{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "SPg_7aF97ut2" }, "source": [ "\"Open\n", "\n", "# Continuous prediction with regression\n", "\n", "Recall, we discussed a strict threshold classifier with accuracy as the loss function. Now consider continuous prediction, we need a loss function. A reasonable strategy would be to minimize the squared distances between our predictions and the observed values. In other words, $\\sum_{i=1}^n (Y_i - \\hat \\mu_i)^2.$\n", "\n", "If we were to dived this by $n$, it would be the average of the squared errors, or the *mean squared error* (MSE). We can use minimizing the squared error both as a rule for finding a good prediction and as our evaluation strategy for held out data. \n", "\n", "What's left is to figure out how to come up with $\\hat \\mu_i$, our predictions for the observation $Y_i$. We previously considered just a rescaled version of $X$, our predictor, using regression through the origin. In this module, we'll try a slightly more complex model that includes a location (intercept) shift and a scale factor (slope). The consequence will be to fit the best line, in a certain sense, through our $X$, $Y$ paired data.\n", "\n", "To tie ourselves down with an example, consider the previous lecture's example, consider trying to get the FLAIR value from the other, non-FLAIR, imaging values. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 192 }, "colab_type": "code", "id": "NUkxnWrB1RrP", "outputId": "2d9ff002-6ea2-435a-bbfb-f58ab0361971" }, "outputs": [ { "data": { "text/html": [ "
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FLAIRPDT1T2FLAIR_10PD_10T1_10T2_10FLAIR_20PD_20T1_20T2_20GOLD_Lesions
01.1436921.586219-0.7998591.6344670.4375680.823800-0.0020590.5736630.2798320.5483410.2191360.2986620
11.6525521.766672-1.2509920.9212300.6630370.880250-0.4220600.5425970.4221820.5497110.0615730.2809720
21.0360990.262042-0.858565-0.058211-0.044280-0.3085690.014766-0.256075-0.136532-0.3509050.020673-0.2599140
31.0376920.011104-1.228796-0.470222-0.013971-0.000498-0.395575-0.2219000.000807-0.003085-0.193249-0.1392840
\n", "
" ], "text/plain": [ " FLAIR PD T1 T2 FLAIR_10 PD_10 T1_10 \\\n", "0 1.143692 1.586219 -0.799859 1.634467 0.437568 0.823800 -0.002059 \n", "1 1.652552 1.766672 -1.250992 0.921230 0.663037 0.880250 -0.422060 \n", "2 1.036099 0.262042 -0.858565 -0.058211 -0.044280 -0.308569 0.014766 \n", "3 1.037692 0.011104 -1.228796 -0.470222 -0.013971 -0.000498 -0.395575 \n", "\n", " T2_10 FLAIR_20 PD_20 T1_20 T2_20 GOLD_Lesions \n", "0 0.573663 0.279832 0.548341 0.219136 0.298662 0 \n", "1 0.542597 0.422182 0.549711 0.061573 0.280972 0 \n", "2 -0.256075 -0.136532 -0.350905 0.020673 -0.259914 0 \n", "3 -0.221900 0.000807 -0.003085 -0.193249 -0.139284 0 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from scipy import stats as st\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "## this sets some style parameters\n", "sns.set()\n", "\n", "## Read in the data and display a few rows\n", "dat = pd.read_csv(\"https://raw.githubusercontent.com/bcaffo/ds4bme_intro/master/data/oasis.csv\")\n", "dat.head(4)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "jTiir_zn7nmO" }, "source": [ "Let's look at the non-smoothed data (omitting the `_10` and `_20`) using a pair plot. I'm color coding by whether or not the specific voxel is a lesion." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 743 }, "colab_type": "code", "id": "8oilUyjjBA9J", "outputId": "9e72f53d-9466-4d4b-aee4-6943d825c455" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/bcaffo/miniconda3/envs/ds4bio_new/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "/home/bcaffo/miniconda3/envs/ds4bio_new/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "/home/bcaffo/miniconda3/envs/ds4bio_new/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "/home/bcaffo/miniconda3/envs/ds4bio_new/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "image/png": 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YUxb0YmhFY7sk8RVCCCGEEEIIIQaDBGPGsFgiS9BnorUa8Dq0VkTDXhrbZWSMEEIIIYQQQggxGAY+ZEKMeF3J3CFNUdorGvbJNCUhRhjDUPicJNq1cLVJRoeGu0tCCFGQxwSvk0Q5Do72kFF+bFsKA4gDU0rh01lMJwNKkVN+MrYx3N0SQohBI8GYMawrkSXoG3jy3r0qIj62N8UHoUdCiMEQ0Fnsba/T8vSt2LFWjHCU8hMuxzfrWECCMkKIkSNspEm8+iDtrz6Im03jqZlG5bs+iBWdRtaRy1BRmGG4BLKttD/2B9Jb3gRtEJq3nPIVV5NQZVLlUwgxJsg0pTGsK5El4Dv0JwgVER8tnWlsxxmEXgkhDoXXcMmufozW+3+OHWsFwI530Pbwb0i8ci9OViqfCSFGhqDO0Hbv/9D1/F24e36bcs3babzl2xhtWzAMuQwVhQXtLhr+8OV8IAbAsUmsfpbGm75BkMTwdk4IIQaJnAXHsK5klqB/cEbGOI5LS6fc5Akx3LxOks7n7ijY1vXivdiJjqHtkBBCFKAUqGQbmR2rC7a3P3ojPlemQIvefIZL5/N341rZXm12vJ305lcxTbmFEUKMfvJLNobFkjmCvkMfAlwR8QPQ2CYVlYQYbm46VvACNd/oYMc7hrQ/QghRiGFo0jvXFG3Pte1G25kh7JEYLQwnTXrLG0Xb0xtexMAawh4JIURpSDBmjHJcl0R6cBL4RgIeTENJRSUhRgBlHHi0m/L4hqgnQghRnOu6GMGy4i/QJmhJxip6c5XGCISLtutgGa7cwgghxgD5JRujEqkcrsugjIzJl7f20dQuI2OEGG6ON4SnanLBNqOsGiNUPsQ9EkKI3mzbxTd5bj7oUkBowUnkjOAQ90qMBlkVIHLshUXbw0vPJWcPYYeEEKJEJBgzRsWSOQACgxCMgXzeGClvLcTwSxOg+uIvoAORHsu1L0jtZddjRiqHqWdCCNFTWoWoueQLoHpebnqqp1J+0pVkLLkMFb3ZtoNn6iKCc5f3ais/4TLcUA2uFFMSQowBUlNwjIqn8sGYwRgZAxAN+9ja0DUo6xJCDJzjuKS81dR94AfkGjaTbdyMt2YanklzyJoRAsPdQSGE2CPnaKiZy8SP/jeZrW9gx1rxTV+Ijk4m7viHu3tiBEvYPsKnfYiy5ReT2vgyyvQSmLWMnCdCyjn04hRCCDESSDBmjOoeGTMIOWMgPzLmlXVpLNvBlFKUQgwr23aIE0JPWIw5+SgsxyFju5hSfV4IMcLkHE2OCMbhJ2NoRdpycB0Z1iAOLuX4wDcB88iLAJe45YCc54QQY4gEY8aoeCqLAvyewUmOVxnx4bjQ3JFiYlVoUNYphDg0juPiODJxvi9MA/xOAjfZieva6FAlGR0kZ6vh7poYBh7t4nOTOIl2lFKoYJS0DmLJ/lAytu1gy8+VGADLkh1nMHkMF5+TxEm0oZSBCpWTJoQlgS4hhpwEY8aoeCqH32ei9eBcWO5f3lqCMUKI0cSrHXTzehr//j84mXzuK2V6qXjXB/DPPJa0DHkfV7zaQu16k4YHf4WbSwOgvH6qzv04xsRFZByp8COEGJu8ZMlteYmGR2/EtbIAKF+Q6gs+ja6ZR9aR0e9CDCU54saoWDJH0Dd4F5ThgInH1DRIEl8hxCjjtTppvv2H3YEYANfK0vbQr9Gx3SgloyHGC6XAk2qh5e//0x2IAXCzaVru/ilmugXZHYQQY5XqqqftwV92B2IA3EyS5jt+hDfXPow9E2J8kmDMGBVL5gatkhKAUorKMh+N7RKMEUKMHh6PIv7aw+AWHn/d+ezf8OncEPdKDBevduh64e6i7bEX78FrSD4TIcTYY2eSdD57W+FG1yH26kN4Zc6EEENKgjFjVDyVxT/Iv6gVYR/1rRKMEUL0n9eEoEoR1ClMc+iGHmjXIteyo2h7rq0B7UgwZrxQbg6rbXfR9lzbbtQ43R9MUxPQaYIqhc+Q5BFCDDbD0AT3HGNec+iDvm4uQ669oWi71bIT5VpD2CMhhMQ/x6hYKkckMLh5ECoiflZvbRvUdQohxjatFSFixF96kI61z6G0SfjIdxFZcDJxJ4Bb4utRBxPvhMNIb1tVsN1bMw1be0HyQ44LrvbiqZlOtmlbwXZv7Uwc7R13FVtCRobcltdpf+nvOKk4/umLKDvhUtJmFMuReVtCHKqwkSa94UVaX3kAN5cicPgyyo57N0mjbMgSW2uPH0/NVKyOxoLtngmH4WgP2DI6UIihIiNjxqhEKkdgkEfGVJX56ExkSWUkai6E6JsQMRr/9DW6XroXO9aG1dlEx1N/oflv3yOkUiX//JzlEl78LjAK/x6Wn3gFWUnYOm5kLEXZce8GVeDyR2kix1xAdpyd4gI6Q+ejv6H1gRvItezETnSQWP00Db//Ev5Mi+RUEuIQBXWatr//lPZHf4fVXo8d7yD+xqPU/+FfCVqdQ9YP7QtQfuLlQIFjWpuEjzqDXE4CMUIMJQnGjFHxlDWoOWMAKsvyFZUkia8Qoi88piL++qPYiY5ebbmWHWR3rcEwSn8aSpll1F39DYxIVfcyHYhQffHnsYK1JR+dI0aWjLeC2sv/FSNU3r3MCEepvfLLZLzR4evYMFAKdLKN1IaXerW5Vpb2x/6AT2cLvFMI0RdaK9z2XWR2ru3V5u7J4TKU0wLtYC01l/4LOhDpXmZEKqm7+mtkjPIDvFMIUQoyTWkMsh2HVKYEwZiID4D61gQzJ5YN6rqFEGOPx07RtXZl0fbkqicITT0Ku8TPBSxb4ZbNoOa9/w6ZOLgu+MNkVAhLhmOPOznHwKmeS82138/vDyjwhkjrEPY42x8MwyC16dWi7eltq6hwMoCUfxdiIEzTILn66aLtyQ0vEjn5GjIEh6Q/FibULaT2A/8B6Xg+IusLkyKI44yv3z8hRoJRF4x5+umn+eUvf8nGjRuJx+PU1dVxxhln8OlPf5pIJHLwFYwDiVR+jHVgEEtbA3g9BmVBjyTxFUL0iYtCFZkeBKBMb+HpIiVg2w4JAuAJ5Bc4+R6K8cm2XRIEwbPnBshlnOZJcFEeb/FmbVBwSoMQoo9clMdXtFWZHob6GLNsF4sgePf8/sn5UIhhM+qmKXV2drJkyRK+853v8Nvf/pYPfehD3HXXXXz2s58d7q6NGPFUvhLEYFdTAqgo81Pfmhj09Qohxp6sDhBecnbR9vDSc8jZcqMnxHCxLIfA4UcXbQ/NO4GcDgxhj4QYW3I5m9DCU4u2hxe/i6wcY0KMW6NuZMwFF1zABRdc0P3v4447Dq/Xy9e//nUaGxupq6sbxt6NDIl0Phgz2CNjAKrK/NS3SDBGCHFwtu0Qnn0s3refIlu/sUdbcO5yVMUUGRYtxDDLeSKUr7iKzqdv7bHciFRSvuIqYvaoe24nxIjhuuAEqwgvPZv4qw/1aPNUTiS85Gxi4yxpuBBin1EXjCkkGo0CYFnyawb7RsYMdjUlyFdUen1jC5btYA5B4k0hxOiWcPxUXvQF7KYtJN56DGWYhJecjYpOImEXH7otxHhmGBrDUNi2i22XNrlnxvHgX3AGEw47ivhrD2MnOgnOORbv9MUkCCEZroU4NCnHS/DYSwkdcRLx1x7GySQIHbECz6S5xN0Qgz1FSKl8rhrIj8wRQoxcozYYY9s2lmWxceNGfvazn3HaaacxefLk4e7WiLA3Z4zfW4KRMeV+HMelsT3F5OrQoK9fCDG2uC4k3ADmhIVUTJyF1dFAavNrmGW7icxYTFKHsWWqkhAAGBoCbpzs1rfJNm7GO/FwAlOOIKXD2CW8p0o7HpR/Ir4VH0S5LjaauOUgeSSEGBwpx4cKTcV/6j+hXBfL1WTswT/GgjoD8WaS659HGx5Cc5dj+yuw8A/q5wghBseoDcacdtppNDY2ArBixQp+8pOfHPI6TbP/Iz32lmUdivKsfZXKWvg8Gm8JgjF1Ffl5rY1tSaZP6F/C5JG4rUYq2VZ5/T0mx/t2G6nfXymFP9NM/U3fxEnF9i03vdRd8w1y5dNwBunh/0jdBkOllN9/IOfIoTTa//ZKgS9RT8PN38TNpvct9wWZ8J5vkQ1NOKRpfX3ZPvnV54OjI/3vPdhG2/7T17/PaPtepTCStsHeYyw/emVw++MnRcfDvya18eXuZZ0r7ySy7FzCx10KhEbENhguI2k/EGIv5bqjc/zp2rVrSSaTbNy4kZ///OdMmzaNG2+8EcMYWADCdV2UGhtPZ/94/2oefXE7X3zfspKs/3u/f5ELVxzGe86eV5L1CwFj65gc76xEJ/U3/Ru55u292nSwjCkf+RFmWdUw9Ez0lRyPpWfF2tj1+y9jd7X0ajOjdUz6wHcxwxXD0DMx0sjxKAqJvfUkzff8T8G2ie/7NoHpC4a4R0KIgxm1I2PmzcsHApYuXcoRRxzBZZddxiOPPMI555wzoPU5jktXV/9LNhuGpqwsQFdXquTzuvuqpT2Jz2sQi6VKsv6qMh8bd7TT3t6/RL4jcVuNVGN9W1VUHHyK20COybG+3Q5mpH5/f7ajYCAGwEl2ke1sIWYPzhDqkboNhspAvn+pjsehNtr/9v5UR8FADIDV0Ugu1kEsd4Ay1Acx2rdPqY2U7TPYx+NI+V7DaTxsAx9pOl/4e9H2zpfuxzd5DvGkNWa3wcEMdD/oyzEpxECN2mDM/ubPn49hGGzfXvhiv68sa+A/TrbtHNL7B1MsmcNnamy7NIOeqsr87GiMD/j7jqRtNdKN920l+9jAjLTv71q5A7Y72fSg93ekbYOhVorvP1q252j927tW9iDtuUH5XqN1+wyV0bJ9+tvH0fK9SmksbwOvsnHSxR+SOuk42NaY3gZ9JdtAjCRjYtLca6+9hm3bTJkyZbi7MiIkUjn8vtLF2aqjAZrak+QsydAuhDg45QujvIEijRqjrGZoOyTECKSC5aALn7uV6UUFyoa4R0KI0cIy/AQOX1q0PTj3OJRXkvgKMdKMupExn/70p1m4cCFz587F7/ezdu1afvOb3zB37lzOOOOM4e7eiBBP5agqK90Pbk00gOPC7pb+J/EVQow/GR2i4rT30fbQr3u1lS07j5wRAIntinEuq4OUn3Apnc/8tVdb+UlXkNVBOU6EEAVlLUXkmPOJr3oSN9szTYERqcR/+NGSZ0iIEWjUBWMWL17M/fffz69+9Stc12Xy5MlceeWVfOQjH8HrHfhc6rEkkc6VtOx0dXk+0LOzOS7BGCHEQeVs8M88lppLo3Q8eTO51l0YkSqiJ16OOXMpSXvUnYqEGHRZWxNYdAZV0To6n74Vq7MJM1pH9ORr0JOPICUl4IUQB5DUESZ84Pt0PvkXkhteQmmD0MIVlC2/lIwRkeLWQoxAo+4K+LrrruO6664b7m6MaMm0hb8EZa338nkMomEfO5riJfsMIcTQ0FrhI4PhZEBpsjpA1h78Gaxpx4NRt4jKK76BxsZBk9VBkjJvW4huKduLOe0Yqq5ZgMbBQZNRwX4n3Ow+rt0soMjpAPbYmJkuxLBRSuHTWUwnQ/648pN1DEZKXVrbhoSOEnzXdZSf/gFAkVN+YrbCdEZIJ4UQPYy6YIw4MMt2SGdtAiXMGQNQG/VLMEaIUc6rbczYLtofvZFs4xaU4SG06BTKjr+UuBMc9AtM23ZI4tu3wJFAjBDvZFkOVo9n2P07TjzawZtqpP2RG8nsXg/aJHTECURXXAVIVRAhBsLQEMg20/6P35PetgqUJjh7GdFT30fSKC9Z0Yz+cl3I2AYZgsPdFSFEH8hjkjEmmbYASjoyBvJ5Y7Y3xnBHyuMAIUS/aK3wJBpovOmbZBu3AODaOeKvP0rz375PUKeHuYdCiP5SCnyZVhr+9LV8IAbAsUiseorGm7+FVaR0thDiwAJ2Jw1//Eo+EAPgOiTXv0jDn79G0JWHk0KIgZFgzBiTSOdLyPq9JR4ZUxEgkbZoj2VK+jlCiNLwkaH9H38AegdUcy07cNp2orXkqBBiNPFpi44n/wJO70y/VmcT6Z3r5LgWop+8pkvsxb8XLD/vJLtIrX8R05RbKiFE/8k0pTEmkcqPjAn4Sjsypq4iP/xxW2OMyhJWbhJClIbh5vY9Oe+mCM0/nvARJ6K0JuR0kTWCZOzS/p4IIQaH4WZJ73i7aHti7fOEpy3Fo5KQTaAMD7YZJO36ZKSrEEWYdprOrW8WbbcT7YSdGE4uiTI92GaItOOVY0oIcVASjBlj4kM0MiYS9BD0mWxriLFkdk1JP0sIMfhcpVC+IG4muWeJovq8j5Ft3kHT3f+dfwKoNME5xxI9/QPEncCISVIohCjMRaEDEexc4VGroXnLsTc9T9s//oCTigHgmzSbyvM/TdKI4kiSTyF6cZWBDkags6lXW/SES9GBCA2/vx4nnQDAN2U+Ved9goQul2NKCHFAMqZujEl2B2NK+yRbKUVtRYBtjbGSfo4QojSyOkTZ0ed0/zs0/3iyzTvoeum+fUOxXYfkuudp/ftPCei+TUlUSqGUTIMQYjhkdZCyY84v2OapnIQyPLTc+3/dgRiAzO4NNN38DYLE0Vohh68QPWWVn7JjL+y13Fs3AyNSmQ9u7gnEAGR2rqHxL98iSKLXe4QQYn8jJhjz8ssvD3cXxoREysI0NKZR+j/thMogW+slGCPEaJSzXIJHnoVv8jwAQvNPIPbaIwVfm9m5Dp3uOuD6vNohouL4Wtfga15FmBg+3TtvxcHIjaAQA2dZLv45x+M/7KhebVXnfYK2J24u+D470Ym1ex2+1rUE4tsJ6yTGEFxHCDEa2LaDOWk+oQUreiyPHHUGnS/8vfB7Yq1YLdt75WiSc5wQYn/DPk3pjTfe4L//+79ZuXIla9asGe7ujHqJdK7k+WL2mlAZ5PnVjXTEM0TDvoO/QQgxosRtP9F3/zPEWlCuXTA54V65jkZUbW3BOfA+beFufYndD/8WnHzeKpQmevLVBOafSsrxHrAfhoYASZx4K24ug1FeR84IkLGH/RQlxKgTt/2Un/UJosk2UlteR/sC+GcuQZsmuZYdRd+X3vY2VryN1KbXMEJRaq/6GklvTfc0C6928LpJ7K5mlFLoSA0ZHSRny92lGPsSto/QimuJHHsh6U2vgWHin76Q1od+U/Q92d3rMeoWADYBkpBox8mmMMtryeogGUfOcUKMdyX/Fbjvvvu45ZZbaG1tZebMmXz6059m/vz5bN++ne9973s8+eSTeL1ePvzhD5e6K+NCIm2VfIrSXhMq80l8t9bHOGq2BGOEGI2Sth8VmkKYGCgNrlPwdWa4gkyBQIxSYKZaaXjwlz0bXIeOJ2+mduIsdPTwovPmTcPF27mdxjv+Eye9pzyo0pQdcwHBo88nactvixD9lXR8qMBEjEWTAYhbDmHSGOEK7Hh7wfeY5TVkGjcDYCc6aLr1O9Rc+30SBPHpHM7mF6n/x41g5wOuyvRSdd4n8E1aTMaRJN9i7Es5XvDUYi48N7/A6UQHwjipwqWtzcpJgEMguZum236Ak9w7wlQRPupdhI+/goSc44QY10o6BvW+++7jC1/4Ai+99BIdHR088cQTXHvttTz55JNcfPHF3f9/6KGH+OIXv1jKrowbiXSu5Ml794oEPQT9JlvqDzx9QQgxsrluPtdEcN7ygu1mWQ2EKgu2eQyIvXxv0XV3rbwTr8r1WKa1IqizhO02gnYnTbf++75ADIDr0PXiPVjb35ByoWJEMwxFSCUJ5VoI260EdXrElI52XbAsB8vKB1hzZojoiZcVfK0yPPgmHka2YUv3MjvRidPZiNYKI95A28O/7g7EALhWlpZ7/hsz01raLyLECGNZDo7jYsU7iBx1ZsHXKI+PwOQ5eK0YjX/59n6BGACX+OuPkln/HKY5Mn4v9vKaLmEVJ5RrIkwXfsM6+JuEEANW0rv2P/3pT8yePZtf/vKXTJo0iVgsxvXXX8+nP/1pQqEQv/rVr1i2bFkpuzDuJFI5fJ6heUKllGJiZVCCMUKMARnbIHrqtdjxDjI7VncvN8trqLnyqyQJAr1Ht2jXwipQYWIvq6sF5VjsPd1orQjmWmj9+/+gTC+Bw47CtXMF39v57O1UTV2Mhf+QvpsQpeDVNrp5Pc0P/hI73gGAp2oyVRf8P9LBCdj9T5lUUrbtEpl/AtnGbcRe35cfSvuCVJ/3cTpW3t37PbE2fJXT6XrujqLrjb10P/5TPki28GEsxJiklCJbvwlv9WRC844nsXZld5sOhKk57xO4hpfstlW4uXTBdXSuvJPa2cuxCAxVtw8oZGRIvnIfbS8/sOe8rAjMPpqKMz4iFRWFKJGSBmM2bNjAt7/9bSZNmgRAJBLhS1/6Eo8//jhf+MIXJBBTAomURcg/dHNQJ1QGeX1jC67rSgUVIUa5mB2g/IJ/xsh0YXU0YYSiEKogSbDoNCNbmfimzCezc13Bdt+k2TiGF/Y8XAsRp+Gmb+CkEwTnHHPgQE5HE5rC06aEGE5KgSfVTMNtP2T/IGWudReNN3+TiR/+ETEiw9fBIsxQOcETriJyzAXk2nZj+Pw4mSSdK+8is3tDr9d7qibjWDmsjsai67Tad6PtHOApYc+FGFkcxyFQN5PGv3yL8uXvZsJVX8XqbEb7gqAUna88SOUFnyHXtqv4OpJdKHdkRG29hkvqtQfoeuGe/Za6pDa8jJPsInrhF0i6MqVKiMFW0rv2RCLBlClTeizb++85c+aU8qPHrUQ6R2XZ0P1YTqwK8uwqi+aOFLUVwSH7XCFEaaRsL5jVqJqafLJeBwqNiNkrZ0Fk8enEXr6/dwJgbVC2/GLiVn6qkWlq0pve6C4BmmtvILLo1KLr9tZOw6bwSD+tFVorbNuRp3ViyPm0RefTt1Lo2HBzGRKrn8FcdB6WNfJ2zixeLGWiqqOY2sVZ82jBQIx34uG4gQoc5cE7YSa5tt0F1+edOAtbe5C4qRhPXBdUWS2eyol0rryLzpV3owNhXCuLm8tQde4nyODHN3FW0XWY5bU4yjzQKfaQKaUwDHXQ6ZNeJ0Hby/cXbMvsWo/OdIGnphRdFGJcK/lk/HeOltj7b9OUDOKlkEhbBHxDODKmKgTA5t0yVUmIsaRQ1aRikkaEuvd+C0/N1O5lZsUE6q7+OhlvtHuZ1prM9re7/51r3oGnajLaHy643ugp7yHzjilKppGfz+7Z/Rru6ocIxLYS0ikZmSeGlHZyZJu2FG3P7lyLR43s6ITruuRs8M0/meip70V590yVUJrg3OVUX/wFUq6PrKMpW35JPsH3Oxkm4SVnkZO0EmIcSrpBaq74CoHDlwLgpGIow6TyzI9gTF9CNmtj1s7MjzItIHrKe8jq0jzIVEoR0in8nZtwVz+E2vkauY4mtC58bnezqYNXVJTzrBCDruR37b/73e+orq7u/vfe6Sy//e1vqazsmRDya1/7Wqm7M6a5rksyM3TVlACCPpOKiI/N9V0sXzBhyD5XCDFy2LYiFZhE5WVfQ+eSgIvjCZJRQWx73w2p67p4aqbBmme7l7U9/mdqL/osbY//mWzTNgC0P0zF6e/HrTqsx/Qow3Dxdu2g4dZ/73HR6KmaTM0VXyXmyug8MTRcZWCW1XTninkns7wGM9OBYVZgj+yYDEnbi+eIs5gw9wTcXApleskZIWL2vmuJjLeC2iu+TOsDN2DH2oD8U/2qCz5N2iiXUTFiXHJdlzghwmd9kqidxLVy4PGTNcKk9oyKSxKi9j3fovXe/yFbvwkA5QsSPflq9KQjyFiDf/AoBWEVp+nWf8dqr9+33OOn7pqvYwcn9/pdUh7fQSoqVhasqCiEODQlD8Y8+OCDBZfff3/PoXBKKQnGHKJ01sZx3CFL4LvXhMqgjIwRYpxzHJckPjD2TJN0uv/TLZezicw7no5n/gZO/lF6rmUnzff/gvJjzsc/dT6ONsAbImOEyb5jikfASdLwt+/1enqXa91FxxN/JHjaR7FLP+BTCDL4KD/xCpr+9r3ejUoTmnssDTd/k7r3/4A4Iz9ImLNccoTAzI925R1pLHKOgVM1h5r3fhcycVAK1xvuFXAVYrxxXUjbJlCWv6tygf3OXY7jktBRohddj2HlAzbKHyKjQqRKlC7Gpy3aH/ptj0AMgJtL0/TX71H3wR8SJ9SjLWeGCM1fTmL1c73WZ5bXQqhCgq5ClEBJgzFr164t5erFOyTT+ZuboZymBPm8MU+9sRvLdjANuRESQhSX1hFqr/hXmu/6CW4mCYAdb8dKdGAHq0ja3l4Xs5AP2FttO3GzhatSJNe9SPnJ78U2y0v9FYTIj9iqmkH0lGvoePqv4OTvqpTHR9UZHyT2xuM4yS7sjgZU+WFjIq+RbbskCIBnz3SmAgFXIURvruuScn2gfeCl5IeNaSdJbX6tYJuTTmB3NPb6XcpYBuWnXIud6CK9bdW+dUXrqLniy0UrKgohDo0kbhlDEul8XcmhnKYEMKkqhGW77GiKM3Ni2ZB+thBidMk5CqfycCZ88D9x4q042TRmxURyRoCkXfyUpBQ4ic7iK3adfClOOauJIZJyvETmHo9/wkzsRAdoE+3x0fnKg6S3vgXsySERVf3KwSSEEIfCtXIcKHBS7HcpZgcoO/czVORiWJ0tGKFyCJQfsKKiEOLQyGXrGJLYMzLG7x3aP2ttRQBDKzbv7pJgjBDioGxb5YdIh0KoMKRdek2LAPDsmXKZy+WnYHrqZhRdpxGOgukv2i5EKTjapOme/wXHxnUc3FzPkVueqilkDnITo7XCMDSO48qUHyHEofME0IEwTipeuLm69++SYWi0VmRsH47hRVVV5UfOHKSiohDi0JT0rv3jH/94n1+rlOKGG24oYW/GvkRqeEbGmIamJhpgS73kjRFC9E+hAQMBnUWn2kitehHI599wfFEcfzn+GYu6Rx3sr+LUa8kYod4rE6KEMipE9JT30PbgL3u1BWYdje2NFJ2SYBiKgBsnV7+BTP1GvNXTCEw9gpSKYMtTaCHEAGX03t+lX/VqC8w6Gtuz73fJ0IqAGyO7fTXZ5u34Js7CM3E2KRXGtuV3SIhSK2kwZv369aVcvXiHZCY/MmaoE/hCPm/Mpt0HmEIghBjRlAKvtjHdDK6ryBpBLGvoL8SCRobYk38iufqZ7mWdz91GeOnZBI+9lIpzP0X8lXuJv/YIbi6DWV5D9LT3oSYcgWW5mKaU3hRDx7JdAjOOpvrCz9D+xE3YsVaU109kydmEjj6XuOUt+D6tFYFsK41/+Tec5L4HGflqJ98gFZyEMwoGyRiGwuum0dg4mGTwyXQGMWpprfCxd382yCr/qAxI5H+XllF9ob/H71LZ0ecQWnIusT2/S1or/MldNPzl292j+mKADkSoe8+3SHqq5HgWosRKGox57LHHSrl68Q6JVA6fx0Dr0tyMuHZ+5I0yPL3aJlYGeW1DC8m0RdAvs9+EGE1Mw8WfbaPjqb+Q3voW2h8icvS5hOevIG4P3dQfrRV2w4YegZi94q8+RHDOcSTKD8e77HImLDkXHBvH8JDVIawSlAcVoi9Sjhdz6jKq3zsfbedwtUFWh4hbxd/jJ03LPT/tEYiBfLWT5tt/SM213yMxwqswBYwsbuMGOp75K7m2ejzVk4mefA1u5QzSTuEglBAjlV9nUa1b6HjqFnKtu/BUTqR8xdV4a2eRsntf9450KceLMeVoat4zH+XkUIaJN1pJZ1eWvcNiAiRovv2HvaZXOqkYLff8lMrLvpqvkiiEKJkRc9e8Zs0a5s+fP9zdGNUSaYuAb/BHxdjNW8mtewqnI18iT0cn4pm7AqNmZvdrJlblpwdsbejiiBmVg94HIURpKKXwp5uo/+NXwM7fPdq5DB1P3ERq02tEz/8MSWdoAjJesnS9+Pei7bGX7iV09qfJWJosIVDkrylHwxACMaZZloNFAFQgn17hICVrVS5Ornl7wTY70QGpTvCN3GCM13DIrnmKjif+3L0s27CFpr9+j8qzP4rnsBPI2TJKTYwOHsPF2vg87Y/8rntZtmkbzbf/BxWnvx/v3FPJ2qOvWmh3BTQVwNQav+EBsvtekOrM/94UkGvejs4lwJBgjBClNKy/LLFYjJtuuolLL72USy+9dDi7MiYk07lBT96b2/QCmRduATuHedgxmIcdA3aOzAu3klv3FO6epF6VZT68Hi15Y4QYZXw6S/tjf+wOxOwvs2M1xJpRQ3RPpVwHJ1044SDsqQDhHOQuV4jRwDrAsBnAKVLCfaTwOkk6nr6lYFv743/C5ySHuEdCDJzPSdLxxE0F2zqeugXvGN2fnWzmgO17R8QLIUpnWEbGrFy5kttuu41HH32UbDZLVVUVH/3oR4ejK2NKPG3hG8Tkvbntb5Bb8zjG5CMwpi5G7bkj07WHYe9eS27Dc+C6eOadglKKCZVBttTHBu3zhRClZ7pZ0ttWFW1PbXwJc9kMcrnSB0Esw0fg8KPJte4q2B6YcyyW9oLMYRejnPKHUR5/r+kB+UaNEake+k71g5PsKBjABXCzadx0DHySUFuMDm6qCzdXODDhWlncZCcEwkPcq9IzIlWgNLi9R5cqrx/lC0shJSFKbMiCMfX19dxxxx3ccccd7N69u3v59ddfz7XXXotpjpgZU6NWIpXDP0jJe51YE7m3HkbXzeoRiIH8tAZz8nxQkNu4EhWpwZx8BHUVksRXiNFHoUwvrpUt2Kp9wYIVj0ohZ0FkyZnE33gUJ9PzSaQOlhGcdwKxYUgqLMRgy+gg0ZOvpv0fv+/VFjn6XHJG4KBTnYaT0gfJoaGHvpCAEANmHGR/LZArcSzIGQHKjj6Xrpfv69UWPfnqfIXCAw/iE0IcopJOU8rlcjzwwAN85CMf4YwzzuB///d/UUrx6U9/mrvuugvXdVm4cKEEYgZJIp3DPwg5Y1wcsq/fhwpEMGcs7RGI2Z8xcR66egbZtx7ESXUyoTJIW1eGWLLwTZ0QYuTJ6iChhacWbQ/MOQ7LGrq7woSKUPf+7xGcc2z+iZ02CB1xEhOu/S5JNfaeTIrxKWcrPHNOpPqiz2FG6wAwwhVUnv1RQsdcRMYe4ddF/ghGqLxgk1lei+uTY1WMIr4IRlnh0WhGuAL8Y3N/ztgmgWMuovLsj+a/J2BG66i+6HN4Zp9ITgIxQpRcSc/2K1asoLOzE5/Px7nnnstll13G8ccfD+TzxYjBlUhbTKw89GHB9va3cDob8Sw4A3WAp1tKKcyZy8i9+QDZNx6gbsHFAGxriLHwsKpD7ocQovSyFpQdfzHpbW9htdf3aIuedi05M7y38MKQcBxI6CjBd32M8tM/CEBO+YjZBozCEqNCFJOyPRiTllB19Vy0a+MqTVqFSNgjPyF1WgepvvgLNN3ynR55JZTHT/XFnyOtgsj8BjFapFWImos/T+NfvtVjupIyvVRf/HlShBir+3PS9mIctoKamUvzeduUQUYFsUfB75AQY0FJgzEdHR0opViyZAkXXnghy5cvL+XHjXvJ1KGPjHEdi9y6p9FV09FlNQd9vTI9+YDM2ieJxLbg8xhsa5RgjBCjSdwJUX3VN7AaN5FatxIdihJeeCo5X5SMM/TDs10XMrZBZoSX9hXiUNm2Q5I91cpcGNLI5yGwbchGpjHxn35Ccv0L5Bo24500m8CsY0iqCLYETsUoYtsO6dAkJn74x6Q2vES2fgOeCYcTmH0saSOCM8b3Z9t28lWXYFT9DgkxFpQ0GPPzn/+c2267jaeeeornn3+empoaLrnkEi6//HKi0WgpP3rccRyXVNbGf4gJfK0db+FmEpjzT+nze3TFJHTFZKw1j1NXcQZbJYmvEKOK67ok3AC6bhH+yUcCEM/acj0mhCjKciBGBHP+2fgX5K9DYpbDkCWZEmIQ2TbECGPOexf+I87AcVziljOiczcJIUa/kgZjTj/9dE4//XRaWlq6k/f+8pe/5Fe/+hWLF+eTwrpy0h4UyUx+YmfgEEpbu66DtfF5dNVUdKCsX+81ph1J7o0HqA7F2NYoZy4hRiPHcclm+3/8GobC7yYgm0RpE9sMknZ98vsuxDBRCnzawrSTuFYW5Qlg6UhJPmsoc0oJUWqWNfKeQiil8KsMhpXEdSzwBMnoENYYH7EjxHgwJBniqqurue6667juuut4+eWXue2223jooYdwXZdPfvKTXHTRRVx55ZXMnTt3KLozJiXS+TnbhzIyxmnchJvqxDz8uH6/VwfL0bWHUdW4nlfj80imcwT9YzP7vBBiH5/OQf1qmh+5ETvRkV82aTaV532SlKdSpisIMcSUUoRVnPaHfktq82uAi/IFiZ50BfbiUwGpdCTEaKG1ImR30PrADWR2rs0vC5ZRefoHMKYsHpapxEKIwVPSakqFLFu2jB/84Ac888wzfOtb3+Kwww7jpptu4uKLLx7qrowpiVR+ZMyhBGNyW15BRarRkYHlezEmL6DabQNgR1N8wP0QQowOWiuMzp203PVf3YEYgMzuDTTe/E0CjvwOCDHUgipF89++R2rzq+xNOupmkrT/4w/E167EMApXSBRCjDxBEjT+5d+6AzEATrKLlnv/F926GcMY8ls5IcQgGrYjOBQKcdVVV/HXv/6Ve+65h/e///3D1ZUxIdk9MmZgg52cZAdO61aM2lkD7oP2h6iqq8XAZntD54DXI4QYHXykaX/izwXbnGQX2Z2rD3qhqBR4PAamachFpRD9YJoawzTwePY9hFEK3FgzudZdBd/T8dSteHKS102IUvF4jD3H5aGfz7RW5Bo2YcfbC7a3P/5nfG7qkD9HCDF8hmSa0sFks1m6urqGuxujWnxvMGaA1ZTsHW+B4UFXTT2kfnimzKdqawtbN2yCY2cc0rqEEKVjGuB3E7jJLlCgAuWkVQDL7vtTcwObbMOWou2Z7W/jm3l80RKZjlK0xzM8+Px2uuIZTlg8kQUzq/DqfP4aIcYLn2HjsRO4qRjK48PxhkkTKHgcGIYibbk8/3Yjr65toiYa4KzjplEW8GBoRbZpa9HPsROdYGdBSaUyMb75DBuvk8RJdqFML44vUvSY6wul88floy9uZ/32DqZPiHDa0VMJeTXuANdpGJrMztVF23MtO9CuBfgGtH4hxPAbEcGYXbt2cdddd/H9739/uLsyaiXTFoZWeAbwZNnFwdr5FrpqGso4tF1C+yNUB5vZ0dCF6zgoLU+6hRhpvNpC7V5Fw4O/ws0kgT0j287/FLp2Llm7b0FdB41ZVo3V2VSw3ayaXPTC1lGKR17ewa2PrO9e9tKaRmorAnznuuPxyEwKMU6EjAzxlbfR8sY/wM0HLj1Vk6m+9IskjYoex5BSEM86fOWGZ+mMZ7uXP7ByK5+8dDHHzqvFU15T9LOU6QXDI5XSxLgWMjIkXv47LS/f333MmRUTqLn0iyQ91f0OyBiGprEzzdd/uZJMLp/Q+uU1jdz15Ca+9uHjmFkXGlB5bNd18VRMKv65oSiu0ntnIwohRiG5Ux4jEqkcfq+BUv2/g3HaduOmujBqZg5KX2projTkwmQ2vzwo6xNC5C/2vF6zx5SEgVAKPKkWWu7+aXcgBsBJJ2i+40d4M4WHQxeS1UHKj7+0cKM2CM45rmillUTG6hGI2aupPcXfHt+IkilLYhzwmIrUm48Qf/2R7ptCgFzrLppu+TYBEj1e7yrFr+9a1SMQs9cv7nyTlOVgVk9D+8MFPy+y5Exss3DbOyml8HpNvF6DAVxaCDEsTDN/rjTNwucQ01Bk1j9H7KV7exxzVnsDjTf/G8F3HHN9kbEdfnzzq92BmL1sx+XHN71CZoCJ7C3LwXfYUSijcJLesuMvIaNllJsQo5lc7Y4RibRFwDewUS32rtUoXwgVqR6UvtRWRbAw2PnKk4OyPiHGM8PQhFUCY+tK0o//AufNewm7nXj0wB5tew2HrufvKtzoOnS9dC99TT1lWQ6emUsILzmrx3Ll8VN7xZdJG4VL6Xo8Bs+vqi+63idf3Um2yNQmIcYSrx2n66X7CrbZsTac9voeD1nSOYfXNzQXfL3jwtptbaR1iLqrv44OlvVoDxy+lOjxF5NzDh5ZCek0/q7NZJ76Ldln/0QwtZuAzvTjmwkxtAytiKg4rH+C9OO/gLWPElYxzHc8v/A5CTpX3llwHU4qhtW0Ba37F31Mpm0a25IF2+KpXMHgaV+ldZjaq76K8gZ6LA8tOhXf7OVYlgyLEWI0GxHTlMSh2zsypr9c18GuX5ufojRIj76qI/l+7GpKMLNpE0bt4YOyXiHGG6UUgVwrjTd9Aye1L+lmxzN/o+byL+FWz+lXjhcAbefItewo2m617kQ7WcDbp/UlbB+B5VcSWXY+VutOlNePUT6BtApRZFAMAOls8WCLZTv5YdfyNF6MdXYON1s8AafVthtdObu7RLzjHvjGK5OzcV1F0j+B2vf/ADfWgp3swlM5EddXhhmphPYDP/kPG2na7/8/0ttWdS+LvfYwoSNPJ3T8VaQcyU8hRhbDUPiT9dTf/G+4uTQAibefQT11C7VXfwMrOr37tcqxcJLF81Rmm7ejJyzq11Ql+yDHZc4a+MMFy1a45dOZ8KEfYXc14aQTeKqnYJkhEraUtRZitJORMWNEPD2wYIzTthM3mzzkxL37C3g0Eb9it55I9q2HB229Qow3fpWh7f4begRiAHAdWu76CX6n8JO4A3G0B0/NNHyTZlF29NmEF52KDuybtuCpmY6j+3eBl7ZN4qqcTM1C0uWHE3dDHOja07Jsjjuirmj7kjm1A8p/JcSoY3jQvuLTDN6Zd8nvMZg+ofCIM4AjZlRh2w6O45JwgiRD08jWLiJuVJHpQ5JP09Rktr7WIxCzV+KNx6Bz96A9uNmf16PwGXbRqSVCHIjPTdFy10+6AzF7uVaWljt/hNeOdy9TXj/lx19MYMZiCkX8vbUz+p0zJhwwCQcKnzdNQ1NV7u/X+t7JthVxN0S6bGb+eFZR0hKIEWJMKOnImI9//ON9el1LS0spuzEuxFM5AgMoa23Xr0N5g6hw1aD2pypsUm9Pwdp8O87yq9GhikFdvxDjgWElyezunVcFwM1lsDvqUdFZHOShXA8WBhWnXE1yzUpS21ah/SGqz/oncu0NtD/9VyLLziNuDexmy+1jR1wXqsr9LJlby2vreib/9XkM3n/efAwNMlNJjHVZI0TZce+m46lberUZkSqITqArZeH3GvhNjXZdPn7pYr72i+ew33HDeMYxUwn6DN75g9DX4xLA46Rof/n+ou3xVx8g+K5PkrH6vMoD8moLb6ad2AsPYHU04Zt6BJEFK0iqsl7fT4hiVCZWNJG8neiAVBdOJow/3UjXyw9gdTbhmzCT8uXvpu3Jv5Ct3wSADpZh1kwn3c99z28orrtkET+5+dVebdeeOw+foQZcUWl/+UO5b+sxDE3KcshkbbweA0MSPwkxIpU0GLN+feGbiEImTpxYwp6MfYmURUW4f0OHXVzshvWoyimD/qSrOmywuSkEIZPcmifwLbtkUNcvxHjgOgeY5wM4mRRKqT7fbCmlCLldNNz8LexYW/fy5LoXiBx1JpM++D3SnuiQVFoxXJdPXbqYl9c1cs9Tm4mnciyeVc1Zx03nd39fxeJZNZy6ZDK6P5EmIUaZnAWhBacRScaIvfog7DnmvbXT8Z31//jnX7xBY1uKkN/kijPmcNKiiUwo9/Pjz57MLY+sY/WWNqIRH5edNosFMyoP+XhRroObTRdtdzNplOswGAOrPdqGHa9Rf9/Pupelt62i64V7mPC+b5P01UmJe9E3BzlXog3ia5+n5d537GuvPkLtJZ+j5cFfoz0+qi/+AikVYv+Ah2mA30ngpuOgNfjCpFUIe7+nBbbtsmB6Bd/7xAnc/PA6tjfEmFAV4poz5zC1NjwogZj+cLXmgRe3c9eTm0hnbQytOGXpZK497wgOrQSAEGKwlTQY89hjj5Vy9WI/iXQOfz9HxridTbjpGGblskHvT03Y4OWtDtlZi1BrHse75EIw+5aDQgixhzeAEa7AjheucOSpmUamjxd5WivCOkHHk7f2CMTsFXv9EcJLzyLnDN2lmnYdli+YgN9rksnabNzZwXd//yKZrM2bG1txXJezl03tcdErxFiTsH34jrmU8NJz8jd8Hi9v7szy8xvX0R7LJ81NpC1+f+9qtIJTjpxEud/guncvxLKdfNUjQw3KceKYAQKzlhF75YGC7cH5J2Ipk8GI2PrcFPUP/LLXcjeXpvX+nxO95Muk+jC1Sgjlj6A8/l7TlAAwTAyPl/r7C+9r7U/dwoRrvoGlvCQJ9ChB7dM53O2v0/jojTh7qg+a5bVUX/TPpEOTsPeLASnXZVJFgM9deRSW42JohakY8oCiNjT3rdzG3x7b0L3Mdlwee3kn7V0Z/t8VRw5pf4QQB1bSybk//OEPaWho6LHMceSierC5rrunmlL/bqLsxg1gelGR2kHvU1U435fmisW4qS6sLVLmWoj+SqsQlWd+pGBbeOnZWGaoz+sKksRq2kpi7fNFX5Nc+/whl87ur/ZYhp/e8ho33PEmj7y4nUx239XtnU9sInUIiQ+FGC0ytkGcCAn/RHaky/juX9Z0B2L2d+ujG0jnnPx0BcfBVGDgDlrA0mPFCc05Bu3v/dtiRuvwzViENQjHpFIKq3UnOIXnO2Ubt2JY/c+JJcanjA4SPfU9BdsqTruWbOuu4vtawxYc2yHp+HsETrRWGJ07ab3vZ92BGACrsylfAtuJ9VqX47go18WjQLvusIzsSlsO9zy9uWDba+ubiacHaY6hEGJQlDQYc+ONN9LUtG8Op23bLFiwgLfffnvA63zggQf45Cc/ySmnnMJRRx3FhRdeyM033zyugzzprI3juP0eGWM3bECXT0Tpwd8NKkMGCqjPhtHV08muemTQP0OIsc62XZy6edS991v4Js0Bw8SsmEDVeZ8kdNylpO2+HfNKKeyO3flpTwf4rXTt3GB1vU+0VtS3FK/skspYpLNWj9ePBqVIcCoGx0j/22it2N7U+yZvr0QqRzp3kCkZA2SamtSGl2h95HfUXvx5QkeciPL40f4QkSVnUnPBJ7EZnKShSoFrH/imsD+5bsT4lrMV5uHLqb38X/HWTgfDxFM9lepL/gXv7BNwrIPta73Piz4yBXM5QT4xcHLdSrwDKJxRaqm0ReYAvxFNbUmG4mdwpP/WCjFSlHSaUqET6aGeXG+88UYmTZrE9ddfT1VVFS+88ALf/e532bFjB1/60pcOad2jVSKVv4EK9OOk4GTiOF2NmLOOL0mfPIYiGtTs7shhTl9K9pU7sZq3QsWCknyeEGNV1jGxIjMof/e/YGDjoMjqIMl+PJ3WWpFr3oHd2UTg8KNIbeydZBAgMOc4UgeqRz3IHMeloqx4lQmtwOcxcZSiM5mloTVJVbmfyogfrx764d8HEzCyGJkYufZ6jFA5Kly1J7fAyOrneKO1IkgCJ96KnejEUzkR2xshZY+8qbOu61JdHijabmiF1yzNDaDWivTudeRadtJ4238QXnAS1ed8FFyHxIaXafjbf1D3oR/BIARkHMfFUzONfDWb3seHWTEB1xMckvxVYmxIO16MmvlEL/0KGhsHg6wKkLEdIrXTKb6vTSy4r2nXIteyo+jnZXdvoHPSyfh8XgJeY8TkN/N5jXyws0h3ysO+fiX97w+tFQGSkGjDirdjRmtxfeWk3NJ9phCjXUmDMaXwi1/8gsrKyu5/L1++nGQyyU033cTnPvc5vN6Rd3FVaok9Qw79vr7/OZ2mzYBCR0uXOLkqbLCr3UIfPQsVKCPz1iMwR4IxQuy196maZTkHDCw4jksK7/4L+vU5juPir5xE5zN/pfaSz5PevrpXks7AnGMgVE2BB4QlVVXmo7LMT1tX77n+yxdOxGNqfvDHl9i4s7N7eU1FgG9+5DjCXmPEBGTCRpr2+39Gettb3cuMSCW1V3yVlK9aAjLDRGtFMNNE09++ix3v6F4eOGwJ0bM/Rtw+tJKzg811YUJlgLKQl65Etlf7iiWTCXg1OO6eMtCKXM4alBsd1wVP3WGw9nlcK0vsjceIvbEv95+3djrOIKb/zOkg5SdeRuezt/VsUJqqcz5GRgWRaIzoC48nH4BwHJeUvX+eofz+Y5khoiddRsczhfa16wrua47Kj0TNNhSe8mOXT+GPD63nzQ0tnHjkRD50/gL0CBil7/cYLJtXx0trGnu11VQEiIa9xSM1h0BrRdBup/mv3+tR2co3eQ5V7/5nYnZw0D9TiLGgpNOUSmH/QMxe8+fPJ5PJ0NHRMfQdGgHi6f6PjLGaNqEiVShP6ZLjVYcNdndYKK0xph9FdsNK7GTx4ddCjBd+nSWUaSD77J9IP/YLvC2rCelUyYYOu66LUTUFDJO2x2+i7rIvEl58GmZ5Dd66GVSdcx3RM/6JpDP0yTJ9huKbHzmOikjPz549LcoHLziC3/397R6BGIDm9hTf+d2LZIf/uhcAn+EQe/bWHoEYADvWRtOt38HvFp+KJUorSILGW77dIxADkNr8GrHn78BrjrwgmcfQfPF9R1Me7vlwad6MCk5fNhW/k8TXvoH0478i8/TvCCR2EtC988v0Vy5nE5y7HIzCD3bKT7qSrBq84FXGMfEtOovaK7+Kb8pczLIagvOPZ+KHfkiufLok7hYH5dEOEbcT+42/k370Z7DhSSIq3mtKaw4P5cecT+2VX8nva+V797X/LLqvZfARPenKwh+sTewZx7FqYwsAz75Rz2Ov7MAwh/+2SrkOH71oIYdPLu+xvKrcz7/903ICntL0MUCS5r99v1eJ8cyu9XT840b8huSqEaKQko+M2bx5M4aRDxLYe9KOb95cOMq8YMHARk288sorRKNRqqqqBtbJUW7vNKW+joxxXQeneSvGhNml7BZVIYOutEMi4xCceiTW+ueIvf4ozD+rpJ8rxEjm11kyr91L1wv3dC9LrH4Wb+0Mqi/7EjG7+BSFQ5FSIequ+Teab/8PGm79PqF5x1G27FzMsmqMyUcQzw7PQEnbdokGTf7jUyfR3JGirTPNpNoQ5UEvWdth5ar6gu9rbEvSlchSGRqcHBaHwmMnaVn1dME2O9GB09mIKpspw7SHmFIKu303TqrwQ4DEm48TOfbdZAkPcc8OLJGx+dVdq/inixYC0BnLUlcVpL4lgZHupOO+P5LZsbr79fE3HiO06FTCJ15zyAHVlBGh7qqv03zXj3GSXfmFhkn0pCtRtbMHfYRXyvGiK+dQduG/oB0LW3tJOMaQj9ATo4+pwWzdyO7bfsDeHSax9nk6/SHq3vttkp7qHiMnjWAZVs38Pu9rjuNCzeFUnHYtHU/d0p1TTQcieM/8FL96vJH9B2be/dRmTlkyeZCyKg2c64JHuXz5/cvoSGSpb05QFfVTEw0woTpMe3uJHg6kOrA6eo/GAUiuf5nyU68Fykrz2UKMYiW/+v7yl7/ca9n111/f49+u66KUYs2aNf1e/1tvvcUdd9zBpz71qe6gz0CZA4hoG4bu8f/hkMxYaKUI+Iw+Jcyy2+rBymBWTkaXIHnvXjVl+VNSY8xmdl0Yz5T5dL7yINEjzhzQth5PRsJ+NRL0dz8ZDdvNTLbRvF8gZq9s01YSbz2Of8kFDCRti1LgNTWObWEWySmRDdRQc823IB3DyaYwwlFsM0Ta8WAO86RVvwlTq4NMqwl15xaLpewDBjA6Exnqoj3nog/LPpDJFq3UAWDHWvFUzRqSKVWl/P4j/Xf7nd9da4Xd2Vz09a6dAzuH6R1Z3yuTzLCjMcaPb3qVoN8k5PfQHsswc1IZxxwd6xGI2Svx1hOEF56Cp/LwosdMX/cNq2ImdR/4ASS7cO0cOlyBZYbIOQb77wKGodHYuMo45ApLFj4wfHvWe0irGrDRcP7YX1+Px9H2vfoq4MSov/snvDOa4qQTtN77v1Re9hUyOj+Sa//fBFcHcLFRSmNYB/5NzuHDc8TpTJx7HE68nbSt2NGl+cM/drNhR1eP1yZSORyHEfN7YgC1ZT7qyv350bEl3A+UAqe98wCvcCGXwQwM77YZq8eCGN1Kevn9/e9/v5Srp7m5mc985jMsWrSIj370o4e0Lq0VFRV9LxP7TmVlpXma3Rc2ilDApKysb/MxuzZvR5k+QjUTSlJJaa/JPg9addCagqURP/4FJ9DywC8xG1YRmre8ZJ87lgznfjXcDuWYHMnbrfmFx4u2xV97mMlLz8Cs6N8oPyvRSa51J12vPESXlSW8+DQik2ZjRnpP64QgUNNjyf5bOWc55Cwbv9fsMdQ7nszhuA6hgBdjiKoaZV3wmJpckRu9CVUhotHC+8hQ7gO5ziTKF8TNFC7F66uZir98aOfLD/b3P9Rz5FDa/7un66YXfZ0OhPEEggTKSvu94sksjusSDnj7VBEs44BpKCoifpbOq0UrxVubWnjXoijumjuLvi/2ygPUXvJ5tHngZ/N92zdCUFlXtDXX2Uxyw6vENr6MWVZD2dKzMMtrMAqUxB5tRvL5Y6+BHI+j4Xv1R2rr5l65z/bKNm7FtJMEq/edS13XJeDESKx7gcTWN/FUTKRsyRmY5TVo74G3TSzhh0AVDY0xvvanZwq+pq4ySDDgOWBS+pGgVPtBNlv890KZXsxgiIoi5+uhNtaOBTG6lTQYc8kll5Rs3bFYjI9+9KP4/X5uuOEGPJ5DGxjoOC5dXYUvpA/EMDRlZQG6ulLDNr+5uS2B32sQi6X69Prkjg3o8jpS6dLP36wIGmxuSBGb4UP7q/DWTqf1uXvI1i0q+WePZiNhvyqlvlxEDuSYHOnbzTQ1Trr4EGEnlyaXs4n1YxixjzSxp/5MYtVT3cuS61/CO+Ewqi+9nhR9CwLYLrR0Zbj32c20dqY5ak4NK46cjNfUrNnWzt+f3kwqY3H8oomctnQKQa8u+UgPr6G44KTDuPOJjb3ajpxdTcBr9BpyPRz7gKmDlB9/KR1P/LlXm7fuMNxAtHRDw99hIN+/VMfjUCv03f2hSjw108k1b+v1+uiJl5MkgF2iv03WgTVb27j32S1kczYrjprMSYsnEfDoA1aW9BmKr39kOc3tSVa+VY/tuJxz/AyWTPdjrSmeG8bNpkkmUuSc3ol/YXCODaXAn+ug8aavYyf2PQmPvfoQlWd/FOPw5VjDPlFjYEbK+WOwj8eR8r0Gk1JgFgnE7JVMZmhrSeAz8udeX7qZ3X/8Wvc5OAV0vXQ/1Rd+BjXtKCy355AspSBjwUtrG/nHS/mqSmceO42vfehY/usvr3YXz9jrA+fNx8Qdst/6/ir1fuDzhPFPX0h626pebZGjzyGjgsSHedsMdBuMlgcRYnQaddWUADKZDJ/4xCdoaWnh1ltvpaKiYlDWeyjDbG3bOeRhugMVS2Txecw+zeV2c2mcznrMmcfgDEHW94qQZld7bs+PniY4bzkdT91KpmEzRvWMkn/+aDec+9VIMNDvPlK3m+O4BOevIPF24SdrwVlHk8Pb574rpXBju3sEYvbKNmwmueZZ1PwzsA4yFNtVimfequfGe/dNf1i1qZU7n9jEVz90LL+4483uyi5b67t4YOVWfvDJE/EOwQCZ80+YjqkV9zy9mUzORmvFyUdN5n3nzAPboVhIeSj3AQsIzl9B1LHpfP7OPU9rFcE5y4ie/iHitg93iJNglOL7j8RjqpD9v3tC+am57Eu0P/JbUpteBVyUN0D5CZfhmX0CyUxpvpOtFD+7/Q1eX9/SvWzL7i7uf24L3/34iXgKlNjd/713P7mJV9ftS4T5+vpmWk+ewYVzjiX20r0F3xdcsIKsbRz0JuNQ9g2/YdH+6O97BGL2anvoN0y8bhHpUZ4XYqSeP96pv30cLd+rr3wVk0DpXtOUAIxQlE0tFn984kW+/P5j8JGi+d4bCjwMcWm5/2dM/KefknZ75o6yleI7N77I9oZ9Oac27uxg5sQyrr92Gd/89fMAlIW8vP/c+cydGiWTGflJaku1H1h4qDzvU3Q++WcSa1aC66BML2XLziOw5FzylxAjY/8ba8eCGN1GXTDGsiw++9nPsnbtWv785z8zefLk4e7SsIuncgR8fZtkbbduA9dFlU8oca/yqsMGq+v3PaXzT5mLCpaTffMhAqd/bEj6IMRI4TguRvU0vHUzyTZu6dGmPH7KTryCuN33hAkeMz+1qZj4aw9TNecELA48JDdjOfz+vgJ5KFI5bn5wLWcdN53bHtvQvbwjluGuJzdx9btm45T4Sat2XM4/fjrvWjaVdM7C5zHwewzcIp+rtaI9liaVc0CB39BD8jQ4afvwLDiLCfNPws0mUR4flhEkZo+60+yY4roQJ0j4rE8QtZO4uSzKGyBjhEgewn2TUgoHyDkuiny+pr37pNaKbU3xHoGYvVo60jy4cisXnzSz4H6ptWJzfaxHIGave57ZxqWfOxO96gmcVLxHm1kxAe/UBcRLvK+bdorU5teKtLpkdqzBmHH8mBmBIUaunA5SduwFPZLh7+U56VpueaaRzbu6eHFNI2fN85HZvb7wimwLq3k7qmZB94g109S8+HZjj0DMXlvqu2jpSPOrL7+LZMoi4De6zzPa0GQsBxcwtcLcU257vIjZAQKnfpiyk67GzaVR3gBZI0TCGpqpzUKMRqPuKvHb3/42jz/+OF/84hdJp9O8/vrr3W2zZs0iHB5ZVRGGQiyVIxLwHvyFgNO8DeUvQw/RvO7KkEFXKl9RqSyoUdrAc9gysm8/jnPsFehwoZwWQoxdSTdA1aXXk1z1BPHXHsLJZgjOOpqyEy8nZVRAPy7clOuiAxECM4/E6mwm17a7R7trFZ6usD/DUKzZ3Fo06eeqza1cuOKwXsuffG0Xl5w6a0gmJDi2g1eDd0/FuGKBGFcp1u/q4sZ7V7OjMUYo4OHCFTM5Y9k09BCMBMzZihwh8Oz5fR1AImYx+FwX0rYJlIEHcKHokKo+UFrRmbT47b2reGtjK6ahOPmoKVx5xmz8hkIbmkdf3F70/U+8upNzlk/HU+j+RCkeWLm14Ptsx+Wn927nS+//PrHn7yK5diUYJuFFpxFecjZxN7Tny5WQ6x7wM1zr0Ets94fHkw9eW9aBk32LscUwFI72EVx2Ed66w+h87jaszmY8NdNRx1zBvast1m7LV+J76PltnDH78AOuz7EyKEX3PpS1HR7dMzWpkIdf3MZRs6oo8+f3P8dxsJXi9sc38ehL28nkbOZMjfKRdy+kpszHeNo5M5ZBhgh4Iof8WyvEeDDqgjHPPJMf3v+f//mfvdr++Mc/ctxxxw11l4ZdIpWjNtq3ZFR28xZUeW2Je7RPVTh/omrotCgL5nc3z7Qjya57luyqR/Avv2rI+iLESOC6ELcDeBadR/URp6KUi6V8+REx/QjEGBq8Thy3bga4DoHDl+CpqKPtiZvJNecvIoPzjscyAge5GFLYe6Yx+bwGS+fUEPRpNuyMsb2xcElgyM+nH0nPugxD8fa2Dn7451e6lyVSOW55eD2bd3Zy3UUL0ePogliUTiJj88X/e7o7sbRluzz2yg7e2tTCv3/8BIIHubJSSlGs8KFLPuhSzO6WJB1uhNAJ7yO8/DJQiqwOErMOHCQZLLbh6zGyT/mCBGcuRpleMrs34J96RMlH5wD4dA5PLkZyzQu42RSBWcdApPaQS3uLkU1rRdCNk925jmzDJlTtdHxTF9B18udIJ9Nsa8lw9+0NtHXtyydj2y6uJ4gZrStaetlXdxjZHsdd8bObVjBnWhSfV+E6mlzOxkLx3RtfZOt+I2nW7+jgyz9/hh986iRqy3zjaoSMEKLvRl0w5rHHHhvuLow48WSOgO/gf0on1YWbbMecsmAIepVXGTRQwO4OizkT88uUx4c57Uhyax7Ht/RClHdoq4wIMRLkLJccgQHdP2mt8KcbqL/533Cz+xJ3a3+I2os+S8uDv8HJpogcfR6xgzyVsm2H+TMruebUKaw43Ie58UlUJoa14mg6I0dw63PN7GqO93rfKUum4DUUTh9yVQ2FjO3y27+/XbDtxdWNvOfseZT1cTqnEMUorbn1H+sKVvhq7kjx9uZWls2p4cxjp/Psm/UF13Ha0VPwmRq7wDo0cPrRU3l9feGS3CcvnYzPzE+FyBDM/34M4U1eBj+VZ/0TDTd9g+gJl+CtnU5y/Us42TTlyy9G+4IoRx0wQfGh8uscudWP0fLUX7qXdb1wD/7pC6k479PE7ZFdzUYMjNaKYLaZxpv/DSe975ykvH6mXvkNvnTPTnY29U4Qe8rSybi+CNXnfZyGv3ynV46ZsmXnkzVCPdKZeA3FmcdOY+POjh6vPXZeFR88pQ7/jhdIPXgf3klziMw7nq1dnh6BmL0cF268922+cM1SpJiyEKIQ+W0Y5SzbIZW1CfYlGNOyFVCosqEbGWMaimhQU9/Z847QnLkM7BzZtyW4JkR/BUjSfPsPewRiAJx0gtZHbqTqnI8y4f3fJ6EifVpfpc/h9PAmcnd+k9Rbj5Fc/xLZx35B5Ikf88WLZ3RPuZhSG+aikw/nmrPmcsXps0qeL6Y/0lmb1s7i1TU27ezoU1lhIQ4kazu8saFwoARg5ap6wGVydYilc3ufa2srApx13PSCgRjIB0fnzahg5sTeSXCro35OP3pq0fcOBcdxyYYmMvmj/4WditN0x4+Jr3qK5PoXabn/Bpr++l3CurRVt4x0Gx37BWL2Sm9bRXrdSkxTLm3HIj8pWu76SY9ADOSriLXf/SM+cW7vMvY10QCnLJlCLmfjnzKXiR/8PoFZS9HBMry106m++PMEjrmIjNPzGtqyHJbOrelxHM6fHuUjx3nJ3f5VYs/fSXLDy3Q8eTP1v/sXamlhYnXh6f9rtrYfcLSbEGJ8G3UjY0RPe0vr9WVkjN2yDRWKojxDO4y3MmSwuzPXY5nyhzGmLCL31kN4F52JMmVosRB9lo5hx1oLNuXa6jHCFcTccJ/nqXtyXSSfu7XXcquzmdSLd3L9e66gNe7Q3JHi6dd3YTsOlREfR82pwcQd8HR4ZWhSOYd0xiLgM/F7FO4AR9qYhu4x5/+dykLe8TRtX5SIVhAJeruri71TNOxDKYVpwMcuWcSmXZ3c/+wWMjmbU5ZM5tgjJuDVcKAURh5cvvLBY3jh7QYeemE7lu1wypLJnH701IO+dyjkHI03myL2yoO921p3EX/tITxLLyZXglwRHo9B4uV/FG2PvXI/VbOXHzRpuRh9dDbeKy/aXnasjVlVmg9fuICHX9iG7bicunQypy3NHzMA2uOjyzeBzqUfJDMvQTzj4nHLmOb4MAoMUTVx+fIHjuGtTS08/OJ2rjt7Ctl7/w2cnsnA3FyG+IM/432nfIL/vH0ji2dVc9Zx0zEMhWlodjXF0bpw1SchhJBgzCgXT+YvCA8WjHFxcVq2oSunDkW3eqgKG6xv7H3has46jsyON8mteQLvorOHvF9CjFaufeDEvI5lQR9n5JimJrX2pYJt/ukL0R4fk6MGv39wQ4/qMGu3tjO1LsLXP3ws5gDmWinToD2ewbIcEqkcdz25kZDfw2Wnz0IP4Cmi36NZNq+Ol9b0zgng8xhMrYuUdOqEGB98pubdK2Zywx1vFWw/5/jppC2HO57YSCjgZfGsaj5w/hFoDTVRP1bGPmgwxXXBwGXFookcd8QEXNzuaU2Okz9mtdY4zvCUZzW8Jp0vPY5ZXkNg5pGgFKmtq7Da89Oy4m88Su1RZ+enYQ4ypVycRFfRdjudyOfjkUN9zHHtA0f3XCvDqUdOZ/mCOoAex4zWipaOFP/2mxfY2dRzZM3Cw6r47FVHYbzj/OC6+YDMsjk1HDWrmnByJw29SmPnpwf7J8/hiKlhrrtoIdUVARwnf92dydq0daXI5GzCXi15Y4QQvchYzlEunsqPODlYaWs33o6biaOHMHnvXlUhg46kQyrb86JRB6MYkxeQff2+Ia/AIMRoZgSjoAsf88r0ogN9m54E+WSibq7n9B5v7XQmXP1VfBMPJ9u8g84nb+a6FeVcduLkHq/b0Rjj+VX1/Z4W4GhNc0eKp17dxf3PbaW+Ncm5J8xkyfw67npyM2oA04mU6/JP715AXWXPHFSmofjyB47BZ8gUJXHoLMvh6Hm1LJvf+1z63rPnEg35uP2JjSxfNIl129r5xq9W8sX/fZr/+strrNvemc+83Ue27WDgYgK25aC1IuvC06sa+O19q3l6VQOZPTeaQ8XrNUhlLMrmHE30hEuxYq1Ync2UH3s+NRf+P5TXny8ffpBoSLEExgdj2y6BecuLtgdmLsZSfasuKUYX5Y+gzCJ/W21ghKJYloMJ3cfMvmbF21tamVgdouYdBS9WbW5l067OoseRbTso1y0YDIqeeBnV534M18qQffJ3nOhdw2HlFjc9tJb/+OPL3HD7G3g9Juu3t5Nx3AHv90KIsUtGxoxyseSeYIz3wH9Ku3UbKI0qqxmKbvWwt6JSfadFbVXPNnP2CWR2vU1u9WN4F5875H0TYjTK6gDlyy+i87k7erVFV1xBzgzBwataA/mSsMFZy+hceScARihK5Wnvo+nO/8LJ7Jf74a0nOHPFB+hcWsejr+4bffLoizs4fsGEvg7EQRmaN9Y383+3vdE9bejVdU1ce+58Zk4qZ/7MSjqSOSIBD0Y/pkC5LvgMxb9//Hh2NiV4a2MLdZVBFs+qxm8qXHkiKQaJdlw+fvEi2t6V4aXVjfh9BsfMn0DQZ5DO2iybX8dPbn6Fzvi+g3BnU5zv//5FfviZFVQFPf2eMmcYmqauNF//5UrS2fw0icdf2Ynfa/Cdjx1PbZkfu4Q5nEzt4ndipFe/TMWEw+h4/m7S21Z1t6c2v45v4uHUnPcJ4uteIKd6J9FVCmwU8VSO1q40lWV+wgFPv6Y62rZLYOKcgpVxlOGh/KQrSTiSqHssyhpByk+6ko4n/tyrrey4d5PVIbB7v8+rLbypdma3PM2cmg6so46kWU/nx3du7p5u+NAL25g39UgONKRKR6pAm+DkgzJlx5yPk0nRdOdPul+T3rYKIxTlXy/5Ml/43VoSaYvbHtvAZ69eQtZy2d2RwucxqCrz4TXkvCSEkGDMqBdL5dAK/N4DX3w4LdvQ4UqU4Rminu1TGcr3bXdHjiPf0aZDUYypi8i8di+eeadIZSUh+iBjGwSPPAezvI6OZ/+G3dWCWV5L9JSrCR2+hK6MpkdpiANQSmEEwvinLyS9bRWRJWfS/sxtPQMxez/3mT/x7su+1yMY4/TzrjKVc/jZ7W9233yFAx6+8N6j+cN9q9m8q7P7dYdPLuf6a5fhVX2/UXOc/HSOZfPrmDuljFzOwbYdueAVg067LjURL+8+cQau6+anC7kuGctmW32sRyBmL8eFmx5cx6cvW4Tq53GTsR3+408vdwdi9kpnbX74p1f47sePL9kFnWG4eNu3UP/X72GW16CPPb9HIKa7j/WbsDqbiZ76XmJ2zxFASkHWVfzwTy+zab/j/LDJ5Xypn8d5wg1Re/U36Xr+LhKrnsC1svhnLqbitPeTNislNccYlbUUgfknU11WScdTt2J1NGJEqoiedAXmjKUk7d6jzrzaxt36EvUP/nLfwrceo6ZqMt9+7z/zL799G8t2cN2Dz2zL6iDRFVfS8eTNoE0CMxfT+Nfv93qdnejA+/pdnHX0qdyzchcfvnABG3d08L+3vtZd+CzkN7n+2mVMqwnJ+UmIcU6CMaNcLJkl4DNRBxj76OLitG5D1xw2hD3bx7OnotLujsLzfT1zTsTetZrs6/fjO/byIe6dEKNT0vZizjyemulHolwbRxnYnjBGMACZ3vPai/GTounOH1FxwmUEpi/EO/EwOp75W+EXuw5m21bqKoM0tuWDNacvm4q3SJnedzIMxdrNrT3mzV9y6ixufnBtj0AMwKZdnfz3La/x+WuWoAeQAMKynJKOFBDCdSGX6xkciQQ8bNjRXvQ967e1YdsuZj+nK8TTFi0dhauFNXekiKcsooHBu6RTal956oCbpOGO/wTHIjhrKYm1zxfv55rn8M4/pddyG8V/3/Jaj0AMwOZdnfzXX17lX96ztM/Hueu6xNwgvhOuIbL8YsDFUl4SjldubMe4lO3FnLKMqqvno10HR2myOkSywPlHKfA5CXbvH4jZI9e6C//aBzjlyGX849UGzjp2Ghq30MCabllbY8w5BW9wAt6dr5Lesbb4aze8wAkXvps3tnRhGpr7nt3Soz2RtvjO717gfz5/Kn6ZQivEuCY5Y0a5eDJ30LLWbqwFN5tCD2FJ63eqDBrsas8VbFP+CObMZWTfeggnXrhCjBBiH60VIZ3E27Udu2kzWBlc9ICCDyobJ9e8g6a7f0py4ytoX+HynHu5jt09t35iVYgVR07qR6ldRTLT83dg5qQy1m0vfPO6emsbqeyBLo+FGFl8HoPKst5TdPaqKPMf8OFJMQc7tq1BCDzmf1dShNL1+JrfJpxrJmhksLvy1xAASukDJlJ1bQunQIbiVNZm9da2gu9Zu619QMd51lLEnSBxJ0Ta9kiC7nHCshySToC4GyLpBHolsfZpmzAx/G3rsNp2UnfFlwgcvqTXerJrnuZdC6PMmVbB7KlR7D5U8mtJab71YJL1E87BUQcYke46KOBdx0zj/ue2FHyJZbs8t6oej0em1QkxnsnImFEulsoR8B8kX0zL3nwx1UPUq96qwgabmgsHYyBfWcna8SaZ528lcMYnh7BnQoxMXhM8ThIF5JSPrGPguvkbpmC2iaa/fg87vi+IETh8KRVnfww4cDCll/1urDK7N5DZtR5PzTRyzdsLvtwzYRYB3w4+cuECjls4AZO+Fy6xbYcjZvZMHJXNHfgmMpWxCHm8+eSljks8ZWE7LpGgB7+pcAZYCluIgdBaYbn5J9uZnE0k6MVn7qs3bedszl4+gwdWbi047ebSU2fhNVSfbvz2Fwl68ZqabIHAp9fUlIUOLWmt1oqQ00HT376P1d7Qvdw3aTbV538yn5g3mya1fRWheSeQ2Vl4VEB44cnYZgDekbA/lTlwJZxkOn+ci/HNNDVeJ7FnlIpBBn+/KhAFdJbsmidoeeqW7lLSyvRSefq1GIEy4que7H6ta+eYVBXki+9dms9b1If1hwMeYoksP71zHf917SLgtoKv885YzIvbE9RNqO4eRVrItvquAQVnhRBjh4yMGeW6Etk+JO/djg5XofTwxd6qwwZtCZt0tvCNlzJ9eOadgrX5Raxdq4e4d0KMHEopIkaS7It/o/F3X6D+V58h+diviag4EWIEU7twEu1Ejjwd5d1XFSK16VViz9+BY/Uxc+/ez/NHUN59T/K7XnmQypOvyicqfIfIMRfgL6/i+vct49QlkzBdt99Po8sCHo5dMKH7315P8dOQUvmLX60V9R1p/vXnz/H5/36KL/7v0/zzfz3Ji2uaceVCVgwRrRXxrMN3bnyRz/7Xk1z/f8/w6R89zh1PbcLV+f3YdV0iPpPPXrUE4x3VWd579hwWHFZJImeTg35VIfMbmvecPbdg23vOnou/H1WaCq6fFM23/aBHIAbyAdq2x/5E2ZKzAMg2bMFTORFP1eRe6zDLa/FPmoWnczte3XOkSzjgKVpJRikIBweWz840IKQShDKNhHLNhHQK4xC3hSgtpSBg5Ag7HYQyDYSJ4TMcQkYWtflZWm/+BvW/+BQdd/4AX/tGfPrAgby9tFbQviOf02W/xEGulaX14d8ROuKEHtWYfJPm4A+FMNy+5yvymZoPXrCAmmiArC9KYN4Jvb+fx4c65mr+/kIDDa0JZkwsK7q+BYdVFRxJJoQYP2RkzCgXS2apLg8UbXdxcFq3Y9TNGsJe9ba3otKOtiwTijy4N6YsxN7xFuln/kDosu8UL2EoxBgWUkmabvkOVnt9foE2CM8/no6nbyGx+rnui0z/9IXUXfp5mu76KU46nyMm/sZjRI+/mP6MjsnoINFT3kP7I78DwOpopOvVh5hw5ZeIvfE4mV0bMMJRQsddzFtdUX74/acI+EzOP3EG5yyfge7nhaR2XT520UIWzKzk7qc28/bmVpYvnMDzqxp6vfbExZPweTQpy+Ubv1pJbr9RAemszc/veJNvfXQ502tC/Xp6KsRAZB2Xb/56Ja2d+3K32I7Lvc9soSzk5exjpuan7LkOi2dW8n//chqbdnaQytosOryK1Vva+MoNz9HamaYs5OXSUw9nxZGTUX04hhzH4aTFk6irDHHzw+vY1Rxnck2Y95w1lzlTyg/5hk6lO8m11fdcZnpxHYfUpteInnAJnS/cA0DLA7+k5oJPkm3cRnzVU7iuS2jOMQRmLKTp7v/GjndQe/XXMCpmd0+v8nsMTlw8iWfe2N3rs49fOBG/R0M/j2GvtlC7VtH08G9w0nEAjLJqqi/8DNmyqVi2BGpHGqUgrBK03fsz0jv2PHhTmsiRp2MuXEHbQ7/uPsdlG7fQdOt3qL7ws5hTl2JZB94/vCpL13O3F2l1SaxZSXDW0STWrgSlqTjjg6QcL30f2wmO7bB0TjXlYS8/uX0t7znlPGZMOQp31QM4qTiBGUcSOvZC3m7WvHvFYUyfWMbhU6J857cv9FpXyG9y1OyaXtOshBDjiwRjRrlYMsf0ukjRdrerGXLpYc0XA/mKSgrY0ZplQpHh1EopPIvOIvP078m+eje+Y68Y2k4KMcwMQ5PbtXZfIAaILD6V5KbXSLz9TI/Xpretoj2XJnri5bT94w9Afti1a2XBCPVar9dNgetiGQFy+13U5myF//Dl1ESq6XjqZnItu8h1NGElE5Sd/iGUk8W1bNqbm5kRdfjcxbP47SPbue2xjWza1cmnLl2M7ufoGOU4nHrUJE5YOBEUoBQBn8mTr+3CcVy0Vpy6ZDLvOXsuXkPzj5e39wjE7O/mh9Zx/XuXIrddopSUUtS3JHoEYvZ395ObOOWoyXj27oiui0/DwhkVaEPxj1d38Yf71nS/viuR5ff3raG+NclVp8/qUyBCuy5HTIvyjQ8di0v+0MlPeTrEQIwCJ9nV/e/QgpMIL1iBk050V2DU/jCV53yMrufuwOpqof3Z2/PTlwwTlCK15Q06X/g7e29s2x/+LZVXfoMke0bdOQ4fPO8IvKbmif2O81OWTOY9Z83Da4DWDjZGn25OPR6Np6uBhnt+2mO53dVC0y3fYeJHfkyM4iMSxPAIqDQtd/yQbNO2fQtdh9jrj4JShI84kfjbT/d4T9s/bqT2/XOx6F1t0+PRaNfGxkDbFlZnc9HPtjqb8dZMwz99IdHTriXrr+l3EN8wNGt3dvLDP73MVadMZUrURDs1BM/+NBYaM1LBP//8eeLJHOVhH+1daU45eirXXbyIWx5Z111Ke/qECJ+7Zil+Q8mDBCHGOQnGjGKu6xJL5QgeIGeM3boDlIGKDF++GNhXUWlnW5ZjphUf8aIj1ZizTyT7xv2Y047CmDB7CHspxPAytUNyzbM9lgVnLaPxjh8VfH1m90aiJ14OSoProANhtMffo6p12EiT3foGHa8+gJvLEJhzHJGjziCpIt15K9KOF6NuIZWXfw2Ng4Mmo4J4nQSt9/4vmf2qRsypm8F3r/0kX/3Tel5b10wslaP8IHmr9meYmnTOIZm28RgKv5FPPPz+s+dyxemzSWVtAj6TgEfj2g6u4dKVzPLpK44kEsz/drR2pvn705upb02wszmO5bj7boKFKAGtFTsa40XbE2mLnO3gecfUI8dxSdsutzyyvuD7Hn5hGxetOOygFVWUAldpkjkHx82XcDfVwRP79oXrghHJ53KKrrgCbIvG2/LVkwC0L0jNRf+McfjxVM1YgsbBNbykNzxP2+N/LrjOXNtutJUGvW8KpHYdrj1nHpe/aw6pjEXAa1DmA2+ujcTLj5Fr3o534mwiC1aQMsqwCuT0VQpCOo3bXk/Hc3cU/j52jsSqJ/EsuYjcQXJSiaGlUh09AzH7ib/5BLUX/3OvYIyT7IJMEjz7gjEewyGoMqR3riNbvxFl+jAWnkJowcl0riw8OsY3dR7hJeeQtSE5wMpbGdvhd39fxTfeM4/aTfeSve1ZUkCKPaOyLvtXAj6T+pYksWQ+T+L9z25h4WFVXHfxIspCXioiPvweA4/OX8e7WpHOOmQtm6DPxGdqHKkEKMS4IcGYUSyZsXAcl6C/+Fxru2UbOlKN0sOfrb0qbLK99eD5LMzDj8Nu2kTqsV8SuvzbKG/vpyFCjEUuGu0P91zm2OAUrzRiJzrQvgBOOkH0xMsxIhWw5+l9UKdpv///SG9b1f363PN3EX/zMSZc+z1i7Pss23b2PcUG/DpD+8O/7BGIAcg2bsX75A188IwP8j93b2LTrk6OmVPdp4SkjtI8/MJ27nl6M8m0RVnIy5Xvms3yBRPQjovfUPj3lOd191yMuigWz6rm13evork9X9FlSm2YD124gDuf2IjtuPncHFJJRZSQ47hMqQ0XbQ/6TTxFcpUkUjkyRaoFuS60dKaZUll8urHWikTW4Tf3vMnrG5pwXZg9NcrHLllEVXhwyjnb3jChhadgltXQct/Pe7Q5mSSNt/0Hkz7yY2Iqmg+IuBm011d8hUpDgesO13bwa/AHTEzDxWjeQP1tP+iempLa/DpdL9xN3TXfxA1P7RVsCuo0bXf/hPDCFeRadhb9+Gz9RkJHWUhqxJFDa3XAkSuunSuag0wZ+25XfKaLL9NG15uPY3U25Ue7TJ1Hy73/R9Vp7yG58WVyzT0DPsr0Urb4NOKOb0/lsYEdM1nLYdakMuoaV5JZ1/PBid3VQvOt3+azF3ydz/7yrR5tqza3smpzK/989VFMrwlh2w6uq8g68PM73uCNDS0ABHwmV585hxMXTez3iFMhxOgkZ6lRbO9wx2KlrV03ny9GldUMZbeKqg4b7Gg5eDBGaY13yQW4mRipJ38n5SrFuJGzHCJLzuyxLD8NoPhPtREsxwWip1yDd84J3YFXrRVu+64egZi9nGQXXS/cw4Fyf5t2ktTm1wu2ZRu3MK8u/+bykJe+pKtwteLmR9dxyyPrSabzT9y7Ell+c8/bPPryDnSBG1mloD2W5Qd/eKk7EAOwsynOj/78MlefNZf3nDUXc8+gAtPUUiZUlITrukyqDhUtW33RyYfn854UcLB98kCjWwEytsuXb3iW19Y3dcccN+zo4F9/9izxjI1S4PUaeL1Gd9n5/krZXqInX0XXqw8VfoFj50ebeDQhnab1jv/ADJUXDLgABGcvI2cUDzAB+J0kLff8tEeyVcgnXG35+//gcxM9lmutsJs2k9m9HivWhqdiAsWYNdNw5HnjiOI4LuaBqnpqE6V7H0O+iYfnK3QBpnYxWjaw63fX0/XSfSTXv0THs7fTeMePqTjxUtqeuJmad/8/jP0+x1M1mbr3fgszeujT9Q2tueDoCrJvPVyw3Ul2Uem0Eo30DlQG/Sbzp1fuCzAamnuf3UIqsy9Qm8pY3Hjval5e14TRjwTfQojRS470UWzvEMiiwZiuZrAy6PLiFyxDqTpi0p60iWcOfuemg1G8i8/D3vIy2TfuG4LeCTH8XDefmyGy9OzuZanNrxOae2zB13tqpmJWTWbCB36IPuIsMvuNbDFNTWLV40U/K7n2WTx28ZKbbjZVtA2ATJxQwMPUugiu62KaBl6vWbSSSSbn8PjLOwq23fH4RtKF8kQozd8e21AwnUbWcnhtXRMzJuZzZuVcWLm6iZ/d8RY3P7SWWMZGDfDGVIhCvBq+fd3yHiNktFace/wM3rVsSj557zsopXAdl8MnlxdcZ2WZv3v6XSGmqXn+7Ybuhy/7sx2HrfVdtMRz/Pnh9fz672vY1BDHRvUI0PS1dK5l5xN4F5Nr3o6pIbXmabINm+l65SGqz/pIr2CxWVZD9LT3k3UOHAxxkx04mcK/QVZHIyrbMxjjMVwSbz4GQHzVk70C192UJrz49KJ5psQwCkYxKyYWbAovXEFy46s9lulgGdXnf6r73OZ3kzTd/dPeAbxsmrbH/kT4iJNwHZea93yHCR/+ERM/8hMqr/g6uciUQRkhHvQZVAQN3GzP3FFGpJLgnGMIzDwSt6uZK8+Yg7nfubC2IsC/f+wEfKZCa0XGcfnHKztoj2VYOreGb3zkOGZPjXa//paH1xc+Jwohxhx5bDCK7b04CwUK/xnt1m35fDHhyqHsVlHVeyoq7WrPMavm4GUsjYlzMGcfT/bF29HlE/HMPLrUXRRiWHk8BvFXH0f7AtRd/iVSW17HcWwqTr4KJ5cltWnfhaq3bgbVF/8LMfLBEGww3/FTcMBy9to44EBt5Qt256IpyF/Gv75/GmU+MDOdpN5+gUzbLnzTFhKYcgQpHe4xdam1M110JlHWckikcnjfUd425zhs3NlRtI8bdnSA49KVsfnqDc92B6gBbn10PV/5wDEcPjEyKNM4hHAcl7DX4JsfOY5k2iKTs4kEPfjM4pWADEPx9uZWrj1vPv99y2u0xzLdbUG/yScvX8yBpkzYLryyrqlg21VnzuWtTS38+OZ9vwtPvraTz148mxMO85J45SncXIrg/BNR0clkCyRA7fH9tBdvzTTS21cXbPdOnothJYm/mh8VkNz4CsrwMOHKL5Patgo70Yl/2hF4py0ipUJo1z3g9EXXOUjJ4kLTM/fcUNuxNrKNW6g45Ro6nr09n7icfDC7+sLPkDGjPXJniZEhRZDaK75M853/Sa55X3A+OHsZ4YUng21jhMqxulrw1s7AUzkRxxvC2ZN03om34hYJ4OVad2GW14DWpFWwezQNDpiHcA7QWmEYGtd1sWyHUCRELhDBScXQviBVZ34Y17VJb1uNjlQSmDyL04IVLJl9KrFkFo+pCflNfIbCBXa3p/jmr5/vESz0ew2+8N6jufHvb7O7JUFHPEPO6p2DSggx9kgwZhTrTGQxtMJXZAi03bINXTYy8sVAvqKSofsejAEw56zAjbeTfuwXqPP+BXPi3BL3UojhoxQ42TSxVx6ky/RRecb78VZNIbHxVcqPPZ/KU6/BTidQ/giOJ0zc9RedxpfL2YQWv4v4W08UbA8vOo2cEYQC90MeU+Hip/KMD9L++J+7b3T28s9cTKCiim07E1i7t9F85w+7gzbxt55EB8uoe++3SeiK7v4dbCrG/lM5TFNjYOFRJpOqgzS2Fb74nlQdwgb+59bXewRiIH/j/J83vcJ/f+4UvDJARgwSx3ExgIjPIOLbs88e4EbPcVwqyvzc+sh6vv6BpWRyNqu2dhL0e6itDHLbPzbwuauXUKwcmKGgMtJzapTX1Jy6ZAInzItyy2PtGFph7+nDh8+azrzOZ2n4/YPdr4+/8Ri+KfOoevfnOFDZ+6zrofzka0j/+eu92pTHR3DeCdiOg2vv+z1IrHuexPoX8U+Zi/aH8nElO4vetQpcl8DkueSMIBmn9zlfh6vAMMHu/SOkAxHwR3oEVHK2InzUWSTX5csEd77wd4JzjqX24s/h2rl8AvOyCSRVELt4mi0xjBzHJaHLqbzsq+hsHCeTxAyESKx+hoZbvwu2hW/SbIxQObE3/oFv8jx81XO63+/auaLrjiw5E7O8mkzDJgx3M4HJc8gZITIHGaFVjNb5nC6bd3ayeksbR82qZO7kEGsaLQ4//jK6Hv8jNRd9lvYnbu6RlLjrlYeInnwNZUecji+8b9SbbbvkXMV//OnlXqO20lmb39y9iktPm8UNt7+Jz2v0GFmz95zoKoNsTh4uCDGWSDBmFOtMZAn5zYJDkF3XwWnbgTFx3jD0rDBDK6ojJjvbi59M30kpheeo83FfvI3Ug/9F8PzrMWoPK2EvhRg+uZxDcO5yYq88SOVp7yGzawOtD/563wuUpursj6BmHLvn5uYAT51dIFJL8IiTSK7uWRbbjNYRXno2sXfcA3m0i8/uJP7iwyQaNuOtnsKEq79G1ysPkljzHKAIzjmG8CnX0trcyJKJYZr++F+9Rs84yS7a7r+B8nf/Cyk7fxMWCXqpqQj0yP2y1+ypUUI+E68JvlwXyVXPktixGiNaxxcvOJM/Pm3y4EsNvd533gkzSKWtoqNnMlmbhtYk02uCkt9XDBrD0PjdBGQT+UPQF8o/iS8wCsRxXI6a6mXGiQbmS78l4rqcMucUGnUt/37TK7z7pMPwe3TBKU6QT6x9/okzeOLVfLLa04+q5YpjKzDW/QPnibu4tmYG7/voqfzu8QZWb+9i2WTI3v1gr/Vkdq4ltW4lvuMuKPq9HMfFDk+g+qJ/pu3h3+KkYgCYFROpfvdnSOowhnIJzD6G+OuP7nuj65DesYboCZdgdTXT8qsb2P+3qfyEywgceTYpu+d0rKwKUnHqe2n/xx969aXyrI+QUT1H8jiOi6qYQmD2MaQ2vARAcv2LJNe/iKd6KjVXfJmYLQn/RzrHcfPJ4k0/mBDQWaxUvDsol9m9AchP/SlbfjExe7+gRHltfnTUO0ZNRU+8DNfKsuu3X+yxvPzEKwgsOpMchXM9FaMUpCyX7//hJY6ZW8kFC0M4q+8h9soOZtbOwLvoDKov/zKpza8WrA7V8dRfmDjraDJmzxw5sVSWznjh3ImNbcnunFTnLp+O39QoHIJOnOTbz5HY/jZGeS2RpWeR9VWQtfO3cB4TfHYCN5NAmR5sM0Ta9Um+RSH+P3t3GRjHdTV8/H9nZlnMkmWZme0YYsdJHIeZG2japm3at5g25aeY9CnDk1LKTVMINmmY2Y4xZma2mJd34P2wtmxZK4Ms9vl9aOqdndk7o8Ez957TR0gwpg9rCsXbraTkNFaAGUfLOP2EZZ2pIMPFvrqTD8ZAMoGpe/p1xJc+QfiFn+G//EvohcO7qIVC9BzHcVAZRQTGnQua3rZXi2NT+/KfKb5zBDHXiY/tsO0h/dw7SJtwPs0rXsKJR/GPPQfP4EmEnABHPzDpusLVuJvyR/+3paRtbP9mmte8ScF195Ax50aUphOPRqh74n9xoiHsCz+Ek4i1+k138TBcWYVYoUZ0M4TSstB1HZeCb35kBt/50+JW+S/ys3184dYpbN/fwNisCOWPf69Vvprgqle55bLPEAzns3BDshKH29D4zE2TyPS7aIocf6hDLG6S7HYgN6bi9Lk0B1fjLmqe/y1mU3J/1NNzyL3805jZQ0jYOrquoZTCsiz8WpSGlx4gvnstLXv99hXkDhjNL+76JN7MnHYDMZAMquakebjn1ilU1gaZV1BL6D/fomV/3r8Z1r3OXVd9lVeKszC2v0l7V9jmFS+RPv4coP0cNQnlximZQu4HfwzxELqu43gCRPFhWQ4WioyZ1xDevBg7eiSni+ZLx100jKqnft5mmY2LnqSgbBxa1jDso3oRxW0N74hzKMgro3HhY5gNlbjyy8ia+wESgaKUpa3DtoeM+R8jbfKFBFe+jGMmCIw/D/fA8QRtP3Kc9z0R241/5o34R88m+P4L2LEwvlGz8A6bRoi0VpXy4spP5uwbaFz4eMtnmj8Dd97AZC6ZYzS+9wQFZWNROcNOqU2O0thT0cgXPjCJwthuah7/n5aXDrH9Wwiueo38G79GrLr9il6hjQtwTbuRROLIjpwqj1FpQRqDi9MJRy0cx2HW+CKunDMEhYMvXkv5v77damhWcPVr5F7xGVwDp2JgkdjyHhULHmvJY+MpHkbulZ8npGe1Ot6EEL2TBGP6sGQwpp18MTX7QHOh0nK7uVXHV5hpsKA8iu04aCeZVBBAGR7cM24ivvw/hF/4Kb6L78YoHdeFLRWiZ4RsL1nn3kL1f3/W7neaV76C55wPnVR35bDtQcseQeDiYeBYWMpN0Gxb2tPrhKl+7tctgZgWjk31Cw9QfOfPsGNhav6ZvCnV07Kx40cCMe6CQeTMu51Y+U7iVXvwFA9Dw6E5EmPxxhqy0jxMHJ7HLz4/l93lTRyoCTG4KIOsdA/3/nkJN84uIvj+P1ImDm589Y987mP3M2/mEDRNUZwbwKMlE6P63Do5GV7qmqJt5lOKlgTDQnQGj9lA+aPfb3WcWM11VD3+Q4o/+jOCKoe1W6toCMaYNroAd3Ar0d1r2ywncWAzeQ2bcWdNIqZ5iNuphxPruoPfbmZyYhXekUOo+M8faRNwsE0Sb/6RuZd+A7W6/aTcdjzSfg4oQGmKA3URfvbPFTQEk8e229C4/dIxzJnga6n4EFIZFH3oRzQtfZbw1qUow0XuxR8neCi5birNS58hcOnnidF6PaO2Cy17OJlXfRnlWNjKRdhxHTfPU9j2ouWOJnDJCHAcTFwET6Ncseh5EduDyhiK/6LPgGO3+zeN2Tq+CReSXzCYxveewGysImvWtTSvf7fdZTcve5b0Sz9/Su0xHYfy2hBDsyzqnv9N2+PGsal94XfkXnQn1XvWpVyGHQly7G1uVpoHQ9cwLZvcTC9fuW4omeG96PvfxcnPISu/mLHXjCJigxkLUfvSAylz5NS+9EcGfOp3RHeva9OzLFa+g8pHvkfBB39A8AR5ooQQPU+CMX1YQyhGui91zxirdvehfDG9K/lXYYaLmOlQE7QoSD+13U+5DgVkVjxD5OVf4j3/47iGn91FLRWi55i2wgo2tDvdaqpBOTbtJpo4hm07xGxF8pTfzsNYLIjVXJdykhML4wRraV75astNqRVqbCktq2fkkTPvdqqevr9VdZTG5S/gvfxLrNkaZePuBjRN8eXbpjJmUDajSjMJJ2w+/dM3sR0YU+IhvnhXOytsYtXtZ3DRWBKWjeJQmVvLwWsoPnHteH78j/fbzHbFnCF4XO0nVxXiVLgNaF78ctuAJYBj07jkGZ6Jns3Ly8sBsKJh5je1HTJ0WPOaN/A1VqNnFeIum0bCMXCUInFouJPXreFt3k/5I/fiWCYF136h3SpnVnMtPieKOWgGbGt7LEAySarmTYNg6t5kUdPhe8ckFo2bNg8+v4HS/ADDitOxbQfbdmgmA+/s2wnMuh5QoOuYwSfbXVczWI/mmEDboJNtO0QO99ZxWv7nuJLntMP3N5Kptz9wHIeYqUjuI+3/TSOWG71wHFnXDUdzTJSmCG5Y0O73rWA9yjn5HtmarvHGsr2UFaZjhRtahusdyw43oXvTUk4D8I8+m9hRx5JSyWpMt148ksff2Ma9tw5Hvfwz4od62AFUrHyBnEs/wbtVRUwb5EGV70i9cNvECTfSsODRlJOtYD1m9R60/LHSO0aIXq53PamLU9IYjJOWIhjj2BZ23X5ULxuiBFCYmWzvgfoTVFFohzLcuKdfj14yhuibfyS28ll56y36HUvz4CltP1m1d8gkrBQPNaflBMeRY8aJV+4+6gObyO61pI0/j8zpV1D75r/alqm1LWKv/ZYPnZ8sZWrbDj//9woi8WS37WUbKynI8fO1O84iw3/8pN5mPM6vn1jN//vJm3zh/nd5dtFubE3DshxGDMjkh5+azZjB2XhcOgPy0/jCLVO4du5QlNyIik6i2XESFdvbnZ6o3EVZ7pEhQC4dHLP9h0DHTICmU/vi73EnGomYDn9+biOf+umbfOqnb1J1sJLqp395aCigAvv4QQfLsjBzh+HKaVs6WLm9ZMy8Fs3lSTmvy6WzcO3BdstBP/zqFsxjDqWYpQg7fsKOjwQevGXj222bt2wclpb6t4U4VZblELHdhBw/MeXDU9Z+T2lP2TjsU9j3YqaNbdm8vHgPfvfxH5OUx4/S21673EVD0bIHtARCNF0jYsHCdeUMKsrgR3edhWvN0y1DHY9W9/KfmTnUf1IvEaymmnanxSt2oPWyF7JCiLbkKO2jHMehKRQnkCJnjN1QDlYCLbOoB1p2fGleDb9bnXLemKMpTcc16XKMkXOIv/8U0bf/fNwM+0L0NXFbI3POTS1lXI+medPwjZiJeZw8Ex3iTUPzZ6ScpAw3yuXFyGydjLBx6fN4B47CUzKCRPXelPM6sTAZTnNL1TfbgdXbqjEMjUgswadumMSfnl7HxgNRjKzCdhqnaHQXsHZ78sYzEjN58q3t3P/oKmylUI5DSbaPL986ld98+Xx+9Jk5TB+VjyaBWtGJHM2Fkd020HGYlllAZdORFw3LtjfhDJvd7vf9I84iuncDAMF1b/PIa1tYvK4c20keJwEVOfKwZZvJ49BIne9F82fgzcjm9Q1BEvPvwT35crRDD4rukbPIue2HJLw5VNeHaYqaxJ3kA2ILBTsPNLbb1oM1oZaKTakkTIe0SReiXG0TpSrDTfrUS4l37B2MEMeVMCF9ysWoFIFGZbhJn3IJpn3yw+JtBzLTvZTXBnEH0lFuX8rvaR4/mjdA0Ud+jG/EWaAbaL50MmbfSO51XyWmJYcIKaXYWdHM53/xFn9+ej3/++AyVDxIdNvSdlrgoFVuosF0YWS3dx+v0Dy+ZNWxdhi5A3COMyxRCNE7SDCmjwpGEli2k7JnjF2zBwwXKpDdAy07PqUUBenGaQVjDi/HNfIcXFOuwtyxjPDzP8WOpu5KKkRvoWkKNA2TYx6EjuE4EHNnU3T7vbjyy1o+9w4aR+EHv09Itd81uqOiKkDepZ8g1dCn7HM/QOOKl8mYcWwlFoeal/6EHQ0ef+FmDF0/stz6phi27TBzfDEPPreB+uYYjyyswJh7J6i228Vz1lW8vq6hTeed9TtrqW+OJUuC2w7KcfDqiux0L5YlN6Gic8UtRfqMq9qd7ky4gjdWVQGQne5h9OBc3EOmpgzgGJn5eAaMJLp3IwB2YzXasYfeMRVjmte8Qfbcm1P8siLr4k/yh1f28cy7O/jin9fzz6qxVJ//PzReci8vafMIunJ4aek+Pvfzt/jsz9/m7l++w38X7MQ+9ObcsWHkwKx21620IA29TQNbC2sZFH3w+3hKjpQidhcPo/CD3ydipA70CnE8uq5hK4V16P+3J6wf3veOFHfwlAyn6I7/Jayf2r5n6Ml8ZKUF6TSF4+Scf2vK72WffxuJYAMxbz7uC/4f1nU/onLu1/jd9kF86c9r2VMdBqWI2Q4//PtyzKOqrZmm1eb4biUe4fW19e1eEzNmXk1cTyNj5jUpZ1duH+7ikSkrvAkhehfJGdNHHS6NF0iRwNeq2Y2WXpiy5HVvkJ9hsKMqduIvngRjwFiUP5P48qcI//c+/Jd9CS2r9/UIEsJWit0VQZ56ezsNwRiThudzxZzB+F1ayjHdCUvDCgwk54ZvolkRQMM0fIRsd5vklkopfCqKFmsmsjeCz5tBwvATtY4/9OdoluWgFw2n8OZv0LzqVeI1+3FlFZI++UKi+zYS3riQ9BlX4z3vTmIL/9XSG025PODPRvNnYIeb2i5YaViBAsLRI92xJw7PI5FI5n7ZXZ6cZ29FM/9c4eWDN9wLq57BrNyBkZFL+tk3sPCgj2cW70zZ7g2767hgcknn9xQS4hiOAwlfLnlXfZ7al/6AYyavw0p3kXnhnTy7JUEwkuDmC0dSWpDGG8v38fOnG/ji1V8lsGcJoXVvg+MQGDUD35BJVL/wQMuytcFT2P1W6xcKIceLx+VpqVgW3vY+RmY+Bdd9iebVr5NoqMSdP4iM2ddj+vM5d3ITyzdWYtsOi9ZXsWh9MjB068WjeGP5Pp54c1vLsmMJi2fe3UltQ5Q7rxiDaVrMGl/Mo69tJZZo+5B4+yWjMNTxR05YtkPYU0Dm1V9Gt5K5bSzDR8TxYFsOhu7gtcM44UbAQfmziCk/iVPotSDODEqBiWLpxkpeW7YX23a4cPpAZo4rwoBWw9M9monLCuNYJnlXfQ5sBxuFZfgIH973TuFpx6Vg4sh8SvLTqG1uxFVbTuENX6Fp9esk6spx5ZSQMXk+4e0rCZSOJWHDF369pFWVQIDv/mkxv7rnfHYebMQ85uXAjsoYk4qHEW8vJ0zJWN5/Yw+2mc2HbrgPVh+6JqZlkzH7BlT+cCIJRWDMXNLqywmueZPDuZb0QBb5N36diApITmsh+gAJxvRRDaHkzdmxPWMcK4FdfxBj0OQeaNXJKUjXWb7LJhSzCXhOv3OWnj0Azzl3EF/2JKFnvo/vki9gFI3ohJYK0TlsBc8s2MlzC48kqN1fFeT19/fyk0+fQ6bPSJn7yLYdwnhAHep+bcGxd1eapgg4TVQ/+bNWQ4V8I6eTNf9jBK22wwbaE3H8uJWGnp5LRulozOY6al75M3a4CVd+GVURg1cqirnutp/iizcQjJo0qXSeWBHkkjl3EHntd22W6Z5yBS+urW/595CSDIpy/TiOQzzR+gZ14fpqVm2v5+JpFzPsLA+jhxYQdvn589/ar9KSFfBI3ijRbeKWgat0CkUf+z/s5hocx0HPyCOiBVj5zgounFFGwrT55cMrW+b55G/qOGfCYD5309eJ7VpDZOdqGpe9QMvDU1o2eskY9lQcSbzr8xis2Btj/pxbCb/995bPm95/ieDG98i/8nNoOaUklIewreGYMHZQNl+74yz+/sJGKuvCeNw6l8wcxLlTBvD5X7ydcn0Wrj3IrRePwmcovIbivk+ezc//tYLqhkhLOz5yxVgG5qedVCLQlmS86tBwqkPnLLdmoco3UPHi71uSECuXl9xLP4F7wETittyOiiMSjuJHDy1nV/mRAP9fnt3Ay0v28J2Pzmx5eAnoMYJLnqRm9estyeWNzHzyb/gasXZKOxuGngz2mHa7112/W2fL3jpGDMgk4c+j+oXfkzZ+Lr6ycZhNNVS/8Hv04pGs3BIkpkxuv3Q0f3hqbavem7YDryzZQ15W22FOTy6qYMoNH4Snv9+mUpN32DTWVUE0brFoQw2rdzRw8bSLmDTnOkYOySfuuFvWK2R58M2+lfQZV2M1VaN5/ODPIkJAEvcK0UfI1a+Pqm9OBmMCxwRj7Lp94FiozPZyL/S8wozkbrevLsHo4s5J6Kf5s/DMvp34iv8SeeGn+C78NMagKZ2ybCFOVyRutwrEHBaLW/zpmXV86dYpqA7eN3mJUP3Ej0jUHWz9m1uXo3kC+M65g5h1csl+NU2hcofgsxLUvf53zIZK0AwCE84ja+4tHAx7GFhs88TSOopy/EwfV4QVijNicIBwRhEZ13+L6JLHMKv2YGQVkDbrBjbFCnnu9c24DY3508u4/vxhGDg4QLrfhcvQWiUNDUVN/vvefjQFv/1KGX4Nzpk8gLdX7G/TXl1TjB6cLV2xRbdKWIoEAUgLJD9wQNnwPx+eTn1zjK/9bmGr7zsOLFhbTnZA56bJQ7DWvnVoJg3PkCkEzruDiCuDzDQ3wXCCD142hqJcP+t21HJwwHiG3/gNmhY8SqL2AK7cErLm3oKTM4ig3Tp/jHIcxpZl8f1PnE3CsjE0hcfQqG2OtZuYF6CmMcLAXD+O7VCU6eUH/+9sQlET03LI8LvwGAr7NI8xd6yO8qf/j6ODyU4iSs1zv6bowz8m4S06UQ5xcYYwDI2VW6pbBWIO218VZPmmSs4ZX4SmHKIb3iG46tVW3zEbq6l85HsUfvinrUo7h6MJmqImi9dX0ByKc9aYQopz/cnr0TH7nktTVNVF2Ly7nk9dMZMMv5/m9x7DCjYkK3uOn09t6Xn84V+bMC2bi2aUcdnsIbz4Xuvr/JINFXz59mlt1qO6IcLf3mvirpu/j7X8SWL7NqD7MkifcSXekbMornYYXFzD7vImTNMmahuUDhpA3HbaBJCilgEqEzIzkx/YIF1ihOg7JBjTRzUE4/g9BsYxY2it6t0otw/l673js7MDOi4d9nZiMAaS1SLcM24ivuo5Iq/+Bu+8u6T0tehxuq6xdlNVu9M37qojZtp4T5CP4ejleZ0QxEKAg+5yodypj6PQhgVknH0DMdpP8gfgKEUwarLo/f1E4ybnTRlOyS33opmxZMla3U91XON7f1lEXVO0Zb5/v7KFu2+ZzIvv7WbT7jrysrxcM/NWBk704HK7WFptkRFw88BXL0BX4DE0bMtuuU30Gorr5w3nsde2tmnTpbMG4zU0bMvhtotGsX1fA/urjuSm0TTF1+44C4+mpGeM6HGOAy4Nqusj7QYVnl28n6njZ1E78qMMPtsgLeDFcgV4fXM99U0NfObGSeRkeHns9a089EIyl8yL70FRrp9PX/kpBuR48Pu8xJW33QCkZdkYJPNeANiWjcd9/GDs0T1sD8+fedQQ6KMDMYYOHvvQ+UfXcVwBoviO+xbeYzg0vfcc7T0gNi35L/4LPnHSQWPRvyUsh9eXJ3t5ZgTc3HLuACYM8ICdIOK4WbozRMJySFchqpY+m3IZdiTYqrSz5cDbK/bz+6fWtnzn2QU7GVaaydfvOAv9mH3TtmyuO38YX7z/Xb7+1ya+dOsUBt44nng0ArpBRAvw/Js7W4YfvbF8L9/52Kw2wRivWyc3w8Oosmy27K1vNW3p5lrmzRjKpMs+i2ZGcZRGTPkJmjYDchXf+sh04paNrlSba6cQov+QYEwf1dAcIy1FKVi7ejcqo/fmiwHQlCI/3WBvbedXQFK6gXvqNSTWvkz0zT+BZeIaNbfTf0eIU3Giw1GlSJqbiku3cTXupvr537ZUWdHTc8iZ90FCm5cQ3rqs9Qy2hZOIgqv9YIytFK+9v69VQOSZd3cyaUQen7txEprj4FiK3z25ulUgBsC0bH73xBq+eOtUNu2uo64xypaKOHmFeSSUxoRhHuIJi4BLw7KS5UJbN8/horMGkpXm4bHXt9LQHCMj4Oa684cxd1JJS4IKl4LvfmwmB6pDrNtRQ16Wj8kj8vEYqk3+HCF60gmPdQW/eXYHl84aRH624p8vrWmZtnJLFVfNHcryjZWt5qmoDfOdh9Zzz61TGTPYi36K+7zXpTN2SA4bd9UxdEAmY4fkYJo2yzdVomuKdL+bk3mT7tESsH8dVa//DTuSDIy6cgeQd9XdRLwFtJczW9kJEnUH2l1uovYgmmMCEowRgEreJ+Zmernv1mHoC/9CbGky35HX5eGSs64hoA9AmeZxk8cnavejFY7Dth2CUbNVIOawHfsbeXnJHq6eMxjrqN5juq7wewx+cfdcXIbODx9cxsGaUMt0Q4Ovf3gGk0bksXl3PUs3VFDfHMPnMYjEjpQNu2HecNya4su3T+W/7+zkjeV7iSUsSvIC3HnVOIYUpRNJOID/0CGYbINtO2jQ8pLm2GunEKL/kGBMH1XfHCPtmLLWdjyE3VyFUTirh1p18grSdXZ3QTAGQGkarkmXgaYRfedvoDRcI+d0yW8JcSKWZTNxeF670yeNyMetK9p7na7rGm4ngnJsdDPKwUe/36oKg9VcR/Vzv6Xo5m8Q2bWmJdlncmYjWZbzOM9ZDaF4yp4pa7bVsHRjsjt4MG6xfkdtyvmjcQtD1xg6IJNrzxvG5t113P/oKmJxC69b54o5QyiYNajd0n2a4zB7XCHTRuZj2g66pvC5tFYJeR3HQQcG5QcYVpyO4zjJ6RKIEb2IbTsMKclE01TKniJDB2RSkpvGH752AdGExRd++U6r6bMnlvD6stQl4gEWrDnAuKG5YB2nCsshmq4Rt5LDAV0KvnjLFPZVBdlT0cyKzZV4XDofvHQ0Ywbn4NbAPsGznqYp9Mb9VD7361afJ2oPUPHwdym+82c0k7rKm625cBcMaTdZqbtgELoGfidCQveTMOW4PpMZSnHFnMEMzrThhR8RazqS/N1JxIgsfhxfegb6iBnogUysUOqS7O78QcRsB5dLZ9HK9oOBLy3ezSUzy1oeiJSmOFAX4YEn1zJ2SC6hSKJVIGZ4aRYfvGw0KzdXsX1/AzmZXr5wyxQy09wkzCPH5oUzypg4LA/LstGBm+cN45q5Q7AdcBkaLoVU/RNCSDCmr6ptipKT3npogl29BwAts/dXEyrKMFi9L0Y4buN3d36FdaUUrgmXgOMQfecvYLhxDZ3e6b8jxMnwuXRuvnAkj7/eOugR8Bp87OpxaKSOlwT0GIm9a6hf+hyeAYfKxaYqh+nYNK99i8CY2QTXvtXycdrki4jrATDbzgLgcuu88ub2dtv9/MJdzBhT2BIY0TXFwMJkMGRfVbDlgbOyLsTnb57Eswt28eb7+1rmj8YtnnxrO6Fogg9cMAKnnRtPy7Qx1JGhFUcHYjRNJUubWjYuTZFIUelFiN7CYyjuvHIsf312Q+vPXTqfuWEiLuXgdestwzCO/U4o0v5LilAkgaacdmOrSoGm60RNm/++sY03399HwrKZOqqAD10+lteX7WXRuvKW76/YXMXsicXcecXYVn1SlDpUUth2Wo5xj4rT8M4jKX/XiUeIbF+OMWp+yqpmcVORftblBNe+2SZZKUojY+rFVD96L5gJAhPnkT5hHkHbL8MPz1CO4zCoKBN37RbCRwVijtb43hMUDZtCxtk3UP/639pM19Oy0XNLsW0HXYfGYPsVPJM9WRSGoUjYDk0Rk2/9cTG27fDBS8fws38dSaydm+nl1otH8eOHlhONH7kWLVx9kE9eN4HvfnwWlbVhRg3KxufWUUdFOW3LxqUABdg2qa5kuq5Qh653svsLcWaQYEwfVd8cY1Bh66EHVvVulD8r+Sa8lyvMTN767a1LMLqo8/LGHE0phWviJWCZRN/8A8rtxygd1yW/JcTxKMfh4ukDmTQ8j2cX7KS+OcbkkflcMK0UbzvJMX1ajKY3HyS8ZQkA/hHTiO5e1+5vxKv3kjb2UA8wpeEZdx77Cs7FOhhmeHF6yjdwjkObcpxHC0bi2I6Dz6Nz58WDOWuQF1W5OTlv0Rje3NjEkwsPUJQb4Jl3d7bJYXXYq0v3cvXcoSedF+cwWyn2Vof479vbqW+OMWl4HpfNHozfSF0OXIgeZzucPa6IUWXZPP3uDmoaoowbksNFMwfhd6mWMruNwbbH3Y79DYwfltfqLfzRZowrQid1bFU3dIIxE8c0+f5fl1JZF26ZtmJzFet31PI/d85gxZYqYkc9RC5aW87ls4cwIDt53+BXEZzGCmIVO3BnFWIUDCGiAmhOgnhN+7124vu34B1zYbvTY64sCm7+H2pf+C1WsAEAzZ9B7gUfoun9lzAPJSBvXPg44Y0LyLv5OwSd3n8vIzpfMG7zu/+s4XNjK9r9jhVqxKw7iG/EdOxIE01LnsGxkoFMd+Fgcq/+AmECgINl2cwYW8SLi3anXNa4oblommLRxkqaQ3F2HGhsub44OFhHXWsunz2Eh1/d3CoQc9ifn1nP774yj7I8fzKnk+OglMIGEraDAtyGlvKlhEu38dphYvu2YIUb8ZeOxvHnEra75v5YCNF7SDCmD0qYFsFIgoyjcsY4ONjVO1E5A3qwZScv51AS3901XReMAVBKwzX5cpzlUSKv/Qb/1f+DnlvWZb8nRHs0x6Ek28enrh2PZTsYusIy7XarlGiRhpZADIAVrMfIKiTWTld/I6sIa8jZGDljSOheXtzQyPOPbKYg28f37zq75c23rmuoQ92jHdth9sRilm5IfdM7ZVQBbkPDr6LMcVYQevKFVtMvPOtaxtx2Nht31bFg9QHuuW0ar6UYZmHbDqFwAm9a6+ov+lFDKZQCt0ZLYlJbKV5cvJun3j6yvnsrmnl12V5+/Ok5ZPtdEpARvZLmOOSnu/nEVeMwbQfXMce6adrMGl/U5lhZuqGC73x8FgvXHCAcbR1yyUr3MHlEfsq35Y6u8dqK/azYXMl5Uwa0CsQcFktYvLpkD+dNGcCrS1v/7mtL9/DxK8fitZqofvx/SdQd6T2j3D4Kb/k2Tlo+RmYBierUARkjv+y4b/ITtoadM5z8238I8WAyS5YZp+6Nh4gd3Nb6u3XlxPeswRgyu01PG01TaJrCstpWlRF9n9I1/vPaZqrqw3CcXt7K48eOBnHqy3FNuoKi8efjRIMow43lChDG23J9sG2H0oI0hpRksOtg6wpNmqa484qx3P/oStbvrOPj14xn+/6Glum1jVFKC9JwnGSZ90FF6fzzpdTDomzbYdeBRsaWZSXbqCkaIyYPPreBNdtr0DXFnEkl3HbxKLz6kaGMLs1Gr97Cwad+AfaR495TOoacq+4maHk7simFEH1E548PEV2u7lBZ62TSvSSnuQYnFkTPKumpZp0STSkKMwx217T/Vr6zKE3HPe0alD+LyEu/xA7Vn3gmIbqA4zjYlo1ynFbJAo9lGBrRXatafRbaspS08ee2O4894Qo+94d1fOZvO/nCnzfy7KID2LZDRW2YaMLCpdmk0Yy+ZwnOxlfxRw7icSKMGZRDYY6/zfLchsbN80egHAe7ZjehFS+0+U78/acZlRnm9eV7sW3nuMlLPe7WsX9bKTbubeD7Dy7j0z97ix/8fTlbDzRjH1pIJG61CsQcFotb/OnpdUg1a9GbOU5yWIKW4li3bYeywnQGFR3Tu9V2eOiFDfzwU3OYMa4I7dDQvXMml/DFW6fSFIy1CUA4SvHwq1t46q1tfOzqcazaknpYB8C6HTWMGJjd5nPTsnGrOPWv/rlVIAaSQ5Cqnvghmp0g85ybUy9YMwiMmXPCIYSWBSHHT8hVgOXJoOalP7QJxBwWWv8uhnPk/kDTFGkqhLtqA87GV/DWbyWgRdBOsbed6N3ips2qLVXUNkZp9haheVPnIcqYdAGhje8R3rQQR3MRdNIIeYoI6jlEbE+bQL1Hh+98bBbXzB2K91B1sbFDcrj3rrPxeQ0qDgUwm0NxstOPBD8OVtTz4w+N4ptzE9wzsZLRgXq+fP2IlmUc6+heNKG4zdd+u5A122tapr276gD/8/tFxI76nscJUf3Uz1sFYgBi+zcRWvkSLnltLkS/JsGYPqi2MVnRJCNwJBhjVe8EzUBl5PdUs05ZUYbBrpquSeJ7LGW48Uy/ARybyMv/h2O2P35YiN5AGa17jDnxKKEtS8m9+KMow33U99xkXfJJXt0cI5gi34SmIOBy0Cs3Uv7nu6l98QEa3v4XFf/4Hxpe+BXZRoT7PnE2l84ahNtI9pq58fyhPPTls8hLHMQX3INmuPCPTJ1zKfz+C8wdn8dZY4talZ4+2rABmfg9R25elaZ4Z/VBfvLP99lb2Yxp2ewub+IHf1/Gsk2VGC6dDbtSJwwG2LS7nthxgllC9HYGDt+6cwZXzx3SUnp6wvBcPnrVeB5+ZQt5WT6+csdZ3HPbNLxug/97ZAWFOf42D5lR0+aN5fu465oJLFx9EL+3bZXFw/xeg2i87SCn+WeVoeIhIjvXpJgrWSbYbqpCKxqVDMhoR45lzeOn4KavEzUykv/WFH4tSlqiGl/zLtKcBnxaqpcuCqW331ZlGKCSt6i6rvDHq6h86GtUP/VTGt7+N1WP/4Dqf3+TgN3Yq6tHilOjKQgc2od/99Jecm/+Fnp6TqvvBMbMxl00lPC2FYeuk8ePzHt0C6/ZgK9+B9eON3jgs1O49+OzGD80j188vILv/Gkx/+/6iQC8s2o/F88cBMCsMblcMyJK7d/vIfH2n0kseYzah7/NkK3/5L47xrQJBCqVTNJt206yh89b24ilCFDWNUVZs60Gw9DQdY3Y7rWpc8EBzatewW237ekmhOg/JN7aB9UcCsakHzVMyarchZZRgNL6TmnI4kyD9/dEaYxYZPq6vt3Km4Z7+g3E3vs30bf/gnf+p+UmTvRKpmmTNnQyvPlQq8+Da9/CCtZTdMs3cRyF4zho6blE9TSKzVq+8aFiDDNMQ3OURVubWbm1hhnjikgnzMGnf9kmeWZs30ZCq1/FP/kabpk/nOvPH45HM3FVbab67z/BiUeAQwGfc27CyMin6f0XWy3DiTSQW+xi+sQylFIUZPuoqo+0TC/K9fPlD05D58gtc9R0eOTVLSnX/R8vbmLa6MITlvuWY1f0ZY4DOg7XnzuMK+cMwQEMLZndMxiJs2xjBS++twtIJvr+7sdn4dFbV2lSCipqQ+RkeHFweGXJHr5wyxTeWrEv5W9ecFYZC9ccbPXZ2CE5DCxIwzGrOd5DrRVuJpHhxjXhEkrGzcVsrEYZbrS0HCLKh2Ulhw8F7Eaqn/opiZr9LfP6hp9FzkUfJWHrJHQfpmmT0HykTb2Eupf+kPL30qZdRtxOnjW8TpiqJ37cpoyx1VxHzXO/IuuarxFx3CmXI/oWt65x1dyh/PG/69hbEeTRZUFuu/JzEA9jxyLogUwiu9dR/dxvAYfA+PMIHZO/RekacdNGAVmuOMGl/6Vm5Sst1z89PYeii+/mn1uqaTjU03z7/kZGD85m8+56wtEEl84axBUT04g++Y02103z4FYydr3N7HHjWLjuSBn6G+eNwGtouHQH3QozpcxLdV0OG3bVtVnPJesrmDG6AF1TWM3tv3hw4lHUsUmvhRD9igRj+qDaxijpPldLskzHimPX7cMYNKmHW3ZqirKSAZid1QmmlHVPEEnLKMA9+XLiK54mnvsCnilXdsvvCnGqEkYaWefdRsM7D7f6PF61BxXIIeikozRFxLR5YcEuLhiTRqBiKfbmdyiyLcaOmI11wWwCeYVEtrzRtorJIU0rXqZw4oWEbD8G4Es0UP7Uzzn6wcwx49S//W8KrruH4MaF2OEj4+71gROYPHIgv3piDcFwgtsvHY2ha1Q3RMjP9lGc6yfg0jGPKvnZFIpjtlNZKRq3aArFGTMkJ+V0gHFDc45bDlyI3kophQUEoyaNwRjZ6V78Hh0dB8d2AId7bplCYzjO7oPN5GR4KMkLtAnEQHL393tdjBiYxbrttURiJlv31nPV3KE8t2AnkOxpcNbYIi6YVsrg4kxK8gJEolvRdcXls4cweUQeuuOAy4/mTWsT8DjMlVtCzHaIoRMjHTIODbE66jD2EabqiR9i1rfOQRXZ/j6NHh96diF6Wi5pQ6YQNL2kDZ6MZ8AoYgdaB2Z9w6eh5w05sr6RpnYfWOPlO9DNEGgSjOkPLMtm+pgClqzPY822Gp5fso8Lxo/H9dZfsJprcRLRlu+mT7sM25fTsg8evh4+9eZWlm2oYNzQHO4aWUnzipda/0ZzHfZzP+bTV36Pe/6SrHq2emsVowflsHl3PQ8+v5EPXT6G9MbtNLZz3YxveJMPXD+fHQeD5GR6uWHecIYUp5NmNxNa8zZNGxcwQtMZOe48mudN5t5HtrSqlJaZ5kHTFKZp4y0bD4ueSvk7rvyB2MrVKk6qNEXMcqhpiGLoiuwMDx6t7flBCNE3SDCmD6ppjB4zRGk3OBYqu2/kizks3aOR5lHsqo4zpaz7EpTpxaMwRpxNfPmT6PmDMUrHd9tvC3GyYrYL75h5FA2eSHDVK1ihBnwjZuAZPJEQacmy7abDV36zkP+5aQTed35NrOaoN+LLnsLYvIC0D/2Q+vqadn/HiYVxbJuGiElOukHz8ldo7w1586rXSR9/Lo3LngeSSRSzpsznP2/saUmMeP+jq/B7DTIDHprDcX72+bmtAjFwpIR1e5rDcd5aUcnVc4fy7KGHysN8HoO7rpnQbjlwIXorpRRxG37yr/fZeeBIEtAxg7O559apGMrBcZIJgLN9LnJH5OI4h3JNtfOglZPuwTC0lhwWT761nWvOHcq3PzqTbfvqmTa6kPfWHuT3T63FtBzmTCzhGx+ejseloStFc9QknrAgzU/WubdQ9+pf2vyGb/g0LFd6q8BLSuH6NoGYw4KbFlF4/Zeo/M9P8ZaNI/PyzxG0vGRf9QWsmt2E1rwBmk7a5ItROQMIHZW01I4ff5iGY8ZBYjH9hmY7fPbGSdQ0RlmyvpyV+00uv/mbmAc2E964EMftxxk1j2o9mxzHg6GSx8jh6+HhoMf8cRmE3/tjyt9w4hG8DbsoyQtwsCaEz2Mkj4ND3t9UyZyR7edfchJRirI83HvXTHSl0BUE7CCVD38Xq+mo6+2ihwnkLeQbN32Kb/1jU8vHl509CMu0ksd7VgmuvIEkatr2aMue/xFiysvhq52jFAvWlvPPlza3vNDwew3uuXUqQ4vS5QWFEH2QBGP6oOqGMJlHVSWxq3aivBlo3vTjzNX7KKUozjTYUd31SXyPZYw8B7uxksgbvydw/b1o6Xnd3gYh2mMYCo8dgngE5fGTNvd2TAwsRyNo2oCD0jT++9ZW8rN8ZId2pryRM5uqqVvzDtqAcbDi+ZS/5S4awjvravj9Czu5bV4Z59XtT/k9gERDJb6hyR543sETyJ5/J2GVxg0XjGDT7nr2VjYnv2faxEyLz908CU+KqEm63012uof65ra5mwpz/NQ2Rnlx0W5uuWgkX759Gm+t2EdjMM6kEXlcNL0sWQ5c3gKKXk7TFLqhgZN842+j+NnDy1sFYiCZA+mBJ9fx2RsmoI46WE5mH/cYiqvnDqE5nOClxbsBeObdnbzw3m6+/bGZ/PLhlZTXHimV/erSPSxZX85PPnsODzyxmnU7k0MovG6d/71zEkVXfIaGdx/Baq5DubykT72YwLTLCVkejEPH3dHtajlXmXHspvaDvtgWzqG8GNG9G8hoOICWNZyQ7UPLG4v/4rGAQ8xSbSrM6em5gCJV+FUZbpQnTSKz/YzuOBRlerjxvGEA1Mcs7n9bMaTwEqJhm+WPHCQU2UNpQRrf/dhMPG6dR1/Zwlkjc7h8Sg4elaAgN0B1KHXlIwDVcICcjOEcrAlx5Zyh2I6dHP6vYNiALDICmUSXP51yXld+GaZy4SI5XFjXFaG1b7cOxBxi1uwlN7yHssJ09lY2c8tFI8lN97Qk447gI//Gb9D43uOENiwE28SVU0z2/Duxsga1VBjUNMXu6hAPPr+x1fLDUZMfPrScX33xPAIuSQUqRF8jwZg+qLohyrhDXfgdHKzK7aicvtUr5rCSLINFOyKYtnNovHz3UErDPflKYgsfIvLab/Ff883jJhMUort4tQTOvnVUv/kPrFADAL4hk8i++OOEVEbL9+KWzdINFVw4uQB9xzO0lwrb2vgW2mVfwpU7gETtgTbTtZm38dQzybfZO6tinFs4GPZtbPM9SN6AqqEzKBw2A9vwEbJdOJaDSzl8+84ZVDdGSVNhsrQweqQeIzOCo7mJ2L5WVWDcGnztQ2fxnT8uJn5UIl6vW+fj14zn74duNh99bSuZaW7OnlDC8NIsLp5ZhrJsCcSIXs9CsauimY07qrlgXAZZNEEszD2Xl7B0Rxb/enNvq8orq7ZWEUlY+I1Te5iyLYfCTC/Z6V5umj+SJ97YCkBpQRq7Dja2CsQc1hSK89yCnQT8R5KER+MWX/7jSr5+xzSmfvAHYMZBM0gYARoSsL8qyJ6KJgYWpjOwMA2vrnA58SPnqmiQwuvuabedynCj1JF1C617G++8kcTjFrbtEGs5DbQ9thOan7RJ8wiuebPNtMyzryOu+6FtXmLRxzkOJBIWmq7xzLs72LKnni17WlfD3F8VZMOuOkryA8wekUZR5RriL72Kk4jhXPZJjIx8zKbUPVyc3MFUr4xw7pQBlBWmUV4b5kBN8ngZMygXlVWMK78sZTl3fdat/Ow/W/n09RPRAcOK0LxxYbvrou1YyF1XfJzMrAwCHh3lOPj0OHqsiUR9BVYgi8xzbibznFtwzBi27iGm/FhHDee1HHj0tdS51mzb4bVle7nxvGFteqIKIXo3Ccb0MfGERWMoTuahYUpOYyVOLIiRXdrDLeuYkiwXCSvCvroEQ/K6t5+xcvtwT72W2KJ/EVv8KN5z7ujW3xfiWLquQdU2ap77davPI7vWkHjkPvJuu5cQfnRdI2HZuF06lgNKbz/nktIN1uxqZvi8L+Dd+ByxzYuSb97ySvGccwePrY5Teais5/JNVXzonHNh3atgHft0o7AnXMknf72KSMzky7dPY0xZFjjJm2ZDwYisONX/+Tn1RwV93AWDyLv+qwQJtPSgtu3kA+Sv7jmf5Zsq2LG/kZFl2YwdksMDT67lQPWRvBWNwTgvH3rjf86kEnnzJ3o9Syl+8fAqcCy+eFE28ae/S81RuVhmjTybobddw/f+vbHVqIJI7NSDMZAMyBjAZTPLmD2hiLdW7KOsKIMFqw+2O8+KzVVcPnswS9a3LmX9h/+u5yefmYPXCBC3HMx4shzv8wt30hxOhnwzAm5+8plzyKzf3upcZTbV4i4cQrxyV5vfS5s4j9DmJS3/VoYLTpCk+7CYbZA2+wMYmQU0LXsOOxpCD2SSOecmXMNmEDYlmXd/FjOTLx7a896ag3zqmtEk1r9FdM0rLZ83rX6dzBlXUPv639vMowcy0fKH8MVbA+RkePnT0+tZvulIMt6Fqw8ye0IxX7jxG9S9+xixzQvBMnHlDkA/+3ae3uiwams11Y0RirO8yWzaJ7gODy/NJBJP5jpL1yPUvfAbonuPvPjQ03MpuPmbhF25h144HJM42HaorG1/yN6+ymZsGaYkRJ8jd7V9TFVDskpJdnryjZZVuR0MNyq975S0Plphho6hwfaq7h+qBKBlFeEaO5/ExjdI7FjaI20Q4jCPE6bhrX+lnGY2VWPV7AVdY+PeBh5/YxvnTh7A4k11WCPntbtMZ9Q8Xlldy1f/toGnY2cTvfL7JK75IdEL7uGhVfDqyiM3oJbt8Ne3KvFe+TX0jCND9zR/Bt7L7uY/K4OEoia2k8wNEztqOIFPRan578/b9L6JV+2h9vnf4j2mvK1jO3g0OH9SCXddNY5zJxYRipps29eQcj3SfC7cHXhQFaI7GYbGis1VbN5TxycuLiX2/E/aJMWNb11MYc1ypo06ct1OlvQ9zfdjtk2m1+DmecOZNa6oJY9MKl63TiJFefhwNIHSFG+sOsDXHniPz//ibTbtruOLt05lyshke5tCcfbtOUDDW/9sNW/9u4+RM+92vIOOysOm6aRPugDvgJEEN77X8nFg4nwSiZPvzhKyPGjjL6XgIz+j+K5fkf/BH+EMn0vYkmQx/Z1StJR/T8Xj0VGxJqLrXm/1ebx8B3YiRtacG1CuI73A3AWDKLztXjLyCijJ9rJ9f0OrQMxhi9aVs6/Z4KnwTCKX30f86h+wffwn+f7LQV5angwO7a1oRtM04spH2uSL2m1j2tRLiZnJ65dHt2l859+tAjEAVnMtVY//Lz7a9maDZK61wcUZKacBjBqUTTd2MBdCdBLpGdPHHH6D3RKMqdiGllmM0vrmQ4quKYoyDbZXxblobA+1YdBk7Lp9RN99ED1vEFpmUc80RJzxNMckUdf+2+zY/s1sCBXxi3+vBOCbd85g1dZq9tn5lA6aSGLP2lbfdxUNpSFrNNsODTt6eXk5Ly9Pvgn/6efOYdHaNW1+Y8XWWn5jwbdu+z5Eg9Q0hKmLu3h4QQUNwWY+cOFIMgJuDlQHqawNU5YfSJbYTgSJV+1pp92b0BOpK56Yps3hN4CFWT6Kcv1UpHj7d+MFw/G6NKwUD5BCdCdN04jbNo2hBJZlk5flw+vSsC2bmGnz4qLdlOQF8DftJpZomxcJILH2ZT509X2s2FKN48C5Uwbgdelgn/7+HY9bKGVzxZwh7fYoOHdKKYvWtT3XfOzq8fzm8dWs23GketHqrdWs217D1z88nT0VzdQ1RcnyaW3OVXY0SOV/f0nmWZeRde4tOEpHxYKEtiyh+vnftVR0C4w/DyeQ116Bt3YlTEjgP5I+xpReAGcCt0vnsrMHt8mVctjZ44uJNNWD3XZ4Tv07j+AfOYOSj/wILBNHc2G5/DTaXlTMQtcVL7y3u93fbgrHeWdtFa+uKE85vTDXj207OI5D2vDpuNe+1aZnmG/oFLS8wS3Da11WiJpNi1Iuz2quw2muQaWVtcnFqzlw68WjWLW17bArt6Fx7pTSQ9dTIURf0ieDMXv27OGvf/0ra9asYdu2bQwdOpTnn0+dnLK/qayP4HHp+D0GdqQRu6kSY8Tsnm7WaRmQZbDxYBzHcVCq+8P6SilcEy/BXvAPIq/9Dv+130YZ8rZNdD9HacctL2tkF/H0Ozta/v1/j6zkE9dOoNlyCE77ELkTK7A2vgG2hX/ifIzikfz8oQ1tlnPrxaPQlYauaZhW2xvYKSMLsNzp1ETc3P23dQB8+IqxpPlcvLp0D7WNUYaVZuL3uVoejOzYCSqexKNwgqJpLg2++/FZ/PqxVWzancwN4DY0rj1vGOdMLJFAjOhxSlPsqQ7y83+vICvdy4cuH8O2fQ3srwoyqDiDKSPziSUsbr90NK6mhaQOxYAdDeE1HD5702Q27KzhtotHd0og5jBNUxTl+jl/ailvr2ydlHvs0FxK8gPs2N86uWnAa1CQ428ViDnMsh2eems7F88axKOvbiEct/GlOFc5sTAN7z1JZloeL1YP5IIxefiLR+JtqEJze0mbehkqawBh29PmN4Q4lq1pPPTCRmZPKGHEwKw2PSfnTSulojZMWWn792zhrcsInH0j7+5WDCr288y7O9i6t4HcTC83zx/JvGmlbNiZunT62m01XDJrUJuqfpAcrleSl9aSDy1k+8i97qskyrcSWnuoOtjUS9FyBxG2j1z8HDPO8SKRVrAelT6oVZ41SFaMyk338LU7zuL3T62lKZTsbVqU6+eLt0zFZygcyacmRJ/TJ4Mx27Zt45133mHSpEnYtt3mhNWfVdSGyUn3oJTCrNgGSkPL6pvJew8rzTZYuitKRZNFcWbP7JLK8OCedg2xhf8ktvhhvHM/0iPtEGe2uBYgY8aVNLz7aJtpSndhlI5jx/7lLZ+Foyb3P7qKwhw/YwbncMdlE6kwBrJxVy0Lnq8hK30LX/jAVPZUNLF4fTmZaR7mnzWQuqYo76zazz23TeW3T6xuyQWhFJw/dSBTRuZjJmx8Hp38LB9njSmkuiHCQy8ceTNZtzHKis1V3HvXLMryAmi+9rtPozSUN3DC9bdtB6+m+PKtU4nELWIJi4DPhddI9joQoqeFEzb3/XUp2RkePnrVOH758IqW4wdg9oRi7rhsNLvLmxhePKjd5RiZ+eysiFBRDx++bDRWovP2b1spNu2p5+FXNnPhjEF8/cPTWbahAtOyuXB6GSV5AZrD8TYVza46dyibdqV+KAXYtLuOa85NVrd5bkUtn5txJY3tnKsCQyZw5fBMFGBn5JI+eDqO0oha8sAoTo6mazyzYCfvrDzAsg2VfPya8Vx6djLZtc9tMHV0Afurgvzr5U14Lh7MtNLRxPdvbrMcV+4AamMuRg/O4Mu/eofDMf26pig/+Psyrj1vGJfOGsTLS9r27MxIczN30gCq6sMsWX+kl1luppdvf3QmHu1IDNVxIOj40EumEBgwAVDEba1Nwnnl8qLc3uQLihSM7CJi7RwjynEYW5bFzz57DqGoiaYp/B4Dj05L1SUhRN/SJ4MxF1xwARdeeCEAX//611m/fn0Pt6j7HKwJkZNxaIhS+Ra0zKJDifD6rpIsF0rBtsp4jwVjALSMAlzj5pNY9wp68Whcw2f1WFvEmSlhOqSNm0e8ag/hzYtbPlduLwU3fp06M3XXksq6MLPGF/Ho61t5bemRyg8HquHzv3ybuz8whUFFGWzf18CvHl3F/7t+ItNGF/CPFzfxyesmommKSMwkN8PLxt11BHwuLMvGa2j8v+uT0+/765I2v2vbDg88uZb7Pj4Ll+HHP3oW4c1tv5c24XwSRuCkKp44joMC/C4N/6FkvRKIEb2By6XxwtLdWLbD1XOH8ffnN7QKxAAs3VjBBy4axS8eXsmkD44hp51qLvqMm/nPwioOVAeZf9ZA3J3UKVTTNRasKefB55M94h56YSMBn4uJw/OYObaQkvwAHk1h+F385DNzqG+OE4okKMjxk+4zeHNl+6XtXYbWkiC0ICcN//h5JNo5V0VUADNxpNed1ZKiUB4YxcmJmjYvL04GSCIxk988vpq8LC+jB+Vw4/wRfO03C2gIJnuHPPruASZ9+KO43vwNiZp9LcswMgtg/uf57r82MW5oDtecN5wn39re6neeeXcH937ibF5ZuqfV0KDcTC9zJpSg2TYfv2oct18ymur6CGl+F1lpbjy6ShkAsSz7uPt7TA+QOfMaGhY81maap2QEji8LjlMQybJsXAqyfIfvlx1SdHAVQvQRfTIYo/XR/Ciny3EcymtDTB9dgB0LYtftxxg6vaebddrchqIow2BLRYxzR/p7tC162STs2qPyx2QV92h7xJknaHlIO/9OMufcRLx6D7ovHT2rmIjmx7A0cjK81DW1fqOmFEwbXch3/rQ45TIffH4DH79mPI+8miyL+fjrWzlncgk3XziSx17fyr7KZrwujXHD8vjw5WNb3vaZps2wknTW7qxrM379sPKaEJG4he52kTnvI2ieAMF174Btgm6QPvki0mZcS9BsPwGjEH2B7Sh2lzcBUJwXYE9Fc5vv5KR72birFseB+5/dxX23fgX34oeI70sGRzRvGhnn3spbNTnsOJB80IzGLdyezjk+oqbNw6+27h0QiiRYvK6c5Rsr+M7HZlGS50ezkxWY8tPdFGS4cRywEhbTxxTx0AubUi57zsQS1m6r5o7LRnP+lFKCpt3uucqyJJOoOD3xRLJ35NFqGqIsbDiIz2Mwa3xxS2+WYCTBN/+5lZ/f9VW0YC1WQwUqLY+KmI/fP7qTuqYoC1Yf5Dsfm8l/397O0R1PHAeaQ3Fuu3gULyzaDQ6cP7WUy2YPxn3oWqg5DgGXRlrhkaqAHe2JkjDBP/4CMh2HpqXP4iSioDT8I6eTdcGHCcoQPiHOKH0yGHOmqm+OEYlb5GZ6scq3gFJoOX2zpPWxSrMNtlT0XN6Yw1ryxyz8B5HXfov/uu+gDLkwiu4Vsd2g56CV5JJwnOTNnwVuDb56xzS++6clrW5S87N8BCPtVyRrCsVxG0ce9tZsr+HKuUP589Pr+Nod0/F5dDRN4XVpxBI2VU0xdE2R5nPjBTyu4z8oHo6PBy0v3tm3kz7zWpxEFOXykTACBKX0rOgHFA4jBmaxYnNVuw9ilu2gHbqG1TZG+fo/tnD97OuZMv12lJWg0XQRzsjh748mE3gaunbC40spsFCEYxaRmEmaPzl0T6WIkAbDCWLx1K/JTcshGEkQjpqkHVWd5ujF+Fwad10znj8/07rHcXFugFsuGoXCaZVIu71zlRCny+3S8XkMIrG2XSrfWrGPX39pHut21HKgOpm3qCkUZ2cd/N8je8gIuGkOHyB6zLFQXhMiK73tCw23oXHJ9IGcN2UAOOAxNCzLbpPGqbOyIoQtD+6Jl1M07lyceATl8pDQAzRb8tJCiDONBGOOYnSgbKqua63+25XKD1VSKsr1Y63ejJZZhO7xdfnvdpbDD2zJ/7beXoNy3SzfHaU6aFOc1cPDrnQvavp1RN59iNjCfxCY/4luDxB1537Vm53qMdk/t1vrfa8kx8+v7jmPZRsr2b6/gVFl2Ywekk1lbeS4S9H11suxLIdQ1CTd78JrKEwHlm6s5G/Pb2x5mMtK8/Cl26cyqCgdQ1eYKR5Ah5dm4fMYGIcWb6FhGZlgZLZ8x+jGK03/3AdOXleuf0eukd2pO/72500p5am3tuM4Dn6vQTja+kGxrilKfrYPXVNYtkNzOMFDr+/hoUPTRwzMYua4I9+fP30gAY/e7lOeUhBOOPzy4ZVs2Vvf8vnZE4r42FXjcR+zqq4T/I1chkbctDH87V9nZ48vYsKwXN5eeYDaxihnTyhi2IBMvIbCcZIHeup9oW8HXfvaueNkj8e+tl6HuTSNq+YO5fHXt7aZlp/lx2MovvOxmazZXsP6HTVkp3soyvUTS1hUN6S+Hvq9LuLH9LYxdMXAwnQAvEdt064+39lAVM+Ao/KtdeW1sq/uB51JtoHojSQYc4imKbKzT5xgsj0ZGV0fFKltPojHpVOUAdW1+wiMm4vX3/eq/ni9bds8YoCBtrKJXfU2IweeoORKd0gfiHvmVTQuegpj2Hgypl7cI83ojv2qtzqdY7K/b7ds4LqC9JZ/NzRHSSRSPxwCjCzLZvfBppZ/ZwTcODj84FOzKcoLoJRizbZqfv/UulbzNQRj3PuXJTzw1fl89qbJ3P/oqlbT/V6Dz39gMgU5HT93dpX+vg+cSGev/+leI7tTV/7t002b//1/c3hx0S5umDeCf77UdkhPbVOUz9w0iV8/trrV536vwa0Xj+K3TyRLys8aX8RtF48iO7P99tY3R/nxXxez69Dxq2mKMYNzME2HZxfs5IOXjsbnPSqwokcpzgtQXhNqs6ycDC+hSILBxRkn/FvmAUMGZB33O/1VXzh3dOR47AvrdawrzxlCNGby4qJdmJaD29CYPDKfu66dQEFugEg0we4DjVw+ezAvvrebpRsqGDskh4276tosy+vWSfO7CEZa53n63M2Tycv2n7CHWn/RF/eDzibbQPQmyunjpYgOJ/A93dLWlmXT1HT8N8up6LpGRoaPpqYIVhcnmfzdU+s4WBPi5qF1xDa9i3f69X2qBLOmJQMx0Wg8ZQXPR5Y2kJ9u8Nn5ud3fuHZE17yMuXcd6dd9E6NwWLf9bnfuVz3hZG4iO3JMdvV2sxwIxSzeW3uQ2oYI08cWMrg449Ab407/uVPiaIo9FUHu++tSzKPWPSvNwxduncL9j66i4VDllE/dMJG5Y7JxmUHiVXtQuotGVz7/fPsgizbWtFn2TReM4Mo5g6kPxnlp8W4q68KMH5bL3Ikl+D16r6qO0t+PnRPpyPp31fHY3brrb69pikjCJmE57K1o5t+vbGZfZTP52T4+MH8kU0blowGN4UTL8TJhWB5zJhaTsGzqm2LkZnrxu3X0E3QmqQ3G+eL97wJw3pQBnD9tIGu3V9MYjDN6UDYTR+QTcB05/2iaoropzrf+8B6howKzXrfOl26fRnV9mHMnlZx2UmwPMVSsmUT1HjRfOkZ2CTE9gO303d4xveXc0dnHY29Zr2MppYiaNjsONLJycxUFOX7OnlBMwKO36jvtKEU0YeFzIrjjjZh15RgZOWgZBcT1NBrCJtv2NfCrx1aREXBzz21T+dWjq1pVCjN0xRdvnUpeto+Vm6rYsreewhw/l509mKyAizOhn0Rv3Q+6U0e3QV95ESH6JukZcxTT7PjJybLs05r/ZOwqb6I0P0Bi73q07AE4moGTKqrRax2qjGKDnaLdA3NcrN4bJZ6w0LXecUNnjJ2P1VhF8KVf4b/+e2j+rG79/e7Yr3qzjq57V2w3RynW7Kjl14+vbvns1WV7KckL8L2Pz8LoBVVCBhem8cBXL2DZxgoOVAUZMySH4twAv39yDQ3NMQqyfXzosjFMG+InuuIZqpc+R0u1B93gw/PuIt1XyCsrKlstd+fBRnAcMjw6t184AssBTYFl2iTayU/R0870Y6cr1r+vbM/u+NvrgK7BmIGZfOfOGdgkr3AeQ2GaNg6kPF7chkYgJ/lW1rHs4xYYU4qW3BazJxYzoiyb+/66pCXw8ub7+yjODfC9u2bhOur8kxMw+MUXzmP11iq272+kODfAsNJMwtEE504pxU6Yp7V90vQYDW/8lcjWZUfa6vZRcNPXiacPoo/sJu3qK+eOU21jb1ovpSBmw3f+tJiq+iNBpYdf2cyXb5/G6LIsjs6ym6OHqXn6F9SX72j5TE/LpuAD3yYrUEBTKBl4aQrF+f2Ta/l/10+ktjHKzoON5GV6mTt5AH6vgWnaXDl7MJfOLENXyW1omza9Y6t0j960H/QU2QaiNzkTgsH9QiiaoKo+QqHXxG6uRs8f0tNN6nSDcw0iCYfdtYkTf7mbKE3HM+0asE0ir/4Wx+o9bRPdK2ba/OaJ1W0+P1gT4rHXt6L1hjHIjkNxXoB5k0u4/aIRTBqSTUGmh6/dcRYPfGUe//vJ2UwenotduZWmpc/SquymZRJ9/Q9cMy0L45h1GVaa1ZINwjRtHMtuSeApxJnMsmx0HFw46DhtbvBP53hxnOTQIoCLZwzib8+ub9MDr7w2xCOvbkY7qouNZTm4cThnfBF3XDqKc6eUUJIbYNLQHDLTTi8hvcuA8NrXWgViAJx4hKrHfoDXCZ7W8sWZwdE0HnpxY6tADCTjL794eCUx88iO7tVNGt54kPhRgRgAK1hP1eP/izvRzKCiI3lXKuvC/Oih5Ty3cCf1TVE27qrDpWvkZfnx6IpE3EwGQuUaJoToBXrB08Opi0QivPzyy7z88sscOHCAYDDY8u+6urbjRPuDXYfKaRZEd4LLh8rsfyWXizIMPIZi48HYib/cjZQ3Hfe0a7FrdhNd8BB9fGSf6ABd11izvabdoUjvrNpPtBfd2FmWTTxuYVkOlmnjUuDVFQYOuhmhadGT7czpoG97h7NG57d8Yuga508ZIDeuQvSAdJ+LORNL2HGgkfZGAy5cc5Co2XZiPG5hxS1028HA6XAp3qO5rTDN77+Ycppjxonv3yzJMcUJxRI2S9dXpJxm2Q5b99ajHeohbVhhwlvfT/3d5jrsUB0leYGWwOVh5TUhVmyuYtKIPPzHZroWQoheok+enWpra7n77ru5++67WbZsGeXl5S3/3rZtW083r0ts39+Iz62TVr0OPW8wqpcM4+lMmqYYlGuw/kDvCsYAaNkDcE28FHPrQuKrX+jp5ohuphQEw+2XjjYtB7uPBOmUY2E1tx+0VsFqsgPJEaw5GV7uvWsWPlefvFQI0efpOHzs6nGtStkfy7Qc7G7K26QcCzsWbr8tDRXdXn1Q9D2WbbcbXAQIRhIt+5GTiMFxhgHboQY8uuL7nzibsqIjie11TXH13CGcN3lAtx0fQghxqvpkzpjS0lK2bNnS083oVlv3NVCSbqPiUbRuTCTb3QbnunltY4hg1CbN27seAI3ScTiheuLL/4OWloNrxOyebpLoJpZlM3FEPv9+JfV5Z1hpJm5da7c8bW9iaW7cRcOJ7FiRcrqnbDxXDB7BRWcPI83nwqPTKW/UhRCnznFAsy2mjylMWeIXYHBxBm6je84/tubCyCrEbKhMOd0zYBSxPpXLTvQEj6FTWpDG/qrUw9rGDM5pSbCq3H6Uy4uTiKb8rpFVSNSyCbg1vn3nDMJRk1jCIt3vxutSOJZDXy+7LoTov3rX065IKWFa7DjYRLF1EC2zCM2XfuKZ+qgheck0hBt62VClw4yRc9BLJxB9+y+Y+9b2dHNEN3EcyE33MGFY20pfmoK7rh6P0Ufu9eK2TtbcD4Bqe/rXPH78I2fid2lk+YxOG9oghOg424bsNDeTRuS1maYp+MS13Xf+iSk/2fPuSDnNyCpEzymVXgjihNy64q5rxpOqE9X0sYVk+I+Ua4/rATJmXp1yOd5B47HcyXwxtu2gOw7pHp28NDcejUOBGCGE6L0kGNMHbD/QRMK0KY3vQi8c0dPN6VJpXo3CDJ01+1K/AelpSilcEy9BKxhK5NXfYJafWT20zmSa43D3B6Zw+yWjyAi4UQrGDc3hJ5+dS0Gmt888gDgOxL15FH7gWxhZhS2fe4qHUXj7fYS1tB5snRAiFc1x+NxNk/ngpaPJTEuef8YOyeHHnzmHoixft51/LMuGwlHkXvlZ9EDmoU8VvqGTKfjAtwnj75Z2iL7NsmwG5gX40afnMHpQNkpBVrqHj1wxhk9eOx7tqF5ecRO8Ey4k67xbUe5kJTI0ncD488m+/DNEbHcPrYUQQpy+PjlM6UyzfmctAd0iz2ejcgb0dHO63NB8N6v2RjEtB0Pvfd0NlKbjnno18eVPEnnpF/gu+xJG8aiebpboBpptc/H0gZw3pRQAXSUj2n0tqXPc1rCyh5N7y72oRBilNCyXn7DjwZY3iUL0Spptc/FZpZw7uQRQaAoMRbcHgqO2C6NsOvkfHAuJCMpwYep+graB00eC0qIXcByKMr18+bapLfljPIZKWXksbLlxjbuEotHn4CSiKMNNwggQNOWdshCib5OzWB+wemslA7UK9OKRZ0RivOH5LqIJh62V7SdM7WlKd+E+63q0zGIiL/4cc9+6nm6S6CaWaWOQrE6iHKfPBWIOsyybsO0lpOcQ1LKIWO4+07tHiDOVadoYgIGD5nRf4t627XAIOX5CRi5BMohaRl9ImSV6GdtO7seHr6nHKwGfMCHoBA7tc+nEJBAjhOgH5EzWy5XXhiivjzHUXYfejxP3Hi0/XSfTp7Fqb+8cqnSYMty4Z9yAlltG5OX/I7H1vZ5ukhBCCCGEEEKIPkCCMb3csrV7cWEypDQHpbtOPEM/oJRieIGblXuivf5NfbKHzHXopeOJvv1nYksfx7HbL0EqhBBCCCGEEEJIMKYXcxyHRWv2MdRdjWfAmZWTZFShm+aY3auHKh2mNB3XxEsxxs4jvvZlws//BDtY29PNEkIIIYQQQgjRS0kwphfbsmU31VGDccVulHFmZYsvykwOVVq2K9LTTTkpSilcQ2fgnnULTmMFoSe+SXzjmzh2++Ofhegpuq5ho1C6lrK0qBCi/9A0BZrCtMHq5b1NhTgZmqZwNIWtFIYhjzJCiL5Lqin1Yq+/s5ps3cWg4YN7uindTinFmGI37++JcutMB1cvrKqUip47EO3cO0lsfIvYwn+Q2PgWnhk3oA+cdEYkXxa9m9IUobjF8+/sYMueegqz/Vx7/jDyM7woyb4pRL9jK8X2g008u2AnkajJ2ROKmTt5AB5N9fphwEKkYinFtgNNPLdgJ5HYoX16UgkeXfZpIUTfI8GYXqpy8xpW16dzbmkM7QzJFXOsscUeluyMsmpvlBlDfD3dnJOmXF7cky7DLptIYtM7RF6+Hy17AK5x83ENm4nyBHq6ieIMpOuK8voo3/rjYkwr2WNr18Emlmyo4K5rxnP22EKkHIoQ/YelFP98eTPvrjrQ8tmOA408t3AnP/70OXikQ4HoYywUD76wkUVry1s+23Ggkeff28WPPz0Ht7zzEkL0MXIp7oWcRIwX31iJR7MYP6K4p5vTY7IDOqXZBgu2hXu6KR2iZQ/AffatuGfdCm4/sYX/JPjPuwm/+HPi61/Dqt0rw5hEt4lZDr95Yk1LIOZof3tuA3F5oyhEv6EU1DXHWgViDmsMxnnijW0oTW4BRd+hFNQ0RVsFYg5raI7x1NvbUbrs00KIvkV6xvRCB995kkXNpcwc5MLjOrMvLBNLPby4LkR5o0lxZt/bXZVS6Hll6HllONFmrPItWJU7iC15FGwLDDdazkD0nFK0rBK0rGK0rCKcrIKebrroZ6JxiwPVwZTTLNthX2Uzw4szcKR3jBB9nmHoLFjdNhBz2II1B7jlopFyEyj6DJdL551V+9ud/u6qA9wwbwRnZl9yIURfJdfhXiaxewXPrA3hNQqYNiyzp5vT40YUuglsCfPmphC3z+rb20N50zGGnIUx5CwcK4HdUIHdUI7TVIVZvhln2yKwEskv6y7CuQMgewAquwytYAh63uAzLpGz6D4SghFCCNFXyTVMCNEXSTCmF7HqD7Dhlf/yfvwCLhrjx23I4FdDU0wu8/Le9jBXTkoj06f3dJM6hdJd6LkD0XMHtnzmOA5OpAknWAvhOvRoPbGqXdjbloJtgqaj5Q/BGDAOo2wiWv4QlDqze06Jk+fzGAzIT0vZO0bXFGWF6dIrRoh+wjQt5k4ewPMLd6WcPnfSAFy6wrHkmBd9QyJhcd6UUl5evCfl9POmDMAt+7QQoo+RYEwvYYfqaXrxVzwWnENxhsaEUk9PN6nXmDzQw/u7o7y8PsgHpvft3jHHo5RC+TPBn4muDyc93UtzcxQzYeI0V2PX7ceq3Ud83SvEVz6D8mVgDJ6GMXQ6evFoGf8vjsutwedumtQqge9hd141FremJIGvEP2E40Buuoe5kwe0Ga6UmebmpvkjcFLkjxKit3IcyMv0MnticZu8MVnpHq4/f7js00KIPkeCMb2AHaon/PxPeKF+GDVmOrePS5MyyEfxujTOGuzl7S1h5o0KUJBxZu22StNQmYVomYUYQ6bh2DZ2/QHsym2Ye1aR2PQWypeJMeJsXCPmtOptI8RhluVQmOXl/i+ey/Pv7WLLnnoKsv1cd94w8jO9EogRop/RHIcPXTaauZNLeHbBTsKHSlufO3kAXj15ThCiL9Edh49eMZbzppTy7IKdRGMmsw7t0x4NKW0thOhzzqyn2l7IqttH5OX7WRvM5c3gCM4b6SM/Xf4sx5o2yMu6/TEeXtbI3fNzzuhgldK0liFOxph5OA0HMQ9sIrH5XRJrX0bLHYhr1LkYw2ai+TJ6urmiF3FsB7+hccsFI0hYDoauwLZleJIQ/ZTuOIwsyeCeD0wGFDlZPpqaIpim9CAQfZPmOIwakME9t0zGccCtK0zTRopTCiH6Innq7yGO45DY8i6xRf9mn17GPxpnMbzAxbRB3p5uWq/k0hXzx/j576pgsofM6EBPN6lXUEqhsgfgzh6AM3YedtVOzP3riS1+hNjiR9DLJuEaMRujbJIk/xUtbMtGBxlbL8QZ4HBvAcNQ6FL6V/QDtu2gAAWYplzHhBB9lwRjeoBVu5fY4kewDm5if+5MHtgzmtw0ncvHy/Ck4xma72ZKmYfHljdRmGEwtkTy6hxNaTp60Qj0ohE4sTDWwY2YBzYSff134PJiDJqCMfQsjNLxKEO2nRBCCCGEEEL0FAnGdBPHtrD2byC+8Q2svWvAn8P7Jbfw6CY3eWk6109NwyXVk07ovJF+GsI2v3urjjvnZHHWYF9PN6lXUh5/SxltO1iHdXAjVvlWzO2LQXehl4zGKB2PXjIGLbtUkv8KIYQQQgghRDeSYEwXcWwTu6EiOWzk4CbMfesgFsROL2Rb6TW8Up7LjvUm40rczB8TwKVLIOZk6Jri6klpvLIhxJ/ebWDFnihXTEyjNNvV003rtbS0HLSR5+AaeU4yMFO5Hbt6J7Glj4NtgcuLnj8ELW8Qes5AtKxitMxCcPulp5YQQgghhBBCdAHlSOZGIJnD5WSysMcObCG0eQlYCWwzjpOI4cQjWJEgdrgJK9SAk4gdWiYsjw9lS6KYBj2XCjODYOJID4RzBsGQnDPrYVdpCqeTst2vr3RYdfDIv4vToShdUZoJl4/SCLj79rbVdIXdhTk9HMvErD1AvGYfZt0B7Ggo5feU4UbzZ6B509A8fjSPD+XyolxulOFGaQZK10HT8ZaNwzdk0gl/+2TyFpzsMZlq2dYZXN7yTF9/kG1wquvflcdjdzvT//YnItvn+HrD9umK47E3rFdPk20g2wA6tg0k15boShKMOUV7fv0JrObak/pu0PbwzYYPdHGLRCof8C9mtndbTzfjjDT4a4+gSbJgIYQQQgghhGiXBGOEEEIIIYQQQgghupH0uxJCCCGEEEIIIYToRhKMEUIIIYQQQgghhOhGEowRQgghhBBCCCGE6EYSjBFCCCGEEEIIIYToRhKMEUIIIYQQQgghhOhGEowRQgghhBBCCCGE6EYSjBFCCCGEEEIIIYToRhKMEUIIIYQQQgghhOhGEowRQgghhBBCCCGE6EYSjBFCCCGEEEIIIYToRkZPN6C3sCyburrQKc+naYqcnAB1dSFs2+mClvUfsq1OXn/fVvn56Sf8TkeOyf6+3U7kTF9/kG3QkfXvquOxu53pf/sTke1zfL1l+3T28dhb1qsnyTaQbQAd3wYnc0wK0VHSM+Y0aZpCKYWmqZ5uSq8n2+rkybbqmDN9u53p6w+yDc7k9T+T1/1kyPY5vv66ffrrep0K2QayDUC2geidJBgjhBBCCCGEEEII0Y0kGCOEEEIIIYQQQgjRjSQYI4QQQgghhBBCCNGNJBgjhBBCiDOCUpIrQAghupqca4U4OX2umtKCBQv44x//yPbt2wkGgxQWFnLhhRfy2c9+lvR0yXbdG2ka+AjjNNYQqgriyyrGdKURsVw93TQhhBD9nKYpfIRwgrXY4SaM7CIsdzoRy93TTRNCiH4jea4NQ6geK1SPnlmA48kg4nhwzswCTkKcUJ8LxjQ2NjJlyhQ+/OEPk5GRwbZt2/jNb37Dtm3b+Nvf/tbTzRPH0DXwhsupeuKH2JHmls/9o2aRecFHCFreHmydEEKI/kzTFP54FVWP/wAr2NDyuW/oFLIu+aRcg4QQohNomsJv1VP9+A8xG6taPvcMGEnu1V+g2fL3YOuE6L36XDDmyiuv5Morr2z598yZM3G73Xz729+msrKSwsLCHmydOJbPCVHx6H048Uirz8NbluDKKcY15RoSZg81TgghRL/mJ0TlI/e1ehkAENm5Cn3JU3jOvpW4Kd3phRDidPgIU/3Ej1oFYgBiB7bS8MaDBOZ/kqjV5x47hehy/SJnTFZWFgCmKU/1vYmmKRKVO9sEYg5rWvEybivUza0SQghxJlBKYdUfbBOIOSy09i25BgkhRGcIN2A2VKaetPV9DFPOtUKk0mdDlJZlYZom27dv53e/+x3z5s1jwIABPd0scRRNU5gNFe1Od+IRlG2BvJQUosc5ZgyrYjvoBnrhMJTWZy8PQgCHrkGN1e1Od6wEjpXoJ6+lhBCiZygFVrjxON9wcMwYSKpIIdros3fb8+bNo7IyGYGdO3cuv/zlL097mYZx6ndkuq61+q84QilwFQ1rd7qengOGC0PJtjuW7FdJp3pMnunbraPrH9+2hPC7D+HEkm+utIx8Ahd/BqNgaKe3savJPtB169+Ra2R3SrXu7vyydr+v+dJQhgdD693r1VnO9GPjRPra9jnZ47GvrVdXkG3Q9dvAyMxvd5oy3GhuP0YPb3/ZD0RvpBynb+a33rx5M+FwmO3bt/PAAw9QVlbGgw8+iK7rHVqe4zhShq0LmM11HPzHt1J2Xcy78jOkT5wn212kJMdk92hc/gK1r/4N76DxpE04D8eM0/T+S5hNNQz48I9wF7T/MCvOHH31eDSD9ZQ/fB+J6r1tpuVedCcZZ12G0jp23yBET+mrx6Pov6xwE5VP/YLonvVtpmXOuobs825BM6SCnRDH6rPBmKOtX7+eG264gV/96ldceumlHVqGZdk0NaXObXI8uq6RkeGjqSmCZdkd+u3+TCmFz2qk9uU/Et29DgDN4yfr3FtwjzibGJ4ebmHv1N/3q+zswAm/05Fjsr9vtxM51fWP715F6MX7cQ2bjnvcBS03944ZJ7LgH2C4ybjxXtQxN1CmZfPu6oO8t66cuuYY+ZleZowt5NzJJbiNnn2wlX3g1Ne/q47H7pZq3ZUCrx2k/rW/ENm+CnBQbh+Zs6/HO/Y8Ypw51ZTO9GPjRHrL9uns47G3rFdPkm3QPdvAT5iGt/9JaNNicGyU4Sb9rMsJTL2caC8413Z0G5zMMSlER/XZYUpHGzNmDLqus3dv2zdfp8I0O35ysiz7tObvz0yVRvplnyfbCqM5Fo7uJar5CZkAss2O50zfrzq67mf6djuZ9bdD9YTe+BNa4XD00edj2w5wKDavDFyTryK24O9E1r6Ge+JlLfMFIwl+8+Ratu9vZHhpJsNLMqlpjPCvV7bwwqI9fPTy0YwZnNOFa3dyZB/o/PXvK9vz2HU3lZ+0iz5N1rwwjhlDuf3E9MAZew0604+NE+kr2+dU29hX1qsryTbo2m3QhBffeR8l45wP4CRiKLePuB4gaCp607lW9gPRm/SLYMyqVauwLIvS0tKebopIwXEgarkwjGyyswPU14fkJChED4sufAhQuCddlrK7u5aRj142kdjKZ3GNPg/l9pMwLX71xBoO1oa59cIRlOantXy/rinKq+/v4+ePruaac4Zw5ZzBaNKNXvQCyWuQASojmUDSAaT4ohBCdLqYpRNDzrVCnKw+F4z57Gc/y/jx4xk1ahRer5fNmzfzl7/8hVGjRnHhhRf2dPOEEKLXS+xeibVnNe5p16Lcvna/5xoxG2vvOhKb38U98VKeeGsHeyqbuXX+CIpzW3fbzcnw8oF5w1m0oYJnFu5ib1WQu64ci8ct+TiEEEIIIYQ4Vp8LxkycOJEXX3yRP/3pTziOw4ABA7j55pv52Mc+htstiaGEEOJ4HCtBbPHDaPlD0IpGHve7ypuOXjKa+LpX2ZM9k9dX7Gf+1AFtAjEt31eKOeOLKcjy88Li3fzgn+/z+RsmkpfVfsBHCCGEEEKIM1GfC8Z84hOf4BOf+ERPN0MIIfqkxIbXcYJ1uKdec1LVOIzBU4ks/Cf/enEdRTl+poxov3zlYSNKM7n9opH8d8FO7v37cu66aiwTh+V1RvOFEEIIIYToF6TQuhBCnCGcWIjYyufQyyahpZ9ccERlFbNWH8++epN5UwagaSeXByY/y8cdF4+iKMfP/U+s5V+vbiEWt06n+UIIIYQQQvQbEowRQogzRHzNS2AlcI2YfUrzvRIeT5lRS2nuqQ0F9XkMrj93KPOnlfLumnK+9ZelrN9Ze0rLEEIIIYQQoj+SYIwQQpwB7HAj8fWvYgyZhvKmnXiGQzYcjHEw7GaqawdW5Y5T/l2lFNNG5nPnZaNJ87v45eNr+PNzGwhHE6e8LCGEEEIIIfoLCcYIIcQZIL76eVAKY+jMU5rvjU0hCjN0SjMUZvnmDv9+drqHm88fxmUzy1i5tYbvPbicfVXBDi9PCCGEEEKIvkyCMUII0c/ZoXoSG9/CGDId5fae9HxVzSYbD8aZPNCLnjsQu2onjm12uB1KKSYMzeUjl45C1xQ//vcKdhxs7PDyhBBCCCGE6KskGCOEEP1cfNVzoLswhpx1SvO9ty2M21CMKnKjZZeAlcCu3Xfa7clM83DL/BHkZni5//E1VNWHT3uZQgghhBBC9CUSjBFCiH7MDtaS2PwOxrAZKJfnpOezbIdFOyKMLnbj0hXKn4nyBLCqTj1vTCoel8715w7F7dL5/dPrMS27U5YrhBBCCCFEXyDBGCGE6MfiK58Dw4MxeOopzbe5PE5jxGZ8STKAo5RCZRV3KIlve7xugyvPHszeqiCvvX/6PW6EEEIIIYToKyQYI4QQ/ZTdXE1iy7vJXjHGqZWlXrIzTG5ApzBDb/lMzyzGCddjRxo6rY3FuX6mjsznmYW7aArHO225QgghhBBC9GYSjBFCiH4qvvI5cPtOuVdMLGGzal+M0cVulFItn6vMAkBhVe/u1HbOHlcEDry8ZG+nLlcIIYQQQojeSoIxQgjRD9lNVSS2LsQ1bCZKd53SvOsOxIibDqOLWvemUYYblZ6L3cnBGJ/HYMqIfN5efYBIrOPVmoQQQgghhOgrJBgjhBD9UGzFMyiPH33Q5FOed/nuCEUZOll+vc00LaMQq2YPDk4ntPKIqSPziCcs3ltX3qnLFUIIIYQQojeSYIwQQvQzVmMl5vbFGB3oFRNL2Kw/EGNEYeocM1pGASQiOM21ndHUFul+N8MHZLJgrQRjhBBCCCFE/yfBGCGE6Gei7z8Dbj962aRTnnf9wRgJC0a2E4xRGXmgNKyaPafbzDbGDclhX1WQ/VXBTl+2EEIIIYQQvYkEY4QQoh9JNFQS37oI17AZp9wrBmDlnigF6amHKAEozUBLy8Wq6/xku0OLM/B5dJZuquz0ZQshhBBCCNGbSDBGCCH6kYbFT6Pc3g71ijEth3UHYgwrOH4ZbJWRj1O7r9Pzxui6xrCSTFZuqe7U5QohhBBCCNHbSDBGCCH6CTvcQPOaN3ENnY4yjh9QSWVrZZxowmF4wfF71Gjp+TjxME6wvqNNbdeI0izK68KU14Y6fdlCCCGEEEL0FhKMEUKIfiK25lWUpuMaMrVD86/eFyXTp5GflnqI0mEqPQ9QWHX7OvQ7xzO4KB1DV6zb0bkJgoUQQgghhOhNJBgjhBD9gJOIEtvwJv7h01Au76nP7zis2RdlSJ4LpdRxv6sMN8qfhV23v6PNbZfL0CjNT2PdrrpOX7YQQgghhBC9hQRjhBCiH0hsfQ8nEcE/amaH5t9fb1IfthmWf3LDm1R6XpcEYyDZO2br3gbiCatLli+EEEIIIURPk2CMEEL0cY7jEN/wOnrRSIy0rA4tY92BGG5dUZpjnNT3tYx8nHA9djzcod87nsFF6SQsm50Hmzp92UIIIYQQQvQGEowRQog+zirfjNNQ3uFcMQBr90cpyzUwtOMPUTpMpeUB4NQf6PBvtic/y4fXrbNlX0OnL1sIIYQQQojeQIIxQgjRxyU2vY0K5KDnDerQ/MGoza7qBEPzTr4Ck/L4UW4/dhcEY5RSlOansWVv51drEkIIIYQQojc4uf7oQpxh3LqN2w7jxCMol4eE7idmyeEieh8nFsLcvRJjxJwTJt5tz8byGA4wOO/4Ja2PppRCpeVi1R3g5Oc6eaX5Ad5bX4Fp2Ri6vDcQnUvXNTxOCBUPowDb7SemAliW3dNNE0KILqXrCq8dhkQIpRS2K0BM+bAsp6ebJsQZR54uhThGQI8RWvEcdStewbESoDT8I2eQdcGHCdo+HLlWiV4ksWMZ2BZG6bgOL2P9gRj56Trp3lMLeqj0PKz963EcG6U6N2AyIC9AwrTZXx1kcFFGpy5bnNlcuo2rcTe1LzyA2VgFgJFVSO4VnyGRPpCE3bGgphBC9HaGslC1O6h+8fdYzbUAuHKKyb3ic8QCJZgSjxaiW8nrRiGO4tEdQiueo3nZ88lADIBjE96yhNrnf4NXxXu2gUIcI7F9MVreYJQ3rUPz247DhgMxBueeev8WLS0XrAROU1WHfvt4CnP86JpixwFJ4is6lyfRQOWj328JxACYDZVUPnIfHrOxB1smhBBdy4jUUPX4D1sCMQCJunIqH/kePluut0J0NwnGCHEUlx0iuOKVlNNi+zaiJ5q7uUVCtM8O1mFXbEMfMKbDy9hXZ9IcsxlyCkOUDlNpOaA0rC7IG2PoGoU5PnYckIdj0XncBjQvfwHsFGXTbZPm91/EbUj3RyFE/2PHozQuegqctt1fHDNOcO2buAzpGShEd5JgjBBHceKRIz1iUjAbq+lgWg4hOp25czloOnrhiA4vY+PBGC4dSrJOfdSq0nRUIBu7obzDv388xTkBdpbLmzrReTQ7Rrx8e7vT4xXb0Oz2rwFCCNFX2fEI8Yqd7U6PH9iK5sj5T4juJMEYIY6iXB6g/WiLHsiSnDGi10jsfh8tf/Ch/bZjNhyMMTDbhX6SJa2PpdJyses6v2cMQGGOj6r6COGo2SXLF2ceR7kwMgvbnW5kFuIoSacnhOh/lOHGyMxvd7qRXSTnPyG6mQRjhDiKqfvxj5yecpqRXYTjy+zmFgmRmh1pwq7Yflq9YmIJmx3VcQZ1YIjSYVpaLk64Hice6fAy2lOU4wdgT6UMDxSdI25rZMy6pt3pGTOvIW7LrZEQov/RvQEyZ9/Q7vT0aZcRl3cfQnQrueMQ4ihRyyBr/p14BrbOwWFkF1Fw4zeI4u+hlgnRmrV3DQB64fAOL2NrVRzLhkEdSN57mErPBcBuONjhZbQnJ92Ly9DYXSFDlUTncBww0wrJueQu0I+8AVa6i9xLP4npz5fej0KI/iu7lOwLPgSa3vKRMtzkXXU3CU9ODzZMiDOT9EUT4hhB20fmFV9AjzdjNtUkhyb5Mgnhx7blLl30Dom9a1DZJShPxwOEmw7GSfdq5Pg7HpdXnjQwPNj1B9ELhnV4OalomqIw28eeCukZIzpPzDJwDZlF8ccnYTVUgFLomYXEND9xS95RCSH6rzgetJHnUTJiBmZ9eTLvXGYhMc1HQs5/QnQ7CcaITqcbGgnLSeagsB2cPvaa0XEg4njA8KBy85JvSW2AvrUeov9ybBNr/waMIdNOazkby2OU5Rio08hKrZRCS8vFajhIx/vXtC8/y8e+ymAXLFmcyRK2ToI0VFayZ5njACkKLB2PrmuYtoOmFApHgvVCnOE0TeEohW07GLrCMttWLeoN4rZOnDRUdnKYc0fOf0KIziHBGNFpNE0RtRzeXrqXlVuqyUxzc/XcoRTn+NH6WEDmsD7abNHPWZU7IBFBLxja4WU0RSwONphMHhg47faotBysyu04OKjjJMDuiPwsH6u31xBPWLhd+olnEOIUdOQcr2mKuA1LNlTy7ur9uA2dy2cPZtiATHS5aAhxRrKVYm9ViGcX7CAUMZk5rpA5E0vw6KrXBmrldCVEz+tzwZiXXnqJ5557jg0bNtDY2MjAgQO59dZbueWWW9A06V7XU5SCYNzia797j1DkSFm85Rsruf78YVxx9uCea5wQ/Yx1YCO4vKjjVIU5kc0VcQAG5px+fxYtLQ9r/3qcUD0q0LljzguyfDgOHKgJMaQ4o1OXLURHxB349p8WU1kXbvls7fYapo8t5BPXjJeAjBBnGFspHn9zO68u3dPy2Za99Ty7YBc/+vQcPPJ4IoRoR587PTz44IO43W6++tWv8oc//IELL7yQH/zgB/zsZz/r6ab1W7qh4WgK3Wh/d3GUxoPPb2wViDnsqbd3EI5L/0chOot5YCNabhlKdfwUvqUiRm6aTlon3CWqtGQApiuS+OZn+VDAvioZqiR6nm5ovLZ0b6tAzGHLN1ZysCZ8WsP+OkLTFErXQFMYx7lOCyG6RmM40SoQc1hDMMZjr29B09sel7p+4ntrIUT/1+d6xvzhD38gJ+fIm9dZs2YRDof597//zRe/+EXcbncPtq5/UZoiHLd55b0dbN3XQEleGledM4RMn6tN38a4ZbNyS1W7y1q1tYr5U0u7uslC9HtOIopdtQPXuPmntZzN5XEGZnfOJUC5PChvBnb9QRgwvlOWeZjL0MhO97C/WoIxoudFEzZvrtjX7vRXl+3mk1ePx0x0zwsISyl2ljfzwqJdxOIW500ZwJRRBbigz+VrE6Ivcrl0Fi3d2+70BasPctvFo488cClFc8zk+YXb2VfVzNCSLC6fPYiAW8fppcOZhBBdp88FY44OxBw2ZswYYrEYDQ0NFBQU9ECr+h9d1zhQF+E7f1qMaSUTkG3eXc9bK/Zxz61TGT84u81F43j3fb11vKwQfY1VuR0cGy23rMPLqAtZVActZg3zdVq7VFpOl/SMAcjL9HKgOtQlyxbiVCiOf61zbDo5a1L7LKV48PmNLFpX3vLZxl11FOX6ue+us/veDZ4QfdTxbnEdwDlUAELTFFsONPGTfyxvmWfz7npeWbKb7358JoPyA1iW3C8LcSbpF33jVqxYQVZWFrm5uT3dlH4jZtnc/+jKlkDMYY4Dv/3PGmLHXCxcmmLC8Pa3/5SRBVhW78wqL0RfYpVvAbcfldbx892WihgApZ3UMwZAS8vFbqzCsdoOVTxduZk+CcaIXsFjaJw7eUC70y+cXtYt1zqlFJV14VaBmMMqasO8unSPDH8QohuYpsXsCcXtTp81vhiXlgzRxiyHXz22qk3wxrId7n90NTEZ0S/EGafPvzhZt24dTz31FJ/5zGfQ9dOrtNGRsdb6oXGgeorxoH1ZUyhBVX0k5bRY3KK2McrAPH/LZ0rBXVdP4Ku/XUD0mPwwl84aRLrf6LfbqivItko61WPyTNhukcpt6DmlGEbb85126IYv+d/2t8H2qgT56Tpp3k68BGTkYTo2KliNntP+w2pHFOb4WLwhTiRuku4//lDUM2EfOJ6uXP/eno+ku/72l88ezLurD1DXFG31+YRhuZQVpaFpquVY7CqGofPasvaHRrzx/j4umTkIz1F/szP92DiRvrZ9TvZ47Gvr1RW6ehvkZHg4d/IA3l19oNXnAZ+L2y8ZhaEp0BS1DVHCUTPlMuqaooSiCXLTuibdguwHsg1E79SngzHV1dV8/vOfZ8KECdx1112ntSxNU2Rnd7zEa0ZG53X37w0aIo3H/4KizfZKz3D41ZfO54WFu1i1tZqMgJsb5g1nZFk2mWmelu/1t23Vlc7kbXU6x2R/3W6OlaChcgdpk+aRlu5t93uBgKfdaQBbq+IMzvfgP0Fg45Ta5i0kpukYkWrS0od32nIBBpUkXyM2Ri3KBpzcPtFf94GT1dnrf7rXyO7UHX/7n31uLm+v3Mc7qw7gcelcdc5QJo3IIyeze/Y727Yx7fZ74NiOg8utk52iPWf6sXEifWH7dOR47Avr1dW6cht8/NrxzJlUwtPv7CAYSTBjXCGXzhpMYY6/Jal3ZWPsuMtQquvPs7IfyDYQvUufDcY0Nzdz11134fV6+f3vf4/LdXrlWW3boampbXWEE9F1jYwMH01NkX41DMfn1snJ8LZ58wfJhJp5mV7q69sOG/DpipvmDePquUPQNYVLU9gJk/p6s99uq67Q37fVydxsdOSY7O/bzazcgWMlMANFNDe3PTY1TREIeAiFYu3maaoPW1Q2mswc4iMcjndq+7RANuGKPTgDJnfqcj06aEqxdVctpTnHv4nq7/vAiXRk/bvqeOxu3fm3dym4dEYZ508pRSlw6wrbtlNeF7uCUooLp5fx3pq2w5QAzp08AB2nVXvO9GPjRHrL9uns47G3rFdP6q5tMG5QFiNvn4rlOHhdGrbl0NBw5O+UEXDjcevEUlQYzQi48XuNLjuHyH7Q8W3QV15EiL6pTwZjYrEYn/rUp6ipqeGxxx4jOzu7U5Zrmh0/OVmWfVrz9zZuXfHZmybxv39b2mZs60evGodbU8ddXw1wbIdUj3r9bVt1pTN9W3V03fvrdouXbwdNx0nLb+dGItn11raddm80thxMBnFKMnXs47xZ75C0HKy6A12SgDA7w8P+quBJ/1376z5wsrpi/fvK9uyuv71p2i3JelM8W3W50vw0JgzLZd2O2lafZ6d7uPKcoSTaadSZfmycSF/ZPqfaxr6yXl2pu7aBBsRTJIBxa4pPXDuB3zy+utXnSsGnb5iI5wT31p1B9gPZBqJ36XPBGNM0ufvuu9m8eTP/+te/GDCgc3MTiCTLchhcmMYv7j6XJ9/azo4DjRTnBrjxghEUZnl7Rfk9XdfwOGE0bGw04ppfTq6iX7OqdqAyi1B6x0/d26viZPs1Ap7OHzOtpeVhlm/FjofQ3J37Jik33cOBGkniK3onTVN4iKJj4aCIaX5Ms2uvk7rj8PmbJ7NuRy0vvLeLWMJizqQSLpg2EI8GnR1rFUKcHsd2mDwsl5989hz+88Y29lcHGVyczo0XjCA74O70HitHn5dwNBxHhucI0dv0uWDMfffdx1tvvcVXvvIVotEoq1evbpk2fPhw0tLSeq5x/Y3tkOUz+NiVY0lYNoamoRwH53h1PbuJT09gl2+m7t2HSdSVY2TmkznnJvyDJhO2uib5mRA9zarcgZbX8ZLWANuq4pRkdc2p/3CFJ6ehHAo6N29MToaXzXvrO3WZQnQGj5ZAq99Dw1v/JF61Bz0ti4yZ1xIYeTYh6/j5m06X7jhMG5HHxGG52I6DR9ewLFsCMUL0UspxKEh386nrJmDaNi49GTnt7JecyfPSbhre+lfLeSnr7OvxjZxFM3KfLERv0eeCMQsXLgTgZz/7WZtp//jHP5g5c2Z3N6lfcxzAspM7im3T82EYcOkOiW3vUf/631s+MxurqX3xATLOvg7P5CuJWadXWUuI3saONuM0V6MNn9XhZYTjNgfqTcaWdM34Z+UJgMuLXX8QvZODMbkZXhqCcSIxE5+nz126RD+l6xoc3EjVM//X8pkVbKD+jb8TqNyJ/5wPErW79sHHsmw0kkMjztRcEEL0JY4DOMl7a6cLjlldV3BwA1XP3N/ymRVsoPa1vxEo34H/nNu7/LwkhDg5fe6O9s033+zpJpzxtEMl+nAAx2k3UWhX8dhhKt55NOW0pqXPUjLxAmKkd2ubhOhqdvVuALTMog4vY1d1AgcY0FU9Y5RCS8vFqj/I6aVUbysnI1k9qqIuzJDijE5euhAnTynQdR3LcfARouqNB1N+L7T+XTJmXQeaPPQIcaYxDA3LSd4u25ZNd3Yq99ohqt/4e8ppofXvkDHrWjkvCdFL9LlgjOg6SoGjFDHTwbRsPC4dj65a3rQpBQkU2/c18MbyfSiluHTWIAYVpqN3Y58ZJ9qMk2hbSQYA28IK1kNAgjGif7FqdoPhQQU6nrB8e3Ucv1uR7e/8fDGHqfQ8rIObcLBRdN7v5GQkh3tU1EowRvQcRynqQnFeXLSNmsYIX7y0ECvY0O73E9V70YpzTuqlhaYpTAeiieQ11+vSMBTd/sJDCNFxmqaI2Q5LN1SyZH0F6X4XV8wZQmG2D9t2uuf4TkROcF7ad9LnJSFE15JgjACSF4+I6fDX59axYnMVjgNFuX7uumYCQwrT0DVF1HI4WBNib0Uzuw42UdcU5f1NlUwemcdnbpiEfoKwv1LHnXzSlH78d+7K1bVj9IXoCVb1brTMItRpHEg7quIUZxqntYwT0dJyscw4TnMdKj2v05brcemk+VyU1/Xu8sqiH1OKResr+OtzG1o+ajwvn+MdTZo30JJnTTc0YqaNg8JQoB/1IKZpivpwggeeXMu2fQ0ADCvN5FPXT6Qg04Nldu+bdSHE8WmaQinaVA+MWg7/8/tF1DUdeWlY3RDhw5eP4cHnN7Yc38NLs/j0DRPJy3ATTTg4JM8JnRGgOVGSf83r7xX5H4UQdOJrS9GnxW349p8W8f6mqpYbvoraMN//21IqGiK8s/YgX/rVu9z7lyWs3lbN/7t+IrPGFwOwemsNOw40JocvpaA0RcKBrQeaeG3pHmqCcezTeBi03QFcuamraOlpWeCRXjGi/7FrdqNlFnZ8ftthV02C4i4aonRYMomvwqo/0OnLzsnwUCHBGNFDoqbN357f0OqzVbvDuAeOTfl95fKiZxXjOGBrGq8s28eXfr2AT/74DX7275VUNEY5HMmJmA7feOC9lgc1gB37G/mfB96jtjnOgdoIJrR7nRVCdI/D97TbDjaxfGsNjVGz5Z5W6RqPvb61VSBG1xS3XTKae/+ytNXxvX1/A9944D2qm+J87XcL+eSP3+An/1rBwfoozmm+MLF0H96yE5+XhBA9T4IxZyhd13C5dDRNoWmK7QcaqGlIPfTnwec3Eo1bBCMJADbvrufHDy3jvKkDKMhOlsl7afGelAEWpSkq6qN84f53+f7flvHrx1dzz/3v8qvHV2Orju1+UXzkXfNFNG/rJKTK5SH/+q8SUV2TnFSInuJEgzjBWtRpBGMONprETIeSzC4OxugGyp+FU3+w05edne6holbKW4vup+uKTbvr2jzA/HdxOfasD6OnHTN8UDPIv/7LRFUASyl+88RqHn51C83hQ9fRvfV844H3OFgXxXDpvLZsL9G41eZ346bN8+/t4uVle/j6A4tojlnHDcjoumq5tgshTo3LpeNytV8AQmmKfTUhPv9/7/CDvy/nt0+s4Yv3v8vv/7sOW9OIWw4LVrd+ETF9bBGL1h4klmh7fMcSFq8s2cPowTkAbNvXwDf/8B77a0LJ5OAdFHU85Fz6/1Kelwpu+ApRuU8WoteQYMwZRtMVcQfe31rDU+/uZNO+RjA01mytbnee7fsbGFjQureJ7cB/3tjGpWcPBiBhWinL8sUth+/9dQmRmNnq83U7ann63R1oHbjY2LZD2J1P4Yd/Su4VnyV96iXkXPoJij/6C6KBEhkDK/odq24fAFpGQYeXsbM6gVJQlNH1o1NVei52/f5OX25OupfKugi2vNIT3U6RSFH1pCkU597HdxK84GvkXnMP6VMvIXv+Ryj++P9hZg/DcqChOc6abTVt5nUc+PMz64iZNut2tJ1+2La9DZQVplPXFOUHf19GIkXxlcPX9tU76njy3Z2s211PwpGeNEKcDFspGiIJnl+8h+cX76Ehkkj5gjFmOdz312XEjgmcrthcxStL9mDoCuuYe9CywvRWPWKOtW1fPQMLj9xjOw786en1xE6jypLjOIS0TAo++APyrj10XrrwIwz85K+wcodhStE1IXoNyRlzBtF0RWVDjO/8eXGrC8n0sYWMHtR+UtCsNE9Lr5ij7TjQyE3zRwJwwVkDcekK0zxyEdI0xfY9DW0uWoe9tmwvV54zBHcH7hVt2yFIAL1sBu4hM7Esh2bLhtQ/JUSfZtfuBc1ABXI6vIyd1XH+P3tnGSXHcbbtq7p7GJdXK2a2ZItNkllmiim2Y0hiJ1/Q4ThxOPEb5vcNx3FsxxQzykwCW5ItZmlFyzw80131/RhpteOdWUkrWkl9neNzvF1d3T2j7qnqu57nfsr8Og7j0L+caYFSzPqNqEwS4XAftOMWBVxkLElbJNVZXcnG5nBgWZJxQ0rytjW0JvjrSzv59s3TcA48MTs+mRJktqLKyi2FhZatdREgW7p9Q4F9wkEX0V0RNXXNcSKJDGHPnumbrguaoxm+/ef5xJN7Fj78Hgc//tTJhDyGvUhhY1MAKQQPvrKBl9/d1rntoZfXc/b0QVx71ki03Z5PusbKdY2YBUSSZ+dv4ezpg5gyppzFaxo6t0cTaYoChb0MiwLubnPsnY1RMqbEMHq/Zp6dJ3vRKifhHHAiQggcQQ/R1hhgqzE2Nn0FOzLmOCJlwo/vyaPor6ln9OBiCi2gnTtjMK8v7b7KbegaSikGlPuZNKIU80NSu6YJGtsSha8nY3UzPttfLEuSTludFZ9sbI5FrOZtiGAZQuv9T/bmpgz9DnGK0m52G/fKtoPrG1O8a0Jbb/vG2BwBvC6duTMHd9tu6ILbL5+IUIp02soZC5UCv6dwCVldEyiluHT28IL7nDV1UE7qQySezmlPWYq7//VejhADEE1k+Nl9S8jYOoyNTV40TbC1PpIjxOzm5Xe3sbU+2hldpmmChrbCY088aSKl5KYLxuF27kl1emd5DWdMGViw3xlTB/DOstyxMmshcHBe0aRU9jzZxqYPY4sxxxGt0SQdsXS37VLBM29v5ms3TsP4UNrQrImV9C/3s2pzc7d+p06qQtcE3/34jLwhVpYlGTkwXPB6ysKe/VqldxjgEzF8Vgt+orgMe4Zpc3wgm7ahBcp63T+RltS3m1QeLjHG5QfDjWw5uL4xIb8LTUB9a2GR18bmUKEpxUfOGMHXb5zKiAFhSsNuTj+xP7/+4mzKgq680SeWJZkwrKTgYsctF44mrMUY5ovx9y+cyFknVXa+/AkBF582jPqWGK2RVGef0pAn5xjRpFlw4WNnY5TYh0QaGxubLFIInnxzc8H2J9/c1BlDYpqSsUMKR6dWlfowNI2AS+dXXzidc2cMoizsElLTMQABAABJREFUoSjgpjTs5qPnjs6pKioEXD5nODvqo7RHc+fmMyf0w3UYolh34zQUfhHNzq9FDIedN2Fjc9iwH7fjAF3XSEtJLFF4QrZwZR03nDeGP3xlDpt3thNLZBg5qAi/22DllhaEIMe4sH+Zn+vOHY3bENmSm3mOqRSUhz0Mrgx0hmJ35WMXjMVtaN0iavLh1dOk17xFw4LHkMkY6Ab+CXMInPwRopadrmBz7KKkiWyrxdFvdK+PsbUlgwIqQ4WNCQ8mQgi0QAlWyw56LkS/f+iaIOR3Ud9qR8bYHBk0pRg3KMTIG6cgpcJhCJSl8nqm7calC7543Un8+j9LO8dRIeC7149jSMdS6v7xNCqdQBhOrp98FjfccSGLtiSoKPbx7qo6HnhxXeexTj2hCrdDyxmQ0/lMZLqQMSW4Ds+zb2NzNCGlypuGv5toIoOU2ZVrpRT9S/30K/VR29TdSP6Wi8bh1AWWJXHrgo+ePYqPzBmB0AROTVA2ZQCnTqpi3bZWlIIxg4voiKW58//eyTlORbGXj50/JrtSmgdd10hZikTaRBMCj1M/oHLYfj1F9N0naPngFZSZRjg9BKdfjG/iWcSswulVNjY2BwdbjDnGUUKworqVvz21ki9cc2I3UWU3PreBYWg4BYwbFMZhgCMTRWWSnDzEyeRvzOa15Q00tCaYOqacgeUBHAKsvQgphlB86+bp3Pv8GuavqEVKRVHAxU0XjmPsoKJ9EmIcBqRWvkbbm//Zs9EyiS57GbOjgeB5nyUhC4eBH0u4DIUmM0jNIG1pdmnC4wDZXg/SRAR7HxlT3ZTBqQuKfYfvhUwESrF2rkYpiehl5bR8hP1Ou7y1zRHFshQaoAlQ+5BqqwmYPtTDf75yIomUSWNcoDu9hDc9T/t7T3fup8w0kcXP4422MfvMT/Ds4nreeD+bIuxy6JwzYxCXnT4cIXPHzeKAi2tmD8TrECzfHmfp+qbOscFpaAS8B1MStbE5dnBogqljytm8sz1v+9SxFTh00ZlS7xDwvU/M5J/PrOLdVXVIBSUhN7deNJ5h/YI5qUDSkhgCUArLUgjArQtOHJ71npJS4Q65+f1XzmDRqjoa2xJMHlnG0H5BnNoeccWhg1PGIJNEOJw0xhzcff8ydjRmBaGhVUG+cM1kyv0GwkojhUFa7tv80K2btL92D/G1Czq3qXSC9rcfRmWSuE66nJRlm4Db2BxKbDHmGEbTBNUNMX5x/xIAlq5rYM5JA3ltyfZu+95w/hg8hpZV9EWS1Mo3aJ7/OCqdAKHhG3syF825gZQ2ANOUSKn26YdeKTBQ3HrhWG6YOwapwKELXLrYJyEGwGXFqFv4eN625JblFKU7wCjdp2MdrTg0C1emjY4FT5Gpr8Yo7k9wxiVkvKWkLfsxPpaRLdlcci3Q+3u8uilNRVBHy1Md4lChBcqwrAyqowERqjxoxy0KuKm1y1vbHCUYGrgSNTQ/979kGrNjr7+kPyWXfZm6pc/n7RNfu4DQaddyztTsSno6Y+F06LgNDfkh3wevnkI2buHMjmeQyRjTB0/CnHMyP318CzsaYlx11si8/WxsbLJphGdOHchz86u7Rcj4PQ7OnDIgR2BRSuEUcNslE7jpgnFkTInbqePS2WcPxJwIFqXw6IKzT+qPponO+fVuvdWrp0mvfYv6+f9FpeIgNFwjp3PHZVfw7XvXkkiZ9As78SQaiC99iUzDFoxwJcGZl2F6SknJnueHhhnLEWK60rH4OfpNPocUgbztNjY2Bwf7Le4YJqPg3ufXdP797Nub+cxVk6ks8fL8/Graoin6lfi44fwxjB4YxrJkNgpl1Ru0vfHAngMpSWz125gdTYQvvoO07EXYolR4HRpFRT5aW2P7LMQAqHQclU4WbDfb6hFlZahjNExE1wVG82ZqH7kbVPZ7SzdsJb52PqWXfAFH1WQy0l65OFaRrTvA5Uc4vb0+RnVzhqGlhzd6TPiLQWhYLTvQDqYY43eyfFMTUqnDKi7Z2PQGj2yn9v7vosw9nhCZ5p3I1hqwCqcOW5FmrGAIpwDnLjPQDwsqHi1N9O3/EFvx+p6N9VvQVr3MXR/5DmtbHIwfWmwLMTY2PeDWBT/97Knc98JaFq2sBSGYOb6S6+eOwa2Lbuk/SgFK4tLA5dQAhXWAlTzzzYkdBqTXvEXra//ucnJJav1CPJFmPnXBjTz5bgM3TXOQfOTbe+aH9dXE1y2k5MLP4Bg0hYxVODLVirYUvijLRCXj4LLFGBubQ4ktxhzDKEVO6KVU8PuHP2D8sBJuvGAs/Up8VBR5MASdyr/LilG3IH8USmrHWkSyHRzlQFYkSEuwpEIT4NK1fXJrF0KgtGzYp6ELhOo5ykY4XICAvM40oHmDnUKMrmtoWjZn91gp5elWMRqf/WPnQNuV5hf+TOWtvySD7whcmc3hwGrecUBRMZGkpCUmmTXs8HpGCE1H85dkI3uGTj1oxw0HXJiWsstb2/R5HAZE3puXI8TsRug9T790jz87lqnsGOswNJAyZ6zUkq25QswuZCKKtuwJpp/1CRLpgz8OGoYOqP1aVNnTVyNpSqRiv+YNNjaHCikVXkPwyYvHcfMFY0GAQ9cQ8uDNI4UQSEBoAqEJNKX2mubvtGI0zP9v3rZM7QZGzlTceHo/Mq//Mu/8sOXFv1L5iXEklC87186zeKG7e547ZuffNjY2hxJbjDmmUZSE3DS350aVrNrczKrNzdx68TgGlHhyy3BmktnUpAKYLbVo/SqwlGJzXZR/PrOabfUR/B4HF502lLOnDkKThQeYaDxNdUOUh19eT11LnKH9glxz9iiKfM78ZjaAqXvxDD+JxKYl3dp0fxHCX4ouwCOjpLetxWzZibNqFEbZYOL4jn5RJhnFirXlbVLpJDLaCl5bjDlWka070EoG9br/1ubsi2BF8PD/3At/KbJlOwqF4OBEsRT5d5W3bk3YYoxNn0aXaaI71uZtS9dtxjVgDKk87UZRJdIVZGNthEde3UBLR5LRg4q46qyRBN0GSiocDp3EioUFzx1fu5DQ7BuA3kfUfRiPlkZLtpJYsxQhBP4RUzGdQZL76NkmheDddY08+NI6mtqSlIbdXHv2aCaPLEU7RiNbbY4OstEuCsfuYcrKX5iiNwhNkEmnINGOuX05WqID5+CJeMoHkMJTeI5qJpGpwv5oqr2GiqIBZCL5o1uUmSbSWMd3H2+iJOjm6rNHMsKZOw+QrgBGUSVma123/q4BY7EML9haqY3NIcUWY45hXLrGlWeM4C9PrOzWZuiCqWMrc4QYC4EpDBBaXpUdsuKHpQnWbmvnf+5d3Lk9msjw4Lz1bNrRzu2XTsg7sVLAK4u387cn91xPY2uC99bUc+fN0xlZFUDmyblNSYOicz6OFWkm3VDduV3zBim/+lukNC/uyA7qHvwBKrOn/KfuL6Lio98nKkLHbAqTzbGNMtOoSCPakJN6fYxtLSYuQxD2HjwT3X1FC5Vh1a5BxdsR3vBBOWbI50QIqG+NM3Zw0UE5po3NoUBpDoxgKenaTd3a2t97joqrvk7Tc38i07yzc7seKKbsym/wzAet3PvcnjTjxtYEC1bU8sPbZ9G/2NPtePmQCoSuoQ5C5IlXTxF9635iK9/s3Nb25oMEp12EZ+olJKyeBRmhCV5+bzsPvrS+c1tTW5I/PLqMq88exfnTB6F6WMixsTncZKsWSZJpC0PXcDu0vUZyfxghwDTTqO0fkHzp/9gd4Z1a8iSJimGUXfE1ouRfVBC6EzQdZP4cKOEt3uu1pNIWTW0JaptirPxLM7dcNI7Zk6s625N4Kbvy6zQ89EOsLqKOo7iKkgs/Q1QdH8UxbGyOJLYYcwxjWZLp4yrYvLOdl9/bY9rrdup842PT8BiisxynJTR++cASxg7wcd7I6aTWd19x0/1hRKCUpKn4+1Or8p7zvdX1fPTc0YTc3W+tREZyzzOru21XCp58YxNfueEkHBpkMla39iheiq/4BsRbyDTtQA+WooUrSQg/bitKw6P/kyPEAFjRVpqf/SOhi79M4mgeUNx+dF84b3SMcLrRfEWFMrhsjnJkez0ohTiANKVtzWnKA3reEOVDjfBnr1u27EA7SGKMrmuEfE4aWgtH8NnY9AXSliA4/VLi6xZ1a5PJKK2xDMkzvkSZIwbtdTjCFYhgGS3Sy7+fX9qtjyUV//vf5Xz34zPQLQv/6Jm0F0grdo6czn/e2E5rAm6YOwbHAQwSmiaw6jbkCDG76XjvGdwjpiCCw3pc9Eiaikdf3Zi37bHXNnLGSQNwHX692MYmL0oIlm9p4Z/PrKalI4kQMHVMBR+/ZDwuTfR4rxuGzu7hNmNJiLflCDG7Mes3E3nvadwzriKVp7p2RvfhGzOL2Oq3u7Vp3iAtKkAqKqkIFOcIKbsRhpO4HiRj7ujcdu9za5gxvhLnruuTUhE3iim7/keojkbMtnqM4iqEv5So8tgLmTY2hwF76DvG0aTiurNH8YevnMHXb5jC9z4xk//96hmM6B/sHBd0XeOND3awdmsrz71bS2ziFTj6jcw5ju4LU3b1t0kKH6mMRWNb4RehjTva0fXuL36NbQnMD63QlYTcfPOmacyYUMmfH1/Jg69spC1poj704qgUxKSbmLsKc9AMkqFhxKQXy5KoaDMyEcl7Lamd69DNo7sMblL4KLnwM9mIpQ9RMvd2kuLghaHb9C1k665KSv6SXh9ja7NJ+RFIUYJsvrnwhpEt3Su4HQghv4tGW4yx6eNomkAFKyg+59bc32+h4Zx1LW9vkXzpL8tYlyiGobNIBAaTwMeGbW0FV7x3NEQxLUUGqEt5cI2f3f28Hj+OaR9hwZoW3nx/Jz/992LMA0gTdJIm8u7TBduji5/FqffsYBqJp7uN/7sxLUlHvLuvjo3NoUAIcDh0HI78Pmq6rrGptoNfPrCUlo5smr9S8N6aer7714VkCjybmiZISXj1/Z388fGVPLtoK6YCtWMFhVbMYstexinzj2UpSyM0+3pcA8bkXp8vRPk1d2G5QniLSgrOD52n38Ij8xtytllSUdsco+sUW0pFTHpJBAZjDppBwjeAmHTbQoyNzWHCjow5DhAqa042elCYeMri1aU7iMTSTB1TQWVxVtB47p1qAFIZi2/fu5bbz7+BUTNBtdfhKSqlXYRY1uRkdH+BoWtoIhsCnY+A17FrFT53B13LnQy6nDqfu3oyf3x0Wc6L1bPzt3DrxeM5ZUIlIs9g0DW/Vgh6zKkFUFbmqJYdLUthFg+j360/p+Pdp8k0VOMoqSIw/VIy7hJMu5LSMYtsq0G4/QhH77xRYilJc8xixrAj560iAqVYTdsO6jHDfif1rUe3yGpz7KLpgqSpWLe5ha21Ec6ZMhPXteOQzdtAgRXqz5NLm3lhcfa5eOL1Tdxx7WSEyo5pul54wPJ7HFhK8c0/zqcjmuLzl57JqPOnoK+eh0zGcI+YCiNO4cVVMW44fyzJlMk/nl5FayRFZbh3vwMCC5mMFmy34hGEtOhpoHUYPQ/Czr2029gcDDISWiIZFqzchq7BrIlVBL2OnNT6lJU/ihugviXOzsYoQyv8OXNRXRc0dKT59p/nk0pnhcmFK2tZs6WFz4/Iv1gIoDKpHtPzotJD+OI7EMl2Ms07MfzFiGAZCXwMLs+KRKYYSr9bf0Fk8bOk6zZhFPXDHHsez6xMsmhtTbdjGlr+Z00pbAHGxuYIYIsxxwlKCN5d08CfH1/Rue3JNzczYkCIr904jWR6T4nNRMrkN09swmFohP0uJo60SKebcOga4wYV41IwdWwF766u73Yep6Hhdhk0dqQo8TtzBqvSkAe3Uye5a6CafWJ/Xlq0Le8K9z+eXsVJo8vw7mWCplTW7LAQmsuLcB39BmQZqZPRS3CfdhM+mUZqTuKWKGTtY3OMYLXWdKb69IbtrdnY5/LAkfup14LlmPUbkakYmuvgGE2H/S7Wbm1DKXVE0q9sbLoihNi1yq6wLEVzNM1vH3qfc6YPZsyQYqJpwZ+e3EpLexIhBC0duWm+8ZSJktmagVIqhvYLomsCK8+KxzVnj+IfT62iLZJNy/3NE5soC3uYM/FSfKWCiUMG8ZXfvN0ZWTNqUBFf+ugUqms7qNpHr5kPY2lu3EMn53jbdMUzYgqmcNJTvqzf7aBfiY/a5li3topiL748qc02NgeTtkiSfz67mreX7REoHnl1I3NnDuYjZ4zoFGQsCTVN3e/T3aypbmFEVRAlFBlLYmjZyqK/fGBJpxCzmy01HWROHlPgSOCsHEa6h1cxpSBuucBRjlZVQUapXfO+Pc9aRmlk9GJcp9yIV6YwNSff/ecSNu/s6HY8l0OnvNi7V9FF1zV0XUNKhWkeYN1uGxubHrGXIo4T4mkrR4jZzcYd7cxbWM0Vc0Z0a8uYksa2BKMHFbNhexuVpb7sy4+S3HrxeCqKc9NjDF3wtRunUhxw849nVpH+0ETS7RDccd1JneGRJ44uZ+HK2oLXvHRdI8Y+rJYJhwv/xDl528JzrielHTuVhtKmICFdpEyxXyZyNkcnqnUnwl/c6/7bWzIYGhT5jtxPvRYsA0C2HLzomCK/i1TGIhLPk2hvY3MY8WlJ3B2bSb31D9ILHsAVr6GxroGbLhzHvEVb+ck973L/i2s5YUQprZFUZ9pDV2aMr8Rh7BEVXbrg9ssndtvP4zKYPLqc99fnph40tiV45K3t3PPSNlZVt1JZvGfMW7+tldVbmhnaL9jrVe+0CYEpcxHO7mKO5gngHXMKZh7z/a44NPj6jVPxeRw5231ug298bCpOzRZVbQ4dmiZYtaUlR4jZzQsLt1LTHO8U9jVBj+Lg2KElNHak+MtTK/nOXxfyu0eX0xHPUNfcPVqzI5ZmW9KPo2JoniMJfLM/RkrbR0Nu2bN5cNqEhHQhlcanLj8B14fSsISAz18zGY+j8LOm6xp+LYa+dSHJ1/6CWvU8ATpw6PbKn43NocJeijgOcDh05i/dUbD9uQXV/PILp/Pwy+tJm7k/uAPK/fjcDhpb45w6qarTXNe3ywR4c007m3a0URR0M2JAmKfe2sT0cZXceP5YOuIZir1dJl4KThpTzm/vmMNzC7bgdTvyrvztJpEyC7btxqenaH35n/hHTcMIltCxdB4yEcEIV1A0+zpEv3Ek9n4YG5s+h5IWsqMBx4AJvT7GjhaTsoCBdgSjR4TTi3AHkU3bod/Yg3LMsD9ryN3QliDoO4rNuW2Oavx6ktZnf09y255Il8iS5xl+4nksjZ3MtvpsesKyDY1cdvpwXl28nfZorjdK0Odkzon9sbqOvUoxZVQZv/rC6Tz7zhYaWhNMHFHCjPH9aGyN9/hClkpb3RYxXluynbkzBx+QgB/XAlR+7Ce0vfpvEpvfByHwjppGePb1xDU/7EWMkVIR9hr88vOnsX5bK1tqOhhaFWTUoCLcuihc3tfG5iCQthSPv57fQBrgqbc28dkrTkBZCrdD48JTh/Hwy+u77Td2SBGmJfny797sfJ7qmuOcP2tIwWP/5slN/PULXyW59Gliy15BmWmclUPxnPYx2lyVhFAczNgTy1KUBV385o7ZvLp4G2u2tlJV5ufCk4dQVeonEU/l7adpAk+mmfr7v5Pjw9j21kOUX/VNVNEITFuTsbE56NhizHGAENAWLWyOl0iZaELw88+fxr+fX8PStQ24nAazT+zP9PGV/OOpVfz0s6eiCUEsI3E7dKQF3/rTO3hcBv3L/KypbuH+F9YCsH5rK9+/bVZeu0C30yDsNfjoWSNJS8XYIUWsqW7Ne10njSrD6qEkp64LzNp1JNYvIrF+Ee7BEyg562MIpwcr1obmLyaJC7vUkM3RiIo0grQOKDJmW0uGskB+k8LDiQiWHdTImJDfBWTL/Y7oHzpox7Wx2Vd0XSO5aXGOELOb2PsvMuGSqQS8DiLxDErBn59YwZc+OoVX39vGO8uzEaGnTq7imrNG4TYE1ofEDKEUYY/Bx+aOxpIKoWm8vHg7U8dUMKgi0Cn0fJhh/UM89KGXyGg8g3aAkSeWBTG9CP95/4+wzL7MZTQ3Uamj9iLE7EZKhVPApGHFnDiiFCkllqVsIcbmkCOlIpYoHEkZiWeyzxlgmZJzpw9iS00773VJx3c7df7flZO4688LCPtdnDdrCMOqQiilKA658Xkcec+Rzlg0Zdw0Vp1H+fCzEFKyvcOkxF1GkcfR7dk/GCipcGlw8clDOH/mYHRNIAC3yygoxrhEipZn/9C9IIa0aHz8F1Te8kuiHDuR5jY2fQVbjDkOME3J9LEVPD+/Om/7+GElGBoEXTr/7/KJmBIspbIrcFJx5y3T+cfTK1mytgGloF+Jj49fOp5p4yp5Y+kOmttzw65jSZNoIsPgyiAqkz8sxTSzebYfv2QC3/jj291CnKeOLScccPUYVu0gTcd7z3b+ndy6kuTWlZ1/u4dMxH/+F0nR/WVU1wUOlQYkpubGNO3JoE3fQrZlX9g0X+8qKWUsRW27yZh+Rz5yRAuWYzZsQqZjaM4Dn8y5HDo+t9FjVTcbm0OJU8ZpXfxcwXZj/WtMHXM6ry3NpkXUNsX4yT/f5cypA/jjV89AAA5doCzZXYgR4NQlmpVBKgcKnbZYmvfXNfDq4u187Pyx/Py+xd1M9E8+oR8btrd2q1o0eVQZxkGIjlMKkpZB59Sxl8v5lqWwLNuHwubw4XLoTBtbwY6G/EbUMydUYugCa9dcUJOS2y+dwPXnjWFLTTtBn5P+ZX7iSZPikJsbzx/Lgy+t48F56wA4d/ogbrloHH94ZFm3Y182ewT/fW0DV54xEo9TRwHDSsAQHDIh0jAEDplCSVDCjWXKvab965k4qdpNedtUOonVXo8IDbNT5G1sDjK2GHMcIKViQLmfIZUBqutyFW9NE9xy4Tg0lZ1ooRQG2UFiUKmPtIQ7//QOTW17BJfa5hg/+se7fP1jU1m1uSmnbTeGrqELRU8ZQlIqSvxOfvmF0/nPvHWs2NhEwOfkktOGMX1cBdreBiklUZnu5+5sTicQSsKHxBiflsSsWUfH4udQmSSe0TMJjD+dGH57hc6mzyDbasFwgtvfq/517SZSQXkfiIzRguUAyObtaP0KmxnuDyG/yxZjbI4YAoXsYfwhHe/mzZDKWKypbuWK2aCj8kaUuDQLI9lEx8InyDTtwFk+kMCMy3j4nWZWb2kB4NUl2/nWLTN45p3NrN/aSjjg5vI5w/G4DH55/5Kc4xm64Ia5Y3aNhbZNoM3xiZKSC04ZyrxFW4klc2emYb+LkydU5aYKAppSBF06Jw4v6aw0lBDwsQvG8tN7F+ek0s97dxtOh873b5vFAy+uZXt9hMoSHxecPITm9iRvvr+Tq88ahb47UlsVrkh6IAgh8IkYybWLaFv1JkLX8U8+F8/giST3EtWiZM85/SqdJGszbs+TbWwOJrYYc5xgoPjWLdN5+u3NzFu0jWTaYvywYm65aDxFfieqwKiwcUdbXrEF4PHXN3HO9MH8Z9fKwG5CficlITdmeu8rX0pmB7vbLplAxpIIIXDposf0pN1YmhvPyOmkG7bmbfeMnoWpOXNGPK+Wov3lv5LYuGfCmm7YSnTpi1Tc8CMi+NE0O3/d5sgj22rR/CW9rha0u5JSqf/I/8wL127fmG1wsMQYn5MGW4yxOUKYugfP8KlEP5iXt90aMoNVb3evZnLN2aNw6tm0nw9j6EDNSuqe/HXntkzTdmKrF3Dp3M+ztbGIVVtaeW91PWu2tHDWtIFcfMowFDC0KoBlKc6fNZSXF28jlbaYMLyEWy4aR9jj2GfzXiGyL3T2GGhzrFFe5OVnnzuN+15Yw6KVdQghOHVSFdeeMxqXDoUqTHd9FsJ+F2+8vzOvp+Ez72xBCLj41GGkMhYtHUn+++pGaptjnDiqHI9TA6l2FbEQh6SMtF/EaHjw+5hte9KrUjUbcVWNovjSL0FPgozTi+4LY8Xa8jQKHKUDSNphMTY2B50jP0u3OSwolV2Ju3L2cC46ZWj2b030GCZpGBrvr28seMwN21u5fM7wnG2aJvjc1ZPxOrRuqww9XRtKkl1EVPucP5sxFYGJc4i8/yIynjvp1f1FeEfPJNIl/UgIAR11OULMbmQ6gdm8HX+wjExLLbovhAiUkhS+Q5LPa2OzN6zWWoSvqNf9d7aahL0aTqNvVCkRwTKs5vzCaW8I+52s2Zrfb8rG5lCTNiE442Jia95GpXKrqBhFlfiHTqTh6aWd2zRN8JEzRzJyQKjgmOKWMepe+HOeFkX6jb/z0TPv5Ftbsvd8NJHhyTc3M395LXfePD0bSaoUV50xnEtPH4ZSCkMXu6Je9z6G6Rp4VAyrowGZiOIoHYBp+ElKx1772tgcDWiaIODS+eTF47n5wvEAOHelCu6z+KgU67cVHncWr2lgYEWA//3v8s5towcX8ekrJuIUEpcWx2qtRWVSGCUDyOg+UvLgvIoZhiC+8q0cIWY3qZr1mHUboLisYP+k8FF0zi00PfHrbm2BKXNJax6wDXxtbA46thhznGGZMvuPLgClegyTlJJu5au7UhRwM6QyyPmzhrC1roMh/YLMnTWEoNvYZyHmQIkLP5U3/piOhU8QW/0OCPCNP53g9EuI4adrOKXDoRNb+Vq3YwjdQflld9C+8CmS21d3btf9Ycqv/jZxZ5m9Smhz2JHtdRiDJ/e6//aWDKX+I5+itBstVJn1jUlF0Vy9S73qStjvoi2aJp2xcDr6zue0OX6IiQD9brqb9rcfJb5+EUI38J1wJoGpFxDDz2++eDpN7UnSGYvKEh8uXdCT4YJKdHQTdnYjE1GKnN3NQcMBF0Gv0TlGSavLGC/VPiUUGLrCGdlB/SN3I7uc3zvuVEJzbiRquvbhKDY2RwlSsVti3Ffz6d1oQGnIXbC9KOjipFHl/PLzp9EWTVES8uBzG3g0C71pI3VP/BKV2WOg658yF9/0K4hbB+7t5rAStK58vWB79IOX8Y04qWC7ZSmMynFUXPdd2l6/j1R9NUawlNDJV2IMnkzcsoVZG5tDgS3G2BTENC1mTezHAy+uzSvaXDZ7OF6nxrVnjcCSCl0TWKZE7kOK0cHCshQRArhPvgH/rCsByGheIib5J72ie868f+LpRFe/nSPEAFjRNhoe+iFlN95NjMKilI3NwUYlo5CKHlAlpZ2tJhP6H3nz3t1ooV2+MU1b0fqPP+DjhXdVVGpqT1JVald4sDn8SAkRQnjm3ELw9OtQCDKaJzv+kI327Bd2I8QeT7Ye6UUQ20fOGInOgS1Ye2SM2gd/iDJzqy7GV7+Ns3Qgjglzydgm9zY2SCm56NRhvPlBTd72K+aMwBCKIq+DYp+j87l3WRFqHv0fULlPanTJC7gqhmEMmYl5MBYx88xx97QJ2Evac0o60ELDCF36dTRMFBppzUvcrmltY3PIsN3cbHLQNIHcVcK6LWFi6IIf3H4yhp77Az5rYiUnT+yHZcpsFIxUhy0aJh8pSxCTXmLSS7qAB1kmY+KbcEa37d7hJxFbszBvHyvWjmxv2Nv4ZWNzUJEd2TBjzdc7MaYjYRFJSUoDfUdvFw43whvGajw4qUphf1Zosn1jbI40KVMjKr3ElZekJYib2fEzo7IlsPfVZkF4gmiu/MK/5g3SnMp9ni86dSjD+wcPKHJT1zVSO1Z3E2J20/He0zhlrNfHt7E5llAKSgIubr14PB+uFn/Z7OEMqQx0Po+7n3uHQye+dkE3IWY37QsewylzI+I0XSOjoC1hEs9IpBB79Y/L6B58E+cUbPdPPhfNsfcoNykVCekkJr3EpfvgiEQ2NjYF6TszdZsjjq5rdCRNfv3g+2ze2Q6A3+PglovG8cevnsnGHW3EEhlGDSrC7zbQCrmd9VGUAgLleEfPJL5uYZftEnpwkbciTYjQ0ENitmZjkw/ZVgfQa8+YHZ3mvX0rfUeEKpBN1SgUojdhAF3wexzomqDJFmNs+gCall3E+M2D77NhexsAXrfBDXPHMGNsBWIfxo+k8FFy4WdofOwX5FQsERolF34GT/EA7rjOS8aUjBlchMeh79Nx93bdZkttwXaZiO6qxGRjYwMglOLUiZVMHVPO+u1tWJZkzOBi3A4t7/MohCDTvKPg8cyOJrQuz7sUgkWr6/j382uJ76r8NHJgmC9ecyI+p1ZQfDVNRWDsqcSWv0amJTdyxzVwHEbl8Lz9bGxsjiy2GGPTSdKSfOtP8+mI7VkhiyYy/P6RZdx163QmDilCKbKVjo5SYSIuXQTPvAXfxNlE3nsWlUliBErQXN6cXPmuOEoGkLY9Y2wOI7K9DuEOIIzepRntbDUxNAh7+1bwox6qIFO7DhVrOyBzYshOcEN+J03tPZQXtrE5TKQl3PXnBbR07Lkf40mTvzyxkoDXyaRhxXtdYTYt0MrH0O/Wn9Px7tNkmnfgLBtMYNqFpB1FaFIxaWgxQmRTdA/GOGxZEmf/0QXbjXAFUhh2NVsbm65IhVsXTB629+fRsiTuQROJrXo7b7urYhgW2YUTXddYXd3Cnx9fmbPPhu1t3PWXBdz9/06mJ+eWqPRSevVdpLa8T2zFawjdwH/ieRj9x5DEg6dXH9bGxuZQYosxNkB2AFi+qSlHiOnKvc+t4a5bpqMdpSJMV2KWC610HP4LRiGURcZwEZx1BW2v39dtX2flMJSnyHaQtzmsyPY6RC9TlCAbGVPi19H6WH6dCJaD0LCaqtEOUIwBu7y1Td9A0wRbdnbkCDFdue+FtYy+beY+TbjSUidtlOI5/Wa8MoPUnERNOsegg20mL6XCKB2MHizF6mjq1h6ecwMp4cUeBG1surMvz6NlSTyDJ6B5AshEpFt7eM71JHEBirSl+Pfza/Mep6UjSXVNB6MHhAqeVylFVHkwhp9KcNg0QJDBScqSGPYbn41Nn6RvLZvaHBJ6eh/b7eel64I11S0F99taF8E6BoSY3UipSFk6SekkmVa4xpxGePZ1COcul3yh4R01ndLLv0JC2ZUkbA4vsq0O4Qv3uv+O1r5VSWk3Qneg+UuwGrcclOOF/S47TcnmiKPrGht6KHdb3xLHknv1zswhZQpSylXQA+1gEsdLxbXfxT14j7G25glQcv6nEZWjs9GwNjbHIfvgebtPJESAiut/gKtqZOc23V9E2eVfxgr17xRXLKWob8kfpQ2wfnsbur73VzfTlCQtB0nLsJ9fG5s+jq2THsO4dAuHFcNqrUc4XGiBEpLCi2llR5eUpahpiqIJwaDKAAPLAwWPVVbkOUCHh75NXLpwjD+PyjGnojIJhOEio3uJWH3vhdbm2EYpheyox6joXX63VIraNpMZQwuX3zySiFAFVt0GlJKInio/7AMhn5PV1a0opfZqbmhjc6iQUtG/PH+59iGVAW47byBFqR3IZBxHuIKM7iUpCycbSCGIpyxqm6MEfS5Kgm6c2sGPiul6/VERIHDBFyky4ygrA04vKeEjvZ+lf21sjgk0QcpU7GyMYugalSVenLogb2nRfcCyJHGjmNAlX0U34yhpojk9oCSZps34vEHwhFB4CfmdtEfzR6kPKPMfst8BGxubI4MtxhyjePQ0qQ+ep2nhk50O7sLlpeyyL6GKh/PG8nr+9exqrF0/6oau8fPPn4bHZXDy+FLOnliEISQ1bSaPzK/n0tOH4Ta0Y9pVPWNCBh8Yu8rkWkf2emyOT1SiHcx0ryspNUVMUqbqk5ExAFq4H9aOlai2WkRR/wM6VtjvIpWxiCQyBL19p4y3zfGFZUnGDinG5dRJpfcMHCMHBPnK3FLSL/yE+nhH53bfxDkETr2OmNU96lJqgj8/voL31jR0bjt5YiWfuWAwDmGhhEFK92Ee5FLTSkHScoAIZWeGEmyjGJvjESkEry3dyX/mresUPpyGxueunsz4IUW9FmSkVCRwgubE70jS8sL/YXU0ETzpPISVQsRaCZUN4oa5Y/jjo8u79Xc5dcYOLbYjXWxsjjGOSjFm69at/P3vf2fZsmVs2LCBYcOG8cwzzxzpy+oz6LqGrFlD+4LHc7arVJyGR+6m/JZfcs8zq3LGE9OS3PfCGv5+xxQ6FjxO+vk3UWaakSX9+dElH8OoCJPu40KMrmu4VQxSUZAWwh0gqfswD0OYt43NwUK2Z8ta99bgdntzdkWtJNA3xRjhKwHDidVYjXaAYkzIlxVgmtqSthhjc0Rx64If3DaLH//z3U7vtU+dN4DUM99DpXO9ZGIrXsdRXIVj/Hlkuogqmq7x2OubcoSYL10xklHmelru/xMy3oHmDRKadTm+USfniDlCAJqGJRWGJpB5XthMBdvrIzS3Jwh4nfjdBjrZaLxsJG0clYwinG4sh4+kdNlVBG2OKzRNUF0f5f4Xcn1b0qbkV/9Zym++OJuAS+/Wx60lEakYVjoJLj8ZRwBLaSAVuqGRsSQCgaEJDGHS8eaDOIIlBCacTtv8x8g070QYTnzjTuXMU66k+pQhPDe/utMTOOhz8q2bp+M2BNKOVrOxOaY4KsWYDRs28MYbbzBp0iSklPZk4UM4VYLW+Y/mb5QWkVVvM37YIFZsyjXrO3dimLYnf0mmfnPntkzzTtofu5vya76NXjwy6xh/iNF1AYj9Uv8NDZyRbTQ++WusSDOQjQQqPudWXAMmk5JH5a1ucxwi2+sAgfCGe9V/e3MapyEIuPqmJZjQBFqwAqtxM45RpxzQscL+7MtoY1uCYVXBg3F5Nja9QkpFRcjFzz97Kq2RFJaUVCTX0ZzOb+rbsegpysecSgZv57ZkRjJv0dbOv8+d2o9RkXdJLXl6z3niHbS+8i8CHc24pl5OytJRQtAUSfHY6xupa44zclCYS04dht+lI9hVWlcqfv/QByzbuGfcH1oV5Os3TqXYSBFd9BhNH7wMMhvZ46oaScnFXyAqAvYcy+a4wVLw8Cvr87YpBc8vrOajZ43sjBLXNIFPttH0+K9J11dnd9QMXJPnYo45B1cgzNvLanjj/Z04DI0LZg1lxhCDdP1mwjMvpfHp3+85vpkmuvxV0g3V3Hj517jg5KHUN8fwuh0UBV24dAEqu/BoR8fY2Bw79OoNdcOGDdxzzz0sXryYhobsCk55eTkzZszgpptuYvjwQ1vL/swzz+Tss88G4Bvf+AYrV67cS4/jCw0Ls62xcHvbDooCI3K2BbwOBnriOUJMV1pfuYeSq+4ixqEzs3VpFg4ZI719Pcoy8fQfjWn4e8yt341HdlD74A9Q5p48W5WK0/zMH6i4/vtogSF2nq3NUYFqr0d4ggi9dwLi9uY0pX69T3uoaOFKzC1LUGYSYfTe28bl1HE7dZrabRNfmyOPtBQOAeVBFw6HjrmspvC+yShC5ebCZiyZE4F6/uQiUk88n7d/ZMnzBE46j7QWZPG6Rv73v3vSGqprO7DSGW4/bwCyeRtmpBVCAznnhCLWb28jkcqGi26p6WDegs1cHFhOZOmLOcdP1Wyg8ZGfUHL1d4ipvuk/ZWNzsLGUorG18HhS0xRj95qkEOAlTv1/foizfCBFo6YjzTTxdYtILX0GlztATb9TeW5+NXXNWVPetdWt/On2MQQnn0Xb/MfyniNdtxkijXh9Axla4UcpcGgSl8zO0WU8grv/KKQrRELaEaE2Nkc7+z3bf/rpp/nmN7+JaZqUlZUxatQolFLU1NTw8MMP8/jjj/Ozn/2M888//1BcLwCa1jdXfPsKEgNn+WBSO9flbVeVo6l9L9etvarMD3X59wfINO1AS7bhc4eIWQd/YubSMlgb59P08j10zVMPTLkA7/TLiFuFBxzD0IgtfztHiOlK+5sPEbjoDpLsXdSxsTnSyPb6XqcoAWxvSVPSR/1idiNC/UBJrKZtGJWjDuhYYb+LRruikk0fw7IkzsrCC1N6sBSpGTkVo52GRtDn7ExzcllxMrJAnq20kPEOUu4Af3liZc4xfnjTBAa72qn/51dRmT2ROcMqR/DDG2/jm/esJrNL9JkxzEPk+fyCT6alBhVrBs+BpRPa2BwtGJrG8P4hmtvzR7SNG1KM0AQdcYu2aIpR7mbKLvwU8U3vE127EM3pITjtQoSm0/Lmg3jLJ3PW1EHc/+KetKf2lCAUKCXTvLPgdaS2rUafMBjTlDg0id64jtonfgnWnt8Dz/AphM/9JNFDMCe3sbE5fOyXGFNTU8Ndd93FqFGj+P73v8/EiRNz2pcvX853v/td7rzzTiZPnky/fv0O6sUeagxj/0We3SXm9qXU3OHCFB7Ccz5K/f3f7dYmXF68I6aw6YklOdsTSRN6SIsQhhOztY6OpfdSdOHnSApvwX0L0dN35Yg10/TyP7ttjyx5DveQCTj7TSwY2eLQFZG6jQXPm27ega5MDOPoKVHdF++rI8H+PpPHwvcmO+rRgmW9+wwCaloynDrK26dFa80bwPQEUY1b0PuPPqBjhf1OmtqTnffKsXAPHAiH8vP3Zow8nPS1f3tH2SD0QDFWpKVbW9Hs67AcAYwu6QZOTeOas0fx1yez4orSe171Fg4X9S1xzC7H+NIVIxjijlD/6M9zhBiATN1G/Oue44zJM5i3uBYAlzBRmVTBc5itdThDg46LyNK+dv/sjX19Ho+2z3Uo2NfvQAi49pzRLF5T382n1+XUOf3EAfzs34tZXd3KqEFhfnTVAOof+jmyi0F3auc6PCNOyqYhYVIUzBVLnl3awmfOCCEMZ8FFRD1QBJrAMDTcVoSax37eWYxjN4lNS3CtGoVr0vlY+1Bwwr4P7O/Apm+yX2LMQw89RCAQ4J577iEY7J6ff8IJJ/DPf/6Tiy66iIcffpgvfOELB+1CDzWaJigq8vW6fzDoOYhXc+BY7qGUX3YHTfP+3jlIOMoGos2+nf+83cSXrjuJfz+/hvqWbISMJRWhESfQ9JbemTPeFf/4U4mtW0Ry2ypU6w6Khp/Y62v78HclzQxNbz5XcP+OBY9Tee04dE/+0ttKKVLlQ0hsXJq33RGuwOX14PX0/t/3SNHX7qvDyYE8k0fr96aUoq2jAc+Q8fgD+7/aVdeWIW0p+hW78PZxQ1tV2p9042b8fvcBpVSVFftYt7Wl271ytN4DB4uD/fkPdIw8nPSdf3sfVTd8n4Ynf0+qJutDIVxeik+/Ft+IKeje7tc5bVwl7dE0T7+9mc3NkuEl/fOuoBtFlTgCYbRIpnNbScjNUG+MTGtTNyFmN6m1b3P2hed1ijEZDFw9vBS6iitxh/Z/8eVopu/cP4XpzfN4NHyuQ82+fAduj4vvfmIWf3jkAxrbEuiaYMqYcm44fyzzFlazuroVgPGDg3S890yOELObxMalBCaegdBdNLTkRm6+taKe684YhG/C6UQ/eLn7BWg63sHjcex67toWvdpNiNlNx3tPM2DyGRhFJXv9XLux7wP7O7DpW+yXGPPuu+9y5ZVX5hVidhMOh/nIRz7CwoULjyoxRkpFR0d87zt+CF3XCAY9dHQk+pyhlj7gJCpuGgnJGEI32N4Bdz+0lsbWBCs2N/PNm6Z1ijHNHUnue72Wy+d+gcQLv80RZJyVw/COnkH9oz8HoOP9l5Dlo3OqQOzT9RT4rhzCxOxoLtjPirWRiidJJQsr2b4Js2lf+BTkCekOn34tkZSOSsb263qPJH35vjoY7MsksjfP5NH+vclYG8pMkzECRCL5X6Z6YlNttk/QqYjH879c9RVkoAK5fQ0ddTvR/Ps+kfwwXqdGU1uCpuYIuqYd9ffAgdKbz3+onsfDTV/8txdaiKLLvorIxMBMI1w+MkaAjhSQyh2TdF3jvdV1VNd18PmrJ+Ny6oQv+RItD/8AK9beuZ/mDVJ+xdeIWS7KiwwMXcO0JJOGF+OoWY7l6UE8sUx09ozvK3ZmmDP5bCKLuy+IGKEy0u4iIi0xjL5rQXXQ6Cv3z8F+HvvK5zqS7O93MKIqwE8+fTIZS5E2LdZsaWH9tlYmjSqnPZbhtSXbOWmwl/i8hQWPkdiyDOPEsbz83rs525WC2qjghJOvJF23OesRsxvNoPzKr5AUPqKtMQxDx2xroBAyEcVMm0Ra9z6/te+D3n8HR8tChM3RyX6JMdXV1dx222173W/SpEk89NBDvb6oI4V5AKWbLUseUP9DgQmk8IIjOzHzhwXarhXorXURaptj/PTexZ37G7rGWdOnU3XzL7Gql2LF23FVDkOmYjQ88ZtOoUMgsCzV68/b7bsydNxDJ5Hctirv/q6BYzE1Z4/nS2pBKq6+k8Ynf41MRLLXaTgJz7kBGR5EJrMPMZx9kL54Xx1ODto9dpRgtmRXq5Un1KvJ0o6WDC5D4HNqSNnHP3+gDIROum4TjqHFvT5M0OtEKmhoSVAW3rPadbTeAweLQ/H5j5bvs6/922dwgAiDg6xHTDr/tWmaYFt9hHdX1fHuqjoAqkp9fO6ibxBKN0DLdsIDh2GUDSEu/FhpC4cmuP2yCfzxv8tRgJXowDNwTMFr0QPFNO5aqJ82toLTpgzGr5Uj4x3EVr/Dbs82R+kAOPNzfPFPyxgzpJibzh+DdpxUVepr908h9vcaj5bPdSjZ1+/ANCVCCJ58YxMvdqlwJgRcc85oLj51WPZJ6SmqUzfYtDNCS0fuwsoJI0oZWB4gYimKLvsaRBpJbV+N7i/CNXAsSc1HJgMgkVLhGjwR8oilAM6KoZjo+/Xvat8H9ndg07fYLzEmEokQDof3ul84HCYSifT2mmwOEU4NfnjbLN5dXcfrS3dSHvZy1tSBxJIZlq5t4JRJ/Xl24U5i8SSfHA3WtlVEPngZ+aGIEt/kc0gdxBLXpqkIjDmZjoVPIFMfWunRDYIzLydq9pzfmZECGR5O+cd+Csl2lLTQvGFSmo+kdRws6dkcE6iOBg6krHVtW4ayoIEQos+XoxWagRYqx6rfhGPotF4fJ+TLpmM1teWKMTY2fQVNE2i7PAqkJQv6r1iWYuyQYl5cuOflr6YpxjfvWUNJyM34YSO56aSxCCkRQqKEIJG2GDOkmJ999lTmvbsNNexkrEQLzsphuSvuuyg64wY8VYP4+7cGoaFQliJqufGefhOBk6+ipbERZbjY2KS454FNtHQkafxgJyeMKGXGmDL7BcbmuEDXBeu2tecIMZCNanlw3jruvHk6m+taOHn0KSRWvpr3GL7xpzPeU8wnLhnP60uzpa0vPGUIowcVoSuFAuLKjfAPRJ8wGEtBxJJ0CVxDSoVRNgQjVI7Z3j1Cpuism0jipmvhCxsbm6OL/RJjTNNE1/depUPTNKx9cZOyOaxIqTCAOZOrmDaukg/WN9IRTxP2u/jax6bidTn4zl8WUBxy4blwCu3LX+wmxHiGn4Qo6n/QzfxiIkDFDT+i9aW/kdy2GgBnxRCKz7uNpBHKqThRCEsqYnjBtStEW5EzqNnY9HVkez3CE+h1WeuaNpPSQO/6Hgm0UD/MbctQVgah967aWdDnRACN7UnGHtzLs7HJi6GDW8ZQiQ5AITwhkpoXM4/wbyHY1hBj3q6XunOmD2JAuR89j1hqWZKxg4tyKirtprk9yemT+2MIhRSQQfDHR5ezbEMjAD63wbXnjiYwIEz0tTcpnn0tkZVvEluzEKSJHiimeM71tIZG8e+nVuJy6Jw3czDlYQ+aUkjDzUNv7+Tpt7fnHd8fe30jk0eU0rfrtNnYHBwyEv77WuHCEAtX1jBtXAVa+CL06qVY0bacdt/405DeUnSpOP2EfswcX4kADE10i3pVqucopzheyq/7Dm2v3kt8w2JQEiNcQfE5H8cMDsAhTJzEseJtaA4XyhUggfe4MN22sTkW2O9Z+6JFi6irq+txn+rq6t5ezz6RSCR44403ANi5cyfRaJQXXngBgOnTp1Nc3PuQ92MdIaAjaXLn/82nLbKngsKb7+/k+7fNoizs4btXDSI6738pOedm0vVbiW9aijCc+E86j3TRMNKaFw5yCoSUiphRQvCCOyiyEoDCMjwklMseUGyOG2RHA8Lbu7LWSilq2k1G9Dt6okNEUT/YuhTZvA29vHAZ4J4wdI2A12GXt7Y5LDg1C61+LfXP/rEzklM4PZTMvQ2t/0TS1p5plSUE//fYCpau27OiPX9FLZNGlvLZj0zKK8i4DY0ff+pkfv3g+2yr60Ap8LgMbrloHEMrA1iWQgnBHx9ZxrKNTZ39YkmTvz+1ipWbKvjSZTdjNWzCWTaYwMQ5CKcHzRvin6/V8+yCPf4Vb7y/k3OnD+Lqs0YC0NCaKDjetkVS2Wg7O9DU5jhAKWiLFvZta25PsXxDM/esa+AbV96Ju+Z9xNbFaC4P/qkXopUMIS6zUZumKdkd2231IqpcSkVU+PGedTuhOTeipIUy3KSEFxcJ4kuepum95zpNfo1QOWVXfpW4s9yeP9vYHAXstxjzy1/+cp/2O5DqGHujubm5mznw7r/vvfdeZsyYccjOfTSg64K0zA4mAnDqe5R4JQR/f2oliZRJacjNuTMHM2JAmEg8gxDw45vGEn/0O1jRNuof+SmuqpG4B41DWSaZjhYeW+PhktP9eVfHdpeK660xmFKKhHKA2LVCboEdemlzPCHb6xC+3okxLTFJ2lSUHUWRMcIdQLj8WA2bei3GAAR9Lpra99/w2MZmf3GmW6l97Bd0HZtUOkHTU7+l8qb/IeOuRKnsOLyjMcbUsRWcOXUgOxoizFu0jZaOJMs2NLGmupVJw4q7jZeWJQm6Db52wxSa2pMIISgJuvA4NKxdq+eJjJUjxHRl0ap6ms4fh69sPI7yUVgopO7iuUXbeXbB1m77z3t3G2dOHUhVsYepY8pZsKIWTRP4PQ4SKZPMrnOOHVKMoWvdFmIOdNy3sTlcSKlIK0iaEsPQMDQNpy4w83gK6rrG2CHFvPVBTd5jjR5UxMrNTdS3xLnjryuZMKyCE4dewzkzh5JWxgGJIPnSjJWClKWTIgAaIMEwFOn1C4m8+0zOvmZ7A/UPfJ+Km35KFNt41samr7Nfs/Z77733UF3HfjFgwADWrVt3pC+jT6KEYH1NhPtfWMuOhihVpT6uO3c0owaEEEphKbhyRgmfmOnEp5ukPA5eXVnDQ29sJ+hz8bMrinLCLVM1G0jVbACyJTnPvPj7WEohAZchkJZCCkEsZbJqcwMOQ2fc0GLchobo454VNjZ9CaUUsqMRo2xor/rXtWcNtsuCBvuU19cHEEIgwpVYDd29LfaHsN9JQ2vfrvRjc/TjNKBjwTMUWiToWPA43rNvJ2VqZJRgS02E5+Zvobk9yfABIT5z1QkkkhZp0yKdsfIeRQnBorUN/O3JlaR3CSEel8Hnr57M6IEhkIpoIpOn5x5iyQwew0lq1xTPtGRnmlQ+Xly0lVsvHMvE4SXccfkIRpZqqEgTwhOkNuHkry/t5Ia5YxBKdl6zEoKUKVm1sZGMaTFhWAlel3HcmPzaHGUI2FbXQTJtkUybrKluwWFonDCijKDPif4hkTGVMZk7cwgLVtRifiiaJeB1MGFECamMxVnTBhFLZHjj/R38+5Vt9O9fzpgBof2+PF0DD3FkpAmZjGEU98M0fCStwum7LhmnccFjedtkMkqmfhNa5SQ7OsbGpo+zX2LM9OnTSSaTvPzyy9TU1FBUVMRZZ51lpwX1ETRdMH9VPX95YmXntm31EX7678XceP4YzplShbd9K8mXfkY6GWV3Rvrp4+Yw7Jpzuf+NGszW/KsAACoVJ+CEr/9pPsm0xbRxFVx15kjeWbaDB+at79xPCLj1ovGcPKHSFmRsbPYRlYpCJoHWy8iY2nYTQ4OQVyeZODrEGAA9XEWmfiMy1oLm691YEvI72Vpvm8bbHFo0mcZs2l6wPdNSg2ZlkMLNgy+t5+X3tnW2DasKkUhZPP32ZrbVRago9hLwORleFewUMIQQ1Lcn+d//Ls85biJl8rP7FvPrL84m6NLxuXv2V+rWriCd6aEaYdpCKSjSk4zZ8jDJN/bMISpDZfzmlm+SdDmRXSJs56+s4x/PrKLrEH/ujMFcfeYIW5Cx6XOkLUUibfHCgmpeXbznGRZiDdeeM5qzpw7cZYy9e7vg9aU7+NqN03jopXVs2pktLT9pZCnXnzeGeMpkW10H8xZtJRxwce6MwVxw8lDSvajcqevgju6k/tG7kYlo53bfhNkETv8oMdOVt5+QZk7J+w+TadyGVnUiUtrmiTY2fZmeS9R8iPr6ei6++GK++tWv8qtf/Yq77rqL8847jw8++OAQXZ7N/pA0Ffc+tyZv23/mrcdlRWl46EfIZDSnLb36dQbGVlFR7IFwVcHja24/tW0ZmtuTxBIZXl+yg6/87i1GDynB5dyTuKQU/P3pVbTF02i6huHYr9vMxua4RLXXA/Q6Tam23aTYr3eWrz9aEKEKENoBRceEfS4i8QyptD3ptDl0SM2Bo7xw5JqjbCBSc5BIWzlCzIThJQwo9/OL+5awbmsriZRJdW0Hd//rPV5dugOhZZ9ZJQSPvLIh77GVgmff2YJuaHidOpNGlObdb9rYCtzO3DHXYWjMGF9Z8LrnnDQAgwztb9xHctvKnDazvZGmR3+CR2XnDUJAazTN35/OFWIA5i3ayrrtbej60fUbZHNsYxga0URWPOkqxED2ufrPvHU0dSTJAFvqY2ypjwGCicNL+OuTKzh7+iB+/OmT+cmnT+FjF4ylLZriB39byPvrG0mkTGqbYvzr2dUsWVPPqEFF+x2J4pFR6h/8QY4QAxBb+QbJ1W9iGPmfJ6UZ6IHCCxjOiqHIg+zvaGNjc/DZr7fk3/zmN9TX1/PpT3+aP//5z9x55504HA6+973vHaLLs9kfovEMyQIvI/3LfCSqV6DMdN72zPtPc87EEE0qjB4oybuP97Tr6Ugpbjp7EKMGhYHsit28hVuZfWL/bvs/8/YWXlqyg4df3UQ0I233FxubHpAdWZPPXpe1bs9Q7D36ap0I3UALlmM1bOr1MUL+rFFiY7tt4mtz6EibgsDUC0DkmzoJQjMvI6N0ttR05LTMnTWE/8zLn1r90EvrSZnZ0dG0JLVNsbz7AexoiGJKhYbis1dNYvLIspz2KWPKue2yCYgPvQwqS3L5nBH4PN0jaob1DzKsKoiRiRFbMz/vea2OJlS0BQBN13luQXXBa3zs9Y30EIRjY3PY0TSBEPDSom0F93n27S08N38LP/jHIn7wj0V89hevkkiZ3HHtSRi6xhOvb+Lx1zciENz3/FqkAl0TnDqxgo+fO5grTxvAmuoWUvsZGaPrGumda1GZVN72jkVP4rLy/yYkhY/QKVfl/8zeIEb5UDtFycbmKGC/0pTmz5/P7bffzmc+85nObYMGDeLTn/40TU1NlJbmX6mxOTz0tBoVDrixWtYXbJfxDgJunV88Uc33r/0a+hv/R7q+GgDhCVDxka+RqN/O8DX/ZJhSzDzxVDrOGs+PH97A0nUN3HbZROZ9aKBrjaRwOQ1eWFDNc/O38PWPTWN60H1QPquNzbGG7GgAlw9hOHvVv7bdZPLAo6eSUldEuB/W9hW9LnEd9mfDuJvakgzpFzzYl2dj00nKEaL8qm/S/OwfOlMENE+Akgs+TdpVghACx4eiQR26VtDnxZKKxvYE/Ys8OAyNIVUBapvzv3yNHBjKlsY1FYZQfO6qE0ikLeJJE6/bgcdR2KvNawh+8bnTePLNTSxYWYvLoTN35mBOm9wfA4UyU53VWPIho81o/oFIpWjuwSy7PZpCSoVmB8fY9BEsS6FpGm3R/IIHQEskSVnRnvHTtBQel4P7XlzL6s3NndvPmjaIbfURxgwK8fkLByLWvgrb1iC8Ic6+7HzSySi6p2ifDa01TWC2FLYHkIkoooAHnGVJXEOnEDr1ajoWPI6ysr8xjtIBlF72JRLCh10Ew8am77NfYkxTUxPTpk3L2TZ9+nSUUrYY0wfwuQ0qir3Ut3Q3sownMxj9RhXs6yjux9b2DI1tCf7xRhNfvuKb6OkYKpPC8AWof+xXZOq7pBHUbiJQOoBvXfM57n5kIxmz+2rA6EFFLN9V8UEq+M2D7/OHr5yBw56k2dh0Q7bXo/WyrHUkKYmlFCX+oy8yBkAL98Pa+n6vS1z73AaGLuzy1jaHnIzUkSWjKLvxbkju8ilyB0gJH6alUEIR9DpxGFpnJSJtL8qEw9j13ErJVWeOYuHKum4pQIYuOHfGkM6KSkqBUAqvoeHdFRnWrVMXpFT4nBqfvGwiV8wZAShcuoZlZaNWhcONcLgKrtDrbh9uEqSFl5NGl7FsQ2Pe/cYPLcG5y9zfxqYvYFkSr0tnzOCivPNjgEkjc+/pQZUB2mOpHCEGss9yScjNF+dWkH7srtznpXo5/hmX4Si6CGsfX68sS+KsKjw3N8IVSGEU1FTilhPnxLlUjj8dlYggDCfS6SeO234GbWyOEvYrTcmyLNzu3MgGl8vV2WZzZHHpgq9ePwW3M/eFzGloXHnGSJodFej+cN6+2vSreXRBPVNGZ8Ock9JFVC8m6etPYtuaXCFmF5mmHZQkd3D3zeMZVyb53kdHc+KobIpT0Odk9OAi1lS3dO6fSJl2xRMbmwLIjgaEL9yrvrsrKRX7jk4xRniCCJev174xQgjCfpctxtgcFixLEZNeYs6K7H/S21lxxZKKLTXtfPaqSZ3RIY1tCapK85eY9XkcFAWyYopSEPY6+NbN0zujvQDKwh6+94lZ+J0H7r/mdOi4DYFBbjnqtO4nOP3ivH1cVSPINO9Ete5ASsXM8ZVUFHu46vSB/OyWsfz8lrF89IxBFAXcfOTMkfZLoE2fw20IrjxzJA6j+zPk8ziYMKyElZv2CC/TxlbkLWu9eksznzx/KHL+v7JCjGbgG38q5Zd/ifIrvoLTF8ShCkeOfRgpFUbpoILeL+HZHyUlvD0eI21pRJWfmLsfUaOEuHTZ6Uk2NkcR+xUZA7B582Z0fc+Ef7cIs3lz90n0+PHjD+DSbPYXy1KUBpz85o7ZLFhZx5aadvqV+BgzpJjn5m9h2vAAp199F8SaMdsb6Vj8AlaslfCcG8hUjePrNzpxGxq6UBi6hgA0laZj+at5z1c056NoVpTkUz/EijRT4glw++QLaDttGknh5W9PrezWx9zH0E0bm+MN1dGANmhSr/rWtpsIoOhoFWOEyKYqHYCJb8jntD1jbI44xq504cbWBHd9fCbLNzZS1xTjs1dP5od/X0QiZdKvxMfYwSEspThn+hBcepdIEqUYURXkZ589hWjCRIhs5NfuKJZDRdqE4AlnojJJIkvn7fKXE3hHTiF40nnUP/FrvENOwH3OKDRN8LtPjKX1tXtJPfk+AKcPmcglt99M2q2jY+Ew4ygrDYaLtO4jYx6yS7ex6RFd13CYUaocKe790om8uaaDe+ZtIZEymTSyjBvPH8PvHvqgW58Pz1fHDCkik04zaVCYhnkb0Fxeyi/7ItE1C2h8+g8oM42zfDCOsoG4SoaTMvdNPI3jo+K679H83P+S2rEWAM3tIzz7erR+Yw/pc29jY3Pk2W8x5pvf/Gbe7V/72tc6/18phRCCNWvyV/axOXRIqXAKOPWEfmze2c4H6xt5e1kN375yIMy/l/p3sv8mRlElJed+HK1oAEnNC6bCA3hECi3WRPSDechUnODMS/OexztqGspM0/z6A3vOnYiQWvAQxRMbeVM/mR0Nuc7whi6oLMm/Omhjczyj0glUMnIA5r0mYa+GcRQbNewpcd3aq/LeIb+LugJeGzY2hwuhFJNGlrF2ays//PtCxg0tIehz8uzbm7nzpmmUuVIYrdWoTa+iOT343AGU0kiwJxJGWhIDCHv2TNEOxwuZqQQyk6L80i+glEToBonqldQ/9ktUJsnuur8eq4O6+76dU5kxVb2chvvupP8tP6Nt4VM0rXgdpInm9hGadQXeMacRt3rnh2Vj01tcWgZqV9Pwyr+wIi2A4MQRJ3HGl26hjQA6kDIVNR8yzl65qYmpYyvYvLOdYVVBvnDRIJy1yzAa3kFLZufFxWffTMtr95Nu2NrZL92wlfqHfkLFR7+HFhyyTxEqUiqiIkTooi+hW3GUmUG4fCQ1HwnTjnCxsTnW2S8x5u677z5U12FzkHEIuOjUofzuoQ/4yqWDMZ/+ETIR6Ww3W+uof+gnVN50N5Y7GwLp0dIklzxFx3vPoHn8BCaegdXRRPj0a2l+8W9kmvaUBAxMnEPDU7/Pe+7EiteY+ZFzue9DATXXzx1DOOAiEStsonYwEAKcmolDZStHZYSblGWX17bpu+yupNQbEQJ2VVI6SqNidiNC5btKXG9CGzp1v/uHfE5WbG5G9eCbYWNzqFEKfE6d0YOLGNY/zMpdnhNCwOXTS5Hzfkescc9YGl3xBv6TzsM7/UoSct/ECk0TuEihYWEJg7Ry7ldaghACj55BV2kUgozmJW1CRvOiuXzU//fnefv5Jp+NpSC2+q0cIabzs6eTtL/3DCoZBZkNhZHJGK2v/ZuwtHCMP9eOkLE5bOi6hmjcROMTv+6yVZHYuIRM0w7Krv0eUenB4xD88PZZ/O7hDzqrmbV0JJl9Yn+Wb2jki+eVYb3+e7xjZmKMnIpKx/FNmI3QjRwhpus5Wl/5J+HLv5kjsvaEUoqEcoJwggOQZM0WbWxsjnn2S4y5/PLLD9V12Bwguq6RtlTWiA/QhaAy5OKHt8/E2PQ2rV2EmD0o2t/8D/65nyNpGWiJFjreewbf6Jn4T5hNx+LniSx/DT1QRHDKeaAkzfP+CSiUUtmVsrwoirQosyZUsm5bGxXFXq4+exSDK/y4ncYhFWN0HTyZVtpevZ/ExqUgNHzjTiZ0ytXERKBP5tHquoauC6RUmKYdjno80lnW+gA8Y4aXHd2rzkJ3oAXLsBq34OiFGBP2O8mYkvZYmuL86fc2NocHpQi5Db524xQWrazj+QXVjB4cIlyzMEeI2U106Yv4J8xGeKoKevAahkbSlPi0NKJ5C21vP4zZWo+jdCDh06/FClaRknuvRCYzaVzRnbS8cg+pHWsRDjf+yWcRmHoRUcuDf/K5xNe8g9mea9DrGXYiWrg/SqZIblpa8PjJbavxjzuV2LqFOdvbFzxO5ZhTyNA9OlbXBbqu2WOgzQGjGxqpXfeQR8Vpfe3fefcz2+qxmrejlYxGSkVVkYcffGImibSJUuB1GbgMje9cPx5r/Vvosy6jY8kLZFpqcBRXUXz2zcTXLSp4Hen6ahwqRVK4evLVtrGxsdn/NCWbvocSgtXbWrn/xXXUNMXoX+bno+eOZuSAEG4HJKo/KNg3WbOBkEzjdLqILXkDR9lAvGNmUP/ozzvLXMpklOYX/0bgxHMpPvsmYqvfwQiW9HhNDo+XWy4aSSpj4TA0vE69x0oPBwuvjFB7752o9C7vCCWJrXyTZPVyKm74CRF6NkI7nGiawKuipLeuIlWzHmfZYALDJpPQ/Ef60mwOM7KjAQwXOPa/NHUqI2mJSaYNObojY2B3ieuVvSpxvdvwtLE1wdCBh+LqbGz2HWtXqtHsSf2YMb6CgEjQfP+fCu4fXfYyzlNvIZPJ+vAJIZAi+3wrIBZNsnxdDac615Ja8GBnv9SONdQ/8F1KL/48xoApnUbC+RBCkGnaTu29d3aO7yqTJPLes6S2rqL4im8Qw0f5dd8nsfE94qveRBgu/FPPx6gcScxy4zIkmrdw+XjN7Uemu3s3qXQiOy479ogxmibwEiWzcz3JbatwFFfhHzGVlBYgI4/elEubI4PSNarro5iWwrQko4stMs07C+6f3LEGo3wsUlpYlkQH/J0FMBSmaeEVKeLSovHpPZHgqZoNNL/4N/wTTit4bOFwYbbU4i1xElPugvvZ2NjY2GLMUY7QBG8sq+Ffz+7x59leH+Gn/17MzReO5ZypgzDClQX7G/4ilNAAgUonCE6ZS+ubD3VO1LoSeX8eVZ/8DfqIU5CawtlvOOnaTd320/3hbEpUYid/e6meDTsjXHLaMM6ZPqjXn9Ojp9EzcWQygubyYTl8JFXuioPTUEQWPbdHiOmCFW0jsfE99JFn9AkzNE0TeNON1D/wXWRyT66yMJxUXPddMiH7bfJ4QnU0IHxFCLH/LyD1HdmXt5KjPE0JQAv1w9r6AbJlB3rZ0P3qG/JlI4MaWm0TX5u+g2lmRRkNhTIzBfdTqeRuSxY0TRBJWfzlyRWs2JhNcxoxIMz3rhtB8z2P5u3f8tI/qLh5DNEeFhwcKkXzy/fkHd/TDdXI1p1QNIKI9GKMOoPgiFkgNDI4SFkKw9DQVYrQ9AtJbFyS9xyhqXNpfSvfNQqEY0/0nhACn9VG/QPfxYq17dnt9Qcov+obqKIR2EEyNvuK0DXqWhM88uqGzqpIP7t1PB6XF5nKX8XTCFXkREsLAW6RRjdjyEQUzeNH6Dpt7/y3W990/RacZ1wPQsv7PAVOOIPoitfwT7kA4R9kR8fY2NgUxDbSOMpJWYoHXlyXt+2BF9cRSWbwTZhDNnmpO8FZV1AT06lvS+AZdyq6N4TZWlf4fLWbSOMkrZyUXfQZdH+ux4Vweig9/3ZaXv03if9+h0+fXY4mBA++tJ6HXl5PPFl4MlqIgJ6g4/k/UPu3L1J/313U/v1LtD/za/wiRtd3V91KkeghfDqxfhEG6f0+/6HATYKmJ3+dI8QAKDNN42M/w2nZRqTHE7K9Hs0b6lXf2s6y1kf/z7nwhnpd4trp0PG5DRrs8tY2fRBTd+MZOa1gu3v86cTTEjRB0lJ843/f6RRiAKpr24k01oOV33RFJqOoZL505D3oKk1y2+qC7YmNi9H17O+IaUqS0knSMrAshVdPo1UvpPk/3yG1cwPBaRd26+8ffxpKQfFZNyIcudEA3lFTMfU9QpFbS9P8/P/lCjEA0qTxsV/gVvYYaLPvxNMWP/7Hopzy1I/Mb8AxaW7+DrqBe/D4zsU5IcCvJeh4/nfU/u0O6u+/i9q/3UGmtSZbwjoPHUvnUXbx57KCTBec/YYTOPFckjs3kNyyDMM4+hdKbGxsDh12ZMxRTkcsTabA8lHalHTE0viDIUov+TxNz/yx01QPwHvC2SxPVPCze98C4K7rRjNhL/6hmtONEOBKt9Dw+C8onftJlGWS2rkeI1SOESqj9c2HyTTtyHZY/AgXzbiIB1/fxsvvbuPKM0fi0fd99d+tZ2h98a8kq5fnbE/tWEvzM78ndNGXsqZnAEJDcxeu1qS5/SD6xqCopWMFw2etWDvE26G4/DBflc2RQnY0oPcb1au+dR0mfpfA5TgGxBghEKFKrIaNMP6s/e4f9rvsyBibPknK1AjNuoL4+ndRH1qpd1QMY300wI///iqfumIiHbEMsUTuwoVUgLaXKZvWfXwTomuGsEA4PXmjRwF0XyjvCr5LN4m/+ziRJc8D0PH+S1Re/U28I6aQ3LoCpRTuAWNI1Wyg8cnf4hk2idC082mb/zgAzoqhhM+6hYi15/p1M95ZxvfDqEwSq60OER5uRxTY7BWn0+DF+dXEkrlC5eJ1jXzmgtlozVtIbHq/c7twuCi74NMoK41mZP363CJDywv/R3LrytyD9+AzGF//LqHpF1F59TdJ1W9BxiO4qkYgUzHa3n4E7/AT0bwh21TexsamR2wx5ijH0Ht+ATMMjbTUcQ+cTNVtvyVTvwWZSaGXD+WZJc088Oj6zn1//t+N/PH/TcLVfzSpnXmibTQDR9lgFBna3nyATEsNkWWvYhRVkqrZgLX+Pcy2+pwuqerlTLzwGh4kO6a1RVJ4wvueP2uYcRKb80e7pHasRc9EQc+6daaFm+D0i2l66rd59w9OnYtSGYRwHfHBURVY3dyNNA9txSmbvoOyMqhY6wGVtT7aKyl1RQ/3I9OwCZloQ/OE96tvyOekoTV/SLqNzZEmpgXpd9P/0LHoSeIb3kMzXGjjzqSj8iR+fv86LKmoro2wta6jW18pFa2mi4Dbn7eSkRGuQDn92SosZAUUhxXHbKlFGC70YBmW4Sc45TzaFzyR9/o8o2YQNa1u251WnKYlL3T+7eo3DJmMUvfQT3BVDgEEHe8+i7KyAlJi8wcUn3E9ergfjtKB4C0iKnPH/b2Ogak4QogjPlbb9H0ylmTFpqZu270ug3hrE/4BYwiedB6Zph1oHj+6N0j7oqdRUhK65CskcKBbMZJblnc7hkzF0P1hrGhbtzbdX4TZVk/jM3/EWT4Y4XATWf4aMhnFPXAseqAY97DJRO18Oxsbmx6wxZijHL/HQVnYQ2Oe0PyysAe/20EkbfL6sgZMKZkxfgxBj5NfPPQ+H3QJgQZIpi2+/LdV/P6TnyTz8PeQia4TPkHphf+PpPDiVEkSmz4AQGXSIC1SO/KnSmkuD+kuA5HHtX+33IdXED+MTMXAmxVjLEvi7j8O7+gZ3VzuA5POIrVzA7GX/0XpFV8liv+IrrgJtx/hdKPSeSpSaTq6v2eDZJtjBxlpBBTC28uy1m0m5cFjR4wRoYpdJa63oA0+cb/6hgMuVm1pOURXZmNzYEgJEYJ4T7uR9PiL2Lizg3nL21jx3KrOfWKJDOFA/nK4975ey1fP+yzRp38Oco9oIhwuSi/5IknhAbIpRYmlz9D07jOdfhbC6abssi8TnHo+iS3LSdflpgKGz/0kKSOIULle+1nT353Ano3KzCDTSZAmqZqN+T+raWIOmkFaqk6BKAenp+BLLoCjbCCpPlj90KZvoekaEigOdl/kG9wviNi5gtbFT4BuYARKslFXsfbOfXSZAhwF55rt7z5DyTkfp/Gp33WKjZCt/ld6wadpff1+gG4lrj1DJuKoHEFa8+W//21sbGx2YYsxRzkuXfDtW6fz8MvraWhNsGF7GwBup87XbpzKW8t28u/n94QCP/DiOk4/sT+zpwzqJsYAtEVT3PN2C5+66ackNi0hVb0cPVyB/4QzSTtCZKSGUxNoTjcyGSWxfTXBaRfQsfj5vNfnGH8WL7yffTnqV+oj5HeB1X3lzWEIdGVhCZ2M2cVQzeUj63eTf1KmuQM5f8csF/4zbiU041Jia94GBJ4hE0jtXE/rG/8BoPmp32VXQ9SRKwWc0nwUzb6elpf+3q0tOOMSTKPvVH2yObSo9t6XtbakoiFiMrbf0V3WuivCcKL5S7AatuDYXzHG56Q9liaZ7nnV3cbmSGJh8OiiZl55b1vO9vHDiinxacyaNIjFq+tJpnPHyrXb2tnGCPpd/RPEpgVobTtwVo3CO2YWcS2AZSl0XcPauYqORU/l9FXpJA2P/g8Dbv8tJVd8jXRzDdH1S1AuP3LAZB58v5VVry3l27dOx+gy3koBppb7+5KsXknR7Ot6+IQC4fLlmKN+mKTwUXTWLTQ9+etubb4TzsTU7ZdYm+7ouoauZyOmkqbiiTc389aynXz2I5N5e1lNzr4ZU6Icu+ZSltktclvoDoThwCVlwRT3dH01HUtfpPKWn5FYO590/RYcxVV4hk5EuHyYHd0jcvRAMb7xp5HAS1oeOwslNjY2hwZbjDmK0XWBR0bQm9Zya8kaxIgq1OWT2NSmM7AyTENLPEeI2c2b7+9k4vBS+pf52dnYPdy5KOAmoQVg5By8o05HohPNWJ0To7TmJXDSubTPfwwsk8TmDwiffHlnfvhujPKhRAefxnsvryAccHHnTdMoDrppbd1jzOfQJS6zg+jiV4jXb8FRMRT/pLNIGSEylsA0vLsiXRZ2u073kBOwHD74kLaTkC78Tg/phm2gJJGl83JWNFI169HNGGhH7gU2Y4F7+EzKAsW0vfkfMk07MMIVhE65CmPQCaSV/WgeL8iOetAMxIeExX2hKWphSY6pNCXYVeK6di1KWYj98HnaHVFQ3xIn6Dq2vhObYwfLkowZFO4UYwZV+PnKpUNw7FyKVrsKbXkJf7ntXJ76IMKjb+/xFjtv5mBMdFY2GkyddiVOTWIpjUjG6hwHXSpOyzv5Ky4hLWKr3sKccBFfvb+WARVjSKZNNjy/ptMa4z/z1vGxuaNRlkLogpcX72BylQ93l0hO4fIgNAP3kIkkq1d0O4139Awyurfb2Jz7HSiMfuMov/Yu2l77N+n6avRAMcGZl+MaMZ2YtX+l7W2ObXRd4FFR0jvWktq2BkdJFVb5RHbUtdHakWLl5iauO2c0D768rjOya9OONjxXnERmwQPdjmcUVVJ+8edJrFtIYuNi/BPn4Bk5lcSGxd32VZrBliaTSoeb0MmX0/bWI7QvehpH2QDKL/8SkaUvEduwGKFp+MafTmjW5UTw9yhG2tjY2OzGfuM7StE0gSfTki2NHO+SX64bnHDNt1hRL3hlSU3B/vMWbeXUSVU89PL6nO0OQ+PMqQMxd6UWZdeXc2dUGVMRmHQOiY1LSTdU07HkBYJT5lJx1TdIbluNlYrjGT2TjL+S5RsT3HXrDKrKfPic2ZcjIcCtmxhk0DIJWl5/IFsFSUmSW1cSWfw8FVffiSwaRtIyCJ15M8Cu1KPs4OYZfhJF536SSIEJm0onuhuxfagdd+/SQg4WSelAr5hI8UdGoGEh0UhrXuKmxLCfzOMGeQBlrXdXUjoWylp3RQv3w9q+HNlag16872Xew/6sGFPXFCPYP3ioLs/G5oCwLMnEEaX43Aa6rvHNywZiPv0D0l28YOIrX+eSs29lyiensLUpzfhhJfjdBg5dw7IklmmRlUZyx2eBxGxvLHjudMN2GpvjNHekaO7ovt9bH+zkmrNH4RSQMhWPvLKB5QODfO7cz5N87pcIoVF+yedofOp3FM25DqHpJDZ/0Hl27+gZhM+8OcestxAp6UALj6D4yjvRZbbSoWl4SJgGhaJhbY4/hBB4zFbq7/9O7nxXM7j9wq/w20yYx1/fxDnTB/Hdj89ke0MEh6ExfmgJDpei+NxP0jLvrwC4+o/CP+lM3P1Hk9j8PpH3nsfsaCS1Yx3ll9+BEBrx9e+xZ645hcika6lvjuP/4AWSGxcTPvly3P1HkWmrJ92wjdCsSwlMnYsWLCeNhw6rcDS3jY2NzYexX/mOUlykaH72D7kDE4Bl0vDfnzPkqh8TjRcu49wRSzNtXAXPL6imI5bdr7zIwx3XnYTH0FB7UfSj0kPxFV9HNm8nvnY+Sncg/CV4pl1OBoO0KVEKTh4XREqFUgopFdLK4Eo20PbqfSSql6O5vPgnzib4ka/R8ORvsyKJNGl6+reU3XA3MbxELTe+Mz9B6PSPolIxhMuLafh6nOwJl5/C6U0C4fb3+PkOF5YlidPFH0DacdnHG7K9vtfmvXXtJi5D4HPtv5DTlxG+IjBcyIbN+yXG+NwGDkOjtjnOKFuMsenDuA3Bjz51Mhs21cDC+/Ka8ra