv/XvjCFyZJ3vve9ybZLYSL9F/tOY7z9LrbJly/sy3Odt2uWK89E71XmPvK0tjHJNe2tzLSMhJ8tTWRvci2Ld8j9Rx7mnptOwne9rs1m9yZM2dyzTXXHK5pFxvIGG2HpJ9m6XWMZqloMbBdMo8/8zM/c3guyaHx+ESDQJv4KXT73B7azFv1IAS+FzjG/gQdu+UZxL3tNWQf1DnhHmAOnOGEcVFeq2pkiN1knWGOztJSxzkqd2aP3aq94Vj69PDDD0+b3MTExMTEExOPK+OJMxzUtyxSEUzAnoWdlxPSAdIw5yCBIA3dfffdSY7quZFwYC0wHiQ53vpVesDOZJ28paPaVzM520QcN1OL/Fm6dJ7NLiOF7VK2KTkTQB0f0hjjZD4/9rGPHflcz6FPzAWfkewdJ1XH3sUidjhz5kyrYwdIgLY3cm3mr8vxCStDoqYMhzNQVPsa7bDPLMHbblSPQYK3dyv7oNrV7OXqODLQ5V118UqzQe6zGqsKq6UPrLtj3F784hcnyZESNm6f9Ucad7xeHV8X+1b/Vq9Fs4q1vXPmzJk86UlPOlw7e07W/rFvWX9sVjxjqid49QpOtpl77rjjjiTJ2972tiTJL/3SLx0Ze7KdH5439In1eP3rX5/kqD2Z63H/ce/am9Ofk+18OZOUz6n3BhobnhX0hetWWxxwvBrtMa9o1bgP6v3Fdzw/8QAl1yj3ZndfOSOR90dX2JXvrrvuuh0P4iNtD3+ZmJiYmJj4Esd8yU1MTExMnFp8Xo4n0MaqAoK2OxgbaolKqtJt/o8K6CMf+UiSLe19zWtek2TrXFLdqa22sboISl5VDZzvSuR2ia+OJ67UDVCZuKJyVQXeeuutSbaOHqhQmKPO7Z6xo4ZxSbZXBcAAACAASURBVA+of1dqxS7rGIRR+3UV3b1OdvpAhcf16thraqGRKy/Vnf17V2rH6i2nP6r9tlEdRye7zaN2qXsV9TdrhnqH71HVVdUj60o7rJOD0LvURd4jl/O7K0Oz3+0yzr1T+8g5rB33HuN6//vfH6M6h9Trs2edzq6eY5Ut62jX+XrscSpuroXzSbJd2xqmwbwwVtzYmSf2TpdujecPbTgdGb9XE4TLMjGnhBKg4qzVyx1U7kTpa27w7jPmGavuukBrMHLO6MKPbLJxW11YBe1wf7JnOBeVeq3yPSqnZSemqprmHO7tl770pXnPe97Tji2ZTG5iYmJi4hTjxEzu4sWLO0GF1VDOW9uGXo7lc+dGytsalsKb2kmIqzSGRG3J2gVCK/szU0CSsqt9V4jUDihOW0bb1RnHDApWgaHWgfJ1jHbywcCKxIYxuYYs0Ae7KHNdmF1lkIydOUfytSRV+2gp8tFHHz2WyXlcHZt0CRLWkmMx9tc+MP/33ntvku16Mz+Mte47zmVOYUMwR7QD1W2fuWXNzJq7BAJmyb5vHCzdlVyiDzAGxtOxcvrkYp8cwzmwjhpA7ABuruOk3pWpck97/UDnXDJKh9eB5N4u61L74ODr5z//+Um29wUsvQtepvjmu971riTb+5L7hLYqy6W/dnB75StfmWTLVuqzykWTrV3oSju5iKgTqDNewq/q/ek5pY+M24Hy3bjoG+e6mGp9hlgDxrwx54yrJrrmOca4nGC7K8/j8lo333zz4Rp2mExuYmJiYuLU4sQhBMm4yGD9v4OCR6Uakt1ATtt67DJcJR0nTEbScHmZCiRKswDbhOq4rDf32O16XaUol59Hn85npKZqY2CsDuQFSOG2SSa7+mzbi5wKrR7bSVv13I7JXa5N7vz58zusps6TExQ7bZyZSMVa+q5kt9xMHQtjw55jd+3aRxeR9H5wKq3Rd8muRqFLXu2wCo+dtrFF1r4hJePC/YEPfCDJbhKEmkzczIr9B1tjLSojcqHV0T1S7ydrAS4H3lu1PfrFPMHK+R5G55CS2geHwnhN6z3WhTEkuwkf6tw6QbsD7s286zF+HtCnF73oRUl2QxmS7ZqxN5xwvPMfGO1V2vVzrvaVZxT3L39h0d2zmOs4IN+ao/rc4Tfae/rTn96GXYDJ5CYmJiYmTi0+LybX6Uu7BK71WKSKTj/vAGuzB0sgyVZS818Xbe0kxlFBVydhrt/RB7dn6bXOCe27iCl6e3vs1XNgKC7s6GKhta9856S0Tq9TpVDbU5Dc6JtLvNT/V2lrzUMM20o9p86Tg2Od0NgpmpLdskX2QgT83vXPCXKdHLu25bRdZqROKOAx1jZ8vc4mx/8d/GtPvbqHYfkuU4KNyQVEO5ujS6ugfegKbZqJeo47e6VtvTV5t7HZbPLoo4/uaIGqNshJEtjrtG+P2TpGMzfbymxLq+c4HRXX557r5pa/lXXVz9V/YHQPoHVA44JtrjJ9a2esyenYpvvoIsG02RWhdWIMFxJm79TnDseMmJv9JZLtviaZwdOe9rT1ZALDXyYmJiYmJr7EceJSO1Ua4y1cJTczOD7bO6vCEvwo1U+XHsh6bJdNR0LoJHinpbJNoUvQ7CSxlpa6JLuW8j0ex+tV0J5j6Tyu2lcXq/TfLtnvSJodSeVJL7Gt2eSIs6ztVgnNtiJ7WHVljJC2HduERG0bU00p5L3J/DjtWrXv2ebqIplrtsaRjcoMv8LMimOsTbkc2xb2KO+HOp+258EQ6EdnVxkVf7UHcoUZ8XGeuRcuXNiZ+8oIfE1smY6pggHVdqxVcJwf61/3Dv93Ym5sfy4AnOymqLJmZS1e1vGSLhKLV2e1GzqZePf8rL/X9kfFZv387pgjtmyYFhor1qQyWHuC+3nWpYOsCeGT/edn59UMJpObmJiYmDi1OLFN7jgPKdszLLWaMXS/jf5al5zsej3azoAE0Hk7msHZJlL7SHuWZDwHnU3O9gfGYam8ziPX4+/Is2ytGKSlG4+rtun+e03MWLr2ukKxFTW5d6cFgNGasSF5IiXX61gatn3NGUi6TCQeo8vZdPsNWOKkre4c7x1rPdYSGXvP2N5RJV2Py/ZWM5TqZUsfHR/nfV77bi3HqFjqmpfq2t7Z29vLhQsXdmyZdS1HdnvHr1bvSttcR/OzpkEazXWXhNvPARiNx1M9gG2TN6NjvHi7Vq9oPC5H62EtSB2XvZNHz/U6n+wj7lPH1HX2Yxfudam2TuvEb1z7qquuGpZpSiaTm5iYmJg4xZgvuYmJiYmJU4vHpa50Da0ODvpdC/4cpT2yIXjNqG+1qGlvdc8fpWAaqa+Sscpp1I8uoNPu8x5vDfgeBcZD21FbdcZqYNWJVTlVReQgY9N/qzzqmGvfjnOAsGNOpypxG5zTBfTiUGD1HZ/X1Lq+zmivVueY0fq7rXqc91sXClOvW2E1K+oorse4OhWQ75dRhfLaD9cPGzmBdfPAXvUeXXPvruaLtfCTvb294b7g/GTXXd6B3l3V9VHIEn1zmEo91uEunuOqZrNK1upxV2Gv5zhtoVP2scY1RRtjJUSAvo7Sr1XYpOFzee5UVbeTODh131oKN559NtN0JgSO/bIv+7Ik+2kgV5+Dw18mJiYmJia+xPG4gsEtCXYBwpZSu+TKhqUuYIN2V7HbksZasKzd/deqVRuWfi3JWaLsfvM4+EyS1WQ3iauTCTvAskpldoE2M3HC5gqz2y5EwcdWie24ciGWDOta25XeIQ9dOAX/t7PIKJF2hRmuHZJs5K/t2bHAc9w5Ho0SCLjPa8cwN7j2s0+qFsAJAkZORKA6VIzCTtyfztA/Yv+g7q3j5qJib28vDz/88E6IRffcYR78LOmCl/1McgKJUQLt7twR86jnOFia+XLihcr4aAcm54TNZsld2RwzK4cJdWVsnPTCjjagOskQttOx5tpm/d6Jzh1K0DmekNqMBNC33HJLG34DJpObmJiYmDi1eFxMzsyqsz+MUvx08LGWfG3DqjYSvnMaIrugdgUbzVrWbI22p9ml22OpenWnD7NrMudQ4iPZFn0knRP6bl+fc2s/Rrpx2yu71GqWxn29KoHTfmWzo/VeliVXXHHFzvrUEkGWPEe2nC4gHdvA5YYz1HYstY6SLidbe6DDP7wea2EuXcKA7rq1HY+HOUeS7mybtgUfZ4Oux6wlN/D4fI6TKnT3lc9Z06Isy9IWSu7CZpgPp8EC3Vj5zkmwzVq69IWeJ5gI+7v225qJOr6kT0DuObTGguuxL+te5ZnopNQOq6njcojAyNfAdsxk1z480mB1STYczuH7GNt77QPX/vSnP716v08mNzExMTFxavG4mNxasmLr2u056e9re7b72PbH277aHxxg6eBppJhOihwVPu30z51u2MfUz/V72wksKXYFREnPg2cUTMXBzl26KtbF3m2279X57vTlPqa2kezaGK688sphUCZMjjF2wblmuPYC7RjJyI5rm59tJrV922RGpVe6Po6SSdfrrLHbDmv2vFGAf12XUXLykXfi5dwbtnF2bHPExrpzRmymw5kzZ3Lu3LnVFFOcz31gT8XOo9XPMe+7kVYj2WVlbr+bE9vA7flrz1DPQbKbiJ5xkni6zhFaIJ4daEqcmLr20SW9rG3y3urKXoERg+s0cR3Lq99XRo49mjl54IEHVjUBk8lNTExMTJxaPK44uTUJx7FtIym206Fa0jSD421eC0QiFYzSOXUS8MjWZ/1zZUejooV8tv2ojoVj7FWJhNXZXZDukKxILIs05rLxVYKjnZOUAXHpnpH3WyeZVrvnmkRej2V/1Dk2ixh5ha21a7tjV8TW1xvBqcLq/72/12KARh6etkutpYIaJXleS5Pn9kc2xwozEjM5l2tJdu9l29nWPDKrHW9t75w9e3bVG9rPCsePdfZdzmdNPU8jL8FuLD63e/7Z3uTk2yObXf2Ne84Fb3kOVNsV2iDmgITJPDscB9j1wX2x3bXTyJn1+9nJ3+56owTu9ZzbbrvtyHdrBVOTyeQmJiYmJk4xTlxq54orrhgmKa4Yld9Yi0kbJTnmbf6Zz3wmSXLPPfccnoNEgTTkjAMwodqfWiSwnmsvqyrBE5/GuaM4Eh+fbItYwkC53vOe97wj51Rm5fEgteB1SQFMmF1lEJYYbWPEA61KQI5PGSWtraVK7LVVpW2DjBa0Tx+65MBOBmspubOVjjwi7S3WMfrRObbr1v+PbHFrGHmsjUow1WP82Yy7i8s0U72cTCs+xuy6Y79eH++/zpv5OFujcenSpVWmN/JUdaabelwXy5aMtRnuT7LrqegYy3o9ex1y78Kk+Nv5ONAnvJGdRYTrV3uXY+voC4yOtur+c0zgKG7O+z/Z9ZkYrWm3D3z/OP6w0xbSl2uvvXYWTZ2YmJiYeGJivuQmJiYmJk4tHlcIgdG55R6XymhNvWOXcYypd911V5Kj1W9vvfXWJLvGY6s2qvoQlR8qQZKaQvmdBDXZUn/UhiMXaFfuTbbqSvqNio5ku53Ky4l5b7jhhiTJ+9///iTJvffem2Q7v1YdJlvVA9ezi3RH8e2wAVy1u16bc9aSpPocB1UnY/dl0IU5jJIP2KmoU684vMBjR6Xa1cwaVVceBU/X38DlpFCzet8pz9bUiFaZja7XqeWsJhulL6v/H4XkOEC7okvvNoLntAvt4D4fOZN19RA9DqtQ18bs+8QOMGvhAJ2jUe1rsrvuXJfPhAnwuc4Rc4GJ4WMf+9iR6z33uc9NcnR/45xmBz7PQVeR3vvNakWuU8+xOWkULtalnqu1FNf2z2RyExMTExOnFidicpvNpnX9Xyu/cjkG+VEyThw1YHAkMEYCSbbOG2YybrP+jtMGEgEMxKygc+aAodFHzoVJOii9XhtDL8c++9nPPjLODvSRyr/Pec5zkiQf//jHk/TS4EhC9PeVlTF2pG5Lqk6fVY9xQtsR6l4goHNNAhuVwunc9H0Nu453YRouJ4MjABIw7KCyTQfYm+G4TEv9zqzCEr2Pr+Ng7GgUnJi7C7Q+rrRPB7P8EZvpngM+d1TuprZbNS+j/u3t7eWRRx7ZcajpHCYcejNyLqrnAD+r1sonjViwmRfMqB7rBA6jkJmufT5zH8Lkusrg7OOf+7mfS7J9zrhiOFqi2u4oiYKds+o+cLJlJ83utHhOLcfz0yWG6nMHxxnOvffee2dar4mJiYmJJyZOzOQuXry4k46qSpGjgMY1l2FLhwR933333Um2TA4p7YUvfOHhuZ0bbG3LqbqSLZMz2xylv6r/5zenDTJzrCzJBQb5DGsiLKFKlqMwDcpL2M5Xxz+SiG0b6aSfkTTrkIJ6nZpabRSwjRYAyZN2ajHbkdTqhLzd3ulsLsku66vXQ8JEkmUv2Z5S19IBtGYrnU1uVJDWkrvtLfU71gWbMBIvTKGzh66tRW27S3Vm27