+cg8jbvstVeUVWJZEWZK01fMYITFwlg8hVbM+b7t7yIS8HnO7MS2FaSmchiASz5AxJSu3tPF3Zwkfu+LH+NONRFe9Q7qhmobHf01o2vkEp56PMtMIw4lRPIAOa99N+j0iSXrTYtoXPI7V0YyzcihFZ9yIFRpIStpTVBtwixQtz/5v9/muNEm9+Ftumvtdvn5PGy+9u42X39tG/zI/3/34DHSlSEtwDZtB1SfGopJRUjUbaXv7UaxIC87KoRSfeQOJ6uVEPniFhsd/TXDq+fT/5K+wUkmEy0tCePncr+Yzd2olo8qGktz4LnUPrcHVbzi6v4jI8tdoeeVfhE6+An3ypTlp9jY2Njb7gj3S9WGErpHMWMSTJm6XgcehdZbZ080Y6dpNefupVBw93swJI0tZubm7LwzAiaPKKA+5+cXnTiOSyKALgddt4NIF1l4me5A1+IspD1rJaFyzx6GUIpaxIA1dV+osq4v/i4BM005q7/kG7KqkIJNROt57luT2NZScczNNz/5ftl+sHVIRcGbzfZOWASII7l0vWD2EPwPZ9Kaxs4ivmd+tzTfuFMy9hFDb2BwuZEcDeungXvXdXUmpN1E1fRkhBFqoEqtxM44xs/erX5HfRV1zbO8729gcQaSlKPI6mD2+iLp3VuXfScls+edB0/f5uClchOdcT/0D3+3Wprl9uIZMol+kcIpuv1IfLkND06DUC9efMZAPqmO8u66Z99Y38+tPTkSsfjt7eZlkt/TkorNvxRg1pzO6tifceobIOw8RW/5q57Z03Wbq//N9yi7/CnrlxJw5hM3xiW7GC4qLKp2gyh1n5vhKFq6qQyloaIkjpULfNSympIHuDBJ77xmiy7rca7WbaHji15Re8CnS9dWkajfRvvBJNH8RjDoT05SYQNDnZGtTCu95l5HatDj7XHaZfwvDiW/CGURsIcbGxqYX9FwX2eaIIYXg/nnr+cwvXufLv3uLz/z8Nf742ApMIRBi72UhdZlm9OAiQv7uky6XU+fi04ZhZiwMFEUeg6Bbx0DtkxCTc51SkU6bZDJ7VzacZGh+5V+dQkxX0nWbEZqB3tXEVPU+SiRpGYTm3IT/hDNB25XCoen4J51FcPYNWXHHxuYIo6SFijT1upJSTZtJse/Y/BnXwv2Q7Q3I9P4JK2G/k5o8Xlg2Nn0NKRViL+OcMjNkozz3/ZhWsD+ll92B7gt1bndWDMFx8Z186751SKkYN7Q4b/9PXDyeoJ7E2biK9Lzfclrjw3x2fAO/+uQESkJu0hkz7xjeef5kdJ+v18jEcoSYrrS8/A/cyi5Tb7P3+W6kvYMTRpZx+ZzhAJw9fRAuI3dc1DPRHCGmK61vPUxwynl7zmfu8Rj0OHR+9YkJ3D66AblpEWWXfgE9sKfapaO4ioqPfo+E3jeirW1sbI4+7DfSPojQNB56ZT0vf6jSwpK1Dfzmwff50rUngsuH5gkgE5F8R8BTPoB336rnSx+dwnPvbOG9NfUM7Rfg9vMGMbBIQxdtSM1LEvdhMxkzrDjJLd3N/naT3LYaZ+VQEpveRzg9CE/wgKopRC0X7lNvIDDzclQmiXC4yeg+otax+fJqc/Shos2gZK8qKSmlqGs3mT5031MCjia0cAWgkI1b0fqP2+d+4YCLbQ22GGPTNxFCoGl7IlAt3Y2zYgjp+uq8+7sGjiW6n4skKWmg95tM6Q1309jQhEJnVUOGBx/aSlNbku/8ZQG//MLpvPLeNl5YuJVEymRQRYBbLx7P6Aqdjlf/scujbRc1G3AGXuQ713yDNTtinNBveMHIXPeQE0jkqZj4YTRNkKnfVrDdirRAOg6Gp3ObS5c4rFh2PHd6yGg+UtaxFRVokweXF80b7J6mtAsZqOSvD67g81efyLSxFVw+ezhy1zOjadnnLb1za96+kL3XhHPPfeYZOpnorsgut4yS3PIuRVX9UZaJ0B2UnH8bQtPRfUVYDh8JPEg7gsvGxqaX2GJMHyRpSl59b3vettVbWoilTJweH8Vn30zT07/vto9/ynlEpJvTJlehCcEZUwdwy/kjCEa20PLC/9AQyZaadpQNovSiz5JwVWAdYkHGaSjMtiaE0531hcmD5vKgWrP+NcXn3EpKHHh555SpkSIAjl2VauzUJJs+hOzYVda6F5ExbXFJylTHnHnvboTTi/AWYTVuxtgPMaYo4GLJukYs23/Jpg+h6YKUpdhZH6WpLcGQqiDFARdp4ab43Nuou/87IHMjAPwnnYdp+Hu5KCF4e2OCPzyysVtLKmPx8/uW8L2PT2fuzMFIBYYmcBkg2rfmCjG7sCLNeDe9yogxl1A04hbq7/tOt+hV16Bx4C/bp6BWpRSay9PjPkLfM0X160k63nyAptVvZwVs3YH/pHPxTb2EmOXq4Sg2RzspzUfxWTfT9PTvurU5J5zFa2sjKAVPvrmJO2+ehoFCCkHKlKyvbkXXBFMCe7nXtOy95ht/GpYrBBKcDgGxNuIbFpN8dQ0AmttPeNZlyFQM5+ATSAZLUcoWYmxsbHqPLcb0QeLJTI/iSEtHkqDLh97/BMqv+RZtr91HumEbRrCU4MlXsM01gm///G2UArdTZ9LIMr54TjENj/wPXQ1tM43bqLv/O/S75RdEOLQhlg6ZpOODl/FPOJ3I0hfz7uMZNolU8w4qb/ghpr+StL3iZXOMI9vrQOjZKLD9ZHclpWL/sSnGAGihSmTjFhQKsY+pD2G/C0sqmtuTFAeOzaghm6MLTRM0R9J8568LiSX2pEAMqwryjZumIXz96Hfrz+iY/xjJ7WvQ/WGCMy9HrxxJvJclnnVdsH5ra8H2rXUdZCyFQ7Arq0ihaXrBtCGA5Jq3GDj9ElJUUfmxn9D22r0kt61B8/gJTL0A78QziJr7JowoBXpRFcLhQmVS3dpdA8ZiGVlvN4+Wpm3eX7JVF3f3tzJE3nsWLBPXjGtI2RGvxyymqdD7T6Ti2rtofe3fpOu3ogdL0E+8mC3GcB55NOsns70+AgosIXhzWQ3/fn5NZ5nrX3x8HM4C95p74FjM9kZKL/kCRv9xxKxser/bilD3319gRfZ4L8pklJbX7qPkvE+Qql6G46QRpPchTd/GxsamELYY0wfxuIysL0wBPSbkd6EUpJQDrWgU4SvuRMdCCY3X1kT40wN7UoGSaYvBJQ7a336IfJWFVDpJfO18jPFzezTcMwyBS8bATCE0Bxndu5+TH0Vi41LKL/siqR1rSTfkhowWzbkerWgAgXM/S1w69lrNycbmWEC2NyB8YYS2/y8Ste0mugYhz7H7EqKFK7Fq12R9dQJl+9SnKJB9GaxvSdhijE2fICUV3/tbrhADsLmmg3ueWc0nLh5HVCvGM/tW/DKFEjpp4SJ1AKkPUioGV2VFXpdTZ+yQYjQhWL+tlWgiQ0WxN7+82dMqv8rOIjJSw3T3I3DhHRSpDApBWvMS3U8D06TmpeyyL9Pw35+C3PNCq/vCFJ//KWLSCSh0M54jxGjeIMETz8HVbzhKSRwqgan7bbPfoxghwKWZGFYCJU2U4SElvJ3pfCnpwFk6isyZdyCsDO0JiwferGHVlj3GvhXFXoSAxvYk9z63Juf4/369lv937udIPv/rbvdaydzbyRhe0rhJdUlvyjRtzxFiutK+6GlKzrkZ014ztLGxOUBsMaYP4nZozJxQyYIVdd3aBlcGCHgcnRMmKRWJXaWRM0rw0qJV3HLROCqKfcRTGVZvbmHu1Arij2wpeL7U9tX4xp+DWWDl2a2lkVuX0fj6/VixNtB0fGNPIXT6dUSlp8e5225M4cE3dhaNT/2OknNuASVJbF2N5vLiGTYJzV/S5Vj2hMrm+EB29L6sdW27SYlPRzvGKil1RQRLQehYjZvR9lGMCfmc6JqgvjXO2MG9M0a2sTlYCAH1zQki8Uze9oUra7lh7hjcuti1wOHZNQQe2DhompIpo8uJnTuaIVUhPljfgGkpzpw2kLZICr/HwGUIzC4CSiYj8U6cQ3TlG3mP6Rt3ChnNDTKbZpS0HMCuyJ1eLKCYlkCUjqDqE78mvn4RZksNrsETcfYfTRx/56KMFW3p7OMoHUDJ2TfT9s5jtL3z313bBlJ83ifJBAaQkceuOH2somkCn+qgdd49u0Q3hRGuoPicj2OVDCO9q8R5IiPpsFy8+X4jhqFz2ZyRjBnSwn9fy6biXXvOaDRNI2NKZp80gHeW1WDuEleWbWrln44SPn7t/+CsWYbZWoNr0ASc/ccQxbfL82XPgqSua6Rqu6f47cZsq8cIlpHch6phNjY2Nj1hizF9Eam49aLxJJIWH2xo7Nw8pF+Qb3xsKgb5p2lCwMWnDeOx1zeyrS7CiIEhPnHJRN5du5PJwZKskJIHo7gKKXTyJabruobcvpzmZ//Y5fosYqveJNO8g+LLvkZM7X31OWUJgjOvIL5hMY1P/wE9UIyrchhmpJlMpJXgGTcfSPEkG5ujEtleh1Y8oFd9a9oyFB+jfjG7EZqBFirHaqzGMWzGPvXRNEFx0E19i12JxebII4SgNZIs2C4VZEyJWz+4z7IUgngiQ0skyQP3rOvcPm/RVk4cXc7/u3Jit2hYpRQiVIVn+IkkNr2f06b7wwSmXUzkIIcCZCyNDEGMcefh0gSWpXYZFu+Z5eieQOf/l5z1MRqe/A0yscekO9O0nfoHvke/W36G6SjdpwUim76Dlxj1//k+VkdT5zazrZ6GR35CxfXfxwwMwVTw+0eWsXzjnn2ee2cL588awnXnjsI0FZom+MRPXsKha5wyqT/fvnU6v33wfVoj2dSkhWubqW1N8/1PnodLI++9thspJUa4X8Fr1jx+cBy+Ahg2NjbHLrYY00fRleKzHzmBRNqiLZIi4HPicxtZISbPTEPXNVZXt/KbB/dMoM6eNpjfPfQ+llRMmnsJ1P46z5kE/klnE83kV0LcKkbj6/fnbUvXbYZYC8JbtU+Tn5QjRP9bfkrHsteIr1uIFY8QmHYhRr/RtgGfzXGHkhIVaUIbeEKv+te2m0wacOyn4YhQJdb2FSgrg9D3zT8jK8bkNwq3sTmYaJrAVFlRRQBOfU+lJMhGrw6sCBTs7/c4cDsPrhAjNMHrS3dQUeLjhQXdq8i8v66BFRubmTKyNOdaAeLSRejcT+GrWUtk8bOoTArP6Jn4xp9ODH/PaUwHQE9p0tIVwFE6AM3lJblzQ44Q04mStL/9MN6zbidlHdsi9bFEtqrWphwhpittr95L+LKv8+qa9hwhZjfPL6jmfz5zKm9/sINf3L8EgLQpeW3JdlZvaea2yyfy2wffZ85JAxg3rIRwwIWmQTrds8+LZSk8A8YU9DQKTr+YuBboVUSYjY2NTVdsMaYPoymFz6HhK97lAq9UwcDllCX5x9OrcraVhNzUNMUA+KCtgsnTLie9+MnOCgjCcFJy0WdJO0KFqzWYKaxoYRPAdP1mtOEDuk3o8iGlwlFUjvPEi3BOOAuERgbnAeXF29gcrahoM0irV2lKkaRFLKUoOYbNe3ejhSqxtr6PbNmJXjZkn/qUhNxs3tl+aC/M5rhHCcGW+ij3Pr+GbXURKoq9XHvOaMYNKULrIloEPQ4mDi9hxabu/hPXnjsat0PDOojpDklTUdccZ+OO/KWAAZ56azMTh5WQ7xckZrnQq04kePE4QGJqbiKm4kilECfxUHbF14iteK3H1JHUzvUEZBrouXKOTd/BMDSS1csLtqdqNyOUyTNvbS64z/MLtuQtelHfEqctkuIHt83i8Tc28YeHP8BhaJw9fRAXnjwUh8i/uLmbhOan/Jq7aHz0f5DJPQKgb/xpuMfNIbafHkk2NjY2+bDFmGOERNqipSM3FLqrmd2fn9vChdNHMffKu9EjdaA7CPcfiKX7ycjCYcdCN0A3wDLztuuBYqz9XCkzLTDl7kgYezCzOT6RHfUACF/xfvetacs+j8dqWeuuCG8I4fRgNW7eDzHGw6JVdVhSovfCHNnGZm9oumDJ+iZ+/8iyzm01TTF+9Z+lfOSMEVwwa3DnqrmmFJ+/ejIPv7qB1xbvwLQkQZ+Tj547mmljyg+qEAPQHkvhdOjE2wpHhyVSJoWXd8CyJNYB+MEcTKRUxLQQvikXIt95qOB+uj+MEpo9rTiKkFJhhMoLtuu+EFIJ4qn8c1CAWMIk5M8fXf3B+ka21LSzYEUtkI2aefLNzby7up7vf2Jmjy9BlgUp/wAqbv4ZsqMRmYxhFFdhGt7Oiks2NjY2B4otxhwjOPTuLxxCZEtbJ3eFYz77bi3PvltL0JetUPCzz4zDuZc5YEb34Z8wm+iyV7of3+nGKB1M0g7TtLHZb2Rb78ta17SZaALC3mNfaBBCIEKVyMbqfe5TGnZny1t3pCgP26vkNgeflKm6RaPu5rE3NnHW9EG4uqxz6Epx/dmjuHL2CDKWxGlouA1tn6JK9xenobN+WxuzJvZj+Yb86R/Txlbg1DXkITj/oUBKRSRt4J98LpH3X8q7T3Dm5aSFh8KhvjZ9DdOU+EdOp+2N/5DPODA4/WJMh58po8t5ZfH2vMc4cVQZLy7qno4HEPA685pn1zbFWLu1lUnDint8Bi0JUbzgH4wICJJK2beXjY3NQeXYn8kfJ7gdOpNGltKv1McnLp3AN2+aRtDn4ppzRnfbtyOWZu6soTiNvRvxpUxB8OSP4Oo/Kme7cLopv/rbJITvoH0GG5vjCdlR3+uy1jVt2UpKunbsVlLqihaqREYakKnYPu1fEsoKMA22ia/NISKWzBBL5l+tl1LR2No9KkVaEqcGPoeGQ3BIhBjI+tAM6x9k6rgKyvKIkV63wYWnDD1qhJiuZFxFlMy9HUTu76b/xHPRq8Ycsu/U5tCRMgKUXf7lbBR2FzyjZuAecyqZtMUVZ4zI661UWeJl7JBittVFcrafOLqML19/EnNnDebMKQM5e/ogjA8tWr75wc7squU+0lNKk42NjU1vsSNjjhF0obj98olsr4/y7+fXsKMhm996++UT+dqNU3ngxbXsaIhSWZLNaZ8wtBhDE6BpWJbVoydfVHoIX/xlRKKVdP0WdH8RRslAEsKHPe+xsekdsr0O4etd6eWatgzFx4FfzG60cCUAsmkLWv8Je90/7HftKm+dYO9729jsP3qeaNSuuBxH7vnUNUHQ5+Kn/3qPz1w1iTff39lZ5nfmhEo+et4YPA6xq5zv0UVKGjiHTKffbRNI125EZdK4+o/CdPiJW/tm8G3Tt8hYGpSPpd8nfkOmfjMyFcPVbySWK0hSeDAMhU9T/OLzp3HfC2t5d3V91vtl6iAuPX0YhiaYNLKUZbuiwG65aByJtMWfHltBLJHB0AWnnFDFN26ays/vW0JqV7S4z23sjxZjY2Njc0g4KsWYLVu28KMf/YglS5bg8Xi48MIL+cpXvoLbfexXFimEZSkypuRn/16cY2T258dXMHlUGT/5+GRcMpE1DHV6aJfw5oo6OmIpJo8soyzsQS+gyCgFceUCVyX60CpMqbKhmkffPM7Gps8g2+r22QOlK0opatpMJg08fn7vhMON8BZhNVZj7IMYo2mCooCLOjsyxuYQ4XUZDKwIsL0+0q0t4HVQFDhCnhKaxn9f38Rz87cA8KN/vMspJ/Tjs1dPosjvZkhVAJmxeqxedDDRdQ2XiiEyCYSmYxlektJ5QFEGaamTJoBWdRJCQNRS0HNxHJs+TkZqZPCjVU5CCOiQ0NqeZsm6rbgcOlPHVhD0GHz6soncctE4BAKnLrLRXVLx2Y9Moqk9yY76CO2xNA/O21PO3bQUb7y/k8a2BNedO5p7nlkNwNxZQ7DMg3vj6LrApRIIM4FAYDm8pJTLLoFtY2NTkKNOjOno6OCmm26iqqqK3/3ud7S0tHD33XfT1tbGL37xiyN9eUcMoWv897V13Rzlq0p93H5mGfHnfkPr9uwAZITKME69ia3bBS8trWfjtlZunF1JVVAgDAeW4SMpHXmjZfYnBFjTBA7NQihJBtvszMZmN8oyUdFmxJCT9rtvJCmJpY+PSkpd0UKVyMYtKBSCvS9n2mKMzaFCCUE6I/nMRybx/9m77zA5jjLx49/q7slhc1TO2ZaDLMk554AjJtiAfQST7o4DfObABmNyPMLBDzDYgME44JxtHGTZkqMkK+e02pwnz3TX74+VVlrv7Gp3tXnfz/P4ge3q7qkuTU93v1311rfvXNFhuJJlGtx8/SLchhqSB7BkxuGZFTvb/87YDi+/W8HL71agFPz25rPw9WCIck9YlsLSabQySdmq0z2D28hg1u+g/pnfk2muAcAzfg6F538SbZjYhpukCvR5aJE84I4+jqNxlOL3j65j5bqq9uV3P7mBD549k7lT8inO8+OxaB9m5zIh6EQI+2JMne7m2dWtBH0uIvGOuWLW72jg8tOns3huEeceW8b4Ag+ZrvMC95rLcHC1VtDw1G9J11cA4C6dSsEFNxH3FGed8UkIIUZcMObee++lpaWFhx9+mPz8tllITNPky1/+MjfddBPTpk0b4hoOjXTGYePOhk7L/+sDk8k8/h2c2MEpLjPNtWSe+AlXXf4NppdPY6G1ndTjv6Uq2fbg4p04l/wLbiJqhPt8s+M3kujGPbS+9SQ6Fcc3+0R8048DJMeMEE5rDWinT8OUKvbPpFQ41oIxuaXYlRvQrbWoUNezbxyQH/KwdV/XU/sK0ReOUjz7xm7ue2ELk8vC/NdHjmPHvhZ2V7UwZVwOi+eW4rWGJhAD0BJLdfnQpzU0RZL4co+sV51hKAK6leh7y2jZsQozmE/o+ItwgsUknLYXL0opXNFqqu77Lod2o03u3UDl375J0UWfpf65P1Fw4WdJ50xoG6oixjzLMlixoaZDIOaAfzy/mVs+togv/+IV/usjxzGlJIiXJOktr1O17B/o/fewiybO55iPXc+tf9vaYZbR2RNzmFOQYfqU7STXPE5yVxGh4y8i4ysi6Rz545An3UTl374JzsHeNqmq7VTd8w3KPvEjWgkd8WcIIUafEXf1e+WVV1i6dGl7IAbgvPPOw+128/LLLw9hzYaWaSjyczreYE0uC+Or39whEHOQxnnrAU6apEi8cjdO8uAb5MTu9dT8/Xb89O2tss9IEll2DzX/uIP4tndI7NlA43N3Un3PraSbavq0TyFGE93UNq21Eez9tNYVjRksY2zMpHQoFS4CZWLX7ujR+vlhLw3NCdL93A1djF1KQWMkyX0vbAFgZ2ULt9+5kldXV5BMO5QV+Am4DfQQBWJcLvOwb9+97iN76FRK4U/XU3XXV2le9g+SezcR2/g61X/9Oun1/8JjZFAKPGaappfvIdt4ZifWQrpuL4bHR/W9t+NJNx1RncTokcxoHl22vcvyFWurOHpmEd+/+00cpbB3r6Lx+T+1B2IAkrvXop79CT/6twWcuKAMw1AU5fr4j/OLafjLzbS8/hDJvZuIrnuVqrtvwdm+ErdxZNcJj+nQ8vpDHQIxB+hUgujal3FZY+uaLYTomRH3y7Bt27ZOvV/cbjcTJ05k27ZtQ1SroWcquOqMGR2WjS8J4qre0OU26aptmImmrGWZllrshr0YvZytRSlQkVqi617pVGa31NH8xuNYhnTVFGOb01wJlhs8wV5vu68pTUHQxBhjmQeVYWLkFGPX9CwYU5DjRQM1WWa1EaIvLMvkqdc7T6G7Y18LK9ZW8ucnN5LMDN31TQP1zQlmTMjNWj6hJETAe2TBGI+RovH5P3Z4gXNA0yv34rKjNMdtKqsbSVZ2fU+WrNyGK78cHJuWlY/htuS+QLTlRGuNpbosj8RS+DwWqYyDEW+madm9WdfLNFWTqttLcb6fW29YzEfPGIdedic6ney0bsNzd+LRRzak1XRSJPdt7rI8uXs9hu76uIQQY9eIG6bU0tJCOBzutDwcDtPc3HxE+7b6ELU+MKPC4WZWGAyTysJceOJknnxtJwCt0TRmeWmX65vBfOzWzkObDkju24qrZE6vxnN7XRqnKUb+mdcR2fAaqffdjEXWvEjw+EvIWP4e73MsGk7fq6HU23NypLRbsqUaI5iPZfV+qFFFU4aCoIWRZUrsA4va/nd4t0FfmLllpHevwcBGmdkvX8b+f/vC/VP61jQnmFTW+ZoxWg3kOdCXa+RgGujzXxmKlmg3D4rxtrKhaidDgULz0Qvm8NsH11BZf3Aq+KJcH5+76mjCQQ/pZLqbvXTPZSdI7FrbZXli9zp+/pKbD5xQxMxQPumGyqzrmaF80rV7AEhVbiWk0zhW74ZPmabCykRBaxzLT9o5sgD1SLl+HNDT79lIOi5TKRZMK+TV1fuyls+dWsCqzTVcd9ZE/C4H46gzaF3zEnZrfad1de0O1m0v5Y11Vfzg+hk0vLwz+4dqh3TNLlzlRx9BYmkLK5RPZn+v107HlVOIYbnpp3RNfTKSvgcDRdpADEcjLhjTFa016gjeFBuGIi+v7/lMwmFfn7ftL9F4mrLCALf92xL2VLclMPNOGEfryodBdw6ohBZfRnRd10O7PIXlBHt4XNrOkG6soumVB4nvWI3hDRJccBo5iy6i9on/A7stz4XWDpZlkBeW3DE9MRy+V0PlSM7J4d5usUgN7twiQqHePXw4+2dSOnV2CL+/66TYXu/oTJidKZtI8853cMeq8JbP6HbdovwAPo9Fcyx9RL/tI1V/nwNHeo0cTAN5/p98dDlvbcj+wHXsrGJyc7xHPBToSMydAt+96w2uOmsGXrdJTWOcolwftqPJDbrxeSx8nr7XL93YefaoQyUSKbR28dhbdXx5ycXw4u/by6ycIgyPn3RzHf6pC6l666n25d6gH7+75/9umdZ6Iutepe7tZ9CZJP6ZJ5C7+DKsvJIjuheE4X/9gL6djyPhuAA+dN5sVq6rIr1/xi/LVJQXBQkH3Bw/LczSohb0u/+k5p69uPJKyT/9w6Rqd9O84pGOOwqX0BxJUtMYR2e5Bz6UQpObeyQvCQOok66k6t47spbmnnAxnmFy3ztSvgcDSdpADCcjLhgTDodpaemcA6W1tfWIkvc6jqalpffdFE3TIBz20dIS7/OMAP1FKZg/tYCv/moZ+WEf86cWkEkFOfq8z5N87jdo++DbMNfc09nnnUbxxAYSezoPZVJuL1bpdBobo53KLFPjSkfaxuhabhx3EDPRROXdt6AzbW8G7WgzjS/9Dd+Uo8g/46M0PH8XAIE5J5JUHlqz7HckcJPCTEdI7J+ZyjthLrYrSKqfZ4saTt+rgdCTm8i+nJMjpd1SdRVYE4+itTVx+JUPUdOSIZnR5HghlqUrt2G0BWISiRTO8D38PtPKj/L4ad21iXRofNZ1DNMg4PcQi6fID3nYtqcp6+/YaNWXc2CgzsfBNhjn/7wp+RTn+ToNf/O4TK46cwbxaJJ4tPNQiMHiUoqvfPR4/v7sRt7eWEPQ56asyM91588huH+IUnft41YZzHQUnU6g3D4yriBp5+BbZA9uPOUzuxySkS6ayd6atpkdd6iZTJ53BmZrNTmLLyXTXIMda8E3cR5OKo5yudGpBDlLr6Al5qCjPTtPvTpG/cM/JlW5tX1Z6zvPEl2/nNKPfZ+4mdPT5upguFw/+vt8HC7H1VNhj8kPP38Kf3xsLcdMDrBkmg+rbgv+giA0rKX+yf9rXzcZa6G2YjN5p16Lf9YJxDa9gbt0CuFFF6HyxvH1y9PsatRURxSBgnHtsxx1pLCKJx/xdcKTP4mcE6+k+bV/0p4ryTDJP/dG0r4CYkN8HRpp34OB0Nc2GCkvIsTINOKCMdOmTeuUGyaVSrF7926uvPLKI9p3JtP3Hyfbdo5o+/6S63fxg8+dwl+f3sCksjBVTUne2mBy7WXfxhutQqcTkD+J5VsiPHrvBn7/n2dhN+wltuG19n0YviDFV3+NGEHs9x2Tz0yRXruMuuX3o1NtD5IF5/0bLZvfbA/EHCq+Yw2hY85BefwowyTvpCuJZNSwaKve8pkpEqufofm1BzssDy+9HO/RFxB3+r83wnD5Xg2Vvh77cG43nYyi4y3gz+v1DdHu+rZzrDBg4GSNtrQ9NDkOXZSPfCqnFLt6O/acM7tYo+24HdshL+RhX11k2H4XBtJAnAMjpR0H8vx3GYpvf2opD760lRff3kvGdjh2VjEfu3AOfpcxLNrIBXz8gtl86JxZaA0uU2FwcCrgrtonZMZpevEvxDauaOtNa1qEjjmPwAmXEbPdaA2O4Sbv3Bup/us3Ol3zQ8ddwEvb4+1JhH/04Gb+4/KzOGF+kpoHf9C+fhMP4CmfTvEH/pNUYy12sIR0umftZhiKTN3ODoGYA5xElJYVD+M98aMk7b73jhnO149D9baOI+W4AHJ9Fv9z7Ryir99H5IHnSQOhy/+L2hfuyrp+02v/pPjy/0QpA//ME2h48a/tw/CnFYwjeOEX8V50E5V//SY4Heezzjn5alLKd8Rtk8GF56gLKJ9/Gsmq7SjDxF0ymaThJ542OXBtGmoj6XswUKQNxHAy4oIxp556Kr/5zW9obGwkL69tWtjnnnuOVCrFaaedNsS1G3ra0RQE3dx46Xzuf2ELpxwzjn++tJU3NtWTG/LgsgzqmzeiteaWDx+F6aTIWXQxeUsvR2uNY2fAn0tC+bHtjmNnLUuR2foGjS/+pcNyM5BDfMeaLuuU2L2B/DOvxztpAa68UhiBb6mVUtBU0SkQA9Dy+kN4Jy3AyJ02ZNOZipHDaWrLoWAEC3q97d7GNH63wu8eW8l7D2XklJGp2Y4Tb8HwdZ8LpiDsZWtF8xEPYxXiAMfRuBR86OyZXHnGdABchoHSzpDNopSNY7fVEwVovf89fdfngM9M0fDk/5HY9d7BhXaG1reeIGPbqOOuwrRcmMrB8OVQ/vHv0/LmE8R3r8cMhAkvuRyzeCotyw7miNEaJua7qH3w9k6Bm+S+rcS2vI3/xA8SS/c8d5ZlGsTWdp4g4IDYppUEl1xJEslLN5IZBtiVG4mser59mTKMDrMmHUpnUuDyETrhMqr+8j8dhuan6yto+vs3GPfpn1N+w49oXvkwyb2bsUL5hJdeAfkTidv98ziUdCyShDHKj9n/twaZ0E8I0Y0RF4y59tpr+etf/8pnP/tZPvvZz1JfX8/3v/99LrnkkiMapjSaRNM2X/7FMuLJDH6fi6vPmsH9L2yhqfVg1+nbr5/H+OoX2ffM0+1T8blLJlN42X8SJYBjd76p9DhRal69r/MHag2m2Z4X5v0MXwhj+knEbI2nfw5x0HlMm9Y3Hu2yvHXlIwTO/yJJep+QVYwtB4Ixqg/TWu9tTFMYNMd0YMHIKQEUTu0OjIlHd7tufthDImXTHE2RGxypvz5iONK2g+vAH46TZQLnkcVMRToGYg4RX/M89uTTycnPhb3vUPmvP6OdDIHZSwgvugDfpAXE3Xkk0nDRiZNZtamGnVWtlOT78TTvIp2l1yzsT+h/wmVAL4YAKFDurs9lZbnQ3QSdxMjg1kmaVjzcceHhrnuWm6bXH8qaI1FnUkRWvYDr2A/gO+VjBOwU2rBIalfW+90jJS/mhBA9NeLSSYfDYe6++278fj9f+MIX+P73v8/FF1/MHXdkT5o11ijT4KGXthFPtgVGnly+g1giwzduWMxFJ03hrEUT+MkXTmJSyypa33yiPRADkKreSfW938ZH9p4rKpPCiXXO1xPb9i6BWUu6rJNv5mISyRH+asDJYEeauiy2o00YeoQfoxgUTlMlypeDMl2HX/l99jRkKAqNuBh6v1IuDypUgF17+CmuC8JtCZIr60ZebzwhBotSZJ2Npp2dwWc56NodNDzzu7bhznaG6LpXaXj2j+z70814M22JfS00X/v4CXzjhsWctWgC7lTXs1xqO91pyMjhpNM2gaPO6rI8ePTZpE3pFTPSKW1jR5s6LLPjrZih7D1KDV+IOF4y1V1fFxJ7NqKcNMmMQVx7SdiWBE2EEENuxAVjAKZMmcKdd97JqlWrWLFiBV//+tfxens3K8lolbYd3nzfTA9PLN/B9+5+k701EUrzA0wI27SsfCTr9nZLHU5TVfYXEKYLwxfCP+sEgkedgbt0CgDR9csJHXU6Vrio0yY5J11N2hU64uMaarbhwTv5qC7LPZMWkFGjcwYb0b/spso+9YqJpRzqIjbFIel9ZeSUYtfuOOwMGblBD6ah2Fc/vBPPCjGUtAbD313SW0Ug4CP95gPZt8+kiG1eiWWZaN0WkJlWGuTCxRMJTZrT5V6tnGIco3fXTa1BB4sIHn0wIGPlFBNccBrhxZcSOPos0hl5wB4JXC4Tjwssq/M1zTE9eCd0/O40r3ycgnM+3vlFhmHiPvuzvLMrhpHT+T60/fPyy9HG2H6ZIYQYfuRXaRTyuS2a6DibQ8Z2WL2lltygGzJ+nC7G3QJk6isw8qZ3Si7qmG5KrvgvImtfwY42E5i9lLxTrqH+ubuof/5uSj58G4k964ltWoHpDxNceB62v4CE0/seAMNNOqMJLTyb1neeaXsreAjl8hI65lxapWOM6AGnaR9GfvaZgLpT0dj2BrlIgjEYueXYe9fiNO7D7KYtDUORH/awr156xgjRHe0N48ovJ92wr1OZZ+oxRBIOmbpsM9G0Se/binfeee1/O44mlbKxgoW4S6eSqtreaZu8s64naQSgl4nM444H/9JrCCw4E5WJY0caiW5+E21nsJuq8IfLiDkyLHG4chs27nQzkVUvYjfswzNxHqEZJxAzgtj776MyWOQsuojoxpXtvafSdXtoeespSq75bxK715Os2oGTOx576onc+VI126p2853LLoH9s112pAgvuoCY3KcJIYYZCcaMMh7T4KKTJvOHR9dlLT9/6WQwMii3D52KZ13Hyi8n8b6um24jQ2rz6zQ+/8f2ZbGtb2MGcim69IsoX5gIIdTEJQQmnYBWBrGMk23o7sF9mg5uJ4aOt6L2T5GdwDtsu43GVJjS6+6g4dk7Se5tmw7cM342+efeSMwID5dE+WIY03YG3VJ72Fwn2expSGMakB+QYIwK5oPlwanZ1m0wBiA/7GVfrQRjhOhOAh9FV/03Nfd/j0xjJd6J8wgfey7K7UV7c4g4Cte0Y4htfD3r9q7Sqegsl+649lJ4+VdoWX4/kXWvgJ3Byiki78zr0cWz+jzFbtzxEAzl75/i+uAMm9H1y/HPPZnQqddJQGYYchkaVbWOyod/xoHpn2Nb36Zp+QOUfuR2Yu4iHEfjOBo7Y1NyxZdofPWB/cE8hTIs0A52PILrtBv4xWM7WP3ChrbE2pZBo1nI1Ou/ixNpQFkuEns20rrqefLPvRFXbjFE5UZNCDG8SDBmlLFth8XzSnntvUrW72joUHbRSZMpyvGSNDXhRRfRvLxzl2MzmIeRV9ZpVgi3HaXy+T91/rxoE81vPUXonM/gZDSg9yeO7/6C598/TXT9ykfaE/+6iiZS+IEvETPzhmVAxnY0UVcROZd8CdNuC2TZpo+Ydg/L+orhx2muAu2ggoW93nZ3Q5qioIlpSHJKpRRGbhl2zXZcs7ufRa8w7GX1tm7yYQghcBxN1Mih4IO3oZNR7Lqd1D39O5xEWyDTDOVTdNFn0ckY8R2rO2yrTBf+WUtoTXfudqA1tNo+vCdfR2jpFeDYOIablBk4oqllLcsgsXFFh0DMAbH1rxI8+ixUeCo6W4RIDBmPjlH1+K/gfSmvdTJG/RO/IvfyW4jjwXE0RqiA+hf+2NYL+6QrQSkSezdR88j/Ej7hUrQvTE1DvD0Qc8f1c8lZez9VW99s379v6jGUf/z7JI0AhtsHUQnMCyGGFwnGjEKm1vznB49hX32UV1ZV4HVbnHHceHIDbgytcbQiePSZONEmWlf/qz3zvKtgHIVXfIUYAUBjGAq3YWMYkNy6jvdfPA+Ib32b3DPjQLBn9TMVqY0rO00Tna7dTc3fvknxdd8lMkynpdRaE7ddcGAeDRu6ahch3s9pbBsCYIR6H4zZWZ+mOCw/2QcYuWVktr6Ok4xgeLr+7SnM8RKJp2mJpQj7Ja+TEF1xHE1c+fBl6ql/7JcdyuzWBqru+z7lH7uDxN5N7cN1zUAuhR/4EnEz1D6Fr2kaWKQByODCth2SGUWS4P6ptoH9gRjTVHh1FBKtbZmEPSESyo99mBlu3E6MhlXPdlkeeedp/GffRDLdt7YQ/U8psBv3dZrm/IBU9U7MTAyMth5NcRWg4OIvUPvgj8g07p8yXRmEjjmHwLxTiDpw242L2VHZAqk4uesfwG6sIHz8BW3b71xDfPu71D31/8i58AuDcoxCCNFbcmc/SploJhUF+MQFc4C2sdtojWkovLFKqh/9Of6pCym5+mZ0Jo0ZzEMF8ojqAI6j8ZtJnLqdRN56EjOUjyu/vOsP007WqQS74spEaHwteyJAO9pEpm4PRuFs6W0iRh2nsQI8AZTb16vtUhlNVXOGuWUSTDjAyC0DFHb1tm6HfRXktCV331cbJTxJ2k+I7niMNC3L789e6GSIrH+Nsk/9L05LHZgWeMMklK8910fAiJPZt4nIqudBOwSOPhvf+DlEHV+nYUxuw8ao3kTN07/FSUQx3D6U20vhRZ8jnTuZtN1NL0CtcdLZH+qhLalw2wdKT8LhQ3UZiDlAO0771CK2rYlZBRRf+w10tAE70oSyXMS2vk31379N0WX/Ab5iZo8P43cg7VmCE48Q3bQSgPAx52D4w9Q99TvMdBTofeJ8IYQYaBKMGcXaEuh1nDbSr1uo/Ns30ekELW8/TcvbT3PgVVXxtd+A3On4jSStL97VPjZcWW6KL//PLj/HXTYN2/S2vxU7LDuNHe16ust0zU6M4jkSjBGjjtO0D6MPQ5T2NqZxNJRIz5h2yuXBCBVi12zD1U0wJi/kxTQUFXVRZk/KG8QaCjHyGE6aVN3eLstTVdtJaYukb1zbgkPewwTNOA2P/oxkxeb2ZYnd63GXTqXg8q8QsQ8GoZUCV6Ke2md+T96pH8QK5mHHWjADuaRrd+EJ5ZOm6xmeMqYP/+wltL75RNbywPzTyGgTSeY2fGitsQoncLB7VEdmqADc/g7/ZEpBpm4PNfd/r8N2hj9Mqmob/jKHdGsTRkEpLW8+QfKQYWuJ3evwlE2j6IJP48QjA3psQgjRVyNyamvRO5Zl4HabuN0m8S1vdpoN6MDFrfnlv+FRKWip6pCkT2dSpKp34Z91QuedGyb559xIUvciUZ5hYfi6nu7aVTheAjFiVHIaKvo0rfWu+jSGgkKZSakDlVeOU7sD7WS6XMc0FPlhLxW1cjMuxOE4hgtXfmmX5a6iCTjKwjQVASNGIF1H2IyS40qQ2bu+QyDmgFTVdlI7V2NZB2853YZD5J1nKLrk87S89RTVD/yQuid/S/X93ye6fjkqFcPdTew5lYHQsRdg+MOd61g4AVdZ35MDi4GTNv2El1yWpUSRf/6nsF1+gipC0GkioGJ4jTRNL/9t/zpt94VmuJDSa7+OK7eYTHMdpsdLYu/mDoGYA5KV28i0NmAGcwfsmIQQ4kjIa9ZRzGU6eO0o8U1vkWqswjtxPu7SqVg5RWSaazutn6qrwDIVzatf6FTWuOw+Ci/8NN7xc2hd/QJ2rAXvuJnkLL4UI5iH7sV0gWlXiPDiy2h66a+dygxfEKt4cqfZnIQY6bSdwWmuwjVhfq+33VmXpjhsYkny3g6M3HLs3atx6ndjFk3tcr3CHC97JBgjxGElHRc5J11NYufazoXKILjwXFJ2Glf1BuqX/5PiS79A86v3YwZySOzd1OV+I6ueIzzpWDK0DRU0nBTeibOof+Fu0u/riZPct4XGl+8l94LPkqLrFz0xI0Tpdd+l9a0n2l4gmRahhWfjn3caEad3Q0HF4EjaFr5jLsRdNp2W1x4k01KHp3QqOadeixHIo3XFfUTefQ6dSWH4w+SdfA3BeafSUPMXAJTbS+nVN9P4yj+IbXkb0OQsvZzE7uwziAJEN76Ob/ZJg3SEQgjROxKMGaUsQ2PVb2PfA98Hpy1S0vrOM/tnRPgcNY/8rFO3TVdeCVoZZI2saIe6J36Dd+I8Ci/4NOm6PaRqdlF13/ewQvkUXP11orpnNz+2rfHOOYVQSx2t7z7bnm/Gyimm6MqvEiOIJMUVo43TVNk2k1KoqNfbbq9LUZYjP9fvp/w5KE8Qu2prt8GYolwvb2yoQWuNUhLQEqIrWmvsUDn553+axhfuQqeTABjeIIWXfJGUOxdXSwVVj/wv4274PrVP/JpU5TZyllxG1rmt2/frdMje4hgurFAh6drdWdeP71hNXiYB3QRjbFvTShD34mvwH38pACnTT2tG7h+Gs7jtxixdQO7lM1C6bXYtR2man/0t8a1vt6/nxFqof/YP5J5yDf7pxxHb+ja5J15J/XN/IrF7fceddpe3UDvYSgYCCCGGJ7m7H6W8OkbVP3/UHog5wG5toOn1hwgtPIfm1x/qUJZz8gdJ2BaBBWcQXb88635deaW0vPUU0Q2vtS9L11fgNO5D5U7v8TSSUduDZ/HVBI+/ECfWjOHy4nhCxPDJECUxKjmNbW9/ezuTUjzlUNNic8wE70BUa0RTSqHyyrGrt6AXnIPqIllnUY6PRMqmviVBYY68MReiO0nHhWvKEkpvOAodawLDAG8OCcOPS6dpWvZ3gvNPxm5tbJ9aOr5zDYHZJ5KsyN47JrDgDFLKy4GEICnHxDpM4n8nGQdP13ljDkhlFCn2n9cSiBkRbFsTPxBosyFoN3QIxByqeeVjFF10E7Gt7+AunkjjS/d0KE/sXENw3ikk923Nur1/5glIp1IhxHAloeJRSClFpmFvl1nrE7vW4p0w++AC0yL3tA+jSqaTyTiovPF4J3UeSmEGcgnMPZHopjc6lSX3rO8wHrwnkrZJhDAx/wQiriJijlcCMWLUchr2onxhlKt3QZUddWk0UJorsfNszPzx6EQrurmmy3WKctse1PbUyFAlIXoibSsiOkDUN46op4yo9mPb+xP81uwiOOckEvsO5odJVe3AlV+Kq3BCp3258svxTj++Qw4XrcEIFXRdAcNEeQL9ekxieFJKHZy6OgudimP4c1C+YNbJH5KV2/BOOQpX4fhOZa6CcbgLx6MjDf1aZyGE6C9ydz8KKQVOItrtOmaogNKPfR+dSWME80gZfuJ2WzAl5njJvfDzZPaspeXtp9CpBIFZi/FOmkfdU7+DLMkyzXCBBFKE6IZdvxfVy14xANtrU/hciny/xM6zUaEisNzYVZsxckqyrhPyu/B5TPbURDhmRu+HiQkh2mhlYeUUo7XGDOR2KKt78v9RdPFnSVXvJLppJVprggvOwDtrCVHHz/uHH2esIL6pC4lvX9Xpc4JHnUHa9Pd8lkYxYmmtsyZiPpQRyKXs+u+hEy1Zy9NNNeSf/hGS1duJbXoDrTWB2YvxlEyl9on/o+iKrwxE1YUQ4ohJMGYUchyNu3hyl+VmKB/HFSBq+tqGY2s63fBEbS+uSYspKJpIYvs7aMcmtuUtMk3VnXdomHgnLaBVZi4QoktOw27M0pm93m5rbYrSHEtynXRBGUZbIt+qTbhmnZJ9HaUoyvWxp1p6xghxJJJ4yDnpalJV2/GMm4lyedrzyjiJCNUP/BDPuJnknngFZtksEspPJOOQLQ9c3HaRd95nMF7+M9ENK9ryfhgWoYVnEVx8BRFbZo8bK4xgAWYgJ2vPF9+Uo0mbfhK2C7/PwlUwjnR9RYd1lGNT8+gvcRdPIjB7CQCx7atoWnY/GCZmH2YxFEKIwSCvWkcp2xUkMC/7g0n+2Z8gofyH3Uc6bWN789DKpOm1h/BNmo93wtyOK5kWxVfeTEIF+6PaQoxKOhFBRxtR4eJebedozfbaNOUyRKlbZsEEnNY6nG66ohfl+tgtw5SEOCKOo1FF08DtA0NRdPHnUa6OSXa1Y+Mum0HE9pLJdP+SptX24jvtRso++XNKP/5Dyj75MzxLPkjE7jpxrxh9YgQovvp/MLwd7yVd+eXknfcpko4LgAQ+iq76b1wF4zqsF6/YQt5pHyJZsYnGV/5B4yv/ILl/dq/wCZeQsQ5/zyuEEENB7vBHqbjjJnTqR3GXTqNl5cPYkSbcJZPJO+N67NyJ2HbPhhTFbRfu2WdSPmspmZYa8s/7N0gnSVRuxfDn4CqZSkIFyDjy1l6IrtgNewAwehmMqWjMkEhrxkkwplsqtxQMV1vvmJwTs65Tkufj7U21xJMZfB5pTyH6Ku648cw4GYMEhjdAyVU3k2mswo414ymfgZlfTovd84ffpG2SJAzucFsHms4jocUo5ziamLeEko//gEzdXjLN1biLJ6NCxUS0r31yCMfRRI0w+Vd/A5VowYk1Y4bysd0hQFEUKqDp5b+RbtiHlVNEzslXY01cSErLb74QYniSX6dRLGp7sGadQdGMxSg0NiYJep8kN+WYpAiiwsG2mSs9YE4bh601SUfLLNRCHIZTvxsMCxXoXVfpLdUpTANKZVrrbinDwsgrw963EWZ1FYxpezjcXd3KrIl5g1k9IUadtgBKAMMVxJOThzuvHK0MktpNWoIpog8cRxMhgFE4G1U0h7jj7J+xWndaL4YX3F6Up7jtvnT/UHuz9Cjyr5mOgYODQcrwE8s4WHIJFUIMU/LzNMplMpoMh07l2vfIyaGzVtuSH0aIHrPrd2OEi1BG70aGbq5OUhq2cJnS8+xwzPwJpLcsx4k2Qqjz9NUFYS+WqdhVHZFgjBD9xHE0cVywfxiJEEeq7YVhz+5V9ftWs22nLVBzcGf9VzEhhBgAkjNGCCEGmFO7s23Wn95sozWbqlOMz5OYeU+o/HIwXKT3rs9abhhtSXx3VbUOcs2EGBiS01uIg+R8EEKMRBKMEQPKMiCoovgju3DVbybdWIVLSR9mMXboTAqnqRIjt7RX21U0ZogmNRML5I1zT7QNVRpHpmJ9e36B9yvJ87OzMvvUqEKMFG7DJqQieJu24WvdSVBFsQwZLyzGHsNQ+I0EgWQVnoZNBO16fGZqqKslhBA9Jq9cxYBxGQ5W/RaqHvk5OhVvW6gMck68Et9R5xC33UNbQSEGgdOwB7SDkdO7YMyGyiSWAeWSL6bHzKJJpDe+TLqxCly5ncrLCvys3lonSXzFiOU10mQ2L2PfS38Dp+3FhnJ5KLjocxil80g5Mh20GBsMQxGwm6h54PtkGivbl3snzSf/ws/RanceriqEEMON9IwRA8Zrt1DzwA8OBmIAtEPz8vvR1VsxJQ+GGAPs2p2gjF4PU1q/L8m4PAtLzpMeUzmlKMtLfMearOWl+X40yFAlMSIZhkI17aHxX39uD8QA6HSSuod/hjvdNHSVE2KQ+YhR88D3OgRiABK71tL04l/wmPYQ1UwIIXpOgjFiQLhcJtG1L7M/FX4nzcvvx60Tg1wrIQafU7cTFSpEmT3viZFMO2yqTjGlUHqP9YYyDMyiScS3r0Jn+e0pCHtxWQY7ZKiSGIHcKkXL8ge6KNW0vvMMbkuCt2KMiDWRaazKXrRpBS47OsgVEkKI3pNgjMAwFI5SxNIOkZSNjcI0j+yrYeCQrt/bZXmmuQZDy1sLMfrZNdsxcst6tc3GqhS2A1MKJV9Mb5nFU3GSUTLV2zuVGYaiNN/Ptn0SjBEDSxmKhK1pTdqkNZjWkd9uGU6GdHNNl+WZhn0oJCebGB0MQ2ErRTTtEE072Eq196hWSmFHG7veWDvodHKQaiqEEH0ng+bHOMNQNMbS/PL+1WyvaAagrCDA5646mnEFPrTTt6SAtjbwjJtNbPObWcvdJZOxDRdIPEaMYjoVx2nch2vCgl5tt3pPgjy/QX5A8j/0lhHMxwwVkNm9GnfRtE7l5QV+Nu5uQmuNkuk3RD9TCjIo7n5iA6+9V4njaPxei2vOmsHJR5VjdJFcuidsw427ZDLxlrqs5Z5xs3BwATKdrxjZlKGobU3xy/tXsXv/sNLxxUE+f/XRlOR40Y7GyinuenvThXL7ejpDthBCDBnpGTPGxW3NLf+3vD0QA1BZH+XW379OczzT56kCMxkb38zFKLc3a3nOKdeSdGQIhhjd7LqdgMbILe/xNo6jeXdPgunFcn70lXfcDDJVW3ESnXPDlBcGaI6mqG+RYZKi/9kofnjP27y6eh/O/pcZsUSGu57YwPL3Ko+o12nKMck56Wqg84VZWW4C808nnZFAjBj5YmmH//nN8vZADMDemghf/+3rRFNtb/EcdxjP+FlZtw8dfwEpMzAodRVCiCMhwZgxzLIMXn5nL4lU5+4pjqN54F9bQPX9KxJTQUo/fDuuwvHty8xADkUf+BKZYFmX088KMVrYNdvBcqNCBT3eZktNimhSM0OCMX3mLp0GysDe0zmRb3lh2w36tgoZqiT6X1M0xZbdTVnL7nthC4kjCJZoDWlvIUVX/zdmKL99uSu/jJIPf5O4GezzvoUYLkzT4JkVO0llOVcytsOjy7ZjmAZx7abgkn/HP2MRBwKUynQRWnQx/mMvIpWRno9CiOFPhimNYRkNa7fXd1m+eXcjaduhr/kAbQdi3hLyr/oGRjoKjo0rGCaGj1RS3t6J0c+u3oKRW4bqRVDzjR0Jwj6D0hwZotRXhsuNWTSZzM53saYvQamDbRnwusgLediyt4nFc0uGsJZitDEMxZ7qrmfqisbTJNI2Lnffz+2UY2IWzqboI9+BZARlGDiuAAnlw7blBYcY+dKOZv2OrvPBbNzVSNrWmECr7Sdw9qfJOeM6dCqB8vhJGwGitgRihBAjg/SMGcNMpSjJ83dZXpDjwzSO7ILmOJqY4yFi5pPwlWCFC7ElT4wYA7TW2FVbMPLGH37l/dK25q2dceaUuiWfyRGyymeikxHsys2dysYXBti8p2nwKyVGNa01BTm+LstNQ+G2jjzIatuaqOMj6ioiYhYQc7wSiBGjhmUoivK6Po8Kc7ztiXwBErZFhDBRdzERHSQpgRghxAgiwZgxzM7YXHTylC7LrzpzOqZc04ToE6e5EpJRjPxxPd5m1e4E8bRmTplnAGs2Nhj+PIycUjLbVqLfl8VxfHGQitoosUR6iGonRiOtoSTPR04w+xDDUxaOw+uS2y4huqMdhw+c2jn5+gFXnjED1cfJJYQQYriRu4IxLsfn4vNXH411SNRFKbjm7JlMKgm1JyAUQvSOXbUFUBh5PU/e+8rmGOPzLAqCMkSpP5hls3Gaq3Dqd3dYPqE4iAY272nOvqEQfeQxFd/8tyWdAjJzJufzkfNmoW0ZoitEd7SGwrCHT142H+OQ3tmGgo9dOIfSPJ/kHBRCjBqSM2aMU1pz7PRCfvXlM9hd3Uom4zC5LIzHMlBysROiz+x9G1G5pSirZ71cKhrTbKpOceECmQGiv6jcUpQ/j/Tm1zGXTmpfnhNwEw642bCrkYUzCoewhmK0cRxNnt/FDz9/MrVNCRpbEowrChL2u45oWmshxhKlNUvnlnDsrGJ2VbWgNUwqC+E1jbZojRBCjBISjBGgNW4FM8rCKNV2MykXOyH6TmuNvW8DZunMHm/z7LoIIa/BzBKZRam/KKWwxs0lvWU5TsNejPzx7csnFQdZv7NhiGsoRiPH0biAcXlexuf75JoqRF9ojceA2eNzALk3FUKMTjJMSbTTWsuwJCH6gW6uRseaMAon9mj96pYMK3ckOG6S94iTZouOVMEElD+P1MaXO+SOmVgSoqIuSnM0NYS1E6OZ1sg1VYgj5DhybyqEGL0kGCOEEP0ss289KKO9J8bhPPxuKwGPwdHjJXFvf1NKYU1cgNOwB6dme/vyyaUhANbvkN4xQgghhBBi8I24YMzy5cv5r//6L84++2xmzZrF7bffPtRVEkKIDjJ71mLkjetRvpj1+5K8vSvBSdN9HRJpi/6jcssxwiWk1v8LrW0AAj4XJXk+3ttRP8S1E0IIIYQQY9GIC8a88sorbNiwgUWLFhEOh4e6OkII0YG2M9j71mMUdT1t/AGxlMPdrzUxIc9ibpnkihkoSinMycegIw1kdrzVvnxKWZi12xukC7wQQgghhBh0Iy4Yc/PNN/Pkk0/yve99j1AoNNTVEUKIDuzqLZBOYBZ3H4xxHM2dy5qIpTTnzw+glPSKGUhGIA+jdAbpTa/ixJsAmDYuh0g8zbZ9MsW1EEIIIYQYXCMuGGMYI67KQogxJLNrFcobRIVLulzHdjR3v97M2ookFx0VIOwzB7GGY5c14SiU5Sa16ik0DmX5fgJei1Vb6oa6akIIIYQQYoyRyIYQQvQTrTWZnW9jlEzvsqdLJOHwq381sGJ7nAsWBJhSKMOTBouyXFhTT8Cp30Vm+5sYhmJqeQ5vb6pFy5SpQgghhBBiEFlDXYHhxLJ6H5syTaPD/4quSVv1nLRVm96ek0Pdbnb9HnRrHa55Z3aqQ9rWLN8S46F3WrAdzZXHhplS1L+BmAMdB9v+d2x+dw7XBkZ+OXrcHNIbXsZVMI65k/N4b3s9++pjTCod+UNfB/Ic6Ms1cjAN9fk/3En7dG+ktU9Pz8eRdlwDQdpA2gCkDcTwNOTBmNbWVmpqag673oQJE3C7B+4NsmEo8vICfd4+HPb1Y21GN2mrnhvLbXUk5+RQtVvD6ndQbh+5U2ahTAtHa7ZWJVmxNcKyjRFa4jYLJvg4e36Y0AAOTfJ6pbdNd22gZy+iNdpI4o2HmH3ev+H3Wqze3sDCOaWDWMOB1d/nwJFeIwfTWP7d7Alpn+6NhPbpy/k4Eo5roEkbSBuAtIEYXoY8GPPcc89xyy23HHa9hx9+mDlz5gxYPRxH09IS6/V2pmkQDvtoaYlj284A1Gz0kLbqudHeVj25iezLOTmU7aa1pmXNK0QK5vLu6mbWVSRZvy9JJOngdytml3pYODFEQdACbROL2f1eB8NoC0IkEimc0fe16ZGetoE58yQya56l8YU/M7P8HP715m4uXjoRY4QnUu7LOTBQ5+NgG+2/m0dK2qd7w6V9+vt8HC7HNZSkDaQNoO9tMFJeRIiRaciDMVdccQVXXHHFUFcDgEym7z9Otu0c0fZjibRVz431turrsQ92u7VEUyxfsZaVexex2y4EmigNm8wrdzO50EV5rtX+kO8MaJTE2P8ZA/05w1kP28B0Y805jcy6F5jRvJJVrbNZu62euZPzB6meA2sgzoGR8ls01n83D0fap3sjpX16W8eRclwDSdpA2gCkDcTwMuTBGCGEGKn21ER4asUu3txYA9phkktx/mw/U4rc+N0yJnm4M7whrLlnUrL+JfLMGC+9sZW5k08Y6moJIYQQQogxYMQFYyoqKnjvvfcAiMfj7N69m6effhqA888/fyirNiRMU5GyIeNoDAVeyxiz3Q+FGCx1TXEeeHkbb2yoISfg5tQFxUzbcT+BcdOwxnmHunqiFwxfGPf8s5n39iZe3+6l7p1/UXDMGV3OhiXEUDItg0TawdHgMhWWahuyIsRI1OEe1gCvKfewQoixZcQFY1auXNkhx8yyZctYtmwZAJs2bRqqag0JrRS7amL84bG17K5qxeexOH/JJC48cTKmTNMqRL+zHYenV+7m0eU78bhMzls0gflTC3B2vU2aJGbxtKGuougD5fGz4Lj5rHylmX+9spqL9ryGd/EHMUtnDHXVhGjnGAaPvrKDp1fsJJGymVwW5oZL5jG+wA9yzRcjjFaKHdVR/vjYOnZXt93DXnjiZC5YOhljzA6zFUKMNSMuGDOccswMJdM02F7VyrfuXNm+LJ7M8NDL29i0u5H/vPYYCcgI0Y8q66P87rH17K5u5fhZxZw0vxS3y0Rrh9SONzHyJ6I8/qGupugjv8fFvPE+llUdxdmR53Ae/Q5G8XRcs07Gmng0RiBvqKsoxjBHKX58z9ts3NXYvmxnZQu3/u51vvXJJUwuDmDbcs0XI4NpGmzZ18Idf3qjfVk8meHBF7eyeXcj/37NQgy5hxVCjAEjLhgj2iRthz88ui5r2fodDTS2JikKueVlmRBHSGvNq+9Vcs+zmwn6XXz0nJmUFRzMrG/vW4+ONWNNWzKEtRT94fhJXtbsTbKi+ErOyt9HZte7JJfdTRKNCuRj5I3DCOajvEGw3GBYKMMAZYLlRrm8KF8YI1SICha2lQlxhJSC+pZEh0DMof7w6Dpu/cQJmINcLyH6KmVr/vDo2qxl722rpymaIt/vGuRaCSHE4JNgzAiVtjUVtZEuy9fvaODMY8olW7gQRyCZtvnrM5tYvraKBVPzOeu48bitg488WtukNy9vf0gXI1uO32ReuYen1kY4+fLp+MtmolNxnLpdOE2VONEG7MpN6HQCbadBO23TNmkH7AxwSPTbcmMUTsEaPxdr8rEYeeMlD43oE9M0WLe9ocvyPdWtpG0H05TvlxgZkhmbqvqup+beuKuRU+aXSv4YIcSoJ8GYEco0FJapyHTRLTk36EFLtxgh+qymMcav/vkeVQ1xLloyiXlTOgdbMjvfRUebpFfMKLJ0mo8NlUmefC/CVceFUW4fZvlszPLZ3W6ntQY7hU7G0NFGnNZanIYKUqueJPXWQxj543HNOQPXzJNQLknyLHpOa8gJursst0wD05BAjBg5Dnxn7S6ST+cG3XIPK4QYEyQYM0J5LINTFo7jxbf3diozDcWsSXkyflyIPlq1pY7fP74Or9vio+fMpDjP12kdJ9FKetMyjOKpGIHcwa+kGBAhr8EJU3w8vz7Kkqk+xuf1rKu8UgosD8ryQCAPs3gqTAPt2Di1O8jseY/k8r+SfOufuOefi3v+2ShP4PA7FmOebTvMnVLQ5cPr6ceNx20ZaOlFIEYIj2lw0tHlvPJuRacyyzSYPj5XZgkTQowJMqB9hNK2w4fOncXEklCH5YahuPn64/FY8pZMiN7K2A73v7iVXzy4hvFFQa4/d1bWQIzGIbXmaVAG1sSjh6CmYiAtmuIlL2Dyx1ebSB9hUFsZJmbJdDzHX47nzE9jls0m9e5jRP7+FZKrnkBnkv1UazGaeU3FVz56HMb7esBMKg1xzVkzJBAjRhTtOHzkvNmMLw52WG4ails+djweGXInhBgjpGfMCOZC8/VPnEBlfZS12+rJz/Fy9IxCfKaBljcKQvRKTVOc3z+6jh2VLZy2sJwTZhd3meMjs3UlTs02XLNPQ7k8g1xTMdAsQ3Hh/AB/e6OFe99o5qNLcvol34vhz8E9/2z09CWkt7xG6s0HSa99Dvfxl+OaeTLKkBSsIjutNTPH5/DrL5/Bqi21NDQnWDC9kLJ8PxYaueKLkcat4NYbF7OvNsq67fUU5vo4anohHkvJPawQYsyQYMwIpjVYaCYWBphaGsJxNLbtyDhbIXrB0ZpXVu/jHy9sxes2+dDZMxlX2PXwkUzFOtIbX8YcPw8jr3wQayoGU3HY4uw5AZ5ZF6UwaHHBguDhN+oh5Q3iXnAuztRFZDYtI/nKn0itfgrPoiuxphwviX5Fdo7GY8CJc0swDEUm03a9l0u+GIm01ljApKIA08oO3sMigRghxBgiwZhRQGtNOm0PdTWEGHF2VbVyz3Ob2VrRzFHTCjjjmHF4XF33TkjvXkX6vWcwiqZgjl8wiDUVQ2H+OA8tCYeH3m0lbWsuOTrYr4ESI5CH+9hLcaaeQHrjyySe/zVGwUTcx1yCNfk4mRpbZGXbDrZc8sUoIfewQoixTIIxQogxp6I2wuOv7WTlhhoKc7x88MzpTHpf/qVD6UyC1Np/Ye9dg1EyA2vKcdJ7YYxYOtWLacDjayLsbkhz/dIcwr7+HU5k5JbiWfJB7PrdZDa/RuL5X6PCxbjnnd02+5Ik+hVCCCGEGHUkGCOEGBPiyQyrttaxbPU+Nu5uIux3ce6iCRw1taBTUswDdDpBZs9qMltXou001tTFmCVTB7nmYigppVg8xUdhwOTZ9VG+/nAt580LcNrMAEFv//ZcMQsmYi6diNO4j8z2N0muuJfkyvswJy3ENeV4rPHzUd7+Gy4lhBBCCCGGjgRjhBCjjuNoapviVNRF2VnZwuY9TWzZ24ztaMYXBbho6SRmT8jFNDs+TGs7jY7UYzdWYNfuxKndAdrBKJqCa/x8lMc/REckhtq0Yjcfz7V4fXucx9dEeHxNhPnlHuaN8zCtyE1pjoWrn2YAMfLKcR93GToRIVOxHnvfBhI73gKlMPInYJbMwCychJE/DhUuRnn6d/iUEEIIIYQYeEpLtlegbcyq08ekYaZptCUdE4clbdVzo7mt3h8EyaYn5+TqLbV89643SfZgvHnI72LO5HxyQm2zH9mRJhLb3+l2SlhlmpjBfJTlPuz+hwulGPMJPQe6DWIZxfpGL7FM19/j/zq6jrn5qX77TDvWQqpqK3ZrQ4+38YybReEHvoQVyu92vf46H4eD0fy72R+kfbo3HNpnIM7H4XBcQ03aQNoA+tYGPTknhegr6Rmzn1IK8wjeasqJ2nPSVj03ltuqJ+fk5j1Nhw3EBHwuFG0P5+t3HHyQ1XYanZ7QXQ0gDSR6XmcxlmTwK0hpkwydc8js3rmHybXb+/1TDW9b/hgnnQI73e26yYpN6EgdZm7hEX/ukV4jB9NY/t3sCWmf7o2E9unL+TgSjmugSRtIG8Dwa4ONGzfy5z//mTfeeIOamhoASktLWbJkCVdffTULFnScMOKVV17hr3/9K2vWrCESiVBQUMCSJUv45Cc/yfTp0zus+8tf/pJf/epXvP766+TnZ38xs3LlSq6//vr2v10uF8FgkMmTJ7N48WKuueYaxo0b1+vjmjVrFh/5yEe49dZbe71tX8yaNYvPf/7zfOELXxiUz+svEowRQoxY154zi2vPmTXU1RAii8uGugJCCCGEGMbuvfdevv3tbzNlyhSuv/56ZsyYAcD27dt5/PHHueqqq3juueeYOHEiAD/84Q+58847OeWUU7jtttsoLCxk586d/OlPf+Lyyy/nJz/5Ceeee26f6vKlL32JxYsXY9s2TU1NrFmzhgcffJC77rqLb3/721x66aX9dtwD4R//+AelpaVDXY1ek2CMEEIIIYQQQggxSN5++22+9a1vcdppp/GLX/wCt/vgkPilS5fykY98hKeeegqPp214/eOPP86dd97Jhz70Ib75zW+2r7to0SIuuugiPvrRj/LVr36VOXPmMGFCdz2/s5s0aRILFy5s//uss87iE5/4BJ/4xCe45ZZbmDVrFrNmDd8XoIfWfSQZXv20hBBCCCGEEEKIUez//b//h2ma3H777R0CMYe64IILKCkpAeC3v/0tOTk53HzzzZ3W8/v9fOMb3yAej3PXXXf1Wx1zc3P51re+RSaT6df9HpBKpfi///s/zj//fObPn8+SJUu45ZZbaGjomB/v9ddf57rrrmPx4sUcddRRnH766XzhC18gHo+3rzNr1ix++ctfdthu8+bN3HTTTSxatIgFCxZw2WWX8dBDD3VYZ+XKlcyaNYvHH3+cn/3sZ5x88skce+yxfPzjH2f79o7DzdevX8+nP/1pli5dyvz58zn55JP51Kc+RVVVVZ/bQHrGCCGEEEIIIYQQg8C2bVauXMn8+fMpLi4+7Po1NTVs2bKFCy+8EJ/Pl3WdY445hoKCApYvX96vdT3qqKMoKirirbfe6tf9Oo7DZz/7Wd5++21uvPFGjj32WCoqKvjlL3/ZPkTK6/Wyd+9ePv3pT3P88cfzne98h3A4THV1NcuWLSOdTnfZHtu3b+faa6+loKCA//mf/yEvL49HH32U//7v/6auro5PfvKTHdb/6U9/yrHHHst3vvMdIpEIP/7xj7npppt48sknMU2TWCzGJz7xCcaPH8+tt95KYWEhtbW1rFy5kmg02ud2kGCMEEIIIYQQQggxCBobG0kkEpSXl3cqs22bQyc7Nk2TyspKAMaPH9/tfsePH8+mTZv6t7JAeXl5v+/3qaeeYtmyZfzyl7/skOdm9uzZXHXVVfzzn//kwx/+MOvWrSOZTPLVr36V2bNnt693ySWXdLv/X/3qV6TTaf785z9TVlYGwGmnnUZLSwu//vWvufbaawmFQu3rT58+nR//+MftfxuGwX/8x3/w3nvvsXDhQrZv305TUxPf+c53OPvss9vXu/DCC4+oHWSYkhBCCCGEEEIIMcSuuOIK5s2b1/7fH//4xx5vq7VGqf6f+fDQ4FB/efHFFwmHw5xxxhlkMpn2/+bMmUNRURFvvPEGAHPmzMHlcvGNb3yDhx56iD179vRo/ytWrGDp0qXtgZgDLr/8cuLxOO+++26H5WeeeWaHvw/kx9m3bx/QllMnJyeHH//4x/z9739n69atfTru95OeMUIIIYQQQgghxCDIy8vD6/W2P+gf6ic/+QnxeJza2lpuuukmgPaAwt69e7vd7759+wZkRqHKysoeDafqjfr6elpaWpg/f37W8sbGRgAmTpzIXXfdxR/+8Aduv/12YrEYEyZM4LrrruNjH/tYl/tvamqiqKio0/IDx9HU1NRheW5uboe/D+TxSSQSAIRCIf7yl7/w29/+lp/97Gc0NzdTVFTENddcw0033YTL5erRcb+fBGOEEEIIIYQQQohBYJomS5YsYfny5dTU1HQIdEyfPh3oGHgpLi5mxowZLF++nHg8njVPyrvvvktdXR3nn39+v9Z1zZo11NbWctVVV/XrfvPy8sjNzeUPf/hD1vJAIND+/48//niOP/54bNtm7dq1/OUvf+G73/0uhYWFXHTRRVm3z83Npba2ttPympqa9s/vrVmzZvGzn/0MrTWbNm3in//8J7/+9a/xer186lOf6vX+QIYpCSGEEEIIIYQQg+ZTn/oUtm1z2223kU6nD7v+Zz7zGZqbm/nBD37QqSwWi3HHHXfg8/n4+Mc/3m91bGpq4rbbbsPlcvXrfgFOP/10mpqacByHBQsWdPpv6tSpnbYxTZOjjz6a2267DYB169Z1uf+lS5eyYsUKqqurOyx/5JFH8Pl8RzQVtlKK2bNn87WvfY1wONxtPQ5HesYIIYQQQgghhBCD5LjjjuPWW2/ljjvu4IorruCaa65h+vTpGIZBbW0tzz77LADBYBCAiy++mHXr1vHHP/6RiooKrrzySgoLC9mxYwd33XUXu3fv5ic/+QkTJkzo9Fkvvvhih54mBxzai2bXrl2sWrUKx3Foampi9erVPPjgg0QiEX7wgx8wY8aMXh/j7t27efrppzstnz59OhdddBGPPfYYn/rUp7juuus46qijcLlcVFVVsXLlSs466yzOOecc/v73v7NixQpOP/10ysrKSCaTPPjggwCceOKJXX725z73OV588UWuv/56Pve5z5GTk8Njjz3GSy+9xFe+8pUOyXt74sUXX+Rvf/sbZ599NhMmTEBrzbPPPktLSwsnnXRS7xrmEBKMEUIIIYQQQgghBtGHPvQhjjnmGO6++27uuusuampqUEpRWlrKMcccw1133cXSpUvb17/55ptZsmQJ99xzD7fddhvRaJT8/HyWLFnC//7v/7YPcXq/r33ta1mXHzpD0k9/+lMALMsiGAwyZcoUrrzySq655hrGjRvXp+NbtmwZy5Yt67T885//PF/4whf4zW9+w5///GceeeQRfve732GaJqWlpSxatIiZM2cCbQl8ly9fzi9/+Utqa2vx+/3MnDmT3/zmN5x88sldfvbUqVO59957+elPf8rtt99OIpFg2rRpfO973+OKK67o9bFMmjSJcDjMH/7wB2pqanC5XEyZMoXvf//7XH755b3e3wFKD0R65BHIth0aGno/R7hhKPLzAzQ0RHEcacruSFv13Ghvq6Kiw0ej+3JOjvZ2O5yxfvwgbdCX4x+o83GwjfV/+8OR9unecGmf/j4fh8txDSVpA2kD6Hsb9OScFKKvJGfMETIMhVIKw+j/acRGG2mrnpO26pux3m5j/fhB2mAsH/9YPvaekPbp3mhtn9F6XL0hbSBtANIGYniSYUpCCCGEEEIIIYToViaT6bbcMAwMQ/p79JQEY4QQQgghhBBCCNGlvXv3ctZZZ3W7zoF8MKJnJBgjhBBCCCGEEEKILhUXF/PAAw8cdh3RcxKMEb3mcpkopbBtG9sem0nAhBgKltXW9VNrTTptD3V1hBBCiD45eC/pYNvOUFdHCNEDbrebBQsWDHU1RhUJxogecxsZ3OkWYmteIdNah2/a8fjKZxIjMGYzswsxGAxD4detJLetJrF7Pa6iiQRnLSFphkk7kohOCCHEyOAyHLx2K9E1r5Gp24tn8gJ8ExcQN0ISlBFCjDkSjBE94jZs2P0OlU/+X/uy6LpXMcOFlHzom0RUEJkkXYj+ZxgKf6qW6r/dhpPYP5XphuU0vXo/xVffgpM/FduWgIwQQojhzTI1Zt0W9j3wA9BtgZfohuUYvhAlH7mdmJUvL/eEEGOKpDoWPeJ2otQ/9dtOy+2WOppe/mtbsIa2B0e328LlMge7ikKMSl4S1D/+y4OBmAOcDLUP/wS/juN2W1iW/JwLIYQYvrw6Rt3DP20PxBzgxFtpeOJXeFSyR/uxLEOue0KIUUF6xojDMk2D5M71nS6eB8Q2vUHOaddhGQZ29TZim1dgBPIIzj+NtDuHpOMa5BoLMXoY6Sipml1Zy3Qyht1YQWLdP3CXTME3/Xi04x3kGgohhBDdUwrsxip0OnvAJVm5DTMdA8Pd5T5MQ+HXLcQ3v0OiYjOu0ikEZywmYYTIyAgnIcQIJMEYcVhKgU7Gu15BOxg6Tc39PyDdUNm+uPWNx8g783o8M0+RgIwQfaSd7hP12pFG4lveJLr2ZZpeuZeyj34LI1DeYR3LUridOGiHjOkjlZFhTUKMRI2tSd7ZXEtdc5zCHB+L55YQ9Mn1VYwECp1OdL+Gk8ZvxrBNL8lMx14vpqnwxiqp/Ns3D+5nw3Kal91H8bXfQIcmYEteeyHECCPBGHFYysngnTCbxi7K3SWTSTdUdgjEHND4rz9TNvUYkkbewFZSiNHKHcDwhXDirZ3LlIEVzMNJxgDQ6QQ1//wxRR/+Nim8KAUBI0F8w3Lq33kGnUnim76I8JLLiKoQjrxJFGJEiCUyPPTKdl5cVYECwgE3LdEUDy/bzk0fmM/cyflDXUUhuqW1xioYDyigc14YM5hHprGSumf+gG/qQnKWXknMzOFATl/P/iFO7w/o6EyKuod+TNF13yOKf+APRAgh+pEMthTdMgyFK1JBYvc6fFMXdl5BGRSccwONL97T5T7iW96Ucb1C9FHSCJB/9ieyloWPPYfo5jc6LMs010IyAoBfJah/+Mc0vfgXMs012NFmIqufp+qumwk4LQNedyHEkVu/s4Fv/GEly9bs45QFZXz+igV88uK5fObSeRTl+vjfB9aws0rOZzH8pU0/oePOz1qWd8o1NK98DCfWQnTtK1Te9VV8mUbU/o6cKhUh01yTdVs72gzZXlgIIUaNHTt2cOONN7Jw4UKWLl3KHXfcQSLRfW+7kUCekEW3vCRoeOZ3NLx8L8H5p5J7ytWY4UKU5cY7aT7l138HFS4kXb+3y304yRhKybAIIfoiY2sYt4CSa2/FUz4dZbpwFYyj4JxPYOWW0vruc5220XYGw1A49btJVW7tVO4kYzS//hAeS2atEGK4SqVt7n1hCz++dxXhgJsbLpzD4rklePYnyA/4XFx+ylQKwl5+9+h60pI0QwxzSceF/4QPUHDR57DyylCmC0/5TIov/xLJfVtJ7tvSvq5OJ2l+5e/tE0QcbgySttMDWXUhxBBqaWnhYx/7GNFolF/84hfcfPPNPPbYY3z9618f6qodMRmmNAYZRltgpCfTBxp2nHTtHgBqH/0FnvGzyF36AQyPn1TNLpJ1e7GCxXgnziWxe33WffimH0c8Y2OaEvsToi+Sjgsjdxo5l34VkwwGDrUP/5RU1fZO6yqXF8MXwrIMoute6nKf8c0rCZ10DUl8A1hzIURvaa1ZtbWOf7ywlfqWBKcvLGfR7OKsLzVclsEFiydy19MbefHdCs5dNGEIaixEz8VsD+bExRRMWICpNJnqbdQ/90fs1obO6255i5wzP04SP8obQrm96FSWN+GmhRHIzTb6qV8opVCqZ/fNQoxWtqNZv72ehpYE+WEvc6cWYBqD87L93nvvpaWlhYcffpj8/LZhuaZp8uUvf5mbbrqJadOmDUo9BoIEY8YQr5nBykRI7d2Gsty4SyaTUH7STjfTUKuOAZTk3k0k925q/7vg4i+QdFzknflxKv/8NXAyHdb3TJwLoSK0JFUT4og4jiaOG3DjNh38s0/MGozJP/OjpK0goFCurmdWUpYbA3mTLsRw0RxJ8tamWl5eVcHe2iiTSkN8/KTZFIS7nyGtKNfH/CkFPPH6Ts44phyX1c01XYhhwLYdYnhxuUwy+7ZmDcQAKMtFW46ZtiG7eWdcR8Mzv++0Xu7J15Ay/NDP95qWofHqGJn6vTjxFtwlU7DdYeJO1zM+CTEavbZmH797+D3qmw8GQwtyvHzqAws48ajybrbsH6+88gpLly5tD8QAnHfeeXzta1/j5ZdflmCMGP78ZorYm4/Q+tYTBxcaJgUXfAb3xGNI2dm/ChnTh3fyUSR2rulcqAzc5TOJ2A4JbyFlH/8+Ta/8ncTO9zB8QULHXYBvzilEbJlqV4j+lLINfHNOpSi/jKZl/yDTWIWroJzcUz+Mb8IsWhIK284QPOpsIqv/lXUfgbknEV33MsEFZxHJeAb5CIQQAOmMzWtrq1j+XiXbKlpQCqaWh/ngGdOZWBLs8RDfxXOKWbu9nhXrqzllEG6MhegP6bRNcM5JtKx4OGt58KgzSRlecCBtg3fKCRRfXUTTK38nXV+BlVdC7ikfRBXPJG73b+9ry9S4m3ZS9cAPOiQN9k0/jtxzPkXEluumGBteW7OP7939Zqfl9c0Jvnf3m9zysUUDHpDZtm0bV155ZYdlbrebiRMnsm3btgH97IEmwZgxwDQVdtWmjoEYAMem/olfU3bDj0lZhVm3TTou8s65kep7voET65ggMP+8T7a9iXAg4xhEXYUEzrmJHCeFVoqU8hOxpUunEAMhbrsxS+aTd+V0DGwcTGzLj+nzQyKK1uAECggecy6Rd5/tsK2rcAK+KUdRfd/3UcrANf8C0hk5V4UYTNsqmvl/j66jvjnBlLIw5y+eyPRxOfg8vb81yw97mVwW4pVV+yQYI0aUjCeH8JLLaFnxSIflVm4JoRMuoTVzMCCZcFwYBbPIvfy/2697KeXFHoB7TZ8TpfK+73bKRRPf+jbu4mdxLbyEdKaLjYUYJWxH87uH3+t2nd8/spbF88sGdMhSS0sL4XC40/JwOExzc/OAfe5gkGDMGODWCZpe/2eX5ZFVz+Fa+hHS6c5DFrSGuJVL6fXfI779XZLb38UMFxJceA5pdy7JQ4Y4aQ1J2yKJtX/crjzcCTGQbFsT5+DbOet949njjofA0qsIzl5M6+oX0ekEvqkLMX0hah/7JaBpefNxiueeRlpyxwgxaDbuauRn962mOM/HDRfNOexQpJ5YMLWAR5fvpKohRmm+TPErRoaE48a38CL8MxcTefdZnEQE3+wTcY+bTcQJ8P57ybYhu4f2Sun/e03TNEjuWt9lUuDWt5+i+KizSMtU2mKUW7+9vsPQpGzqmuKs317PgunZX+wPJK31iJ8kRoIxY4DSDnZrY5flmeYaPNrmwLjc97NtTSsBrOmn4p9xCg6KSNpB0k0IMfyllQ971wbQDoY3QMubT5BuqGwvd+IRlCR1EmLQNEWS/Pqh9ygv9HPladOw+im5/bTyHFyWwZsba7jkxMn9sk8hBkPccaN85XhOvQGFJuMoIrbDUL3UMwxFpqm6y3InGUM5ct0Uo19DS8+mju7pen0VDodpaWnptLy1tXVE54sBmdp6TLANN+7y6V2WeyctwObwCf8yGYdkWmftQSOEGJ5s28FdPp3ohteIvPdyh0AMtA1ZcpRriGonxNjz9+fbpu+99KQp/RaIgbaZlaaPC/PWxpp+26cQg0VrSKXb7jNte2jvM23bwTN+dpflrvwyHEOum2L0y+9hr82ertdX06ZN65QbJpVKsXv3bgnGiOEv5ZjknvzBTjMjARjeAL4ZJ5DJSIBFiNHIcTRW4SSsnKKs5XlnXk9SSZJtIQbDrqpW3txYw6lHl/cpN8zhTCvPYU9NhMbWZL/vW4ixwnE0Zv54rNySrOW5Z1xPUskQJTH6zZ1aQEFO9/eIhbk+5k4tGNB6nHrqqaxYsYLGxoMjPZ577jlSqRSnnXbagH72QJNgzBigNSQ9BZR86FZc+QcT+3nGzabkI98mqkJDWDshxECL4af42tvwTTuWA8MRzVA+RR/4L5z8yQOS/FAI0dnTK3eRF/Iwb3L+4VfugyllYZSCNdvqBmT/QowVUe2n+Npb8c04nkOvm4WX/Qe6aPqQ994RYjCYhuJTH1jQ7TqfvGz+gCbvBbj22msJhUJ89rOfZdmyZTz88MN8+9vf5pJLLhnxPWMkZ8wYkXYMnJyp5F9zKyodRxkGtukjqj1oRx7EhBjNHEcTUUGC536WXDuGtjPg8pFQfgnECDFIWqIp3txUy+lHl2MM0I2rz2NRlu9n/c5GTls4bkA+Q4ixQGtNhACBsz9D7hnxtmS+lpeEEZRAjBhTTjyqnFs+tojfPfxeh2S+hbk+PnnZ/AGf1hracsbcfffd3HHHHXzhC1/A6/Vy8cUX8+Uvf3nAP3ugSTBmDLFthxheMPd3N3NAZjwSYmzQGhK2BYTBRM5/IQbZGxuqQcO8KQPTK+aAiSUh1u5owNEaY4TPMiHEUDo4S2io7bqpAQnEiDHoxKPKWTy/jPXb62loSZAf9jJ3asGA94g51JQpU7jzzjsH7fMGiwRjhBBCCCEG2Mr11UwpCw1IrphDTSoJsWJ9Nftqo4wvDg7oZwkhhBgbTEMNyfTVo53kjBFCCCGEGEDN0RTb97Uwc0LugH9WeWEAQym27G0a8M8SQgghRN9JMEYIIYQQYgAdSKg7tTw84J/lsgxKC3xs3ts84J8lhBBCiL6TYIwQQgghxABav7ORknw/Aa9rUD6vvCDAVgnGCCGEEMOaBGOEEEIIIQaI1poNOxuYVDJ4+VvKCwPUtyRojqYG7TOFEEII0TsSjBFCCCGEGCBVDTFaYmkmloQG7TPLCgIAbN8nvWOEEEKI4UqCMaLHLMvA7bZwucx+259pyldQiK4opXC7Ldxui4GYobbtHJSpb4UYSFv2NqNUW2+VwRL2uwh4LXZUtg7aZwox2A7cl1pWz+8lDUNhWcaAXFOFEKK3ZGrrMco0DVwkUdohY3hJZ3SX6xqGIkCExLbVJHavw1U0kdDspSTMEGm791czDwk8yQYSWzdgegP4Jswhqfyknf4J8ggxGviNJLRUEV37EihFcMHpECohanv6Zd8q3khi63pMXwjfuNkkjQBpR4KjQvS3rRXNFOX68PTTi4yeUEpRku9nZ1XLoH2mEAPJZYHlJNEYOKYLT6aV2IY3SFRtxz1uJqFpxxFTIWwn+/2sdmx8Tiupqu1kmmvwlU1DhUuJaR9ad30PLIQQA0mCMWNQwEyQqdhAy1tP4qST+GctITT/NKIEcd53ETMMhT9dR9U9t+Ikom0LNyyn6dX7KL76FnT+NDK9CMhkWhtoeurXJHasPrhQGRRe+kXcZQtIjbGAjMe0cdlRdDKOcnvJWAEStpyWY13ATND83O+Jb327fVlk9b/wz1pC/hkfJaKC2Hbf9h00EzQ++SsSu9YeXKgMii77T1zlczEycXQyinJ5sF1+Eo4buU8Vou+2VzRTXjB4vWIOKMnzs3ZHPVprlHQDECOUaSr8upXoqpdo3bISd/FkQkefSeV930Nn2nIiRTcsp+nlv1Py4W+S8Jdh2++7l1WQrNxG5d++hU4l2pe78sspuuZ/iBDo03XONBVeHYVEBJQCT5A4/k730kII0RV56htj/EaCpmd+S2L7qvZlzbW7iax6lpKP3EErHRMMekhQ/9gvDgZiDnBsah/6CaWf+DERenaTaZrQuvpfHQMxANqh7pH/pfyTPyelcvpyWCNS0EzQsuzv1K1bBtoBFL7px5F3zo3Ee9imYvQxTYPMvo0dAjEHxDatwD/tGPzjZhMxcnp98+iyILb6hY6BGACt0akY8bcepuXtp8DOAOAZP5uCiz5PRIXkzaEQfZBIZahsiHHUtMJB/+zSfB+vr0vT2JokP+wd9M8Xoj/4nRaq/vI/OLG2Xl65Sz5A7SP/2x6IOUCnE9Q9/FMKPvQtYvg6lHnsCFX33tEhEAOQbthH4/N/InjOZ3r9Isxt2Bg1m6l56jftdTNDBRRe8gXS4UmkHQmACtGfdu3axZ133snq1avZsmULU6dO5fHHHx/qah0x6ZM+hiil0E37OgRiDrAjTbS++Thuq+MDl5mOkarZlXV/OhXHaa3r8ee7MlGa3+jqpNHENq/EssZGzxiPadPyyt+Irn15fyAGQBPf+hYNT/4aD8khrZ8YOi6doPXNJ7osj6x/leTONXiMTK/37XbitL79ZKfl/pmLSNfvpeWNx9oDMQDJvRupfeB7+FW8158lhIDd1RG0htJ8/6B/dnFe22fuqYkM+mcL0R88lqb59Yfagx0AhseHHW3Kun6muQaV7Ph9VwoyTVWdXyruF9/6NpYd61W9lAJ3op7aB3/YoW52az3V996Bx5bE2UL0ty1btvDyyy8zadIkpk2bNtTV6TcjMhiza9cubr31Vi677DLmzp3LxRdfPNRVGhFcLoPoey91WR5d/youu+NbA+10/8DnpBM9ToKmtMaJd51M0G6txxiR38jec9lRoutfzVqW2LUWIy03z2OVQuOkE12W61SCTGsdltP1Ol3v28l6QxqcdzIt7z6XdZt0fQU6UifJDoXog11VrZimojBn8HumhP0uvG5TgjFixLKcOLENrx2yRKEPN0bX6ViulMKJdRcc0ehMulf1chsOza89CGTpMepkiLz7HC5LLppC9KczzzyTl19+mV/84hfMmzdvqKvTb0bko+9ojYwNhm7HjSsF7y/2BDD84S7WN7Dyyno8VMIxXHjKZ3ZZ7p2ykEzG6bJ8NNHJ+CE9Yjqzo/JWZazKGF78s5Z2We6bupDE3s10PlkPz1Yu3GVZfjOV6tR9u0OdGvZJzgkh+mBPTYSiHB+GMfjnj1KKolwfuyUYI0ayDqeORlkuMLMPKVJuL8rbcQp5x9G4Cid2uXvDFwK3r8vyrNs4KVK12XuNA6SqtmLq3gV4hBjutGMT37WWyLplxHetRTt9TF7YR8YofWM/Io9qtEbGBlo67RA46swuy4PzTyNtdLwgJVWA/LNvyLp+eNHFpM2ed71OKS8F53yMbA+RVm4JZtHkMZP0TLm7f0tq+kLdlovRK53RBOafhhnonD/JDBXgKZ+O4QuQNno/q1JSe8g7M9s5qFCWu8vtrNwSyRkjRB/srmmlKHfo8rUU5frYUy3TW4uRKW34Ccw9tcOyyNpXyF18Sdb1807/KEmj832p9obwTTsm6za5p32IpOpdnj7HcOHKK+2y3FUwHkdJWk4xekQ3rmD3r26i8q+3UfPwz6n8623s/tVNRDeuGOqqjXgjMhgzWiNjA01rDeFS/LMWdyozw4UEj7uQ1PtGJWVsDeXzKPnwN/GUT0eZLlz55RRe8kV8x11MshcJz7TWuIsnU/LhW3EVTmhbaJgE5p5M8bW3EtODP6Z+qGQsP75px2Utc5dOwfFIMGYsixKk9Lo7CB59Jsrtw/D4CR19FkUXfZaGF+8h9/SPknJ6f6PnOJpMqJySa7+Bq3B820LDJNPaSGjhWVm3MUMFqHCRzKgkRC/ZjsO+uijFub17696finK81DTFSWcG9w2mEP0hlYHwkksxQ/nty6IbXkNZHoou+Tyuogko04W7ZDLFV9+COXUx6SwzfCbxUnTRZwmfcAnK1fYiwwzlU3jxF7AmH992r9ubejkWOSde2UWpInR85/tpIUaq6MYVVD/4I+zW+g7L7dZ6qh/8kQRkjpCEbceYmOMhfOYNBBacQetbT6BTCfxzT8Y34wQSRhADp1PvlKTjwghPIefSr2KQQWOQVH4SWpO0HZoiSXwei6DXhcug294thttLJn86+Vd9HcNOgmGSNry02iZZx96OUgnbRd65/4Z+IkFi97r25e6SKRR+4MsklJexE5oS7+c4mhZCBE/5EOFFF2M315DYu4l4xRaKrvgqURVCZznPDgwl6m5EUcqxsPOmve8c9BMgRSbSRGzj6+3rWnmlFF3138QIMJDnp1Jgo4inbFqiKUJ+N36PiYmWIJAYsWoa42RsTeEQBmMKc31oDfvqYkwbP3ZmKxSjR5QQJR+5g/jmFcQ2vo7h9mGVTMEsnkbeuAUY2DjKxDb9+4e6Z79oWKF8PCdcReCY88HJoE03CRXAtns/PF5rTSZYSv75n6bx+T+1z+yk3D4KL/ocKVcuHLpbQ5GyNY2tSVyWQcjnwmMpnF4GgYQYbNqxqXv2j92uU/fcH/HPXIQyxsYkLP1NgjGHsKze97gxTaPD/44ESXwYpfPIuXgmOA6mcnBaa9F7X8cVyMU9biYpM4itOx5TmoNdrTMO/PWZTbz0zt72h6VxRUG+9vFF5PisrAGZA22klCJl+OCQIVHWGPwmxgmQe/F/YKQi2LFmDF8I7QmRUN723l8j6Xs1EHp7To7E87E7SceD8niwSvLwFk3HNt3E7bYujYfmoDAM8GRaSVfupGljDa6SKXhySkkagS6HF6WUHw7pzm1jETrzRnJPvRY70ojhCYA3RNIIYGg9oDkvkrbmZ/e+y/odDe3L5k7J5z+vPRZPL38bRtt3oLcG8vj7co0cTMPt376qsW0WspJ8H6Y5NDmXSvLbrrOVDVFmTsoDhk/7DDfD7ftzOD09H0facWUTJ4g57xxyZ58KyiCNi4zWYICXOEZrHemKTbiCebjLZ3S6hz1w7FqZJMwQ7H9mVPT9d83GgzVtKWWTj8KJNIBSGIF8UlYAx1Ec2G1Gw7/e3su9z21q74GTG/Tw1euOZ0Khf9CGAI+G78GRkjbovcSeDZ16xLyf3VJPYs8GfJPmD1KtRpcx+AicnWEo8vJ6N2b0UOHw0L35OhKZ1gaqH/wxyYrNBxeaFqVX3Uxw8nyMLHkk0hmbvzy1gRff3ttheUVthFt/9zo//uKpFOZ13a9jpLbVwAgA+R2WHNpyY7mtjuScHEvtprVDqmoH++75Jjp5cHpOK6+Usg/diiuvpBd7CwB5UDS+fclAt2RrNMUP736jQyAGYP2OBn51/ypuvn4RoUDX+Wy6Mpa+A9n09/Ef6TVyMA2Xf/uGSIqA16KkMDRkCbBDQF7IQ31rqr1dhkv7DFcjoX36cj6OhOM6vI73lpmWeqoe+BGpyq0HF5oWpdfcQnDSPAzT1WH9gWmDEBQczB/z/gxRr63Zx1+f3thhWVMkyW2/f51ff+VMygoH93d1dHwPjoy0Qc/ZkcZ+XU90JsGY/RxH09ISO/yK72OaBuGwj5aWeJ+6Og4ll6FJrHioYyAGwM5Qdf8PKP/Uz4kbnWdSimccnnxtZ9Z91jcn2FvTioXTaXjBSG6r9zvwJmWgZn8aTW2VTU9uIvtyTo72dns/w1B4VYq65+/uEIgByDRWUfvkb8m56IukdO+DGYOlJZFh7bbsb11Wb62jsTVBJtXzWSnG2nfg/fpy/AN1Pg624fZvv213I/lhL5FI76eh7095IQ/b9jbR0hIfVu0z3AyX709/n4/D5bj6Sikwzbah7Ifec7kMh9hrD3YMxEDbPex936P8kwfvYYeqDdKO5p73BWLayzIOr63ZxznHjx+UOo3070F/6GsbjJQXEQPBDOb163qiMwnGHOJIHqxt2xlx0zJ7VYzW1S9kL3QyJHevR09a0ukHK5V2SKa6TgZYWRdlYqEfu4uxsCOxrQ7wGSmMeH17Xg3/rKU4/nziTu9ntumJkdxW/aGvxz7a280wFH4dIbVrPS2VW/BPPZrcJZfS9Or9JPcdvDFN7FxDXjpKZhj/1McS3Wc5jMbT+PowxGO0fwcOZyCOf6S053D5t99bG6Eg7O3yWjhY8kMedlVH2q/lw6V9hquR0j69reNIOa5D+c0ktNQS2/Q6huXGN3sptieXhOPGq6JE17yYfUM7Q7JiM3r8cR3Ov8FuAxtFZX20y/JtFU2cfdz4wa3TCPwe9Ddpg57zTpiDGSrodqiSGS7AO2HOgNclHo/z8ssvA1BRUUEkEuHpp58G4IQTTiA/P7+7zYet4XuHLgaezqDTyS6LM631ZEsT4bYMfB6LeDL7Q9T4ouConKLabyaJLLuH6NpX2pe1rHyUwLxTCJ76UWL2wARkhDiUYSj8qVqq77kV55DeMMrlpfiyf6fhpXtI1x0cQqjTKXBl29Pw4Pd2fxkK+IZx5YXogqM11Y1xZozPHeqqUJjj4+1NtaTSMqOSGDkCZpLmZ35LfPu77cuaX3+I8KKL8R13Kdh2e+LcbOzWhv3DA4fuflQpmFASYntFc9by2ZPycRwJCojhSxkmhefeQPWDP+pyncJzbhiU5L319fX8+7//e4dlB/7+85//zOLFnWcLHglGZDBmtEbGBophKDwkMDMxtG2Dx09CBXC0G1fBONL1FVm3806YSzxLNz6vy+ADp03j789u6lRWWuDfP3vD6ArGGIbCqd3ZIRBzQHTdMvxzTsQonDsqg1BiePESp/ahn3QIxADodIK6Z35P6dW3kGmuwY630rL6RZTbP6wnKvO5TI6fU8xbG2o6lZ0wtwSfywA5r8QI09iSJJ1xyA8NfZC+IOxBA1UNMUqKOw89FmK4sSyD9I5VHQIxB7S8+Ti+WYtxQkVYeaVkGquy7sMzblbWe9iBZJoGXh2FVBSlDLTLz42XzON/fvtap3V9HovjZhdLDw0x7AVmL6Hkyq9Q9+wfO/SQMcMFFJ5zA4HZSwalHuPHj2fTps7PniPdiAzGjNbI2EAwDIU/XU/9478kVb0DADOQS945N+CUzSPvrI9Tc993Om3nKpqECpegs1wj7IzDWceNJxpP8+RrO9qzw8+YkMuXPnQsbgNGW6DfpTK0vvlYl+WtbzxG6KIZJEbmKSVGECMVIdNYmbXMbm0g01JH9YM/wsopouDcG7EtH/Q85cqgU1rz6Q8swDTW8cb6KrRue5u4eF4pN14yTwIxYkSqamgLluaH35/Oc/AdqENlfYyjh7guQvSEy4nT+NbjXZZH3n4K/9mfIe/Mj1H74A86lbtLpkCoKOs97EBxGTZWwzbqnvotmZbatmUF45h+8ee55fpj+fk/1rT3KC8t8PPljxyH11TyEk+MCIHZS/DPXNQ2u1KkETOYh3fCHJnOuh+MyCfH0RoZGwh+3Ur1Pd/ASRwcs2pHm6h7+KeUfORbOIVTKLrqv2l84a62twumRXDeqYRPupqI0/VNpKE1l586hQuWTiYaT+N2m/jdJiaMyguL0jZOsutxv04yhtI2I/SUEiOItrvPsaLtNCiDTHMt1Q/8kLJP/BCswkGqXd+YWvPpy+Zz/YVziCcy+LwWPpc5+qK6YsyoaohhGoqcPswE1t98Hgu/16KyrutrmBDDidIOTqLrBMVOItJ2LSyaTtGVX6XxhbvJNFWjTBeB+acRPvHKbu9h+72+CjypRirv+w6HRoDS9RVU33Mbx974E37+H6fSGk9jGQZ+r4XHZMjzSQnRG8owZfrqASBPjqOYZRkkt63uEIg5VNNLfyPn0i+TKppLwQdvw7BTYJikzQCtmcMnzNS2xmOAJ7A/p4PWw3k0xBHJGB58M04gVbUja7lvxglkDK+8xRcDTnlDKJcne74nw0K5PAdvBrVDy4qH8J12I0nbGNyK9pbj4DMVvgO/JxKIESNYTWOcnKAbI1vitSFQEPayr5tEokIMJxnTi2/asURWPZe13Dd7KTYWGcfALJ5PwbXfwrCTYFikDT+t9uCed27Dpvn1B8nWFUdnUkRWv4D/2MtxqQM50DS2pHASQgDD/O5cHAnDUCR3re2yPFW9A0OnsW2HmOMjonKI6CDJHgRixppMRhOYeyqGv/N4e8MXIjD/VNIZCcSIgZc0AuSe8sGsZeHjziO6oePY9GTlNgyn6ySHQoj+V9MYIy849PliDsgLedgnPWPECJHKKMInXIJyd+7dYoYL8Uw6uj3XSts9rHf/PWyA5CAHYgBMJ02qcnuX5amKzRh6GI8XFkIMGQnGjGJag1U4oeNCc/+bc8DKKUIjY/16KmYEKf3odwjMOxUMCwyLwNxTKL3uO8RUaKirJ8aItA2uWSdT+IH/xJVfBoCVU0z+WR/DChUQee/lDutbOUVoQzpBCjGYqhvj5A6jYEx+yEN1Q2zUJdcXo1fMCFN6/ffwzzwBlIGy3AQXnk3Jh79FjEDWbQxD4ShFwtGkNGAYqEGIzTjKwgoXdVlu5ZWglVyHhRCdyS/DKJZO24TmnETzaw/iKZtOzgkXAxqdSWH6w2jTTVL5gOzDAQxD4TIcwCGjXdiDnJV+uLFtTSshfKd+nPAp1wKQVl5abQNk3K8YIKZp4FIZNIq0Y+A4mrjtxiw7hvxrZuE4NspO0fTEL7IOo8tZegVxx0VvplSyDI1Xx3Ba69DawQwXkVJ+Uo7E74U4HMfR1DbHmT9l+MzsmB/2kkw7NLQk5C2cGBFsB6JmHv6zPk3OmR9HA2nDt38YfefrmVKKpniGNZsqqGtK8PaWRiaVhfjMxTPx2TFiO7bisbx4fLnElb9fR8KmcBE+8QoSu7P3Rg8ddyGR7tO9CSHGKAnGjHJRM0zu1bfiitdT++Rv0AemwzVMck68Eu+CcmJ0TjDoN5Pohr1E3n4KJ50gMPcUfJMWENWBMf9mLWkbJPEPdTXEKKcUBFSc1J71tK59CWW6CB17PkbBRKKOF8dxqE64+K9fvM55x5VyydxzULV/akvgC2CY5J72YZyccehe5DJyGzaqah1VT/wfOp1oW2ha5J1xPd7pS0k4ru53IMQY19iaxLY1ucGhT957QN7+KbYraiNMKJDrlxgZtIakbR685+oigKIUeIjhqdzAkuq23qEXnHkq3vJxxF+/n8bVz3IggGMGcii68mYS/nHY/ZTnz3E0OncCuad/hKaX/96eO0aZLgou+AxpT36XdRdCjG0SjBnFDEOxqaKVqSEfTY//GpxDsoU5Ns2v3oe7eBJmyfwOGd39RpLWl/9CbP2r7csSu9Zi5ZVRfO03aLXlRk6IgRYw4tTd/13SdXval8W3vYNvxiLCZ91IDB/3Pr+JjK154o1KGiOFXHXZHXgTdeDYBMsmYvnDJNK9ew/uTjVS+fDP6PDm0c7Q+PwfKSmehApNHvMBWSG6U9sUByBnGA1Tyg16MBRU1EgwRow+fiNBw6M/J1VxyEyrO1ajxs0ifNx5JFY/077YjjZTfe/tlN7wEyJdDHfqi4Tjwj37TMpnLSHdsA9lmJi5pSSVn7T0KhVCdEF+HUYxyzKoro9ib3mtYyDmEM3L78etE+1/KwW0VncIxByQaawkuuo5XJYk+BViIFmWIr7h1Q6BmAPiW95EN+7F1rB2W3378tfW1/GlP6zjKw/Uc/PDzfzq6X1kehlvd1vQ+vbTdDWkqfn1B/EYkoRQiO7UNsdRMCymtT7ANBS5QUniK0Yf0zRI71nXMRCzX7JiE3asBVdRx/yJOpUgtXcjptm/j0Epx6RVh0jmzyKRO52IDkogRgjRLfmFGMW0htJ8H2bLvi7XSTfVYOiDgRqXyyS6+oUu14+seRGXHevXegohOnI7cSLdnYfvPovXyv7mPZrI0BpLkx/2oOhd4FTpDJmGrn8vMo3VKEeCMUJ0p7YpQcjvwurnB70jlRvysK82MtTVEKJfuUgSeffZLsujG17DP+3YTsvT9XsHbOp5rdv+E0KIwxledwqiX6XTNpPH5ZIpmN7lOu6iiTjvy/Cuu3nY0k6ml493Qoje02Bn780GoO0MlgGXnTqty3XOXTyJdLrrfWTjKBfusm5+L4on4xjDZ+iFEMNRXVOccGD4nSd5IQ8Vtf3TM8Zu2ENixb3EX/w9qfX/QqeT/bJfIXpNa3C6zo6rHRtldH7c8ZRNH/MTUwghhp4EY0Y5S0Fo9mKU25u1PPe0D5Hk4E1jJuMQmH9Gl/vzzz6RjOnDsgxMU8IyQgyEtOHHP/ekLssDR51JMg3HzCjkxKPKOpQpBf926XxyfL1PtJvOaIJHnwVmtuFNipyTrpQZlYQ4jNrm+LAaonRA2/TWUZwjSFqqtSa56kliD95KetOr2LU7SC7/K9F/3ord1HWvOiF6yjAUlmWgejgndVp58c8/vcvywIzjie9a12GZGczFKp5yROeCEEL0B7mrHu0cDf58Sj98O66Cce2LDV+Iwkv/HTs0rsPFyHE0Rv4EPBPmdtqV4Q+Tc8IlWJFK9MYXMPe8RUhFcJnyZkGI/qScDOGFZ2EG8zqVucumYZVMaztXteaGi+by038/lY9dOIdPX76A39x8FicfVYrqYx/puBWm5EO3YeUUty8zg7kUXXUzKW+BdL0W4jDqmhLkDKOZlA7IC3vI2Jr65sThV+5Ces3TpN64D2vaYrxnfQbvydfhOe0GcGziT/wIJ1J/+J0IkYVpQlBFcdesRW98Hm/LdgJG/LBBGdt28E47Dld+WacyV34ZvunHkao9mH/NXTqV4g99k1g/Ju8VQoi+ktmURjGXofE4rSQ2vEMsEaHo0i+iDLNtKj9PgKQKkLE7P1lFHS/5F3+R5M53ibz9NE4qgX/2UsILz6Lh5X8Q23BIcl/DouiKL0PhTNKO0f42I5Nx+nXGFZcFbjuGslNo00XKDJDuuleqECOWx0yjt62gauVjFF38OWLb3iW29e22qa2PORfP9EVEnYM93QytyfVZnHXsOExTEQ77aWyM9noWTdM08OgYRiaJCuZR/JFv4yQj4DjgCZBQgQ6zrgkhOktnHJqjqWHaM6btd6O6MdY+1XVvZPZtJLnyPqzpS3DNPq19uREswLP4GpLL/0r8X7/Df8nNKCXv+kTPGQZ4Y1VU3Xs7OnkwL6GVV0rxNV8nooLdvgiI6gBFH7yV+IZlRN57GbQmOP9UAvNOJmmGKLvhJ6h0DG1YZEwfMbxZe8W03WtGUXZ6/71mkHSm83qmaWAYCsdx5LoohDgiEowZpSxDYzVspfKB77fPpNS8/AHMUD4lH/4WEe1Hd9M9M2J7saacRO6kY9vG47q8tLz1UMdADICTofafP6L8kz/D49jE171JJt6Kf/pxEC4l5mQfHtUbATNJYv0r1Kx4GCcRRbl9hBddROCoc4jaw29cvhBHwp1sZN+zdwJQ9Y/v4pu6kPDCs9GOjZlTSBw/WncOtWQyDn3t7Og2Mph126h//k9kGqtAGfhnnUD+6R+lldD+m1a54RTicBpa2nqdhIdhMCYn4MYwFDWNcWZP7Nzrrjs6kyLx0h8w8sdjzTqlU7nyhnAtvIjU6/eSXv8v3PPO7q9qizHAR4ya+7/bIRADkGmsouGZ3xG64Isk7K4fWZQCnYyR2LuJ4ILTAYjvWE3T6w9R8qHbSIYnkFNQQmNjdP+1svP1LGAmSax7iZoVj+AkYyiPn/CiiwksOKv9XtM0wK8jJHeuI1W3B0/ZdHzlM4irkOSfEUL0iQRjRimvjlH1zx91mtLabm2g4ZnfH/bCBm0Pd5n9+WQCmRit7zyTdT1P2XTsxmpim1fSuvpfoB1a33gMT/lM8i/7EhG77wEZj+UQe/sJWlY+2r5Mp+I0L38AO9KE98RrSR7mOIQYKfweg9Y3DpkVQjvEt71DfNs7ALgKx5N31TeI039BSMNQWM27qb7/ex0+N7ZxBdq2KTz/k8S0j1TKxjAUWim0BlMhN59CvE/d/iFAw7FnjGGotrwxjb2fETH13jPoaCPu4y/vsteLWTARc8ICkm89hGv6UpRHhoGIntGt9TixlqxliZ1ryMtEQeV0WK4UKKVwHI2XOHWP/JR0fQXxrW93WK/2wR9SfP33AD/Q1qvF1vu31xrH0XhMh+hbj9L65hMH65SM0fzqfdjRJrxLPkham3hj+6j8++3odNt53gqY4UJKP3o7KU+IdEbLdVEI0SvSj3SEc1uaoIoQSNcSpAWPmWkbJtRQgc6ksm6T2LkGK9PzmzGPkcF00uhUx3Hm7rJplF77P/gmz6d11XMYHj+lH7wF3/4pBJP7NhNf8zwhM4bfSPRpCkGXHaPlzSezlkXW/Eum2RajiuUksKNNXZbb0WbMLAOQlFL4jDS+TBOp+go8On7YBNumqQgYMQJOE43/+nPHeuSVUXL1f+MdN4P6Z/5A+o37CNoNNDS38vP7VvPTf7zLu9vqsZWihzkWhRgT6lsSKCDUhwTagyE/x0tVfe+umzoRIfXu45iTj8EI5ne7rmvWKZBJkVrz9JFUU4whSimcePZAzAE6k+pwvxumiWCmDmvfOwQSlZjpCOn6iqzb2tEm2L9/R0Em1kiivoJoQzUNLVFspXDZUVrfzv6djax6HpcdxUeM2gd/0B6IAQgffyGF591Iy/IHiT77S8y9bxI0YgM2ZbYQYvSRLgUjWMBMEnv7CRreegptp9uGFsxcRO7ZN5BKRLrdVtvpHv3r+8wUibcfxwnl4iqaQHp/EjQrt4S8U66h+p8/6RCkaX7zCYou+ixOIkqyYhMt7zyNK6+YxuUPUXDuv+H4ZvfqGHW8tespC7WDE2sGf7hX+xRiuNLawTNuJrEtb2Ut946fjWN54ZA4q2Eo/JkGGp/9PYnd6wFwFU4g/7xPkg6NJ51l9iO3kcGo3ULt07+j4NwbSVXvPLg/X4jC826k5tFfdHhT2fLG4wTO+jRhj59la+tZu62eKWVhvvbxRZgyhEkIoK1nTNDvwjSH57uu/LCP3VXdP/i+X2rts6AdXNOXHnZd5Q1iTVpIau3zuI++EOX29bWqYozQWmPldU6+e4Dy+DE9XmLvPELDW0/uf9Go8M84jvCx51J97+0UX/bv3X6Gk04SaWoktW45yTcebLu2mRb+2SeTPOpStCvRqSf5wQo6bfeiysCONrcvDh1zDobHR/X9P2hfFtv0BlZOEcXX3kYrwV61gxBibBqedwvisNyWJvZO2/AdbafbFmqH2KaV1D/2C9wlk7rc1gzlg9t/2M8wDIWu3kLLG4/S+u5z5C69vL0s54SLaXj+7k69ZXBs6p+9k5wTLmr7MxFDubxkGiup/scdpGp393i6QgDl6n44htHFlN1CjEQZx8BTNh0zkNu50DDJPflK0trssDhAhOp7vtEeiAFI1+2h+m/fxJNq6NRzRSmFK1ZL7QM/xI40otNJDO/B4QShhWfT9PrDWbqMaxIv/p6rTixpX7KjsoU31lcP2wdPIQZbQ0uCsH/4DVE6oCDspbYpjtPDBPs6nSD13nOYE49GeQ5/3wBgTVkEmRTpjS8dQU3FWGK7Q/hnLs5alnfKNSR2radlxcOH9PjWxLa8ReOy+8k75RpwbJSri/tBw8QK5ZPY+Brxl/508NpmZ0iuewlj2e/B6v6cVS4PziE9YlAGgZmLaFr+YKd1M821NL92Px5LhisJIQ5P7qBHKHc3XSqTu9ehDBf+uSdnLc8/+xMklB/TVPiNJEEVIWjEcFkdn9o8JGl+/Z8ApBsqie98j6KLP48rvwwrXEi6YV/W/TvJGKDAtPBOmkeyctv+Ek3Dv/6CSyd7fJyOK4C7ZErWMld+Gdod6vG+hBjuMqYP5fJQdMkX2ob77c/N4C6dSslVX8WOtuC2o3hMm6CKEnaliG95AyeepSecdmh+9T7cRse3fR4jTfOyf3AggWFk/auEjjqzvdw7biaJXWuzV9CxcTXtojjv4NvuZ1buIiVj5IUAoL45Qcg/PIcoQdswpXTGoTmSfRjz+6U3L4dMEmvqoh5/hvKFMMtnk1r3r6zJxoV4v7jtIuesTxBe8gHU/pdsZjCPggs+g3/GIhqeuzPrdsl9W3Dll9K65iVyl16WdZ3wCZeglUXktfuylqf3bsBRJu7i7C8xXQXjcNxBzFBh+zXZUzaVxJ6NXR5PdN1yXHa8y3IhhDhAhimNUDoV7zInDECqfi85p12Hp2waLSsewY424S6eRO6Z1+PkTsTSaYzGHTS8cDfpur1tWeOPO5/gwnOJZNouhErb2K317fuMrHmR5L6thI+/AMPffRBEZ1Ioy03OCRdT+9iv2pcnK7Zg6DQ9/erFtZfCy/6D6nu/jd1S177cDOZSeMVXieHj0Kz4hqEwDIVt636dWluIwaAUJCq34s4vwzd5AeGFZ+3PMmigTIvqB37EuBt/RMsLfyK25S1CR51BJtLQ5f6SFZsJOSngYPDEcNKkana0/x3ftorQ0WfirZ7fFoQ5zMOTTiexzINvEdtmWlL0x2xLpmmg1IGZoYQYeepaEkwrH75DZ/PDbdf3mh5Mb621JrX2OYzSGRi+3h2TOWkh9mv3YO9dizXhqD7XV4wdEduL65jLKDn6HJSTQRsuDJebTMPebu93My31JPdtxl0ymaIP/CdNr9xLuqESK1xEzslXYU06BifZmv2lxX7Ryp0UfuBLVP/99g73vWYwj8IrvkIMHy7TInTcBbS+9QQYFk66mxeLToZs18QD1zjbdrqdqlsIMXZIMGaEUi5PW4S+iwcnM5BHxPZgzTqTohlLUGhsTJJ424Yp1K6j5oGD41x1Mkbza/8kuW8rOed/npjjxjbcuMumEz8kf0W6bg/1z/6R4sv+A8MXwom3dv5ww8QKF1J86RdpefPJDuuYwVzaHtx6RmtN1Mil+MPfxm6qJF23B1fBOMy8cmIE9j8IgmmCz4mSrtpOprESb+lUzLxxxPC3ryPEcJfJOLj8udQ98X+EFp6Ndhx0JkV0w2vEtr2Lu3gSsS1vEdv8BgB2IpJ9SNN+ZjAXrYwO94RatZ2fB8e+a2of+QV5p32InEUXojwBXAXjukyGqIqmUd2wqf3v048dj9tsC4D2lduwcTtRkjvW4SSiBCbNR/vziMnU9WIEcbSmqTU5rIcptQdjmuLMOsz01nbVZnRzFa45Z/T6c4y8cahQEemNyyQYI3osbSvSBECBXyWpf+Sn5C655DD3uzk4yTjNrz9M2ad/Sf41t2Hg4GCQMvzEMg6hw9wzewIhku48ij9yB3bTPtJ1e3EVjMfIK2u/10xi4V90Ga6CclreegLvhNm0HDL70qG8E+diK0/7tddlOHh0lNSuDdixZnwT5kKgkJgj1zghxjoJxoxQaTOAf+YJxDat6FRm5ZaAPxccyGQ0GQ5NoKfxGzHqn/tT1v0mdq4hN9EI7hJSjknuyR8kvvWdThew1vdeouDcG6h95H877SP3pCvJRBtpeO6uTjPD5Cz9ACkzAHYXidKycBxNBB8qZxpG3nQSjkY7mgNXOcMAb6yKqntvRycPzhLRlkTtViIqJG8gxIjgOBpX2QxA0fTqA/+fvbOOkuM49/ZT1T08s4yiFTNYZLFklilmiO2YAtdhvjfMDn7h3CTXSZzEAbNjZiZZFlkWM0ur3dXi8Ex31/fHSCuNdlZaSasFqZ5zfHy2q6FmNN1V/av3/b1t2gvnXk/9C39t/Tu++T3KrvwikRWv5jxf3vQrSQkfHFKBKYmHvFnXUvfwT1q3KTtNwyv/QLi89P3ozym+4CPsvf/ONve9a9Q8Fm6OYe8XOMuL/Mw9o+8JlfJ0Swt2Laf66T9kXc87eAKF8z9JRAsyml5CcySF7ShCPViMcZmSkN9FXdPRUyjSa19HBAqRxf2P+TpCCIx+Y7HWv4lKRnWZa80xIQSIWAPJnWuIl1fhHz6V2Pp32+xn5pfiJDOR4nnTryCJh5RzyIKf4+CWmSqj/hFnElvXds4sfUHcxX2IphxS+BD5Q5GFw9rMNQFithtj8BxKBk3CEA6+wROJb3kv+4SGSeE5txFVbkDhkg5G7VqqH/tllkmwp99Iii77fGs0ukajOT3RnjG9lKRtUHDOrXj6j8rabhaUU3rt14nTvtGetJJYzbXttqf2bMQwJEpB0lNE+Qe/hVlY0dru6TOUwrM/hJNKUnblF/H0G4Hw+DMhopd/DjliHgqJfVhIqH/0bAIjph93pIpSan9oZ/bxPmLUPfzjLCEGMiZqDc/8Ea9MH9f1NJruIEaA8hu/h7dqbOs2I1RE6VVfJlWzNeveVVaK2MbFFJ39odZc9gMEJ16A0WdkG6HEcRSiZDD5s6/LOka4PBSfdyuNr/6blmXPUX7tV/ANOgPp8eMq7kvxJZ9CTL6GN9Y00q8syC0XjeQHd8zAfYKjiNuKUP/U79sIP4kt7xNf+wbmUUp0azQ9hYZwxuAzrwd7xgAUhjzUNh5ZjFGpONbWxRj9xx2T6f6hmH1Hg3JIb150XMdrTl8MQ5LYlfFkCS9/OZNKe/h8N7+MkovuoPndJ8iffS3+iReRsrJ/q25pI/asZM9fvkTehHPaeBBKb4Cy675JQhycM7c31zyAbTtEHR8tdoCC+R+n8PyPYBaUIz1+/COmUXnbz0h4S1qP9zgR6h79RZtqTcld64gufRaXXhbXaE5r9COgFxNxfORf8nmMVBiruS6TruAvaJOac2Ai1TqwGOYRwzWlPw97/75px8ApGELx9d9FpGMIIVFuP/ENC2h86e8YoSJC488mNOEc7EgTjW88SNnV/02iYix9PvZrUjVbcJIxPH2G4XjyMIMF0Bjt1O9BReqzyg0eSmLnGgqtKIiCTr2mRnOycBxFROQRuuhzFNpxlGOBy4dj+kgsf7nN/uHlLxMYOYPKG79NOtwIjoW7cihpI0jMzv1SGHfceMbOp3LMHJyGPah0AmGYNC99jsS2lQAkdqwhb/LFFM3/KGlMUsKPH/jGrWcCCrchsW2HE8kCdLkMYu8voD2/mfDipygdOfuw6D6NpmfS2JLxkAgFem5kDEBB8OhijLV1CdgWZt8xx30d4Q0iiwdgbX4X9+hjT3XSnL4opTD2exMqK0Xto7+icPY15M+4AjvcgJlXgllYgW3blFz9VdJmiGi67TjicaLsefJ3oBxqH/s1hWffhOHPI91QjaugHFflUKIEjiVYO4uI7cEYOo/iIVMRysGSHqKO0Tq9Nk1JcuP77c63w+89T/nE+aSPsICq0WhObbQY04tRCuLKA6YHUVKaEVscOPBio6QgaSl27G3GNCT9yoK4DYEl/PhHTie2dkGbcwrDhat8MMlD3rBs2yGGF4xMKGXAidPyzqOZtnBDm9J+0dVvYUy6knA6iKyYgBAQsRUmks4OVBYCnMSRxR1lpaFnL1RqNFkoBQnlAuECA3BAWoLQmR9oGxINRNe9g3/sXKiaSl6ej8bG6FFNcJOOQULmEcizqPvn19qUqXfiEZreehDv0MnE3eUcSHU6UFj7RFKTDiAE2OF97bbbsTCiE4yBNZquoCGcxDQkPrdx9J27kYKgm827cy9gHCC9cQGyZADiGI17D8foM5L0iudxYk1If8EJnUtz+mDbCn/fESBNcCxUOkHDq/8CIZHeAL7hU/HPupmwI6ipjxOONTGgPITfbSD2LyaapiS+cXmrEOIkY9Q/92eEy4uZV4yTTlJ6w/c5Abuz/X3dP0cGOEzUEUIc0WRfpRIIXXFMozmt0WLMKcLh4ZSOELy0eCcPvrShdeXaNCSfvnYC4wYVUTDvJtI1W0k3VB88SBqUXvXfJETgiIVRBLRJQToUO9qIuT8a52Sb5ypFVgrV4QiPH+H2d0ahF42mW3EcBQX9CE6+kMhhZe0D485Glg4+phLTjhA88eZWLhiq2ggxh6LSSThJC/2W5eAbMpnI+6/kbPf2H4mtlVRNL6GhJUFewHXcaT1dRUHQQzRhEUuk8Xvb3l9OtBF7zzpc4y884WsZFcNJr3wBa8sS3GPPO+HzaU4fEiJA6ZVfpO4/Pz8YWaIcDH8++TOvYXNjih/c/S7RhNV6zKzxldx+6Rik4yCEyBk1rdKJVoP6ky2EWJaDt2ps6wLm4bjLqrCFS89RNZrTGC3GnIJIKdi6N8z9L27I2m7ZDr++/z1+9fm5SF+Q4uu+jdO4m+SO1Rh5JXiqxpM0Alj2kSeSljDxVo0hsXVFznbf8DNJWccZ83kcWGYA/+hZxNa83aatYPZ1JI0gWHqk0/R+4o4b39SrCE04j9jGJaAcfMOm4HgKiNluzA4+0Q1DsnprA0+8uYW5w0bjNt25S4cKiQwcueLKieA4CrNsMGZBOVZTTZtrF5x1M7H9JogaTU+nIZzs0ea9BzhQ0rquKUFVRVsxxtq6BITEqBh+wtcSbh+ypApr21ItxmiOibQjoXQklR/7DcltK7DD+/BUjUUW9KHR9vGdP71OMp0913x7RTUDKvK4cGr/jNg/cDzNCx7JeX53xWBsw90mmqUzUUohC/viKulPet/ONu2F595GAi96jNNoTl+0ge8piK3goVc2ttv+7DvbMQxB1PGRLJPJwtAAAQAASURBVByGMekqnMFziBAibR/9J5F03BSe9SGQbUOxXUV9MEsGdmk56YTtIn/eLeTPugbhyeTdGqEiii/+JK7hM0lrIUZzCpFw3ETMEuS4S5DjP0DUVUbcObYXwJTt8ODLmWfE44v34Z56Vc798qZeQto4ubnsUeWn7IPfJjB6TuszxV1WRfmN3yXlL2vXRFGj6Wk0tCQI+Xp+JFdB8IAYk9s3Jr3pXWTpQIS7c6q8GBXDsKvXoxLtR9RqNLlIO5IIIZwhczAmXUUifygJ4WfN1sY2QswBnnhzCwlLoZRC5JfjrhySYy9B4Xm3k1Qnv1pfzPFSeu3XCE44J+PZCLhK+lH2wW9h5Q/o0vmyRqPpeejImFMQ21HUN7WfdrC3PtpamtZxFI5zbMsCSimSnhIqbv4hjS//neSudQjTTWDcWeRNv4KI46cjKr9hSDwqjnSSIAxShr+NE35HidgeXBM+QPnYcxCOhTJcJETgmNI2NJqeimlK3E4U6aRR0iQlA6RPIPrMUbBv/4vYmytrGd1/BBPPvQN78X+wWuowgoXkz7wa15Azidkn1/9CKUVYBfDNu528OdeD42AbHhJ49SRV06toDCcpL+z5ZtM+j4HHZeQUY5xIA07tJlxnXNJp1zPKh5Fe+SLWjuW4hs/utPNqTh9s22k12RXCoLo+t1fgmEFFXDmthHyaEcIkJQKUXPFlIkueJrz8JVQ6gbtyCIXn3oYV7NMlY4xSELb9eGfdTGj61eDYOIabpPBhn6hhjUaj6fVoMeYUxDQEIwYUMnxAIWMGF2PZDovW7GXV5noARg8uwpAC6wQGobQjsX2V5H/gSxhOCoQgJX2ELcHRhBjDkHhIoOp30PDS30jX70aYboITziF05uVEHB/HsxietlTGkV6w32tUCzGa3o9XplC711D/2r+xmusQHj95Uy4mMOF8mtIeTCkwRMf9mYSAgEtw2/zBvLW6npWb67nrma0M6ZfPNdM/Q3HQRX6eH1lYRCzZdemGSVuSJHjI/asnqZreg+MomiNJgr6en6YkhKAg6M4pxljbloIwMMqHdt71vEFEYSXp7VqM0Zw4juMwYkAmfdbjMph9Rl+G9stndKUb/97lJN/+OzUvNCH9eeRPvwJnxCw8066lYPoHsNIWFi4SeI5JiDEMiSnSgCTtyOMScZKWIElAj3EajSYLLcacghgCbrxwJI+9vomHX9mI2yWZc0ZfLpszhP/7z/vMO6PfUSutHI5pgFfFUPEWQCF8+SSEn7jtAvabjx3llEII0s11sGsDNoq6x37V2qasFOGlz5Hcs4miy79MVHVOeLRG05sxDYG9bRkNz/5f6zaVjNH89sPEa3ewouRi3lzXzI0XjKC84Ogr8l6ZxojVEV76LGeEGxg/Yiypcyfzi8e3sXlXMz99uJmgz8UvPjuX5H4hxmekMawYKhFFeHzYZoCEch+XYKrRnKo0R1M4CkL+np+mBJAf9FCTo7x1essSZEkVwtW5Y7BRNgRry2KUbSEMPfXUHD+Oo+hXFmTamHIunjWYFxdtZ09NI5Pia4ktOmiU68RaaHzlH4Ra6vFNuxozv4Rwa6XBji5eCAIiSmrHaiKr30CaHoKTL0QU9cfGxGXHUPEwwuXGcYd0RKdGozlm9Ih4ChK3FF/9/Vu0RA8acj708kYG9cnjzo/PxGeKIw4WhiFI2WA5CikhZDpQs46ap/+Asz/nW3j8FF94B0blWJJOx9IYvE4L1fd+l/wzL6V52Qs590lVb0JF6hCB/vplT3Pa43Gi1L72r5xtqY2LGDfhCu56toGv/3EBn7t+IlNGlLR7Lre0SK9/g7pX/3lw447VSO9TfO2Kb/KVf22mvMjPp689A48BjgMhI0Hji38ivmnZwT71H0XxJZ8hgh8hBUlL4ShwGwJJ28puGs3pQGM4CfQeMaYg4GZLdUvWNifeglOzAdfYCzr9ekbZEKz1b2JXr8fsN6bTz685vfAYcOP8kfzP794imbb55UdGk3ziqZz7hpc+S2jyhUD+MV8nKGPUPfCDrMqjsU1LKb/+GyQ3Lmbfey+2VnpyFfel5Mr/JmYWakFGo9F0GC3GnGJIQ/Lkq5uzhJgDbN3Twp66CGP6+jDsKMq2wO0jKQNY+01ulRBsrYny1ydXs6MmTH7QzW9vH0bToaUFyazO73v8V1Te9hMsX+VR817dpiL87lNYzXUYoeLWsoK5SO5cizGm6pijdzSaU450DOcIZeS9sRq+dOVQVu6IcM8zqxkzaA4F7ezrtqNUv9pW2HESUcTie/ndZz9DGg/m/pQnr2HR9PLfWoUYV1EleVMuxgwV4TTuJljUl3+9WcvTb2/FshVjBhfxkQ+MpTDgQumJqOY0ozGc8WnrDdWUIBMZ09CSwHYcDJkx7re3LweVMdztbEReGcIbwtq5QosxmhPGVoK/P7W21cTXo+JYdjr3zsrBiTUDfY7pGm63ILL0xSwhBsA3dCKJ7SsJL3s+a3u6fje193+P0g/9kCjHZnwvBHhkGtOK5ZybazSaUxctxpxipCyHd1ZV52wrLfAxMJSi5em7SGxfBYARyKfwnFsx+o7DEh427mnhzr8taj1m8rBi4sufzRJiDqV5wX/Im3EFyl9CzG5/EupyEjSsej3zh1KI9krpAkawAO1pptGAMI78YufzGAxa8hcGFw/gipsuxkrnnowahiS5bR3thWYnt62kSCWxcXNARzGtKLENmWeBb9B4QhMvoPG1e0k37AHAVdKfi+d+hC0781m5tYnVWxr4n/99i19+fi4ht9SRbZrTioZwEsMQ+Nwn1/C6sygMZu71+pYkZftTHNPbliGL+iI8gU6/nhACWToIa+cKmHFDp59fc3qRth2Wb6w9uME4ckSaNI89Yk2mYkRXvtpme3DMHPY99+ecx9iRRpzGakTB0A5HiUopCKgWGp77M4mtKzLb/HkUnn0z3v5nkHB6R7SdRqM5PnRp61MNIXCZuf9Zv3DZQBKP/6hViAGwo83se/K3iH2bsYG/PLEq65g+hS5o2Nnu5dINe0huXUF00X/wynZWJcj4lWFbAMQ2LCIwambuHaWBp98o7G6qguQxHPwigdewkPL4KjtpNJ2FZfrxDhqfs016A4AgXbud1No3ST78LQqtmvZP1t6q4QEOmziqVBzICKf50y6j9rFftwoxAOl9O0k+8SM+Mb8vxv57xbId7n9xA0q0vXdcpsAnEvhkEsPQQ4/m1KIpnCTkcyNy/PZ7IvmHlbdW6ST27tXI8s6PijmAUToI1VSNE9530q6hOU0QonXcAdhU5+Aq6Z9zVzO/jHTjXqyW+o6f3pBU10dROaqNCsOFSsbaPTZdv6vd+aNhSHwyiU8kcO3Xbf3EqL3v+61CDGT8buqf/j3UrtfjpUZziqPv8FMMjyG4YNqANttLC30UpGuww7kHo6ZX/4nbibG3PnuA2d2YgqLcAxyAq6gPVss+Ikufw7TaT6dICw/+kdMBiKx7h8CoGbjLB2bvJA1Kr/oyCXn8q3KmechAdwxxXy7DIWg3EH/9r9Tf/21anvw5nvr1+Izc0TsaTVeQdEyKLvgvzILyrO3C5aH0kk/S9M5Bs0Ici6bn/4QVbW5zHtt28PQf3e51PJVDsM1sw07h8QOCwMjpRFa+Do7V5jhlpZAbXmPa6FIARg0sZFKVF4+KY5qZyaiUgpCMYq94msaHvkfjw3ciNr5G0IjTS95bNZqj0hhOEvT1nhXsvIAbIaBuv4mvtWsV2OmTkqJ0AFk6EITE2rnypF1Dc3rgloK5E/u1/v2PV3fhueDTGIFsXxjpC1Jy4cdofO1eEjvXdXiRLW05vL6mEXPImW3alJ3evxjSTt9K+uX0jAkYCYztC2n6z49oeOA7WEsfISQj2C01WC11Oc/V+Oq/8Kj2hR+NRtP70WlKpxi27TD3jL68+d5utu0Nt27vUxLE3LeO9tbG0/W7cWFjSIF9yCDy9sparvvw+bDmjRypSoLQhLOpffy3ACR3rMEYMidnVEvSluTPuob4pqU4iSi1j/+G4nNvQbq8JGu3YRZU4BkwhoQIkLaPTyMMGgmSm5fR9N7zKCuFf+RMQuPPIUrwqIbFrpZdVN/3Pdi/CmI111L70I/In3kVnvEXk3T0raLpepSCqAxR+sHvYjfuJrl7I678Ygx/Hk1vP0Jq75as/VO123ESUZBtjQotV4jgpPlEDstzxzApvOBjxJWHQ9OYLMOPf8Q0XEV9iKx5q/1O1mxgRN+pXD51DHn7VqDW/4fmdQ6BMXMIjZ4LQlHzr29nCcGNL/0V96rXKL7iv4moo1eB0mh6Og3hJEFf7xknDCnIDxwsb21tfw8RKkEGCk/aNYXLiyzsg7V7Ne7RZ5+062hOfZTjcP25w1i5aR91TXHqmxOsr7GYdPEnsCONpOv3YBaWYwYLqX/5H1hNNYTff4lQv3Hsj9U+IkII1mxvYf6l85GbF+HEDppdR1a9SWjSfJoX/KfNcUaoCCElAaeRhFHAAetDv5Gg6dk/ktj2fuu+LYueJLLyVSqu/2a7qftW416karsQotFoTh16z8xB02FMFF+/7Uw27W7i1SW78LgNrpg7BF99mLaFLDNIXwiEZM4ZfXht2UFz3ZTlcO+CBj500RdIvfonnHhG4JHeIEVn30h07Tv70xkA48i58klXIX0//P9oXvw0sY1LaFnyLHnTLicw+VJitpuw7XS02mAbAjJOwxO/Irl7Q+u25gWPEFnxMuUf+iFh2l/F8Kg4Dc/d1SrEHErzgkfpM/YskuQdX8c0mhPEcRQRfIiCYbhKRyCqV1Hz0E/aP6CdcJOE4yIw7Wp8A8fTsvBR7GgzngFjyJt+BQkzH+cwo6aEbZJ/zm2ktizFDBWT3rcr9+VCpUwdXoR64Zek9u1o3d70xv2kG/fiyivOGZGX2ruFdPUGjD5nHNUAXKPp6TSGkwysCHV3N46JA2KMchys7csx+4896deUJVVY25ahHBshe4e/jqZn4jEEP/z4TFZs3sc7K6sJ+Vw0vPJPnFQCM68Ye93C7IgTaXQ4jdBtCC6dPZg7H97A16/5Ju5Nb+JsWYRwubH7TiAwZipOKkl42XOtc0dXaX+Kz72VfU//ATvSRPnNd+J4K1AKVNPeLCHmAE48QvPSZwmMnkVkRVt/GukNoHQSg0ZzSqPFmFMQpTKCzJgBBYypKkIIsC0Hb3AcGGard8uh5E27nKT0c+MFI9m0q5ldtQdTjhas2cclc6cz9NafYDfuQVkplG3RsvR5EjvX7N9L4O0/OiOotIPjKFyF5XimXYdv0gdQQpASPpIpBzh+jxgpBfa+7VlCzAHsSBORpc/innoNqXYWF4QVP0J1J0Vy7xZkn4m6VKGmW1FKkUrZBIv7gpA5TbU9fUdieIOQzH2OmO1Glo0l/7JhCGVjGx4iloS2OiQAEduLb8h08ov7Et/adiIJIMddhKrbSPIQIaa1P6X9aWmnjD1AdOWrBPqOw9aTTU0vRilFUyRJyFfU3V05JvKDHmoa49i1myEZQZYPPenXlKWDYMPbOHVbMbrgeppTF8dRmMDU4aVMHVGKaQrs+Hk0vnxPzgWAvCkXkXYM2h3wDsG2HcYOKmJxn3w+d9cqpo0ewdQxk0jZCiFDTHYC+KZeRd6k80nv24UwXaQbqql76vfYkUYAGl/4M/mX/w+26Se2+vV2rxVb9y4lF92RU4zJm3opKSMAuqqSRnPKosWYU5jMavPBQSduBCm/7hvUPvJTVCrRut0/ahbeUXOIWgqXEHznI9PYsy/Kqs31lBT4GD+0BK8pCCsIhEqo/dc3M6kQh1Bw9k0kpb9DmorlCCzl3R8Fc+JGvS4Doiteabc9uvZtSiZdQorc6RDiKCGrevVO05NIyQCF595K40t/y9ouPH6KLvwYhj8EyWg7R2cmsHH2V2nqQPRz3DLw5vWh4KwP0fT6vQdFIGlQeO7txANFiMUP5jxWOc6R7x8p6UjIuEbTk4klLdKWQ9DfezxjAAqDHjbsbMLatg08AWTBsZX+PR5kfiW4vFi7VmsxRtMpHEiNty0IDp+Oa8VrpOu2Z+3jGzwRT8VgUumOixpSKW6/ZBRXnTWExWtraLIMpowqx+8xkEph4cLZtoqGF/6S8/jknk0YVgLb8IFs/3VLSIm7vArh9h2MNAf8I2fgG3sOES3EaDSnNFqMOY2wbIEqGEjF7b/AbtqLk4jgKh2AbQaJ2plJpFIKAxhQEmBwRQjHUdi2g9ofFRIzi6i49afE1i0gsXU5RrCI0JSLsf2lJLrJV0UhEEdKkTqKmGK7/LgrBrfx3zhwrLt8IEkdFaPpIaQcA8/QmVT0HU54yTPY4Xo8VeMIjJ5D0pXXjuR4YiQcN56RZ1M5YhpW3Q5A4CodQFL4yDMk4Xbusfjm9wiMnkXTWw/lbA9OnE/KkRx3fqJG0wNoDGdC0UK9yMAXID/oJpGyad6yklDZ4C6pBCWkRBb1x9q9Gs/ky0/69TSnF1HHR8nVXyW1ey3Rla8ipEFw0oWYZYMwg4XQ2P5CRS6kUhT6XVw8rQpQWJaTXXnwaIt1AtJpm8C4s4gsfzHnLoFxZ5NyF1Fx+8+xm/fixCO4Svpju0NE7N71TNFoNMeOFmNOcQxDkLIzK3eOUgS8JhhBnIIhCCEyIkOO4BSlFOl021BOx1GECWKOnk9w9LkgDWJWzoyJLiNtKQITzie69p2c7cHx55A2/O2GeSaVh+KLPsHef38rK2IIoOiCj2Qifo4e1arRdBlJx0XKW4n3rI8gHBtbmIQthXmM96GUAktBPGWTthwCXhOPKXFymXA7BklCiNKMr0RCKVAgEQQmXUB824o2xyR2rqHo/NuJrl/UdqVyyESM4iqd/qfp9TRFMmJMb6qmBFDQWt46RsHIKV12XaOkivTaV1HpJMLl6bLrak59lIKI8mH0m0Kw/wRAkHIMLMQJLVQ4SpGwHGIJC7fLwOeSOI6Dv/9oMtGdbccx78DxWIYfZYMKlBAYdzbRldmpSGZ+KaEplxBOAwQQ+UMQBfvn5nreqdGcFmgx5hRGSsHepiS/vv89quszqwFFeV4+fe0EBpYFW6NdjgfLVlgYPWKwUEohCvriGz6N+IZ3s9pcRX0IjDub8BHCPB1HEfeUUXn7/yO6+k2SO1Zh5JUSmnIxlreIpK3TlDQ9D6UglQYwOJ7IEikFkZTNr+9fzqZdTQAEvCY3XzyKKSPKkCr3OdVh2x1HYZYNxVs1lsT2VVlt7vJBKG8ox0rlRciSKqJOdjltjaY3ciAypreJMYX7xZh6VcCIkoFddl1ZUgWOjb13A2b/cV12Xc3pg2072ByYu6kOl7TOhSMELy3eySOvbSKZykx6xw0t5tNXTyBlBik460aaXvt31jHSG6DwvNuJOi5AEXc8BGd9kMCYOUSWPoOTjOMfPRvPwAlECXBgDFeq7Rir0WhObbQYcwoTTTt8864FpK2Dq9wNLQnu/Ou7/Pyzcyn0m5wqz/yY4yHvnNsJTTiX8LLnkN4AoQnnYhT3JWp5OJo3je0owoRwjb+U4LgLUMIkah31MI2m15J04Jt3vUNT+KDbbzRhcdejKxlwx0wGlXmxlCSdPvpNEHW8FFz0aezaLUTeex6lHILjz8HVZyRR24tSHLJSKUk5UkfEaE4ZmsJJ/F4Tw+hdRtQet4FXWtR7+iFMd5ddVwSLEd4g1u41WozR9GgMU/LW+3u494X1WdtXbqrn+39dxHc/Mo3AyLOo6D+a+KbFSE8As7ASV/kgomQvesYcDyJ/CP7zPwXKwRYuIpaDTtPVaE5vtBhzimKakpcWbssSYg7gKHjolQ3812Vj4QjVj3obMceLLB5B4QX9SddspmXRkyANghMvQBT2J+YcPRw6833p20JzaiOlYPPOpiwhBmBYvzw+e8kA3DtfIbxkA2ZhJcEzziflyiflHDlCLOp4kWVjCFw0ElBYykXykOfL4SuVGs2pQmMk1euiYgBUKk4+EerNsi69rhACWTwAe8/aLr2uRnOsJNIOD728MWfb7roIdc1x3EU+zEABZn4ZsQ2LkPW7CYWKcfvdJMh+LiilSFqCTETrqTP/1mg0x49+6zxFsRzYsKOx3fYtu1tI284p9wPwizj1j/+S5J6Dg2dswyJ8w6aSf+5HdFqERgMYhmT99uznQ2mhjy9dXE7q8W+TaPVOWk546XOUXPF5XBXjSDtHXvl3HEWydR890dScHjSFkwS9vU+Mses2kyfj7LO6viS3LK4ivfI5VDKK8AS6/PoaTUdIWQ7hWLrd9t21EYYVWNTc+23scEPr9ujK18iffR2eseeTdHrfs0Gj0XQdvSumVtNhDCnoU9L+BKe8yI8pJYYhTyiXtidhGILk5iVZQswB4hsXY9dvP2U+q0ZzIjiOol9ZMGvbDXP64Lz+5zYm1qCof+r3eFQ8a6uUotelZWg0J4PGSLLXlbUGsPduIt8DtcdWYKZTkCUDQCms6nVdf3GNpoO4TInHlTsq1OcxGTcwj+Y3788SYg7Q/NaDuKzIye6iRqPp5eiZ9CmKbdlcMmsQuSpVet0GH718LPXhJO+sqWH97hbSKpMbm1ZgQa98yXI7CcLvvdBue2TZc7hkD3Ac1mi6Gdt2GDekJGuSOaTUIF23I+f+ykphN1UjBAgpSClYvaOJd9bW0JywcPY/aAxTYu1/hohe+AzRaI6HpnCy16UpKcfGrttCQb6P5rhD6ggm9ycD6S9A+Auw92gxRtNz8ZqS+dOrsrYFvCafuHo8n/vgRNxOnOi63JU8AeKbl2KaeizUaDTtc6plqWgOIc9n8qUbJ/O7h5a3OsB73ZKffGo2f3h4Beu2H1TyvW6D//7QFJ58czNb9rRw7pT+XDRzIC56k7O7Arv9cFJlpTllHIs1mhPEYwi+91/T+dHfF9MSTR313lBWGiEEm6rD/OQfS7AO8YOZMqqcO64cx9Nvb+PFRTtIWw4zxlZyzTlD8bu0Wa/m1MV2HFpivc8zxqnfDlaKwqJC2KPYF7HoU9C1n0EW99e+MZoejWM7XDZ7ELWNMRau2ovHbfDlD03hH8+sYeueFn522yg8TvuLfCqVRKAjsjUaTfv0SjFm69at3HnnnSxduhSfz8cll1zCl7/8Zbxe7QeShaMYU1XAb74wj7qmOLat6Fce5KGXN2YJMQCJlM3P/rWEL980mR/+bRGPvr6Zhav28r2PTe81PxLL8OIfOZPmBY/kbA+MPQsLF9rLQqMB5Sgq8r38v0/PoSGcIM+fJhoqxg7Xt91ZSMzifjRZDj+6Z3EbcWXJ2hqqKkJs2d2cEXaAV5bu5N3V1fz8s3Px6IVBzSlKSzSNUr2vrLW9dxPCE6SgMA9opi5sd4MYM4D0zpU4iTDSG+rSa2s0HUUqxUc/MIab5o8kbTk88upGtu5pAWDlzhgz+48htXN1zmO9QycTs3REtkajaZ9eN0VuaWnh1ltvJRqN8tvf/pavfOUrPPnkk3zzm9/s7q71SJSjcAvoW+ijqtSPZTm8smRnzn2TKZt9TXFKC30AVNdHWbWlvtekLKUtCIw/ByNY2KbNVdwXd/8x2KdQ9SiN5kRxHIVLKMrzPBjeEMUX3gE5VvHyZ16F7fKzbF1tu1EuL7y7nXmT+mVtiyYsHn9zC7KXPEM0mmOlKZKpSNabxBiFwt67AVHUh5BXYkqoC3f9C6MsHgCgU5U0PR6pFAGXxOcxeGfV3tbtT7xbjZh+Q87S8K4hU9nUaOjxT6PRHJFe94S4//77aWlp4Q9/+ANz587liiuu4Jvf/CZPPvkkmzdv7u7udSpSChwhsBDYnJhZpmFKlBDIo5yi8bDc9zeW7+5VcSRRgpR/6E7ypl+BESrGzC+jYN6NlF73TaLK393d02i6BdOUIAXSyJh2O0KQVpnnyoF8dstS2MVDqLjtJ/iGTMIIFODpM5TSa76KZ/wFWLipbYy3e41wLI3X3TaObtHqvSSt3vQU0Wg6Tm8UY5zGalQyglHYHyEEBX6D2rDV5f2QvjxEoBBbm/hqOohhSJASw2XgSIEFIEVOf8STQcpyshYkmiMpfvt8La6rvo971ByMYAGu0v64z/4Ye4Zeyc8fXq/HP41Gc0R6SwZKK2+88QYzZsygqOhgKcb58+fz9a9/nddff50hQ4Z0Y+86DyUE2+ui/Ou5dWyvbqGsyM8HzxvOyKpC5LH4nkhBLGXz3Jtb2bKnmX7lIb754Wk8v3AbC1ZUt9m9qiLEU29taf3b6zaQQtBbgiwdRxEmgGvSFZRMmA9AyvATthSgfSs0pxdSCpIOvPX+Hhau2kvQ7+KSmYPY15zgT4+uoDjfxzXnDGPC0BKE45ByDNKecgIXfJI8J4USJkk8OLZCKodxQ4p54s0tOa81qE8e1fVty7J43EaXTZQ1mq6mKZJCCvB7es90yqreAKYHESoFIN8nqesGMQZAFvXXkTGaoyKEIK1g2YY6Xlu2C5cpmXNGX2xb8f7GOq4/bzhBj4E6yf5kXpdBXsDdmo4LsGZbE5+/O8y5E2dx1dXX8d7Gep55Zx9b96yjtMCnHWM0Gs0R6T2zh/1s3ryZq6++Omub2+1mwIABJxwZczyO5weiVTozlUdKwZIN+/j1/e+1bttVG+Hn9y7j2nOGccnMqg6FNEkp2FoT4bt/Xoi9f4Bas7WBl97dzqeuPYOmcJI1Ww96xwzqk0csYRFLHJyUXTJrEFIoRCe4wZ+M76o9FJAyDpb2Ns3eNRx25XfVkznWe/J0/94O//yxtMPX/vA2jeFk6z6LVtdw3pkDuGzuEB56eSO/fXA5F88axLVnD+FAbSUbN7aRCbuW0FoSfmBlHuVFfmoaYm2uffXZw/jns23NOC+ZOZCAx8C2u0YM1b+Bk/f5e3pVkO74t2+Jpgj63bhcPfu7AVrTJazq9RhF/TDMzB1fGDDZXp/qlnvGLK0iuXMFMh1B+vK6/PqH0tueHR29H3vb58pF0oHv/WUhu+sOlop+b30dk0eWMXlUOV/+7Zv8/LNzyPflfq3prO/ALSU3zh/B//1nZXb/0jZbaxMs2BTjr08dXLC4aOZA/F4TpwekyJ8Kv4MTRX8Hmp5Ip4oxe/bsYdGiRVxxxRWdedosWlpayMtrO2Dn5eXR3Nx83OeVUlBYGDj6ju2Ql+c77mMPp64xxl8eX5Wz7ZHXNnHBtCoqStrva31zPFM9SSh+dd97rULMARwFf31iFZ//4CTWbF2EaQhmjKvknCkD+Pm/lrTud97U/gzsk09B0NM5H2w/R/uu7EQUlIP0BhGn+ZJ6Z/6uehsnck+ezt8bZD5/ImXxt4ffzxJiDvDSoh184/YzcZuSlOXw7IKtXDZnMH1Lg0c99w8/MZO/PL6aRaurcRSUF/n52BVjkSgumlRCPK14bWU9NQ0xRlYVMvuMvt3y76F/A537+U90jOxKuvLfPpayyQ+6CYV6x+8t3VSLE2kgNHQSbn9GcC0vSPPe9jj+gAdDdu2Ya1cNo3YZeJq3Eewzo0uv3R694dlxPPdjb/hcubBthwdf3pAlxBxg6bpa5k7sh89r8u/n1/HRy8eCglDAjd/bNnWwM76DuWf0w2VI/vnsOpoiSUxDMm9SX6aPreTn/17aut+w/gWcM6U/+Z34vdvJGNg20utHSOPoB+Sgt/4OOhP9HWh6Ep0qxqxcuZKvfe1rJ1WMaQ+l1Am9uDuOoqWl7Wrv0TAMSV6ej5aWeKeZwzaFU0TiuUs0O45iz74InhzPYEvBqi0N/Ou5tbhMgw9fNoaGlkTO80QTFvlBN//75bMwDYnbNNhVF2bq6ArcLsm5UwZQku9BpS0aGzsnfPlo35VPxUjtWkN42fPgWATGzsM7dCoJGTjuitRSCtx2BKFslDBJGYFeUWb3ZPyuehIdmUQezz15qn9vR+PA5w+H40STNm8u393uvis27WN4VSF766NcOb0Cf7qZREMMy/CTdtp/lroFfOKKsdx2ySgs2yHgMQkRIbr6DSr3vIt0+zj/kguR5eNw3EGk49DY2DZ96WShfwPH/vlP1v3Y1XTHv/3efVF8boNwuH0/pZ6CNCTOjtVguEj7SrBimVQLv6mwFWyrjlKW19UB0x5EoJDmjctJV4zv4mtn01OeHZ19P/aUz3W8JG3Fi4t2tNu+cFU1Zwwr5a339zB7QiO/vHcpZ46p4LZLR5PnNbFthZSiU74DIcBFmrnDfcweNpGYcpNWJi6XQUNTgrMn9SOetJg3sR8Dyjtv/POQwKndSsviJ3ESUXzDphIYO4+kmdfhOW1v/x10Bsf7HfSWhQhN76TXpSnl5eXR0tLSZns4HD5hvxjrBEy2bNs5oeMP5WgrUx6X0eZahiFZur6OXbURPnH1BLbsbsbrPrJq7iiF12XgMgS2ZTOgJMBHLx0FCNJpC+UolBC4SAKSlDI7RcjI9V0FjAT1T/6G5K6DaQ7J6s24lj5L6fXfImwfu/mu30hhbVpK7dsPYYcbMELFFMy+FvfAScTsts73PZHO/F31Ro73s5+u35uUgpqGKDuqw+SHPEe8X21HMX5QHp85K4R6914aF22iyeUhOP4cQmdeRsTxHVEEdQtwm5Kg08zef30LO9p0sHHHGvwjZxI861biVudG1nWU0/U3cICT8fl7y/fZlf/2jeEEpQW+LkvDOzEcEjvWYBT1RSFQTuY7yvdl5hzVTSmKA10fvi+L+pPetbbH/L56y7PjWPvYWz7XAUxTkrYVjlJHvL9sJyO2+DwGKcsm4HMxeWQ52/a00BhOUlrgY0B5iKCjTug7MKTAm66n6dV/Et+yHKQkMHI6hXM+SIJ8+uTB7fMHY+EinbZxHIVlnfhzwSeThN++j+jK11q3pWq2El76LBU3/5Awx5be19t+BycD/R1oehIdEmNuueWWDp2ssbHxhDrTEYYMGdLGGyaVSrFjx442XjK9Fb/XZEB5iB014TZtAZ+LwlDbl5uE5WDZDrFEmu/9ZSEAX75pchujsQN43AZpy+HH/1zCmaMrmDexLz4BqVTGqldKQUBESWxaSsvqNxCmm9DkizAqhhK1vZ36eaUUWDWbsoSYA6QbqomtfRtz1AVYxzDZ9RgOifefp3nBI63b7HA99c/+H/mzrsE9/mJSts4Z1ZxCGJK9TQm+95eFhGNpLp09iMkjy1m8tibn7lNGlNFP1hF/9AegMpMSlU4SXvosiR1rKL76a0TVke91j6FoWfBothCzn9i6BYSmXoLw9z3uyDaNpqfTFEkxqLJ7vU46ihNpIN1Ug3vk3KztIa/EkFDbYkPfru+XLO5PeucKnEQY6Q11fQc0PQopBSkH3n6/mjeW72bCsBJmn9GHJ97IbR4/dVQ5D728gXmT+rF0bQ1funEyf3tqNdv3HpxDB3wu7vz4TEpCx78Q53eaqf7H11Hp/RHnjk1y90ac5lpUzbs0r89EhganXoK3eCAxOmchQsYbs4SYAzjxMM1vPYBv3odJ2seXsqTRaLqfDr2NLlq0iE2bNtHY2HjE/yKRtvmcnc3cuXNZuHBhlvDz4osvkkqlmDdv3km/flfgEvCFGybi92ZrZaYh+MrNU/AYbSNnLFthGjIrlPOZBVu5+aJROSuZ3DR/JI+/sYXNu5q574X1/M//vkU0ffCNKUCUuvu/R+OLd5Pcs5HEjtXUPfpzml+4C7/Mnfp0vLikTXT5S+22R1e8gss5thBwlxOjeeHjOduaFz6G2+nZ4fYazbGghKCuKcGdf1tEOJZJcXxlyU4unTO4zXMEYOrocvJcaeyF97YKMYeSrtuO07i71bi3PdzEia55u9322Oo3cLn0JFFzapK2HCLxNIEc3hQ9kfTutQjThSzsk7VdCkGBr3vKWwPI4gEA2NXru+X6mp5FyoFv/ekd7n5yNRt3NvGf1zYzeWQ5RXltFwdGDCjENCQ+j8nE4WWU5Pt46u2tWUIMQDSe5jt/eod46viiIdymomXRUweFGEAYLkouuoO6p35H46v/IrlnI/FtK6h76MdE3vwXPtnWr+1YcbkMYusXttseXbcQlzrx62g0mu6jQ5Exffv2ZcaMGdx5551H3O+5557jC1/4Qqd0rD0++MEP8q9//YtPfvKTfPKTn6S+vp6f/OQnfOADHzhlylo7jqIw4OKXn5vLexvqWLO1noGVecwYW4nfJXOmHpim5KXDcmrXbG2grNDP1287kxfe3c7OmjB9SwKcP20gKzbVseSQFfOWaIr7X1jP7RePwjQUkfdewmpqu6Ie3/weoSm7kYVDe7T3ioq3gNPOxNK2UPEweI9uVqrR9AaSlsO+5jhNh5j1xhIWf3tyNV+9ZSpvvb+HlZv2ZUpbzx5ERVEAnwqT2rOh3XPGtyzDdeZwHKf9wvZSHaXofQdCYkxTYiNoDCcIx9KUFvrxmALRg58vGg1AczRzv4X8vUOMsXavwV06ACGN1hSlAxT4JTUt3STG+PIQ/kLs6vW4Bk3plj5oegaGKXlmwfasin2Oo/j9Q8v57HVnsHprPQtWVOMyJedNHcDAPnnUNye46uxh/PK+ZXz+gxN54q3cETQt0RS1TTH6FvowDIlSHNE3RElBMu1Q1xRnYIEisXV5Vntg1Awiq17HjjS1OTa6+k1Cky9C+ProyFCNRnNEOhQZM3r0aNaubZtCcjhdUfkmLy+Pe+65B7/fz2c+8xl+8pOfcOmllx5VKOptOLbCLWDWmHLuuGwsF0zpj9cQ7QogAkVjuG3EymvLdvHr+5YxdnAJP/ivmZw3rYo/PPI+zyzY1mbft1fsIeUo6mv35QyJPEB0+YuYOaJzjpe0YxCYcF677YHx55CWx+Z8LowjT46F2TsmzxrN0TAMweZdTURibU2/t1W38L2/LCQST/HFGycxcUQZD7+8kdeX7aKsyI9wt39fGYEC1BFmkUIIrFiYwPAz290nOGY26XRuwcYwBBaCNTubeXrBVrZWh4kmLO7860IefX0LThdXddFojpWmSCYFOOjr+eOJE67FCe/DXT4oZ3uB36Cm5Sji6klEFvfD3nP0eabm1CaZdnh16c4222sb43zv7oW4Tcn3Pjqdb9w6lXMm9WFIZQgp4Ff3LSMaT2Pb6ojiR1M4RSzt8Pr71by1ai8xy0HleHdxpOShVzbxqZ+/ynf+vJA3VtQgfdkLeL7BZxBd/26714qufvOEI0PTaRv/iOnttgdGTictOtc6QKPRdC0dioyZPHkymzZtOup+ffv27ZJKSoMGDeLuu+8+6dfpCWQMpo4eVuk2BKMHFVHb2LZ6SjRhkbZtmmNJVm+pz+khA6CAeNJid12EqiNcS6HozNckx1GYFUPx9BtJcte6rDazsBL/qNmEj9Ec0fEEMQvKc0b3mIUVOO5gR75WjaZXkLYcSgtzCyu2o3hvfR1zJvTlwZc2UFkS4PK5g0kKCE2aT8vCx3Ie5xt2JpGjGNzZ0WaC488ivm0FdrQ5q80/bAoyUJhzYiyloClu8a273sl6HhWGPHz+hkn89oH36FsaZM74CmIph5ZYimg8TUmBD69L6qgZTY/gQCRabxBj7F1rEKYXV3EfrERb0aUoIFm2w96f8tz1Qqgs6k9650pUIoLQUaunL0f46SkFW3a3MP9MgZV2SCQykVyjqgqZNb4Pb6/Yg+U4BHwuou1UJC3M8/C5X72e5UF43bnDmD9tAGlbUd+cwO81eX/TPp5buL11nxeW1zNl7nzY+8dD+iqOHP2ZIwX4eHB8hQTGziO66vWs7dIXIn/29YS1/6FG06vp0B1822238eyzzx51v7Fjx/LjH//4hDulOXYcW3H12cNyTqICXpNZ4/rwrf9bwLghJe2eY+a4St5ZWc3bG8KYQ2e0u19w/LmkO7lyRNT2Unjp5yi+9DN4+g7HXTmEwvM/TOn13yLiHHslpQR+Sq/8MtKbXY5OegOUXvllEhxbpI1G01OxbcWIgUVs3tXMxBGlOfe55txhOI7iB/81g+9/bDoeKUilITDxQtyVQw/bW1B88SdJGUcu5aiUwizpx77n/kLppZ8mf/rluCsG4R0wmpKL/ovAqJlYIvdLasqBn9yzpI0w3BhOcvcTq7hy3lAefHkDLQmbb/zfAr782zf5zp8X8qn/9yr/fG49jtSTT0330xRJZiqsHKVyYXejcLB2r0GW9EfI3H0t8BsoBfsi3RMdc8A3xtqrfWNOZzymZN7Efu22XzBtAM5hqUVSKW6/ZBS/+vxchIJrzx2W89gJw0pYv72xTTGIB1/eyK66KN/8vwV84/8WsK06zH9ezV6A3lkTZrvoi2votNZt8a0r8A+f2m5f/aPnkE7bmXLYLgPTPL5xK+54CM6+kdJrvoq3aizu8kHkz76Oilt+TFTmH9c5NRpNz6FDkTGLFy9m9OjRBAK6znpPJugx+NEnZvHH/6xg655M+e8xg4u448rxrNqyj3jSZkdNuHUF4VBCfhc3zB/BV/73TWIJmw/OOgtj00LscH3Wft4BY5DFA06KX0zU8WH0n0pe//GgFGnhJWI7ZGJ2jg3HUcQ8ZZTf+jPS1RtI1W7HXTYQV+UwYiLYo/1uNJpjxWtKbKW4cPpASgv8vLZ0JynLIS/g5rrzhjNzbAWmYH8It2q9o6KOl8LLvwzhGuKb38MI5OMdPImUESDlHH14SAk/oTPOY+8DP8Q3cDz+IZNQ6RRN7z5F0UUfJyn94LRdHYwm0lTXR3Oec8feMBUlfhrDSXbVhqlryjbvfm3ZLkoLfFw6o+qI+f4azcmmKZIi5Hd1SYr2ieDU70QlWjBLp7W7T6E/I9LUtFhU5HdoatipSH8+wpePvWcdroGTu/z6mp6BbTnMn17Fm8t3t3n2jx9aQr/S3PM3qRT5XpPiQYWknUK8boP7XlhPcyTV6i8zc3wlP7g7d1rR0wu2MWlkOS+8ux2fx8wZQf6zhzdyx0UXMW3qZbDjPYTLTXD4mcS3rcSJtWTt6xs+DYKl2ErQGE6yeG0NbpfBmaPL8XtM5DEaycQcD7JkFKGLhyKUjSW9hC3VIV82jUbTs+lwaesHHniA8ePHn+z+aE4A5SjK8jx849apJNIOUmRWGbxuyZbdmYHivufX8dHLx3HG8FJeX7aLSDzNuKElXDhjIB5DUlYYYMvuZn7wwCa+fu1X8O5eAlveRZguvBMuxD9oLBHr5OWn2raDzYHV9BN70XIcRYQARt9JmP2nkLYdkk7vHrykFBiGxLYdLShpWhFKcf7kfuxpiFFW6OMrt0zF4zYozvcScBtYaZtc1pxKQUx5EcGBmJMHo5TKpCZ18NZLOQbeEXMp6zOUlnceJbp+EaJ8CPK8z/CLF2o5b1oBw/vlw2G/1WTqyKvvLkMye0Ifwu2Emj/19lbOm9ofV4534B7+Xqw5hWiKJAn0ghQla+dKhDeECOWOnAMIegQug24z8YVMiWt7z7qj76g5pfFI+OHHZ7JgZaa0tcuUXDprECOrCjGOMn+zLAcBzBhdzsRhpaQsB5cp8bgk3/3Lu6TaSb1tjiTpW5pZcG6JJikt8LURgxxH8cent1B0+5mMmng5jgMR5VBx84+IrnyN2MZFSLeP0NRLMCtHEHa8/PmJ1by7em/rOf713DquP38450/pj1QKIcQRvdkOv34CEzDbjKmg54caTW+lQ2JMRx8Umu7HcRQS8Jv730iUIp12mDSijGff2Yaj4E+PraSs0MeMcX3wug3iSYt4wsJxSW65aCTf/cu71DXF+cY/1/Hpa2YyePhc4imHpDdI2jJwSXrVg962FbbdfcaEnYGUAj9RrNqtpGq24irpj6tiKHEZoJd/NE0nIZRiYFmQ4QMKiUSTGELg2A5WOwa6h6KUatdo92ikhIdH3lO4vBdTUmKwuTbJG39ZT9pyeG9jA//75bPxHBadnR/0IGVbQ/LRAwv4r/P7Uhhfze399mK5bX5w8yh+9fhWGloOGpTHkxZpOzPJPoAjBNGERU11mKLmJPkBN64c19BoOovGcLLHl7VWVhK7ej1Gn1FHjOARQlAUMLpdjEnvWo1KRhEeHYl9uuI4ChM4e2IfZo+rRAgwpTimSEjbcnAJcLkyY4QpBWOHFLcpeX2AUQOLWiPKX3h3B5fPHcJfnljVZr+CkIeq8hCpQxYUwgRxnXEphePPRyFJCze2ECzfVJclxBzg+YXbmXtGX+JJi4bmBCUFPkJ+FyZHNh9uj9b5Yd12Uns34yrui6tyuJ4fajS9hK6PRdV0OY6jqKoIUVkcaE0NqG2M8/gbmxECvnrLVF5dsoOrzh6G323wmevO4N7n1/HpazP/37izqfVclcUBvvXhM9stsa3pfKQU+K0Gau/7bpZJqvT4Kb/xu8Q85frfQgNkRBW/10Uyntpv/n3ySVgOz76zDSvHRNl2FGu21jNleGnWRNpjCi6aPpCnF2xt3Ta8Xx6fOyef5OPfosk6GCJelF/K92/8b756z3oi+yNl8gJuXMZBIcYWgt88sJxVWw6mVZYV+vjWh6cR8hj6/tCcFJoiSfoU92zRwNqzFmwLWZq7itKhFPgN9jZ3pxgzAFDY1RswB07stn5oega25WSMLVVmUe1EUI7iA3OG8NLinW0iMwM+F2cML+XxNzYDsGlXE9PGVvDB84fz+BtbiCcz98SQvvl84YaJuGXb7Nu0BWk8B66GDTzxRtsS2/lBN5//4ER+fM9idtVGWrcP6ZvPV26egkscmyAjhMBvN2bmh4eU2BZuH+U3fIe4r1KPfxpND0e7IJ4mCOCT14xn9oQ+GPtLxlZVhPjyTZN5473dVNfHMGVmdX3ysGJ+8slZPPX2liwhBqC6PsoP/76YtLZq6DK8JKh/4tdtqtU4yRi1D/8UH7Fu6pnmdMYwJG63iaPIKcQcoDmSaps65CiunDeYWy4eRcifiSz42AX9ST37C5SVnatvNddhvPtPrpxZ2brtunOH4du/4okU3PPMuiwhBjKC8/f/+i4pPRHVnCSaIqkeX0nJ3rEcWVCJ9BzdCL/QL9nbjeWthS/jG2NV61QlTedTUeTnp5+azZjBRUAmpXXi8FJ+/IlZ/O2p1VkiyL+fW8fWPS384nNz+cXn5vK7L53FN26bStDdMXHfUap18eBQrj1nOH9/ak2WEAOweXczv31oOc4x1ir1iiT1T/4mS4gBUKk4dY/8RM8PNZpeQIcjY2699dYOmdQJIVi6dOkJdUrT+ZiG4PX3duH3mnz5QxlzvLrGOP96bh3V+6J88urxiP0jkWMrUrZi6dranOfaXRehJZ6m0KcDq7oCmY6Qqt2es80O10OiBdy6OpSmazAMQcJSLNtQx4qN+zjvzAH0Kwu2mVweYMyQ4pzh5VIpzp3Ul1njKrEdRWF0K7XJ3BPH1PaVTJp0Aw+6DK46eyjTx1S0Rv4k0g4LVuzOeVxdY5zGcJLSkCdnu0ZzvCTTNvGk1aPFGKd5L07TXlwj5nRo/6KAQTjhEEs5+N1dv1YnhNjvG7O2y6+tOfUxDElx0M0Xr59IynYAgdsUGAI+fOkYfvvgcuqbM+mwxfleLp45EJchWFfdwvKNdVQUB5h7Rh/8biOnZ8uhuE3J+GElvLZ0V9b2PqUBtlW35Dxm1eZ64mkb/zFUXTLSUVJ7t+ZssyNNEG8Cj54fajQ9mQ6/TZ955pkUFRWdzL5oTiLKdrhi7lC+9Js3eOHdHVltxflezhhW2vpy4whBUySR6zSttESTFPnNTvHCFTLzcheOZVzvA17X/jBQvaINoKzcJqat7ekEuLuoM5rTGiEE4aTN1/+4oLXaxJY9zVx//nB+8e9lbfYfPaiI4pCnfd8xpRAiE1ljxXPn8h+gIt/Fb744D68ps0qbptL2EefFDc0JyvO9+nmi6VSaI0mAHi3GWNuWITwBREHfDu1fFMhUVNrbbDG4tHsGFVncn/T7z2nfGM1JQSmFUArP/ghxHIUDDCwL8ONPzCIaT4OAgNeFQvHfv3uLpv33OsDDL2/gvz80hZH98nOOa0oK4imHWCTBVfOGMqA8xCOvbCSasDCkaE15ao9E8tjEGGW3rfp0KE4yDnotQqPp0XRYjPnUpz6lqyn1cgJuyU8/PZu/PbWG9zfWYRqC2RP68MHzR2TlwMaSFrGEhWkIrHbydIvzfB0WYjymg8tJIByFnVBZEVaOEDz7znYee30z9v6XpcriAF+9ZQr5PlO/QEGmCobpbpO+kWmUyIAWSXsjHkPhUnFQClu4SKgjiBY9BEfA7x9+P6vs567aCEvX1vLfH5rMQy9vZFt1Cz6PyYUzBnLJjIFIlTuFSRqC+kian/5zCXVNcX73kRHtXlf6QkhvALdDlhAD4PWYeNxGuxWayksC+jmi6XSaIpl7IOjvmWKMSsWxdq/B6DcGITuW+tAzxJj9vjF7N2BWad8YzdExDYFHxRDKxhEmSeE/JrNfyHjSmED+/ohvJeDXD72fJcRAJiDmF/cu43+/fBbuw24rWwj+/NgqFq2pad02elAR3/rIdH7w13dJpiyK89qvRiqlIHCMEefCE0S4vJlFubatGHklx3Q+jUbT9eg8k9MI5SjyvSafu3Y8KVshyBhpOrZqfVlxuQwWLN1Fccjk958YTyoWwZFulm6L8chbu4kmLCYMK8HvMY5aIlpKQYAIzW8+xL41b4Ft4a0aS+G5t6LcpSgpWbhqL4+8uinruOr6KN+8awE//8ycnKVrTzdShp/8WVfT9Pp9bdpCk+aTNvygHfN7DUIIgiJKy4JHqF/1BspO4x0wmsJzbiPhLcFyutfKy2PYuOwYKhVHuL2kjQBJO/OSFk/ZrN3W2OaY15btYt32Br5y8xR8HhMBeE15xAlxwlJ8864FxBKZlcIl2xNMHTad9MaFbfYtPOtDJEUAaPvM8ZqSy2YP5qFXNrZpG1FVSJ7P1avL2Wt6Jgde0oI9tJqStf09AIyyIR0+xmUI8n2yW018W31j9qzTYozmqASMJMl1b1H77uM4sRbMwgoK5t2Eq2IECef4BcWE5bByU8aHzDQkl07vw7xRIUw7iW14ScZieEOHCP1S8Lcn12QJMQBrtjbw9ydX88vPzwVH4TIl08aU8+7qmsMvyTmT++M1JeoYFg+S0k/B7GtpfPWfbdqCZ5yr54caTS9AizGnGUopULQq+k6OyJczhwTwb3mN5IPPtkZjzKwax5Rbb+HxpU1cf/5w5CEvN6YpkVLiOE5WBRc/UWrv+y5Wc13rtsT2Vey95+tU3P5Tmo1iHny57QsUQDiWZvOeFkb3zz/tV7VTlsA3+myKAwU0vfkAdrgB6c8jf8ZVeIbPILr/RVnTOwiIKLUPfB+r8WDJy8SONVT/4+tU3vYToq6SbtMOgmaS8NsPsm/la+DYICT+EdMoOPtWwrb3iBUt9tbH2F0XZWxVAY6jjijEGIZk7aZ9rUIMwD9e2s7AG6+gvLAv6RXP4SSimAXlFJx1E6JiJKl2ru3YDvOnDUABT765hWTaRgo4c0wFH/nAGAxUDglHozkxGsNJXKbE7ep5dRCUncbathRZOhDhOrYchUK/wZ7uFGO0b4ymg3iNNOG37iO68rXWbVbjXvY99guKLrwDc/BMLOv4nv4Hxi/TkNx5y2gKNjxB8tEFOMpBCIl/9GwC824kaQZxHIdw0uadVdU5z7VuRyPJpE3QLcF2+Ohl4wh4Xbz23u5MGW9Dcv6ZA7j67KGow8s0HYW0LfCNnEOxPy8zP2zZl5kfTrscz8jZRG39mqfR9HT0XdrLkYYkYTlE42ncLgOf28CA4053EDgUVi+kZcnjWduT21fiiv2Way74MqYAVCbyJWErFq7ay6ZdzQztV8CkEaV4DYEQgtTOtVlCzAGUnab57Ydwz/sITeFkm/YDbKtuYWxVIY6jZf247caomkHpgPEIx0JJg6QMED3OiYbm+BBCYAOxlE0qbRP0udp4mBwJwxCkqzdlCTGtOBZNb95P4LyPk+yGCZTHsGl5M3tii3KIrXsHlYoTmv8pLI+b4nxvq8nh4QyqzOuQeCoNyZY92SaGtqP47r/XMHnEQD5w9tcZ2T8PJV0dCjmXSnHpjCrOm9qfeNLC73Vlov4sRwsxmpNCUyRJyO/qUGGDrsbatQqVjGFWjjzmY4uDkh313SfGQCZVKf3+s6hEBOENdmtfNCeXw+ewfreBpGNzWNOKZY9Xh9D02r8pq5qAxdGriOXC6zYoL/Jz7oQS8lc/THLTooONyiG2+g2UlWLrwCupiShGDSw+4iJKSzRJcH+hBUM53HzhSK45dxjJlI3XbeJzdXwecThx241ZNY2S/mORjoUSBklDzw81mt5Ch2b869bpMoM9ESUELyzZySOvbCKZzggWw/oX8IUbJuE3xXFFlLitCA3vPpGzLV23kzIZIaEKkIaktiXJt+5aQGK/V8MrS3bidRv84I6Z9C3yEt3wbrvXSWxdSXBuisKQh8Z2BJnMi52uoX0A23aIst8V3+Gobv6azkVKQTTt8Mv7lrF5V6bMuMdtcP15w5k7oU9WtFh7GIYkvv4I98W2leSrFMlu0MlddpR9q97I2RbfspwCK4rHdHPHleP40d8Xt9nnwulVeF3y6ClBQrBhZxOlBW0rPCgFS9bVsb0mwo/umInhKDI/9qPj2A5uAf6gm8LCAI2N0Q4eqdEcO43hZI8071XKxtr0DrJ4ANIXOubjiwIGy3YkSdsKl9E9QtMB3xhr7wZcAyd1Sx80Jx9HCJ5ftINHX91Ean9U9cgBhXzugxPxHWUOK4TAqt/T/rkTEUhFwXV8YozHkNxx5TjKjBZSDy/KuU98/bv0GXs5P75vLd/6yDSEaH/4ywtkR6gp28ErBV5vZqw/XiHmAJblYB2YHypACzEaTa+h58XXajqEYUoWra3l3ufXtwoxABt3NvGdP71D6jif68pKolLxdtvT9XuwBdgCfvbPJa1CzAESKZuf/WsJaQeMQEG755G+IFJKrjtveM72vICbwX06tsqu0XQFKQe+ddc7rUIMQDJl849n1rJ80z4Mo2OPUxksbL/NG0Sp7nkBUskYtGO2C+BEm7FtxZDKPH78iVmMGliIy5RUFgf4zLUTuOacoYgOCFI2AiVgwrBSAt7cotMNF4zAY/a8iAON5gBN4SSBHugXY+1YgYqHMfqOPq7ji4MGSkFNS/dFx0h/PsJfoFOVTmFMU/LOqr088OKGViEGMik93/3LwqPOYZVSSO+RhRZhHP/9adsOVWVBirxH6oii0OvwtVun4nObTBtTkXOvkQMLMz6LGo1GkwMtxvRSEpbDAy9tyNlW1xRnz77ocYVPC9MNRvur8hGZx9f/uIBl6+qYOb4y9/Ub4zRGkgQmnNvueUJTLiGBn6kjy7j2nKGYh6zA9SkJ8IM7ZuA9hvJ+Gs3JRErBjpowDS2503PufX49yQ6sbKVSNsFxZ7XbHppyMSnj+FbyThThbr/KA2SEIgChFJWFXr58wyT+90tn8/2PTWfqiFJkB4RTR0r+9tRqfvS3RfzqvmV86abJlBcd/LwuU3LDBSMYP7g4y39Ko+lpNEZShHpYZIyy01gb3kYWVyGPsBhyJIr3V1Ta09TdqUr9sXev6dY+aE4e8bST03QdoKYhRk1DjKNNYWWotHVcOhxP35GkXQGME5hHCqUwjyL4NCUEP75nMb+5/z1unD+SaWOzBZmxQ4r54gcnYeiEWY1G0w7aM6aXYlmqTcm9Q9mwo4mBFSGUdWx+K2kZIDj+HCLvvdCmzQgVsc8JUdu4m/99+H0+d/1EKksCVO+Lttk3lXaw84oomHcjTa/fm9XmHTwR79AzidgOErh4+kDOmTKAcCyF22UQ8Ji4JMdcmlCjOVlIKdi8u7nd9oaWBJatskTF9ki7Cyg891YaX74na7u3ahy+kbOIdFN4seUK4h10Bomty9u0ucsH4biDrRlDjpOpxnag2tmhJomGITAMieOoLEFFCcHvH36f9zZkfKS2Vbfwp8dWctVZQ+lTFsS2HSzbYUBZsEMpXxpNd6FUZvwN+Iq6uytZWFuXoFIxzP5jj/scXpck6BE9QIwZQHrnSpx4C9KX16190XQ+acuhJZpqt33b3hYGlAaOOA+M46f0mq9Qe/8PWotNQGau6sy6na/dvZwr5w1h3ODi4+6n7Qrg6TuC5O71bdrcfUfw3q7MPLymMcZ///YNfvn5edxy0Sii8TQ+j4nfYyCVOmL2rpSZMVMppRchNJrTEC3G9FJMQ+D3mlnVSA6lMM/Dk29v5ZIZVcfkLaKUQ8H0y7Fb9hHfvOzg9fJLkRd8gT8+vLN12+NvbOaCaVXc83T26pXblOQF3CQc8Iw6m8phU4lvWoJKxQkMn4rjLyZiHSw5qBwHjwRP8MA2hbaK0fQkHEfRr7R9I8mQ34UhOxaJlnRMPMPmUDloIvFNi1GpON7BkyBYSsQ+tsonnYUQUBsFJt+EOxkjvedg1J2rdADFV3yJqPKSq7T0AQxD4FMR0rs3kNy1DldxP0KDzyAuQlhOxvT4gBBzgL31Mf74nxVIKfj6bVO55+m1fPv2M494HY2mu4klLdKWQ8jfcyJjnGSE9MYFyIphx+UVcyglQYPdjelO6tnxYRQPIA3Y1euRg6d2a180nY9pSnwek3gy9xy2T0ngqGnqtgPJUD8qPvJLkjvXEKvZiV08mGZPBb96YAu1jXF+88ByvnDDRCYPKzmufiYcN8Uf+Cz7HvsFqb1bWre7ygeRnvlR/v2Pg56aybTDv59fz8cuHY3vwMKM0341PyEEARHDqt9BYst7GKFigsPOJGUESTk6rUmjOV3QYkwvxeuSXDZnMPe/2DZVKehzEfK7+eN/VnDe1P54OviS6JYWYvf77H7mLvJnXE7+lAuxo01IXx52qJL/uWcd1fUHo2C2722hoqhtCOeN80fgNTKlrpOOi6QsxBw9H5cp8YZ8NDZG6agpp0bTE3AcxdB++e0KoFeeNRSfS3Z4VSvpmCRlAebo+UghiFv2kexaTjpKSO59fj2rttTz4fNvZPQME2JN4Mtnc71i1YYE00fltVsmVEqBL91Azb3fwYkdrJIkTDdl138TFRpwxMppmSgaxccuH4vbAFsXUNP0YA78lnuSgW969csgDMy+xx8Vc4DioMmO+u4VY4QvDxEowt6zFpcWY045fKbk4pkDeeTVTW3a8gJu+pUFO1RRybYFURGksXgSf3vHy94lUeoas72G/vHMWkZ9Yhb5x9FPpSBCgMIrvoJMhbEjjUREgFV70tz9j3VE49n3yZbdTaQdp0MvV0EZpe6BO0k3HDQibnrtXkou+yzuPuO1IKPRnCZoMaaXYlsO500ZwN6GGK8v29UaAllS4OWTV0/g70+twXEU4Vj6kIiTI+N2YlQ/9XtQDk1vPQQIhMeHSidxj5rDmAHT2F13UIwpK/RTXuSnX1mQPXUR+pQGuWn+CIb3K2hTBUmHXmp6Ox5TcOcdM7nzb4tavWOEgPPPHMDcM/oc12+8p9wXadth/Y5GYgmL/31yC1KA12OSSNXhOIrJI8uYNqq83eM9JKl/6ndZQgyAslLUPfIzym/7GaHAkaN++pQGCLoltq2jYjQ9m8b9KcI9xTPGrtuMvWct5pDpCFfHxvsjURI0WLY9QTLt4HF1n3ebLB6ApX1jTkls2+GiGVXUNyd4bdmu1u2lBT6+efuZeA3Z4VR1KSWrt9azcvO+nO31zQnSJzDWKgUx5QHTg1lSxoMvrOfFRTtz7lte5MeU4qgR6R7TofnNB7OEmP1XY9+Tv6PyY78hxYlFuGk0mt6BFmN6MVI5XH/ucOZN7EdLNIXPYxKOpfjz46tafVw8ro4p64YhSW5ZeVg1FZWpsAKk1r3FORfP54Wl1a2t1507jLJ8L9/58DQUmRdTtxStA6gQmUESFCkbWqJpapobKMzzoIRAKTK+ExJdNUnT43FsRVHAxU8+OZOWaJpY0qIk34vHJRG9/PcrpaAw5KU5kqIoz0vQ56K2MdZ6X5YV+ZEC2gtYMaxoVgj3oTiJCE64nkBwAFUVIbbvDbfZZ/KIMgr8bhJpCxBIAaY45LkgBfGUQ+SQPHyDI+fhazQni8YeFBmj0glS7z+HzK9Alg7slHOWBDN2o9XNFgNLTlzcOV5kyQDsHctxoo3IQPtV6DS9E+kobp4/gmvPHUZ9cwK/1yTP78qaR3YEpRQl+ZmyzkJARXEAQwr27IviOAqXKTE7qTqfZTlcPGswLy3emXP8ufacYQh19ERblx1n3+q3cjcqh+SOVRiDZp2Qd6KUAksd0IUUng5WfNRoNF2LFmN6OS5D8PenVrO3IUbacrJEjYGVefg9Jh3xXxAC7Fjbl6RWbAspMueRAi6dPZgJQ0tIpSxa5R4Ftq2QUpByoKY+xq66CBXFAdKWzd1PrObS2YMQCJ5esJXahhgDKkLcctEo+mvTTk0vwHEUJlAUcFEU2P8i1suFGMiIqLdcPArbUTS2JGiKJOlfHqIxnOSfz6xl/pkDSKfbzx1S1pFTGpxUHJeAr94ylR//YzE7DhFkRg0s5ONXj2fR2r089Mom9jXFGdw3n1suHkWfIj8Kwd1PruadlQeF4GH9C/jyjZNxSzoUyq7RdCZN4SR+r9nhcvYnC4UitfJ5VDqBOers46qgmIvioIEAdjV2rxjT6huzZy1y2Mxu64fm5CGUwmcI+hX5Wrcd6+Kc4ygG98njgmkDmDGuD9v3tmDbisF983lvfS2ptI3P3TkpP1IK3KbkE1eN5+4nV5NMZcZF05DcdukoKov8HRuTlANO+ybZTjx81GpSR8IRgp11Uf7x7Fq27WmhrNDPtecOY+ro3OW3NRpN96HFmF6OKeB/bp7Cd/+ykLrGeOv2skIf//OhyfujTo58DrfbwEHgHTiO5jfvz71P+SDySgv5zkenUV4UwGvmDsMUQhCzFN/58ztZ/SnK8/KVm6ewdH0tDx5Sknvrnha+d/e7fOa6M5gyrFinKGg03YCjFF63yffvXkgidVB0Gda/gJ9+ajYBr9F6vxuG3F8tyWlNsxLeINIbwEm0rawGAldhBQlH4TUE37r9TMKxNE2RJMV5XgI+k4df3chz72xvPWLjzia+ddc7/M/Nk9mxN5wlxBxo//E/FvON26ais+o1XU1TJNUjomKsHe9n0pOGzUR6A512XpchKAxIdnWzia/wBBB5ZVi71+LSYozmCJiGoLIkyPfvXpgVsXLh9CquPmdY1nzV5TIQIhPlcqzCT9KG3z/0PpfNHcxPPz2bhuYE8aSF123iOA6mIbA7UBHRkW7cZVWkarfnbPdWjSV2nFExhiFZuaWeX933Xuu26voov31wOZfNGcxVcwcf13k1Gs3JQces9XIcRxFwSX54x0zuvGMGn7x6PHd+fCZ33jETv0u2O9AYhgApSSpYuLaWe55ZS03Kj6f/qLY7C0nhebcjXH4GlgbwStqNBrCBX/x7aZYQA5nSv7954D2K8rw5j/vbk6tJdKEQYxgSn0zhE0lcWpLUnOakbNVGiIGM6PHEW1swhEBKQRrB8s31/O3Zdby0bDcJW2ELwTPvNeGecUPOcwcnXUDKOGD0rfBLm0q/xchKL3lek2TKyRJiDuXPj62iojj3S+a26hbCse59WdScnjSGk90uxjiNu0mvfBFZPgyjpKrTz18SNNnZ0P33lywegL17tY6A07SLEFDfkuSep9e0SR16buF2tu1pQUpBNJ6mKZbmsbe2cs9z69m8N4wtRM4IFMOQ2AgiKZuY5eAIgWlKmqNJ5k3uxz1Pr+Xzv3ydux5dQW1jjIaWBH/4zwqS6Y4JKAm8FJ7/YTLJ+tl4B4xB+YuPOw03YTu8s3IPH7uwig9fUMXQfgWtbU++tYV4B/uo0Wi6Bv0aegpwIHWib5GP/iV+HEehVPvloYUU1LWkiKcsfvbPJa0vNG+9v4fv33w7pf0XEV32LE4iiqfvCArPuYV0oKJDKwixpM3m3c052/bsi1JSkFuMicTTROIWhb6T/5MMGAnSu9bQvORpnFQC/4jphMafQ0wEdWSO5rRDSsHWXc1thJgDvLZ0F9ecPRTbUXzjjwtoihysivTv59bxuesnsmR9HVZVOfOv/B/Cb95Let8ujFAR5qTLCFecgXJceKWNO1lP88JHSddswyysIH/GVYRVQbt9awwn8brbfyY0hhMU+oPaO0bTpTSEExQGu6cMPYATayS5+BFksAhz4MSTco2ykMGS7QmUUp2W/nQ8GCVV2FuXoFpqEfntm4hrTl+kIXnqrdyeZQD/eW0TX75pEq8u2s7dT6xu3f7ioh0MrAjxjdvPxDg0nV8Kdu6L8vtHVrT6Lw7pl89nrj2D6n1R/vjIitZdaxri3PP0Ws6dOoBZ4/tgK4XZgfvFcRRWqB8VN/+Axpf/QXLPBqQ3QGjyxfgnnEvEOr7ni5SCfBXh1gE7UJsXIKTJ1Cln0XDuaO68fwPxpMWefREGl+txU6PpKWgx5hRC7fdsORqRpM3qrfW8tmxX1spyMm3z1b+tYta4wXzkhp/g9xg4mMTxdDiUM3kEXwmAVNqhPaN50zj5Ez6/TNL8/F3EtxwM32xe8Ajh5S9ScfOPCBM86X3QaHoSQgjqmxPttlu2Q9p2+OPDK7KEGADbUfz+kff54g2TWL2lnoc2uhg48qP0KfLQFLV49N061u9Yxk3zR3DpoCjVD/2k1SQ83bCH+OZlFMz/L2aNKeHt1bkrYRiHPRd8HpNU2sZ2FEV5Xj2h1HQ5jeEk/cu6Z6xwklGSCx8EaWCOmIOQJydRrzRkkEgr6qM2JcHumyrKov4gJNbu1bi1GKPJge0o9h1hDGsMZyqDHSrEHGDb3jBPv72NK+cMwrYdhIDmmMW3/7wwa967eVczX/vD23zt1qkIQZtx55UlO/jex2ZgyI7PY1OOgRXoT/7lX8ZQFgpBSvqJdCDNqT0CRKm9/3tYzbUHN9ZspbB8CF+55iN899/r8LpNPW5qND0ILcacZkhD8uhLG5kxrpKte1ratCsFb63Yy/nTBlKc78XvMtqOOkcg6HNhGgIrhygkBPg9Zk4hZkBFKGM2fBJHCCEEqrk6S4g5gBNroeXdx/DMvImU1X2rgBpNV+M4TlYY8+EU53sxDcmabQ0525Mpm2gizeRRZXz3zwtz3sJDi6H+mT8cVq0tQ/NLf+Oay+/MKcaMGFCIZTlIKbhi3hDGDSmhMZwg4M2kiOQHXKCj2TRdiGU7hGNpQr6uN7Z1UlFSC+8DK4E55lyE6+RF55SFMtPDnQ1Wt4oxwuVBFlRi7V6De/Q53dYPTc/FlIIJw0pYszX3GDV6UDHb9uSO2AZ4/t3tXDxzICaghOCBl9fnXICMJy2Wb6xj3JASVmzKHq+UyrR7jlCSW0hB0lbsa8oIRyUFXjxA3HYD+58nJ1AQwDQF0ZWvZwsx+0nXbKbM2sOQvvmUFvjoSGEPjUbTNWjPmNOMlO2wfnvjUSNo9jUn+Nrv3+Lxt7fiHEOIstcUXDJrUM62eRP74vWYmIdVoAj4XHzphkm4TrIG4nIZxFa/1m57dO0CXHa83XaN5lREKSjK8zCkX37O9lsuHnVUkTSesLBsp93dSrwWdqQp9/XtNKXueJtqF3kBN5++dgLD+xfw3Y9Np6Y+xvf+spDfPrCcH9+zmLseXUlzNI08hpVIjeZEORAdFvJ3rWeMk4yQeuc+nEQEc9TZSG/opF4v4BEEPIId9T3AN6akCnvPWtTRqhFoTkssy2HexH74vW1FQ9OQXHXWUNZtzy3UACRSB6saWY5i486mdvfdvKuZvqW5o+Lyg552hRglBO9tquezv3iNb961gG/etYDP/uI1lm2qR3VSGqDLjhNb/Ua77eamN/jSB8fhPdmTbY1Gc0zoyJjTDFMKSvK9WLZDyO/KaYApRKb6UThu8fgbWxhQHmLqiNLWyilHQjmKD8weRNDv5rHXNhFNWPg8JpfOGsS5+8vj/uaLZ7Fk7V62VbcwemARU0eW4FdRlJVCGG6SRoB0+xX/TgzRvv4ohMx8eL1goDkNkFLgIYlhx0HBD24dx31v7ObZBduw7EwK0K2XjGLswCJslfm7oSV3KHhlSeDIes1RJpumafCLz83lnVXV7KqNMG5ICWMGFWWqtglYtWkfb6/Yk3VMQ0uCb931Dr/47NyTLuRqNAdoCqcAutTA14k1kVz4AFhJXKPPQfpzC6ediRCCspDJtvrUSb/W0ZAlA2HjApz6HRilA7u7O5oeiNcU/PiTs7nr0RWtETJD+ubz8avGE/QYTBlVzhNvbs06Zlj/fK6fWU6fQpMCESYtfTiOSVGerzV65XCK8720RNveE3kBN4Wh3NFyQkB9JMVvH1yetT1lOfzuweX8v8/MoSToOvHAcMER57gISUWRn0hci5oaTU9CizGnGRK4+pyhPPjyRq4/bwR/eWJVm33OP7OKxWv2tv794MsbGT+kpMMlZKWjuGByP+ZO6EPKcnCZEp8pEQIKS/NpbIxy9hl9kJP64XaixJY/yd4lT6NSCYTbS96USwhMuICo3bkh2Om0RWDc2UTefyVne2DsPNLSB3qc0pzimBI88Woanr+L1N7MBNXTZyg3X3gHl88+m0TKwe0y8BgC23bwGIKPXT6Wn/5zSZtznT25Pys311OU52FgZR7bqtumP4YtD3l5JdgtbVORhMuLDBThVYLzJ/dHysw1M/8p0krx1Ntb2xwHGePv7TUtDO+Td8wlSjWa46EhnHlJ66rIGKe5huSiB0FIzDHnIr1d51VTnmeweneq2018ZWEfMNxYu1dpMUaTE8dW5HkMvnTDRBLpTJSm1yUxBTi2Q5+SIMP65bNxVyZd6do5fTmvbwvpd35JOtxAtZD4R06j4KwPccP5w/ne3e/mvM4lswbx038sztrmcRt847Yz8RgCJ1eKvpQ89vqmdvv+6Oub+K8PjEEdZynrA6Slj8D4c2l69R8524OT5uPy+iAePaHraDSazkWnKZ1mOI6ib3GACUNLqGmI8YUbJjGoTx5SQHmRnzuuHMfAPnk8s2Bb6zE1DbFjDhaxbQeXgIBL4ha0Cd20LAdhJwkveITmBY+gUpkJrkolaF7wCJGFj+AxjmwGfKwoBSpYhn/UrDZtRl4JoSkXkzpZETkaTQ/CazdT869vtQoxAMk9m9j7z2+Rr8L4XRIT1Xrf2rZieL98fnDHDIb2K0AKKC3w8fGrxnPT/OGcNbEvtu3w6WsnUFHsz7pWn5IApX0rKbn0MyAP1/8FxRd/nITIHGNZNqmUlfW8sGxFLNH+jbmnLqpTlTRdRmM4icuUeFwnxzj3UOy6rSQW/AtMD66x53WpEANQnmcSTjo0xrp3hUJIA1ncH3tXWwNWjeYASimEo/AZAr8pkEq1ivRuCd+4fRrXnTec0YOKOG9AnMQLv8cO709fUg6xte9Q9+CPGF1hcPXZQ7MCOk1D8JlrJ1AUdPGDO2bw3x+azGVzBvPpaybwmy/Mo7zAk1OIgcwYtmdf+wLInroo6U7wPrMshW/kDFwl/dq0eavGYpYNPuFraDSazkdHxpyGCKU4Z1I/kpZDdX2UT19zBn6vyY7aMA++tIHNu7KNzgZUhJCCTk/fcdlR9r3/Us62yPKXCE29lCR52X0XAsMQOI46rpXwuOMhNO8WgmPnEV7yDE4qjn/0LHxDphAlgM5R0pzquE1FeMHTKLttiqJKJ4iseBnXpCtJH1bRQShF/2I/X7158n6PQdVqVhjyGJw7qR9CCH7wXzOob06wtyFGZbGfopAXF4p03gAqP/JzIsueJ1W9CbOoL3lTLyHtKcJycosppinxGVCc56W+nRSpQX3ydEl6TZfRGE6S53ed9EgRa8f7pFY+j8yvwBw+C2F0/XStIi9zzW37UhQFfF1+/UMxSqpIr3sDZSURZveVFdf0XooLfFw2s4orzyyh4f7v5NwnXb8bp6maS2YO5twp/dmypxmXaVBVEcItBcpWuIAxAwoYP6gIx8ksWrQnxEBGyBnSryBn0QyAof0KcLUTVXOsRB0fJdd8g9SOlURXvgrSIDjpQsyKoSTwcaS7WEqBlMc/v9ZoNMeHFmNOU4RSeA3BsD55JCwHR8FrS3ayZXdbx/mbLxqFS4LduYEqqHgkZ3WVTKODSkTBmxFjpBT4iWE37CJZvQlXYSWuyqHERZBjjeyMOR5k8QiCFw0F5ZDGTdh20EKM5nTAsFMkd61ptz25YxXeSZeSzjE8OI5CcjCk8tAIlvT+svYGUJbnoaLAu39Cp3AccBCkRQHuadfjddI40kXEImdaoE+mMFItxDcuxxSSX394HE+/18j9r+/K2q+s0EdlcQCl63RquoiGcPKk+sUoFNaGt0lveAtZNhRz0BREN0V+Bb2SoEewbV+aSVXdK8bI0oGw5hXsvRsx+43t1r5oei+Oo3A7Kaymmnb3Se5ej1k4BK8hGFtVCGSibpSAtANSgCFE65h31GvaDpfNGcyrS3ZiHyZyGFJw2dzBOCeYonQApSCifBhV0wlVTUIhSCuTpK0w23njkxL8REnv3UK6fhfu8sGYJf2JEdCijEbTBWgx5jTFMARxS/Gf1zbz9vt7ME3J+VMHcPGsQfzsn0sIx9IEfC5uu2Q0gytCJ2Xl+WhlOYUrY4YmBARUC7X3fx+rue6Qdi/lN3ybhL/PMQsyjqNIOAdeK7VJjOb0QUkDI1hEet+unO3CX8jSjY0MqSrFZ4rjnoy1d1wmFdDV7m3nl0miCx8isjw7au68qZeRf/FE7nomk1o1amAhn71uIm4JusiKpqtoaEkQ8p+cstZKOaRXvoC1YzlG/wkYfUd1q1cLQEW+ydZ93V9RSQRLEN4Q1q5VWozRnBBKmAiXF5XOHW1p5pVg7xf4HUchpKAlYXP/S+tZvaWB/KCHK+cNYfzQYmQHx8eQ2+A7H53O7x5cTl1TpmpnaYGPz1w3gZDb6PQFBdt2sFtf8do/t5QCf6KGmvu+i5OMtW43goWU3fAdYkahFmQ0mpOMFmNOUxKW4iu/f4vmyEFX+HtfWM+A8hD/7zNziCYsgl4Tjyk7TbE/HMcdxFU6gHTdjjZtrtIBOK4gOOCVaRqeuStLiIFMSkXtQz+i7JafEcXf5hwajaYtKeUib/rlJLatyNnujJnP/92/DljH//vMHDxd6CwmpcDZt7WNEAMQXfwEZ904mVGfn4dpCnwuIyOl6omipgtpDCcpL+z8KBHl2KTeexJ77wbMIdMxygZ1+jWOh8p8k3e3JjJRcd3ozSSEyJS43rkSpn+w2/qh6f2kDT/BiecTXvRkmzZhuPD0HUl4/wKklILaliRf/+PbWPu3tUQzlZHmTuzLLReORHZASFFKUVUa4Icfn0EsYaNQBLyuVpP87sJHjNpHfpIlxADYkUbqn/wNBVd8lTg6LVCjOZloA9/TEMOQPLtwe5YQc4AdNWE27GiiJOjGtd+F/mSRwEvpFV/CyCvJ2m7mlVJ65ZdI4M3014qR2N626hOAE4+gwnU52zQaTVscR0Fhf/JnXn1Yi8Az/Xre3p6pUhSJp3n8jc1Io+uGCbdI0bLwsXbbI4ufpDQo8JsSoZROT9J0KY6jaI4kCfo6NzJGORbJJY9i792Aa/isHiPEAPTJN0lZit1N3e9uL0sH4TTuxok2dndXNL2YlAXByZfgrcqOsBIuD2XXf4O4DLRusxTc9djKViHmUN54bzeRI5jLH45tO5hAntcg32tmmeR3G/HmgybGh5HauxUjrSsvaTQnGx0ZcxqStBzeXrGn3fZXl+1k/OCik94Px1FEjQJKb/wBqqWGdMMeXEV9EHnlRPG3rngr68gh0k4igggJ/WKm0XSQuO3GM/5C+oydS9OWtaRthV08iCeWN/LMooORau+squbKeUNwddGCuHBsnHi43XY72oxwbPQ6gqY7aI6mcBTkdWJZa+XYJJc+hlO3FdeIucjCyk47d2dQnm8iBWypS9G/qGvKebeHUTKQNAJ71yrkiDnd2hdN7yZie8m/6LMUJBpJ7d2CEcjHLBlAQgSw7IMDXspy2hS1OJSVm/cxd1xl94sqx4mTih+xXdnpjBGcRqM5aWgx5nRACpKWor45gcdtkBdw4Tbbf7p6XEaX5ak7jiKKDxEaiMwfTNxx9nv6HiKsuH1IbwAnkVuhN4v6kNBCjEZzTCQdF46riKf3VrJwdTU1DWs4/DbyuU26MjHBNrz4Bp1Bun53znbvkElY0qNNYjTdwoGKXp3lGaOUQ2r5Uzi1W3CNmNPjhBgAlyEoyzPYVJti3ojA0Q84iQiPH5FfjrVrFS4txmhOkJjjBnc5xqAKbAUJR7WxVxFCIAStY6NpiKwoma4ocd8GKUjZmTm9YUgKg27chkAdR8quESoGcpdLFS4PwhPQtS00mpOMFmNOcRwhePad7Tz6+ubWSJMpI8uYP72Kvz65us3+Q/rm8cmL+uOJ7kJZFkawkKT0kbJP7oCjFO2uLCSNAAVzb6Dhhb+0afOPmoltBrUHr0ZzHFiWzZljynnsjc2t24SAK2b25ZwxBeSJKD6rFuUJkRD+k15C2lYC/6T5hFe8jEplmytKb5DA6DmELX2za7qHhv1iTF7gxCNEFIr06pexq9fhGjYLWdjnhM95suiTb7Kxtm1ac3dglA7C2rkC5TgIqSPkNCfOkcY1jymYNqaC4RUepg32I5JhcPvZvM/hby/vZOzg4i6NilFCsGDVXu55ei3W/usGvCZfvHEygyqCcIyCTNrwEzzj3Jw+bfkzryJlBKD7MxQ1mlMaLcacwpimZMmGfTzy6qas7UvW1XL+tCqG9S9g486m1u3jBhfwxfMKaL7vGzixlsxGaZI/8yp8484jbp+cChJHw7LAN2QaJR/w0/j6vdgt+5AeP6Gpl+Afdx4Ru3tDpzWa3opSUFbg49yp/Xl58U4AvnLtCKpqXiP1yMs0KYcmwMgroezqrxDzlJ0Uw1whBEoI4pbDki0pxl35HeyF95LavhIQeAadgW/OTSRc+ZDqWDlRjaazaWhJ4jJlp6yGW1uXYG1bijloKrK4fyf07uTRr9DFsh1JGqI2RYHuzVmQZYNh0zs4+7ZhlA3u1r5oTn2EUnz+8sE0vfAXkg8vad0+pLQ/v/noF7HdRoe9FQ1DknJUpry2KVHHKOJIKdheF+XuJ7IXUqMJix/+fRG//cI8/K5jEyiTtklwxrWYBRW0vPsYTjyCESwkf/Z1mAMnE7e6t5qbRnM6oMWYUxTDlMQtRX1LnNJCH3WN2Xmhv77/Pb7/XzNoDCd4efFO3C6DT1xQyb6/fSmTI3oAx6L5rQcpKemHr2oSibQinrSwbIXXbXSZE3zcdmH2n0LJDaOQykJJg5T0E9GKvUbTYQxDkrIdDClaKxFJpfjgecM5d0p/1m6tZ0hiNbGVL2YdZ7fso+a+71J268+oSXlxmQZe17FPJnOhhKCmOcH9L65nx94wlSUB/HMG459wK/4z0igFb2+JsOzh7Xzj9nJcbgMrbbdJqdJoTjYN4QR5ftcJp/HadZtJr3kFo3IURsXQTurdyaNvYWaquLEmxbTBnV9J6liQBX3A5cXauUKLMZojYpqZ8Q7EcVcCc0uH6NsPkNy8JGt7um4nLY//jIJrv02L4zvqeOgIwaotDfzntU00R5KMHVLCtecOI+QxUI7C7TZQgGO3b+prK3jgxQ25z+8oXlq8g6vmDsGyjm3BImp7MEefT9mImQhlo4RJQgaI91IfHI2mt6HFmFMMKQUJW/HCW9tYuq6GkN/N9ecNJ5Gy+esTq1ojGONJi5cWbeeWC0cysn8+SEnLsmeyhZhDaH7zAfwlw/jFwxtYtaUegIpiPx+/cjwDSgN0xZuRZTlY7J8IOujUJI2mg0gpiFuK5xdsZdmGWgoCHq6YN4QB5UGkUhhKUVngZejkImr+3rbcJ4CTiNKwdR13Pp+ivjnBnDP6ctP8EZio4779pSFYsbWRX967rHVbYzjJmq0NfOjCkWza1cR76+v46OVjubiymLufXI1LSs47cwBlhT4MrchoupDGliTBE/SLcWKNJJc+gcyvxKia0Ek9O7n43ZLioMH6vcluF2OElMjiKqydK/BMvqJb+6LpmQgBFoIla2t54d0dKKU4d+oAZoyrxDxGTcZlR9m36o2cbVZjNc21e/niv3YwdXQFN180EleO8dARgn+/sJ5Xl+5q3fbm8t28s7KaH39yFj6vwWOvbqO2Mc6UUWWMG1KMR4o2UaiWo6iub7+60fa9YZzjHBMtS2Hhz/yhAC3EaDRdhhZjTiGEgEjK5iv/+xbRQ8rtrdpSz7yJfbnuvOHcf4iqPnxAEZbl4ChYuKqayY07ss5nBAsxC8pxYi2km2qormluFWIA9tbH+N7dC/npp2ZTGvLoakYaTQ9ECEFLwuYrv3+LeDLzXNhBmBWb93HJrIFcOXcIUu2fQNrWEasZqcbdFOb1p7YxzmvLdrF7X4Sv3DQZeZwOf0lLcdejK9tsLwx5WLlpH9ecO4zZE/ryzIKtrNl6sPzmq8t2MeeMvtxy0UgtyGi6jH0tCfJOQIxRdprUkkcRphtz2MwuM8rvDPoXmqzb20N8Y8oGk17xHCoRQXiD3d0dTQ/DQvDjexazZU9L67bNu1fy7Dvb+PZHzjym4kDKSoLTfqSJitTj85i8uXw3u2rCfP22qRiHjYeRhJUlxLT203b402MrmT62kife3AJk5uKFIQ8//MQsfMbBdU4pBX7TYMrIcl5cvKPNuQCGDShECr1OqdH0NrT72SmEEoJ7nl6bJcQc4PX3djOkXwFuM/NPHvC5GDu4CNt2SDuZUtd2cSbk1wgWUnr55yicdwOeyiGEJp5HxfVfJ5xs+9KjFPzzubX64a/R9FAc4O4nVrUKMYfy9NvbiB6yXQkTI1jY/smKBrCv6WDK48YdTTRFjv8FLRJPE40fjMYryvPy/Q+N4keX5/PxwVsYEF3FmDLF/hJrWby5fDe766LHHX6u0RwrDS2JEzLvTa95FSdcjzl8NsLsXV5nA4pc7IvY1PeA3GCjbBCgsHat6u6uaHoYhiFZubk+S4g5wM6aMIvX1GAYHX/1ES4vwmj/XhWhEsKxzBi2tbqF+pYEh2qsmf7sa/f4jTub6FuaLSg2hpP87cnVKCEQQhCUcTwNG7Dfe4ybRzTyq4+OYdyggqxj3Kbk7En9sLTBvUbT69CRMacQaVuxZF1N699TRpRwzYxSgjIJwsB2p5g+tpKt1S186cZJeIxMGKRSmUEqec4YzFAxpZd8gn3P3oXVXNd6LmG6GXTZVxjeP48NO7MHuQ07mrCV0j8mjaYHkrIV729qfzK4fEMdZ5/RB8tySBoB8mdfR8Nzd7XZzwgU0Owup755bdb2bdUtlI4oaa1I4TXSmFYMlYojPH4sw0/Czv10OFRICfhcfO+GocgXfk6quTbTdzLPns9d8j/88iXF+p3NWcc//fZWPnXVOHTtTc3JJpW2CcfSxx0ZY+3dgLV9GebgqchAQed2rgvoV5S5h9dWp5g9rHtHe+ENIfLKsHauwDV0erf2RdOzsJTixUW5I0cAXlq8kzNHlXd4JTol/YQmXUDL4qfbtJmlVWxulK1VjQA272qmcmxFlu+L22wbiyMFXDKtD+eOLaDEF+Z3HxvJip1J7nt9F5F4miXrakjZYyiWEWrv/wFW08G5vWG6+cyl/80vbcW6Hc2UF/n5wg0T8ZltU5s0Gk3PR78/n2IIMq8lHzyrP2cV7SX13B+xU5mVbDO/jE9d/gVi/pEIaH1oe12S86YO4HfP7OR713+Dptf+liXEACgrRfzpX3D7Bd/ia/dkizFFeV5E65U1Gk1PQojMf+1l8xy6imdZDv5BkymYcz3N7zyKsjJRL+6yKjjrE/zmoW1tjvd7TeKWwmsIAiJG4wt/Jr75gAeMwD9yGvln30bE9rY5NuB1UVLgZV9TgitmVGIu/lerEHMAZaVIPvdLbp//Lb7692wxJpGyj7WSp0ZzXDSGkwDHJcY4yQip959BFvVHlg3p7K51CT6XpDLfZM2eJLOH+bu7OxhlQ7B26BLXmrYcKftPQIenqlIKYraBPWI+3mSSxKpXW1OW3P3HkJ5+G3/657qsY0oLfFkp+7btMHZIcdYYLAV884ZR9Nn9MslHX6F+f+TnpL4jGH/rR/nGP9fTEk3hk2kaX/xrlhADmTEx8cwv+M6tP2dv0kvAa+IxZJeW2NZoNJ2HHsFOIVyG5MwxFZQX+TlrQJrka3ejUgdTCqzmWmru+x5B1ZKlnju24vxpVcSTNk3RFIltbT0cAFQyRr7TRMCbreFdc/ZQPIe5oikhiKYddjfEaUna2EIccYDUaDQnB5chOGNYabvtZwwrywptjtlujLEXUvGRX1Jx60+o/MgvqZ/+ab5x7xb21seyjg34MpVlvvDrN5AqScNzfzxEiAFQxNYtpPnVv+M12qY3eAzBl26cjMuUTB0cILVtRc4+qmSMPLuRgC87XHzepL6YehTTdAH1LQkA8gLHJsYoFKkVzwFgDp7aq3xiDqeq2GRNdbJHrL7LssGQjODUbenurmh6EKYQXDCtqt3286cNwN1BF9+UAw+8vIGdLZLo2Ksovu0XlN7yE4I3/T8WlV/N1+5Z25qiBODzmAyoCLW5P7ym5PZLx7T+fdYZFfSpeZPkypeyUnBTu9djvPJbPn5RFQMr8/CqOPEt7+Xsm0oloGUvBT4XJmghRqPpxejImFMIoRxuvmgU1btrYOmfc+6j0gniG5dgjjy39QVMCbjnqTV86KJRBN1xmnMeuZ9kBI/bbPWlOW9q/9YXPZfLwLJsLAR/eGQF7204GF1TVRHia7dOpaAzPqhGo+kwUik+/IExfPX3b7Xxk7pi3hD8HqNN2EzKFqQIInwh9jTGsVwOJQU+Gva/kAIEfS6+dNNk/vHMGuJJi1S4icTW3GJKbN275M+5EURedt+koG9JgN9+8Sw8sb20bx0MKhHB6zZaPWYqiwOMH1Kic+Q1XUJ9c+a3H/Ifm9eLvXs1Ts0mXCPmIlyek9G1LmNgiYuFWxJsq08zuPTEqkqdKLKwD7h9WDvexyjv+eXBNV2DbTuMGVTEsAEFbNzRlNU2qE8e08dUkEjZpB2FKQVel8TOMYYYpmTz7hYGVebzi3uXkkxlImKCPpM7Pz6LdzfuyRpPA16Tb39kOt796f8ul8RRAikgnbaZNbaCMYOKePad7VwxJZ/UIy/l7H96304G5lncceU4hB3lSGE8dqwFUdglxUw1Gs1JpNeJMW+//Tb/+c9/eP/999m5cyc33XQT3/72t7u7Wz0CpTIpR/1LvCT37W53v9Se9XhHn3fwb1vxzspq3t9Yx/duGoHXn4cTa2t+BlDQfzAfujCzqjCsfwFet8GabQ28+f4egj6TK88ayn0vrM8SYiBTcu9Hf1/MnR+f2QmfVKPp3Qghuqz6mFIQ8hj84nNzeWXJTpatryM/6ObyuUPoU+xHHqEfCcvhO39aiM9j8P3/mkE4lmbzribyQx5CfjfReIrJI8vZXt1COpr7mbG/F6hkFLwZMUYagnha8fLinWzY3sjAyhBXTy8heoRnj79iII6zkYKQh/Om9OeC6VW40BNRTddQ35Ig6HNhHoP5p5OMklr1ErJ4ILKo70nsXddQmW/icwlW7kp2uxgjhMQoGYS14308U6/u1r5oTi4Hgsk6+qw3UfzPTZNZvbWB5xdux1GK+dOqmDCslPc37eOfz65lX1MCr9vgwhkDuXTWIAwUSVuxrykjupYUevG4DP7yRLZJdCRu8ZXfv8XPPj0by3bYtidMYchD39IAHkOggJilePXdbezYG2Z4VSGzx/fB54JCv4tbLhyBN1FLtdW+8X3IacZfNATl2BiBfOxo7iVSd1kVqR4QpabRaE6MXifGvPHGG6xdu5apU6f+f/buO8yOqzz8+PfMzO1le1Pv3ZIl2Wq23HvDNmAbA4ZQHDpJIIEQCMTUhIQAoYYafjSb5m5sjJtsWZItq1q99+3t9jsz5/fHSiut997V7mr7vp/nAT2eM3fm3NmZe2beOec9NDd32Ydj1FGmwWOrD1AedJhfVEGm5mDO9TwVUzo0apah+OzfLCGWzNKqPZRf8naa/vz9Tp8LzlyG64uyaIYfpV3SLnz+R2s4VhdvX2fF/DGs2XI8534PVbfS0JKi+BxmoxBiuDIMRdrRNLSmaU1kqCoJEfCaXQZD+orrarwKblw2kWuWTMA0FLi6y4CQZZk8/9oRbMfl1ktn8vPHtrPjQAPFUT/xVJaWeNvN5LtvmsOcySVoT9d5JJSvrdw0FdXNaT73w5dJZ9veNr6yvZqdBxv4xKXvoOmJ73X6bHDGUvwFRXztQxehAN/Jt5lyGyoGSn1zqsdDlLKvPw1aY01e1E+1GliGUkws8bDpSIo3LYwMdnUwKqaS3fAIbrwRI9TFLHBieDIUGUdzvC4Ouq03pNdqa7u6ojWYaBZOLeG8ycVAW26zl7ae4Du/29S+Xirj8ODzezlcHeOOq6bzr2e0STesmERDSzrn9tMZhwf+uov33zyPkuletKatLVVwsDrOF3+6FudkHV/ZXs3v/7qb+/52OZUFPuysA5YPTAuc3DOTeQrKyNouaStE0eX3UPfo/3RaJzD9QhxPROaxFmIEGHbBmE996lP88z//MwBr164d5NoMLamsy0Mv7KO8KMCCa26DP3+z80qmhXf6UlLtQ5QU2w828j8PbCRzctk7r5jAFTf9HYkXf4PdVI3hDxG54EaC868kZnvAdTAtg0df3NshEAOQtd0u28mm1rQEY8SoY5iK+tYMX/zpOppip2/wVpxXxXtunoMxQG+3HMfFALRz9v0ZhmL/8RYsUzGxKsL/e6JtFqXj9R2v+T8+u4f33TKP+nSWsrEzSR/d2WlbgSkLsa0gOJB24L9+/Vr7Te8pm/c28OyUiVx96ydoeu6XOX97PCffkObqVi5Ef6ptThHtwRAlp3YfzrHtWNOWDfvhSWeaWu7hsc1x6mM2JeHBvYU0yyaTVQb2wY1451w+qHURfUsrxYZddfzgT1vaZyuyTMV7b57HktnlqG68xHAcl1PZYVpTNr94fHvO9dbvqOb6FRNx3NPtSjTs4/V99Xm3faIugeO6qDPa7rSj+fqv1rcHYtqXZx2+8evX+OK9y7GArBkifN7lxDb+pdN2rcIKVKgYXLBtjTVuPmW3f5LGZ3+J3XgCwxckcsENBBdcTcwe3N5pQoi+MeyCMYZkzc8rlsxiOy7H6uK82lDGBcvuJP3KH9qj70Ywivfqj/LHdQ3csKJtoGlryuYbv3mtQ0+Z//fMIVZVRfnMHf+CH5twyE/GCBI7I4iftjVPv3K4Ux0s08A0VKfG6JSSwkCffmchhoO0rfnX/325U86W1VuOU1Ua4pYVk4ZcAj7XdZk1sZjtBxo4VhvPu15LPEPAZ1FeWUjxzR+n/pFvdQjI+CfOo+jae2l12h5kE2mb6oZEzm39/C8Hmf7BFUy5698w3SxamWTMjr89QgyG+uYU08ZGz74ioJ0smS1PYRRUYJRO6t+KDbDJJR4MBRsPp7ly9iBPce0NYBSPwz4kwZiRRCloiGX4zu83dVhuO5ofPriFyWMuoqLA16Mhqsm03d6bM5cTdQmKIn5qm9omvaiuTzC+MsLBE7kzmU0ZV4BpdJxKujmWac9p9kbVDQniqSwFfou0rYgsfzNuKkZix8vt63hKx1N2+z8SJ8ipXDEp14NZMZ+SO7+A4WbRhtnpflwIMbwNu2CMyM/rOR2o+vGfD7D3/PHc8qYv4XdiYHgIFhVz3292kkw7XL1sMj7L4PFn9+Zs0A4cb+Hbj+znH962iLjj5OwKmcl2XvjKthNcumgcz7zaOVAza1IRRREfblZaETF6GIbiwJHmToGYUx5ffYBrlkxo7/UxVNi2y/kzyvjT83u6HJ6hFIwpC+EzFDEdpODmT2BmY7ipOEYgjOsN0+x4UQpMRd5A7SmNLWlq/GEiPn/b/aj8XIhB5rgujbF0t4cp2XvWoJMtWDOuH9azJ+Xi8xhMLPHw2sEkV84ODXZ1MMqnYu96EZ1Nj6geSKOZMgwefGFv3vI/PLuHD902r0cJw7yW2WF66TeKhLwk0qcbm9VbjvHpey5k9aZjnXp7G4bi5oun4L6hh2b2LD02EymbkrAP23aIOX5Cl7+HgpV34SZaMHwBXG+YOIH2AI9pGWRsjXY1WgVw8bfdiw+t9zZCiHMkwZgzWL2YI9U8mczP7EFSv/4SNhQTz4jkP7uxhmc31mAYioqiALddFmLv0RYuXjAGn8cEDcfqYnm3V92Y4OCJFqpKQ4S8RodGzFSKJXMqWP2G/DBPv3KYf7h7EYZSPLP+cHujsnhmOR9883wKwj5aWqQlOZuhdF4Npp5ek0PxuJmmwfH63D1BoO2Nne1qAj6zT/Z15r/nyqs1H7x9Plq3zRaRK6B04ewKQj6Ttj0qsvjJ+vwofxmxtMPjz+1nw65awkEPt14ylaljC4gEPR2mBD3FMg0CPgvbcbGs3g1nHIrnwEDqz+/fmzZyIPXXd29sapvOuSjqwzS7Dq648Saye9dgjZ2DFSrs03qcq1Mdi9v+7f0xmlnp48nXY8TSmoLguf9unQs1Zgb29mfRJ7bhmbz4nLY13H47uns9DrfvZbtwoos2s7ohgQt4evB7ZBqKC2ZV8Mr26k5loYAHr2V06NWSzjg8ueYgn3zHBfzowS00trYNLy6O+vm7OxdSGPDwxpmOigv8WKbRPqzqTOGAB6XUyb9Z2+dsfNgeHxSczndk0BaEiacdHn9+H6/trGlvO6ePLzynlzbD7TzoD3IMxFA06MGY1tZWampqzrre+PHj8Xr7b3ykYSiKinr/licaHRrDbz79rgv5l++v7jQF7d/eNp/v/3EzhoI7rpxBcWEQx9XMmVTC1r25x8VOHlPAum3VrNp4lP/6+CWMKQt3KL/72lls2FVL8oy3Ca6reXz1fu66ega3Xz6NdNYh4LMoCPkInxxvP1SO1XAwmo/VuVyTQ+24TRtfmLesKOIj6PdQ1IdD+Prq+2dsh5c2HqekMMBn3r2EL/50LanM6Vwv48rD3HvbfEqKOifvPXSihU9+e1WH34evHXiVKy4Yz2ffs5RPfefFTp+5/bJprNp0lHdeN5uiHNvsiaF2Dgy0vv7+59pGDqS+/u6HTz4Yji2PEol0ve2G9X/E8PqJzDgfwxya+dH8/nO7l5o/yeKp12NsPWFz3YJBPiciY8gUlKGObqFo0SV9ssnh8NvRm+txOHwvgKztMHNiIXuONOUsnzGhkIKIH5+3Z48wf3v7fI7+cHWHXId+r8nn3rOUnzy0pdP667ad4G9unsM3/v5SWmIZlIJoyEtx1J+zx5uKpXjrFdP5zV865027+9pZeD0GkYj/rPXM13Zetngc77tlHgXhc+sBNlzOg/4kx0AMJYMejPnLX/7SnpC3Kw8++CCzZ8/ut3q4rqalJX8kPh/TNIhGA7S0JIdEzoeIz+RrH76II9Ux9h9vpjDiJ+i3+PHDW8naLp99z1IKghaNjW2N0eWLx/HQC3s7JdM0FFy3bCL/+av1JFI2v3pyB++9aU6HpGmFQQ9f/sAKHnphLxt31xLwWVy2eDwTKyJs3l3HTSsmEfa2RZ+z6Qwttt2nx8oywZONoe00WF5sK4ztjowu4UPtvOpr3bmJ7M01OVSPW2VxgMqSYM63fW+/dhZeQ7dfk+eiP77/yvPH8PCqfew81MQn3r6Y2sYkzbE086aWUFUSxJej7o6Gnz7yeoebyVOeefUwN108mX97/1Ie+OseDle3UlEc5PoVkzhRn2BiZQSPQZfHw2M4WNk42smC5SPrieCcTEo8VM+BgdKb799f1+NA66+//b7DjQBYStPamsy7nl2zj9SRnXhnXkwqrYH8OSoGg2G0BWJSqQzuOR6eSaUentvWzEVTBn9okCqbSnzXKzTUt6LOIa/gUPnt6Ovrcah8r564YcVknlxzqFMvE9NQvOmSqSTiaRLx3LMd5WKaBhXFQe67dznH6+PsOdxERXGQqeMKCHhN7rlxDt++f2N7zpiSAj8fv2MhAdMA16UoePJxyXVpasp93JVSXHz+GMqLgzy+ej/VDQnGV0S48aLJHK5uoTDkPWs77wI/ezR32/nc+iPccvGUHg31Nw2Fx24FO42yvHijRcSS7rA5D/pab6+F4fIiQgxPgx6Muf3227n99tsHuxpAW46E3nIc95w+35csYEplmBnjCkjZDrGEzSfuXkTIb+EzVYeZSPyW4ksfWM637t/IkZq2IUulhX7eef0cnl53iMTJYQmrNx/jHdfOfMMJ4xINerh22UQWziynNZFhy546isI+rl82Cdd2cw5t7YtjFTLTpDY9S93ah9HpBMrjI7LoWkKLbiTmDP7NYV8ZSufVYOjtdx9qx80yFF943zK++4dNbNnT1hMt6Le46+oZnD+9lHTaOcsWeqavv/+bVk4hlXVJpLKMLw8T8Jpox8V1NdkcOWAyGl7bmb/H4yvbqrl+2UTuvmYmtU1JTtTHeXrdIa5bNok5k4rapv/MQSkIG0man7+f+OsvgmtjBKMUXvI2PJMWk3RPv/EfaufAQOuP7z9cjmdff/fqhiSRgAeFag/6vZF2HVKbn8KIVkDRONxzjXb0i7ZAhetyzvWbVenl8S1xjjdlKI8MciLfimnoPWtIH9uFVTnjnLc3XH47elrH4fK9AIIeg/vuXc7/PLCxfQa/iuIgH3nrAsI+s9ffw2vAuOIgE8tCuK7GdTV2xmFCaYgvf2A5iZSDRhPye/CZYNs9a5uDlsHkMVGuXjIBaEv8ffB4C1ddOB4TjW13necmq2H9jvxt59ptJ7hp2USyedrIMwWMDPbutVS/+ABushVMi8j8y4gsfwut9tl76Ixkw+laECPfoAdjRP9wXU0mY2MAUf/pMd1vvJHUrqYs4uML71tGTWOS1kSGWDLLQy/sZd/R5vb12rpkKt44RtbQmrHFQcoKAjhas3ROBT7T6Neou89yib/6KK3rHjn9PbJpWtY+jBNrJHjJu0g5cmqLocN1NT4D/u6t55PKumRsh6DPwu8xhsU0zdpx8RngOznU0OnGjWDnX4vTTEOB6zKuJEhZoZ9ZE4u4cvF4fJbq8gYpoNLUP/zNDrM1uYkWGv78Q4qvuxdr8kU9+VpCdEtdc5KCcNdDe+wDr6LjTVjzrxtxSXtzmVbuxWslWLM3yS3nRwa1LkbhGPCFsPev75NgjBh82tWMLQ7wb+9fSjLjgIaAz+yT+0utOwdFHMfF4sz7ZY3Ti3ckWmsKAxaLZ5RhuxqlwGe1tfPdTTeslELnyTRsGvnLzuSxILtzNY1//fnphY5N64anyTacIHr9R0m6I+fFpRDD2bB7Yj169ChbtrSN7Uwmkxw6dIg///nPAFx33XWDWbUhxeNpyxzvOPqsDZfragw0Hsvgq//3Ss51Ll00Dq+pcHO8FXQcF5O2mVJO/Xd/8thx6l59ov2/vZVTKLjgBgxf2xhQSyfJmtG8bzCFGAxag0ITsBQBq+2nt78DMUopPJ62m8ts1unWTVxf8JqKJXMrWbP1RM7y5fOq8LoJVDaO37FR/ggpI3jWt4Yq2dghEHOmphd+S/nE80mb4ZzlQvRWTWOSglD+Bxc3Eye76yWMiukYQyxpb3/xmIoZFV5W701w04IwxiAGoJRSmBXTsA+sRy+7a1QEw0aDUwGSiNfssKw3TgU4PB4Tx3F7NC12T7muRkF7st2etPNeU7FsbmWnyTFOWTKnsls9OrxOnJoXH8hZljq4laJ0C3jKcpb7TBePE0dnEiiPH9sKknY9/XrMhBjNhl0wZu3atR1yzKxatYpVq1YBsHNn7pv0UUUpElmX59Yd4ERdnIUzy5g3tQSfodpnNsqnKOzlqgsn8PQrhzosL476ecvl03CHyBhTnY6D2zZ8KjhjCaGZS2l49pc4sbZx/WakhNKbPkK2cCJZRzKmi9HJUYrqhiTPrG+bZv7KC8ZTURTAGIA7KqU191w/m237G2iJd8yb8Tc3zqZM11L3u2+RrT8KgOEPUXTlu/GNP5+0mzvpqWEosrWHcpZBWw8Z7BRIMEb0sdqmJPOnlOQtt3e8AIA1ft5AVWlImDfWy9ajaXYczzBnzOC+ZTcrZ+Ac2oTbcASzZPyg1kUMLY5SHDzWwnOPbcfnMbjywgmURHwD0hb2mNa84/pZbN1X36ntvPniyYT9Vvem9M4mcdP5cwplG45hVJV3ei4ImWni6x6kbsNf2u+zA5MXUHTt3xIjKAEZIfrBsAvGDKUcM0ONUorth5v4+q/Wt/9gvrj5GIVhH1/+wAqCHqPLN+OG1tx11XQuXjCGR17cRyJls/y8KpbOrcRncNZgzkBRHl/7v9GFV3Higa+BPh0oclrrqb7/S1S95z/JGkX5NiPEiJVx4UcPbWXdttPTeD7z6mGWzavkvTfPxeznOyqtIeQ1+PpHVvLi5qO8sr2aaMjLLRdPYUaJy4mf/SP6jBtFNxWn/rHvUn7nZzGKpuf8rdEazHAX17Nhoobo7DVi+EqmbVoTWQrzzGDiNldjH9qMNWlRe9s0WowpsCgNm7ywKz7owRijdCJ4/Nj7X5VgjGjnGor/+tVr7DjY2L7sqbWHuG7ZRN58+bR+bwt7SmsIeQy+/pGLeWnLcdZtO0Ek6OVNK6dQWRzsdgBJWV5QRod74zOZoQIyb9iW19JtKQDWP9FheXL/JpwH/4uiW/+JhB5dv3FCDATpNjCCpF3NN36zoVPkuimW5gcPbqY7Ew0ZWjOpPMRH3zyfT969kEsXVOFB9ygQY5gGtgatFIbR992FHU8I35jphGavoHXzc7kbG9eh9dXH6eHMh0KMCLsON3UIxJyyZusJ9h5t7pfr8o0cR+NRmqsWjeMf37aID916HhPLw6T2vtYhEHOmpud/jY9UzjKtNWbxGAx/7lkNQrOWkzXbpsNOZ2wyjkYb/fMbJEaPuua287Ew0vkhRKPJvP40KhjFqJg20FUbdEop5o/zsfFwmsZE3yYh73FdDBOzfCr2/lcHtR5i6LAsg9VbTnQIxJzy5zUHqWtO0dcj2kxT4SqFDZhW7x6x2tpOuHLhWP7xbYv48G3nMbYHgRiArBkiOP2CnGVGMIqKlnd6VvDacWLr/5zzM5kTe1Hp5pxlQohzI8GYEcIwFPuPtXSaBvCULXvqSWW7N8zIdTWu46JO/tuTOqQczf3P7OHzP1nLf/z6NXYcacbt49Yu5fooufljeMsnkqk9nHe9TPU+DHdoTS0qRH9SCuLJLI++uC/vOo++uD/nLGe92Vd3OI6L0id/U5Qic2RH3nWztYcxyf9QlyRE+R2fxfAFOyz3Vk2l4NK3k9EWzSmb7/9xM5/70Rr++7cb2V8d6/PfIDF61DS2TXVbGOqcwNc5vhO34TDWxEXnNKXycDZnjA/LULywc/CnPTerZuA2HsVtyp2rSgxfSrUFV3oSXE/ZLk+8fCBv+RMvH8C0zLzlPeUqxZYDjfz7L9fzhR+v5Q/P7yXt0usXAme2nd3J93ZmM5d2TAqvfDfe8kkd1jECYSru/BeSdH6pobNJtJPNu327qUbyMQnRD6TfwAiSTNtdljuuPp1ltwuGoQgQh3gjTiqGVViBY4ZI5snlAG1vyJqSNp/67oukM20PU8fr4nztF69y1ZIJ3HXl9J59mS5orYkbUUIzlpE6uJVsXe6AjKeoCm146JMnTyGGMKXARnG8NkHWiXX5W5DKOLi695F4r+Hi1Qmc5mpQBma0nLQR6FZ+JtfVeMonwvaXcpZbheW4XdTMcSEVrKLi3V/HbjiK01qPt3wSOlhMAj81LWn+5fsvYZ9M3n28Ls7WffW85YrpXL90AmqIdUkXQ19NYwKvxyDo73i7pJ0s2W3PYBSNxSisHKTaDT6fpZgzxstzu+Jcf14YrzV4D2tG2WQwvWT3v4pv4U2DVg/Rd061bdWNSXYdbKSsKMD08YX4TIU+S49trSHVRVuYTNl9lgPFVYqfPraN1ZtPJ959eNV+/vrKYf79IysJeVS/5VvxG1ksJ4HdWI3hD6JCxSQJEnODFN/+aXS8nmztIayCUnxl40kQws10fumhPP4uhzZZkRLS0oYK0eckGDNCuK5m+vjCvOWVJUH8XvOsib8MQxFM11Dzu6+0J8QFCM5cTsGV7yapA6QdTTJjo4CAz8KjwAF+/PDW9kDMmZ5ed4ibLppMcajv8jm4riam/USX305id+5uyZElNxO3JYovRr6MVnzpZ+s4XN3K/OmlLJxZzv5jLTnXvWhBFR5T4Zxl5qJc/EYWe+8ajv/1/9qT+ynLS8n1H8A7bj6Zs0wpb9sOkZnLaHrxAXA63yQXXHwHaRUkVwTVMBS2hnjaodH1Ey6eha8c4lkXXHAUfPf3m9oDMWf6w7O7uXzxOALdCEYLcabqxiTFEX+nN8L23nXoVAxr5iWDVLOhY9FEP5sOp1mzL8klM4Jn/0A/UaYHs3wK9r51EowZIc5s207xeUw+/76lVBUFugzI+CzF0rmV/HnNwZzllywc271kuGehFDS0pjsEYk6Jp2x+9eR23n/LPJSr+3xGw5CZpvXF3xDf8lz7MiMYpfwt/0wqOIa464fAWMzJ47ANRbgghNsYz7mtrBkiNOdi4q+/0KnMKqqEYKG83BSiH4zOfrUjVMhvcdnicZ2WKwV3XzOrW41AkBjVv/23DoEYgMTOl4m/9jgtyTT/+qOX+fg3nudj33ie+366jpqWNFlHs3Vvfd7tbthZg2n27emmNdjBckpu+FBbsrKTlMdH6c0fw/aX9un+hBiSDMX/Pb69/WZ18+46zptaSnHU32nVkgI/F503pldTaiulMFqP0/iXn7QHYgC0naHukW/jSTV0aztJM0LFnZ/F8J8x65FhUrDiLRhjZuecutQwFM1Jm6/+4lU++l/P8Xf//Tyf/v6L7DzSgj75kJzKOBw60drps9D2W7HncJPkjxE9Vt2QoCDccYiSm2whu+dlzKqZGIHIINVs6CgKmkwr9/DU67FBT/RvjpmFW38It7lzziwxzLyhbTslnXX44k/XkckReD+T62jedMlUQv7OLwnGlYeZOaGo11Nln8myTF7OMxU1wNqtJzhUHSNpu33aBlmWIrX9hQ6BGGibWbD6t/9GQJ8+bo6jzxp3SjsG0UvuJjB1YYflnpKxlL/1MyQZvECrECOZ9IwZQWxHc/70MiZVRXny5YM0tKSYPr6QWy6Zygsbj3CsPsaNSyeSzebOyWAYCrvuCG4ylrO8df2TxMuWcaL+9Njww9WtfPYHq/nmP1yGUvlfMpj99EY67Vp4Jl5A5Xvn4sbagkFGpIQ0QbLdyVgsxDCXtl3WbDnWYdn3/7CJj9+1kFUbj/LyluMo4LJF47j54il4DXB7cf/pNWxaXv5j3vLWVx7Df8nfkOl6tCS2o9DRyZS/6z8g0YRrp7GipWRUkKSTe/x+ytF85vsvEU+d3nhdU4ov/3wd//7hiymL+M6aw0YCMaI3qhsTzJ7YcRavzLa/oiwP5ri5g1SroWfJ5AC/WtvC+oMpLpwcGLR6GOVT2oYq7VuHb+HNg1YPce7Stu7Utp2STNscrokxtTLS5YvGgKX4+sdW8vu/7uHlrcfxegyuvnAC1y6biEWfdIwBwOriHtcwFPFUls/+cCNf+9BFffbg5XPj1Kx9KGeZzqTIHN+NOXYRzlmCVmeKOX4iV3+QwsvjOLEGzEAU1xchTmDQA61CjFQSjBlhvn3/BiaPLeDGiyYTDno4UhPje3/YRFNrmquXTOjygUUphd1F4judTeE1Oj/FZWyXg8dbWDyrnFe31+T87MIZ5X3yBiKXrGOQJQShkwnJpBulGEWytssb75FqGpN88SdrWH7eGP7t/csoCHrxmArXcXsViAEwXBu7Kff1DWA3Hsdws8DZhyM6riZOEAIn37Tpk//LwbIMXtx0vEMg5hSt4VdP7uBjb12A32MyfXwhuw83da67gmnjCuVmUvRIOuPQFMtQdMa01k7dAdzjO7GmLZOp1M9QWWAxscTisS0xFk/yYwxSok9lejArpmLvXSvBmGEuazud2rYzNcfSGEYEp4uJvFxX4zcU775hFu+8YTa27eA1FY7t5mtyel7PrMPy88bwu2f25Cxfdl4VG3bV0tCSYu+xZmaPK+iTtki5Tt6XpwB2/VGMcRdAF0nxc0m6XjC8ED0ZhHYhbwMthDhnMkxpBDEVzJ5UzN4jzfz44a1887cb+P0zu2lqTQOwaFY5dhfDE1zXxVs+MW+5EYwSyzM50ZNrD/LuG+cSCXa+OX3LFdMJevsuY70Q4jS/16Qox7S7tqNZtfEohlKY9GxmtFxc04O3ckrecu+Y6ThGPzycKsXWffmHQO450oztaCwFH3rzAgK+zu8Y3nPzXLySL0b00ImGtl6gp4b8adchs+UpjEgZRumkQazZ0LRsSoBjTTYbDuWenn6gmGNm4TYcwWnM3atCDA/52rZTJo8p6H6vD60pLQzgOxmI6WvRoIcblk/qtLwo4uPqJRNZteEoANv3N/TZkH3XsLCiZXnLvVXTcHv79kUIMWAkGDOCmArefeMccvXGrygOMnVM19F4rUFFK9oSdeXgX3I7f1hTm7MsGvISDZj850dX8o7rZzFncjErzqviKx9cwXUyi4kQ/cZnGrz7xjk5y+ZPKyWaI0DaG2nbILrs1rbZFt7ItAiffzXZswxR6g1DwdjSztNwnlJWGMBQCtfVFAUt/vvvLuHOq2cwe1Ixl5w/hq9/5GKWz62U3yDRY6eDMW0PhPa+V9CJJszJF8gUrzmMK/IwscTDwxsHN3eMUTYFLB/23rWDVgdx7nymwbsGoG3rC4bW3H7ZVO67dzkXzqlgzuRi7rxqBh+943y+9/tNpE+mBxhbFu6zayNjhCi89K6cZWakGKt0gvQGFWIYkGDMCOK6mpKIjy99YAWTqqIAmIbikoVjue/9y/F246+d0EHK7/gs/omnx8Irj5/CS9+GOXUpm/fmTtJ5y8opOLaLR8HVi8bxibsWcu8tc6kq9GPIQ5AQ/cZxXOZOLuIf376Y8qK2XA0+r8ktK6fwsTsW9On1l/YWUX7HZzAjJe3LrMIKKt72eVJWQZ/t50yZjMMVF4zPGWQGuOPK6e29XlxXE/QYvO3qmfzT2xfxnhvnUBrxSiBG9MqJhgRBv4Xfa+Emm8nufgmjcjpGqHCwqzZkXTQtwPFmm7X7k4NWB2VamJXTye5e3eez14iB4zgu8yYX8cmcbdv5Q+7e0tCaSRUhrls2kWnjCtmyt477frKW6pNBXY9lMH9aaZ8N2bdtF2PceRRd9Tco3+nkur4xM6h42xdIkP8lhhBi6JCcMSON1owpCvAv77qQjONiGgqfaaDd7uWK0FoTU2Gi13+cIieBtjMob4i0EcJ2Fe++cTa/eGJHe7TdMhV/e9t8isLe9ikGHcdF0ZbJXgjR/wwN500u4ssfWHFyjL3GZxrnPDTpjbKuiVs8nbK3fwnScVAK7Q2RVsF+ywkFEPKZ/NM7L+C/f7Oh/Q2jUnDrJVOZMb6w075N08BUdDksU4izOdGQoDjiQ6PJbHkKZXqwxp832NUa0qoKLKaXe3hoYysXTArgGaThgebYuThHtuLW7sMsnzoodRDnztAwf3IRX/rb5WRtjWUqfFbft219xc66TKyIsGrTMbbtP/3yMui3+My7L8RvqS6n4+6ppOPFM/1SKqdegE7HUZYXxwoS074+3Y8Qov9IMGYEcl2NCQRO3gTpHo4Z1RqS2gvK25aLUwMOKDQr549h6dwqDte0YijFuPIwXkPRZZY1IUS/s20Xn2VQVBSisTHeb4EIx9HECYDn5Iwpbvv/9R9XM3NcAd/6h0s5Xh8nnXGYUBHBZxnS60X0m6O1MUoK/DjHd+DW7MUzY6Uk7e2Gi6cH+fnqZp7dEeeaueGzf6AfGKUTUP4w2d0vSzBmmLNtF4u2qZyBIRuIOcXQmndeM5O3XD6NwydaCQW9VBQF8Jp9G4g5JevQNomF98xJLKRdFGK4kGFKokeU1vgMmF4VZWplBK+i7+YGFEKIPLSr8SqYVBZi5tgC/KaSQIzoN66rOdGQoCRkkt36NEbxeIyScYNdrWGhOGQyf6yPxzbHaE0NzoOzUgbmmNlk96xBu/2QzEqILiitCVoGs8YXMr4kgEchPVWEEDlJMEb0itZaxmILIQac1shvj+h3dc1JbEcTbdiGdjJYkxcNdpWGlRVTA7gaHt3UOmh1MMfNg3QM5/CWQauDGN3a7pUHuxZCiKFMgjFCCCGEEGc4WhcHoLBhK9bERShv8CyfEGcK+gyWTvbz/K4Ex5qyg1IHI1qOipaT2fXSoOxfCCGEOBsJxgghhBBCnOHI8Ub8KkukqASjbPJgV2dYWjjRTzRg8MCrLYPWm80aNw/n4Abc1OD10BFCCCHykWCMEEIIIcRJWmsObX+dYjOGZ+qFKDU4MwINd5ahuGRGkG3HMmw5mh6UOphj54LW2HvWDMr+hRBCiK5IMEYIIYQQ4iR792qONGvKikIonwxPOhfTyjxMLPFw/yst2M7A945RviBGxTSy25+TXFNCCCGGHAnGCCGEEEIAbnM1rat+Sa1bQFlp4WBXZ9hTSnHZzAB1MYe/bo8PSh2sCfNxG4/i1u4flP0LIYQQ+UgwRgghhBCjnnayJJ/+LieMClwU5VFrsKs0IpSGLc4f7+PRzTGak86A798om4wKFJDd/uyA71sIIYToigRjhBBCCDHqpV/+LW7jUU5UXYICSsPmYFdpxFgxNYCh4E+vDXwiXaUMzAnzye5Zg04PTu8cIYQQIhcJxgghhBBiVMvuWUN221/xzLmSI8kgxSETjymJe/uK32OwYmqAl/cmOVCXGfD9W+Png+uQlWmuhRBCDCESjBFCCCHEqOXUHyb1wk8xx87FnHg+B+qyVESlV0xfmz/OR0nY5IFXBn6qa+UPY1bNJPP602jtDui+hRBCiHwkGCOEEEKIUUmnYiSf/BYqWIRn/rU4LhxuzFJRIPli+pphKC6dGWRPbZb1B1MDvn9z0iJ0Sw3O4a0Dvm8hhBAiFwnGCCGEEGLU0a5N8i/fQWcSeC+4DWV6ONpk47hQKcl7+8WkEg9Tyjz8YX0r2QGe6tooGosqqCSz5ckB3a8QQgiRjwRjhBBCCDGqaK1JrfoFzondeBffihEsAGBfbQZDQVlEhin1l0tnBGlMDPxU10oprCkX4hx9Haf+8IDuWwghhMhFgjFCCCGEGFUymx7H3vkCnvnXYpaMb1++tzZDRdSS5L39qDhksmC8j8e3xGgZ4KmuzaqZqECUzKYnBnS/QgghRC4SjBEiB8tShFSCkNtEWMXxWgPbnVoI0beUUgTMLGFaCetmAmYGw5AH7tEou2cNmXW/w5q+Amv8eR3K9tZkqSqQXjH9bfmUAGh4ZFNsQPerDBNr8gXYe9fgttYO6L6FGCoMQxEwMoR1M2HdQsDMopS0h0IMBhkULcQbBM0MmV2rqXnp97jJGMryEl54DeELbiLm+Ae7ekKIHjIMRdCup/GJH5M6tA0Ab8Ukiq+9l3SwEtuV9xKjhX10G6nnfoQ5di7WjIs7lDXGHerjDiumBQapdqNHwGuwdIqfVbsTXD4ryJhCz4Dt25ywgOyel8lsfBz/yncN2H6FGApMQ+OLH6Phz/9Lpno/AL7xsym+5v0kPMW4MtmYEANK7kCFOIPHhPS2Z2l8+ue4ybY3dtrO0PrKozT/9WcEzOwg11AI0VMhWqn+5efaAzEAmeoDnPjlv+K3mwavYmJAObUHSD75LYySCXgWXN/pTfCu6gwA44rkPdVAOH+Cn6jf4PfrWwd0v8ryYk1ZQnbnC7ix+gHdtxCDzZtu5MQvP9ceiAFIH95O9S8/S0gPbE81IYQEY4TowOfGaV79p5xliV1rMbPSUAkxnFiWIrHjZdxUjmShrk3L6j/hM+VV4EjnNh0n+cR/ocIleBffijI6D0XaeSJNSdgk6JVbo4FgGYqVM4JsPZpm27H0wO570kKwvGRee3hA9yvEYHKzaZrXPAiO3bksnSC+bRWWJcOVhBhIcschxBl0JoHOpvKW2001yLBaIYYPE5vU/k15y9NHdmC6A/sgKAaW21pL4rH/AI8f35K3oCxvp3W01rx+LM3EYukVM5Cml3sYV2Rx/ystOO7A5WZTlg9r6jKyO1fhNp0YsP0KMZjcdIL04e15y9MHtmDqzoEaIUT/kWCMEGfIdZN+JjMQRksuXyGGDY2JGSnJW26GC9BKEraOVG6sgcQj/w6Ab+kdKG/ufDDVLQ6NCZeJJQOXu0S0Jda+dEaQ4802q3YlBnTf1qRFKH+Y1LoHBnS/QgwWZXkwQ4V5y81IMeToNSiE6D8SjBHiDLYVxD9pXs4yM1IMoeIBrpEQ4lxkHYgsvj5veXTZbaTxDWCNxEBx440kHv0aOFm8S+9E+cN5191yNIVpwPgiCcYMtMoCi7ljvDy0sZV4euCGDCrTwpp5Cc6B17CP5e8tIMRIYfrDFCy/NW955IIbyEjHGCEGlARjhDhD2vVQfO0H8BSP6bDcCEQof+s/kyQ4SDUTQvSG1mAHSii66m9AdWzyIouvx6iYhjuAwyPEwHDjjSQe+SpkU3iX3YURLOhy/U2H00wo9uCRfAmDYuX0ILYLD20c2GS+5tg5qKKxpF/6JTpHHg0hRhqjfBrRC258w1JF0RX34ATLpPe3EANMBkeLfmcYCj8pjHSM1LFjBLxhMmaQtDP0YoFaQ0xFKLnjc+jWWrK1h7AKyjGLx5JQYXloE2IYSrsefNMupmrKQjLHdqHtLL5xs7CtMAmn73pC+EwXjxNHp2Iojx/HGyLl+tBydzugnNY6Eg9/BexMWyCmi275AK0ph901Ga6cJcH2wRLyGSyfGuD5nQkumhYcsOFiSim8864mver/SG9+Eq64Y0D2K8RgSePDd8GtVC28mvSRHSjDxDt2JhkjSMo9t8dCpcBvZDCzcXQmhfKHyJoh0o4MfRIiHwnGiH5lGIqg00jdg98gW3uobaFpUbDkZoLnX0fCGXrDA7TWxHUAFZ6AEZ1EytVtD1PyQCXEsJV2TdJEMcdfCChijgt9OCIiZKaJrfkjdRv/Arptw74x0yi5+ePEjagEcgdIpv4YrX/8EmgX7/K7z9ojBmDDoTRomF7Rdc4w0b/OH+9j69E0v1zTzD9fX4JhDEwvJaOgAnPyYpLr/kj2/ItBnf2cEWI4S7keUIWYk1YAmpijz7k9VArCKkHDo98hdXjbyYUGoTkXE73k7cSG4P2+EEPB0OuaIEaUIHFqfvNvpwMxAI5N88t/IrP7ZSxz6HYJ1xocx5W32kKMII6jcZy+zUvhtSC54QliG55sD8QApI/toeaBrxBgYBOTjlZ2zX6O/eJfUIaBr5uBGIA1+xJMKLFkSutBZhqKq+YEOVSf5dmdA3vNeGZdgvKHqXno2zJcSYwajuPiOH1zjxtQaeoe/M/TgRgA7RJ//QVaX/4dPnPg8kEJMZzInYfoN4ahsOsP48Qac5Y3r/4jPjc+wLUSQoi+5XVitKx/ImeZ3XgcHatHDd2484hgH95M64NfwQxGCVz8dlQg0q3P1bTY7KnJMneMvLUdCsYWelgw3sefXmuhpnXggiLK9OBfdDPp43tJvfKnAduvECOFkW4hc2JfzrLY5mfxOHK/L0QuEowR/cYwVMceMW/gJlpQrryBEkIMb9rOoLPpvOV20wmURGP6Teb1v5L88zcxSydQfNW7UN7u5355fleCgEcxrVyGKA0VK6cHCXgNfvZi04AO7zOLxxJZcDmp1x7BPrhhwPYrxHCnFNit9flXcB10NjlwFRJiGJFgjOg3rqvxlIzLW24EwmhT0hYJIYY3ZXlRVv6HeaugQoY79gPtZEmt+jnpl/4f5qSF+JfcjtHF3+GNEhmXVbsTzBvrwzOEh8yONl5Lcd28EPtqszy6OTag+w7NvRizcgbJv/4Ap/7wgO5biOFKazDDxflXUAbKExi4CgkxjEgwRvQb19VYZRMxgtGc5dGlt5IxQgNcKyGE6FsZM0R44dU5y6yCMlSkVPJ/9zG3pZbEw18hu3MVnvnX4517FUr17JbmuZ0Jso5m0UR/P9VS9Na4Ig/LpwZ4bHOM14/m73XW15Qy8C++GRUqJPn4f+K21AzYvoUYzrQ/iqdsQs6y0NyV2Kbc7wuRiwRjRL9KqjAVb/sCVlHl6YXKILL4evyzV5K15QlFCDG8ZWxF+MJbCM27BDjdw8JTNp7yOz9HEpkyua9orcnueon4Hz6HjjfiW/EOrAnze7yd1pTDn7fGmD/OR9gnt0JD0bIpfiaVevjfFxo53pQdsP0qy4tvyVvBMEk88lXc5hMDtm8hhqukDlB2+z/hrZzSYXlwxhKiK99GypHfWSFykTEiol85jkvCU0LJnV/AyMRQThr8UTJGgLgjp58QYmSI2T6CK+8huuItuIkWDG8A1xsmjl+mte4jbqye1Iu/wDm0CXPsXDzzrkZ5epd493evtgCwbIp0nR+qlFLceF6I377SyjefbuCfriuhJDww9w3KF8K3/C7Sa+4n/uCXCF77cczK6QOybyGGI601MRWh6NZPYWRjuOkkRiCMbYaIOZ7Brp4QQ5aEKUW/c11NwvWT8pfjHzeLpFlAWgIxQogRJuVYxIiSCI4jZpWQcH0SiOkDOpsivf5B4vd/GrdmL94LbsO78KZeB2LWH0yyZl+KS2YEZTrrIc7nMbh9UQRXw38+2UB1ywDOsOSP4FvxdoxQIYlHv0Zmy1NoLdPzCpGP1pqE6yNmlrS1g6qQlCuBGCG6InchQgghhBhydCZBZtPjxH/zj2Q2PII1cSG+S9+HWTmj19vcX5fhZy81M6PCy7wxMoPScBDxG9xxYQSN5muP17Ht2ADmkPEG8C67C3PiQtIv/5rEI/+O03B0wPYvhBBiZJPuCUIIIYQYErTWuDV7ye56kezul8GxMcfPw5q2HCNYcE7bfv1Ymh8+30hp2OS6uSGZbnwYifpN7loS5bHNMb71dANXzA5y84LIgPRsUoaJd+6VOBVTyW55isQfPos1dTne86/HLB7f7/sXQggxckkwRgghhBCDxk224JzYjXP0deyDG9DxRpQ/gjV5MdbE81H+yDltvznp8OimGC/sSjCx1MNN88N4LAnEDDeBk0OWXjuY4oVdCdbsTXLl7BAXTQ9SFDT7ff9m6SSMS9+Lc3Aj9r51JPasxiifgmfKUqwJC1AFFRLgE0II0SNKa5lwE06+jevl2H7TNHAcGUfcHXKsum8kHyvTPPvbzN5ekyP5uHXHaP/+IMegp9+/P69HAG1ncZKtuIkWnFgjdmsddlM12fqjZKoP4LTUtdUjUoy3cir+8XPwlE1EGT3v9WCYikTK4XhTlj3VaTYdSrDhYAKPqbhkZoQlU4Oj+oHZMNSIyGPUknR4aVeMTYeS2I5mWqWPeWMDTCn3MabIQ1nEwmv17vxxnbMfH+06pI/sIHlgM5nje8B1MEIF+Kqm4y2fiFVchVVQjhkuxAwWoLyBbp93/XE9jvbfRJBjAHIMoHfHoDvXpBC9JcEYIYQQQpyz1LE9HPvZp3r1WauwAjN0bsOQAFpti3/cfkGn5WN8cXzG6H4IGYkyrsHRdKjLdeaGG/no5J39VgedzZCpOQic/Xa6+Mp7KFz2pn6rixBCiOFFgjFCCCGEEEIIIYQQA0j6XQkhhBBCCCGEEEIMIAnGCCGEEEIIIYQQQgwgCcYIIYQQQgghhBBCDCAJxgghhBBCCCGEEEIMIAnGCCGEEEIIIYQQQgwgCcYIIYQQQgghhBBCDCAJxgghhBBCCCGEEEIMIGuwK9BTq1at4oc//CF79uwhFotRUVHBVVddxUc+8hEikchgV08IIYQQQgghhBCiS8MuGNPc3MzChQt517veRTQaZffu3fzP//wPu3fv5qc//elgV08IIYQQQgghhBCiS0prrQe7EufqgQce4HOf+xwvvPACFRUVg10dIYQQQgghhBBCiLxGRM6YwsJCAGzbHtyKCCGEEEIIIYQQQpzFsBumdIrjONi2zZ49e/jud7/L5ZdfztixY89hey4NDfEef84wFMXFIRoa4rjusO9k1K/kWHXfSD9WZWVnz+/Um2typB+3sxnt3x/kGPTm+/fX9TjQRvvf/mzk+HRtqByfvr4eh8r3GkxyDOQYQO+PQXeuSSF6a9gGYy6//HKqq6sBWLlyJd/4xjfOeZuW1fOOQqZpoJTC4zFxHPec6zCSybHqPjlWbXp6TY724zbavz/IMejP79+bNnIgjfa//dnI8enacDs+3b0eh9v36g9yDOQYgBwDMTQN25wxO3bsIJFIsGfPHr73ve8xYcIEfvazn2GaZq+2p7VGKdXHtRRC9JZck0IMHXI9CjF0yPUohBAjw7ANxpxp69atvPnNb+Zb3/oW1113Xa+24TguLS3JHn/ONA2i0QAtLUmJsp6FHKvuG+nHqqgodNZ1enNNjvTjdjaj/fuDHIPefP/+uh4H2mj/25+NHJ+uDZXj09fX41D5XoNJjoEcA+j9MejONSlEbw3bYUpnmj17NqZpcujQoXPajm33/sfJcdxz+vxoIseq+0b7sertdx/tx220f3+QY9Af33+4HM/R/rc/Gzk+XRsux6endRwu36s/yTGQYwByDMTQMiKCMRs2bMBxHMaNGzfYVRF5mKaBT6ewW9N4lIWNdK8VQowsSoHXdDCdDFqZpPGN2kSJQ41pKrw6jdIOjuEj4xoM/37BQgghhBjOhl0w5iMf+Qjz5s1j5syZ+P1+duzYwY9//GNmzpzJVVddNdjVEzmEzDT20W00rHkQJ9GCf+I8ostvJ+UpxHYkKCOEGP48hosvU0/zs78jfWw3ZqSYguVvRlVMI+l4B7t6o1rQzOCc2EnTy3/CiTXiGzeTgoveStpTRNYd2kmJhRBCCDFyDbtgzPz583n88cf53//9X7TWjB07ljvuuIP3vve9eL1ywzvUBIwMrat+RXzrC+3L4q+vIr7jZSrf8SXcQJW8ORZCDGumaeBpPsDx39wHuq3rsxNrpPaP/0F0yS34Ft9C2hl2ze2I4DeyJNb9idb1T7QvS+xYQ2LXK1Tc/QWc8ARpg4QQQggxKIbd3eG9997LvffeO9jVEN1kZlo6BGLaOTaNf/kpBbd8kiQSRBNCDF8+naD+iR+2B2LO1LLuYaoWXElaFQxCzYRlxzoEYtq5Dg1//l+K3/JZEvgGvmJCCCGEGPWkf67oN5ZlkDywJW95+tguTDc9gDUSQoi+p+wkduPxvOWZ6n0YhgzJHGimqcgc2523PFt3GGUP7RmihBBCCDFyDbueMWL40BoMy9PFGqot46X0EBdCDGNKdR1oMcyufgdFf9Ea6LINAqXknZQQomf2H2/hjy/sI2s7vOmiycyeVDzYVRJCDFNyFyL6jeO4+Ceel7c8MG0RWcM/gDUSQoi+55hBfGOm5S40TDzlkyQvySBwXY23ahrkCbj4xs/GMaUNEkJ035GaGF//zQZqGhPEkjbf+N0m9hxpHuxqCSGGKQnGiH6VNkMUXv7OTsuNYJSiy+8h40rnLCHE8JbGR/H1H0T5gp3KSq77W1IqMAi1EgAZFaT42vd3Wm74QxRf835SWvLFCCG6x3U1P3lsG+GAh7dfNYO3XTGNyqIgP3tiO7bTOWeYEEKcjTwJi36VcS38My+hcsJcYq/9GSfWSGDaYvxTF5NQYbQjb4uFEMOb62qS3hKq3v0fJHa+TPrgVsyCciKLriXjLSTrmoNdxVEr45r4Jl1I1d9Mo3XDkzjNtfgmzSc4YxlxFUZLjyUhRDe9urOGg9Ux7r5qOl5P2+/6lYvH8Ysnd/LqjhqWza0c5BoKIYYbCcaIfpdyPSh/JcHL3kswYNKacGjNOEiyGCHESOE40EoYa861hOZciVYmsawGeVk66NKuRdpThu+id6K0i4NJq+2eTCojhBBnp7XmsZcPMqkywriycPvyyuIgkyoj/OXVwxKMEUL0mAxTEgNCa8g6GsPjk9wJQogRy7Zd0rZBJiu/c0NNJqtJ2wrblgiZEKJn9h1v4XBNjAtmlnUqWzCtlP3HWznRkBiEmgkhhjMJxgghhBBCCCFEHi9uPk405GVSZbRT2ZSqKF6Pwdpt1YNQMyHEcCbBGCGEEEIIIYTIwXZcXt1Rw5yJRRiG6lTusQymjilgw+7aQaidEGI4k2CMEEIIIYQQQuSw7UAj8ZTNrAlFedeZMibKoeoYTbH0ANZMCDHcSTBGCCGEEEIIIXJ4bVctRREfZYX+vOtMqYqigK37GgauYkKIYU+CMUIIIYQQQgjxBq7WbNxdy7SxBSjVeYjSKQGfRXlRgJ2HGgewdkKI4U6CMUIIIYQQQgjxBgdPtNKSyDJtbMFZ1x1fHmb7wUa0ltn0hBDdI8EYIYQQQgghhHiDzXvr8XlMxpSGzrru+PIwDa1pGlokb4wQonskGCOEEEIIIYQQb7BlXz2TKiOYOWZReqNTAZu9x5r7u1pCiBFCgjFCCCGEEEIIcYZ4Ksv+4y1Mqop0a/2Q30Nh2MeeoxKMEUJ0jwRjhBBCCCGEEOIM2w80ojVMqox2+zNVJUH2SjBGCNFNEowRQgghhBBCiDNsO9hIcdRHQcjb7c9UFQc5UhPHcd1+rJkQYqSQYIwQQgghhBBCnOH1/Q1MrOjeEKVTKoqDZB2XY3WJfqqVEGIkkWCMEEIIIYQQQpxU35yitinZ82BMUQAFHDje0j8VE0KMKBKMEUIIIYQQQoiTth1sQNE2XXVPeD0mxVEfh2pi/VMxIcSIIsEYIYQQQgghhDhpx8FGKoqDBHxWjz9bWhjgcHVrP9RKCDHSSDBGjBhKKZQa7FoIIbpLqbbrVojhTtofIUYOrTXbDjT2uFfMKRWFAQ7XxNBa93HNhBAjTc/DvUIMMV7DwacTZOuPglJ4iseSVkEyrsQahRiKLEPj1wmc5hPoTAqrZBxZK0TakSZJDC9ew8brJrDrjqJMC7OoirQRJOtI+yPEcHWiIUFzPNPjfDGnlBUFSGYc6ptTlBYG+rh2QoiRRO58xbDmN7LYe1Zz7JlfgOu0LTQsiq95D75JS0i7cooLMZR4DBerfjcnHvxvdDZ1cqkisvg6gktuI+F0fwpRIQZTwMyQ3vwX6lf/AXTbNLbK8lJy44fxVs0j45qDXEMhRG9sO9CIoRTjykO9+nxZQVsA5khdXIIxQoguyasbMWwppTBaj9P49M9OB2IAXJuGP/8vVqJWuo0LMcT4nVZqfv/vZwRiADSt65/APrQZ05RmSQx9hqHQtftoful37YEYAG1nqHvom3izzYNYOyHEudh+sIExpUG8Vu8CqpGgB5/H5GitJPEVQnRN7nrFsOU1bFrWPJi3vGXdI3hNGa8rxFDh8ZjEd6zu8PB6ppaX/4BPJwa4VkL0nI80Lat/n6dUE9v4FB6P3GIJMdy4rmb7wSYm9HKIErS9LCwt8HOsLt6HNRNCjERypyCGLUPb2M21ecvt5mqUmx3AGgkhuqKUwq47krfcbq7DIHegRoihRGkHu6Uub7ndcBxDO3nLhRBD08HqVpJpu9f5Yk4pKfBzWKa3FkKchQRjxLBhWYqQShByGwmrOMry4hs7M+/6vjEzcA3JPyHEUOE4Lr5J5+Ut91ZMxsHCMBQBI01YNxPWLQTMDIYhYw7F0OEYXrwVU/OW+8bPweHsQxw8FoRUvL1d80qaMyEG1bYDDXgtgzGlvcsXc0pp1E91QxLXlR7aQoj8pNkXw0LAzJDdvYaaF3+Hm2xFWV7CC66kcMWtxLe9+Ib8E4BpEV50HTF7cOorhOjMcVwCE+ZhBMK4yc5vDAsvfztZw0sgcYKGP/+QzIl9APjGzqT42veT9JbiSMcZMQRkXJOClXeQ3Psa0PFhS3n9BGdfRKvd9ckaNNOkt62iZs2fcFNxlMdHZNG1hBfdSMzx9WPthRD5vL6/gfHlYcxzfAFQUuAn67jUtaQolyS+Qog8pGeMGPI8FmR3rKLxLz/FTbYCbUkSW9c/Qf1TP6XqXV/BKqo8vX7xGCrv/gIpKzpYVRZC5JFQESruvg9v1eleBWa4kLLbPoETGYs/20z1Lz/XHogBSB/dyYlffpagbh2MKgvRidaQDZRSfsdnMKOl7cu95ROpfPt9JFTXQxy8pktq45M0PfdL3FRbXgmdTdOy9mFaXvh/+E0ZYivEQEtlbHYfbWZS5bkNUQIoifoBOC55Y4QQXZCeMWLI8zlxTryUO1Ficu9rFF72Dkrv/AIq25b40/UESakAjiNdQ4UYalxXk/CUUPimT2HaCbRrgzdISoUxlUPLmkfRdqbT53QmRXzLs3jOv4Ws9HgTQ0DGMTFLZlJ29xchk0ApA9cTJIH/rEMTvG6ChnWP5CyLv/4i0RVvBVXQH9UWQuSx41ATjqOZXHXuL/MiQQ8ey+B4fYIF0/qgckKIEUmCMWLI05kEOpPMW243HiddNg9ttr2FaMv/KYEYIYYq19Uk8YLhbeuf6QK4eFWa9OFteT+XOrCF6PzryeIZqKoK0SXHcYkTAOvkMIRutj86FUM7+Xu/OLEGiEgwRoiBtGVfPQVhL0WRcx8mqJSiJOrneL30jBFC5CfDlMSQpywfkH/srhGMorUEX4QY7rRhYYaK8pabkRK0Ie8QxPCnPF0/7Bm+c0seKoToGa01m/bUMaUqilJ9kzC+KOLjeEOiT7YlhBiZJBgjhjzbChKYcn7OMjNUiBEu6fN9+kyXMK2E0tWEdTN+M0sftc1CiDwy2kN0+a15yyMX3kTG6d2FaJoGISNJyK4jlKkhZCSwTLmoRyvTVISMBKFsbdv/jATmAJ4PjhXKOxugVVgB/nPPWSGE6L5jdXEaWtJMHdN3PdKKIz5O1EswRgiRn7xiFENe2rUouuZ92L//Ktm6I+3LjUCY8js+Q4IQfTksKWymaF39e+o2PwO6bTaMwOQFFF37t8QIIp1whOgfrquheALRZbfSsubBM0oUhZfdjRuuOHVJ9ohlarwtB6h95Ns4LXVAW4+6kmvvxayYTdo9+xTEYuTwGA5W/T5qH/suTrwJADNcRMmNH8YumkrW7f+gTEr7KLnpI9Tc/yXspur25WaokLI3f4oEQWS4rRAD57XddXgtgwkV4T7bZnHUTyyZJZ7KEvLL8FohRGcSjBFDntYQI0zJWz6LjtWSrTmEVVCGWTKOBKGzJkrsCZ/l0vryH4lterrD8uT+TbgP/zeFt3yShJYpR4XoL0nHi+/8G6k673IyR3eCUvjGziRtBEm5vWuyAk4rx357HzinM/+6iRZq//SfVL7rq2T8VRJkHUV8mSaO/+6rnBnZc2KN1DzwFare859kzeJ+r4PWmrgRpfSuL6BbasjWHcEqqsQoqiKpQriSgF6IAfXazhomj4limX03aKD4ZO6ZE/UJpo6VHFBCiM5kmJIYFrTWxF0/ydB43KkrSRXPJOYG+zQQA+Bx4sQ2PZOzLH1sN0ZGptYVor+lXQ8xVYAzcSnOhCW0EiXTy0CMx1LENj/TIRBzpuYXf4/XkOmZRgufqWlZ9zA5u1hpl9ZXHsU7QK+pXFcTdwMkIxPb2rXCacTdoMwEKMQAq2lKcrA6xoxxhX263VOJgKsbZaiSECI3CcaIYUXrttkr+ithr86kwM3/YGa31EnuGCEGiOPoc34wNbDJHN+TtzxTexDTzT+rjRhZlM6QrTmQtzxTsx/D7Ty1en/q73ZNCNG1V7ZX47EMpo499ymtz+T1mIQDHqob8s8IKoQY3SQYI8QZlMcHKv9lYYaLZDiDEMOIqyw8JePylnuKK3GVjOUfLbThwSqqylvuKR6DNuR8EGK00Frz8usnmDomitfq+/xhRRGf9IwRQuQlwRghzpA1Q4RmL8tZ5ikZC34Z8yvEcJLNasILr8kbZC1Y8RYyyMP3aJFxDKLLbs1bHllyS69n7BJCDD8HTrRyrC7BvMn9kyuqMOzjhExvLYTIQ4IxQpwh7ZhEL72HwNSFHZZ7yiZQ9pZPkyQwSDUTQvRWxlNI2Zv/EeULti9Tlpfia96HGx3b57mnxNClNWQDpZTe9NG2npAnKY+f0ls+jh0old6PQowiz288RiToYVJl3w5ROqU44qOmMSnDEIUQOQ272ZSeeOIJHnnkEV5//XWam5sZP348b3vb27jrrrswDIktiXMXc/xErv4ghZfHceLNmIEwrjdMTAfQ8tAmxLCTcQ2s0tlUvvvr6EQT2nUxwkVtMzQ50m6MNhnXwjN+EZXv+QZuvAFQGKEi0ipIVnrFCDFqxJJZ1rx+giWzKzCM/rn2CyM+UhmH1mSWaNDbL/sQQgxfwy4Y87Of/YwxY8bwT//0T5SUlLB27Vq+/OUvc/jwYT71qU8NdvXECJF0vWB4IVLUtsAFkECMEMOV7UKMEARCbQs04AxqlcQgyjqKLCEInnE+yE+8EKPKs68dwdWaBVNL+m0fReG2AExNY1KCMUKIToZdMOYHP/gBxcWnx3UuW7aMRCLBr371K/7+7/8er1d+6EYTyzIxDI3WimxWnqyEGC08HhOlNK4Ltp1jmmIhBphlGRgG0h4JMQwkUjZPvXKYeZNLCAX6L29YYbhtOGRtY5JpYyXvoBCio2EXjDkzEHPK7NmzSafTNDU1UV5ePgi1EgPNNCHgtpLcvpbksV14yicTmX0RSSOC7Uo3cyFGKq/h4M02E9/0HHZTNf5JCwhPWkDSCJ/zNNhC9IZhKIK6ldTuDSQPbcVTVEV43qVkrAIyrgyDE2IoemLtQdJZh+VzK/p1P16PSchvyYxKQoichl0wJpf169dTWFhIScm5dTO0rJ7fNJmm0eFfkd+pY+TxmGRdjaPBMhQeQ/UosZlhKDytRzjx6y+gs+m2hTvX0bz6D1Tc+S8YRVMZ7qld5Lxq09NrcrQft+H8/Q1DkbZdHBc8psIy6JRI1VIO+sgWjj/0LU6NKUnsXIsRjFL59vtIeYvbc4cNx2PQF/rzHOhNGzmQBuP8V0rhT9dx4pefw03F2pc3r32Ystv+AV/VPBzdu/qYpiKZdXE1eIzc10TPtje6r42zGW7Hp7vX43D7Xv3hjcfgeH2cJ9cdYumcCgojvq4+2ieKIn7qmlOD+hsq54EcAzE0KT3M03tv2bKFu+66iw9/+MN86EMf6vV2tNYoJT0q+ltLLM3r++v59ZM7qWlMMLEywj03zGHy2AJC/u51E7VbGzj2i89iN1V3KjMCEca97z+xoqV9XXUxwOSaHD2aY2k27a7l/qd3UdeUZOrYAu65YQ4Tq6IEfKffGWSbqjn8/Y+Ba3fahn/CXCre8k+YgfBAVn3UkOsxNyfRwon7v0L62O5OZcryMu5vv4WnsOc9dpta02zYWcMDf91FQ0uK6eOLuOeG2UyojOD3joj3aOIcyPXYe1nb5VPfWUVja5qPvGUBXo/Z7/v83V93kUjb/OfHLun3fQkhhpdh3aLX1tbysY99jPPOO4/3v//957Qt19W0tPS8C6FpGkSjAVpakjiO5C3okmHw57UH+fWTO9sXbT/QyD9/7yU+cfciFk4r6dYUs/5Uc85ADICbbCXb0kCrM7ynoB7p51VRUeis6/Tmmhzpx+1shuP3d4AHX9jHQy/sa1+2ZW89//g/q/jMuy9kzoRCXLftwcM4tjdnIAYgdeh1srFm4llz2B2DvtSbc6C/rseBNhjnvz/bkjMQA6DtDOmaQ8QJ9ahHi6Ph/r/u5s9rDrYv27S7lk9+u5bPv3cZ08ZEejUd+3D8fRhIQ+X49PX1OFS+12A68xj87LFt7DvazDuumUE6lSGd6v/9h/wWe4400dgY7/+d5SHnQe+PQXeuSSF6a9gGY1pbW3n/+9+P3+/n+9//Ph7PuSffOpckkI7jShLJs8hol9/+ZVfOsh89tJWvf+RiPN140aOdrhMjurbd5d9CKYXfyGDaCbTrgCdA2ggNyb/faD+vevvdR/txG6rf32uB14mhs2mU5SNrBWlNKx5etS/n+j/80xa++sGLsNAYhkJl0l1u33Wc9husoXoMBkp/fP/hcjwH8m+v3bO0R5kUjqN7FjxRLlfODnLd7OlktMUTGxt4flM1roYf/Gkz971/OdY5TP002q+Nsxkux6endRwu36s/PfHyAZ5+9QhXXzCeiqLggOUZKwh6aU1kiSUyg96zTc4DOQZiaBmWwZh0Os0HP/hB6urquP/++ykqKhrsKoluqGlM5L0hbYlniKdsCgNnPyWVP4zyBdHpHG+FTAsjXJR3ilLTVASyDTQ89kPSR3a0LYuWUnzN+zBLp5N2+7+7qhCjUchMk9z4FA2vPIbOpsC0CJ93OeHFt2KZBtkcN0b1zSmSaZuIz8R1Nd6qqXm3bxVVoj3Du0ecGIY8AcxoKU5LXe7i8kmkexCICVtpWtc+iG/TX9F2Br/l5c7zruKSu1fyxd/s4ER9glTGIeyVnAdC9MRzrx3hl0/t4sJZ5SycPrBD2QtPTm9d25RifLkMpRVCnDbsWnPbtvn4xz/Ojh07+PGPf8zYsWMHu0qimzxW14EO0+je+OeUGaL4qnfnLCtceRcZI5j3swEdo/rXn28PxAA4LXXU/v5rmLHjGN2sgxCi+3ymJr7+UZpX/6EtEAPg2MQ2/oX0Cz/jHVdMyPtZ0zx9TdpWmPD5V+VYS1F87ftJq/zXvhD9IW2EKL72/UDntiOy+HqyZve7t/tNm5YXfkVs/RNoOwOcHOq04XGqDj/FLcvb7nfOvCaEEGe3eW8d3/zNa8yfWsJl548Z8P2fmt66pjE54PsWQgxtwy4Yc9999/Hss8/ygQ98gFQqxcaNG9v/F4vFzr4BMWhKon6C/tw9X8aVh/OWvZFtgxq/kPK7/hXfmOkobwBvxWTK3vwpvLMuIePkPq1N0yBzcCtuoiVnedNzv8RH18MghBA953HjtK5/ImdZcverXDg5d4+WqeMK8J+RXDHleggvfyslN34ET8lYlDeAf/J8Kt/1VZzCSaN2HLwYPLbt4pZMpfKdX8Y/cR7KG8BTOo7Smz9OcMltpN3ud0C27DjxratylqVff57L50SZM7kYv2fY3boJMWiO1Mb4n99vYfr4Qq5fOmFQEh8H/RYey6CuWYIxQoiOht0wpRdffBGAr3/9653KfvGLX7B06dKBrpLoJr9H8al7LuS+H6/BOaPbdsBn8fdvW4hH0e0pqdOuB6NwKgW3/COGtnGVSRp/l+PyTVOROrA5b3nmxD4MbMDb3a8khOgGnY6DkzvxLkCEOEGfSSJ9Ov9GKODhY289H+sNvwtxx4c5YQnF4+ehtItjeEm4HvRwn89eDFsZ1yIbHEvkho9T6GZxlUlGBUj3MDioUzHyjrHVLj43xQdvn4+h864lhDhDKmPznT9uoSDs5a6rZ5JOZQYsT8yZlFIUhrzUNkkwRgjR0bALxjzzzDODXQXRWxrmTSnh25+4jBc2HOXgiVZmTypi6dxK/Kbq8ewQrqtJ4gW8J+9Mu/681mAVV+UtNyMl6CHeWUwphXnyWPVmNg0hBoPy+Los94ai/MdHp/Ds+iMcrY1z4Zxyzp9ehoXOeePsOC4J/Cf/A+TRVAw2rTUpxwN4Tp6OPe+lpTz+LsuLigtIea2cPcDahi4p6R0mxBl+9+xeGlvTvOeGWXg95oDMnJRPQViCMUKIzoZdMEYMb16PScRnctPyiSfjJ7qtm/cABBayWYfwnItpXv1H0J1vWAuW39qWb8YdejezhqEIksBpPEqm9hDe4rFYJeNIGhG5+RZDnmOG8E+aR+rA1k5lVlEl2h8h6BrcvnIyXqeVbPV+sjs34aucgopWktABdE/mBhZiGHK9YbzlE8nUHOxU5quaiusNdfq99xgufh0nfXgnbrKV0LjZ6EARCbfrAKgQI92+Yy08u+EoVy4eR3G060DnQCgI+ThaN3hTWwshhiYJxoicfKaDx0mgnSxY/rapn/uwa2c22/V0oP0lbUYou+0T1D38rfYEiQDh86/CM/F84kNwqjulFCG3merf/BtOa337ciMYpeJtnyfhKZVeMmLAGIbCTwplJ1AoHCtIGl+X52BKeyi+7oPU/uHfydYeal9uRkspe8unSRDENDVW6xGO/+Y+dOb020NP8RjK7vgXYoSQeIwYCgxD4SOFaSfRaLQVJHWWYbLdkdR+Sm/9BDUPfBm7qbp9uad4DCW3/B0x18eZvcA8hoNZs51jD/43nDHFtn/ieRTd8GFizuA/gAoxGLTW3P/MbsoK/SycNrAzJ+VTEPayeW89rtYYg5C3RggxNEkwRnSgFISNBE3P/ILErnWgXYxglMJL7yYwaTFJxzPYVTwnWddEl8+h8r3fwK4/iptJ4q2YhG2GiA/R7+ZXKeoe+maHQAyAm2ih9vf/Tunb/o04MqWv6H+W4eKLH6f+iR+QrTsMgLdyCiXXf4Ckr5x8nbS0hhhhSt78GUg0km08jhUtQ0VKSBDCdTVhI0H1A1/uEIgByDYco/GpnxC+9kOkHGmyxOAyTY0/WU3DEz8gU70fAE/ZBEqu/wDpUBW20/uHLK01caOA0ru+gI43YDdVYxVWoEIlxHL0DvO7cY796RudenqmDm4hsflpPAtuIps/VZMQI9aOg43sPtLMmy+ZMmRmySwI+cg6Ls2xDEUR6bkmhGgztBNkiAEXVClqf//vJHauab/BcxMtNDzxA5xDGzHN4X/K2K4ipsOkS2Zhj1lITBWScodmIAbAzMbJnNiXs8xurkGlWwe4RmK08tvNnPjV59sDMdCW+PrELz9H0O36PNRaE3f9xP1V2GMXkwyPJ+4GcV2NUuA01+Amc8+Il9y3ActJ9Ol3EaI3gk4r1b/8XHsgBiBbe4gTv/pX/HbzOW/fdTVxN0AiMBZ77GISgbHEXX+nQIxlGST3rs855Bagdf0TeF3JTyFGp8fXHqKiKMCUMdHBrkq7wnDb5BAyo5IQ4kzD/8la9BmlQMdqydZ2Hq8O0PT8r/HrkTPeVevhkQT3zOFUubgZadhF//OZmpa1D4Pb+VW7zqaJbf4rnm52XHFd3WHIkVIq75TzJ/dw1utAiP7msRSxjX/JfS46Nq2vPIrX6rs2pav2SSmF3VKX/7OpOKoXSYSFGO6O18d5fX8DF8wsH5RprPMpCJ0MxjQNYhZhIcSQI8EY0c4wjLw9MACcWCPKTg9gjQSA8odRZr6eOwojVDSg9RGjk+FmyBzdmbc8fXgbppvt1bZdV+MpHZt/3/4weGQonhhcppsmfXhb3vL0kZ2YzsAEDR3HJTBpQd5yb+UUHBmJLkahVZuOE/BZzJxQONhV6cDrMQn6LOkZI4ToQIIxop3WGiuaP9GZsryQNygg+kvGCBJdekvOsvCCK8iawQGukRiNtGFiRorzllvRUrTR+4c/xxMhMG1xzrLClXeSNsO93rYQfUEbHsxI/jbSihTjnsM10BOuqzFLxmMVVeUsL7riXaSRBL5idHFcl9VbjzNnYhHWEBxWXxD2UtssPWOEEKcNvV8q0S8sy8AwDSyPQb5em66rsconoby530CH519Oxgz1Yy1FLhnHwL/gWoquejdGIAKA4QtScPEdhFfcQVqSmooBkNEeostvy1seufAmMueQvDTpeim8+v1EltyM8rQlNzTDRZTc8CGsqUux7aE/pFCMbBlH5Q2MA0SX3UrG7d7vcXubbJm9rk9cBym/83OE5lwMRtt2PCVjKb/zs9jRscNiGK4QfWnHwSZaElnmTs7/4mAwRUNe6pqkZ4wQ4jR5ihvhDEORcWH9jlpWbz5GKODhhhWTKC8MYOSYJzZJmIo7P0vNA1/GTZ9OmOmfOI/w0tuIycwMgyLheLFmXE751CUoN4s2LDJmmLg8oIoB4roaCsdTcPEdNL/4O9qn2FUGRVe+CztYni+XaLfFHD+eC95M6YJraW1N0JyCfUkPMxwvflPJw6UYVFqDEyqn6Ip7aHz2l6eT5yqDwpV3oAvGos92jhqKRNrhqZcOcPBEK9PGFXDFBeMJeoyzf7ZTfTStOkjgsvcQXXkXuA6u6SOtgjj5pjYTYgR7ZUc1hWEvFUVDc1hrYcjLnmNd5UcTQow2EowZ4dIufO6Hq6lpPB2Jf3HTMW66eDK3rpzSKSDjuJpUaCwV7/46TtNxnHgTnrIJaF8hMcc70NUXZ7BtjU0QFG3PwRKIEQMs6XrxzbuGMXMuJn1iL8ow8VRMJqOCpN3ev+E/RSvFqq3V/O+DWzssDwc8fPVDFxH2mp1mlRFiIKVcD94Zl1I1/UKyJ/ahtcZXOYW0ESR5ll4xhqnYdyLGl362rj2wuGl3LQ+9sI/77l3OmCJ/rwKOadsgTbitbXA59X9CjCquq3ltVx1zJhUNqcS9Z4qGfDS2pHBcF9OQwQlCCBmmNKIZpsGfnt/TIRBzyqMv7qc5kTvRoONCTIdIFU7HHnchcU85CVcCMUIISLsWrUSxxywiW7mAmI6Q6YNADEDadvnxQ1s7LY8ls/zvQ1twh+b9tRhlMq5JTEfIVp2PPWYhrUS7NTwp7Wj+69evdQq42I7LN36znozEUITotX3HWogls0wbWzDYVcmrIOTF1dDYKpNhCCHaSDBmBMs4Ls+uP5K3/MWNx/B48j9EDZepn4UQA891+/b3wTQVOw81km+TW/bUk87K06oYOnp6DTTHMsSTuWccq2tKEU/1bjYyIQRs2ltH0GcxpmTo5jYsCLe92KyXJL5CiJNkmNIIpgHbzv/wks46eZP5DgbDUPhJYWQTaO2CN0hKhWTsuxBDnGkq/G4csgmUYeF4gqS1r4fBGkW2i98rIG+gRojh4GzXg9OHJ7hS4DNsLDuBtjMobwDbiPTZ9oUYarbuq2diZQTDGEI3tm8QDbYFY2qbUsycMMiVEUIMCRKMGcE8hmLp3EpWbzmes/ziBWPIZp0BrlVupgn+xHHqH/su2brDAFgFZRRf9wHsoklk+2gYhBCib/mMLBx7ndqnf4YTb25bNmYaxTd8mKSnGMfp3gOm47jMnpR/BozJY6L4PUZbFlUhhqHCiA+vZZDJEXQMBzxEgp4+2Y9SirCK0fjkj0ju29i2zBek8KK34Cy4HJD2VIwsLYkMh6pjXL9saEc4PJZBOOChrllmVBJCtJFhSiOY0pq7r51FwNc55rZwRhllhYEun2sMQ+HxmJhm/58mQbeV6l9/vj0QA2A311LzwJfxZRqGVA8eIUQbw1CYTYepe+ib7YEYgPSxPVT/+vMEdKxH2wt4Ta5fPpHSQj/nTS1lQmXbm3zLVPztbedhye+AGMZCPpNPvH0RvhzDgz9w23z8Zt+c4EGVpPZ3X2kPxADodILGZ35BbPvLmH20HyGGih0HG9HAxIroYFflrKIhrwxTEkK0k54xI5jWEPYZ/NfHV/Lwqn28ur2aoM/DzSunsHBGKUaeLtGGoQiSwK47SPrIDjxFVQQnzCWpwpxlFEGveCyD+Mbn0NkcCc20S/PqPxC8/F7SjsQOhRhKfKRofP5XOcvcRAuZw9swJyzt9lBDS8G7Lx/D2+ZkSB7ejg6XY45dgBsoxGtZksNKDEsBI4OZaSGx/RVmas3PPryYTcccfvzkASZURLjr6pmURn3d7kXWFaVAt9aSrT+as7zxhd9SMWkhaYbm1L9C9MaOQ00UR3191rusP0WDHuokGCOEOEmCMSOc62j8huKuK6Zz+yVTUUrhs1TeXDJKQUi3UP2bf8NpqTu93PRQfudn0QUTcfp4ZJOhsySO7Mhbnjm2l4ibBrl5FGJIMXHInNiftzx96HV8k5d3Kxhztt+edMEEHOSNvhheAkaaxLo/EnvtydMLX3yA6fOv4DsfvpMEfgxNn03ZbhgGmZoDecvdRAs4aVDSnoqRY8fBRsaXhwe7Gt1SEPKx52jz2VcUQowK0tVglHAdF0uBie4yqa/PyNLw5A87PAwBaCdLze+/RsCN93ndtGFhFVXkLbcKynANiRsKMdS4GFjR0rzlVsnYbvdm8Rk2DU/+KP9vj06cU12FGGiGoaDxSMdAzEnxzc+g6/Zh0neBGE5uyyooz1uuLC+YQ7/3gBDd1ZLIcKIhwfiyYRKMCXtpbE3huDI5hRBCgjHiDSw7QerA1pxlOpPEaT7R5/lbMllNZPENecujK24no719u1MhxDnLGEEKVtyeu9AwCcxYim13rytd22/P5pxlOpPEaer73x4h+pPHsGl95ZG85a1rH8Gr+nY6a9fVWKXjMPy5H0wjC6/GsYbHQ6sQ3bHnSFsvk3HDJRgT8uJqaGzNMTRfCDHqSDBGdKAdu8tyNxlD9cMTUdZbROlNH0Wd+cZOGRRe8jYomiC5IoQYgmzbxTNpIeFF13ZYrrx+yt/6z6TNCKZlgKEwTKPL3w7tdP1Q2l+/PUL0JaXaznUMhYGLm2zNu66TagW372c0TBCi4q7PYQQ7JjMNTFtM4fJbybpyHYmRY/eRJqIhL9HQ8Hhpd6qedU2SN0YIITljxBt5AxjBaNu48hw8ZRNI90NgJO2aeMYtpPJ9/43TeBztOljFY8kaQZIyrbUQQ1bc8eFf8lYii2/Arj+K8voxCyrImCESWVi99SivbKsmGvJx88WTqSgKYOQaluEJYIYKOszK1KG4n357hOgrrlJUNyZ55MX9tMTT3HjRROZOXUz6+N6c6wemLsYxfdD1O5Ce18OFhL+S8nu+hm6tw022YhVVon1RrEgxNPb9cGMhBsveo82MKQkOdjW6LRpsC8bUt0gwRgghwRhxBlcpntjYzPLlbyP11x92Kg/OXoFjhaCfhrlmXYMsYVTRdECR0rrf9iWE6Dtp1yKtClBlhUBbwCSZ0fzz916iOZZpX2/N1uPcdulUblwxEeMNcZW0GaLw8ndS/+h3Om0/OGs5jicMfd+JQIg+4Sp4dPUBHnz+dOBl+4EGvvOBCzECj+MmO07zbviChBdcRWsfB2La6+Nq4gQhNAEVbmtPLQyGzyOrEGdnOy4HT8RYOb8q7zpuogm35TgxN0UmncE1/RiBKCpcggpEUAOcGN5jGYQDMqOSEKKNBGNEu6Z4hp8/vp3UpeO47Lq/w113P9mG4xiBMIFFNxJdcCUxu/+7gba9NJc34EIMN+2JSA3FL5/Y3iEQc8qfnt/LZYvHEfF27PFm2xr/uAWUvfmfaHr2/7X/9kSX3ExgzmXEHEk6KoauWMrpEIiBtrbsq3/Yx313fQFn3e9I7H4FgMC0RRRe9g7iKjwgTV1fJggWYig5XBMj67iMKQ11KnNq95PduQq36RgAacuDRoGdpf3C8/gxohUYBeUY0XKMSCkqVIyyfP1a72jIS11zsl/3IYQYHiQYIwDweExe3HgAgN8+f4TVFRHesuKDVBZ4SGRcHt/QwPvm+rAkSCKEOIuso1nz+om85a9sq+aaC8Z1mtkt5Xowy+dRfMfnMbSNVgZpI0TMlt8dMXRZlsGrG4/lLDtSE+ejP9rOD/7+XgquuAc0ZA0/cddES89PIc7J/uMtGEpRXnR6qnbtOmS2PoVzaBNGpAxr+kVYxZWEolESiQyO7aAzMUi04MYb0YkmnKPbsfe90r4N5QuhQkUY4RJUpAyzsApVWIlSfTNsPhr0SM4YIQQgwRhxBts5/cBzqLqVb/zpdOJBy1RIbxUhRHdoun4b77ga8nQNdxyXBP7TG5I8MWLIU9hO/shKIpUl7phk1cm39zLcTog+sf94C+VFASyzbT4S7TqkX/0Dbu0BrCkXYpRPRSmFMk7PV6IMhfJHwB/BKB7bvlw7WXSiBZ1qbftfshWn/hD68Fay2gHLi1k+DWvSQozicec0vKkg5GX30dz50YQQo4sEY0Yh0zTw6hRoF8f0k7HBth0uWjCGR1/an/Mzy88bg8c00F3ccAohRjbLUnjcJGhF1gx06tlyitc0WDijnNd21uQsv3B2RbenvBZiqLNthwvnVPDbv+zKWb5oZjle02jLrDsM+EwXw02jDQ8Z7ZHZDMWQtf94KxXFbb1iNJrM5idwaw/gmXUpRmFlj7alTA8qUgKRkg7LteuiE024jcdw6w+SPrYNo2QC3nnXYERKe1XvaMhHU2sax3UxDZnYVojRTIIxo0zITGMf207zukdwUnECUxYSueAGEkaE0gI/S+ZWsu4NwwtCAQ9vu3qGBGKEGKWUUoSNOIltL9G45TlQBuH5VxCeuYy4G+CNnWCUdvmbm+aw/UADyXTHDKWXLBxLNOih04eEGMYKgl4uWTiWFzYc7bA84LN4141zUNod8n1LPYaLL9tIy4t/JH1sD1a0jOiK26FoPEnJ2SSGmHTG4Xh9nPOmFANgH9qMc2Qr1vQVPQ7EdEUZBipcjBEuRo+bi246hn1wI6kXfoZn7pVYkxb2uJdMQciLq6GpNUNJgb/P6iqEGH4kGDOKBIwMLc/+H4kdq9uXta5/gtiW56i85yu4ZhH33jKXi+eP4eFV+4insiydU8l1yyfiN5W8HRNilAobcWp+ex924+lAbeMz/4dn8zOUvvUzxJxAh/W1hojP5L8+vpJHX9zPhp21REJebr10CjPGFeae2lqIYczQmnuum8XSuZU89MI+WuMZFs4s46aLJxO0jCHffpqmgaf5AMd/cx+nktnYTdWkDm2l8NK34Zt9FWm3b/JlCNEXDtfG0Boqi4K4yRayrz+NUT4Vs3Riv+1TKYUqGounoBL74EayW59CxxvxzL2iRwGZglDbZBh1zUkJxggxykkwZhQxkg0dAjGn6EySpud/RfiqD5ByLBZMKWbOpCJcrfGZBo7j4roayzJRivb/FkKMfJalSO5Y2yEQc0q27jCZA5uxJi/vNGTJdTV+Q3HH5dO4deUUDEPhMcBxevfboRRYVtvDYDYrQ5zE0GNozbyJhcx8+yJcV+O1DNw3tJeWZaCUGnLtqE8nqH/8++TKKtz0wv1UzVpBmsgg1EyI3A6eaMU0FKUFfjIbHkSZFtbEhQOyb2WYeCYvxglEsfe3Jf7tSUAm2h6MSTGz32ophBgOJBgzSng8Jsmt6/KWJ3evp/CKNGDhOC4+j3nyhtEBQ5HIuKzZdJiG5hSLZ1UwvjyMR8mUmUKMdB43RdPW5/KWxzY/Q3TiImzahjFYloFhGGityWYdXMfFUoDWOL2MobhKUd+SYvWW45iGwcULxhANeqSHjRhyHEdjAIYC98yhvUqRtF3WbjpKXXOSRTPLmVAR6XY7euq6cl03b66mc6Gyceym6tyF2sWuPYQqmydtvhgyDla3UlYYgOZjuCd2YU1fgbIGdjidWTkdAHv/K6hgAZ7JF3Trcx7LIOS3qG+WGZWEGO0kGDOaGF38uU8mEPMaNt5sM/FNz+O01hOYvgRdPIXP/3hLe6Px+OoDjCsP86/vXSonkBAjngIj//AEZZigFIahCBEjtXcjqUPb8JRNIDJrOSkjQtbt/awTrlL86OHXWXtGLqs/PreHG1ZM4vZLp0pARgx9SvH6wUa+8ZvX2lMlPb76AFWlIb7wvmV09fhomhB0W0nufJXUsd14q6YRmX4hSSOM7fT+uupUxbO90e/iN0CIwXCoupWyQj/ZHc+jgkUYJRMGpR5m5XR0KkZ22zMYBRWYxeO79bloyEudBGOEGPUkhfcIZ1kKv5HBdNOEZi3Pu15o1nJcy4vev47jP/kELWsfJr7tJeoe+m/if/wiX7hrGj7P6ZuxIzUxHvjrbpQpp5AQI1nW8BNeeHXe8vCia3AML8FsHSd+/k80PPkj4ttfoumF33Dsx/+A1bgX0+xdwMQ0DV4/0NAhEHPK46sPcKIhiVJ990AqRH/IajhwuJZ3XjGBC2aVYZw8ZY/XxfnNX3ZimLnPYdM08MePcfynn6Txr/9HfPtqGp/5Bcd/8gl8saMYRt+d+64nhKcsz0OkaWGVjJNeMWLIsB2Xo3VxSr0Z3IbDWOPPG9S2wJxwPka4lMxrD6Pt7gVY2oIxyX6umRBiqJMn6RHKMBQRI4He/jQtD/07rY99g2zDESrf9rlOPWTMUCEFK+/EyCRoePJHnbZlN9dgbXmYKxdVdFj+/GtHyPRDd2khxNBh2y6+SefjrZraqcw3fg7WmFl4nCT1j3wbNxXvuIJrU/vgNwjqRK/2nXU1D6/al7f80Zf2o/rwgVSIvhaysgTqd3J14lGWH/81752wl2//7TwmVrblX3lx41FSdu4gh1/HqX3wG+hsusNybWeo/dN/EaB311UuKfyU3PBhlOXtVFZy7b2kVSDHp4QYHCfqEziOprh1FypQgCoaM6j1UYbCnLYMnU2R2fpMtz5TID1jhBDIMKURK0SM6l99Dqe1oX1Z6tA2AjMuZMx7/oOmF36Lm2wlMH0JgRlLSJlR2PUs5Jl8M7NrDW962+2s3lZPU2vbjWHWdnG0xiNvpoUY0eJugJI3fZLs8Z3ENj6NUgahhddgVU4j7vgJOw1kag7m/KxOJ3CbqzELp/Y4ea+rNfFkNm95LJnhVA5UpQDDIO20fUZ6zIjB5jcyxNc9SOurj59eeGIfxta/8OlbP8sn/28P8WQWx9WQq3dMOobTUpdz206sEVKt4A1gWQZpW6O1xucxcHrxksR1NalgBVXv/S/im58hdXg7VmElkQtuwPYXk5GZlMQQcrgmBkBx8w7MqQuHxO+94Q9hTTwfe98rOOPnYZ5l2FRByEtDaxrX1X3ay00IMbxIMGYE8lrQuu6xDoGYU5K7XiF64U2Erv4Q2rVxlJdW28UyNDrdRXdJ1yabtXnfm+ax53ATDz6/l6ljC/CaBkjXZSFGNK0hpgOYYxYRHnseCkXGNUmfDK5ot+vMvHZrPf7CKuL07O261zS4YHYFj764P2f58nlVmAocQ9GctPn9MzvYfbiJsqIAb71iOmNLQ5JTRgwaK9vaMRBzkpuKwyu/48YLr2fNrqa2djTXixDH7noHro2jFK9ur+Hx1QdIZx1WnFfF1Usm4DdVj2drchxFKxE8C28lcv6NaGURtwHpACuGmMO1MQq8Dj6Pwijrv6mse8oon4qq3U9261MYl7wHpfIPQCgIeXFdTVMsTXFUprcWYrSSYUojkMdJEn/9hbzl8U3P4iqTtGO1z8rgOC7+SfPzfsZXNZUtB+P85y/XE/J7WHFeFe+9ZV7bLClCiFHBcVzStknKNjo+6PlCGIE8094qAytUCMnWHu/PdVxuXDGZoL/ze4PiqJ8LZ7cNnTxSl+AfvvUCL246RnVDgq176/n8j9bw/MajIG8cxSCwLIPk3g15yzP7N3DB1DD3vmke3jydTlQggvL4cpdZXlSggG/ev5Hv/WEzB463cLwuzh+e3cOnv/sSqV5OIQ+QtTVpxyJzlliQEIPlcHUrxboJo2wSqqvJKQaYUgpr0mLc1jrsQ5u6XLcg1HZt1zZJ3hghRjMJxoxIZ7sJ61yuNehgMf4p53deXRmo5e/gjy+3JdG8/+ldvP26WVQW+nv85k0IMfKkVYiSq96dsyy66Griu9Zx9t+l3AKW4j8+spIV51VhGArLNLhqyQS+8sEVeA1IOy7f/f2mnL9Fv3pyJ+k8+TiE6H9dn3vjysKMKQ7mHb6XNkIUXvr2nGWFK+/kaNzg9X31ncqaYmkeWbUfQxLsixHq8IkmSlQTZlnnXGaDzQgXY5ROwt71ItrJP8w2GmrLzyR5Y4QY3XrUUmezWerq6vJm1I/FYrzyyit9UjHRe1kzQGj2xXnLQ/MvJ5vt3O844foouu6DFF35LsxICcry4pu0AP+b/42fvtjSHr23HZeG5tSIG55kGIqAkSFsJAgaSSxLbmSF6A7b0XjGzqb81r/HN2YayvTgKRlLydXvwSqqIrFvE0aogLCRIGwk8fbgRabrakIexftunsOPP3MVP/z0Fbzruln4jLayZNqhuiF3IlPX1RyuaR0S+QTE6GLbLoEpC/OWB6aej/IGO7WjhqEwTAPDNHC0gTVtOeVv+TTe8oko04O3fCJlb/4UvjmX8vvnDuTd/qpNR0n3MHeMx4KQkSRsJPCbkndJDE2tiQwtKU1JQGOECge7OjmZ489DZ5LY+9fnXcdjGYT8FvUSjBFiVOv2LfH3vvc9fvSjH5FKpSguLuZDH/oQb397xzc2e/fu5Z577mH79u19XlHRfRlbEVlyE4lda9uS/J0hMHUxRCvROd4iu0qxt0FzyJnL0rdeyMHjzWw/muSxXx6gNdExuj9Uk40p1dZNtKc9dryGjdV8mMZn/x+ZE/sxI0VEl76J0PRlxJ3c3cSFEKclVQDL8hKctpjoBTfgxJtoOZnst/It/0TjM78gsXMdyjQJzb2U6LI3ESfcfq0ahsI0FVrTPnzyFMNQpGxYu+UY63fUUBz1c+OKSRSFvZztedE0FL3tlSPEubC9UcKLriX22pMdlitfkKIr7iHmdByf5CjF3mMtPLX2EK7WXL1kQltutrLZFN7+GQwcXEwyyo+DgdVFzxezh2102EyR2PwMNesfx00l8I+fReHl95AJlJN1O+7nVPsvPWPFYDhyrK03WHlZ8SDXJD/DH8Yon0J27xqsyYtQZudZyuDU9NYSjBFiNOtWMObJJ5/k29/+NpdddhnnnXcea9as4Ytf/CKvvvoqX//617GsoTNeU7SJE6HiHV8isf0lEjtWozw+IhfciFU1g7jTOVGYqxQHTrTiuJrapjTHEgV874nDOd84+70mpQVt2zBNg6yr2278XJ2311R/MwxFgDi6tRa7pR5P8Rh0oJCk9p+1A49pKoyaXVT/4T/alzmtDTQ+/TNCx/cSWvkOkm7uhlQI0cZ2FEbpdHzhYlrWPIjdcAxv+WSKLrqNo//3GXS67bdEuzaxjU+R2reBsru/QMII4+JgZWPommOobJJwxSQcb4SkbaEUxDIu//y9l2iJZ9r39+z6w7z7xtlcNH8MEyoiHKrunJPGMg3GloVHWic+MUykXC+hpbcTnLqYlnUP4yZb8U9ZiDX7Ml4+6DJpjEvIZ6K0xlGK7/xuE5v2nJ49af2OGmZNLOYTdy/E0We+FNC4rsvVSyfy/IajOfd91ZIJ+Ls5s1LQSNHwyLdIHzn9Ii11aBsnfvEZKt/xJZzQWFxX4zVtvE6C7IkDKGXgKZ9IWgV7PNOSaRpkHRfLNHAdyQ4seubw7l2YOBRXVQ12Vbpkjp2LW7MPe/8GPNOW5lynLRgjOWOEGM26FUX5+c9/zm233cZXv/pVAD784Q/zu9/9jvvuu4+PfvSjfPvb38bj8fRrRUXPuK6mlRDW3GspnHUp2jDI4m2f/eSNsq7m8dUHeG1nDQBrth7nb26ay3/9ej3ZM27mlIKP3XE+Po8ikdE89fJ+tuytoyQa4NZLp1JR6EcN8JOPYSiC2XpqHvhShxmkvBWTKb39H4m5wS4fxvw6Qe1TP8lZFn/9BaLLbwNDgjFCnE3Gtcj6Kghe/n6UzmJaXppX/7Y9EHMmu6WW9IHNMHk56tgOGh77Jto+HWwJnncZBSvvJub6+ekjmzsEYk75v8e3s+y8Kj52x/n8yw9Wk852nNXpw2+Zj9dsCxQLMRgSjg+jZCahG/+eg0cbeGRdNeueeK39lLxl5RTetHIyuw41dQjEnLLjYANb9tazeHopzhmBC601FUUBLlpQxUubjnf4TFVpiKuXTOhWIEYpIFbbIRBzeicujX/9OQW3fBIMyLz+DMdXPQD65HYNk+Kr/gbf1GWknW7cTipFS8rm4VW7OHi8lQmVEd50yVSifmvEDXsW/efwkWqKrCBWoGywq9IlwxfEKJuMvX/dyd4xnZ+TCkNe9hxrGYTaCSGGim4FY/bt28eHPvShDsve+ta3Ul5ezsc+9jE+/OEP853vfKdfKpjLwYMH+clPfsKmTZvYvXs3U6ZM4dFHHx2w/Q8ntq2x8YED+brq+3wWz796pD0QA3CkJsZjL+3nX/5mCRt21rLnSBNjy0LcsGIyBQGLhtYs//z9l0hn2h5+9tLMum0neOf1s7js/LEDGpAJkKD2d1/tNJV3pno/jU/9mPA1HyLV1Y1iNonT2jkJYvt2TuzHGFcsXbKF6AatIe0YgI9gNkly72t5103sWE143DzqHv7P0w94p8q2PIenYgpqxmUdfpveuK9Nu+pYNqecb/79pTzz6iG2HWiksiTETRdNIhrwSCBGDAl7q9N8/mdbOi1/eNU+Fs8q58WNx/J+9omXDzB/anGnJH+m1rz7hjlcdcEEHntpP+msy6WLxjJ/aikeujc4z7JMUvs25i1PH9uFqTM4zTU0vfDbjoWuQ8NTP6bynqlkAlVdxlMMU7H7WCtf/fm69kty79Fmnn/tCJ++50JmjIvinsMMUGJ00Ok4x5pdSkLDI6efOWY22Zp92Ee24pnYOYdUNOSjsSWF47qYxvD4TkKIvtWtK9913ZxDkS699FK+853vsHbtWj74wQ+STqf7vIK57N69m+eff56JEycyderQy6Q+HFiW0Z6gNpl1eGL1/k7rbNlbx30/WUtVaYhPvn0Rb796BlGfiaPhe3/Y3B6IOdMv/7yjx0kDz1miEbulNmdRcu8GLCd3cs9TlNl1TNLwd92zRgjRRqm23xbzZC4LrQwMXzDv+oYvBA2HOwViTomtfQifE+/y+svYDmjwGXDTikn8490L+fBbFlAS9g54Lz0hcnGV4sHn9+Ytf/D5vcyaVJS3PGu7ea8BU2smV4T5yJvn8w93nc/yORV4Dbo9ZFhrnX9aekCZHpRStLz8p7zrtL7yKF6z6/1lHM2379/QKTbqavj2Axvz9toV4kzZQ5s57hRSWhQe7Kp0ixGIYBSPw963Dk3ndq4g5MXV0Ng6MM9PQoihp1vBmPHjx7NlS+c3OgArV67kO9/5Dq+++iqf+cxn+rRy+VxxxRU8//zzfPvb32bu3LkDss+RwlWKxmSWp149wnObjpOwXRwXmnMMAYC24U5b99bhNU+PPU9nXfYcacq5vtaw63DTgCX4VQqcRFddPDU603VyNNsM4p80L/f2LS9WyfhBy4UjxHCgFDgojjameGLdYdbtrCHtQsYMErngxryfCy++ntShrXnLnVgjaJfp4wvzrjN/6unhG47tYtA2S4UQQ4Xr6LxtLLRNRT11XGHe8ksXjcV7lnM6Zbts3d/Aoy8fZO+JVmxUt9ph23bxT1kI5F43dN5luIany96jdkstyrW73E9LPNtpIoBTYsn8ZUKcqX73ZlLaS2lh59yHQ5U5ZhY63oh7onNAtiB8cnrrJkniK8Ro1a1hSkuXLuWhhx7i3nvvzVm+cuVKvvvd7/LhD3+4TyuXjyFd+XrFVYqfPbadlzaf7g7900fgc+9ZwrwpJazfkXsowIVzKnHs071g9Fk6Pw9k4EJrsArK85Yry4vyBbvsr512LYqvuZfqX3++4+xThknZbZ8gpQIyGYsQXbBRfOX/XmH/8dOBUdNQ/PO7LuS8SQsITFlIct+GDp8JL74OCqqwKvL3bvRWTibtmvztbefx6e++hP2GZJ9XXjiekOSbEEOcx1IsnFHGvqPNOcvPn17GmJIQY0pDHKuLdygrLwpw0Xlj8uZ/MQxFbWuaf/3fNSTTpwMipYV+7rt3BQFTnbVNzpghiq+7l4Y//7BjvUvGEl1+GxntwTt2BtmG3EOpfOPn4BjecxoSKJewOBvt2Bw5dAyYTkm4Z0mjB5MRKcWIlJLd/wpm5fQOZQWhk8EYmVFJiFGrW8GYO++8k3HjxtHU1ERhYWHOdS6++GJ+8pOfsGbNmr6sn+gjpmmwcXddh0DMKd/87Qa+8L7lbNhV2ykvSllhgNmTijpMNev3mEwdW8DeHDeWSsGMCUUDml/F8YbxT15Aav+mTmXRJTeTMUPQxUs7rSFuFFD+ji+TPb6b1MEtWEVVBKZfSNoIY7sS/BMiH2Ua/O7pXR0CMQCOq/naL17hfz5xOUXXfIBoaw2JHS+B6SE052JcfxEp7cM3ZiZmqBAn3tRp2+aSO3GsACVh+O+/u4Q/PLubrfvqKQj7uO3SqcyaUIQhT3FiiHNsl6sunMDjqw90CJgABHwW1yydiHJdvvC+Zbyw8Sh/feUwrtZcvngcVywej9cAN8/o37Sr+eJP13Xabl1Tiv95YAOfvHsR6iyXSMa18E66kKr3zSKx42WcWAOBaRdilU44mQBfE11yC/HXX4Q39IBRHh/h+VfQane9k0jISyjgIZ7s3AMm5LeIhmQSCNE1p3o3JzJBLAMKAsPrvsyonIm9+yXclhqM6OkXiJZpEA54ZEYlIUaxbgVjamtrufXWWwmFQl2ud8EFF3DBBRf0ScUGg9WLru2nciOc+neoyriaB1/IPWa9NZFl6946vvqhi/jfP21h79FmDEOxYl4V77x+NgHL6PBmTRkGH3zzfD7zvZfIvOFt3Z1XzSDoNTFz9Hjur2OVxU/x9R+k5cX7iW1dBa6N8gYoWHoLgfOuJIVJd2ZfTxHGGL+I4KQLcF1N6uRb+MEY8TBczqv+1tNrcrQft8H4/knb5dn1R3KW2Y5mx8EGLpxZhi6ciP+iKQCkT/a0MwHbU0jRHZ+n5ekfkTm8rW15pBjPRe8kHhpDqWWgXU1BwOI9N80hmXFRCgIeE+26vHF4hZwD/ff9e9NGDqSB+tsbpiKZaWsfTEPhMc7e+8RjKP79Ixfzk4e2ts+atGBaKe990zzCfhPtakzguiUTuHThWAACXqM9qW2+IUc1jcmcM40BbD/QSDLjEvW39SLo6vi4eEl5S/AuugVQOI6LrdvqBIqsp5jKuz9P/RM/IFvfNp22t2ISJdd/kIy3EOssqeI8huKjb13Av/+/Vzv0glEKPvLW8wl6zEEfDjzcfju6ez0Ot++VT+bwZqoppSRsYpk96xlzqkN9278DfxxU2XicQ0Gcg+vxnH9Dh7LCsJf6llS//76OlPPgXMgxEENRt4Ix99xzD/fffz/z58/v7/oMGsNQFBV1HWzqSjQa6MPa9L365vw3bACb9tRx48rJ/Nu9y0mkbAyjLct7wHf6FNFac7wuzm/+so36piSfe+9SXtx4lB0HGykp8PPmK6YzqSpKNOTrsi79c6xCeK97P0UXvxVtp1HeAFa4CGVaDO2/TNeG+nnVn87lmhzNxw0G9vsn62Jku0ja3RTLUFCQP4kvQMJbhf+6j2PGWshmMqSUD7OwlHGFAfwnf4NqGxM89Nxenlp7iKztcMHsSu65YTZjSkM5b6zkHOjb73+ubeRA6s+/fWNLimdeO8KfnttDcyzNjIlFvOemefx/9s46MI7j7vufWTjWidFsy8xMMYSx4aSBNtA0TZs+TZvC0z6llJtSytzkTZs0TcPMZCdmjtkyyiCm0/Ht7rx/nCT7rDujHMvSfv5JPLM7O7u62Z35zg8Glfk7fquZyMmGb9w6lWCbdYjPrePzODodl30c/dle1XrEetOSnf5uJ/x8ckbh+MQPsKJBEALF5UPzZh/zN3byCAe/uXc+T71TwZ7qAP2Ls7j2nKGUFfpS5hqnmzPh3XEi4/FMuK8jEdz3ITXKDIqyHXjSjJtjweU6sfO6AtF3BNHd6/FMuwTVefBvUZDjobE1/pG9X8/030FXYD8Dm+7EMX39TvduxUeBZUkCgSNn3UmHqir4/W4CgUhHEMnuiBCC8eUFLFizP239tNHFxCIJLNOibRONaDhGNHwwwnskIfnq7xd2BNrbvHspZ40v43PXjCM/200iYdLcGiMaM9qyOaRe46N5Vj7QfGABgRhwZkaoP1N+VyfKsUw6TmRM9vTndjROx/2rAvoU+thfF0xbP3JgHs3NnTMiCQGWUIjEDOKGhaboePJKUEyLLDX5AomEY0TCMWKm5L6/L02Jp7F0QxVrttXywBfnkuU8uEtq/waO//5P1Xj8qDnVf/uEhL89t4FlG6s7yrbsbuLrf3yf7316BkNKs7AsiRCQsCAaNzEtiUNXcDu0Dl8jZ5t2mIglaIqdXODa4rzMQqfHpeFyqDQ1JcdN1zwfHdS2zE9xIB464tGHk+vRuPNjo4ibFrqqIKTsNNc4XXSXd0dXj8fucl8ng9VaT7x+P1VRD5NcgnA48+ZiOhQlKcREo/GMLn+nGpk3ELlzLc2bluMon9ZR7nGq7K5q6Rinp4qe8Ds4WU70GZwpGxE2ZybdZyuiG2CcREpm07RO6vxTjaYJ7rygPzOHuFmxM8iCdbUdwTBzs5xMHFZELJY5sIqqKby+bE9KxoOiXA/XnDOM5RurWb21FrdT46zxZUByAeYQMm1Qvu7+rLoTvf1Znei999bnpqlgtDahGwks3CQ6Z5/vcnRV4Y7LR/ODB5d1qhvWP5cCv5NEIvVvoaiCYNTipUXbqawOUJznZc6EMir2VnHO5L4Yh3RcVQVbK5s7BTYFiMVNnnynglsvGo48LDVub/0NtHMq7v9MeZ6n6m/fEjVShJh2ZJtI8707pqMJSVwKKiqbiBkWiz88QCxuMnVUMTPHlqLTtRtcLk1h/qS+vLe6s6vgTRcMx6WKTs/iox4bDk2imckApXHVg5FIZj0zrY/gBXUCnCnvjuPt45lyX+mI71lPq3QTNgR5HgXruBWVpAJqWZzAuV2E5kTJ609812qUQZMRbX3yexy0BONEogl07dQHJj6Tfwddhf0MbLoTthjTwxECvEqU6JYltKx+jb6JGIMGTeKaz1zEL1+opCTfxycvGoHzCAECAWKGxfJNByehmqrwlZsn84N/LKWu+WDgsZWba5g3sQ/xhMmUEUVwDMqzogqihiTU9iHyOFRUeodFlo1NVyCEwKeECa15l8YP3wFp4R05m6xJFxHCd0oDapumxYAiH/fdMZ0HX9zIvtogTl3l/Gn9uWLeYFSZmn9NVRX2NoT53t+X4Pc6uXzuYPoU+ognLKaOKmZtRR2ThxV2ZGZRFIUP1qW36ANYtbmGm84bhnZYSA1NUxBCkPgoFCmbHo+qKmzZ3ZhSVpjrZsSAPEzTYl1FHTHDROgqW3Y3snh9VYpws2FnA68t2cP3PzOjSyZeiqoQNSxCkTjXnjOU+ZP68udnPqSmMUxhjpubLxrB2EF5p3UHXFHAawUILH6R5ooVCN1J1qQL8Q2fRchy2RmUbI4Zc98GajyDoRnyzqBMSoejlpST2PgWVt0e1MJBQDK9tSSZUak037bAsLHpbRzznODWW29FiPQB5A5FCMGqVatOqlNHIxKJsGDBAgD2799PMBjktddeA2DatGnk5eWd0uufSXhElMYXHiC2f1tHmbnhHUTFUu6/9X5CSjZIedTFmiJEik/3rHGlvLFsT4oQ086CNfuZNa6MuuYoTl0hy60jMsy6LCF4f10V/3ljK9F4ctFU3jeHe2+ciFdXPtKsTDY2ZypeEabuvz8g0VjVURZY/iKhTR9Q/Ikf0cqpneAJKRlckhRkDNNCEQKnpmCZVqes8DHT4jePr6Yo18NnrhrLP1/exK4DyUxMbqfGTRcOJ26Co/1zI8Dnzuzn73HpHTF8VVUQMSTLluxm9dZaSvI8nD25Hz6XelJpd21spJT43MmMP26nxl1XjSVhWKzdVofTofL56yagayrRhIWqKmktaKoaQry+dA+Xzx6YMVX1sWAJwRvLK3n2vR3E2sTGUQPz+N6nZyCUpA2AS1NO+86v1wpQ/c9vYMUOutM0vfMvnFuWknv5lwlJ12nsnc2ZgrQsjP2bqHPOQRGQc4ZlUjoUkVWA8OSS2L26Q4zJOSS9tS3G2Nj0Po5ZjOlOIkdDQwNf/OIXU8ra//2vf/2L6dOnn45udTsURWA17k0RYtqRsTCBJU/jnnMrMaMturimEEtYCCFwaqmmzboiuHzOYH712GoApowo5k9Pd04l3c6qLbXMm9SHb/1+MZ/62CimjyzudIymKayqqOf/vbQppXz7vma+89cl3H/3bNt0y8bmKGiaQnzXuhQhph0z2ERowwL0cZeSOErq2ZPFNCVOTQGpIEnGzUhHKGpQ3xzl/26dyq//s5qW4EHf/0jM4MEXNpKb5WLswNykKXHC5ILp/XlrRWXa9i6dPbBN+JG0xky++efFKcHKn1u4g3tvnMSYgbm2IGNzwliWZGi/XFRFcO+Nk/jvW1vZsa+lo/7dVfu4eOYALpk9OMWK9HDeXrmXC6f172TJdayomsIH6w7w+Jup3/VNuxv5wYPL+P6dM9CQGYWYSMwgbkoURSDkqbNAdWoWLe8/nSLEtBM7sA2rcS9K3jB7w8XmqFiNlRALUe0oIM+rombILHYmIIRALS7H2L0SKxJAcfvJ8jhQhEi7uWljY9PzOea17uc///luk02pb9++bN269XR3o9ujaQqhjQsz1oe3Lidr9sdJKF7iFry1Yi8L1+xHUxUunDGAKSOK0EjGfTFNi5EDcpk+uoRlG6sRSjJLQyZMS+JyaBimxd+f38D4oYXoh6UijBoW/359S9rzGwNRdlcHGFbmP+7Jmq4LnGYYGQsCApxeosLbawOW2fRsVJkgeKRxvnkRuaPPJcGRs5y141QtdDOEjIcRugtD8xKztKO6FJhCsGJTDcs31WBZkuEDcjl7cr82F8iDJ0sJpfleGlqiKULMofz7tS18/87paG3H52U5uXr+EJ55b0fKcaMG5TFrbBmmYSGF4C/Pru+UNU5K+N1/1/CHr5yN48zdULXpBjg1wffunMG6ivoUIaadV5fs4ar55Zhm5sFysuJDNGHx5NsVaeuqGkLUNkfok5vGBUgIGoJxnnx+I16nyscm51LgtlB1Hal7ieLCsiSqmrRIPVmRRjOjhLetyFgf2rgA19kjiMdtN0KbI2Pu3wyqTnXUSe6RE/OdESiFA6ByLWblOpThc1AUQbbPQX1z9HR3zcbG5jRgGx70aARCz7wAE5oOUhCT8K2/LEr5EPz12fW83Tebb946FYcqAEkiYfHpy0dz5bwhVDeEmDm2lIWZsjONKmbjznoguRhaV1HHvLbgvu2Yljzix2f7vhZG9M3BOsYgfw7FxEkUo2onta8/iBlqBkDLLiT/si8Q9/fDMM/cHRUbm3QIBELL7MYjtDY3nmNYW3nVGKEVz1G/+k2wkgG93YMmkHvhZwjiySjImAgqdtcyZaCLSX5BItCCLCjk/RXbmTO1HP2QY31uncF9/FRWBzL2o6qhLftS23BVpOSSmQM5a0IfFq7ZTyRmcNa4MkryPShtwa6ihsWGHQ1p2zNMyc6qAKP6Zds78TYnjiUpzvXw/trMMYz2VAeYMaaERR8eSFs/Z0IfHG0ufCdC3LBSAul3un5VgH75HizLQtcVQGBJybZ9AX788HI+eU5/Zvv3EXv+19TFkzvxjqIBFHzsHizLIl65HUdWPmp+HyLCi3mCWokUAqFqGV87QnfRMcBtbI6AsX8jSl5fqipNRpWevtTUXYVQdZT8ARiV69CGzUIIlWyvw7aMsbHppdj7hD2YRMLAN+6cjPVZ48/F0L28vaKykyjicWncPLcUrXoD0Tf/SGzBg7hD+/CJKCXZTqYOL+TG84eT5dEZMySfi6b1YfKIQlRFMHF4ISX5Hv7zxkEz6nC0c6YmRVHwezN/WPsV+Y456r1DMWD/OsyGvdQ+80CHEANgtNRR8/gPcBuZF382Nmcqcanim3RRxnrfpItIKO6jtuPQJKFVL9G68tUOIcZZNhQ1K5fg6ldxi/SpZ52ahd9sYGTTAqzFj+BsriS/uBCx4I/MFmtprm+RrZelAACYvUlEQVRAUQ9+apyq4OKZAyk+gm98nt/VKUaZIiU5Lo1r5g7mkxcMo2++B/UQdehIlnoA0SNki7OxOVaklMSOYM2xcPV+hg/IZdSgzm7dOT4nHztr0AkLMQC6puByZA5gWprvxUEUd2gfsQUPEX3zj6g1G3EarZT3zWFWcSvRBQ8j4wcXfvHaPVQ/dh+ytZ7G1/5K7ZM/oebh/8UVrkY5wixRUQQOXeDUBcphriMJxUPWhPMynusbdw6JhD0mbY6MtAzM6m3EsgcQiFjkec/c4L2HopYMRcaCmDVJa89sn4NaW4yxsemV2JYxPRgpwfIU4Jt0IcHVr6fU6fl98E64gKa4xYI01i333TSCrCV/panmoFtAcP0CfOPPxTPzeiJxJz6H4MF7JhDY8AFWTQX064Pnkvk0Sx//95clRA5Z/EwYVtjJTcitCa6aP4R/vry50/XdTo2h/XKOeRfbEW8muH8rkdYG0poAmAbBdW+jT7nmlMfOOB46XEISEYTuIqF6iZk9Y7Jh89FgWRK1YCDuoVOJVKS6BTj7DMc5cALBYwjk6TBDRINNFF/zNdCcaP48IttXE9m7CSEU1FgzDmc+cevgZ0NXJKJ6M9XP/gpk8hrhbctRXD6KrvgidS//iZzSERhWfofyb5oWZfkecv0uHn9za9qF7bXnlOPSBEaasZopO5JbVynN91LV0DkFNnBc7xMbm0w4NIVpo4t5Y1n6GEYzx5XiEHDvDZNYW1HHK4t3EYubzB5XxnnT+ndy2zteXJrCJbMG8cx72zvVZfscDC/RCC95guDatzrKQ1uXkl88mG9d90XCL/wsbbtWJEiiuQY9vw+Jhv1Y0RC1T/yI4lt+TpDOviEeJYps2pe8jrTwjj8XNX8AISsZlDdhSLLGn0946zISDalzDN/EC7A8BUgrKQI72t0iNecxu0Xa9A6sut1gxKlz9APoMWKM4s1BZBVg7F6NVjKMHK+TrZXNSCmPKVmKjY1Nz+GYxJgtW9LH9bDp/kQsB55p1+AddRbBNW8g4xE8o+aglw4jaHkQ0CkY2tgh+firVxGv2dGpveC6t/GOnY+a1R9HqCq5m5Zo3zFfTWT1y7guvpeBxR7W70rGbpg2qrgjWvyhGIbFnPFlVNWHeHN5ZcfkKyfLybdvm4ZLFcc0adV1heCqt9BzionsXJvxuHjVdhwyQXfRIH1qjNalT1O/7p2kJYJQ8IyYQfb8W4immfza2GQiZLnwn3sH/skXE1z7JtIy8I47F7VgIEHz2DKWKEg0Xw71bzxE4aWfperR72JFgh31reveJv+Sz+HoP4W4lZwQO2WI6hd+2yHEtGNFgzQtfBz/5IsIf/gyrv7DiJuHOCtZEp9D4QefmclPHl7eETtGEXDxrIFMG1V83JlgHKrgs1eP5Xv/WNppIXfetP64HSr2Cs/mZJGmxZXzylm07gChwyw+B5RkUd4nKfqpSKaPKGTi0AIsmQxubRoWx2jsmRHLtLhk1gDqmsK8v+6gK1RhjpvvfGo6WnB/ihDTTqJmJy4rTEtjevcpgETdXrScog7xxIoEMVuqENlDUoaOR4kSePNvRHas7igLb1uOs98o8i67p+OdE7Q85F/3bYyqbYQ3vY9wuPFNvADpKyZiOfCqMcKrX6Vx5StIIw4I3EMmknv+p4/oFmnTezCqtoDmoMbMBgLkeXqGGAOgFpVj7FiKFWokx+cgGjcJRhJkec58VywbG5tjp3usSm1OKRHLgfD2w3X2pxFSYlgKMdMCJA5N4bxp/fnXKwetU84bm4217t8Z2wuueZ2ceTdT88JvDxFi2pAWsbf/zCcv+i4PBOJcPncI00YUoRwaAOIQFEtyw7lDuXLuEOqaI3icGtk+Bw7l2IQYAAULo6UWRdXRcoowmmvSHqfllyEVHY4QXPGjwqlatC5+kuC6QybN0iK8eTEyFsZ/0efhFKcjtulZhC0Xev5Qiq4cTSgUI5Y4esr6dnRNEN64mJblL5Ez62qaFz2bIsS00/DqXyn7zCjiZCEEmI0H2hZRnYlV7SBn9rUE17+HjsXhR5mmpDjbyc8/fxYtoTiRmEFhrgeXJk4o65FpWvQr8PKLL8zh0de2sHVPE/nZLq6eX864Iflt7yAbm5PHowl+cc8cnnlvB0vWV+HUVS6Y3p9zp/TrCHoPyQ0HhaQ/+Mmksj4cxZLcdslIPn7+MBpaonhdOn6vjtep0vrOmxnPs5r2o2blY7amj62k5RQRq96BllOMf/KF6DnFqJ4sXKpB1ExaqyiKwKrdkSLEtBPbu4l45XrU/tMxTQspJSHpRi2bgKfveKQQRBKyzSIGImvfILD0uUNakER2rMYM/YrcK/+XsDy2oOM2PRfzwBaUvL5UB0z8LgX9RNOQdUOUgn6wZzXGnrVkl8wAoK45aosxNja9DFuM6SVICfF4+2Lk4KTQbLNOeW/VPiprWgHQVQVppI8PASDjUazWOoymzql0IZk2u39Wgh/cOROnyhEzSyS7I3Gpgn75B61BjseM25QKroETCCx5hvzzbye6e32aowRZky4mmOgeCzLdDFL/4Ttp6yI715KbCAHdI5W8zZmDlBKhaiTM2HGNIYcZpGbp8wA4y8ppXvxMhgtYxPduJGvQZEKmA+twMTbN8c5+IzE4OLlUNYWYYWFJUEyJW1fQfQ7wtR1zMq5EMinwfOOWqQRCMYRMWszYmdRsuhLLkrgUwSfOH8Z155QjEDg1kczqdQznK8ex2XAoQlWImxKkRFcEXl3BW3CIBYllIhOZ4060bvwA38yraXnj753b1hw4igcS3beVnNnn0PT+EyTqKgGBe9B4cs+7nbCWg4ZB66pXM19j9Wvk9BtP5JAxb5qyLRDwwXt2mEEaV7yUto149Q5EtBkcxUd4GjY9HWmZmNUVaOUzqKo0yPP2rDCXQtFQCwdj7P2QnEGzAKhtDjO4zH+ae2ZjY/NR0rPebDbHjBSCiCnZ2xCmJRTnW7dP4xu3TGHskALqIgJX+dSM57oHT8CKho/cvmmgIVOEGE1TMEwLVe3an51hWLjLJyMtg9iBCnLn3YBQD7pECIeLwqu+TNyR06XXPRlkLNLJteNQDg1AbGNzyjFiyFjbmD6KBYkVCRJc9TJCxlHz+5EpI4rqL8CMhvBPu5xYWxYzSwgWbajm639cxGd/9g7f+dtS1uxowBAiJchvOjRNRdMVdP3IZupSgtet41IFKtIWYmxOGZZpoUPyW3cUyxchkunfG0IJNuxpoiYQw6Bz4NvD0XUVh1MlLuHhVzZz98/f4bM/f4c/PPMhgZiFoh0cN4Yl8Iyam7EtzV+Ec/BkvFMuBXHwPMXjp+iKL9Ky/GWyp1xE7bMPtAkxAJLIrrVU//s7uGUQgUQambM5JS3lji40yUS0s2XtIRhN1Ud9NjY9G6t+DxgxlPx+VAeMHhMv5lCUknJIRNHqt+F2atTZ6a1tbHodtmVML8RSBP9+fSvvrtrXUVaY4+bbn5rO126aiGlJfNYVRLYuwYqmBsPUC/uhuLxY8QiKx48VTpOhSNHQ/IUd8zEpBK2RBE8t3El9S5SpI4sZNyQf5zHGhDkWQvgovvmHNL3xdxR3FkVXfxlpJFDcWSj+IiLC063SWgvHkeN4KG7fR9QTG5vkrjiqBqaBEajvCOKZDkdRfxqf+Bl6/5m0urJwTbiI6NrDd8oFefNuRCsaSETLBhNQBM8t3MlLH+zqOKqmMcyv/7OGG84fRv+SLIb1zenkTqQogqgpWbhmP5t2N9KvyMfZk/vicagnZ0VjY/MRIQTEpeD+f65gV9XBb2ZRrpvv3jEDn0Pp9C1UFIGBYFVFPcV5Hn7x6CoaAwcXaqu31LJxZwM/vGsWeVlOFMvCNCXuknL0wv6HiClt7bm86BMu5vZfLuOCyeM4/5q5aNEm/NlZOLOyiVXtwFk6mJZVr6XdKLDCAWK71qIMm4d39Bxi+7emvVfvyLNIKK6jjk2hOUFRwUofkFvNyidmj+9ejVm9FVQdy1dMXWsdY/v0PLc1xZWFklOKsWc1Ob6Z1DXZGZVsbHobtmVML0NRFd5YVpkixADUNUf4zl8X0xiMEzMsImo2Jbfej2/8eShuH2pWHtnTP0be2Z+g4fUHCax6jby5N6S9Rs5Z1yIUBadqIYVg+ZZavvSbhbyyeDfLN1bzx6fW8Y0/LSJiSLoqaLxlSUJqHlmX3kv23JsR2aWI4uFEswcTlD4kareKUG9oHtyDxqet0wv7Ix1ZH3GPbHozCcWLb9w5AARWvUbu3I+n7Jy34xszj8iejSBNiLTw3YfWwvhLcZ7/efTCfginB9eAMZTe8kPUfqMJ6wUdImjUsHhl0a5ObQI8t2AHqqKwcmst6iE7/YqStCS49zcLefjlTSzfWM3T727nngcWsLOq1d45tzkjsBD88al1KUIMQG1ThJ88vJzEYdqHogpaYyZvr9xLayjG9n3NKUJMO7G4yauLd7FsYzWybSyEpJvCa/+P7LOuR83KQ3H58I0/l/ybf8K3H6sgGjd5Ycl+vvC3jXzpPzXc/ucKahJezLIJ+MadS2z/toz3Ed25BiwT5+BJaDmdXYjUrDy8o89KmwXtcBKqF+/I2WnrNH8hwpd/1DZsejZG1VaU3DLqQxJL9pxMSoejlgzFaq4m22FR23Rkq3MbG5uehy3G9DJihsWLH6RfEAVCcbbva+aHDy2nIRgn7silcfjHKLj08+TMupp4bSU1T9yPFQ0S27eV6IEKiq/7Bs4BY1A8fpxl5RRcejdYJvv/+gUS617GJWL87bnOMVyaWmM8/PJGZJoF34kipSRq6gSFn5CSQxQXLhnC1bwdUfEurpbt+JRIt1jAxSyd3IvuwtlnWEq5XtCXwqu/Rlxxn6ae2fQ23EoMPdFMzrRLcQ+eQKKxiuD6BRRf93Xc5ZNQPH4cRQPIP/9TOMvKaVn6AgDC4aapNcrmqgS/XaZTMepOXNf/lIW5V/KPJVFaTXfKbn9jSzTjZnk0biIlPP7GNqKHuHskJPzm8TVEYqlZayxL8qvHVhPrBsG4bWyORiRh8eH2+rR1B+pDtEYOcfsRglXb6rnngff4zxtbOVAfZuXm2oxtb9jRgCUlsTZFR0poNd24x19IyY33UXz9/+EdM5eWcIKBhanflVjCJG5YLFi9D6EoJIQD1ZuT8VqqvwALQUh6KbrxPnJmXY2alY+alYd/8oUUXvp5wttW4FbTB/VOubap4J97E65B41LKtZxiCq//FhE7o2CvRkoLs7oCJTcZvBd6rhgjcsoQTh/+eA01tmWMjU2vw3ZT6mUkTKvTwuZQapsiOHSF+/+1kp9//iw+3BMmr6+T4Ov/6HRs8MN3MQbOxHPunShVmzBbG2n+4CmMluTEsWXx02TnlDKgxM/uqs7uTCs21XDbpaNxngJJUFEEHrOJ2sd/gNna2FGuZuVRdMN9hNWcLnOROhGkTKb9zPnYV1HiAYzWBlRvLtLlJyjdqPYa0+YjwKfGaH7jL/gnXUjNS3/EP+UisqdegtHaCFKSPf1yhKoRr99HYPlLJOqTFnVaTjGVLQIpoaElSkswxq+f3c43bpnKv99JukeMHpzPhMH5HTFbXI4jf25UVdAcjJEwLPQ265hIzGRvW2Dxw4nEDOqao5TlHlvqbhub00UsnvmbC9AajpPjTo6PcMLk90+u66iLxg287sxjx+vWicaSKXFdbUGwvWqMwDv/Irx50cEDhcLN596Fy1HMG6tSMw7uqW5FAnHhxj/9Shpe/kPaa/nGn0ewXfQxTWK1leTMuAKEILJrHdX//TFIiwJfLmrZxKPGawqaLvwX/g+5iSBGoA7Vkw3ubMJ4Tuv32eb0YzVXQSyEkt+X6ioDlybwOE7/RtqpQAiBUjKUrO17aYlmE0uYOI8SG83GxqbnYFvG9DJ0VcHvzZw2r6zAS0NLlJrGMA2tyfguH9bp+GZd3+lYx8RL2RnJJrp9FQ2v/pXmD57sEGLaCS15iqumF6a9liXBOkXpZl1EqH/2lylCDIDZ2kj9c7/ExekPkiYlhC0HQa2AWN5wQo4iwpYLaafgtfkI0DVBZMM7GM21JBoPYEVaaX7/Sar/+1Ma33mEmqd/SfW/v0ftM79CQIcQo3qzUc//Ig+9lfx3WaGXhkCU0nwvDS0Hd/WefW8HiUMWVH6vTm5Wep//gaV+qupDuBwq2iGBfE3ryIu5hGF2maujjc2pwuPS0dTMP9R8f1JQ1HWVxetTsxQu31TDWeP7ZDz3nCn9eH/d/g6xU1UV4jtXpgoxANIi+tZfuHJyLuph1qHDB+SCTKaH1/uPxTt2fuq5QiHvortItAXB1zSF6PYVRLavpOHNh2h440HCFSs7Ys20fPAETnls7hYRy0FQzUt+A50lhCy3LcTYYFZXgFBQcsqobkkG7+1OruZdjVo0mBw1OS+148bY2PQubMuYXoCiCIQiAIEu4Ppzh/KPFzZ2Oq4o142iCMLRBKMH56OrCj6XRkJ1E+4/H73vJKipAGkhi4bxzuZWKjc0MLRwX+eLtmE01VCYnX4BNqRvNk5NOWr2lhNBiQc7Fo+Hk6jbi5IIgtp9gsHZ+ovNR43DClO74mUcJYMwmg/dKZdY8Riq24sVDWMGm9BLh6LN/iQiu5gmJZ8/Pl1JTWOYQWV+AsE4sbjJlfOG8Mrigy6QreE4piVpX/c5FME3b5vGd/+2JMU6z+91cNulo/j9k2u5aOZAXJqC1baj7nHp5PicNAc7Z11RFEFJvtceOzbdHpemcMmsgbzwfnJ8+L0OBvfJxjAsfB4dj0tDSomqik6xYUKRBHuqAlwxdzDPL9zZUa5rCrPGleHz6Dh1FY9TBSlxyjANbWnqOyNRdi1hXPkw1myrS/bNoTJrbCntEfdDphPv7JuSWdD2bkboDhx9RhBXPMSs5G69oihEa3ZnvN9EUw2C48tiZo9jm0Mxq7ch/EUIzUFVS4DcHpbW+nCE5iC3sBBCUNMQoG+RncTBxqa3YIsxPRxTCCprQ7y+dA+GaXHu1H5MH1NCMGrw7LvbiSWSvrjD++fy2WvGIeNhfv/p4fgJoif2YTY3M69vLtLrpTpayFM7m9ldFeBA/Rby/E4+e9U4CDYB76S9vl7QFzONAZbHqXHXlWPRxKlJiJJMr3mE+kQcbCtQm16MkBZWNIjRUod32DQAFJeP3DnXo2UXYgQb0bw5WIkoisNFoGwav3tqI1UNtSgCpo0u4ZKZA/nDk2u5+aIRNAai7Kk+6FI0fmghzkOEFcuSFGY5+M2X5rJxVyPb9zXTrziLPL+Lvz23nqH9crhs9qCO4wFcquCuq8bys0dWdur/decOxXmqXiA2Nl2ItCwunzMYl0NjUJ5ggCeEsm8tqtODf/Qslm7ey2ur65g1rpRLZw9m1ZbalN3x/761jevPHcoDX5rL6i21TBnoolCPEg80kHCFmfHJ0cRJBjkVWJih5ox9UUMNHW5PZQVePnvNOF5etIvifC9TRxTh0gQR0wFqHuqQOYAkaEoO1VYsy8LZZxihjQvTXsNR2BfLnl7anARm1TaUwgFIKakOGEwd2PPdUX19h+DYHaGqYiuMLDvd3bGxsfmIsL+WPRhTCB58YSNLN1Z3lK3YXMPQfjl845apDO+fQzRuomsKuw4EWLF2F2f7d5NV3IeWFS8T3bOh4zw1K48+13+LOy8fTWskgWlJPA4NTVNwGeOJfODBinU2S86ZdxPu4hK+cJ3Kswt2MGN4LhdOyMNrNKOotSjkEVE8HMW1/LgRrqxkNpg0KTpRVITL3nWw6X2oqsAlwxBpRqgajpJBxKt3ofnzUbOLKLz4ThrffYx4zUELFz2vjIJL7mKA0cpP75pKSyS5K68oglA0wV1Xj+P1pXtYufmgdY1TV7nm7PIUYQWSgowuYOrwAiYOK6IxEKExEOX/bp2Kx6EiDnNLMk2LYX2zuf/u2Tz6+hZ2HwhQlOfh4+cNo7zMbwsxNmcMiiW5bmYRDS/9lljlpo7y8NKnGTb9WqoHDuPBFzaSn72DL980ifv+thTjkPHz1DsVzBhTwhUTs6h78ifUNx50ZzJLBlNw5VcJCg+m0HH2HU50d+fA+QDu8sncUDScy84awu6qAH9++kOq6kMAPPm2g598bjZZDoFLhrBam5BGHC27kLg4aBljGBZZgyYgHG5kvLNLRc7cG4nhpN3axsbmeLBCTchgPeqw2bRELKIJSW4PDd57KKrHT46jleq9NUhpIbowwYWNjU33xRZjeiiKIthV3ZoixEwfUcC1M4vwigh6YC8+S+XRt/eyY38AXVP47e1DUCr2E2qqTBFiIBlrpebxH1L4yZ9gau1ZDiTSMImrPopv+j71z/+aROMBIJlpJXf+zVhF5ViWZNqIImYNyyK69lUCjz1PuE0kUdw+Cq/6KvHsAR0pcLuChOrBN/F8gqtf71SXNfECEqoHzC67nI1Nt0fTFDxGE0ZzNdJIgMNF/nm3U/Xod2l8998UX/NVGt/6Z4oQA5BoPED96w/in3AensIQwpMDQNy0yPM58XuczBhTQiAUY1tlM2PL87njsjF4dAWZQSxJJCzAItejk+d1JOMkZfBTEFJSnO3i3usnYFgSVRHoCph2JiWbMwBVVUhYEqFCePMHKUJMO/FlTzHnqu/zzGKVhpYoC9fs584rRvOPFzaSMCzK++bw6StG08drUvfUz0k0psaViVfvpPG1P+O/+B6iloOceTdTveebnTYj1Kw8PANHE4gK/u9PH3Qaci3BOO+v2sOVIy1qnv0VVjQp0iAUsmdejXv8BUmrGSCs+Ci56fvUPf9rjKZkf4TDTe7Zn0QWDMbq4vEpBLiUOGoihIyFES4fhuYlatrT2J6GWbMdACWvD9XNSZfW/F4gxgDkZLmobdEw9qxFHzjpdHfHxsbmI8D+ivVUhOCVxbs7/nn9nL6cU1hD/JU/kUhEaQLc3mz+9/y7+dtiHSlUlJ1L8Q6dQs2zv07bpBlqxmqpQfgHpUziTBPCziLyrv8uIh4CM4Hp8PHS6gZef3UFxXkebr1kFH2DGwgseTalTSsSpOa/P6L0jgcI4u+y24+ZKr7pV6N5c2hZ/iIyFkZxevBPvxzX6LMJmb3jw25jA6Ao4I5UU/PMLw8G2VY0sqddStltP6H2+d9hhVqIVnaOJQWQqKtEyy2mcctqPogNY+rIEuqawrSE4ixcs594wmT+5H585abJONSk61AmIeZwjiVgtZQSAegCkBLTFlJtujlCgIHC4vVVvLZ0D7ee04fSVa9mPF7d+QHjyiewYlMN763exzVnz+cPXynEkqCrAk2AiNeSqN+b9vzo7vXkGmGk0Im7Cym+8bs0vvGPtthpAnf5RHLPvR09u5CNm3an1T41VXDphGxq/vU1sA7JACUtWhY/RUFRf9TSCZimlfzuu4rJ//h9iHgQTAPhyiKmeIl28fgUAnwiTMOLvyO2b0tHuXvoFHLO+zRBs+e7sPQmzOoKhCcH4cqiuiWEIiDb3TusRPKy3WxqziW+9iW0ARN7dNBiGxubJLYY00ORUpIwkrtieX4X5wyWxF58MOUYM9SC+dIvuOOaH/HokibUWAAprdRJ2GGYgXpE9uBOCyjLkoRxoTjdVOwP8JN/Lu+Y7DW0RKnaX4Vv/ZMZGjWIVKxAG3k+htF1/koh04k+9hKKR81FmAmkqhNXfYQMe0fdpnfhJUT1Y99LdSW0DFqWPo/qyyHvnFsQTk/mBgArFsaKhlixqYYsj4PVW2pZdojl3ebdjRTnefjhZ2aiHad7gqIILASmZeHQFMwufA/Y2JwOElLwy8dWsa2yCQAFmdaVtx0RbcXtSC44LUuCbBMf2wRIS4IZCR3xmi3NAcjLQRE6iexB5F33HRQjCkLBUN1EFQcuIJ5Ir5Z8+aZJRLd+kHEO0LLoSXKvGU4EZ0c/w7hAcyVnk5JTYnHqEjEaXvg1sQMVKeWRipUITcc7/w7bQqYHYdZsQ8lNxkypbjHI9aidMoD1VHI8KgHTSaSmEueBzWh9Rp3uLtnY2JxieofU3AtRhODsyX0BuHRqMXLNc+kPtAyUnYtx6gpa+TSwrCMuymR2GcoRPopxU/Knpz/stOtW6Hd0Snt9KEZdJYrS9T/HhCEJSS9BJYeQ9JKwhRibXoaqCuL7t2ZcCLYsewkr3IypuZNxljK14/JByQgCoThuh5YixLRT0xjmjWV7UNtiyhwLlhBsOxDggcfX8ON/ruTFxXuIS475fBub7oaiCPZUBzqEGID1e8M4+o/JeI7RfwoV+wIAzB5fhkNty4R4yDBQfTlHuKiKobqob4nyxLvb+f6Dy/nZU9vY2uwgIPxETa3juzxmcH6n0/1eB/l+F6LpCNkRm2tRToN/r5oIdhJi2glvWYZmHlsabZvujzRiWPWVKLnJdO7VLQY5nt6zVMltu9d69yDiq184zb2xsbH5KOg9b7hehmlajB6UT98iH6U5OmbTgYzHKk2VuDUQBYMI795A9uSL0h6nFw+islUjdgRBIxQxaGrtnIZ2b30UR2G/jOc5+o7A7OoovjY2NiiKQrxmZ8Z6s7UB1ZNDY1jgGjM/7THuIZOIN9eyI6BT3i+H5Zs6CzHtvLNqH61Rg417mmkIxTGFyGhqbQnBY29u5ScPr2DDzgZ2VwV46p0Kvvq79wklLGwLbZszEVVVeHtlqqjx+spqmHgVQtU7Ha/lltLk7ENVfYgsj8715w4jEDHYWNnM/qYoiTZx0tS8uMsnp72ma/TZxDUf9/1tCa8s3s2e6lbWbK3jO39dwpsr9yIPGUxZbp1zpvRNOX/MkHxWb60jkT8k4305CvuflixJZqglc6W00gYRtjkzMet2g7RQ8pK/z6oWg3xf73Erz/Uk77WxYCJm1RaMA5tPc49sbGxONbYY04PRBXz3junk5Wah5fXJfGD+QFB0GhMuAkMuQO87kuwZVyD0dj9sgWvIZLyX3MtTS2qxjhDjIdNu9nPLahBTrkt/jsuLc8BYW4yxsTkFWJaFXpJ5gaX6C5CuLP6zqIroqI+RNfliUNsWXIqKd9RZZJ91HQfcQ/nDi7tQBEd8B1iWZOOuRn7x71V87fcf8IOHlhOzZFpBpiUU552VnXfig5EEj762JWUBaWNzxiDAoaVOryIxgz+8XoXj6u/hHDgeEAjNgXfiBSgXfY1HF1Zzzdnl/OILc3j23QrueWABv3h0Fd/+y2L+948f0BCKE5MOcs6/E8/ouR1WbELVcY6/EDnhcv7wzGbiaVz8nnhrG9FDyjUFbjp/OF++cRIDS/3kZjkZOSCP6oYQ8ZKxCIc77W1lz7upLUvSR4vqzc5cKZSM/bU58zBrKkBzILIKiCYsmsIWeb0keC+A26Hg1gW1ogCRXUJsxTPHFFfNxsbmzMV2su3BSCnRgD6lBehzPk7NY/d1PkjVcI2aS/bGCBX7mnl31X6K/DrXnjWf/FHziUcitMYV3tnWyqSoi6I8D4oQZEpZ6XFqlBZ4O1JltlPdEOb9fQVcfOnnaXr74Y4sDXpBPwou/yJhkZUxm4qNjc2JY5oSd9kwFJf3YHaUQ8iZeRVKbh9uvURFUxW0vOspm3IpMhFGaE5qWy3+8fp+lm+uxZKwfkcDn7h4BIs/rEpzNZg+poR12+o6/r23ppUH/rOG/715Uor6r+sqSzemD0YKsGxDFbddMjIZN8PG5gzCSFhcOGMAC9fuTynfsKuZrz0S4ivX3cKQcx24HBoJxUPYgC/fkIfTofLftyp4c0XquGgJxrnvb0v51T1zsIQL7axbMIddjGYliAudF9c1M6VZULGvOW1/pIRtlU1MHV7YUaZIyfjBeYwcOBXLkjg1lf4lWfzulU187fJvYr37FxINyf4rbh/eubcgc/tjnQZXX1P34SwbRuzAtk513pEzSKheOztiD8Gs3o6SU4YQCjWBBECvEmMAcr0qNa0m+vCziC9/CnPvh2j9x5/ubtnY2JwibDGmF5BImCj+MvIvuZvGtx5CxqNA0v9cP/dufvNSJasrGsnzu7j3xkn86KFlLPywJqWNC2cMoKohxNwJfXCoImNaWYcK994wke/8dQmxQ4IEKgL69SvCM3I0zn6jsaKtCFXH0r2EcSUDFh4DQtiajY3N8RLGR/FN36PumV9iNLeNbVUjZ+ZVOIZMIRhXUNtS1RtC0Cp9oPmwhOD5ldtZuulgvKfGQBRNVRgzJJ8NOxpSrpPndzFzbCk/fHBZSvm2yibCcROfnmotcESdxbaKsTlDkVJSlOtm7sQ+LFyTKshk+5xobi9RzU3ClGDKDpEyHDN5Y3ll2jaDkQT76oIMLs7CQudfC+tZW3FQ9Jwypm/a89pJZ5lmmhYqoAqwTJOyAi9ZXgf3PbWfm+fdxaA8AdIiZDnx9iklegQh5lR+m6PSSf4VX6Lx5T8Q7UgNLvAMm4Z/3i0E7eyIPQIpJWZNRYfwUN2SDCSd14tixkAybkx1i4FSOBglrx+xZU+g9h2LOAVxFW1sbE4/thjTS4hZOvqAaRTfPprm+noMC2ojGv96vYpdB5JBAxsDUd5fu4+ffn42ry7ezebdjeT4nJwztR8twTg5WU5K8txHdCcyTUmh38lv7p3Hu6v3sXVPE32LvFw4fSDZHh3d4SCo+DAcbUGCLchkZdOOEOAWMZR4K0ZrI5ovB8vpJyLdtvmmjc0xYFmSsKOI/Bu+j4i1gplAuP3EFQ9BIznBc6oGuhHCbK5FOFwIXz5RPFx/TjlzJ/bhlUW7icQSzJnQh0Glfj5+3jBmjW3l3VX7iMVNZo0vY3j/XP701DrMNOJqLGbg0x0d/04kTGaMKeWJt9MH5pw1thSHpiBt90WbMxBVSj550QjOndqfVxfvIpYwmT6qhJGD8vC6NFQpO335EobVkQUxHbVNEcpL/UjT4vPXjuMvz65n1ZakULqvNsjQfjlU7G3udJ4QMKxfzlE3PVQp+fw149m4q5EXF+1KjutxpZw9qRRFtn2uU9oVuEUEJRbACDajZeVhObKISGeXCjNSQtDy4L/0S+QmQsh4BOH0YmhegnYWpR6DbKmBWCgleK/PKXDqvUuEyPOq7KhLbprqI+cTW/QIiW3v4xgx7zT3zMbG5lRgf8V6EQkTTDWL/6zez3ur0mdM8Lh0KqsDDCrz06fIR0swxmOvb2HEgDzmjCtDWEdfGElL4lTgshn9uXh6fxQBpmEhjjPdLSQnkT4Rov75XxOv2t5R7igaQMFVXyMosmxBxsbmGOhIQ6u7QCclDa1XjRFc+hT1a96iXRxV3FkUXvN1yOpLn1w3d10xCimT1iwWErfTS1Guh8kjihEkQ1jcdf/bpHtFKAK87s6BS/0enQumD+CNZXtSy70ObrpgOGkbs7E5Q1ClpH++h7uvHosl2y1QLEyzsxADyTgzfq+DQCietr2BpX6stjGhSsndV40lkrAIRxP4PQ4mDi/k//60iFg81WfnpgtHHPOCVpWSiUPyGTMoD0tKnG2p5g8fikIIfLRS/8wviNceHL/O0nLyr7iXIN4uF2QipgMUB7hyk4W2a1KPwqypAERHWuuqFqPXuShBUoyJJiQtEYuc3DLUslHEVzyNPniaHR/JxqYH0rvk5l6IqikYgCGT/2+ZFlfPK0dNE2jXoSlcMH0AIwfmE4ubLFp3gO17W7jryrHcdslIFHl8CyPDsJCmhXmEnb6j4VISNL765xQhBiBeu4f65x/ALaIn3LaNjQ1omiBWsZTgmjc51ErNirRS+/gPcFtBQGJZEDctDEsiJCiWhY5ER6KRdLU4a3z6QOFnT+6HS+88qVak5PpzyrnvjulMGFpIed8cbrxgOL/4n7PwOlRkWxYZKQSGBEW1P1k2Zw6qqpCwJLG4hbAkibiZ0cUXwKUp3HjB8LR1/YuzKMh2pQgcQko8mqDA58ChQL5X59dfmscVc4cwpG8200aV8JPPzeaciX0Qx+gKDEn3JaUt5lym77dbRKl//oEUIQYgVrWdxlf/hEtJHPP1bGwAzJodiKyCjuQRvVmMgeT9A+gj5yHjEWKrnz+d3bKxsTlF2JYxPRQhwEDw/toDvLm8EsuSzJ/cl/kT+2JZkq/fMoX/9+ImqhqSAT37F2fxP9dPwK0JpCU5Z1If5owvQxECBXnMMV26GjURIrpnQ9q6ePVOlEQI1I8+u4ONTU/BaYWpW/Js2jppxIlVbiBSNp1/v76Jir1NFOS4ue6cofQv8iEOWRkKS3LLxSPxuDTeWr4Xw7TQ2wTeq+YNyWjlokjJoGIf91w/HsuS6KrANCxM08ISgh0HWnnmve00t8YYU57PlXOH4NEV5Gl6J9nYHA1FEcQseH15JQvX7EdTFS6c3p/po0vQkBktRkzTYuqIIhIfG81/39xKKGogBEwdWcwdl49JnpvhmlIIqltiPPXONvL8bi6ZNZARA/LwOBTkEQSgE77HRJB49c60ddE9G8lNhEDJ6fLr2vRczJqKDqsY05LUthqMLHUc5ayeR45bQVWSYszIUifC7UcbOovE+jfQh85Gze93urtoY2PThdhiTA8lIQU/+n/Lqaxp7Sh77PWtvLW8ks9ePY5/vbKZK+YNITcrKWQU53nI9+kkEskFk2lYSbMpKTv5iX+UyHjkiPVWLASevI+oNzY2PQ8hLcxQc8b6RP0+/r7Sy5qtyWChtU0Rvv/gMm68YBjnT+6XErVTsSxuOGcoV8wZQixh4tRVXPrR474kxd6kdY3ZFiRUCsFz7+/kpQ92dRxX1RBiwapkXKt8r+O0icQ2NkciZsG3/rKI+uaDlpv/eGEj76zcyzdunYp2BJddRUrmjStl2qhionETh6bg0hWEzCziKIpgzY5GfvvfNR1lry9NWqz87ycmM2pADlYXCzJWLHzEepmIchqyYNucoch4GKvpAHr/cQDUB01Mq/dlUoLkeM71qB0BjAG0wVMx928kuvAhPFd8xw7ma2PTg7BHcw9EVRXW72hIEWLaqW2KsGlXMnPSX575kJ/+cwU//ecKfvjQMiKJ7rewES5vMhhFBhR31kfYGxubnoclVLTc0oz18dxBnVLVA/z3zW3E0izwLNPCqYDfqeJUOOEAvKGYmSLEdPTHsPjrM+s5DRl2bWyOiqoqvL1yb4oQ087OAwG2VTahHsXdzjQtHCI5hlyqACuzEAMQMyV/ffbDtHV/evpDYqdgsBzx2ysUhNPT5de06bmYtTsBiZKbzArW7qKT3wvFGIA8r8KB5oNijFBU9HEXYdXtJrHh9dPYMxsbm67GFmN6IKaUvLNqb8b65RurGVtekFLW0BIlFO1+Pt4J1Yt31Flp69xDp2Bo3o+4RzY2PYuY8JAz/6a0dao3mxZ3H6obOu+CWxL2VAdQ0sSfOllUVWHjroaM9dv2NhM/iVhUNjaniphp8f5h6awP5a0Ve08glP2RaQnFicbTR7MNRhK0Rrr+225oXtxDp6St8446i4RqizE2x45ZXQEON8KbDM5c1Wzg1AReZ9d/X84E8r0qVYeIMQBqbh/UQZOJLX8asynzO8bGxubMwhZjeiJCoKqZP2CqKtKa9wtxej966S4fM1X8c2/CN+4cUNp2SISCd9RZ5Jz3aaJm5wwtNjY2x45pWojiEeRdeCfKIbvZjpLBFN74fX7zwp6M52qq0qUZUw4lXZBxG5vujuAo319FJFOSZTr/BH72R/t2iyNd8ASJmjo55306uVnSbr2qqPjGnYN/7k3E7JTTNseBWbMdJaes47dc3Ra893TPS08X+T6V1phFazR100EfMRfhySH69l+QZvfbQLWxsTl+7K9lD0SRkotnDOTDivq09WeN78OS9VUpZSX5HjxODbp8z+7ICAFuEUOJBzBaG9Gy8rCcfiKWs2ORFzRduGbfTNaMq5DxCMLhIqF6CZq903zVxqYr0BUTp4xgttSCELiGTKFk0ASsWAih6pialyAunI7040xTBX2LfKcktbxpWowenJ+xfmx5fjJVrx0zxqab4dQEF0zvz0Mvbkpbf8msgWl/ty4lgWaGMJpqUd1Z4MkmKrxHzL7Ujt/rwOvWCaWxgMnJcpLlOTVTvaDpwj3vdvxnXY+MRxEONwnVY3+bbY4LaVmYtTvQBk/rKDvQYpDn7b37xfm+5Bg60JxgeMnB4EtC1XFMvIzYokeILXsC16ybT1cXbWxsughbjOmBWJakvE8248sLWLc9VZAp75tNWYGX7fuaO8p0TeGLH5+IUxXHNPHrKoQAnwhR/9wviVcfjA3hKBlMwZVfIYi3Q5CJmSoxssDR5qee3iLbxsbmGHAqCazdK6h68yEwk6bQQnOQf9FdyL7jiVsaWKAqki9cP55v/XlxJzeIz109DociOFWmMS5N4RMXjeDR17aklHtdGndePhZFftTSsY3N0TEMi5ljSnl35T52VQVS6iaPKKJ/cVYny1SfGqXlnX8S3rqko0zNyqPoum8SdhQeNVC1U4V7b5jITx5enqLzqIrg3hsm4lBFlwfwbSf5bfaDw58ssL/NNseJ1bwfElGUvD4ASCmpbjGYNsh1mnt2+sj1qCgi6a51qBgDoGQXo488m8SGN1FLhqEPnnqaemljY9MV2GJMD0VF8j/XjWdXVYDXluzBkpLzp/VnaL8cIjGDc6f240BdiGH9c7hg+gA8uoJ5goE2TxSXiNPw4u9ShBhIpqxuePH3ZF/+ZSJm70traGNzKhFCoAVrqH7tbynl0ohT/9LvKbntZyScxUiZFHbzvQ5+/aV5vLd6Hxt3NlCS7+GS2YPI9uin1DJFSMnZE/swdkgBL7y/k6bWKBOGFTJvQh+cGVwtbWy6AxqS/7t1Klv2NPH2yr1oquDimQMZUJKFeph46dAguPLlFCEGwGxtpObxH1B8y/0EOXL8FcuUDC7J4jf3zueVxbvYU93KoLJsLpk1AK9DPWVCjI1NV2BWbwehoOQkA8k3hS1ihqTA13strFRFkO9V2X9Y3JiO+oGTsBr3EX3vHyi5fVDbUoLb2NicedhiTA9GlZJhZX6GXTsOCShITFOS5VC55cLhGKZEUwWmYSFPw8JGNULE9m9NWxfbvwU1EQLFFmNsbLoSh2rQsvTZjPWty1/EPf8OYkbSV9+yJE4FLp3Rnwun9UdVwDSsj8RFSEhJkd/BnZePwrIkmiIwDMsWYmy6NVImBZnxg/MYOzgvGbFFyrS/W4cZonHNG2nbscIBzIZ9iLzhR3cHlBKfQ+HG84ae9m+7jc3xYNZsR2QXI9RkDMD2wLW9NZNSO/k+lX1N6ePCCCHQx1+MtehRIq//Bu9V9yGcdkILG5szkd7rkNlLsCyJZVpI08I0JUIIVE3BbFvYmF2UkURRBJquoOnHHnBNxiMnVW9jY3P8KKaB0VyTsd5orkZYnSeAhmEhpEQRybHeVVmUVE0BRUn+Nw1SgtUm/hh2BiWbMwiz7dtrmZkFRGkmkIlYxjaM5prjGmuWKVEVkfzGZxhTXYUQAk1Xu/R9YNP7MGsqUHIOWnYcaEmgKeB39+4lSoEvaRmTSYgVmgPHlKuQkVYib/4RaaW3orGxsene2JYxPRBFVYgaFtG4iUtXcekKlmlhCkFNY4SXFu0iFEkwc2wpU0YU4Wj73kkpjzv8gxCQQLBzXwvvrtqHrilcOH0AZYVePDKCaoSRlgkOD4bq6zhP0xRUbza+cWcT3r4KKxw4vGWE04eNjc3RURSBiyhKPEysth6X5iaietLGgLJUB47iwSgON87SIViJGOGKlViRVgAcJUOwFAccpnuYQnCgIczrS3djWZJzpvRjUKm/k9vFsXdaEIqZvLpwJ5XVrQzuk80F0/vjdaj2br5Nz0BRiCZM4oaFy6Hi0pLf4hRUB4o7q2P8HY5e1J+IdWwipNU2Rl9etItw1GD2+FImDUt+47vamkzVBGosQKS5FUvRMDQvDq8P7QTmEQAOXSAsA0voJGzRtddgRQLIQC1K+YyOsqpmg3xf782k1E5hlko0IWkMmeT70i/XFG8ujslXEl/2BLEP/oVzzu29/rnZ2Jxp2GJMD8MSgmcX7OC1pXtIGBaaqnDe1