bnt0vUPSqts5Y+bGQvdH9r8m9rF5LddHse+5rGwD4AtiV1Jb5gYQ7PcXHb7hniZwl/0fjUc8yonMTZBV3R9CT7JWiS5H3ve1+SXUaFra6zd9k2B7h/HKxd++jQL7OzLh2b15/rcE7d33zHs+/tb3/7kWBxYzK5iYmJiYlTi88rQXOXfHmUBNaf63G82ZE0KDlz5513Jtm+1V/5ylcmOVrifVQ2xxJ2leABUpDtbV26G9usrPN3YGkNJB8lU3aC1mo3pC+WfhjXzTffnCT54Ac/mGTrbVnbo/+WRD3u7ljPXyeFWRp/5JFH1r2czpw5ZHKgMi3r7Eef15IPjAKTWYOa9sjz4et0ybYtObusjW1C9dpu196unRagY8vJNiEvGoU6r0i9lpIvx7MZjJjQWqqr49KWdaxmlAzZuHTp0o4dqN7zDoZmjs3su+Bl5pT+j+7tOj7aRzvT2WI9Zn/nIsA8W7p7AqbCs5F9jN2NttDw1O+YG56b9Jm5qsk1sNthM0e74eLEXWpAszz6ZgbZaZBs6+Ncrlvvp7e97W1H+nrnnXe2z3cwmdzExMTExKnFidN6nT17dkfa71KujOLIfFyylaSQQrDBIa2iW37BC16Q5CjDMoOyx5oT9ia79hN/75Ie9TvOqV5TyVaCdymM+huw9AqzqwwVCR2JzXpuvOuYkw996EOH5zKPSPfWn7vAbNcnoytUaZvLxYsXh3YgUsLR784GM/LMHZXAWTvHa4k0WyVCjxlpcJTuqX5nz1zbb7oExo49sx3ZiXsrHE9EW04YXvvk2MYuVvA4jBhcl67KMYlribVtK68p3wzsub6Xu7JPtvm7yGedJ8dFOhmwPXVhWsl2jtnPHIudiPu3rqW9uHmGsD58rqnz0NDgTf3hD384yZbFME6eE5/4xCd2rvea17zmSF/oI2kS6zlcG8YIo8Oj3Zq4+gwxM/beZH7rvWGvTcfL4T/xjne84/AcbIzgzJkzs9TOxMTExMQTEydicnt7e7lw4cKOBFwlKicO9bFdUUnOsdSCjQq2UiPcfa4902znq9czs+JYvu8ynpjJOdMAUhLSXpX6Rol5zSgrO3QpeXsb0Rbsj9iRJPnoRz+aZCuVIQ35ul0iYL6DXVpyXyuwuZag+cyZM7n66qsPpcvqlWU4OesayxyVkTG76Ao2wjhsD1hLQD6yCzoDSe2rY+psK/G467numzNAcE5NOs7/rVUws+uYqu+xkQamjt/7exR/Vr93IvXjim9Wm1wXgwtrMHs0w+u8eWmXNjjGz7dq9+Sewr7lROq/+Iu/uNNHPC65LvcsbJB1qwVCYWzO5ML3aLu6RPHf+Z3feeQ6PE/xWmfcNYMUfYDlcV36xBgcg1n7wDkuR+b7uZ7Dsfxlf7NnK9vkfOyF9VnbYTK5iYmJiYlTixPHyV24cGFHIu1ip4DjyDrvO6QE3tZIX8TDwSrs/VjBb/aucnmL2geOcaFFM7p6LL8h0ViK6OLJbDcaedfVuUOCQcpDgkfKtDcRuvN6HebzJS95SZItU3T5kdonrsucszbVDupxrdmSwLIsueqqq1bXhWtYG7A2T7X92p6LV9JmlZItfcNeOIa1RWJMdqV8lzrpvIc5xmWLRkyy2jnoC9Kxi80y3upVhxTOnmEcZnS2ESW73oKj3Imdh5zj5bx+dU5GdskO+AL4GdJpA0ZaE8fR1fNZf+xanMM9zl/YW7LdE2aO3K/MI/4Fdcz0H40V59jOmux6U5OthL7byxf/hWQbM8e42Gf0nWdGnRvG7tJe7CmyNGGjq88/axVGuUzr9WyDA8QDu7RZcjT7SbK/N9fiLCeTm5iYmJg4tZgvuYmJiYmJU4sTB4OfOXNm1V3a5WqsYupoJUZUHE9QC/DXgbBdGhoAjcfI6kDc2hdTfaPSaju2kBCVz/TNaXeS3XniNwedd6pcV9C2A0rn7o4qATUFKg5UHpcT5DxK5tyl5KnOHiM38DNnzuTJT37yjsG6qji5Bqo5+uRkyxWjtFB2iukcTwDzY3dszkGdVPvA/LPunqc6D04S7ZRmVrVXVTTqSvYGa+v1r3uH73BKsMPGWjJbrre2Tr6eg9hHQeedM47VzB2WZcnVV1+9o9atfRoFovv3qq4m4buTNKDOc8quqiZzKj72DCpinDlq8nWORf3JdZ0wufbR7eNMxj5wesGahAJVqVWbjMNq6/p/nr1cH2cVxkWbN9544865NvfQhhNcJNu9bsc9rk9psfqs8vPzuEQCk8lNTExMTJxanJjJLcsyTKSb7LIiu3Y7wXGyK3FiMHVqqTXHhlFBxS7w24mYHdDZuSi7/3bEMGNdKwdjN9m1BLYucYMkxzkO8K79JvSCkILf8Tt+R5KtpNoVaTW7xABtp5zaB3576KGHVoPBr7rqqp1g6s7xgHaRiu3UsZYeauS+3oUHcG2kZMbq4OAqHTuwnnWxW36X7MCB1XzvUkV1r+K2jvTfOQ3VftRjaR+nAeB74jj3/do3f58cn0LLjlbdMauOAwfhJ97rHfvzfnAoUQ0kZk84HAh2gUah01i5iLLd5nHYqKEdPOcoD+YwkK4QKdfhXDuE8ezi3Br2RFpEJ77n+sxjdXSxo5PLUME6mcc6vptuuinJ1sGNvjjdV1fCjD3IWnBd+lH3B+tUtU9rbG4yuYmJiYmJU4sTM7m9vb1V1mKW5ODRLsEr7IRjkUSdiNU68vqbU3HZRtbZLGxPcd+qpGh2R7ujoOMukbEZsKXyKgk7mNUSryXsaj/kOzNU2wu7FF0OIbDtoQuNqMxrlKDZBXe7tRwlf4VpYWet54zCF8wuugTTtAcLgvGwH7EPVNbOdbDJsodowy7YydYu45RTtg3j0l2ZI7aJUQJyJ32u/UWihsUwj26rS0Tue9zMqCuUbJdxvqf9Lgh4lGC9Ai1AnZekt6+aTcIiSIdFQvNky2hYb9+7DoGoSdC5DumvOIc5NntOtuzOhW/Z59i9qg2YPcFYmVOug9aLPta0dU6EwXXZs5SYqucwF7ZLE6LCPuOcGiIBCDPws7kLF+C+4V70PQcb7fZbtQFOJjcxMTEx8YTE47LJraU9sr1pVLKj87CBYfBWd6oXJNMq0SElmJ1ZD9wlkUbSwGOIdi1h1fY4B4nDDKLTjZuBWL/Osei76/Wcroc+8XtX2sUB6bYfWkKt/TYjRdLqysDQPu199rOfHXrJLcuSZVl22GTHymjXbLmzWZhhmhW7cGO9HmtIX/gM8zKDrNdxwl8nmO0CeknB5kQCzDGfO89MB96bwdZx2VON67FHqh0lOcqwRjY42/Gq9qZLClHRFS729dY8PrmGvVJre4yNvzAS7imYXN07XJNzWDM/uzrPXP4Pk6MvzK2ZT7LLbFwIF3sUtvR6DH20N6X3X103PxtJDkEbPPfqc4DfaA+bmNPKgfqM9PV4vjkQv3uGsFe511wEtT7DRonNR5hMbmJiYmLi1OLz8q5EEqqS7lpsTNKXS+H/vM1r+Y36u2OTkq3U7Vgn9MJIR931br311iRbZoX++2Uve9mR75Ot1MO5tEtf+R4JrkrL9AUQ+4G9hbY/9rGPHR5Dyh8nnuV6SEmdnQo4jY/TetV57BJnJ7ued9WLkz7QxwceeGDI5Eiya4bQpVvjmi6P06UWG3mZmtHZ5liPtQcr4+LcGuvEd/bIZI6d1inZ7iv+OqmvWW1X6mlUtoZx1nMcd8k+YB9iL3L6tNq+7bZmCl3cqYsD+9jOXntcjBPHnD179rD9zo7HHoF5sE6sMXNeE/36HKc9g4F08V2cY3ur2UxXaNV2Ne4B9l0dlzU3XJd72Uy4FgVmHDzHuD62wU7bxrNhlI6R63ali+gr57hYasf4XTCWPrFH7QGbbJ95VVM103pNTExMTDwhceIEzY8++uhOqffKImwj8tu9i3VC4qBdS1K0j9RcGRasCAb12te+Nsk2uwdecBUwJ7IGICUwHjyWKkNFgnF8CpKIPYhqEVPHI8HyyBZgCbWOnXHZ/mUPysqwnBAVBsE4zSDqd7b5IGGt2cOQMu+7776hbcUFd73mHFP7xZi8l6oNYZTM2ZKo7b21fWeCYJ66pL6WYF3WBrZUk/liE3Mx0VEWkbWCsvZ27GxoLuhq9sexeAvWcdob2p6gjqes39nzkrmCodT9djkMDuzt7eX8+fM78bJVW2L2aHubnyX1fPeFe9xZZaovAOewn7jOqFhr/c5sk3uMe7lqG7x/RzF1MLiqdWD96Tf2Q/rsIsH1N5cs89zbc7aDPdK75449ZrkOz+jOe7prZw2TyU1MTExMnFrMl9zExMTExKnFiSuDf+5zn9uhqFWFBYV0iiQoeVcTDKM9Kr9RgG+nCsQ1GOpNcKKDKAl8TJL3vve9SbbGTVSaOK+gIqx0mGMJ2HRKMNQEXfogVCS0h3szbaG+qCEEzJ/rVNEWfXYanDpm1sXG3a6+l1OoWT3hkIb6f1QL73nPe3bq3FXUNe/qrlklO1JBVdWcnR1cGxCsJU52ZXY7bHQphezyjEoS9Usdl6tsOzjayQe6ebIKc5T0ucJqOAeO0yZqrDpmJyT3/qjPAKvSLicpu/t2OXXlvD+qutLp1EbB81V9yP9ZO6u0SeB8zz33JEle9apXHZ5LjUaHR9hRpN4PNjUwB9zb/K21Ia3q5b53Qmjv/zoOJ10e1XBLdh3daINjbc6oZhLm0SFSoAtDcno/9hfPWzuhJbsJK0YJKMBkchMTExMTpxYnYnIXLlzIRz/60XzFV3xFkt64ainRVbg7aRwJGumEY1zSB6miJneGtXAMjig2sr7iFa84PAfJDAYCG4KNVeMtQDqpTi/JbjVrp9BKdp1vkPp+9Vd/Nclu1e9kK5nRPoHEMFLYLxJO53ZOu8yvmXFlNU6m67IsdgpKtpI0c/3ggw8eK1WZJVVJ0MGyTsTqshzJ1tGD9pBEO1ZUr5Fs99HIecUu5cl2ryBRc4yTEHdzC+xAY6eSrqwIsETdpckzG6ddhy7QVr0e94Sdy0ZMsv7mgHyHhHQMHNTk3YaryjvYPdmyINZ0FGRcK2dzL9NPmAEOaYQSve1tb0uSvP3tbz889+u+7uuSJLfddtuR6wP6itYm2e6d45xuOicyxsEccQztd+EgPCPMvq3p6dLtOazGzwPmqrJOhyTw/OEc2ur2jp18uI+7e9ApATebzUzrNTExMTHxxMSJmNyjjz6aT33qU3nRi16UZPs2r/YA3vi8gR0UabtEMnbHNwvkOi984QsPz8WOhUSDJIcU8fznPz/JUQmnnp/sSu6gS5Vl92yHUXj83Rw4ma9L7iRbVgtTefGLX3zkM3DoQr0OY7bdrtPFM1bPNVJfxzLQmxNc+sxnPnNoW0Ead3sVnhf2F7YEbJh1XWyrYF+5TArrVG0W7B2niXJ6t8rKaY95J9zErvWVvbl8SWcTrX1fY3JeW9tIkrEtznbJLkCepMVOcWU7Wz3He8N961K4daEII2w2m1y8eHHHF6DeY+wd2AvaGNaSkCLsRvX/CyCRtgAAIABJREFUPDvQlvB8417D/vbTP/3Th+eyJ1hbtBpcj3OrLwBs0q71TgxdA7qZM9p3cWParMHSAA2O7WzMEc8Bxl37y9rBdh0qQRsdOg1BshuYn+w+460JYz67Qtm1bNcMBp+YmJiYeELiREzu0qVLuf/++w9tMEhHVSJFKnFyYEugVQpzuilL307Ci00w2UoW73znO5NsJWykf46tZdppz4zRCVm7gFd7i1py78rqWFKzHc2lNuoxr3nNa5Js7QMAVmC7R7KdW6ShrtRJ7U/9v/XnSHK25yRb77Na3HRNN06S5m7sya6Nis+sJdfBbpRsWRh7iGPtuejCkXXMSMlOU+e9W8+HxXIurM925GQrjZrB0ZbtrtW+ai822+Rs00jGyXSdfKDzdLa073vSttsKew8yLgfd1/Ord+wo0e7e3l4efPDBnWQG1XuPfWAbKfuC+6MyK8bCWnKfsv72Tvy2b/u2w3O99x2MjXaj7jfaQ5Nk5s7fek84qbZT8nEsfceemGz3hNfSNtTKbnmuucyV55Xj1jy0gfdBFyDPWjB/9K0ryeU9ee7cuWmTm5iYmJh4YuLEab02m81hHBkSQFcGgTcrEhbHdAlebduzjcSeUlWC+4Zv+IYkW0kGRoeNBm+qNSnS0rEZZLKb7siSjZPUVsliVHCVeWROsIckW0aC9xZSvr04O+ZgidA2wa4MvW1xjt2CyVVvMaTL6i14uema7GVZ/+9E3XxmTWt8FP1hL8KoONYJhrviuVwHDYXZYVeeBwn9pS99aZLtGsIKKovCA40+skc+8IEPJEluuummJNs1r+NDkqYNJHiYBPuweuYSK0ofPH8wis4zk7E6FsnzV/eb97y1NZ2t0ees7Z2LFy/mrrvuOpwnzq0p2hg/qcqYL+xR9jCtY4DlOXG179uaqs0e2dzL3MOsU11LFy9FG+OCtHXvuFhq7X+yXVvGW+15tslZo2CW2/2GzZn1dxudZsS2U/stdHGgjJP+W1PRxYGOyp0Zk8lNTExMTJxanIjJnT17Ntdee+1Octpqp0G6MluwvrY7B8kPyQOpHOnBRS6Trffk6173uiPnImEgNXXeR44FGWWgSLZSvzMBMB6Xg6nSiuPgzBwZJ6wt2Ur3TowLRgmb6zmWtmy36JItI8E5Js3ZTZLt+tO3tTL0y7IckeS7ZMuOW3PZHFCZvDM/MJfYIVxyp4sns00YJuSMMcmWDSHVI7nTJ2w+sIJkN2mzPdNgeLB1JPx6bfYvcwODYB9WOw7t4ZGLnYa+s6+5TmUOzJfLEIHu3nAGDyfQ5Z6oa+01XWNyDzzwQN7ylrfkq77qq46Mue5fPzPs3e1YS9qt/aLfsDKXdKl7h2cGxzhbDrZsvq/t2y7NXNLXOrccYybj+8fZompfWAeX3OpiSa3dcmwf5zCPVbPjebQ9zRlQajv0lT3Js551rM83z+OovNfh8au/TkxMTExMfAnjREwOadwZKao3mL0rXaa9K9Rn70ne7rz5bRupb3Xahfl80zd9U5Lkp37qp5IkP//zP58k+eqv/urDcxxrRntIZ4yr6tNt17LU5VIeVbJ26RjGjmTVSfhIpL6OPdDW7IfMn6V/x3bV6zg+znkkK5OjL5y75uXkUjudbZa549rsK9tVuvyDrBVshbG5bE53rmO/2AcUrsXDNdkyNDyLaRfJk3MrOxrZrKqNJ9mNGart2KPM90q1g6ARYJ+zlxwr2N1PtqvYi3KtHBBwvsEuJs77ec2ucv78+Xzwgx889D62HTTZ2qTsKUm7MI4uI48ZLevkPdWxV9pjjtkHsOm6D5xfkn3OMez3aqe2NsN5UF2std7TtmmzN22L7fLemmWaUaF1qefSvjM7uSxP976wFseMvI7La3jNNdfMOLmJiYmJiScm5ktuYmJiYuLU4kTqymSfetrhpKqAUJ9YbYWqzK7dtJmMg1TXyoo4rRUpeWgTN22SMifJ7/ydv/NI33A0WCtBYacXaLQTDTsJau0L6kM72nQGWav1RqomG/e7Y7pq7Elf5sau/U62WtUTdk45LnzgzJkzO2ta+1DT9NRxOOC1gnVBHYXqCTWlE9tWt3P2sdfQleGrs4KDVZ2qySEGya6akj3LMQ4Or2qxqjKvbXn9q2s5fXDYDufaIaBT4Y5UrF4/97f2qVNJAyelXsPZs2dz3XXX5U1velOSbVhQVWHxf9RcdkWnv/U+ceJiPtupx2EJya6zmh0nXDm8HmMHNKeKq3Pi52kXCpP01ddZZ86hLauR67PKx/pZwnMAE0Lddy7L4+cO4+uux/07qiLeBYPX32Yw+MTExMTEExIndjy56qqrDqUkpMwqreCYwBseCcPFNKuh0GVcXM7BaZbqW9uuwUg4OKIgnVcDsN17nZiX61fG6KKMZiIusFklKkvQbgvJpkrUNtaPyqO40GOyW9qHY+gr/ajXGxUgRPri+nUdLXUdK1GdObNjsO/Kbviz2Ut16vH84/6NU4f3Tr0GUn8tVlvHxf6oDNLsjusxT4ynBuVyjNNSAYd61OvVcjJ1HNYs1ONcageYKTsJbh1Hl/Krtlkl65HWwaiMb5REusOZM2dy1VVXHRY7/uVf/uUkRx2CmBeuwT2OMxe/1zJaZtSwE/ffbvP1HAck8z1tV0ct5oz1dSA539e5cWky7l07nHWaETtzsM52JqvrwvnsX+61kUahOsuZubugMf2oTM4JGOzgYtZWr101b6v7Z/jLxMTExMTElzgel02OtyzsqLrk82auKaqS3TI6tcggUhZSsgOgXaKhSivWqyMV8Rn7Ssf+HCgKOtdqS7aWltdsFnbzReqwTasrX2Ip0sUFzQqTrXRpRsrfzv13lIiXY3GJriwKybcGzR5nY1mzxTjd2qiQ65orOhInUrJtc10yYvYX5/j6lSUxVkupdguve5RrYndwQl67SWO3TrZ73v13YeHK/ugL91i3n2tb9ftRaZ/RWtTzu+KoSb/mLhG0t7c3lMaXZcmVV155eP8QFlQLITvwmXVyMd3KIpygHebO3NoGXO9Pa198//Ac4rrJNryBe9mfncIr2Q36dlovl/yqvzMXvm98z3RB9VyXPetCtZ1mxOEmo3CnugZoUTgXDcxoH9Z2HJI1wmRyExMTExOnFo8rGHxUdibZLSY4SvBa7UEOSjQ7sdRX39y2MziY2YVK67EOXnS59q5YpiVoS9JdsKnhkjJd6hoHYzud0siDqY5jVAaoK5dC/53+yoGjVTK17n1NolqW5YhNDqylIxvZI6ut1F6glkCdpLhqEGBu/Ib9xLaRyhydTNx2zo612MbjhLWsP38rk7PHGlK/16vOozUfI/tXVxpltN+8zzpGbG0G8F6t16yakTUmd+7cucO1ZQ2qB6uDoRk7bIn90AUiO30b+8DJiGv/6Qt9sE0MJlefcy4VxTG2d1Vwv9EOmil7tPJ9ta8eVxaM8dR5pI/85TnkvQrqZ+9Fzy/XoQxRst3P3JfeS10SDNqrbH3a5CYmJiYmnpA4sU3uzJkzh5KBS1Lwe7KVQJwoFYmgeipZl0usCXpfx2TU453uxt5HXKdKSy5A6Bg021mS3di5UambTmq1h5CZ25pdxdKxvVTX0izRnj3wOi9V2nVcDnNuT9DROEYS1Wazyd7e3pDV1GvQXyf5tp6+nmP7Kt51xDZhm6t2FRd+ZDxI2B2TY35cCsTsr5sH216tfXBcU7JlINwDbreTsG2T9fVH/artW2MBzMDq+d7P1iBUWEI/zkPu0qVLh/PiJNnJNg6W54CTvbOmXUkqj5U975je6jFrW5jTiaElqF7d9AG/Bcf41ucN8HPTKRWZWyddruPgN1ier1vvafrYJYuun80Kk13fA4+BeEOukezaja0h6+5BngMwQ7NLYzK5iYmJiYlTixMzuQrbBZJtWQ/YmO1dSNRVwkEqQZJF8uDtjTSGF2eXUBbQF3tZ1T4688Aos0bnxWkJ3rp4JydNxt5tZiFdfIyZgWNbGGfHHOkbEpylsKqLt92BuSGDTCfZmVnVjCYdKLpb0RVQ9GfPdZfcG9g7FP0/Unm1ybl9foM9ueRPsitt24bVrcdo77jPa5ldzKhYY8ej1vZpb5SBxH2u35mFeQzdulmr4Lbq3vF3Fy9eHJZM2Ww2efTRR3e8T7FDJVv28JGPfCTJli3AsPDi6/aOy8vAhGmTtjov21HcJMyysj97bdo/ocsg5cw6/mybcMfkiGXjL/c9Gq2upBj97gqd1u+7c72P6Zs9NWs71gqNEtJXVN+QaZObmJiYmHhCYr7kJiYmJiZOLU6srqwVnp2uJdlSUdSV0F6n16qqMqtvXEPJgcldSjAbKK2KqiqAripx/ds5OlgF47p4DtLtAl9p1ynAugBiYCO+XeWZ5xoi4b5alcGa1ArUqIDoi+ePdatqAdapG7NBCIHH2IWDjBL7dqmLbLBGtc14+Iyxv0vQS7uoc/jeSWPrGJ2wwGnWqnOU94j3u9OwdeocJ9V17cNu7ruA3Xpspz4dBXKDtXARh51YxdmZDKqKa81pabPZHO43zBZVdYwTCupp1JQO16ghMN63ri6PowT3RFWP0leeSTiaEB6A41PnqOVK6a5QXtXj7Ek/E30uc1H7eOONN6bCe4XE9F2gtcMLmD/mhrnrQjIYM59ZL6fnS3b3m+/Jbo+iNq6/zQTNExMTExNPSDwuJmdDbXUiueGGG5Js2QNsAUkEiboyD9pBanHpGUv/XRkTuzGbPdn1vrYzkiYqXELHbMzG/Cq1mqGMzqkOB5Zk3K77XOfEacuc8qgz8NvQ7PIjrHE3N8el1eGYvb29Ng0ZGJVYWisRNHIAYr3ZZ07Knew6AuAU5UrhnSOIq9nbcF738CjZ8agETmWbDjNwgDLo1uA4Ruw0c/X/Xh/v3boGXWmqis6Ry4mgO6ekir29vcO1M0Op/bUzFM8f7lvYebLrIOExO81bl4TACQTcj7pODjvgnnWYzjOe8Yydc0irxzl+rrLf67PYacs4hzlg3Wp4lZ9rHOuSUpzTJffmL0nynWKtgv77uWKHl/q8c7jQcQk4JpObmJiYmDi1OBGT22w2eeSRR3aSxVa9M9IOoQSWWji2MivsJ0gFLkjKOUjjVVpDR2xdsqWyzkZGO5YqbS9IdpM4OzWW9fvVVd02Fwe1d+6ytvm5LadW6wqg2kaClEcfq+7fCWfR7dteWUv6uJBqF/Rr2O7U2QNGbLVr3wzD9kfGRds1ENWpuVzc1kHp/n+9ru0EaxI87VZmUD93Qe8+ds2uNuqr0a2B2/P91EnNI3dvvu+SK/heWJZlaFfZbDa5dOnSYWA/Np5uXbiX2ZMufVP74BAoMxszYZ4/ydZe5z0LC4MBdYnhrQ2CoXZFUzmHeXIgN89Z2qJftR32M9e9++67U1Ft89zTTh7vAq98rjZO+sa9wFy4SHQNxXDguJ97XRJp23zXklAkk8lNTExMTJxiPC6b3FoaGqQFp6NBEkVCqG9wPKEALGiUJLa+1R3g7BRdtd/AKWNG+vyuXMpI0hjZMmq7I4+8jrVZggKWfLAjVZucyw8hmSLt2VOqnoO0ZabaeVeaiR5XZqcbT4eR7aor2On5NwOxRys24WTLCLzuowDY+ptT0ZnJdx6Zo/Rqo4TU9dwujVL9vqJLflw/e4665LeG90O1rzgt3SiZeb2Og6k3m80w7RhtwgxgNfUeNwMh+NvJjysjth3LWgDbEqs2p7KfOg6eZS53lOym7/Izsiv9xRrBmBxw7+dd1arBPJkvJzP/1Kc+deTc2kdrfezNyXOianbo9/Of//wkW22Qk1nX+4rnl+fTGpp6j468d0eYTG5iYmJi4tTicTE5/79KD0gCSDB4KHEMb+Qq4SD9OObrOPtAspVwjrNzVOl4VBZnze7gYyxRm2V0bRxXkLL+PmJQsABfv44bewDn2Aup8+bkethHzUz5vUpcZiDH6cY7G0pnDxrFlbG3uoTCoz7BfLuUQkjyzN0o1rKyNsdd2a7VJcz23hx5VXbepF2cZ9fHilEsotmt7Tv13FFhzW7/295lr1X2bPXEww5V52Rk073qqqtyyy235LWvfe2RcVTGw1reeeedSY7aipLdmM5k6xnpe837gfWrzzlrRWjXjKR6O5rhuliv267nOPWbfR265Mgu4Mpnrss90d2DwHZk0KX5w7MeBscaO31Yl5QdRkj/fWzn9zFKA2dMJjcxMTExcWpxYu/KS5cu7XgfdnpnJJpRQtsqrSA98LYmuSlZDBxn0UkeowSiXcLkUXFOl+mobSKFIjEyPks6LqdS+2AWYLZUJRzHpXWecPXcugYf//jHk2zn/mUve9mRcxhnteOhGzdbOu76dRznzp1btctVptcxvlFhzjUPQsY/Klpqabzz8GPfEadpu5Ptb8l2fbuEzLU/3fhsT/HvXaJuZ9pZy+jj75wI2HbKrlyK96bLstR55LsR++f+rbGxzE+1cY72zvXXX5/v+I7vOLShovmp99gv/MIvHLm29wHr1Hnzut+OQetiO50IHrbiPVsZpVkL4JnS7VHuUf66r2aslcnZA9LaAK5T2Sbtcy/YN4C/aHx4biTbslYwOMfwdUmdac/ZWLx36/ui0+itad8mk5uYmJiYOLWYL7mJiYmJiVOLE6krl2XJlVdeuZMuptJr0s/gngrNJBWPEzcnu0G3tIsbMNQYml9TMzno18mVbdyvv7lmFvTaQcLJlj7b4cCONF3qrFHKMeB6enUcDrngGKtLOvWvU1y5H1Xd4/RUnOvg/S6o/nJCB0jr5UDvrjq51RpdNWrgQPRO9VvHV1MmsVetWmcOOjWlVaY2yFslXc+xStVq2M6FfhR8brVVFyxr9T5r6fu3XoM59jF2UqmqL1dFZ5yosnA8qckHnFzhuCS7e3t7O2v47ne/+/B3ng04cTBPOEGgwu/S37GGdhpxfzpHLat87YhS58mOIPTZDk71eYpq1s8kV39n7+BMU8H4mINbbrklyVZN2aUTNJwMgnvnec973uExmHQ8DieuqMHgVqXbocrB/fVYhxmMMJncxMTExMSpxYkdTy5cuNC61ALevBiZkRYcXNhJj2Z0SBiu1EywYbKbMssBtl1gr1PU2IXfxvYK2oW5jRLXrrnLjxhQl3gYqQfDNpKoHUEqc6R9GDBz72DTajRGCjNr4vqd8d1S1/nz548NIXDgeJ1jS8FmOp3LsOd2FDSN5HnzzTcffgcjIEAcKZi17ZiFS4zQN4eOdAHdTn7rYO1u7kbp2xx8XveOU7RxXe+DLvmtU3AxTgcS17nhN+aYvWTJvpvPy00F9+ijjx7uRbRAhAvUa5sV2/miakv4P/Pi/WxtUJ1j5ofnnB1zOk0F4F6mfZdEqloupyBkb8LwcBAx80626wL7smOf04nV812BnDlinqs2zRgl4mAfdGm97CDoMI7K5OygNYPBJyYmJiaesDhxMDhSVdIXzrOem9QyTjtTEzRbWvFbnWO5Lra6ZCtJOUDQpVY6pgPMIDppnGszPgdYd/ZJX8/swklla7As42G+6CPHfOITnzjSRu0rfXGAJePj+6p/d/JY1sL2qeoGXl2Pue5IqoLFjYKbfWwdx+XY/MyG3I8XvvCFSY4yOUuC2JFdAqVL7zYqfdRdf5QCzvaPLj2aNRLsa4+3c+l3WRTWy/aj2leHCNg1uwsOZj8hofN3LeH0SXD27Nk87WlP22H0Vbq3Cz/9hKVzDtqNZGuDs72ZPQ9L4t6v9jyn/nKwucMqku09RrvMEywTBlfX0veftWfc22bvdTw8g2FhZvaEaiXb9bZmB62Hw6sqK7NvAb/BPqs9HIxs2mt+DGb/a+ngksnkJiYmJiZOMZbj9JlHDl6WzyT5+G9ddyZOAV6w2Wye5S/n3pm4DMy9M/F40e6d5IQvuYmJiYmJiS8lTHXlxMTExMSpxXzJTUxMTEycWsyX3MTExMTEqcV8yU1MTExMnFqcKE7u7NmzmyuuuGInmr/G9TjjgI/pzgH+bu3Y0TnHfb/Wrsd1OU45PvZyznk8zj6jufl8cDl5KJ0bscuRWDNn3H///XnkkUd2OvfUpz51Q1HFer2uPc+PP3f9HmHt989nDkdlgbrrHref1vrxhXQMW+ujjxn16XL649i6LvuHY0cvXrw43DvXXnvt5lnPetZO37q94z3kvpxkzR/P/X85azkqB9W1MYqxHGHtfvK8ra3L6LPnuSt349+cwaiDs++M/iZ9LN1DDz2UCxcutJN/opfcFVdckRtvvPEwMNFBf8luEmUn0HXdtdqOkx+PPteEosdVie3qu40qMhPo2FVddsLQ416IXVCm04k5KelawKOv52DJCt88TjTc1V7yC8up1QhUJblssg2iJXD0woUL+df/+l/vtJ3sJ8r9oR/6oZ0g2rqWBNu6Jpjndi29l1No+YbuUqc5dZbntqtl5cQFa/X2PP9OkeX0UV2lbu+RtdRcrrc12qtOfpBs19L3aReobtCOa5/RVu0jvxGQfPfdd+dHfuRH2nZvuOGG/OAP/uDO/VMTSjiInd/qMbUvtQ9+OI/S+9V9N0q2viaMej97fRxYXscDnNjB+67uHVdsd+LzLgWen6c+1jXoanA6v/k+JnkHAft1TIzZz3jmwLXpkm2SBoLqn/a0p+XNb35zRpjqyomJiYmJU4vHldbL0kV9yyK5wJxGUksnEVrqNktZq/7a9bP+redasrZE49Q2yW6pnVGqro4xWLL2OJwaqrZvuK1Okve8nUSVMlIb+Pp1HDXF2Zqa68KFCzvzVlmSU32ZJbn8UO2PWQp71CWJ6t5FajXrM/PoyqXwnSXfbt5GKcycZNkstLuOx2cWWjFiXy6f06VFslYDdOvr9bmcfnRJ0kd7/uzZs7nuuusOGULX7+NSO3UVpq2toE+uCN7d6057Nkq6XTFSF3pP1XR5Th/otG5ODF7390hdOSoT1MH72oyrPiPZi6PkyiTar+Ojv+6LGWqXJq8+Q9ZUoZPJTUxMTEycWpy41M7e3t6q8bGWsvC59W8n6brkxKiNqlcfSVCWbGsfu8S0yVaawMbYSaZmany23rvr90jqs0TfjWd0bscc/NvlOK2MpMzRGOoxtRjnWoLmRx99dIcd1eNHRVJdcqlLgj1ikEiNTvZdz6EPSKWs/5p0CJvABu11X7MbAjP4NTZiO6WZcFf6xu17ftf6aPblRLr1ek7aO7I1dWvEb2tlmpZlyVVXXbVT/qd7Thxnf+w0Hk6qbA1Ft/dtG7scBzQzKtt+Xdy4YmTLtv2wsx97DoDLEdX/+zlqLUdng2Yf+BjmkXuFpNm139ZQ2ObcPRsv14loMrmJiYmJiVOL+ZKbmJiYmDi1OJG6clmWLMtySDGh97VKrNUaI/VXF/cwovFWL1Y6v+YYUX/v6O6oLlHn0u9zbVS16qP20U4rpuhrzjieE89VV3XZKlW3u6YOAZ5rq0XqdTj2wQcfHBqxXU+uxkcBq1PoN1WQqQRd143zUTFadUYtLVQmVV2Jysl9pmK6w2EqqOd36623Jtm6M19OLJCdLuyk0BnZgR0o7IxRz2GsVq35nqzhNdQ2Y71pw44Gda0Y+7OetZ8E3o4ondOHazieP39+6Fi2LEuuuOKKHRVa52RxnIq+c5zyXqR9xo6qm7mpGKknOwe04xzrOhW++2R1sp8ldY6tUnQ4isdQMYqXtWq9U/96Hbl/XG8u2YYkWZXrNa5t2jnluOryk8lNTExMTJxanNjx5NKlSztspYYQjIzcNmBXQ70rCPPbyBGlSp6+zqiybL2evztOEqj9H1V1tlNMlXQttfqY7vojKcXfe7z1N8+J26oMpgt4rX1n/HWtMSDDfM6dOzd0PKJt2nHQbrJlHGZw73//+5NsNQeuSF7b4xhYGEyHPVOrO3MO80KlaK5PFfFnP/vZh+c873nPS7LLEGGSa4kE7MBgabxLLDByEkFiv/fee5Mk99133+FvzA99ZFxef9a2MtVR6ADXZ7z1fuLYV73qVUm2FaDNHDttw+VkF8Lhjb3iwO96/ig4uwtIt/s6/TXD76pym0HZ8ciJLOo51iT5Pu1CVkbZXsx8uvCTzmGvovue/jvpwZoGyRowa6rYF/UZwX0Do/N6Mc4u6Lw6/aw5oUwmNzExMTFxanFiJvfYY48dSjrXXnttkqPMapT7zCmU6jn1//UYS8cORKztWw/Mm5+212xytpVZ/9yN6zhX+wpLOL5ux7QsMTnMAljiqe04gNjj7tLrmIlbUq0SFedgq7j66quPtUmZMVZbktMQve9970uSfPCDHzwyxmobuemmm5JsUwb9xm/8xpGxg84OCcOxncPsqTJHmCDtEdbA9Z2ijnEnx+fw6+xGdsN3OAVs+p577tkZF8zHdo210AXvRZgdfbbts7bHb7fffvuRcdndvX7XMQKDBBTeH10AvFOmrdmnzVYA81bTFda2ku2eoD3ui5G9v/bBqay4p5nTei9bc+RUhGtJL0ZaJ/Y1467jp30/Q3xvdKFgDgJnndxXbLjJbjA797ZtwFWTwf6u+2AGg09MTExMPCHxuJic9b9dElK/8ZFSOknQUgJveiQD3uYO0uyuM0pc2gWDcwxSGBKNJa06RntRjhhPvZ5ti2Zylp5qe8yXPYrWgsHpv1mf2+jseEix9oyjj5X9WWK7995720Dtejy/d0yO/mCL+8hHPnLYbj2n2h2QqFk7mM3IO7SmIeLaToxrVlEZA0yOigrY/pAuaR8tR+1LlyasovMMdHCsA6I7L1WnfmJcJLZlX8A+me9kd2/Yu7Jjt+Dd7373kevccsstR8Zf161LnTcCiQS69a/H1N88Px2rscaINeSzkwJ0CdRHaak6W6P3m7VazEWXTN42PzMs2/vrtW1Pt4anMivbXNnHtnl3zNvsz8H13brZ89PPFFBZdfXmHvXlSL9Wf52YmJiYmPgSxokTNF+6dGkYU5XsvpFdOgFppUuPdlLCAAAgAElEQVTrZS/LkRdilf6dmNR2tU56GCUS9Tmd15H1y6MkuFXysmeXvZ2cELb+v2Nd9XprZUxsX7OdoErRI29Re351aXxgNw888MBqstczZ84M0wUlW8nsrrvuOmwv2UqErAvsqesXfTJ7RiLFhpds2djTn/70JFu7FsymS2xtCd02ODPg2sfLjensvF6xwTmuiLnAc62O5znPec6RMb/gBS84Mhe/8iu/kiR573vfe3gu80cfuJ5ZaN07HAO7wxuWcdc6gka1u68l97548eKOxqdjLb7/R8nQk11PRZd3YU153tTnnD3LOy/A2o/azih+tWN/oxI0XckyXw9Yi2END97RtX2zPsY1stHV76y9s72/ngPr5xj6AqsGdU5od6QRMSaTm5iYmJg4tXhcCZphTWsxUX6bW0Jck4pGrIXCnZ0nzcg219mIbF9w2YrO+9Bsz6zTjKvOTce2unPq9Sz1jTLG2OZU4XF5TmqblvbMuLqYPkt5awmaHcvSlS/55Cc/mWTLpOj3q1/96iTJK1/5yiN/k+RFL3pRkq0H5oc+9KEj/UdCJL7thS984eG5z3/+84+MA2ZDZhXHZSW77Nu2sq4YrOd/VBS4g2O3uP43fuM3Jkle9rKXJUne8Y53HJ7zrne968i4YHusLYyOv694xSsOz3X/KXjJ+Mzaki0ztLftyE5V/894nvKUp6wmZq/xub4Xk3H8qO/xTvoflXiyvav27/rrrz/SLowUltRpkkbezr5u3W/eKzAff9+VkuIYbG51rmvfq/0YmO1Zy1C1acCekqMMNvXcUfYX+tRdx56/Dz300PSunJiYmJh4YmK+5CYmJiYmTi0eV2XwNacHfwelhIJ3Qc2mrE4oCxVFRVIprA3NUHGrHit1HqXvsXqvS1dmFa0pusMC6nfuk1UMVW1C30bGauavU7/YOO26WKjhOpXxKCk2163jYj1wPFlLj7YsS6688srVJLukoWI9cKB47Wtfm2SrmqxOFoyFFFw4W1hV1jkr0H/6ggqKuWBcOH0kW1WcVfbMcZdyyjXn7GjlgO+6pvQRJxz2w1vf+tYkW6eRmh6NOUDl43R5JJfu0np1jjPJdv2Ze8I7ku08ORTHycUxNyRbBwP68IxnPKOtxZhsQ5e8F+ta2kFqZJLonOTsqGXHM+6n6qDhkAQnrWfd6j7w3qi19JLde72OdaQ69fOoqkBRTz/zmc9MslWpWu1bn3N+xtJX9r3HVffqKLWa16TuVeBxcT85zKt+R/+7cJaKyeQmJiYmJk4tTszkkq30YMaQ7KbRMlvqGAESkgO37WqPZAJbq+07dZFTylQjNRKNg2aBXdbruOiTgybNtKpEZSeVUYqzKuE4MNmBpGaOta+unDwqW1Gv53HZCYi5r+tGkDbOCc94xjOGbI7qzsBsKdm6DcOoSIwMI+nCKWx4Zy+ZFXUByVyb5MYOtO7KfNDeKLyhc+3GwQU4rZJTGtW96nHYAcSlhpJdV3SXzeH+sVNRsltKxw5jtFXZn6X7T33qU0faoq81HdvXfu3XHmlvjckxlrWSVCNHoNHzoIJ27dRhJ5YuwJ/+MwewdmsSah/YM/yF4bIPKzPxWjrRg1OP1c+Mh3uCc8zWqrs+e8Tlhly2qXOScViQ56hzVHTIA/1fC8laczLpMJncxMTExMSpxYmZ3N7e3o6uur6hR4HV1iHXYNJRYK3tHWYbtQ+2zVnPXXXjlthHwYprgY5INvTFLut1fGaithdYkqxwcl+n73HAah2f54++WdrtvhulEap9hAkdl1aHY66++uqdYHoYUbKVOJknGJ2ZLjal+hvt0j/+et9V+wPX8R7hc1fqye7lZlr0EXabJC9/+cuTbCV1znnuc5+bZCvJO61UsrVLmrnZTlRTM8GAYRW04bliD1U2bc0AvyH983tdN+x0DtdhXLYFJcmv/uqvJtmGMVxzzTWrWoCzZ8+2CaXBKL3WyHaV7GpwbDuy/bhqPtjzXI/5sTaq0+g4tMMasWoDdhot99HPlDpO9gTX8bOLPtfrOam318RzVn/3M2OUzq4rXOvx2tegfl4LuekwmdzExMTExKnFiZlcta0gIXRFTJ282cyjSgBI3SMdrstLVGnFLA8JxNetul/rndekLzAql1PnpX7flUuxbc4eWlVCcRCkk0bbS7UyLNuhzEjMWJIti8BugqTu5L5d0Dnn1OKixrIsueKKKw7P55zKImxzZQ45hjmoY2Vs2IichNgSd9Xnj2xATklXWZK9HWGV2CcZF8wrSd7+9rcn2QaZE+z+7d/+7UfaYv8961nPOjy32rGSbYqsG2+8McnWc45g9/qdNRLsHbOduu+8n1gTxt0VTXU5FNvhYbB4fSZbpsvaVoZtkKDZTKDaV0cFaL3GlRFwP/KdU3LZm7MLPh8Fknfew6wDexWGu8ZQ2Ru042ck60SbdR55PnMM60KbzH31eh2V2HH6PAe9V9jnYJS0v/YJWGPV2Y2tkZhFUycmJiYmnrB4XN6VLkXRFew0o7EE2Enjlr5t/+BzlTwokmmPG+u5u5gax4K53H2XhmpU5t6ecl2SXb5zolTbEZOthIO0ZYmK37l+TVpsSYfPtg128SX0f2RjqPYir+kVV1yxKlFVey7MsUpo9ii1JI39CTtOsmU9HEOpHRiWGWPdJ+xBJ59lLhlrZQxOUEyaMM4lfgwPw9o3+gqjgeHQVmdztE2WscPoGEO9J4g3ZC4Yn23OzGdlGzAC293N5GvMGKAd1tb7q7OrYA+6/vrrV73murJQVaNj5mQW0RX9PS6dlz3Bax9sg4fte47rc4D5cDyZWVO159smZzbLsfztmJz9FjyGeo49wP1M5DqdndUMHpjZ1WexPd3pC3PVxdSBmg5yMrmJiYmJiSckTszkzpw5cxgvwlu9Sji2L5k1dRIHb3okQKRSsxaXqkl2Y6icjBZJsUoXlu6QJpxYtvPIcmkN29U6z0xnL3EGFMZbPfLoC3OC5M44kNK7hKlOBIutjDZgEthukq1k6NhB21irfQqJjO/WytA/9thj+exnP3u4hrY11fa8LrAG7E7VZgUbomAn82IW2yVDpq+wPOYa6ZkSNV2SWMc40Xc8QqvNlr345V/+5Ul215K+Ib2+6U1vOjyX/jJmmBZ9xxZYJV6Plb5hi+Ev39d9x7nMCWvAfcVa1Ng/+oSXJWvCvUdbdR7ZMzDf5z73ucOCu2fOnDnimdvZgXxPO3tJxzJGJajMkhhfZQu0x/OA9eF71rKeQzujQqFd4mY/A60xOgm6pOh1DMnus9DFbbk+nsF137GvGDv3yMgjubbPb+wz+xzU58W0yU1MTExMTBzgREwODznetjCGziYHnD2gs3MgjSIVI9Fhf+DYl7zkJUmOSh6wEcqk8Mb/mq/5miTbEizV2806dyR2s6Sqv3f+QWwUSDJIuF3pCNu57IH18Y9//Ejfk63khMT04he/+Mg46Ottt92WJHnjG994eC7lVz784Q8f6St5DrlOtW25VIgzq/C3sj/H5qwVMXzwwQfz1re+NbfeemuS7ZpXqdL2H67FHCAJ46WYJL/8y7985DrMk6XmLi8kDIO189ziwYg3ZL22+8oxtFnPgfWQXxNYoobhkaMzSX7sx34sSfKt3/qtR8bjmLvKklhD4uPYi9jq+B7JuyufRPu2DcN2a2wV/WXOYTW0zz1S7dmMHSb3iU98YjUH4bIsh3u0Y9ZmNs7M0bVt1ue8pOyLzkPb2Ypg8MwTz4tqK2U+zLCdX/M4u3YdH+Pqsk85R6/LKDmLTZ0T1pljbNeDiVfNDee45JJzqNZ5ZB9xrIser2VLscf5CJPJTUxMTEycWsyX3MTExMTEqcWJ1JVnzpzJuXPndtyHO/deO4k40XBXvgSgnkINctdddyXZ0n3UifU3p9dCRQJV7oIy6QNqSdRjnSptVB7DCVK7YFmPmfE6zU4FKi6uwzGoQ1A9Mfd1Tm6//fYkW4cTKj+jQvuFX/iFneviCu/1syt2Vfcxt7RTUy8ZDz30UN7xjncczkFXdoO5RO2FCghVxT333JNku+bJdr5R9dEGa0lbqK1rQDJ9sZqStji3JrClfUJXuA7VyhnXm9/85sNzmH+7jo+SbdegevY8fbBjCHurOoKwRvSf+xW1uIOEq+MJ7Tkg36qmes9+4AMfSLJVYXEualGOrWo49jXH3njjja1Kimvef//9h6o5p+Gr3zEvTnbNvNUky5zvJMSj1FbVtZ91YUysoZ0t6jm0hyrYqjin3avt27XfYRrsy/rccWiC03m55FPtA+NwqTQ+YwqpamI7HAH63iW+p7+MGfWukzrUZ7GdVdYc3pLJ5CYmJiYmTjFO7Hhy1VVXHZFOkqMS1agAKVIDb/sqwdvtH8nTkvXdd989vB7AuI804WS4SfKhD33oSF+QbJy6q0qeToU1KoGD1NKVPkH6tzSMxFslOBdJ5De7kCOd00b9v9eJvjLfH/3oR2MgjTMOG6lrH5GKKxMYSVRXX311brvttkMJFLbSSa1Ilg7whmFXxwPWGycR5sshK7T1yU9+8vBc5pL95FALh64k27m1IR6tA2yZtU52y/+Mkpd7DyW7JYmYL+ae9apr7YBkzsVxiz6yFl1aPu4X37/WaNTvWCcYOH85lvut9ok1+Jqv+Zr8xE/8RDqQoJm+dYHCsAQzXJcG6kJgeFaM2KsZUbK9v7kuAfwOwalraSbjEIYu5aEDxq1RcVLvej2zP+aGPnb3NGB/86ywk1KX+J49z9jtfMP1qzbI96sdhjo4TdiFCxcmk5uYmJiYeGLicdnkLCHUN7MDUZ3IlLd6lygVCQp7ExKPJcMqySPRmlEhWSFp1DRiSD2ciwTiQosdY0QKsu0JSQJ2VotK2r6F5FhtWe4jruq0y5xgO0PShskRiJtsGQ+SFGVN1kqf2E7glGddkDvSXk00O7LJPeUpT8lXfdVX5T3veU+SvkwP7bGG2OAsAVZp3Lp8j430WtjOKgMxazWT79JTOa0Xe5f994u/+ItHvk+2TMkJwemL2dJa2iMkata7S5g9SiJOnwnjMDNKtvu3BtrWY5iTKjm7Hdgy69mV5AJrYScVZ86c2Xnu1BAf+jVKd9el5qI9lyJivzlxfLcPRunvuE7to+2DhhNKJLtFUp3ei/3gYsd1zNYUcG69FwBz4ueq9zD7svN1cOiCfQ/WAtkdsuJ+VVQ/jMnkJiYmJiaekDixTa5KCl3pBAcy2nZlW12yKwladw3zwbZRpT9sMfTLb/ROgnOyVnttrSVodjof2226ZMsOPrdkY7tBHas98fAsZE5os7JAWCzSmEuI2BMs2XoYWhdv+86IqSX7HobvfOc7299IB4d3I0HAXckW1gN2yRrCXmpAOvOPJG/bqcsz1f0xssXaM6+zIXgtmT/sk69+9asPz2F9XQLJJVw6CRuvSWsSHBBdvR1HScRdasfJxZPtPupSMNU+131gz0szBidNTna99h588ME2XRfYbDY75WXqurgsE+3bhoRGpPbHyeS5b8ye6rPPnpdmHlyvSwg9Wg9rkuoxfq6aSaLJqPeGkzu7DFnnMT0q7Mz+8h7umLiZmj0/u4TnvgcYj7V8yXYdfO4Ik8lNTExMTJxaPC7vSqef6dKquIihpcfOg4hjkaR4i3NOp3cexc5YaqgSFf938mZLDZ1Nzn+BmU6VrD0OpCUX2KxSkVMh2a7nJMZdIUKugy0TZuTUPHVOzC4tpddxOw7rxhtvbHXnFWbjnccaUjH7in4ipdY4TeadOXRiXBip5y0Ze456LqoUacbAXmVu6XNN4WUptdMU1LFUr0E0FdZyOB6rY5supeJCqKPCovV69qbkevUetM3KzwdsXtUm5/i/hx56aNVWU5PwdsWTWQfHXTnZemURZjqObWMezfSTXWZtNuYUV/Uce23a7t0l9/Y6O8bSJazquJzY2uyszrvPMZO3XbXe7zVRe/3N74cuWf6o7FG3R3kPcM8dt3cmk5uYmJiYOLV4XN6VZjGd9G7dre1SVVrp2F0Hl4Cv7bovliprFD7tcK5LN3S2RnuS2psKqZCxrOnVOcasBum2wizQn81yk61EZd21vZvqOWaxZsZd0likZxJcP+1pTxt6ju3t7eXhhx8+vCYssBYItdfrKNatS0Zs+6PZkqX22o4zXJgtdZKnPRiRKmGONbOGpfzRPvf1k+1a2iPTEnWVuG3zdQkrF4XtCgo7Fs0stMaBcu1qU66AQdY5oS+s7QMPPDC0rWw2m1y6dGnHe6/C94fLZnEPVi2AkxDzF62AtRn1eUBfzBi91l1ZGa+/WUi9L+017jhk2z2rBsnPF9txu+w19M0ZpFy4uoP9LaxFM+vt+mKfh27uWcuqDVizy00mNzExMTFxajFfchMTExMTpxYnrgy+LMuOCmCtnpzpNegCQ32uXWq7IFfTVKuYrEaov9mF2AbgTj1hI7XVBg68THZVmP6MGqeqK1EX2ZXXoRidCsduuF6nbk1GThBet05VjGPLddddN1TFbTabnD9//lDNRTgAKdbqWK1utXG6BqBaBcK8sb9QSXVqV8+pjfqdCsROO7RL6IBT1CW7e9J7iDY6FRdwcL5rq9X19161MwFz5PqGtS9d/b2Kqvoa3duscVVTAswHL3/5y5Psz9Ga8wAqy4p6vNNMVZVf8v+3d269lVxFGy57PJNhuAApMCHkQAgEhYNACBH+LP8GwQ0goSghBJLJOWFIEFEQUSZje39Xj7v201Vte9B3gV3vzbZ3d69ep+5dbx1rZxXWynu9W/+8d7q9YlNIZbZw6Eb1HgVdKjg/y1VyZz8vVj07DCGP0aEkDiyvnLLog/ed+1xVPvcz7gQCVcrD/OxPMPhgMBgMriUeicnZ+aI7L8PnZmnVAcedxMuveXZJ5ZjdVG1kzf2xc4RTj7k/FSq2l6/N6EqqIO3DNrLEi4s6n0imrtxtp5I8HjuYeD4rydTV3p2mqGLRGLg/+eSTVvI/PT2NBw8enEmvTqgcsUj3MEMzHCccjliHkNjt2xWG8z7xPjazcgXn/DcshbRh3B+GVTnqWJJ3GMAW2wRcA+tn7vO4nHqu0yRUzgRebyfvrZy/nBzZyZCZk1wiiXWj/05YkEGCZjuxVeEALqnj5yVX6jbjcGLmiziidZoqtxWxPFtOhweY2/xMdAzRiQQq9um1dBgNn5nJ2bHJDlydI2E+5v/9POX3r9kdc+Jz8z70ntxicRHD5AaDwWBwhXHpYPDM5Kp0PZ1NxgGJFfyrTrtbbqwOWuzsEVXwufXATtlUwVIJcN+ytOL2OAcpExfeKr2S9egASasKqnZIhwNGKybnMAe7VW+Fd3DOv/71r831zXvHRU4jluKbL730UkSs7VDVWO3y7HCQrhBnPtZJ47RV2XGcOJv7wSCqVHfed50tJu8tzydzQALvn/3sZxFRs02HjJgpWoMRsTAiM3fbTqo0eWgmnFILtvbrX//67JoXX3xx79wtJrfb7eL4+HiVhi/DSREYoxMLZy2A17ezYW6lsPJ7zYHe+RnjmeaY7U2VzblL6t1pnSrbrH0PHHaU95/fNw5Y75Jh5HadnN/zWmnInH7R6Qxz8oEqBGNscoPBYDC4lri0TS6jKmMD7H3YJRrN53Teh5bW86+2pSvfr0o55qStnZ57y2u081isdNVO0Ou2zFjyd0jHnbdbZTeq2GTuq71J83deA0thWYLjHKTjxx9/vGV8aAEYD3sH77qIiD/+8Y8RsSQlhu3RZsWibYs4jzXnMduO1tnisqce51DiyIVvXUw1t2NtA9hKGed9TPtI3K+88kpERPzwhz88u8bjsXenGWWGA3m9dysPOc5xaR3w29/+NiL2GQo2WXDnzp1275yenu4xsGrPA+8HB7FXzwmw1qfbU/laPydOv1el6PKzZqaY/Qm8Zzo/gSq5s59l9rFT31WlfXxfP4N+v1ft2fYLqnXuUt15LLm9KvFGhWFyg8FgMLiy+K+YXGUjMcOxNFlJOF15Hnt4VTaMzovTEnC+xnp7S24VuiSnXT8qD1Cn9XIBwuwhaQ8v20/MNvP9zC67pMl5DWgXac/2GyfYzsBr7o033liVHAEHBwfx2GOPrcrcP//882fnvPbaaxER8bvf/S4iIn75y19GxMLsthLl2lbUSYaV7creZm4jzxPxcBR0xUaHRyHjyvfxnHVMir5WiYfd529+85sRsTC5rE3BO5VzXIzWsWRVAWOXZbFtNs8r19iewzmvvvpqRET84Ac/OLvGzPro6KiV4ne7Xex2u82E0sDPe8e0ItYps/yMd/b9/Lfjx6x1yuA575JrV17d9qrs9g5rfJF0gn7GM1xSzMWBPUeVf0T3jqr2jveXvSxdeDWP4zyvSjBMbjAYDAZXFo/E5MxMsiToX2v+t7dRlnTtyWVvNFDpyH0fS+X2QoxY68KrrCi5zQzbKuwp5fiS3I6lTNsyKnsRsB3C3lRZgvNcW/qrvCs7Brdlk7OE+Omnn164XIrnPiLixz/+cURE/OlPf4qIhdnRJ+xeVUYQrwf/205QJQbvvFGRIv/5z3+eHXvvvfciYlkz4uVyktvcj9y+Wbm9Xb238t9OpguDpAgt8XoRES+//HJERDz33HMRsbA8mJ095vI+gI25gCx2HBfPjFjmlHNgtcwN9resbajeAx2TOzw8jJs3b67mLe8DMx6zmMonwHYl73HPT+6/95nfPzCR6nmwLckMu2Io1lSclz0lj8PvMZ+bWed5tn/H3FbaL7+TrQXK70bahd1u2WXdx8qDtcIwucFgMBhcWcyP3GAwGAyuLB5JXbmVssuqOH+/FUpgtSWfDi69SIouU+N8HioZqDZptXxtpQJ0jSkHlFbX2tGE/ru+WK515crMXR2zSr2wZZjPqFRFXfJgO6BU1zz++OPn3tuqjLyWrPNPfvKTiFgCre/duxcREW+++WZE7KsGmX/UQ6g0SSnlVEqVms1qIwe+3r9//+wa2vvOd74TEcte4rMKp7HzA322ag1UTiuugE6fUEHmhNDsZ9S9TnZASjDavnv37tm1qEHtyOAEyLnPTqjNOLmPK5TnMWbnn62EA0dHR224TsTa5NCFGVSqMqslrSLe2tN2TrL6sErRBTqHk0od76QGnfqycnhxaizGyZ7JewfHMZuG/J7zHFXjsZq3CuOhT934KtW0zSSjrhwMBoPBtcWlmNxut9sM/ovonSwqRmXYPRXJb6tyeJd+yJ+V9IDU4vIOVSA5x5B0XQHaEs5WCiCzWs7NLMChF3Yw2QqQ7ioPbyUC7hyF3FaVrirPWxV8X/XFQbMR62BV5hhmgtt+rvLOObBg1vQf//hHRKwrglfhFE5kbRf8zHRwpuhK+YBK2+AK53Y8MYOszqENKpG7zxERv/jFLyJiYcJ2lWfPwn7z/Vzx2sxtyzkGOPjc449Ys74tafzg4CCOjo7O2qVPW+V+uhRqFZOz44n/r5KTgy7hQjWuLomzmVy+jxm12/V7tXKsclgI57AePEMRy76qwsMi1k4ree159rrkztX4ukTXDubP1/j9eXh4uJ2KsT0yGAwGg8H/OB6p1E6V2uesQQXUdkGMVVogB/l1UkqWnqy7vQiTQ/pGSrAdwuEA+d5IP7hJWyquGIrnhvtyjktHRKxddZFiXVIEVMmWzQy6oPSMzi23SszrAPKtUjtgi8kxp2aeSOwuchmx2IO+8Y1v7PWfc1zOJK8pzJk2YEOwwup+/G13eUui+b7eC10JnK11YQ5gkpSMqZL6cg7jwl5IG07NlNfaEnxX2LVKQM65fn7MlHN7+TntpPGDg4M4PDxclZWq0tJ1ZbJ8PP/t+e7SRlVJ3kGXTD4zIT+Ptt85HVrGeUyO/ZbZMvvb4UHcv2JyZve2+W8FYPMutM+BWXulqfA+7gLl8zng+Ph4EjQPBoPB4Hri0kzu9PR0pZ/P0rt/UbtEyVUw+JZ+OaIOEnf7to1VZTLoN5KObXEu25Hbs0cS51YB3cAB6fai2mJUWx5nuc+VLczBoF2gd0al785tVXMPQ9hicQcHB3Hr1q3VeuR+I1Ga5bmMDl57+RoYle0BrJNtpxHL+jvdkZlXHpfLIuHN6eS6sCjGnvvKfW3/3CpfAoP3nmU+0U5ErFkm51a2rNxGHkdXsLby4rPnapfYOM+jmcjNmzfPTetl79dK0wI497znJ59Dv7vndSthu7+vAru70krsJda2SiJtFmgWaq1ExLL3OeY9yj5hD0cstmx7WXpvVja5TkPQaTJyO4bHWfmCVEmiKwyTGwwGg8GVxaWZXKXT3iryeHajjbg1s59OSkICqVImdenErCOPWKQsWFgnaVQxXC5djy2I/5GoKwnOevuLFGO0lMn/lS3G/Qe2LVQFbB2n0hU+zPEqtAtLeuKJJzbtCrkPW0lWzaz53zFx+Zhto2ZN9jSLWLN9zxv7LcflMe94XNIG92d8sKhqHNlukq+ppFb6hrSN9G2Wm/cQNiuOuZipx53h59cerxVD6dJRdamuIupYsC2cnp6ukh/ntey8Kc0uK7ta5TGa+83Y8972/brxVF7PTjzvZybvD8fWdsnXuSYzbOabvQg745lAO5CTgDuJdPeusvYj98Wxil08Ym6/8xa/zLuqwzC5wWAwGFxZXIrJ5QS7/F+dE7HO5rDlIWmvQ/+aW9LO19oz0zaZKt7DUpizL1TsDynILAOpyJ6BlQ7ZdgLaqpLedqXkuxi4rRjCjqlkFmib5kW80wB2gJ///Odlxo+IJdZpq7/nZZiorkUKRaKkL5yDZOr9QJ/yJ/eHwWH7I94sIuKpp57aa5f2HAOXWQt9Y45hmS4qWdmyHBvmNeW+2a7y8ccfR8TCQIDX2DbBiPW6d4nCKzteZWfN96me285OZRweHpbZPAwnLt+Ky7UNyaylOy9/52vMVqp3ZBf76HdZHof3qN+vrGFmgewze36zv+1PkM9xEuQqEbz/t9VqQF4AACAASURBVBbA+2yrWK9jErmW/Z9RlcSaOLnBYDAYXEtc2iZ3dHS0Ykf5F/w8b6atqPdO1+q4jqw7dzE/e95YOo9YpBJ7WSINY9PIJVas0+cavJHsKZltMi5XYnsKbWevQUvF1nd3RQzz2C1RW6+fj5txd15deY1gF8SV3b59ezPW6caNG5uSbhWDlfvmOMaIhcmZlXc6/qp/nEMmFdaLz8xmbAOzjZHjWcJlrziPpllz5f3Id8TFueBmVQDTmgPa87NR9dX26C4/YJ6Tjp17XBm2zeeiqAYaJDO5PE9mhF7/i3ri5XO9R7cKktKXLsYuw3NqLZTfg/l+ztHp5zJrUrwnGRf7j3PzvNvW12nEnJEkt9OVSrOdNGLtc2Cfisrvw++oLc/ciGFyg8FgMLjCmB+5wWAwGFxZXEpdeXR0FF//+tfPynxURmhgutml0MnHrF7r0lBVbsCmyKh1qqBQlw+hXdI6/fnPf46I/RIrGHGdZsv0nbZwVIlYkp6i2oSuUzF5yw3ZxltT/m7u8nddBeR8jdfQ51TOKw5iPS/JbtXHKtTCwb7Mpat9R/Rqoc6hoVKnuwI4qsFKBeR19zicDiliHTpgNaVVwzmwmz59+OGHEbGotK0my7B60KpB74O8Bp3zj9XZlcrJ7fnZrMpPZWeviyRpjljMCRl+v3RlbfL3Vs054UGl1gd2qXdl8sphAnjsjJt9kU0dwI4nTqANqurloAuzqubd6f3s0FOFXXTvDN+veuar9F0ZVR+z2n3UlYPBYDC4lrgUk7tx40Z87WtfO2MkFfiFt6s9sIt/RM9GbKCt0sR07M9SWHaThbG9/vrrEbFIx2+//XZErMuY5PYYO23gTGLjbpY233rrrYiIePfddyNiKXz505/+NCLWSXcjljIvlWNJxFrSrhwPOieSKszBTK1LCFu5Uedk0ucVMLRUVzECj9EJfrekOvdz636cw3qwd5HCK4n6gw8+iIi1owH/02ZOegsTZc+QQMBOM+yZv//972fXwuDeeeedvb46YXiW2vmbcAq7rDOfjLN6nrpkAKAqWeMUYA4KrtJw5ffF1t7JjimVM4fH5gQLTqCdr+n2uN8h+VqnsuuKy1ashblj7GZy+Tkwo/Jz6mem0nJ1qdlAlWzbfe5K4mw58jjMYWt93Sc73uU++p63bt3adHgcJjcYDAaDK4tLB4Pfvn170w28+0XtCkTm6+367mSw/IJX6XUMFxvM5xEqAIN67733ImKxhZCyKUvj9IXCnQQIm3HZtTffB8kdV3Xuh6t6tv3Y7bwLBq5S5XhdrHuvymZ0ZUXMgPK4PMcnJyfbJS8OD9uyP/kelnTdh8quaynRY2feMsPmbxg0jMslSDIrgO3DsGiDax1oGxHx4osvRkTEc889FxHL+sMU6Stt5NAV7vfqq6/uHaN99jJhHBELU2Rveg85wLhKzOB58/+Z/ZkpVKVQ8vH8XVcaJ2O3220er+5hNrll8+nSUPncKpWZbfKsf2U3dNiPtQHsh2zP83vTzKZ7XnO7XYHVCmZUFQPuvjdT9DuqCyjPffR8XmS97ty5M0xuMBgMBtcTlw4GPz4+XiU43kqQabta5dHTSYn+v/Lws8eO9edmQPneTzzxREQsEq+T+eZrkO6xc8DkLB3bEzBiYTwO5EZyg6k++eSTq2tcdqbzyNsq6WHJlL5WNpKuDH3lkQl7YE620uvgHefCnTkNEdJv5YWVv6+CV70HLdGT6qpKZIzkTPsumprvB8u/d+9eROzbzzJyYD9MEXvas88+GxHrkk7MTW6T+8D+Ovt13m+0azuxkw9UHs+2R3V2lSo4F1jSroLF7Vl4XuHLKmC98kbubHOVl7U1Hv50/6sUVm6fz+q94/eZtSNcmz2zbZN3WSN7iOfxVaXQct+2vLm9JzvNWF6zrZRfeQx5TsyIvX7cv1r/nB5xvCsHg8FgcC1xKSb373//O37zm9+cSSJVcdEuLcuWztSS03nsL9+Pv+1J2OnVM5xOjDYqz1Cn3IH9MQcu1lrF5dl7yuXpM6vhXHtg2cuyYzIR67mwF9eWl1qXgLaSTOnjH/7whz0pNOP09DS++OKLs+NOUpzvaYnec1olv7ZkbabgQpH5XK5lPWByVRHV733vexGxeOC6LZBj3WB1r7322t4xGDDzx/fZJoeki+0N9o+nJt/ncilV8c2IZV8z57DDykbT2dUcDxixfj4vEsvpZ3mLyR0cHMTNmzfP1pD5qjwlHbdmTUuG3zcdm6j2ZRe35jFXCZO9LmgS0A5lr14zUJfAcaxfxeR45uibU8RV5bOs0anmPJ+X//ZeMROuUhB2bYDq/Zb389jkBoPBYHAtcSkmd3x8HJ988snZLyheg1txS2CrxApSkO1O1kdXEmclwWRUGRp8rPOqyl6cjrfjvkj9tp3lQpvW9TtRb2UDdExYlzDZdqzcHrAkVc2J4+K6xKk5RvKVV17ZG+v777+/Yjhgt9vF8fHxihlmKZJ5gdF0GRmqRLldIt6tjDCcwxqyn5GkqxgdmPuvfvWrvWs++uijvb7n+7FGzDcSe+dNmr1sKe0D6OszzzwTEQuDy3PE3uniTF3gF0aXx+59Vj0/wHaTzrt3SwtweHi4ac+9efPmas9Xnn2wE5coqlhiF7/V7Z3KFlyxk4iFtWWGzXe20TO32GLzu4Nngu9sN0YbUCXqdsFb5o115/88Ny6tQx+t4aky+3Qx0UaeK+bU67S1d0BObD1MbjAYDAbXEvMjNxgMBoMri0sHg9+8efOM/lau6KbtXZBuhoMHXSPJFLYyYFtFZwNwFfCa1ZHVuVXQOSoA17ayg0NWAdh43FXhzgZpp8yyusWBlZVrNLBzip11ch+trgDch6DkiMWRgmtOTk5W6+82bNjODg6us3cRF2RQJSbI14C8V2kHFR2fqAutUsvgXMI+fE4O6D2vYjJzguopj9t1BFEtWuWV1//pp5/eux/OD67gjfqM0Abfu+qjU5/l7+y4Uanhgc/9/PPP271jdWWVZosxWV3pfVy9f3yOaxPaqSX336YAhxpl1bOd1BzmgBqb1HERy/yjYrST1PPPPx8RSwKA/Eyj4uS7bm6qpBBdij3v3fz8diYVxr0VQO658Pt763fjvFSCw+QGg8FgcGVxaSZ348aNVTmZ7CbbBWM6uLmCDdfAjiFVsk5LD11F44h1FW8bOelrvrarWm5nDlC5GzuZ7lYJii4UozPMZinYYQddsH5V+gT4fjBU0llFrJOonpdg9/j4eJVkNzOgzshs43fF5C9S8Tlif5ysA84BXULjPC67ZWO8R6JFy5HHBWOifYdCcH/mMzse0C57h/9zmIHHRR9wTnBwtiuG52eSoHmz2S1HC7u3O5lDlWTc7ZzneHJ0dHS2Xq7Onu/tMIOqLfehK1djrUyVTJxj1gZU4QIdK2FtYWOkDqz6Rp9ZfzuxZQ2T72OW5FRk+ZhZOH3kk7Hk9GVmiJzr57n6DfB7xikI87isCbtx48YEgw8Gg8HgeuKRbHJ2161ge91WYGjHvrpgwioY2CyQviFN5F/6Kl1TRhWq4O+QOBzYabtSxCJV8h1Sl+ev6s9FGVyeT7OaLuByyxUfNsD32G2yu3kVvL8ljd+4cWMz8epWoGm+pkol5PnwfWwDilgH43d2nNxX5gV3byd3RrKtCtKyF+kLbTGnVQJq5pOgbxd0pc9Z00AYB+PDnpPtQxF1gC999LPnsVSu451mwoka8t9ZA7MVDP7YY4+tGOEWA8nX5j7l8dht3WnvzOSq9GesC+8UPh3GUfXBNjGYN3a2iCWRgIPb2Tuwfp5Pr3HEeu97DfM8Oi0h9rQu6UU1Ptpwyi6HX0WsWTOwhiy/V7xeUzR1MBgMBtcWl2ZyR0dHKwmwktC64pugSrhpDznr1StvNweD28uxSitmm5u9jypPPQeqe+xO8psl+S5hLvetpH9LX7YBdnbLfK1Zrj+3El0D/r9//35E7EtcZslb9tbdbhcnJycXSilmfby9T7Odgnlnbj1Pllor3T5jgvFgV7FkH7GwJCRsPp3AINupbWdA2rZN7q9//WtERLzwwgur+zEO7HpI8sxJTleGvYZj7C+YAvsOFpDXgiBz2KXTo9nzMM8T8DugYkLnaRsyDg8P4ytf+cpq7+cx2yPabMnvhfydmZuPg8ySWF/S+zkFXOWlWNnPM2jz29/+9tl3MEPWymnLsKGyT3J5MFimbYoupprn0XZVkh04hSOfuaQUYO7pM31j/1UeztbAONVi5ZHJsZs3bw6TGwwGg8H1xKWZ3K1bt1aeTBlmEQa/wpUXkCV5e0xaAtkbiLyBaL+ynTkxM3D7VTkRS+yca7tDxQLtZeQ0X1nqM4ODidBWl6g5t9vFjlWSdceAkf7w+KrmJLPXrXX//PPPV7aKKtYpX5P7W9kSXbDTTNEMIe9ZUnFxDRIt9g0YVtYcYBODHSGluuxUngcYAO2b+biga54HroUxIqlj92CcVeJpt8vY3cfszclYYRW2bbN++dmxxqWLla0SKoMvv/yyZXOHh4fx1a9+dcVEMlu253KOv8t9yvdwair6yTNm+zosOmKdosv7zu+JjC4WkTbyuDpvZJ4fEnUTY5fT7tm71V6V7KFsZ6dd9r7LgdmOmeeT+WJuOMb+qlKsWfPFMftNVOWHMmseJjcYDAaDa4lH8q5EukSKzZKnJSlLrdaDR6z1/rYZOVlolo4snXTSf/ZkpI9IFpY0+Mx9Z8yOrbIkUnmAOibI2QO6ucpz0nm7VTa6Ssqq7rMV98N4kPJgPRUjzky1k6hOTk7is88+Oxuz47AqdKzV7WZ0GXZgM5l1wGwcP8S5FNXN9+AYnx1TqLwPq4S4EQtLZk/loqmZPeQ+2hac72dPQ9txvMa5PzzT2GLYX9iJqjg57/mu6Ggl9bMG5zG5O3furLz1so0MRmPG07Hm3AeYkz35+J/75LXgO8fl+RnL+3Frr+drsobFZbg6+y7vsMzKiWl1dibmEXaUtRv2APc4bFfc0j65wGv1bLisGZ8wORdPzd9lT89hcoPBYDC4lngk70ozEewFEWvPsS7rRlW2wpKnbT62D+T7uPwG51YsgPaRZOwZad18xGKL4RwkXevv/RmxSEdI6i5RtOWVCLqcjFuxg75mKw9cVxwVaRAJMUuzXamiCqenp/Gf//xnFZuWvbPon208ZnR5bp3b0XuTtYUdMfcRS45A9oFLkzAnOYcpHphcQ5/s3ZaLpn7rW9/au8aFZekj3meZYbPv2PO+r7Ucud+cw77DboMkX5VC8TNIG/YizM9Vl2fQeUoz6EMuZruVtWa32628bPM+YB95Psy48j1cVsjszywq72/O9V71uyuP3bZQP3OVBsZ96cqQMc6sscLzElhjVvke2LO9KyW0lbHI4+X52fKg9XPLc5QzqgDP02Q8GQwGg8G1xfzIDQaDweDK4lLqyoglPVNEXarj7t27EbEO7ttKnNylBeoqDVdlbFAxod5BhZpdqwGU3kHYDiDNalFUPq78jZrAxuusCrL6k/lCjYWaKqtfuqBzYLVipvUuIdQ5AmT1giuMo97529/+ttdWFXYAttQGu90uHjx4cLYulbMN+8mqWDsKVZWMWWcbzFHRcTz3D3drzuFa1vLevXsREfHss8+eXeMgaeaJ+UOtlJ1HrFKtwkwi6jR5LmvFHLDPK7UY7Vstyty7BEveL1bzAtSvdiaI6Peon+v8LNIHvnvw4MGmujLvrWr/du7yVl/mSt2si00bnpcqCYWdiOwQUo2lS0DuRNHVWuZyVvkah6fkttmLVqm6zfyuYuwurWSHQeaucl7jXDunuO18Lp/MOZ/Mc96PzJMdajoMkxsMBoPBlcWlmVyWqCppHAnNBmqn16qMnVuu9Pl4/lWnHSRNHCWQbCq3bQesOyWPU0RFLFKxXesteVRpj8zuaP+tt96KiIX98ln1oSv0aqksYp32pkt5Vhm4Aezmvffei4i1Q1HV7nnFC4+Ojs6M4eyTvJY4N9ihxQHqVTonwDywPtzPBSMjFscT+sIe+tGPfhQRy5pXTlI4OnTFUvPc0q4dJhxszhznteDaLvzD6Z5yO7SLUwz/0yZzl92zaR/tAs8TjJ4+54QMTplmxwbGm51x+DuH8ZxXcNcMKK8968H8d44ZVeJshyZ1pZ7ymJ24wI5PdoSJWJfYspNH9Szn8ee+2XmIZ4Kwl3xvzu2Kw1aM2I41dqipHN4cknJeAd58jZmcnYyypsr77c6dO9tp4dojg8FgMBj8j+PSTC5iW3JHskQS7JIDZ6ktF7+L6MtmdBJCxGLPgQ2YKVTsz+6qTg2U72/bYleuHYkqS31O5+TAa9hSTq6KRMM8UlCR8SFRO8VN7mNX+qSyG1iP/vrrr0fEwogIts1S7nnBrRmEn1iqrNJRMRakUr6vWIRLBNF/7J4kK67CDxib03nBsC01RyzrYnsXUiUMpQogpx0S58IukPo5XtnmrEHwOZU2BcDUnIi6CgegXfqCdoFr3nzzzb3vq2vYx8xrZbs3O//iiy9amxzJvdmjFUvyethdvtqr9M/aF4eycJ88552tylqpynZpbVYXpJ/7ZCbnRBI8G1nT4wTn9NnpzPL683dlH4xYJ5nP6DRyfg9VWjynOPT7KP/WOJXaVsHdiGFyg8FgMLjCuDSTq4IbqyS7SGpbpVWMLni5S9yc/0bCcDkRpLXsiWOJyaXdCRLNUr8Tvloq8/Eq3Y2ZqO05+RpLVE7F4/RYeU46huXEzJU+Ha+9v/zlL6s5yP3K7VhqrgCTA1ViYcDeYS0dEJqlY+aQ+YDFYFOEPSD9832+j6Vye2LmPjLffNrmUyWRts2F+1K+yMHumTlWiYUj1gUo8/62R5q9oe05VyUucFJx5vzdd9+NiH27kfckY2cvkUAgMzkz8K20XozfTCCzFrNSMyBQJXd3n8zcqtSAnZ3L3s5ZO2M2ZgZZecpWpcIiFubmtcwwY7P2hH24xVC9R7a0QWaz1jJV7yXbQc3+zNAjljllX926dWuY3GAwGAyuJy7N5A4PDzdtZ2ZQLnRZedh0KaUs2VWFPe2dY319VQ7I97E05hLvuV2kCNsUuD/sI8P2PHvIOQ1S7hufsEv+R/qqihZ2yaKr5NiAOaFwJ3ZCezpWCZorhl21f3x8vJJ0c5kPt/vOO+9ExNr+AEOIWNaDfhH7xqcL4eb7mbk/9dRTEbGsIXOb9xCMDUma2DN76OV54lyupX1L6WZRuT3PrW1zeR/QF88tzIdrsFdWkrxTPjn1WW6bc7nWpbicCD23k22p3f7Z7Xbx8OHD1XOZ2Stz6xRjlT3NfTAr41wnMM5t8H5jTPSdOWY9Kt8D2526NIb572pf5bbYy/nZtr+A3weV16jtq7aNuV9539kOSZ+YkyqG2Jo4znH6ujwn3DPvg63UiMPkBoPBYHBl8UgZT+wtk39F7X2DV5YT81a2Pb6zfrbLEJDPsaRhL6TK29FMCnZBn7PEQftOLGwpqUqC7KKIZl+WYnL/HfOGdGSvo+p+HYOrEsEi1b/88st75zo5bV5rJ/Ot4nvAw4cP48MPP1xJ2MRwRSySGZIfbNLlP7JEbQnOUrg1CXkfPPnkk3ufrAvzBuOqCqDC/thLMDoX7Y1YPFO5hjZs96hiIR1zxv1oq4rLo//YLJxomnMZX87OAjNhXSx901ZOys5a+tlnbVy0NWLZvxdJ3guT20oE3jEdvxfyHrUmhz1jLZDt4RHL8wKjZb6YA9Y8lwNyodWuLFQVt+YYWxevrfwjGLvLQzkxfbZ5+5htms4KlPeq18WMuxp3V7DWZa+2ypCdnp5OnNxgMBgMrifmR24wGAwGVxb/VQgBqNR60Fknha0oq51HulACsFXDyO6rUOXK2QK1JNTc5+a2GYfVBgBaXzkPWB1pR4oqjZjbdXovVGuVGtEqhmrsPo+QAYJ9bSyu+sax7Fa8VRn8008/XalX8t7BQcPBzKw3fSSYOmLt5s28uK2qUjSOJt///vcjYm2QRyVYjYn54T4E6ztMI/fJKnur+7fcoJ0YwedWYQcOkfF9K/dzHHasgnS4SA6rcIKHLj1X3od2RDsvxIiA8HxuvuY856oqOTDnsJaoJ+3SX9U5ZE75jnkjxIK9k+sv8jeJ2WkDVaedV/J4+I422Nedq3/+rnOocZKCiOWdiBrWIQOoXJ955pm97yPWz7TNTVVyfu7t95wr3md1pE0PVlEbw+QGg8FgcGXxSGm9QOX0YcmPX22YkFNnRaylOrBVWgM4AbMN0Hb6qGB3aa7NDiI20lbusPl+mflYCu4CHzNsiO1SdPm++dxOsuZ4Ds79/e9/HxFr6XaLbdjhZLfbbbqBn5ycnM0f40LijVi7ZdMufXFS7IhF0kM6fe655yJiMfx7b+VSK+xFp0irKsMDB2c7RKUKfHXaJmsKumrPGU62yyfzma9x2Rc7AHAuUnmulm5nItrKZaci9p1/+NuB8nbwyqiqk285D5yenq6Cm6v3gSuad3s/Yh0wbjd8p7bK/eNaGDxOPOxnnq3srAILIzWf7+fEAhnsefa1yykRVrM1h7TPudaYRKyZHHuS+9J39kx+R9oZj+fK78i8Hxwi4HSJLreVwfp4bxrD5AaDwWBwZfFIweCWzLI0i4TDrytSnoua5l9mlwZxCpkqqTPoJDezpyz1dTpjM6pKcvN9fR9/5vvZBdr3rcqAVP3Px6twgC6NmPXrb7zxxtk1uOv7fm6jCvzPqZQ6u9Lh4WHcvn37bK/Y5hOxZiVeb/ZHdl8HlvKd8JX75TRLXlMkT9uuMpzs2Pvb7voRa/du2zetscjPU2Vzzd9XLtaet648SqWNgImQ/sxpspD08xgsZVsz0mlqcl+2gnl3u12cnp62yQ2q6x8lMby1JeyDau87DAiWxnuPEkXvv//+3jjyOQ4Yt30394l3JAzKyQ1oI+8d9rq1MawhnxW7deqs559/fq9vVSo/ngVYbedrUIWSuLCwExlkduswpPMwTG4wGAwGVxaXZnJZogKVFIaUgrTkNE5ZErL3jZPuOrVR/gXvSlu47H2VbNkeV7ZZVAmMOy8wl+epyknYq22rkCx9dHFOB4FXTM5sCbhsPNJmbu+88ka5jx0z6XBwcLBiJtm2g42AfrqAYpUo17ZC9hf7zbr97O3moGzmxQViq1IkTiTAudhIsseavfNgfUj03M/eb7ldJGunojJryu2axTj4mbXNwcBOW8cxB6xXa+A58fHKGzJ7yG3Zk/I1VcktP0ted3shRqw9pf2Mw5qqfce8eG5pC0ac7UXY6egD+53n8Lvf/W5E7GsBnD6LT3s2oyHL71XsZ54bp77LTJx7M3bb4NirVZJ325q7d2Z+L1m7xDg8nsp2W3lrVhgmNxgMBoMri//Ku7KKJ7OHIpIMEht64OzZ13kdOkmo48vyuUhQ9iysytpYB98lTs0SvGNnumKMVaqzjv1xzlacx3lJqrdKXpjdmtVW69aVsK+kJR/bKnmBXWXLQ87rXpUPiah1+v7f8TcgS9aO2ayKVrof3fjYF/Qte655rT7++OOIiHj66af3vq+eJyTarkhrJS075VMnWTMunsncV2IISV+F1F+VP8rMI2Jtn3Q//Heegw6k9opYlyaKWDM31sHxkxmdl6ZjRF3WKKPzzK7SjFlz4BRarHW2OfueTutlzUKeE/pNX5gTr39eP5gb12AndFJkUBV49XsUVO/BrjwT+6vynDS7vXHjxpTaGQwGg8H1xKWZHBL51vGItZeOS3VkyRRW18Vk2Ya1xXwsGVQxLvxtqb8qAwQ6O2RXZiZLFtafW3KsvIVsP7E0bnaQbUC2XVjKc3/ydx6Pv6/6CL788svNvXF8fLyyxVSJhQEsAjtaJcGzj7o5PY8h5HGY6WyxV//POGx3y38jlSJR03ckd6TmzKwYB1kxuJ9tPpU9t7P90gbzmz1cmVuyynzwwQcRsUj4eF3muekSDdt+XNm4s1bhvLWyRmLLDt15Zud75HnO7dq7tiq9BVhD389xphHLu9AaJGs3cikprucdyZqx/owXpp2LAjuJOHvoo48+ioiIJ554IiL24yS7jETWslV+BDAra+8Yr8uTRSx71BqLLk646st5ttxhcoPBYDC4spgfucFgMBhcWVxKXUnaJqsVMmXtVI2khcHImikragOrxqw2rAzz7oNVMpWKwed0qX+yeqULA7hIqi47ujgAtlJjOll1FyyLCqCi7K54bDVlpVrsVKpVhV6Po0vMy7kPHjxoVcURa5duxmYHlKzqtnqqq7vnxK8R67RTVqXyf3ay4D7uq8Ne8vrbaQRVFmpK+kQfc2jHCy+8EBGLGsoB+LTN85X7YIcQp6tC9ZWfEaurmUerkfI8OomwK047fVYeR3ZK2VJXnp6erlT4eb85JVzneJb3L+fakcFqxKqOnc0grutXJSC32h0VMGpD1qNK0YaqEbWlw4O4Jjs8vfrqq3vHmHMCulGP5/VnHH7v+J1cqWMdekPfHW6Qr+F+/AZ04WOVk1xe4y0zyTC5wWAwGFxZPFKpHUtJW84IliadxDNikfiQUuyej9uyg5kj1pVk3Y+LMCsbpaukzh2Ds3Hfge0RfdC0HR0qg2znym/mltmO18eSaRVW4faqIPOI/Xk2qzgvKPzk5GRV/qNyPGGMSKUO1s/SqhmnDdVIkw6qj1iYFMfYX07YnIG02oXKIJ3neXJ1cvedPsLWskME15BWCekcULYlM7kuXRyhC7Ays8GIRbLuEgLDmLJLPt/ZKcHjq1LCVU5QxsnJSXz22WerhAt5jv0MeY87MXjEMj8uW2WmUGlRXGrLSSiqZ5r+O6Ca9xsOIPka1v/+/fsRsaxhZtK5rfy+taMH4/Q7pQqRsXOM56YKC6FdJyqww2B+Dlxhnfb9u5HZrZnhY489NiEEg8FgMLieuLRN7uHDhyt38vzLbBuYGRB66XyNtuHn9QAAAZlJREFUbUc5UDxi/eueJULriu1evFX6xlKfmVwV6GgJ1BJO5dbaJaF1ctKLhC7YplUlM3YJHEAfmaPKruK+ma1VyJL1Vqmd09PTlcRbFbHkE3bk4OJcngfXaQe+OqDcbs0RC4NBmsSN+e7duxFRryWlfLqiohUDhnm+/fbbe5/WauCun4vCUoTzpZdeioh1AHnlBt4lvXVZliqch7l2IWGYEG7w2U7p9r22lTbF67VVcBd7ru2CGU53Zbbnz3xNV4DW77L8DDgJhcvyVOnW/Ow6nRx9zknEuQ/zxTHacCKL3EfWiP1n+zHfVwn2HdjN/c3gMqN1oVPaddIFnreINTN1omuQx2W73cnJyaYmYJjcYDAYDK4sDs4LpNs7+eDg44h45/+vO4MrgO/sdrtv+svZO4MLYPbO4FFR7p2IS/7IDQaDwWDwv4RRVw4Gg8HgymJ+5AaDwWBwZTE/coPBYDC4spgfucFgMBhcWcyP3GAwGAyuLOZHbjAYDAZXFvMjNxgMBoMri/mRGwwGg8GVxfzIDQaDweDK4v8AT150lEWyrIoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_gallery(\"First few centered faces\", X[:n_components])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll learn the sensors using the first 300 faces and use the rest for testing reconstruction error." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.809087Z", + "start_time": "2020-10-07T16:17:17.806700Z" + } + }, + "outputs": [], + "source": [ + "X_train, X_test = X[:300], X[300:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sensor costs\n", + "In order for `CCQR` to decide which sensors are most important, it needs to know the costs associated with each of them. To this end, one must construct an array specifying these costs. Larger costs/values will make `CCQR` less likely to pick a given sensor, and smaller ones will have the opposite effect.\n", + "\n", + "We'll consider three different sets of sensor costs:\n", + "\n", + "* Zero cost: all sensors have zero cost\n", + "* Center blocked: sensors within a square near the center of the image have a fixed positive cost and others have none\n", + "* Left blocked: sensors on the left side of the image have a fixed positive cost and others have none" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:17.982782Z", + "start_time": "2020-10-07T16:17:17.810593Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cost_names = ('Zero', 'Center blocked', 'Left blocked')\n", + "sensor_costs = {}\n", + "\n", + "# Zero cost\n", + "sensor_costs['Zero'] = np.zeros(image_shape).reshape(-1)\n", + "\n", + "# Center blocked\n", + "costs = np.zeros(image_shape)\n", + "w = 10\n", + "costs[(32 - w):(32 + w), (32 - w):(32 + w)] = 1\n", + "sensor_costs['Center blocked'] = costs.reshape(-1)\n", + "\n", + "# Left blocked\n", + "costs = np.zeros(image_shape)\n", + "costs[:, :20] = 1\n", + "sensor_costs['Left blocked'] = costs.reshape(-1)\n", + "\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "for name, ax in zip(cost_names, axs):\n", + " ax.imshow(sensor_costs[name].reshape(image_shape), vmin=0, vmax=1, cmap=plt.cm.gray)\n", + " ax.set(title=name, xticks=[], yticks=[]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we'll apply `CCQR` with each of the above cost functions, plotting learned sensor locations and a few examples of reconstructed faces from the test set.\n", + "\n", + "Note that the mean-square error (MSE) reported in the first row is the MSE across all images in the test set. For the later rows, we give the MSE for the particular image being shown." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2020-10-07T16:17:23.614083Z", + "start_time": "2020-10-07T16:17:17.985060Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_sensors = 60\n", + "n_faces = 3\n", + "n_rows = n_faces + 1\n", + "fig, axs = plt.subplots(n_rows, 4, figsize=(12, 3 * n_rows))\n", + "\n", + "for k, cost_name in enumerate(cost_names):\n", + " # Define the cost-constrained QR optimizer\n", + " optimizer = ps.optimizers.CCQR(sensor_costs=sensor_costs[cost_name])\n", + " basis = ps.basis.SVD(n_basis_modes=50)\n", + " \n", + " # Initialize and fit the model\n", + " model = ps.SSPOR(n_sensors=n_sensors, optimizer=optimizer)\n", + " model.fit(X_train)\n", + " \n", + " # Get average reconstruction error across test set\n", + " test_error = model.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + " \n", + " # Plot sensor locations\n", + " sensors = model.get_selected_sensors()\n", + " img = np.zeros(n_features)\n", + " img[sensors] = 16\n", + " \n", + " axs[0, k].imshow(img.reshape(image_shape), cmap=plt.cm.binary)\n", + " axs[0, k].set(\n", + " title=f\"{cost_name} (MSE: {test_error[0]:.2f})\"\n", + " )\n", + " \n", + " # Plot reconstructed faces\n", + " for j in range(n_faces):\n", + " idx = 10 * j\n", + " img = model.predict(X_test[idx, sensors])\n", + " vmax = max(img.max(), img.min())\n", + " axs[j + 1, k].imshow(\n", + " img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " error = model.reconstruction_error(X_test[idx], sensor_range=[n_sensors])[0]\n", + " axs[j + 1, k].set(title=f\"MSE: {error:.2f}\")\n", + " \n", + " # Plot target image\n", + " true_img = X_test[idx]\n", + " vmax = max(true_img.max(), true_img.min())\n", + " axs[j + 1, k + 1].imshow(\n", + " true_img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " axs[j + 1, k + 1].set(title=\"Original image\")\n", + " \n", + "\n", + "[ax.set(xticks=[], yticks=[]) for ax in axs.flatten()]\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observations:\n", + "\n", + "* Using \"center blocked\" costs causes sensors in the center of the image to be avoided\n", + "* Using \"left blocked\" costs causes sensors on the left of the image to be avoided\n", + "* In all cases more sensors are needed for accurate reconstructions\n", + "* With a limited number of sensors, models have a hard time with high-frequency features like the texture of a beard" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/spatially_constrained_qr.ipynb b/examples/spatially_constrained_qr.ipynb index 33ce0b8..33600bb 100644 --- a/examples/spatially_constrained_qr.ipynb +++ b/examples/spatially_constrained_qr.ipynb @@ -55,16 +55,6 @@ "Loading and preprocessing the data:" ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import ssl\n", - "ssl._create_default_https_context = ssl._create_unverified_context" - ] - }, { "cell_type": "code", "execution_count": 3,