H5cc85Qnn9vBy8tPhifZXdVCx6XRlmBl321QYpy3RTlenCqHHMgXwOFnz+ygu37WjrK9lQH+MH1A2l+56/Eq3YAoHpzyDv/dswhk3HLINEdq2nYuhTF6SH//NsxWupoeu8/tIfk9IyYjqF57GCANjZHQVUE7lgN9S/9gURdZbIsK4+8i+5CzS8nbqWaeicshdyzriW0eRGRPRtRXB4KLriDRHM1Te8/hW/yxQQP22CzhODBFzaydGN1R9nSDdWMGJDLV26adNyCjKIKdlQF+fHDyzsWiRt2NvDyol3c9+kZDChMLyTZ2JwJtG9SPPziRpZuqMKS4HZqXHvOUOZNKEM5ZLzEVC/Zs66h6e2HO7Wj5ZYS1vOImcksTUdyDbSE4L9vV/Dm8sqOsvU76inMdfOju2ahd+H9udQ44Y3v07L0aWQsDIBjwDis2bdi+QsR8tjFFIdi4Ig10rr0NYzmGpz9RpE1Zi5h4ce0Rdkej1ldAYCa26ej7EBzMq11b6cwK7lE29tkZBRjANSC/ujjLiSx7hVEVhHOiZd9VF20sbHpAmwxpiehtE3Glh2cjBmmxWtL99AaTlCUdzAIoMel8ZWbJ/P/XtzInuqDO3J5fhff+/QM/C71qDtpmqawaF1VihADcO/HBhB85gdYkWBHmRlqpv7FP9Dnjl9Q858fYrY2dNSFty3HN+5scmZfTfPiZ/GOnot/zg0ETfvnaWNzNDwyQNW/v4uMRzvKzNZG6p68n5Jbf0LCVZqyU+2VrVQ99j3M1saOsvDW5WRNOI+y2+8nqmanWMUoimBndWuKENPOlj1NLN9Uw/yJZcSix24iHTMkv/7P6k7vGNNKlv/s82fZHyebMxYDwS8eXUXF3uaOskjM4JFXNyMEnDuxT0fAfMOQeIbNIicRpWXJsx0uS45+ozFn3sqX//4hgVCcT18+mukjixFphE8hoKk1liLEtFPXFOGFhTu57uwhXXJvuq6Q2L6S0IJHUsrjez5Eb/0lXPoNXL7cY0oIoCsmVK6m6pU/dZRFKzcSWP4iJTf/gLCr2I4P1cMxayoQ7myEO5mNS0rJgRaDKQN6byaldnxOgVsX7GtMMKHfkZ+H1m8sMtxCfMVTKN5c9GGzP6Je2tjYnCy92yGzhxEzJG+v2Ju2btGHBxg7JL/j3xfPHMhzC3akCDEAjYEoP3xoGfFj2NiKGkmh51AGlvpxN2xNEWLa8Y6cRfOSZ1OEmHaCH76LZ+gUSu/8HZ45txA07Q+xjc3R0DSF8JYlKULMQSQt7z+BUzkokjg1i5bFT6UIMe20rn0LKSUJ6zATZyF4ZdHujH14c3klrdHjM2FrjSQIRtIHJmxqjRGMpq+zsTkTaAnGU4SYQ3n6nQoih7nhhE0H6piLKPnUryj45P2Iq3/CsqKr+cY/t9LcGsOyJH97bgONwTjpPBB0XeW9Nfsz9uedVXuJd5GlmdMK0frBE2nrEo1VEKghcYxuVS4ZoeGwrG4AMhGl4dU/4STde82mJ2FWb0M5JBNQc8QimpDk9+JMSu0IISjM0qhsPLbvoTZsNmq/cUQXPIixb8Mp7p2NjU1XYYsxPYhgJHHEXaRo3MSpK7gcKiMH5bF2W13a4+qaIzQHMwcUbEdTBZ+9qB+//dRQfnPHCG6/YCDl/XLQarelPd4zZCKhzUvS1gEENy8lpmcTNe2fpY3NsaBiEtu7KWN9vGYnGga6riIE6FaU0MYPMh4f3rKELCWETwRxagffJXEjs9iSMKxkcN/jcFM/2m63vRtucyahqgoOh4qmJQPZ7qtLH/8FIBQ1iMU7j6e4Aa0ii5++WMM9/9jCw2/u6SRYvvjBThQl/ffROMIYTVqpnPyYcqomihHFDDVnPMaq39PRxyO9E4QQJBr2QYago/Ga3ahG+GS6a9PNkUY8+Xs5zEUJ6NVprQ+lMEulsvHYrE6FEOhjL0ApHEjkjd9j1u85+kk2NjannTNy1btr1y7uuOMOJkyYwMyZM/nRj35ENGrvoLgcmT9eowbmMLZE8Jub+/DA9YWMyDO5eGppxuNbw+l34NpxKAaumvXkLvwFPPcdxLPfZFrVf7lxVgFWdoZ2hUgG882ANO3dcBub48ESKlpeWcZ6zV9AxYEgTy/YQX1r2/g6QjwHGQvR9NpfaX7zH+it+/AGd+Fq3s7XrhzA/HFFac+ZPKIIVRHHFTTQ73VkfF953TpZ7q6McGFjc2pQFEECWLOjnn+/WcEHG2qImpKCbHfGc1RF4NDT//ZNU9IQyDyXqW+OYKRxU0okLOZM7JvxvFnjSnGoJzfdy1KjRBb+k0T9XoSe2XLVXdwfH2G88RpcTRX4rCbcSrzTcUKANI+8yDxqOm+bMxqzbhdYJkp+v46yA83JTErZvTyTUjvFfpXGkEkwemzWZkJRcUy6AuHLI/Lqr7Ba02+62tjYdB/OOLf8QCDArbfeSllZGb/73e9obGzkpz/9Kc3Nzfzyl7883d07rXgcKsMH5LJ1T1NK+fQRBdw5Q6fp0a93BNtrEApXTLmSAZeM4y+v7OzUVmGOJ2NGBEURaIF91DyT+rzj+7diPv09Cm74LtHlz8Bhwkt07yY8Q6cQ3rosff9HzCJyhN09GxubVBIJC9/482hd+Srpdr7l+Mv53fPbqWkM89zCnXzt46MZWj6JSMXKtO25BozBMgycpYOpfvxHB1Puqho3zb6R0rx+/Oe9fR3H52Y5mT2+DInkGD0TktfRBHdeMYbfP7muU93nrh6HUxNYdgBfm26MoggCUZNv/WURreGDGwkOTeGBL80jx+dMa2E6Z0IfXLqCTBNTxaEpjBiQS1V9KO01Rw/OR2tLW30oUkqKc91MHF7Emq21KXVet8715w3DMi2UE0x17VbiNL78B6KVG8CM4xs7j9bVr3c6Ti/ohy+/iJrHv4/RVNVR7ho0ntyLPpfifmxZEr2wPyBI9+7SckuQuqdTVjebnoNZvQ00JyKroKPsQLNBgZ1JqYNif3KZVtmYYFSZ85jOEZoD59RriC16lPArv8J75XcQTu+p7KaNjc1JcMZJz48//jiBQIA//elPzJ07lyuvvJJvf/vbvPjii+zYseN0d++0YkrJTReOoH9xVkeZIuD2c4oJvfTLDiEGAGkRW/EM47MbKStIfUlPHlGE15nZysZJjOZ3H0lbZ4aaMVrqKbr2G4ftnglQneTNvxHh9HQ6z10+GXyFJ5QS08amNxN3ZFNw5b0IzXGwUCg4plzJ2iY/NY0Hx/0fn9+Kb85NCEfnnXv3kIkYrY14h0+j4bV/HBRiAEyDyMJHuHCYypA+2eT5XVw0cyD/+8kpCMFx77pbpmRCeQE/vXs2E4cVUZTrZsrIIn7+hTmM7J9jCzE23R5Dwq8eW5UixADEDYvfP7mW7905g9ys1MXTmMH53Hzh8LRCDIBlWlw9vxxN7bwQdTlUzpncDzND2mdVSu6+eiz3XD+BgaV+ivM8XD5nEL+6Zw6eExRhOtqOB5JCDBDauhz3gDG4yyelHKN4/BRd/VVqnrw/RYgBiO5aR2DhYzjV1L4nFA/Zs6/tfEGhkH/RXcRE57mCTc+hPV6MEAd/n/ubDDtezCHkehQcmmBPw/FZjgunF8e065DhFsKv/+6oVmg2NjanjzPOMmbhwoXMnDmTvLy8jrILL7yQb37zmyxYsIAhQ7omY8CZhqIIdu0P8Ken13HThSPI8Tmpb44wqE82+p43iGVyD1rzPNfM+hS/f2EHmqpw7tR+XHv20COmplQxiFXvylgf27oY9/w7KPnUrzBbapCJKFp+XyzNi57jp/S2n9G68hUi21ehuDxkTbkUvf9YQuaxqf42NjYHiZsqeslYSu54ALOlBswEAa2AF1fW8dKy1HEajhr86/0G7rj957SueInIjjUoLi++sfNQXR7COz8kXr2TTPElYiuf45s3f4G6oERRBE2tMYaU+VNS9R4rQkpKsl184dqxGJZEUxSEtGzXBJszglDM6BQAv52kdark/rvPoiEQoSkQo6zQS5ZbP+pY8TlVfvTZWfzpqQ+prEm2P6RvNv9zzXjcmjhiPCVVSiYPLWDs4HwkEqemYBrWScVgEkJgNNccLJAWtS/8lpxZV+GfdCFGoB49vw8iqxgz3Jh67CGENn2Af/Z1xDi4WRSzNNxjz6eoz7COwOKOsnKyZ15DzJF3TBmZbM5MpGVhVm9HGzS5o8xqy6Q0Y5CdwKEdIQTFWSq7Gzq7+h0NxZeHY+rVxJc+TnTh/0M77zOnoIc2NjYnyxknxuzYsYNrrrkmpczhcNC/f/9ebxkTiiRoCcb589Mf4tAUfB4HU4YXcp2WPsMSQKKljlmjCykv74tTV3FpCtZRJkAWAi0rHyOQ3hdVyyvDMCEqvYjswYAgKiUaCl6hEFGzcUy/Hs+UK5BCEBdu4vaky8bmhElYggQ+tDw/mkPj/r8sZteBQNpjK/YHaBHDcM+4Ec/UK9EwqH3m5yTq9uKfeinxIwitRnMtWaqJz+NEVRSKsp0nZcUipQTZ9iGyrC4IMWpj89FgHOWbFQgl8Ds1SnNclOW6sSyJQCJUBdOSSXejNG1IKylSfvdT04jETYQAl66iiWMLbG2aFu12BZmsaI4HKSWqN+ewixg0v/8kCAXFnUXxJ35EGA96YPsRGrKS1nZ6VkpxxHKg5A3Df9lXUaSBqTgIWeqRQlvZ9ACspn2QiKTEi2kImsQNSUGWbRlzKCXZGhW1xy/GAKh5fdHHXUxi7UvECvrCOdd3ce9sbGxOljNOjAkEAvj9/k7lfr+flpaWk2pbOwFTXrXNPF89yeB4XUF53xyKct1cPGsQZQVehBA0B2OYsaGwdXnacxyFAxCqg1zPwYCZR/MrNxQf/llX0ZgmJSVCwTN8BhHkYc9TpDwr04S46mmrObFn35PpTr+r08nx/i56+3NTVQVdV/ns1eNoCsSIJUzeXlHJh9vrO46ZOKyQ15fuYfzQQsoKvHhFDMXpA8BorsFR1I9ohgxNjuJBCN2JXz346VC07uXbb/8GTt39d/f39Ef5t/e5HXhcGuFoZ/N/RUBhrjvleUkhqG2J8vyCHdQ1Rxg5KI+LZgzE51RJ55/rABzu1Cmaohz7WFMUQThuETdMdE3B41BR2uJwHO/zEb481Kx8zNaG1App4eo7DEv3oEiBnlucuQ3NgeJ0oWXKBoUTcLb177i612Wcae+OYx2P3fG+jNoKUNSkVVVbv6pakhbcxX49Y9awE6W9ueR/u89zOBZKc3RW7I4SiElyPcc/ONQBYyHcSGTJE4T7DUEtHnUKenlm0B3Hgo3NGSfGZEJKeVIBvxRFkJt74gGu/P7M2RM+KhQ9xt3XjuefL2/q2BUfNSiPs66bTv2KZ5DxSKdz8s6+CXduLsd754mhU3DklZJo2E9w4/vE9m1FaA6KrvkqjtwiXFrmbCjd4VmdKfTmZ3UyY7I3PDcpZTLFrGUidBeq20djS4T/vLyJN5buIW5Y+L0OPjZnMJNGFPHwS5vI9jkYM7iA7/1jKU++s52rzy7nunOGUnTFPVT/9yeEt6+m5OPfpHXtO52zmwmF3LOuxZmdfVru93jpDb+BI9HV93+y38iPko/ib59lWtx66Sj+/PSHneounzuEPL8Ljyv5HYzGDN5cvoe/Pbeh45iKvc28tng39//PWQztl9ulfWtujfLasj088+52wlEDt1PjY3MGcdnswcDRn48RbE6+VzQd1eMHvJTe+G2q/vNDzNbGjuMcpeXkX/Bp9OwcvIDhyMdRWk68qrOFjH/qJTiyC444N+gunAnvjhMZj93pvmrqtuPI74M/56ClVF04gsehUJjrOmUBfF0ux9EP6mYMKVGBVqqDkv7FJ+bC5Zt6Pk3hRmqe+zV9PvVzHPmZszD2BrrTWLCxEfIMc9CfOXMm11xzDV/96ldTyi+99FImTJjAj3/84xNq1zQtAoHOYsXRUFUFv99NIBA57f7NLRGDe3+zAOMwt4Gxg3P55hVlNL30OxIN+4FksL388+9A9BlDgmOfHGkYqKEamt97lOi+raiebLKnXYp78ESk6iCu+TCt9B/R7vSsujs9/VkdyyTyRMZkT39u7bhFlOj25QSWPI8RasJZOpTccz7Jm9tM/vFKRafjrz93GC6nSnnfHP78zIcp2Vp+/5X55Hg0nFYEGW7EioZQdZ26l/7UEf9B9eWSf/FnkYVDMbq5ht9bfgOZOJH7P1Xj8aPmo/7bGxK272/hkVe3sLemlcJcNx8/dxgThxeiH/IZDCcs7v7Fu2ndjAaW+vnO7dPQu2ijVgrBMwt28vzCzm7b503tx51XjsWIG2mfj4sYiX3rafngSRLNdTiK+pE7/xOQNwBDceIwg1it9ZiBBvS8UqQnhxgHFzVCgNsK0fjG34nsWJ0sU3WyJl+Ed8plROneC6Du8u7o6vHYXe6rHSklLQ9/Aa3vaJyj5neU//ndRmoCCW6YltPl11SUpBATjcaPK/Nfd+Gv7zUys9zD9VNPfDNEmHEi7/8LqehkXfu9I6ao76mc6Fg4UzYibM5MuvesOg1DhgzpFBsmHo9TWVnZKZbM8WKchH+1aVondf7JIlTBU+9WdBJihACP20GdUkjeNd9BTYQQmCjOLKLCg2FIjjV3pKoKlJZKqh/7Pu0BPs3WBhrf/heefVvxnXMHsbgkU/DPdg59VoqSdF+SUp7W59ddOd2/q9PNid57T3huiiLQNBUpJYmE2TFWHMRpfvdfhDd90HFsbN9mqv/1LeZf9028H5/IY29soa7p4ET9xQ928u1PTeMH/1hGLJEazHvNtjrmjy8laDrBWYriFgghyL/h+4h4MOlC4fQSFV7M43hfnG56wm/gZDgV93+mPM+P8m8/vE823719GhYgkLg0BcOwaHdeUhTBrgOBjPFedlcFCMcMvF2kxsQseHnRzrR1b6/cy3XnDsOtiU7Px6mahNa8TGDpcx1lRlMNgWXPkzX9cqzcoQRNN8LbD+HrT8ySJG/SSnlXtVpu/Bd+nuxEECseRTg9JDQfYUvBOkNWwWfKu+N4+9hd7stqrkZGAojcPikL4r2NccpytFP0O0mOL8vijPkdHkpJtkZFTeykxDRVdZAz9+PUv/o3gu88hOucu3ptCvHuMhZsbOBMc5wE5s6dy9KlS2lqauooe/PNN4nH48ybN+809uz0kjAlm3c1ppTNGlXAnz83hs8O3Yd7xT9p3b6WfU0G3/7vPhbvjJI4yntICIFTB6dmoaoKThmh8Y1/kE5sCW9dhhpLjdmjqApm238Pf98LIfApERwNW0gs/Tdy0+v4ZAsOJUPWJxubXkLH2KjbRGzhg8gtb+NXgnjNBsw1zxLf+j7+sXNxDRx72JmSlrceIkeL8tmrxjGkz8EdtEjMoDWU6CTEACnZizRNxUAQjJk0my4CeiERZxEhy4Npp5u2selEMmCuREeikX6BfKIGyKqqIIXAEqDqClFT0hwxiFl0xNk4nGAk0WlT5mA/oDkYS1unW2ECy15I/kPRyDvvNgou+RxabinR7WtwR6txKXGkPBhI+PB3lbn6WbxGI1XNUR5fXMcji5v54t828v2H19AaM1HTpOy26X0YVVsAgZLbt6MsZkhqW00KfWfcHvFHQp8cjT0NCRIn+R3Wswtxjr8YY8dSElsWdFHvbGxsToYz7q13ww038Oijj3L33Xdz991309DQwP3338/HPvaxXpvW2lIUtuxuJDfLRW3bbvjEoXncOgmi//0GsY60BAtwe3P48mX/xzce2ci9N0xkULEv7Y6dR4khWw4QXP0qMh7DM3oOet/hmOH0GVoAonu3oJYXY1qSQNTguQVb2V3VSt8iH1fNG0K+/2Dqap8IUffED0k0VnWUNb/3GAWX34OjbDxx64zTCW1sugSfEqLuiR9jhpopuOgzmKEWGt/4B0LV8I2ZixlqofqZX1F0yeeQiTix/Vs7zjWaqsh2mHzr36v4+ien8L1/LAWSFnKZFkIThhViGBaWUNheFeCF93fS3Bpj+IBc5k7sQ5bHgd+pnlR6XBub3oplSQaVZaMISDeE+hVn4XJ0DuJrCsG67fW8tmQPhmUxc2wpA0r8/PHJdQQjcS6YPoCr55ejHLbL79SPHODT7ew87RMCzOZa2lMYFV5yF8FNi4jsXNtxTGDly2RNvRT35CuIWMm4G+3vqnb3Z6E50POKKdJdXBxbAFJy2QVzqRJF/ODBZfzos7OOwynapqdiVm1B5JQg9INzwqrmBFJCoZ1JKS19czVMC3bVxxlW7Dz6CUdA7zsKo34PscX/Ri0uR83re/STbGxsThlnnBjj9/v55z//yY9+9CO+8IUv4HK5uOyyyzrFkOktSEXw0Eub2Lm/mWvOHsrWyqTF0CfmlhB78bscnh/SDDWjLvkXV828mn++splv3zq1k3mUW4kR/OAxQhsOquaRXevQ88oo+tj/UP3E/Z3aBVCcHqQiqDgQ4CcPL++YeO6uCvDBugN89eZJzPa70BWTlvefSBFi2u6G+hd/T+mdvyVOVqf2bWx6Og5NElj8LImG/RRf+3UaF/yHRF1lR324YiWe8snkn30zda/+haKPfYGap39xSAsChEokZrBpVyOjBuWxaVcjE4cV4dAUzp/Wn/fX7icaT1rIXDJzIF6nhgReXbqbp989GHhzd1WA91bv4+ufnIKz0GcvomxsThCnJrj5ohE88uqWlHJNVfj8tePQDxNqTCH41WNr2LLnoLXrjn0tlOZ7uefjE/jBg8t4ZfFuhIBr55UjDxFkPE6VIX2y2bG/c3bJsgIvOT4nmKkWclKC0JMCi6NoAGa4NUWIaad1xct4hk1H+PqjqwffVe0UXHQnreveTc3GtmMNpWXD+Z/LbmPLnkYmDM7vFnFLbE4PUkrMA1tQS4allO9tSjr25ftsMSYdBVkqLk2wrebkxRgAfdQ5WI37ib71JzxXfw+hnXmBjW1segpnpPnBoEGDePDBB1m7di1Lly7l29/+Ni5X7wtEBRBNWCxZf4DqhjCRmMH50/qT7XPgjtQijXjac+J7NzJhgJs91YFO0R+EABGsTRFi2kk0HiC8ez3uwRM6NyoUHGXDCMdNfvfE2rQ7gH986kMaAzE0I0xo4wedDwCQFrHKjXbaOZteicOKEFr/Hq7+o4gdqEgRYtoJb1+F4vSgOFxY8QiK09NR5xw4jhU7k8F5d1W1UJLvpW+Rj+vOHcrDL28iHDP45m3TuHp+Od/51HSunj8ERUqihpUixLQTi5v8981tVDWEun1aYxubboslmTehDz+6ayYThxfSvziLC6b359f3zqU425VidaYogu37WlKEmHaqGkJs3NnAuPICAF5fuofoYW5RKvCVmydTlJsaLDfP7+Lrt0xJaxkDoHjzUVxevCNnEkzz/W8nuOo1HNrBd1U7el4ZVjyaKsS0kTiwlaLobmoawrarUi9HBmqQ4WaU/P4p5XsbE+R7VXT795EWRQjKcjW2Vqef1x8vQtVxTPwYVqCW2LL/dkmbNjY2J8YZZxljk0owkuiwbn7oxY1cMXcwX/vEZFytm0gc6UTLpCDHDUiEAIdioVpRFIeL1sVvZTwttPF9cuff3JEpIYmg4LL/IaZ4CAYNAqHOHwtdSwbpbQrEyPJaYBmdjunoWiTQKcaMjU1PRYhDPBSkhTQTeIZOIbD6jYznhLYuxz14IlYsktzRjoVRfbl4593CkKooN8zvj6W5mD66mNGD8/npP1cQCMXZdSDAkvVVfP/OGQws8pFImKiqwqaKuozX2lrZhCLEUcJy29jYHAlFSvrkefjCNeMxLQtdFVimRB6+cyEEbyzfk7GdJeurOH/6AD7cXo+qKkTjBk7XwamclBKfU+Ebt0xlX12Q6oYQRbkeNFXhJw+v4LbLRjFmYOdU2hHhofCqr5Ko24MVDWe8vhltRVhWx7uqHU/5ZEKbl2Q8T2x5h0mzP4+CxCOS7tQJ1U0i81TApgdiHNgCQkE5zDVmb2PCdlE6CgPydN6vCBM3JA7t5CfJir8QfeR8EhvfQus/Hq3fuC7opY2NzfFiizFnOJ7DdrmeX7iTlxfv5o93jsh4jpqVT11YcN05Q/E6BHq0gZaFTxHdswHf6LnIRGblXRoGzr4jKLj8S0R2rEbLLsQz6izimp+EpYJInVmNGZTDJ+aV4icIRoI8dxihOtAL+6fd9QdwDRhD2DZjtunBqKrEbYWxgo1II4aaU0xc8WBKB84+wxFCQZqZVynSNBBCwVE6BGf/cWgDxuIpHUTLwscoPlBBn6KB5M69gX8v3cGLSw+knGtZkj8+tY4f3jmTjqnvUeZ1Dl3ptVkXbGy6CiklSIkKWCcYiFMIQb98J7+5czSOWCO5xn5UUUBUuDHaYq2F4xbf/PMiNFUhz++iORjr2CT545PreOBLcztN/kwL4tkDcecWE6/fR3Bt+k0Zz/AZGEJDiOS7qiNmlaKkiDOd7t1MMLBAJ7j6OYLrFwAS76g5ZE28gBDpY9fZ9DzM/Zs6xYuxpGRfk8G0Qb3Twv1Y6ZenYViwvTbOqLKTd1UCUAdOwqzdQfS9B/Fe92OEy9cl7drY2Bw7thhzhuN2qIwYkMuWPQezSxmGxc5GSfmY+YQ3vNfpHP2sW6hsUpk/sQg9WEXVI9+CtoVfaMsScud+nNCW9DtcnhGziCo+zD4TcfWfgpSSYMLsyHbrc2tk+xy0BOPMHFnAbVMUYq//kEQsudNWo6jknnsb+ed/KiVFdjvO/qOQnvx0IWlsbHoEuiLRm3ZS8+yvsNrGBUIhe+aVaBMuJve82wksfRZP+WRaV7+etg1P+SQSLXUkPEUEJtyAf/9Sqh86GDcrvvtDanav57JL7mXTPj879qUG3q5uCBOJG/gcKqZpMWpQXsb+jhiYS47PiZEmE5ONjU0XIyUXTh/Amq3prdU+e9kQSppWE/7gPyQsg1pA6C4KLvsflOKRxC2VQCjeFhfKJBhJFUiCkQStoTi5ns5RoAxL0Gp5yJ5+BaFNHyDj0ZR6NSsf56CJBA0LS3GSe97tVD/yLbBMopUb8QydQuxARdp+e0fPoendfxPesrijLLDseUKbPqD45h/SiifteTY9ByklZtUW1D6jUsrrWk1ihqQoy16SHIkCn4rXKdhUFesyMUYIgWPcxUQXPkR00SO4z/1cl7RrY2Nz7NhBAM5wVCT33jAxJY3tVfPLqQrA7rILcM69Dc1fCELBWVZOwQ3fw9lvFPMmlOEmRuOb/69DiAEwWxsAcPYZ1ulaijsL//SPETcEpimJxw0Shy3QnKrgnusnoqmCT8wtIvrKA8jYISbPlknTmw8iFZWST/4QZ1nyOorLS/bs68i79B7CVtd8ZGxsuiMuq5WaJ356UIgBkBYti5/B3L8Jw1tC9qxr8I2eg+rL6XS+o3gQWvFgtmdP55M/WUiOEiG88NE0V5Ik3n+Ym84qSdsPIQRSCMKGpCUY4/rzOo95l0PljsvH4LJjONnYfCRYlmRIWXZagXTUwDwGOZsJL3wkxdVXJqLUPfsrHIlmgKNasR2pXlEFNXEPrqu/j7N8KggFVA332LMpuPH7VAZ1jDZTuriniNJbf4pr0DhiVTtxFA9Czyvt1KaWXYRn4LgUIaYds7WB8JZFaF3gdmHTvbGa9iEjAZT8ASnlexqSgmGx33ZTOhJCCAbm62zYnz49/Qm3685CH30exo5lJHau6NK2bWxsjo4tQ5/hSAkOBb5xyxT21YUIRRN4nBo/eHAZAMP753DF1C+Q7dXZ0hhjtLc/bqEiLIlKlNj+LZ3abHjjIQovuxsj0EDrureTqa2HT8c/6QIMS+JTgiQULzGz8+TJMiWDin386X/PQax5FiODiUvTWw+Re/W3yL78q6gYSARxxU3Q9h+36cHoukp4/eKMMZNaFj1F7rXDCTmKcXtNSj/xQ1rXvk1o8yKEqpM18XyUQZP5xfN7WLW1Dr/XQaxuX9rsZgBmayOFns51/UuS6XSffm8HryzZDcAN5w/jm7dN5fVle2gOxBgzJJ8LZwzE61AwDdtUzcbmo6J9k2Xz7iZeXbIbw7Q4Z0o/zhqZQ/DlX2c4SxJc8waOGTfh9+h43TqhSGe3odwsJ1kevVMq7XZihuR//7gICVw85XymXHY1loSXNzZT8mErKzdvp6Elyn13TMejq4QcxWRd9AVyZAKEQuHHv0t440KC698FKfGOnY9vzFwa33gwfbeFgowG8ZoBTDOB0JzEVK8dS6YHYu7bBIrWKV5MZWOCbLeC22GL/kdjYIHOxg9DNATNLs08pfYZhVm9jdgH/0ItG4HisjOa2th8VNhiTA9AStAV8Ht1du5vYfmm6o66rZXN/LyyuePflzVLLp01CKdCW+okpdNCTiai1D77APlXfJH8676DIg0SNTup/u+PMEMBpGXgG3cOWTOuJmim8fGVEq8uCDfv71zXhtFcizDjhKUHaEupZ6/3bHo4QpAxVhKA0VyDIi1UxUIEaqh76yG0nCL8Uy5BON3ofUZy338q2FKZTFtrmBaoR046LUXqhM2pq9xz/QR27G/pEGIAHn9zG9k+B7PHlfHpy8fg0RRM07KFGBub04AqJeMH5zG6Ldiurgp0M4TRUpvxnETDfpwYOFSNL318Aj/954qUzIaqIvjyTZNx6QqJeGe3Q1UVbNjZSCiaVEKe/mAfTx+S+DA3q5FPXDyS3z+xlvsfWcl3bpuGJiRRUwcOvoe0MReRN3IegmSQ3rhMIBOpLk8AKBpFV9xDZPcGDjz4FaQRRzjc+Kd9DO/YcwmZtpVsT8LYvxElry9CTV16VDbYwXuPlUH5OoqA9fuizB/h7bJ2hRA4xpxPdMFDxBY9arsr2dh8hNgydDdGUQSWEBgITMQR0z1bliTf62DWuFKqG0IZj6uqD7FxVwOqppJQ3HiGT8t4rKNoEAnhJF69HdXhJGf2tRRc/BmKr/oyZlM1zW/8DbeaPtivKRUcfTIHEXYUDsBUjryItLHpaViWxNF3ZMZ6R9EALKHhlkGsYAPZ0y7DPXAsjoK+JGr3UPPw17nn0n4oStIqLRw1CDvzEJojY3u5BfmcPbkvowblce3Z5fz+K/PJzXIihOCOy0czqMzfcXxLMM4ri3fz5rLKjmvY2NicHkzTQkiJkBLDsDAVB47igRmPd/YZhoWOtCRDSv385t75XDRjAJfPGcQPPjODP3ztbIb0ze6cwakNRVHYU92asf2m1hheV/K7Paa/jywZwNm4DXfrLnwihKYm2zUMSUS6CEsXCUMSlzq+yZd0ai97+mUEN31A65o3kEZyLiHjEVo+eILw6pdxqnZQ356CNA3Mqi0oBQNTy6Vkd0OCYr+9N3wsOHWFvrk6a/amETdPEuHyoY8+N+mutHv10U+wsbHpEuy3XzdFCsGeuhCPvraFPVUBivI83HDeMEYMyEXJYF5sWRKHIuhXlEVLsCHtMX2LsthX28rkoQXEpUrOvJuJ7duKGWxKOS7n7E+SUL24ZIhg9U7ql73YYUEjdCf5591GZPd61EQIlIMLQacqUa0o0lLQR86mZdGTnYIAAmTPu5GodHB4AF8bm56MYVhkDZlE88L/pMZSaiNn3k1ITces2UH9K3/GirYLqwLfuPnkn3sLrdsWMG3kSJZurCU3y0lVs8nkG79HfNtSWte/hxVOBusVDjf5l36esOrmtotHYFoSIQQHGsM88spmdu5voSDHzUUzB3LBdIW/Pbe+w3OhqiF01AxLNjY2Hy1xSyV79nVEKlZx+LdTaA68Y+bT2m7JJiVZToVrzxnKu6v28uv/rCEcM5g4rIibLxyOz6l2EmVM02JI32wyUZDjojUc565LBjHBXE/NP35xyLzARcEVX0QUDEtmVjwEy5JoJeW4B08ksnNNR7m7/2haljyX9lqBla9QOuECYmTO7qKqCg4rjEBiqG7itmtTt8WsqQAjjlo4MKW8ttUkmpCU2GLMMTO0SOfdrWFCMQuvs2v31NU+ozCrthB7/59opcMRzq6zvrGxsUmPbRnTDVFVwfpdjdz396VU7G0mbljsqw3yy8dW8/qySjjCjrUq4MYLhqet0zWFicML8bp0FEUgJYSEn6JP/Ji8iz+Lp3wyvvHnUXLbz9CGzyWBA6N+Ly1Ln09xZZKJGPWv/Z2scfOT7kYCVAWyaCG6+BHqH/s2TU//mOie9ZTd/nP0wv4d5yoeP4VX3ovpK7VTWdr0SsLCS8lN30cv6NdRprizKPjYPZjZfdETrdQ886tDhBgASfDDdzGjIbREkPJiF9fP6ctPrymkfPu/aXzul8Rqd1N0+RfIO+82cuffTOntvyDiKsKyJKZhoQrYureZb/15MVv2NBE3LA7Uh3joxY1s39fCZbMHd1xt/NCCjLvnNjY2pwcpIeEqoPDa/00J7q3lllB8431EFH/K8YYU/PzRVfz79a00tcaIxU2Wbqjiy79dSCBicHgc3/bgwX5veku7j501mNVbapiQ00J8xTOHzQui1D39C5xGIO25IdNF9gV3UfTxb+MZPgPPyNlH3ooxDWQ0mLHap0YR2xfQ9NQPqf/Pd4gvf5IsEbQt+rop5t714PQh/EUp5Xbw3uOnvNiBlLCm8hRYx7S5K8lElOjSx7u8fRsbm87YUnQ3JGpI/vH8hrR1T7+3nXOm9COTGG5ZkpI8N/dcP4EHX9jQ4ftdmOPmjsvH8MLCnXzmyjEdcSAsSxLEgzZoFp7BM5AohBIWWOBW4zQvejr9haRFaOtysqZcSgxwJxqp+tf/IRPJKO9mawMNL/8R97CpFF77DWQ8ApaF7vMTlh5iafzVbWx6A6YJYWcRedd+GyURRFomOH3EhBeEIFKxOCXD2aEEVr1G/oV3MCSaR2lwA7EXHjrYbmsj1bs+pPCKL6IMnEJrxIRDhlnMlPztufTvlXdWVvLdO2bw0qKdZHkcTBxaiGHHirGx6XbELRW1cBSFn/gpxFpBqODwEhVuTPOgvCGE4EB9iG2VTZ3aSBgWj7y2mbuvGtspkK9LU/jRXbP4+aMr2VebFEMcmsJlcwZjSRjT1wVrn0zfOWkRWv8u+pTrOmVaBAhZLpTcobjPG4ZAooRrjnivQk8fM8arRGl84dfE9m/tKGtd+TKhjQsoueWntGIHH+1uGHs/RC0c2CmT1676BDl28N7jwudU6JursXxXhLOGdn1KeOH2o4+cT2L96xjlM9EOS0VuY2PTtdhiTDckGDUIpsmCAEnxpLYpTL/8gy9gTVM6LF0SCRNhSSYPK2Do/5xFdUMYv8eBrim0RhLccflo3A4FM5G60DIMi+Ty72C5sAyMQF3GfhqBenB6cVoGze8+0iHEHEpk2wqyZ1xF2F2Gqiq4/V7MpswxbWxsegOWJQnjBNUJKm3DTuJwKMTq92U8z2xtQM8rY7TQqX4wXTpraHjt75TcPhxIviNUVRAzIRQz+Nw149i8u5HXl+4hFEmQn+1ixIBcTEtS3xxm6shiPnnxSFxtwXttbGy6H6YpCeEG3Z0saHt/HIquKyzdUE2e38WlswfRrzgLKSUNLVFeXrSL1VvrMKzOk0DTtPC7VO771HTCMYO4YSGl5JXFu3jm3e186+PDMFqS8wI9rwxH8UCseJTo7vVIM4HRsB/HEaLxW5Yk3mZ1pzqz0HJLMJqqOx3n7DsSU/emCMrQFkuvoTJFiOloOxIksOwFnLNuIm7YFjLdBSvUhNW4D33AxE51u+rilGTbS5HjZUSpg7c2hWkOm+R4ut6qSO0/HvPAZqILHsJ73Y8zCqM2NjYnj/0G7IZo6pEnEU49+eJVFIGXIJGK1UT3bkTL70fWqLOIqlkkDPA7NVylfl5fuocXP9hJLG7i0BQumD6AK+cNQbGOvNiyFB1H8SAiwTVp6519hhETLhxWK5GdazO2E6lYgTbpamSGWDc2NjZJTFPi7DuC4Jo309brhf2QqhMZbOwIeHk4ViyMFW0FhwcpBJsqW/j78xtoDCRNmscPLeQbt0zFCjVRRAParkVITcdbei5nDR9K1FJtIcbG5gxHSuhb5GXqqPE89vpWHnl1MwB9i3x84qIRLFybOduhZUlUIMupglNFURVuOH84V80rJ89tEd03Ft/IWZitTUT3bkbLLqDomq8S3r4KNbsIC4VOKkoaongovObr1P73h5itjR3lel4Z+Zd+nqDV2V1KUxVCG97L2GZ4yxJ8068iTtdbDNicGEblOhAKauGg1HJTUtmYYM4psO7o6QwvdvDuljBLdkS4eGzmuEonihACfdxFxBY8RGzF07hm3dTl17CxsUliizHdEI9To39xFpU1nbMaeN06uVlOFEXgSdRT/e/vHhJbYiktS56h6JqvI/OHYQLPLdjBy4t2dZwfNyx27Gsi1lxHvhZGGnG07CLiioeYmaquxyyN7LOuJ7JjLZ2CBepOPKPm0Bq3cCgCFBWsDNHzVP1wS2gbG5s0mKaFu88IFI+/IxDvoeTNvxlDcaIoRzbpFkKgqoKd1UF+9sjKlLp1FXV8Yl4JvnX/j/j+bbRLOpH17+KbcD6eGdcSkfYumI3NmUwiYTJheDFf/e1CIrGD3+Z9tUF++e9V/Phzs3GqIsW1KROWaeEQ4HCqGFIjb+4NVD/+45Q0262r3yB37g14RswkkMZFKW27liThyKHk5u9jNNdgtNThyO8LWQUELU/6DRxBxuxxAELTkHb08W6FUbkWJbcPwuFOKd/XlMCwsC1jTgCnrjC02MH7FWEuHONFOTwAVBegeHPRhp9FYsOb6EOmoRaXd/k1bGxs7AC+3RJdwL03TsTjSv1Aaarg65+cglMVuIjS8NLvDwvyCVgmdc8/gEuGiCYsXluyO6V62vB8vjTfjfXsd6h59DvUPv5DDvztiyQ+fLVTmmopIeEuagsWmHuwf/l9KL7p+4RF0i87IVx4R83KeD+eYdMxDDtGjI3NsRARPopv+j6OkoMBdRW3j7zzbiO6ZwPhD/6N6s5CcaffDVOz8sCVRdyEh1/e1Kl+1KBcfNVriO/f1qkuuPZNRGtNp8CeNjY2nRGCTjEwuguaprBo7f4UIaYd05K8vGgXJxKj26GYNC16OkWIaadp4eNI49hTGjmVBNb2xRz4+5epe/YBWpY+T82zvyRxYCsOkb6dRMLEO/7cjG36xp1LQnVnrLf5aJFGHHP/JpSiwZ3qdtQlUBUosoP3nhDj+zqpD5psrkpvJdsVaIOmInJKiCx4EGmmD59gY2NzcthydDfEsiS5Xp0HvjiXNdvq2LSrgQElfmaNLcWjK1iWRDHDxGt2pz1fxqOYgVoClGEeMttSBNw6v5jo098CywSh4B4yAUdBP6xwC7J2B2rR6BQXhYPBAn8CsSBCUbF0LxFcHdmQYqZC9uzrie7ZkGJqDOCfcSWGw88RXMhtbGwOwTQlYS2Pwqu+glG/NzkBMk0Ca98iuicZgNc9ZDKFl3+Jmid/mhzL7agaOZd+gf0hDbdTsqe6s3XdeWNzsTb+N+P1g2vewHX2ncQTtjmbjU06hBDELUl1Q5h4wqJvkQ+nJjghdeMUYUhYv6MhY/3WPY3ETQv9OLUk3YpQv2lxxvrIzjVow885agBwIQRqaxX1b/wdAGkmsGJhAOqf/y2lt/+cmF7Y6TwpQfqK8I6ZR2jDgtS+5ZXhHXcurXaK626DuX9jMqV1ydBOddtr45T4NTQ7A9YJUZajUZSl8vbmEKPLTo01q1AUHOMuJvb+P4mveh7ntGtPyXVsbHozthjTTbFMiUPA7NHFzBlbipSSRMLsEEBkJpegNhqbAkS8xSllowcXoO5ZgWGZOEoGkzf/ZsLbVxKt3IjqzUFIEw9hWnGlnHcswQJDIouim39EbNdaItuWorj9+CZdhPQVEbH0k3oW3QlFSVolKUYYJFi6h+ghwpSNTVcR219B/Qu/SSkTDhcFF30Gq7UO6fDQ5/b7aV2/gERtJWrRQGIDZ/PAm1WsrtjFV26ahN/rIBBK3TVzaiJtsO12rHgYYfsV2tikRwi27G/hN/9ZQ6zNHUcRcO05Q7lwWv9uM3ZUAUW5mS1E8rJdyUXwcfRXUQSKNDO7JJOMWXW4ybUQ4FQMNDOMNBLgcGNpbgJLnsnQiqR15Ss459xKPM2lIpYT31k34R17NsHVryITMTyj5uDoO5Kg9HL4/MTm9GHsXoPw5aP48lPKpZTsqItTXpTZ5czmyAghmNTfxWsbQxxoTlCWc2rm2oq/EG3oTOLrXkEbPAW1YOApuY6NTW/FFmO6OcndpTQ7TA4vqjcHM9TcuU4oyKwStu9pZviAXLbuSaa2zPM70Fr2Y/hyyJt3AzXP/AIZj3acFq5YSc7cj+McfUGn+DFHoyNF9pCz8A5JpsiOmCB7kEWMpoAzvJ+GV/5Mon4vAHpBP/Iv/hwxXymGae/u2BwdXVcRQmCaVsZAuYqikGjoHGCz4OK7CKx8Bf+ki4gdqKDhzYdwDxiNll+GllNIVRg+3Jkc728ur+SiGQN44u2KlDZW7QoxeNAkzPVvp722d/RcDKlgm7PZ2HQmFDf5xSMrU4xgLAlPvF1Beb8chpX5O8R5XVdRFIFhZB7rpwrTsLh09iDeXrk3bf21Zw9FPU5jHi8hIttX4SwbSuxARdpj3IMnEj7kXoUQ+ESQpjf/H5HtqwCJ4s4id96NuAeNyxj8P9F4ALeVANIvMMOWE+EfhOe8z4G0MKRG0LSwhZjug7QsjD2rUfuM7lTXEDJpDlv0zbGXISfDiFIHi3ZEeG1DkE+dlXv0E04QrXwGZnUF0Xf/jufq7yNU++9mY9NV2DFjzlCiipe88+9IW+eYcAlvrW/ihfd3ctOFI+hTmIwtUdUQIVFQTtbE82n64OkUIaad5oVPIOKtmCcYAM8wLGKGQtw4rg23MwKX2ULNv+/rEGIAEvV7qXnsPlxGy2nsmc2ZgBSCYNzk2fd38tcXNrB2ZwMGAiWNibZlWThKh6SU6QX9sEItOIoGEtmzgcCq15DxCOGKlbSueo2mNx6koOJ5rpvTF4APt9fTtziLWWNLU9pZtrmBnOmXo7i8na6r5/dBLx1uZ1OysUmDpqu8ubwyo4Dx37e2YUhACMKGxYuLd/OX5zewYlsdCZJp5j9Ksj06d18zDvWQd4wQcM3Z5QwqzToui06HBsFVr9Cy/EVyZl8NSufFmGvwRKQnL+Xb7xER6p78CZHtK2kXSqxIKw2v/Q2hO3GWdXZfAXCUlWMqR97pl1ISS0DMUOx3VjfErN6KjAZRS4Z1qquoSVpsluXai/qTQVUEUwa6WL4rSk3g1PnnCUXFMeESrOYq4qufP2XXsbHpjdhvwTMU05RoJSMpvvkHNL/3GPHaXWjZhSgTLmdzrITn3t4OwK//s5pPXDQCr0unqTVGzvByRNM+mt9/MkPLkqbtG3iqsoibLhiO2tMUlRPEoUFw2atpA5hJM0HryldxzryBuGFbx9ikQQjWbq/n90+u6yh6f+0BCnPc/PCumTiVVPHSsiRaQX/UrLyOOEyeweMJbV1G9swrqXnyZ2kvE9u6hPM+cTVRHFRWt/L7/67hB3fN4obzh7PzQDM+t4O+RT7iuqDklp/SsuRZwtuWoWg6vvHn4h1/PkHLg727bGPTGSlhf10wY31dUwQJbN3fkmI98/7aA2T7HPz4s7Px6kr6LEFdjKIILCGYPLyIP37tbHYdCGCYFkP75+JUBfI4xQvdjNC0cSFWOEBg5auUXPd1Wla+QrRyM6o7i6yJ5+MeM4/WxMHYFUKADFSntfIDaF70NLlzPt7ZykbV8E24gKAd++WMxti5AuHO/v/t3Xl4FeX5N/DvbGcn+0IIS0jCEjAQ0BAWBcUdcQEtWkU2t9et9qdtvXz7VutWWvXn72218FLbarHVomzWjRYXBBWCIAiyKcgiASFAlrOfMzPP+0ckGLJAwllycr6f67K9mGdy5ibM3HPOfea5H0hpec3GvjoUQpZLgV3jd8Jnaki+Fev2BPCvjW7cNjZ6T8fIKTlQ+41GaOPbUPsMg9JCU2Yiaj8WYxJY0FQhd+uD1KsegGyGYUoKnnvrG3y6aWfjPrXuIJ5//QvYLAp+esMw6JZU2NNO0RFdmPj621ps/PoIKgZmn7IRXzJQzBCC+3e0Oh6q2g6HGQLAJYGpuaBh4o8Lv2i2vbrWj/nvbMOtVw5q9iiZD07k3vAIjr71BwQP7gIgQQizoedCq/P/BBBwY/vuWhT3SsdVY4tgsyhwWWSUFWY2NL8UAoYu4EYK7OdNQ7fRP4KQJIRl+/eNL1mIIWqJLAGDCzOxfnvzlYQAoCg/Fbop8Owrnzd7eqbOE8LcxV/g/uuHRX3hZUOSsPNAPd7+ZA9CYQNjh+WjvCQXNlVGaqodNTVetLvOIaEx7/h3b0Lw4C64Ss+Hq2Q0zFAAus+NoGTHD6c3Kor8fe5qJU73MVi6921SdFZTc5A58R4EFDb+T2TCNKHvXgclb0CLK45tPxhC70x+BIkEVZEwqtCO/2z14uJBIRRkRa8Pj1o8CsbhXfB/OA/OyY9B0viel+hMMRMmONMU8EMDoEGWJFwyog8+3XSw2X4WTUHfHikI6gIHjgGpeUWtv0nK6YcD1dvw1sffoKxfFrjoIGDKKtSULIQO7W5xXEnJgpA1vnmkZhRFxpc7q1ud2rBmy3e4+fISWE/6gtA0BTxyGlKvfhCK7gUkQMvqCUlt+9H9oNCwbW8Ntu2twXuf7cPsu8Y0fEveQgBBXUIQjob6C89dojaFwwZGl+bh9fe/brZktCQBN08YiG8PuRFu5QuMLd8cQ0A3YY/idCVDkvDnf21B5ZbvGrdt23MMSz/ahcfvGIXUDr5uWLbBWXIu3J8vAwCYAS/qP3u7cTznhocROGkFNtMU0FJzWn1NSbNCWFzIvulJIOgBJAnC4kJQcnDaUYIzDmyD8NdDyRvYbOyIR8dRr4ExxVyCPFIG51uw4dsAXl1bjwcvz4TcQgEsEiRZhqXsCgRX/Q3BNf+E7bzpUTkOUTLh84FdiGkK9Mx24v4bhyPVdaIy3q9XGp78X6NhUyTU+UJ46vXtwKjpkNTm1XPHOVfhg631MAUQCBkQXCUIABAyZHSruLrV8ZSKq9vd9JiSgyQB/kDrT6OZpmi1d4MQAn7TAo+cDo+UDq3PEOj1R1rts6Bl98LOIyc+xPiDOuYt2dTQx4KIzphNkfCbO0ejT/dujdsyU2345YwRyHBZmxVpThbNIoMkSTh41NekEHPcoWM+LK/cB72Dxw/pErqVT4TiSms2Zus7FFJaj2bTr0xTQOteCMlia/YzAOAadjFCsgNe0w6vlg2vmgWfaWMhpgsI71wNyZne4hSl7Qcb+sX0zOD3wZEiSxIuGODA7iNhfLrTH91juTKhlVyA8LYPoe/ZENVjESUDZsIuRhYCQ/tm4Km7z4UvqENVZNgtClSpYYWW1ZsP4mhdAH947wjumfw4pG3vQRzcDtmZCnHWBOgZvbHo92sBAKPOyoNVk2Gc9C2fLEtQlIZ578kyhUkIwHTlIv3CGaj5YP6JaSKSjPTzb4LZLY+FK2qRrps4qyir1fGCvBRYNbnFjteapnz/GgaEALymHc6+ZyMrfwAOL/2fJr0Y1LRc4IJ78OI/djZ5jW17ahCM8rfxRMnCNAXSHRr+z8wR8AcNmKYJh02FVZFg6CYKe7T+7ElOuh02S/SK9qom4z+Ve1sdf3/dt7ji3MIOfwvnlbohd+qT8G5ZCd/21ZA1K7qdMwFqfgmCkgOa0rBK3A+Ly344kXv9r3D4tSdhBn2N2+2Fw+A6eyL7wnRBQg9C370OasHZLU5R2nogiO6p7BcTab0yNAzKs2Dh+noM6WlFij16uUbpUwajejf8H/0ZzuwnIDuj16uGqKtjMaYLMgwTmgSk2r7/5xUCpgAUBTC/ryFs3VOLn7xQhzFnlWFA0SjUeg188OYR3HJVww7dHBouG9WnSSFGkgCHFIBZsx/+bzZCcaWhW3E5gooLIbPrPxUSMDVY+p2HvOKzoR/eCwFAy+mDkORAIAn+/tRxKQ4NIwd3x5qTvrGWJeD2a0qhnrTErE0OQw3Xw7e1EmbID0f/EYArBz7TCo9hg2ZzIHvKLyG8NQjXHobpyMRXxxTMeXUXatzBZsdnH26iyDFNAQWAyyLj+APGhtFwkTksCi4a0Rvvrd3X7Odun1QKqxK9lX+EQJsrJJlC4Ex6QpmmgBtOqKUTkD54PARkCFmFrLuBXWsQrquGrWAI1Kze8ApHQ38qEwg485E742kYdd/B8NXDktULhiUFHiN6vS0ofvTd64FwAErP5ktam0Jg28Egzspnr5FoGDfAgd2f1uGVyjrcMS69xWJYJEiSBMvQyxBc+RL878+FY+KDkGS+DybqCBZjkoiuGxhVmofFKxq+OdcNgY++OISPvu8rWjG4O7btOYYLy3vhugv6waY07TPhkv2oXjgb4eoTbzJrP/wHsibeA0vPsqQoyIRMBSF0g5xbCgAImoL9TumUZCFw61WDUVqchTdW7kKdJ4SSggzcfPlApLssTa4zmxxCaPNyVH9yYsUz99o3YSsYivTL74LHsCIcNhGGA7A5IPfoCW/YxONzPmzx2MU902DTZKiKBEmSGp+yIaLIk4TADRf2x8De6Vj04U4cqw+gqGcqpl1eguzU6E7BMQ0TF5X3xqebm/eNA4Bxw/KR4rTA4w6c0XF0XUCHFZpsQjm0HQcWP934tKh73dtQ03KRc8PDcAsnAMAwAQ+ckFKLIKVJCJkiIj2qVFVmTuuEwjtWQc7s3eLTEnuOhOENCRRktd37jDrGYZFx4UAn3trkwdrdAVQURq8vj2RxQBt2JUJr/onQuiWwjrguasci6spYjEkiQgDpLgvOLeuBjzceaDLmtKkNTUQ1GZoswfzBo8aSJMGlBuH+dEmTQsz3r4ojbz2PvNv+L0JSR1sDJp62vn0kaoksBM49qzvKS3IBAIoMyAJNprdJEqD4j6Luk+ZLzwf2fIHAzrVQisc1+UBnmgI2Vcbk84uweEXTptwWVcaDNwxGilED/1frYAb9sBcNB5xZ8Jn8ZpIoGmRhYsTAbAwtzoIJQJUARYr+fcM0BXrlulBalInNu442GctIseGK0X2hqZH70sQmfDiw5L+bre6m1x5C7YqX4Rh/G4L6ieMdX83tTFnlMLSwG/4d62DqITiKzoZwZDCndQJm/WEYB7ZBK7uixfHNVUHYNAk9UvnxI1oGdLdg52ELXqmsQ3GOBZmuKE5XyuwFdcBYhDa+BSWnCGrBsKgdi6irYjZMMrIQmHF5CUaX5uGNld/A6w/jnJJcXDayT+OTMKbR9M2SS/LCOLQXns0rWnlVgcDuL6D2Pz9pesgQdYRhmCeSrtn8oSpNleHZuLzVn3eveweZReXwoWlDTEkITBhVgCHF2Vi04mvU1AcxuDADN57fB9LOVTj4wfzGfes+XfT9UzZ3wmO03FiTiM6MrptQgIbVCAVaXU0t0hQh8JMpZfjym6ONS1uPGdoD5w/vCYclcj06ZFlC6MBOwGy56Ytvx1qkjp2KIFwROybQMIUz9OVyHPn4tcZtdZ8shL24HKkX3wIvc1pchbZ+AGh2KHkDWhzf9G0AfTI1yDJ7mEXThSUOvLy6Hn/5uAYPXJIJJYq/b7VoBMzaA/B/OA+OSQ9DSesRtWMRdUUsxiQhWQgM7p2GATcOhykELN/PYW/pWzurYqB2xctwlYyB0EOtvqbpq4MSpbmpRMlCggnTV9/quBnwtNoARhYCRXnd8MsZFfD4glAlCfbAoSaFmOMCe75A4Ks1UAeMZwGVqItRhMDw4iyUFmbCFAJWtaERfySfzJEkCWbA3foOwmwo1ESwR6skAYrvCOp+UIg5zr/zMzj6nQO17yjmtDgRehDhHaug9iqFpDSfhnTEo+PbGh1XDHHGIbrkYtNkXF7qxGufufHWJg+uLut26h/qoIb+MRMQ/OTv8C/7v3BOegSSlf/GRKeLrcy7iPbWQQxDQBINTQjbmsOuGT74tlcifOwALN0LW93P1ncodN1oXxBECSwatUfdlGEfMKrVcXvfMhhy64/iCyHgtGuwyBJURYJn8wet7uv+7G1YTO8ZxUtE8XGq/GMYJmQhoALNVkSMBMMwYenRv9VxNb07TDWyT6loqgTPhn+3Ol7/2ZvQzOgu60utC3/1CRD0QenT8lSVjfuCUGSgbxYbN8dCz3QNo4rseGeTB9sPNm/sH0mSZoWlfDKE3w3/8uchDC6TRnS6WIxJcEKS4NNN7PrOg8PuIMJCiuzjn6YBCBPuz5cjbfRkQGp+ylh79IfULYcN9KjLk2UJYQCH6oPY9Z0Hfl1ARLAqYxgmLD0HQU3NaTYmqRakjLkWQeP007bpqW39WAE3JF60RAnj5Pzji3D+aS/Tng57YcsfvDMumoWg5Ijo8SQIGG09Oej3QBJ8KiYehDAR2vxvyHn9ITvTWtznsz1+FGRqsKp8ijpWKgpt6JWh4YVVtaj1RfcLU9mZDss518A4+BUCK1+MSH8oomTAaUoJzJRlvPT2Vnz8xYlmvGndrPjVzBHI7GZp1vulQ8dQrVBTc6DXHYZny0rkTn4AtauXInjga0gWO1KGXwLnsMvh5jxt6uJkWUK1O4QnXqxEnefElL3zh/fE1MsGQjYj8yHABwdyfvwI6tcsgXfzRxCGDnthGdIumAq/mgqc5vspwzBhH1AB7/bVLY7bC4ZAly2n/XpEFD+yIuGoO4TH/7oWtZ4T33KPLcvH9AklkCKUf9rDb1iQdukdsH75Ieo/extmwANLbl+kj58GPbVXxFeOMoQMe/8R8O/6vMVxW98hDU8OMqfFnL57HUTdIVjOuqTF8SMeHbuPhDGhlNNXYkmWJEwodeLva+owb8UxPPqjyBZIT6Zk9oZWNgHhDW8i5EiFtWJKVI9H1BWwGJOgFEXGu6v3NinEAECtO4iH/7Qaz943FloEvnwISk6kXzwT1Qt/B9+OtQge2ImUYRcjdeRVkFQL5OwiuMM8jajrCxgCD/9pNfzBpo/frvh8P/KznbikvFdEpgOYpoAbTlhH3wTXyMmQIKBLVnhNFaIdHzIMQ8Ce1x9qWi702kNNB2UVqeddD6/Ja5coEQR1gV/9aTV8gab5Z+XGKuRlOzGhondUpiOdisewQSudgJzB4yAJAUPSEIA1KitH6boJV58hULplwHAfazImqRakjJoMTzueHKTIEMJEaP0bkLMKIKe33Lx1zTd+aApQlM0pSrHmtMq4otSF19e78c/Vx3BVlHv2qPmDgKAXoS/eAaxOWFtZWYuIGvCulaACuom3Ptnd4pg3oGPPwfqITFcyDBMiqx9yrv8ltKxeMNzH4NmxFrq3HnJWATwsxFASkGUJX39b26wQc9zSld8gEI7sh4+QLsFrOuAxnQgYKoRoaJSnqvJpX9s+OJFzw8NwDR0PKA3Xqq33IORNexIBLZ1TC4kSgCxL2HWgrlkh5ri3Vn2DQDh+03PCumjIVcIJv2mJ6hLePjiRe+NjcA4eC8gNS/baCochb9YzCFnTo3Zcap2+ay3Mmiqo/ce0OG4KgU93+tEvxwILpyjFRc8MDef1d+CN9bX4fG/0+yqpheVQ+41BaO3rCG1qvc8TEfHJmISlG6LVD4YAcOCoFyW90yLypihoqlAy+iPrR7+CYgYQPPA1dE8NzPrDcLqy4RM2fqijLk2WJRw40nqzW68/DMM0oSnReaMpyxIc8MGoOYDQod2wZORBzSmAX3LCaONpmeNP2djG3Ixuo64DhAlDssIrLBCxWmuXiM6ILEs4UN1G/gnoMEwRtfzTmTTkNBfsY2cg5dzrIcuACPrg37kekqrB1acUIcWJEJ/6iwlhhBH8bCHk3GIoGT1b3Gf7wRCOeAxcWBLdKTLUtvICOw67TfxlZQ3+9xVZ6J4a3WtE7T8GMA0E17wKYRqwlk2I6vGIEhXvVglKUySkd7Oixt1yh/TCHqkwItAz5jhJGDBq9uHgwt8CP+iSbuleiKxJP4fbsEfsWESdjWkKFPdMbXU8O80ONUofhCRJglPU4/A/H4NeV924XbY29Jbx27qfsuga1CUE8f0bYdH4P0SUAAxDoKiN/JORYoOSBIWYHwoaMlRFRe2qf8D75comY+kX3AzbgLEImM2XV6bICm3+D4TnGCzDr2p1nw93eJHlUpCfxo8c8SRJEq4+Ow0vfFCNOR8ew0MTsmC3RG+ChCRJUAeOBWQZobWvASEfLOXXQopj03GizojTlBKUVZPx40sGtDiWm+FAXqYzop3MbcKHwycVYgAg9N03qF+9CBaVH+6o6zJNgV453ZCd1nLR8aZLB8KmRied2qQgjr49p0khBgDMoA/Vr8+GHVyemqgrE0IgP8uF7PSW88+Nlw6ATUmut3OKIkOv2tqsEAMANR++DMV/NA5RJRfTcxShz9+AUjAccrfsFvc57Nax6dsghvW28kN4J2DVZFwzrBtqfCb+8nEtzCg/1i5JErQB50EtuQChjW8hsOLPXPaa6CTJdffuQgzdxPD+2ZgxcRDs1hPfNgwuzMCvbx2JSBa7ZVlC6MBXzQoxx3k3fwSL4YvcAYk6IYsMPHr7KAwqyGjc5rCpuPWqwTirMAN6lJpnKoYPwf3bWhwzvLWAtyYqxyWizsMiA4/dNgqD+p7IP3arillXDkZZcVbEVy7q7CzCj/o1S1sd93y+DJZIrGJALRJCILDyRUiaDVr/c1vdb9lmD+wWCSV51hhGR23JcKmYUOrE5v1BLN3gjskxtaIR0MomQt+1Br63n4YZiM1xiRIBnxlMYLIQOH9oD4wc3B3+gA5NU2DTZCgQEW2gJ8sSDM+xVseFEQZMA+D7HurCTFPArki4/8fDEAgbCIdNOGwqbKoc1Q9CQg+1OW4EvJAcYN8moi7MNAVsioQHbhgG/w/zjybHZRWleJOECcNX3+q44a2FJEzwjUl0hLe8B2P/l7CMuA6S1nKh5bBbx6e7/Di32J4U/YwSSWG2BWP727HsSy9yuqk4t1/0+/moPQdDsqcgtH4pfIsegf2Se6Fk9436cYk6Oz4Zk+BMw4RFAlLtKhyqBFmIiH8oMwwT1vyBrY6rabkwFS5XSF2fEAKyEHCoMlLtKjQJUf9GWrI4IVlsrY6raTksxBAlASEEpJPzTxIWYgDAkK2w9R7c6ritcDh0ocQwouRhHNqJ4JoFUArOhpJT1Op+Sz53w2GRUNa79fsXxc/ZfWwY2tOKv6+pw+b9gZgcU8nsBet50wHNBt8bTyC0+d8QIjlzGNFxLMbQKQkBSK4sWPJavummXzgDQYld8omiIag4kTbmRy2OOQadC111xjgiIqL4ChoyUkZPBpTmD3jLjhTYi89OuqlbsWC6q+H/zx8gp3aHVnJ+q/ttPRDE+r0BnNvPwadiOilJkjB+oAOF2Rr+30c12PFdywuCRJpsT4F19I1Q+gxDcPWr8L/9NEx39al/kKiLYjGGTotP2JB1zc/gKrsYktKwQoGa3h3Z1z0IkV3MNz1EURLWAW3geci47A4orjQAgGR1IHXMdUgddzMCBlcMIaLkE9DS0X3qE7D26P/9Fgn24rPRferj8EmuuMbWFZneGvjefhqQFVjOuQZSC4UwAPCFTMxfXYte6SoG5fGp6c5MliVcUepCXqqG5z6IXUFGkhVYBl8IS8X1MGuq4H39lwhtehfCZHNfSj7sGUOnRQjAbdhhHX0julVcA5gGTEVDUHKyEEMUZX7DArVwDLILyiAZYQhZQUhxwaNzfhIRJSfdkGDa85B61c+gmAEAMnTFBo+pQhjMjZFk1n0H3zv/DehBWEb+GJK15ScyTSHwt09r4Q0KTB7m5ApKCUBVJFwzzIU3Nnrwh/eP4bbz0mM2tUzJLoA8dhbCO1YhuOY1hLZ9BFvF9VD6lPHcoaSRcE/GfPLJJ3jggQdw0UUXYcCAAXjsscfiHVJSCekSPMIJj5QCn2lnIYYoRnTdhNe0wyOlwCucCLMQQ0RJzjQF/KYFHqTAAxcChsoeWhGm790I75LHAGHCMupGyM60FvcTQmDRejc27gvisrOcSHWwZ0+i0BQJ15S50DdLw9wVNXh3syfqy14fJ2lWWM66CNaxMyBpNvj/83v4lj4Gfe8G9pOhpJBwT8asXLkS27ZtQ3l5Oerq6uIdDhERERFRl2L66hBc+zr0rz6GnFsMy9ArWm0mb5gCCz6rx4odPowf6EBxDqcnJRpVkTBxiAuf7vJjyQY3tn8XxLRRach0xaaoJqfkwFIxBeaRvdC//gT+f/8eUmouLIPGQ+s3BpKNUw+pa0q4YsyDDz6Ihx56CABQWVkZ52iIiIiIiLoG03MU4S3vI7TlfUCSoA25DEqvIa1OG/muTsffPq3FN0fCuHiQA0N6cvWkRCVJEsYUO5CfpuE/W7145I3DuGSwCxcNcsJhif5kCkmSoGQXQMkugHFsP4zd6xFcswDByteg9CqF1rccSq9SyPaUqMdCFCsJV4yR5YSbWUVERERE1OkIYcKsPQijahv0PethHNgOqBaofcqgFlVAsthb+BmB3UfCWPmVD2u+8SPFJmPKOd3QM50N5buCgiwN00enYs03frz7pQfLt3pRUWhHeYENxTkWKHL0+7koGT2hZPSECHphVG2DcXA7AiteAADIGb2g9BgIJacIclZvyCm5kGROi6PEJAmRuLNrx48fj/PPPx8PP/zwGb+WEAKm2f5fhSQ1FIhM0+Q85VPg7+r0dfXflaKcuqjakWuyq//eTiXZ//4Afwcd+ftH63qMtWT/tz8V/n7a1ll+P5G8Hs2gHyLoAfQQ9IAXhs8N01cPw3MMel01wkerEDq8FyLkb1glKacPbL3PgrX3YMiaFb6giXq/AXfAQI3XwMG6MPYeCWJrVQC1PgMpdhkjCp04p9DZ6ZewlmWp0+ewaOvI78ATMLButw+b9vlR5zdg0yT0y7WiT5YVeWkaMl0qUh0KnFYZDosMly16RRHD70bo4C6EDu1G+Oi3MNzHGgYUFVpaLpS0XKgpWVBcGVCcqVDs3SBZHZCtDsgWG2TNAsVig5BkCFmFpGqQpFNfb6dzTRJ1FIsxRERERERdiBnwYs9/Tzv9H5AkSOqJXi91hg2/OnJ1mz+iQUfnLsFQpAgA4dOYUDE9ZTXOtu+LfkAARPjMluLWsnuj1+3/E6FoiDom7tOU3G43Dh8+fMr9evXqBYuFDcGIiIiIiNoi25wo/OWiM3qNNyMUCyWTtgt4RNRU3Isxy5cvb2zI25alS5eipKQkBhEREREREREREUVP3IsxkydPxuTJk+MdBhERERERERFRTLAjERERERERERFRDMX9yZj2qqqqwubNmwEAfr8f+/btw7JlywAAl112WTxDIyIiIiIiIiI6pYRbTWnx4sWt9pjZsWNHjKMhIiIiIiIiImqfhCvGEBERERERERElMvaMISIiIiIiIiKKIRZjiIiIiIiIiIhiiMUYIiIiIiIiIqIYYjGGiIiIiIiIiCiGWIwhIiIiIiIiIoohFmOIiIiIiIiIiGKIxZgO2r17N2655RaUlZVh1KhReOKJJxAIBOIdVqfz7rvv4q677sK4ceNQVlaGK6+8Eq+88gpM04x3aJ2e1+vF2LFjMWDAAGzevDne4SQUwzDwwgsvYOrUqRg5ciTKy8tx0003YfXq1fEOLSqSPR8xzzTF3JF8OaAtyZ4f2pJMuSMZr4lkP/eT6fw+Hbw3UmekxjuARFRfX4/p06ejR48e+MMf/oBjx45h9uzZqK2txTPPPBPv8DqVF198ET169MAvfvELZGZmorKyEk8++SS+/fZbPPjgg/EOr1ObM2cODMOIdxgJKRAIYN68ebjmmmtwyy23QFVVLFmyBDNnzsTcuXNxwQUXxDvEiGE+Yp45GXNHcuWAtjA/tC2ZckeyXRM895Pr/D4dvDdSpySo3ebNmyeGDh0qjh492rjtX//6l+jfv7/YuXNnHCPrfH74OzruN7/5jSgtLRXBYDAOESWGnTt3irKyMvHqq6+K/v37i02bNsU7pISi67qora1tss00TTFp0iQxderUOEUVHcxHzDM/xNzRIJlyQFuYH9qWTLkj2a4JnvvJdX6fCu+N1FlxmlIHrFy5EqNGjUJGRkbjtksvvRQWiwUfffRRHCPrfH74OzqupKQEwWAQtbW1sQ8oQTz55JO44YYb0Ldv33iHkpAURUFqamqTbZIkYeDAgTh8+HCcoooO5iPmmR9i7miQTDmgLcwPbUum3JFs1wTP/eQ6v0+F90bqrFiM6YBdu3ahqKioyTaLxYLevXtj165dcYoqcaxfvx5paWnIzMyMdyid0rJly7B9+3bcfffd8Q6lSzFNExs2bGh27SY65qOWJWOeYe5oW1fNAW1hfmi/ZModXfma4LnfsmQ6v4/jvZE6MxZjOqC+vh4pKSnNtqekpKCuri4OESWOzZs3Y/HixZg+fToURYl3OJ2O3+/Hb3/7W9x///1wuVzxDqdLefnll7F7927MnDkz3qFEFPNRc8mYZ5g7Tq2r5oC2MD+0T7Lljq58TfDcby7Zzm+A90bq/NjAN4KEEJAkKd5hdFrV1dX4yU9+gtLSUtx2223xDqdTmjt3LjIzMzF58uR4h9LpuN3u03qUulevXrBYLE22rV27Fk8//TRmzZqF8vLyaIXYqSRrPkrWPJMMuYM5IHKSNT+0JRFzB6+J9kvWcz8Rz+9ISIZ7IyU2FmM6ICUlBfX19c22u93uLvmoZyS43W7cdtttsNlsmDt3LjRNi3dInU5VVRX++te/4o9//CM8Hg8AwOfzNf6/1+uF0+mMZ4hxtXz5cjz00EOn3G/p0qUoKSlp/PP27dtx11134aKLLsLPf/7zaIYYF8xHJyRrnkmW3MEc0H7MD6cnUXMHr4nW8dw/IVHP7zOVLPdGSmwsxnRAUVFRs/mmoVAI+/btw7XXXhunqDqvYDCIO++8E0eOHMGCBQuQnp4e75A6pf379yMcDuP2229vNjZt2jQMHToUr732Whwi6xwmT57c7m829u3bh1tvvRWDBg3CU0891SW/DWM+apDMeSZZcgdzQPsxP5xaIucOXhOt47nfIJHP7zOVLPdGSmwsxnTA2LFjMXfuXNTU1DQmteXLlyMUCmHcuHFxjq5z0XUd9913H7Zv346///3vyM/Pj3dInVZJSQnmz5/fZNu2bdswe/ZsPProoygtLY1TZImpuroas2bNQlZWFubMmdPsEe2ugvmIeYa5o2XJkgPawvzQtmTLHcl0TfDcT77z+2S8N1IikIQQIt5BJJr6+npMnDgR+fn5uOuuu3D06FH89re/xbnnnotnnnkm3uF1Kg8//DAWLFiAn//85zjnnHOajBUXF7OZ1ilUVlZi2rRpWLhwIW8a7RAIBHD99ddj3759ePrpp5GVldVkvKysLD6BRQHzEfNMS5I9dyRTDmgL80Pbkil3JNs1wXM/uc7v05Xs90bqfFiM6aDdu3fjiSeewPr162Gz2TBx4kT87Gc/g81mi3doncr48eNRVVXV4tj8+fNRUVER44gSC28aHbN//35ceOGFrY7v2LEjhtFEX7LnI+aZ5pI9dyRbDmhLsueHtiRT7kjGayLZz/1kOr9PV7LfG6nzYTGGiIiIiIiIiCiG5HgHQERERERERESUTFiMISIiIiIiIiKKIRZjiIiIiIiIiIhiiMUYIiIiIiIiIqIYYjGGiIiIiIiIiCiGWIwhIiIiIiIiIoohFmOIiIiIiIiIiGJIjXcAlBwWL16Mhx56qMWxWbNm4cEHH8T48ePRr18/zJs377Re8/3338ddd92FtLQ0rFq1ChaLpdk+Lb3mgAEDmuzjdDrRv39/TJ06FRMnTmzH34ooOZx8/SqKgqysLIwZMwY//elPkZubi8rKSkybNq1xH03T4HK5UFBQgIqKCkyZMgX5+fnxCJ+oSzn5Htaa+fPno6KiAi+99BLWrVuHrVu3oqqqCiNGjMDLL78c5SiJkkN7rsecnBy89tprqKysxL59+yDLMgoLCzFjxgxcdtllUY6UiDojFmMopmbPno3CwsIm23Jycjr0WgsXLgQA1NbW4r333sOECRNO+2cvvfRSzJo1C0II7N+/H/PmzcMDDzwAIQSuvPLKDsVD1NUdv34DgQDWrVuHefPmYe3atXjzzTcb97n//vtRUVEBwzBQW1uLTZs2YdGiRXjppZfw+OOP46qrrorj34Ao8S1YsKDJn+fMmYPKykr87W9/a7K9uLgYAPDPf/4TDocDI0eOxIcffhizOImSQXuux6VLl2LFihW4+uqrUVpaCl3X8e677+K+++7Dvffei3vuuSeWoRNRJ8BiDMVUv379UFpaesavU11djZUrV2LkyJHYsGEDFi5c2K5iTFZWFsrKygAAw4YNw/DhwzF+/HgsWLCAxRiiVvzw+h05ciQMw8CcOXPw3nvvITc3FwDQp0+fxmsLAC688ELMnDkTM2fOxEMPPYQBAwac9jeJRNTcD68vAMjIyIAsy822H/fOO+9AlhtmpfPpT6LIas/1OGHCBNx0002QJKlx27hx41BTU4M///nPuP3221t8ypuIui72jKGEtGTJEui6jhkzZuDiiy/G6tWrUVVV1eHXy8/PR0ZGBo4cORLBKIm6tuNvNg8cONDmfmlpaXj00Ueh6zpeeuml6AdGRI2OF2KIKL4yMjKaFGKOKy0thd/vR21tbeyDIqK44h2aYso0Tei63uS/jli0aBGys7MxduxYXHfddTBNE0uWLOlwXG63G3V1dSgoKOjwaxAlm7179wJoeIN5KkOGDEF2djbWrVsX7bCIiIgSRmVlJTIyMpCZmRnvUIgoxliMoZiaMmUKBg8e3OS/9hZk1q1bhz179mDSpElQFAUjR45Ez549sXjxYgghTus1hBDQdR3hcBh79uzBL37xC9hsNs7XJWrD8WKq1+vFihUrMHfuXDidTowfP/60fr5Hjx44fPhwlKMkIiJKDK+//jrWrl2LO++8E4qixDscIoox9oyhmPrd736HoqKiJttUtX2n4fHGvddeey0AQJIkTJo0Cc899xxWr16N0aNHn/I1XnnlFbzyyiuNf9Y0Dc8//zzOOuusdsVClEymTJnS5M/9+/fHr3/9a2RlZWHXrl2n/PnTLZYSERF1dR999BEeffRRXHrppbj55pvjHQ4RxQGLMRRTRUVFZ9TA1+PxYNmyZRgyZAgyMjJQX18PALj44ovx/PPPY+HChadVjLn88stxyy23QNd1fPXVV3j22WfxX//1X1iyZAmnKhG14ngxVVVVZGZmtnsltIMHD3Z49TQiIqKuYtWqVbj33nsxZswYPPPMMy32kiGiro/FGEoob7/9Nvx+PzZt2oTy8vJm48uXL0ddXR1SU1PbfJ2MjIzGotCwYcNQVFSEqVOnYvbs2Zg3b15UYidKdGdSTN20aROqq6tx3XXXRTgqIiKixLFq1SrcfffdKC8vx3PPPccVlIiSGIsxlFAWLlwIp9OJP/7xj81WiPjyyy/x1FNP4c0338TUqVPb9brnnHMOrrnmGixZsgQbNmzAsGHDIhk2UVKrra3FI488Ak3TMGPGjHiHQ0REFBcff/wx7r77bpx99tmYM2cOCzFESY7FGOpUqqursWzZsmbb8/PzYbVasWnTJvz4xz/GqFGjmu0zfPhwvPjii1i4cGG7izEAcN999+Gdd97B73//ey6/S9RBe/fuxcaNG2GaJmpra/HFF19g0aJF8Hg8+N3vfod+/frFO0SipLJ582ZUVVUBaJjqK4RovM+WlpYiPz8/nuERJY1169bh7rvvRlZWFu644w5s27atyXhxcTFcLlecoiOieGAxhjqVLVu24L777mu2fdKkSUhJSQEA3HDDDS3+rKZpmDRpEv70pz9hy5YtGDx4cLuOnZeXh6lTp+Ivf/kLPvvssxanQRFR25599lkADY25XS4X+vbti2uvvRZTpkzhhz6iOPjHP/6BJUuWNNl2/D47e/ZsTJ48OR5hESWd1atXIxAIoKqqCtOnT282Pn/+fFRUVMQhMiKKF0lweQsiIiIiIiIiopiRT70LERERERERERFFCosxREREREREREQxxGIMEREREREREVEMsRhDRERERERERBRDLMYQEREREREREcUQizFERERERERERDHEYgwRERERERERUQyxGENEREREREREFEMsxhARERERERERxRCLMUREREREREREMcRiDBERERERERFRDLEYQ0REREREREQUQ/8fp625LqjIoHsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(dat, vars = ['FLAIR', 'PD', 'T1', 'T2'], hue = 'GOLD_Lesions');" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "GGToPKAVDZhD" }, "source": [ "T2 and PD (proton density) look pretty linearly related. Imagine a study where a researcher collected T2 but did not collect PD. Let's try to predict their PD values from the T2 values using a line. We'll use least squares as the loss function. Specifically\n", "\n", "$$\n", "\\sum_{v=1}^V (PD_v - \\beta_0 - \\beta_1 T2_v)^2\n", "$$\n", "\n", "where $v$ stands for voxel and $PD_v$ for the PD value at voxel $v$, $T2_v$ as the T2 value at voxel $v$ and $\\beta_0$ and $\\beta_1$ are parameters that we have to learn. \n", "\n", "A general equation for fitting a line to data is\n", "\n", "$$\n", "\\sum_{i=1}^n (Y_i - \\beta_0 - \\beta_1 X_i)^2\n", "$$\n", "\n", "where we want to use $X_i$ to predict $Y_i$. \n", "\n", "It turns out that $\\beta_0$ and $\\beta_1$ have optimal solutions that we can write down. We get\n", "\n", "$$\n", "\\hat \\beta_1 = Cor(X, Y) \\frac{SD_Y}{SD_X}\n", "$$\n", "\n", "where $Cor(X, Y)$ is the (Pearson) **correlation** between $X$ and $Y$ and $SD_X$ is the **standard deviation** of $X$ (and $SD_Y$ is for $Y$). The intercept satisfies\n", "\n", "$$\n", "\\hat \\beta_0 = \\bar Y - \\bar X \\hat \\beta_1\n", "$$\n", "\n", "where $\\bar X$ and $\\bar Y$ are the means. \n", "\n", "Notice this latter equation reorganized is just\n", "\n", "$$\n", "\\bar Y = \\hat \\beta_0 + \\bar X \\hat \\beta_1\n", "$$\n", "\n", "pointing out that the fitted line has to go through the point $(\\bar X, \\bar Y)$. \n", "\n", "## Some definitions\n", "* The **covariance** is defined as $Cov(X,Y) = \\sum_{i=1}^n (Y_i - \\bar Y) (X_i - \\bar X) / (N-1)$\n", "* The **standard deviation** of $X$ is $SD_X$, $\\sqrt{Cov(X, X)}$\n", "* The Pearson **correlation** is defined as $\\frac{Cov(X, Y)}{SD_X \\times SD_Y}$\n", "\n", "The Pearson correlation measures the degree of linear association between two variables where neither is thought of as an outcome or predictor. It is a unit free quantity. If you just say \"correlation\" without further context, it's understood to mean the Pearson correlation. The covariance measures the same thing, though it has the units of the units X times the units of Y. The sample standard deviation of X has the units of X and measures the spread, or variability, of X. The variance, $Cov(X, X)$, is simply the square of the standard deviation and has units of X squared." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 327 }, "colab_type": "code", "id": "utwhz3-DGbjc", "outputId": "b03a6a4c-7333-4239-876a-c7a2a7611b79" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.32918409407654825, 0.7744534108646558]\n" ] }, { "ename": "TypeError", "evalue": "scatterplot() takes from 0 to 1 positional arguments but 2 were given", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[3], line 17\u001b[0m\n\u001b[1;32m 14\u001b[0m beta0 \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmean(ytrain) \u001b[38;5;241m-\u001b[39m np\u001b[38;5;241m.\u001b[39mmean(xtrain) \u001b[38;5;241m*\u001b[39m beta1\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28mprint\u001b[39m([beta0, beta1])\n\u001b[0;32m---> 17\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mscatterplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mxtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mytrain\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;66;03m## add a line\u001b[39;00m\n\u001b[1;32m 19\u001b[0m sns\u001b[38;5;241m.\u001b[39mlineplot(xtrain, beta0 \u001b[38;5;241m+\u001b[39m beta1 \u001b[38;5;241m*\u001b[39m xtrain)\n", "\u001b[0;31mTypeError\u001b[0m: scatterplot() takes from 0 to 1 positional arguments but 2 were given" ] } ], "source": [ "x = dat['T2']\n", "y = dat['PD']\n", "trainFraction = 0.75\n", "\n", "## Hold out data\n", "sample = np.random.uniform(size = 100) < trainFraction\n", "xtrain = x[ sample]\n", "ytrain = y[ sample]\n", "xtest = x[~sample]\n", "ytest = y[~sample]\n", "\n", "## get the slope on the training data\n", "beta1 = st.pearsonr(xtrain, ytrain)[0] * np.std(ytrain) / np.std(xtrain)\n", "beta0 = np.mean(ytrain) - np.mean(xtrain) * beta1\n", "print([beta0, beta1])\n", "\n", "sns.scatterplot(xtrain, ytrain)\n", "## add a line\n", "sns.lineplot(xtrain, beta0 + beta1 * xtrain)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 347 }, "colab_type": "code", "id": "YS9JVAHlJOvr", "outputId": "fdcaa017-cd20-4bb2-b8b0-ac93aabbd503" }, "outputs": [], "source": [ "print(st.linregress(x = xtrain, y = ytrain))\n", "sns.regplot(xtrain, ytrain)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qmfMkJIlV3zl" }, "source": [ "Let's now calculate our predictions on the test set. Recall, the test set was not used to come up with estimates of $\\beta_0$ and $\\beta_1$. We'll show the training MSE and the testing MSE as well as a plot of the test set actual Ys versus the predicted ones." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 327 }, "colab_type": "code", "id": "JNG3Y-TlWMha", "outputId": "0cca7673-d231-4bd7-d772-4d20328e334c" }, "outputs": [], "source": [ "yhat_test = beta0 + beta1 * xtest\n", "yhat_train = beta0 + beta1 * xtrain\n", "\n", "## claculate the MSE in the training and test sets\n", "print([ np.mean( (ytrain - yhat_train) ** 2), \n", " np.mean( (ytest - yhat_test) ** 2 ) ])\n", "\n", "\n", "sns.scatterplot(yhat_test, ytest)\n", "plt.xlabel('Predicted value from xtest T2 values')\n", "plt.ylabel('Actual PD value from ytest')\n", "\n", "\n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "include_colab_link": true, "name": "notebook3.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }