{ "cells": [ { "cell_type": "markdown", "id": "be6f4755-5499-4d3e-b4b6-7c96cc6e9fd7", "metadata": {}, "source": [ "# 1.1 — ECDFS photo-z evaluation (6 bands, FlexZBoost)\n", "\n", "**Authors:** Xiangchong Li, Tianqing Zhang, Eric Charles, Sam Schmidt\n", "**LSST Science Pipelines:** Weekly 2025_49\n", "**Kernel:** `Python-dp1`\n", "\n", "## Purpose\n", "\n", "Evaluate the **FlexZBoost** photo-z point estimates on the DP1 ECDFS test\n", "set using all **6 ComCam bands** (`u, g, r, i, z, y`) and visualise the\n", "bias, scatter, and outlier rate against both spec-z and i-band magnitude.\n", "\n", "## Steps\n", "\n", "1. Load the precomputed FlexZBoost output\n", " (`fzb_6bands/.../output_estimate_fzboost.hdf5`) — PDFs and ancillary\n", " point estimates (`zmode`, `z_median`, `z_mean`, …).\n", "2. Load the train/test/data tables (`rail_data/*_with_mag.hdf5`).\n", "3. Plot per-band color distributions for train vs. data (sanity check).\n", "4. Plot `i_mag_gauss2` vs. trace `(m00+m20)/m00` to motivate the FPFS\n", " resolution / star-galaxy cut.\n", "5. Apply the basic golden selection (per-band mag cuts + FPFS trace +\n", " spec-z confidence > 0.82) and show a 2-D `(z_ref, z_phot)` density.\n", "6. Compute photo-z metrics in i-mag and spec-z bins via `process_data`\n", " (biweight bias, NMAD scatter, outlier rate at |Δz|>0.15) and plot\n", " them on a 1×3 panel row.\n", "\n", "## Inputs\n", "\n", "- `photoz/fzb_6bands/projects/com_cam/data/gold_rubin/output_estimate_fzboost.hdf5`\n", "- `photoz/fzb_6bands/projects/com_cam/data/gold_rubin/model_inform_fzboost.pkl`\n", "- `rail_data/{data,train,test}_with_mag.hdf5`\n", "\n", "## Outputs\n", "\n", "Inline figures: train/data color histograms; mag–trace scatter; 2-D\n", "`z_ref`-vs-`z_phot`; metric panels vs i-mag and vs z_ref." ] }, { "cell_type": "code", "execution_count": 1, "id": "93e7c2a1-e78d-4a62-bcf7-7480c22b6e54", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:10.376342Z", "iopub.status.busy": "2026-06-02T20:44:10.376106Z", "iopub.status.idle": "2026-06-02T20:44:27.408321Z", "shell.execute_reply": "2026-06-02T20:44:27.407440Z" } }, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import colors\n", "\n", "import xlens\n", "\n", "import tables_io\n", "from astropy.stats import biweight_location, biweight_scale\n", "from scipy.stats import sigmaclip\n", "\n", "# =============================\n", "# Matplotlib defaults\n", "# =============================\n", "SMALL_SIZE = 8\n", "MEDIUM_SIZE = 10\n", "BIGGER_SIZE = 20\n", "plt.rc(\"font\", size=BIGGER_SIZE)\n", "plt.rc(\"axes\", titlesize=BIGGER_SIZE)\n", "plt.rc(\"axes\", labelsize=BIGGER_SIZE)\n", "plt.rc(\"xtick\", labelsize=BIGGER_SIZE)\n", "plt.rc(\"ytick\", labelsize=BIGGER_SIZE)\n", "plt.rc(\"legend\", fontsize=BIGGER_SIZE)\n", "plt.rc(\"figure\", titlesize=BIGGER_SIZE)" ] }, { "cell_type": "code", "execution_count": 2, "id": "bd23bb2c-3e3b-4b0c-afdc-880f9f4ff468", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:27.411334Z", "iopub.status.busy": "2026-06-02T20:44:27.410782Z", "iopub.status.idle": "2026-06-02T20:44:27.414876Z", "shell.execute_reply": "2026-06-02T20:44:27.414364Z" } }, "outputs": [], "source": [ "pscratch= \"/gpfs02/astro/workarea/xli6/\"\n", "Dir = os.path.join(\n", " pscratch,\n", " \"work/DP1/\"\n", ")\n", "rail_pz_h5 = os.path.join(\n", " Dir, \"photoz\",\n", " \"fzb_6bands/projects/com_cam/data/gold_rubin/output_estimate_fzboost.hdf5\",\n", ")\n", "\n", "MODEL_PATH = os.path.join(\n", " Dir, \"photoz\",\n", " \"fzb_6bands/projects/com_cam/data/gold_rubin/model_inform_fzboost.pkl\",\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "id": "53475e6f-a62a-41ab-9c9b-20ece9ff4280", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:27.416935Z", "iopub.status.busy": "2026-06-02T20:44:27.416594Z", "iopub.status.idle": "2026-06-02T20:44:42.886181Z", "shell.execute_reply": "2026-06-02T20:44:42.885485Z" } }, "outputs": [], "source": [ "data_fname = os.path.join(Dir, \"rail_data\", \"data_with_mag.hdf5\")\n", "df = tables_io.read(\n", " data_fname,\n", " tType=\"astropyTable\",\n", ")\n", "train_fname = os.path.join(Dir, \"rail_data\", \"train_with_mag.hdf5\")\n", "df_train = tables_io.read(\n", " train_fname,\n", " tType=\"astropyTable\",\n", ")\n", "\n", "test_fname = os.path.join(Dir, \"rail_data\", \"test_with_mag.hdf5\")\n", "df_test = tables_io.read(\n", " test_fname,\n", " tType=\"pandasDataFrame\",\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "7cf78692-eb79-41b1-a90b-37947ab46915", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:42.889337Z", "iopub.status.busy": "2026-06-02T20:44:42.888821Z", "iopub.status.idle": "2026-06-02T20:44:44.161794Z", "shell.execute_reply": "2026-06-02T20:44:44.161005Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 4, figsize=(24, 5))\n", "xbins = np.linspace(0, 4, 14)\n", "magbins = np.linspace(14, 26.0, 52)\n", "colorbins = np.linspace(-1, 2.5, 50)\n", "bands = \"grizy\"\n", "for i in range(4):\n", " bandi = bands[i]\n", " bandj = bands[i + 1]\n", " xi = f\"{bandi}_mag_gauss2\"\n", " xj = f\"{bandj}_mag_gauss2\"\n", " axs[i].hist(df_train[xi] - df_train[xj], bins=colorbins, alpha=0.35, color=\"b\", density=True)\n", " axs[i].hist(df[xi] - df[xj], bins=colorbins, alpha=0.8, color=\"k\", density=True, histtype=\"step\", linewidth=2.0)\n", " axs[i].set_xlabel(f\"{bandi}-{bandj}\", fontsize=25)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 5, "id": "8a8be871-e99c-4c87-a272-113ce547e882", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:44.164391Z", "iopub.status.busy": "2026-06-02T20:44:44.164087Z", "iopub.status.idle": "2026-06-02T20:44:44.297791Z", "shell.execute_reply": "2026-06-02T20:44:44.296866Z" } }, "outputs": [], "source": [ "pdfs = tables_io.read(rail_pz_h5)[\"data\"][\"yvals\"]\n", "ancil = tables_io.read(rail_pz_h5)[\"ancil\"]" ] }, { "cell_type": "code", "execution_count": 6, "id": "188e3b03-2c38-4c2c-a9f9-de2d75504218", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:44.301634Z", "iopub.status.busy": "2026-06-02T20:44:44.301338Z", "iopub.status.idle": "2026-06-02T20:44:44.485211Z", "shell.execute_reply": "2026-06-02T20:44:44.484150Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3x45VA2M0jICbMRaejN1bYbN0K0E2fGTcMHj7srgVDAFnCG0GxuTiMBi4ek7Oz+TgoVLqPRgbzucBHiu0Z62Z5vaZS9sTFKRAqfDDZLGiUvqL2Wk6XQfRUZoB2+MNBlpIpWMxEovuSJX3yFo7nWWZE8lak+KxhMhg2iNF9r4SPjtWTvb+S4Nu243EaBgBN8PYGqp8gYzBQzZ8ZNww3Anu2ZvVxxu54/SmD6tWTqFG14HWi3RwgXvS2tYtGisCvHmBDxT6DApS8Nwzy2ho1HvVnoFws9P8h+KR2rHzAjt2nnfgOnkyyAZzD/fH2pz+HRtw1d4b7ZEZqgf0RsA+H86zY+eFW3rDNZqQDR8ZNwx3gnv2ZvXxRhpYQh+WLkkSX+auCL3PPbOMuJjgAft68FAp8fEh6HQdXo3LQN4KVwvdYNozELw1EgROzmDSjEcqNCYIX0q5TlLcCNE7qUdprONGb0BceUBHa1Nnnw/VfJ5fdVtvKm8kxlw6e3V1NYGBgURERNz0e8vp7DKGixuVXjxYbY+htEOafm2z2TymYnu6vrStwIDtuBnaNEOVHZCWGBEWu8G0cyT6ZjCY+8JNNlYsm+yy5Madru8z2DnnzXzwdo7f7PCTfT6UAD5krZkmh7/6cEums9fX1/PDH/6Q5ORkLly4MOTrGI1GfvWrXzF37lzS0tKYMmUKDz74IKdOnRrB1spwh7FKiLxZGKmdoKtxHMweZbDtMBjMmEwWNGoV965IHtCTJVw/e39JPy8RMChOzEh6zQZKD8/ef2lQafHSEiNDaedgQiTuyiIAZK2ZhlLhR2Cga+/UjSxzIG3XWP1+D5aHNdxjBhNuE/5eXd3OS698SnV1+7DGMChIwcMPzuLhB2fKRs8QMeqGT2trK88//zyTJ09m27ZtGI3GIV9Lr9dz99138+tf/5o//elPFBQUcP78eUJDQ1m6dCnvv//+CLZchiuMFV7PaL2gR2oRH65E/mDaIXByWtp6UCn9CApSDBj+Ea6PDbFdrtroTTsGIooPRsvHHSH3ent7vR5H5xIjQyGYDiZE4umZD/T8R7LMgSddrYEy6sYCvJlzI3WMFO6ekfD3518+QGOTnhdePjAm3pF3MkY91PXnP/+Ze+65h5MnT/LlL38ZgCNHjrB8+fJBXcdms7FhwwZ2797NX//6V7761a+Kn1ksFmbMmEFlZSUnTpxgzpw5Lq8hh7qGj7Eitz7arv/Bhlacj3el0HujxnX33iLqG/TodB08+8yyIZeBAIbVRneV5IWFo6ysiR6jlcXp43n4wVkur7Fj53lO5Fe7PcbbcRyNkKWnZw6ex3Yk54fwHDRqJUqFn0NFe4BXf5NDvDaE2JjgOzKs5g7CM1i6JIncvPJ+3+V5aVrefiefxx5dyJkC3ai/I2833JIlK65du8akSZOAoRk+//jHP/jiF79ITEwMOp0OX19HZ9brr7/Oxo0buffeezl48KDLa8iGz+2D0TbABmt4jaahNtpj5aodUj7NvSuSyd5fwqnTNRiNFpZmTODhB2e6PD97XzH4+HrFfXBn3AgesOhoNY2NXTzXZwxKj4eBeSSe7jGWITwHo9GC3mDqNyfHynwZqxjNWm53Mm5Jjo+Pj8+wzv/tb38LwBe+8IV+Rg/AunXrAPj000+5ePHisO4lY+xjtHUvBhtqcqV54w0GEwZydy4wJjRCpM/MWetGqfBj8qRxhIUGkLVmmsvzDx4qRW8wi+G6geApNJEQH0L+qWqHau7S43ftLuSv759j155Ch3M9hYm8wVjg0AQFKfrmoU3kfDl/7m0W3Gj3ZaThTZ+8/e7finPjdsGYMXyGA4PBwGeffQbAvHnzXB4zceJExo0bB8CHH35409om487EYAwv+4Jt6qd54w2kJR0Gy70YbT6Wpxe58/itWjmF8PAgZqRGu73eYDkZ7o5ftXIKsTHBbH01i1hJurz0+KLieowmK0UlDQ79ca6dNVjV55F4JiOVQu+NEenpXqM9v24EvOnTSNZyG+y9ZXiH28Lwyc/Px2KxAIjhMleYOHEiACdPnrwp7ZJxa2C0d1LDIUQL5258IgOdrsPBQ3Ej7zsSGMyL3O718UXfF2Zx5+kaTOTe3QIleDwOH7WHe1wdv+mpu0ibFcv3H1vkUHcrIT6EWol+kZS4PVBBUefMOnfHDMV4GuwcH4rXYjjq0cPBQNlUI/m9dqV5NVQI8+zgoVKvrjPa39fbCbeF4XP16lXx97i4OLfHxcbGAlBcXHzD2yTj1sFo76SGU/5CODciIojnnllGbEyw1y/loYQDB5OOPRCG46FxVbx0JBZ84fjsfSWcyK/m2PEKl160iIggXn7xXk6frXGouxUbE+ySIO7KKHKGN16WocoDDHaOS+eGpzF09UwGqx49XANloGyqj/YU8tIrn9LcbPD6mu7aJPQpN698RN4ZgzX+x0JI+nbAbWH4tLa2ir8HBQW5PU4gO7W0tAx4zY6ODoef4aTZyxjbGCs7qeEaYN68lG/UIuP8mTf3cfciH2jRkXKANj6RIT47Twu+VG/Im/7hA4vTx6NWK8SyGK7a5a7ulrNHKjNjArExwTz5RAYHD5W65GSNVIq1q3Edzhz3Vs9mqPcY7rz3FLKMCA/iYlEDjU16Xn8zb8TaNFLvjLHy7rlVYTQaHdZpb3FbGD4Gw3VLXqlUuj1OpVIBdvb3QNBqtYSGhoo/v/zlL4ffUBljEt7spG6E2/xGhQY8XedGLTLOnw3nPoPhUUREBInPztOCL9Ub8vQsBSHAFcsm8/CDs3jhuRViWQxXGjbuhOy2vJZDfYOerdv/yeGcq2zdnitWrHf2VDn3ydM8dD7G23k5HG/BQPNyuCT54c57TyHL9eum88xTmcREaXjyiQyvrudNssFIeV+Gc52hiGHebsToX/7yl+IardVqvT7vtjB8AgMDxd/NZvcPVvjMk1dIgE6no729Xfz5yU9+MvyGyrhlcSPCYcMpLOkJnq6TmTGBsrJmOjuNQ3oJelp4R2L3DyO7CxbalLU2xSujzFkI0LlPOl0HUVFqjyRyaa2y1JQY6uo76TKYyN5fIi6oUk+Vt3C1eA13Xg7HMzcSbRC4UTcyNV4IS0ZEDPzeh+ElGwwVQzFMhiqGeTvhJz/5ibhG63Q6r8+7LQyfyMhI8ffu7m63xwmfeVMHLCQkxOFH8BbJuDNxI1zSo+Hmzs0rp8do4ew53Yi8BN29UIfqmXB1rjcYiOAKiEZPZsYEr7xWrtr13DPLaGzs8kgiX7VyCnF9XJ8N98/goQ2z7KUkbIgLqtRT5S2Gqow92GsOFjcqjDZaGKwUxUDzWnqMu+OHMg6eiNarVk5Bo1ZhNNrvebuG1FQqlcM67S1uC8MnOfn6w6yrq3N7XH19PQDTprnWAZEhwx1uBLFwpMnF3sBehmE8i9ITPb4Evb2Puxeq8/muSkl4MlZ27LzAjp3nB7y/lIzsauHI3lfC4ZyrbH71CLt2F/LZsXI+OXjZbfbXQM9EMH5iPVSFd76GUuFL1poUB6/TYCD00ZXBNtx5ORIL4o0Ko41keGYwYaHBSlEMpuZX9r4SjuRcYfOrR9zyuwYylOzfj/Nk7ytxCJ86h02lWZAyMdoRt4XhM2/ePNEjU15e7vY44bPFixffhFbJkDHy8PSi9XahUCr8BlQ2dr6PN4Rjz+20Of3rORtHWhzUU/+kZGTXC6iNurpOurpMFJXYNz6FxQ3Dyv5yTkN2x6dobjbw8s8P8Zf3Cti1p9Aj+dlTKrbQx2PHKwZFBvcGo70gerr/SHqDPBWpHc59BktIN5ksFBY30t7e48A3g/6FfbP3X2LzliMcybkibhgE/tix45V8nl/lsXju7erlGQncFoZPYGAgK1asAODs2bMuj6mpqRG9QVlZWTetbTJkjCSGQlx2tYgO9JJ3vs9wi6RmrZ3OssyJZK1JGbAvzsVB3fVPSkLNWpPicgHNWjud9eumo1Yr+f53F7M4fTypKdEoFX4YjZZ+HqmP9hQOKvvLVRq9NNX+WnkLzc1dFJU0ujzfFcnZ+foDLWA3M1x0o0iyA2XMDff+norUDsdAGCwhXan0Z8b0aELDAt3yzYT2mIwWSkobqaruoOCcTvz+xseHoFErRa/tQORu2cvTH7eF4QPw+OOPA/Dxxx+7dGNnZ2cDdu/QwoULb2rbZMjwhJHiv7hbKKTCed6+5F0pJw9GuM35fFft9vTCfvjBmTz84CyXGVpCG7L3FQ9IQhVd/l0mfveHz8Fmw2Sxcrm0Cb3BJO66z56rxWrt7ecNcvdspOPo3C4hJLXxiQweWJ9KxpIJfOsbcx20ZFyl47u7/kALmJCJtnRJktvnIYRHduy8MCyj5UYYWdIsOOm4uyI9D/X+10nu00c8XDgYZK1NYcXyybzw7HKPSQA2mw2TyYKvjw8qpR9JiWHi9zcuJpjnn7uHhx+c6bLNt2sG10hizBg+bW1t4u+eMrMef/xxgoOD2bx5s8Pf77//fu6++26qqqr46KOPHD7r7e1l+/bt+Pj48Ktf/Wokmy1DxrAx1Je5N9wEZ+G8oabuj7Rwm7f3dYbNZuPw0St94S1fL/khPmK4SzhHMDiWLkliy2s5aLXBhIUEsGljpleeLudxtLerzCEkFRERxNcfSeOFZ5fzn788Qm19p6gl4yod3931BxoX50w0V7CHD6vF8MhgxlyKGxE+kWbBDTTuNyr13RNGymh0d3+j0UL2vuJ+3seSy00kJYaR9YUUkVPmqf0D8d1kXMeYMHzMZjO///3vxf/fuXOnWIJCiubmZv7whz+g1+t59dVXHT7z8fHh3XffJTU1le9///sUFBQAdoGjH/zgBxQVFfHaa6+xcuXKG9oXGYODvDsZ+svcWxXfgWpcDea6njw/A2VWDUQsHag/znyerDXT3C4CUjJ11toUHnpwJkszJojnCAZHbl45CfEhNDV28ewzy/oZIs7PxlVfBAL1qTM6l9ovBw+Vkr4wgW6DiSnJkYMaH2m/hyOm547UPhxF55GAPVxpYVx4kIPitXNW0o26vzdwZzSO3LUd+Wwmk5XqmnZSpkVxd+ZENqyf4VWfXfHd5Pera4y64fPoo48SHR3Nf//3f4t/+/3vf09UVFQ/IyUiIoJvfOMbqNVqnnrqqX7XSkhIIC8vj//3//4f//qv/8q8efOYN28eOp2OnJwcNm3adMP7I2NwGIvprDcbQ32Ze2swXbhYR2tbz4jU8BKIvdveyHMITYD7GlGealQNhstiXwyVYMML3ZfrZGp76GyWy9CApzIT0v4KRGapErSQeWYyWair68RotLgMu61aOYXEhDDuX5eKyWL1yOdx1++BnrO7LDUpedbVGIw2Adbe9x4uFjpm4zpnJQ0WQzHC3SEzYwIBKn/mpmmHXEPNHZndFZ9NqfQlIT4UjUY5qPeC8CylfDf5/eoaPrbBVPW7zdHV1YVGowFAr9eLJS5kDB3CYrFq5RS37tlPD5fdUAGzkcJAfRmL99ux8wK5xyvQaFQir2C49929t4i6Bj21ug4Hg8HVs9y9t4j6Bj06p2Ol9xrM89+9t4iWtm4iwoPE+mau2ut83cGMpfOxO3Ze4ER+FYvTE8laM41PD9uLl57IrwJgcXoidkPLh6w1dqkMV/dqbjaw/c08e5itT0zPYDCTva8EfCBrTcqQnrPzmEjbf/BQKfUNemp0HTznxrjzdhxGCtLrArz6mxyiotQ0NnY5tNHV3PC2Ta7miae/e4Iwhz2N4UDXFT4vK2umx2hhXpoWjVrpsh/efie8GYtb6f06XAxm/R51j4+Mm4PRcnkOtOMYC5kH3o7Nzd49jcz9bPj7+5I2O9ZhjN2lYNsX4uK+MFGJyytKBfqcFyTnF6w3HpXB7mqFEIiwe87eVzxg+YfB1BHzlIp/nSSbIu7Us9ZMc/CmuHtuuXnlxGtD2P5mnnhvZ5Vgb8OCzmPijpe0auUUKipbaWvvIXt/yaDeAyMhnTDQdYOC3ItCCmMNeB0OFTCSKd6rVk6hRtch1mwbzP2kn6sUfly91oLJaKHIhaSCAOe5626sB1Pa5XY3egYL2fC5QzBaLs/RdqV7g4EWegE3uy8jcT9XaeTQv8+O88MHH4C+/zrD1YtZ0BsR0sGbmw3s2HmB7H3FXu82vVlMpSGQ7W/aw20F5+s81lUCR26ScwaRM5yzpFyNobvMM+m9XC26UiPE+djBhAWdx8QdLykoSEHabC0Kf1/Ax+v3gMC90ahVI17zzXl8BONHIPA6z4PBhEPdjclAfxf67E6r6rlnlok12wZzP+nnF4sa6DKYaGvr6Uei94QbRfS+kyEbPncIRutLcmvsODwv9AJudl9G6n6uo9mOfRb4M0ajhRXLJ3N35kQxbOMO17NI7GnltfV6MR18+5t5LkUIPcFbD4M0FbxG10FiYtiAdZWkWWnOGUTOELKkDudccVt805OR5swLkv5daoRI2yV4iqQZeM79H6hwpnNfhfZmrU0Rn6c3qe8geKLMqJR+Lsd1pLVvpN4dZ8N0MKn9w4GzV1CqHj7UbEgpZkyPJihQwdr7pg6qZMn8ufEcybnKvDStw31gaEVhZciGzx2DW8MAGR1IF4bbDe6MCaHPK5ZNEl+i2OBEfhWHc64OMovEl8yMCTy0Yaa4k934RIZLEcLmZoODno0UnhZl5/CIkJk10E5cgLBYZGZM6Bemk6K52cDJ/GqUCj+PFd0HCp258yI6j7vBcF35ef7ceGp0HTz5REa/tg23cKZg/HqT+g4DGzaDSbcfDFyltt+sd5e0z87ZVt70cSAv2Ib7Z/C1r6TxwPoZXrfJYDDz4//4hJYWA8++sJ933zvL5i1HHLyCcubW4CEbPjLueNyMF+tIZpkM5hyBE9PZ2eOgQyL1gFx/WfcvKzHQtYW0ciHsI+xkIyKCXIaCtr2RR2OTXtSzkcLTouyuqvxAz04YK6FO10BG3bY38mhpM1Ba2sSK5ZNFQ8y55IG0bpZAIBYqthsMZgrO1WG19OLsRXQ17sK1//BOvkP/XXm5hqJiPJKhooGuL8VQ5rYr/thw4S6jyvlzcCxkKzXcvZWO8MZYBLwel4OHSgkLU9Hc0k2P0cye7BK6DCYHr6C7bEp3HD4ZclaXA+SsrqHjZmY83ezsqpGApyyTwWbdDDYzZffeIj47Vo4PcHfmRIdzpFkfwA3PAGluNvD6m3k8+UQGgYEKh+foKQNF6APAMhd9cDcfnLNpFqeP5+EHZzmcm72vGPAha20K3d1mtr5+jNRpkSiV/ugNJnExs2dzmWlp60EneV4Gg5lXf5ODVhvCuPBALlysJyZaQ2OjnmefWQb0z/JyNe5LlyRx7HiF2H9vM4UGmgc3OrPH3fWHkkE10H1cPWdvshBb2ropL29lwoRwj5leNpvNZZsHO4YDzUlvv/MGg5ns/ZcwmSz4YN+SKJX+DrX23GVTSvsx0s9iLELO6pJx03EzydO3ojaFJ8LrQBkjnq7lzU7OU0V26c5+uJ4vb7RMDh8tY0ZqjGj0SJ+jp/vbtVT8mJUa00/UzhvBxU0bM12SvAVxumPHK3j1NzkEBipInx+PydILPogZZIBY8kCn63DIQJKSX7FBfHyIg9Gz5bUcqmraRY+QcI7gSRCu7cz7kIb+XI2tkCl04mSVGDp0ddyN8GhK7+Pu+t54l0Yiy8xbHaTvPrrQZSjVVfkRT98TV233NhQqkMYrKtvQakPI3l/isf8Cif7rj6TxtUfS+PojaS71qJz9F879kInQjpA9PhLIHp+h42bqRdwq2hTeeqaG05/R2Mm565entggZS+0dPSj8fVmUngi2XvDxHbBSvPTarnRQ4LqnqrvbzLY38njqB9e1cjyhudnAr7bmUFXVTkZGEokJYaJ3RxricNYNcve87Dv0ErDZ+TxCGOzY8QqWLkkiNiZY1NrZ8loOCfEh4t9cjVd8/HUvUnx8CHFOx770yqfU1dvFE3+3/QG37c3eVwLYyFpr/9twPaYjNe927DzPifzqfp44V3A37p7+Lu3nSH9XPHmKpG0SnolGreLCxToS4kMIDw9EpfTHaLSIXkVnDSZvn427fjlfy3kejOV351Age3xkDBuDjQnfTPL0aBK1R0oHRYrh9Gc0dnKe0mtdlRkQzkmID0GjUTIvTcvZAh2tbT1us4bANcclNSUKgKLiBur6eDVwPbtl2xt51NV3sum5bJfPyJnvsf/AZcor2oiICKKpsatf5pArbpGn52VPt/cTC6BmZkygRtfB5pdXi+nawnhISbyuPAYJ8SFUVrVRUFBLTLTGZbbXUz/IwGi0sHBBglsOjzNR11WVe284MM7epqHMO+d7mUy9LjMqB+O5cvd35356arM33kpPY+AqRV9ok7QyfHx8CBVV7WCzce+KZLLWprjVYPLkUZK2y122n3P/XZXHuFMhe3wkkD0+13EnxISHgsGMy1j1TAk7wcyMCeTmlQ965z8QF2cgjsTBQ6VU1bSTf6qara9miZ6Z5maDg7dGuJZGrUSp8HPw7ixdksT2N/OI1zp6TJqbDWx6LpuFCxJITAjr94ykfI94bQif5ZYTFhZAaGgALzx7j1tukSt+lDfj4+yBkY69Jz6PcA2BUySoZAPi+YeP2jWXViyf7HAtV+3J3n8JsImhPunzEzgnuccryJR4pQZ6psK1B+OhcObbaNQqwCZ6yFxxVIRxHMl56q5dnvhUQ1XAdm6P0WhGbzC7/I5k7yvBZLaiVNglDwRvkDvukafvW/a+YgePqvM8GEvvpJGA7PGRMWzIMWHXGMy4jLaEgLudvLAYb38zz+XO3zkTxPl8T/3yhiOxauUUGhu7RDKvAOeMr+s75etp5c6p7M6idwDr1qYQE61x6Ulx1gBavGg8keOCXBo9wvGL08czN02L0WjxytPnarcvFHUVVKaFCu7CPYXj5qVpeemVT+nuNrN+3XSWLLKP0WOPLiQoSOHw7ITCmc7XctWehx+cSdYae+itu9vswAkReGbpCxJc6htJNZ5cefIGw7eTjr+QESj1kDkf5yprzlsMJovKG+XlwXLxpBAMRLuXZ7rLewmSBUXFDZzIr8ZktorHCXyveWlal/PZWTLi3578iBpdp0MNNGEeuBLdvNMgGz4yXOJGEyJvVUhJqTeyH0MZK3cES2cDx3nxkaoGS4XjnM93RcR0vqc34yOQgcPDAx0W08e/vRCDwcxjjy4UjxPKQ7irCG+z2ejuvt72rdtz+2po+TgYCkLoQFh8BMMpMSFM9KS4U+19+MFZaNTKfouzN89DuN/ho1f47Fg5XV1mlwRboa9vvvU5Zwtq+Pqj79PcbOCtP+WjDlLw9jv5/Z6dO8K6q+cC7ueD8DyEsXAVSnJlnEjbI8whqeifK0gNV2fjUNoPZ+PR2egYKDwnhTeGk6f3nfAcNz6R4ZVmlLs2OBvv7sjgQjhXqfQTjzt89Ar6LhO/+8PnDn1x9X3b9kYeAQF+HDhUKpLw7c/mvIOkxZ0M2fCRcdNwK2ZjuYI7jsRIvlCGMlbuOA1SAwdcLz6uhOOcz5d6Xjy109saQkqFH61t3eJL/PTZGpYvm8SZAl2/MbXZbBw+WuZgxAjGzvY388S2p6ZEYbX2UnBO58ANctZiEcIKQsbWQFooQ+GHOF7ThtXay8HDZcRrQ0RVaOdzZkyPpqnFgMLfl9fftIf9YqI0PPlERr9nJ9QHA/oZAa76I3gNvvvown5ZgeCoAuzOU+bJk5e9r4Qduy5y7ETloObtQJssadacMxfGk9dS+F3gWUVFqQftNRLuVdc3z9wR2t19/6VtGMhTLIzDhvtnOmQgGgxmzp6rxWrtJXV6tGgEZu8vYcfOC/zcSdDwqR9koI0N4a3/2iB6RIXsxc/zq0QtqjvZAJINHxleYSQW91s9fObuJTbQQj+UsRvsWNlJjo61lVwZOJ7u5ywc53y+MxHTXTvdtd3VYirdybszUqQK0dLPBWNH2Ik/+8wyNtw/k9CQAJISw/rtrqXXd16knYnZgmFV16Ane3+JywKsAoSFUSpguGPnefR6k0g6zVo7ndCQAJYsTkSn63CrCr1m9VTuXjqR1NQYUetobl+pAnceDldGgCsVbEEg8kyBzsHg9SZF3JVnof+8tqGNC0YTNHBZjcHC2ThyZ9S7mjfHjlew8YkMTp6qJiwswCvjx9nodZYwkMKTR0nahsF40I1GC9n7ikUjNikpjLCQADasn8HGJzLQ6TowGa3kHq+g9EoTVZVtLF2SxI6d5zl89ArPPrOMhIRQh7kveAix9d4WG9DhQCY3SyCTm91DJjt7R9x19WK7GWN3M5+Pt4RW5+PckZWz95dgMlpRKn3FNFvpmEJ/YcXmZgPb38yzL3xOaevOz8MVmfsv757lT/97ivEJofx/v17H6bM1mEwW6hu7OHmqmnvunsS58zrUmgDSZsU6pBy76ufmV4/Q0d5DSKiKtNlaTuRX9SNEu+uTlABts9moa9CLAonCoioQj2t0HaIIn1RlWEiXF0jOwnkVla2kzdayYvlkOxnaST7A3dx19feBRPEGS+b3NI8GS5p21W5hjJcuSWLbG3lER6vJP1VN+oLxNDTqPZKUXfUte/8lTEZLv3m6a3chH39yiSWLE4mJDkap8L0+t/sIxiuWTfI6kWD33iKO5Fyhtl7PQxvs3CzpuO7YeYET+VXMT9NSWNxAV5eJ9AUJlFxuornFQFNTFw9JOF1CW4Tfu7vNbr87tzJkcrOMEcet7q0ZDNx5aAYjbubpvBsRGhvK83FHZh6oXd5K5LsrNulMVlYq/DhzTueQZisdU1fjm5tXjlYbwvY388RK8O4KSgrt3br9n2L9rH8eu4a110Zbew9/eCdf9CidPFVNgMqfQ0fK8PP3I212LFlrU1yW/ZDCZoO6Bj36LjP4IO6uBV5Sc7PBwWskJd7q9SbKyppZuiSpn3fBmXgsFeGTehPuXZFMbl65eH3hPH2XmWPHK3j62WyX8gEDpYgDDp4P6Rxz5VUazD76ehmQ/twx5xIh3n5XpO0Wxjs3r5yE+BCaGrvY+moWutoO2tp7+jKcXMNVerpS4cuZczqOnagUvTsHD5Vy5pyOqCg1TY1dDt4Uex96uFhYx+GjV9wWQHVGZsYEmpq7iYpQI3DVHL1t9jFWKP144bl7WLF8MgqFLwnxIbS39xAdpebU6Ro2bzksCmcKpPpPD5d5Xa/tdoZs+MjwCqOdoXQz4c79P9QxcLcQj6Sr2V3bPJFAXel8OIdfXJ3nTivG+Vquik3af7ehUatEo0CoizRvEJlTUgPBXSV459BkakqMqBmz5edrmD41im88kiYaEyuWTeK3r2ahjQ3mpy+sJEDlj8lopbvbzIWLdZw8XcPn+VUuw0JJSWFMnRpJZkYSWWtSRP6NQGreuj2XugY9m189wrvvnRUNqIOHSsk/XU3Z1WYO51ztR/wGeO6ZZYwLC6S728zrb+ah1YZw7HiFx8wn4TrpCxJoajYwNy3OY0V6d5AaJ87hvsNHy9B3mTicc0U8djDZV0L79XoTf/lrAT/bfMghDKpRKykoqBH5K57mpPNn0oV+1copxPaFQiMigkibHYu/vy9gc2vsu/o+2cNFiaiDlA6G6bw0LeogJU8+kUHW2ukoFX58frKK+XPjxTmKD/0KoOYer+w3VgaDXYBzyaJEwkIDwGbr46NdL3qbtXa6yAG6/p3yITw8kG2vrWPcuCB6jBa6DGbyT1X33f96mPhO2sS6g2z43MG4EZ6H2wE3+sXgLQdmqJBexx0J1FU7XHFsXGV0uVsUpBwZd8Um7Sm79l3rtjfyRFXjhx+cOajMKWFhj40JdqgEL/WwCByd/Qcvc+pMDcvumsjdmRPJWjONhIRQ/vLOl/nWv8zn9NkacQccERHEyy/eS1FxAz1GC2fP6fjV1s8oLmnAv09x2jm7bNXKKYwLDyRtVpwLfRT77jx1ejQ6XQddXSb2fFwiGlCrVk5BrVYQGaEWCdlBQQqwwYk+ImpQkIKSy01cKmum5HIj//fXs0xPiXKZ+SQl8AYFKdColdydOYH2tp4hFf4UvDomo7UfiVhaiFXgmFVUtnqd8i0s2p8eLqOxWc/Va80OHj+lwo+kpHBRuFE6J+ucDCzn+Spd6J3nq9Rw8JafJ3jsstZM44Xn7iE2JpilS5LI3ldCUVE9SYlhHDteQVCQgkuXm2hpM/D2O/niHM1ak+LEt0kkQOVPe3s3H+0pdPi+RkerOXmqiukp0ZLvg49otDt7gIQ0eJXSX8xWzMxIYmnGBLa+mtV3/2kjVprmdoBs+NzBuF2yrEYag30xDNZgcXf97H0lfbs69y54byB9ru5IoK7aIX2hCl4S4TyT0SruON31SanwRd/HsXBHhhVUZoWaVq6yyLzNnJKSrwU9GCHza+v2XDo6eqiqbKOoqIHGJj1vv5Pvst6SVPlW6iUSyaDYMFt6CQiwF4fc9kYe1TUdDgaGq3Rve1t9WJw+njWrpjI1OQKVyp8VyyajUvmxdEkSQUEKXnhuBZERQSIhG8BkslJd047JZPf6PPWDDGakRtPdY0GjUfLzLUcc7iOkWzc2djkYHlJvx1AWOiEsolT59SMRJyaFERYaQNaaaaJBmzo9Bp2uo1+6vjtk7ytmXHgQ8bEhbFg/ox9JXtp26Vx2Jhu70gdyR8YGHIwQV2Foe/j0vBgueupH/+BwzlXREF2/bjq5eeWcyK9CbzA7zGNpJp6r73pQkF1PZ/bMGGrr9Jw+qxO/W1KNK+mYZ61N4e7MiaxYNsmlR8s5LPfwg7PIWjON3LxyMSwqzXS70ze7MrlZgtEgNw+VxDdS9x6LysJjDQM9o9GoWzRQe0ei9pdUMTd7n91LsSg9UUyhHui+nsiwwk5/6ZIkcvPKB1SRFgidi13c32Aws3nLYboMZtIXJKDRqGhuMbD/4GXuz5rOfaumihXhncmcUqKoWq3EZLLS2tbtoNArrSifm1dOXYOevOMVZCxJEmtnDUQGNhrNfLirkLjYYNRqZb9K8cL5wnjo9UbOnKvtNxeqq9v58Yv7WXlPMl95aLY4zoKq8MYnMjyqOA8W3pKfhf93rj01EN59r4A9HxezdtVUwsMDHepKefrOOY+Xq+Ouk+lVYOul4FwtiUnhDs8se18x4COqRkuVpfVdJqyWXlrbugnRqGho7hLJxqJ6ds5VpIrYgyH9t7R2s//gZRLiQ7FaelGrlbzw3D1AfzK/AOl81WhUbtPrDx4qxWSyoDeYHarSu1OAvh0gk5tvIYym1+V2dXmO9K5GGl93hZEKjUld8EOF8NIb6sLnLqVc2HFmrZnm8p7SnTTgMu1fem3prtkbPZaCczosll6E0JH03vbip0bq6jtRKP24d0UypWXNREWqKSxuIDBQwZNPZLDtDTsR2nF+2K9XWNzQFyKBiso2kfxqMJjJzSsX+SFCCG/rq1nE9YU7hL47exgc54UPcbHBBAT409NjobKyjS69qV/4UBgPHx8fkWMknccJCaF2Q8gHkfcirfY92LTpgTAQ+Vn6d5vNxorlkwf1XVAqfUmID6X0SrNbvpmndgnj5Ynbha2XE/nVtHcYyevLfhPuIWjbSD1HSoUfer0Ji7kXlcqf//jxPYSEBrA+a7pDeEwI0QpKyNn7ijlwqIzHf7CL5maD2z4L55ddaSYhPpR5aVpCQwNIdCHB0B828b+Cz8KZLC1c32zu7afb5Kme3p0E2eMjwWh5fGSvy8hipFO7d+y8MKC3Y6zAVcr4UOeVt3PT2ZPjqeq4u3tIU7GdvUU2m82eml3VZufRONV0qmvQU1XZxpw5WjHsInhlhNRls7mX1jYDMVEa5qZpHdorptOr7KGs7H3FHDtRiTpISdrsWJd1lYS2b95yhI6OHoLUSvz9fElKCnNbbV2o05STW86ly43MS4snJSXK4drS407kV7usESZ9LkJfr15twd/fl00bM92mKNs9HIOrzu2tR3oo3zmxPT6wYpljvTFPcgXO1xgo7d6eil5CwblakhKvPx/h7+AjGvQHD5VyMr+aC0X1NDbpWbRgvOihE7yCznXWBOzYeYG3/nSSwEAl8+bE8fKL97ocP4fUeJWfQ/00Tx4saX+lnjWbzcZnx8oBWJY5UfSmuqsJ5mp8nOUebsW1SPb43EK4Xb0uo4mRJid78naMNbhKGR8MpN4Qb+ems5fImbvjCVKejiuBOqFOUY2ug+SJESLhV3rvuJhgnn/uHh5+cKbI2xC8Mg2NerTaEGamRou8C2ntKQClwg+TxSqmegtig4mJYeDji0atpLPT2C/9WCCVFl9q5NSZato7elz2W1hY5qVpOXVGR21dBxq1Coul10FwUjoeWWunuyxJ4ezRE7LbjEYLPUaLxxRlIZtoMNW5pbwzZy+c1KvqKrV9IDiTcqXP39uUa3dEe2mJE4CHH5zlQErevbeI7m4zSoWfqGskeEpSU6MJCVYyZ1Ycao1SLCEheAWlXjXpOGStTeFb35zPrJmxotK2K8+Vnbxu48w5HWaTlYOHSgFcerCcs9WE46RiogJZenH6eAdvqruaYM7vR08JELcrZMNHxpBxo4lyQ73+SBuTrq43lkiCzc0GXnrlU5qbDZKXXn+VZW8wlNCrc3aRNJvLm3FyR1wWDKnDR68wYUI4ZVeb+j69noYMXFdi3nme6up2tryWw9IlSUREXCfC3rdqKs8+s4zcvPK+S9g4kV/Frj2FtLQYOHT4CvP6FJIBZqbGMC48UCRNO+sMCSGmRQsSmD8vnukp0YSGBbis+yWM6Y9f/ISTp6pobe2x80d67aG7g4dKHVK0BePGnhY/s19WnLOi8sYnMlCp/MEGnZ09LtO8hUy767IBZpHA67l+k03815UqstAOZ0PF+Zm6esaeNihSQ8rTtVx9lr2vGKPR0k87R6rr46mG3Yb1M3jrjQf5wn3TeOHZe8QSEps2ZooG8/W0+RJRb+jgoVLWrJpK+vx4AgMV4hyRGrdCe00mCxZLLx9/cpmqmvY+mYMCWlq7KSlppLPT2C8rs85JrkCapSUtQiuMhXCM83x0fp95SoC4XSGHuiSQlZsHh5EKKblzp49lteiRbpu3IQVXx730yqc0NumJidLw8ov3Dvqaztd3Dh0M5TrNzQa2vZHHtCkRmCy9HkNvUhKqoHorDXdp1EpUSn+HcFj2vhKR7KxU+Iqu/samLgJU/hiNFn63/YF+qsjXycYWPs+vQqXyo+xKCyaTlalTo1Ap/ZiYFM65C7Wo1Qq+9c35vPSzg8REB7NwYQIb1s8Q2yYoLH/30YX84Z18vvvoQlEBWggx2NtqV+9taTbwwd/PM31aNGq1ktmzYsVssLKyZpHwLKSyC6EV5zCJq9DOZ8fKqa5pJyE+lGWS0NiOnec5drxSJM66IvBKw2nOz1p6P6nib2Cgoh+5OXv/JbD1krV2usO4u1J5dp5XgEO4xWSyOoRypOdKkwCUCr9+nwkk8qUZSaiU/v3mS9aaaXx6uIx5aVr+8E6+23CaEIozmSwolf5krb3O7ykvbyVeG0JFZRtpc7Rg6+1HJO7sNLJrTyFJieEsTh9P1toUsveVkHu8ggCVP/7+vmjjQjh5qoqwsEDq6jrBB7DB+IRQ7paErealaXn+5QOkL0ggMSHM5TtHGGOlwo9Ll5t46gf2fo3l9+hIQg51ybgp8Cak5M2O352XYSwLbY1E26Rj462nxZVInHMhS+mx3qrfukr1db6OO6VmV7vup5/Npra+k6JLTQOG3oSxNBnNDiRy4e+CBkpExPU6W/mna7Ba7R4Tqav/33+YSXFxAzNSo/vVrJKGQMDGovRENm28i/XrpjN1aiSVla3U1ndy6OgVaus7ae8w8u3Hd1JV00FRSQNKpb/ondHrTRzNuUpzcxe/+8MJJkwId1CAlob+9AYzKqUf48YFMmtGLM0tdoJ1UXEDSxYlUl7eSvLkCKyWXk6druHU6Wqs1l4Kixv66dVId+vCuM+fG0+Ayo+1q6aK4Q4BJlMvF4vrae/ocZn6LQ2nCURxacFL6f0Er87hnCscPFTqkCbtLGfgSSPK1bzqr8ODQyjH8dzrmjb9ybp2Erlao3LQzpF6roQ+nT5bI6p/O383BP7W+x9e4KO9xQ66S8LY1eg6SEwMQ6X0E8NKUq9JUXE9TS3dnLtQKyFQ26ir68RotJA2R0t0tIbVK6eQviCB9eumc3/WdNasnopK5c+8NK3opTp9tobMJUk09aW6uxJyFEK4+/Zfoq6+g9ffzKO6up0dOy+AjX4hU1fvhLHkyb6RkD0+Esgen+sYyi7fFbzZbdwKBO+RGg8ppDtX53o8ntrx6m9y0GpDxLRcT8dKSY7eeF1cPSdXRFNn8nFdg57KyjbSZsdhMlk5/nklbR09bPv1OiIigvpdw9V4CiTyuWlaNH0kUmeypeDdMBotdHYa2fpqlsNu/aVXPqWuvrOfx0fqTXL2RgjXrappJ/9UNZtfXs3xk1UUnNMRGqriyNFrfPmhWX0lC2rx9/PlyrUWWloMjBsXxIb1qQRrVC49CFLy9uGjZZw6o6O0rJn2zh5mzYghNCQArTaEq1dbqNF1EBysoqmpi6lTI9n0ZKa98rzWNVFc6rkRvAzOJOifbzlCZ6eR0BAVz/d5fIRwEPiwYvlkcYwFo1qn63Cp++NMrHW+72C/x9LjgX5emMBAhcvvnPN9pHNx6ZIkB6+U1KMkvZfgXXI3vjt2nue9D87T1t7DvDlaFi1KdKi3BYjEbIGcvGt3IYXFDTzzVKY453+7PZfkyRF9hpidIyglVLuai0LKeoDKj+TkSAf5BymhXajPNi48sM+uswE+NDR2cfxkJWtXTeXjTy7R1t5NeHgQD2+YKY6l87tHGCdX7blVMJj1WzZ8JJANn+sYyTDWWDdqvMGNcBdLs8WEl6A3oS4hdCItNukJwjPo7DRy5pyu38vOOaThjVHkvGi9+psc2tt78Pf3RaXyo8doZV6fAeP8Qr13RbKou7M0Y4KYKTfQwir2f/8lCs7pxAwdqd6QUNbhSYmBJRh/rW09/bRu4PoiuP/gZYqK6tn01F0EBirYtbuQopIGMVPq3fcK2JNdTFxsMBcK6wgJVjFjeoxoUHgqYrt5yxH0BhMBKj/0XWZaW7vJWjuNZZkT+ffn91HfoGfqlEj0eiORkWqWLrGXvpAurt3d9nIGQgjDVXaQc6i4rkFPra6DJ5/I4PDRKwiLo1BEVa1WOhQ99db49iZUNBQ4G9TuxtPd3HUX2pTOny2v5RAeHsDZc7X84uXVnCnQOYTsDh4qRa838dHeIvCBL39pNg8/ONNl24TNhMlkZceuixh7LISFBfC77Q8Myfiz39uu4TQvTUuwC60eYfMTHhbI2XM6Vq+cwplzOgDmpWm5XNrE1OQIugxmLpU2UV/fycrlk+nqNnPi8yrWrp4KwNlzOhb1hYqd9bVuxfe1bPgMEbLhcx23i8EyUnA3Hu48Qd54iKS8CPDpJ/zm6hrDMcCkhpb0ZedpUXHuOzhyMaSLj7CTXbFsEseOVzik3DrvWA/nXKW+vpMvbZjZT6xR6iVxJ8bnbrFzVz09e18xBefrSEwMc/CUScfz1Jka6uo7MBqtrFs7TUwnX9THJdHrTZw9p8PPz4ceoxWNRskLzzp5UVwYpDt2XuD9Dy/g4wsPfDGV8xfquHqtmQfWz0CjVvJ/7xXQ2NRFQkIo2369zi6KZ+vFZOrtM1TtMgoCl2vcODVps2IQCCGe0u2lY/TZsfK+TDIlyZMjKLvSzPe/u4gzBTq3adRS75BURsB57EZqM+DKC+T8/D3dd6DzBbHHj/YWkRAfijY2WEw7z95XwtlztUxICiM8PLDvij7i83R1baPRQmtbNxWVbUyZHMGnR8pYvCjRgYfj7btg85bD6A12EU6pwePK0MveV8ypMzp6jBbSFySgVPpjMlkoKmogKSmM8PAgLhbWERZ23cB7/uUDtPUVqp06JYK0OfGOXigb/Z7xjfB03yjIHB8ZQ4I0vnu7ptmPdKaYO26ON5wdKS9Cymlwvoa0TtZwuEVZa1PsJRhsvaROj+ZIzlWHTCZ37Zb23V3qqz2zxF6YU+DiAGIpCOfMr8yMJL60YZYYJnA195xTnJ2PcS6v4W5MBJ5N2pw44vo8RAKkHJFvfi2N6poO5s7Rgo8vi9PHMzdNS0FBLfUNepQqP+7OnMizm+y1kNJmxdHdbW/Trt0XyT1eyanT1WTvK3bgPplMFhISQpiWHMmaVVOprunAaO7l/MU69Hoj2rgQ4uKC2fLKfUREBIlzoqikoa+V9r3p499eiMFgJnliuCi8J/CJ5qVpxcw+6XOTjpFQH6qry0TZlWYSE8P4wzv5DplOruaxs8if0K/MjAlilpOn7C1vIdRXkwoMOpPspcKEzjXThD5L54zzvj4zYwIVlW18YfU0DAYzjz26UNLPKgzdJnS6DodCs2APfWXvKxHbI82eFLg+48YF8dYbD5KYEOZQ/iR7X7EDL88VJ27Lazl0dBipr+9EqfT3WNRYmM/+/r74+/uiVPqJte4Sk8L62j+NjU9kcOBQGQp/P95+J5/fvprFrJkxTJoYTlxcCBcL68Qxc1VyxdW9bxfIho8MEWNpkt8okp2nPg7lnu4MEW8NFGcCrys9EikxeDgGqdTQ+tnmw3R0GPnd2ycH1W4pudN50RMgvMhb27pRKf37tVVqJAEOacGe5p6rBcBZV8VTm1csm9xvIbRrqtiVff/8lzNkrUnh1JkaTEYzWWtSnBaTFO5dkczho2UUFNTSKjEAi0oaqavv5HJpI2/9KZ9dewpFLkZRSSNzZsVhs8H+A5dYsng84aEBzJ4Ry5lztehqO+jttXH8ZBVwPZX7+99d5KDkffzzSiIj1SLx1c/PF5PRzNIlSTz/0wPU1nfy+pt5Dv0TVMcP51wha800/P3sr/wZfUVThXpX7nR4hOrjKpW/g0EijLvzgilVOffm+yQ9ZtsbeTQ26Xn9zTyX31Ppfe9dkcy2N/IciNjOcKW4nptXTo/Rwj+PlxMbo+FMgU7s5+K+ArTOUgzZ+4rJPV7Jh7susktSUFSYP4JkglB7TfD0bHkth/oGPfj4UqPrQKsNIXt/CVtey6Gqpl00hATtqyCNksmTIlixbJJDP5yfjTCfN23MFOeHwXC95tyM1GgADh+9wqQJ4zCaLGLod/PLq/npC/fS2NjlstaZqwK8YzXBZDiQDR8ZIsbSJL9RRpi7L/hQ7+nOEPHWQPF03FA1eTwtOEL/Vy6fjL+/Dxaz1eOO2fm6wi7c7pm4vug5Z6h5K2IojLkrj5dzf+bPjXfQdpEWFxUg1TSS9mnpkiSeemYvnx4qc1EE1p4lNGN6NA2NeiIigjhzrtau6GyyMi48UFwMBQ9Il8HuGRCyeDZtzOShDbMICFAQGKikqKSRVSun2EtTdJk4dOQKLW0GzhfW09jYxdZXs9hw/wwWp49HGxdCU5OB+vpOXnrlU/YfuMSECeEcP1lJZ6eRl39+iHffKxALltqAS5ebMBrNnDlXy/Y380hfmEB3t5kpyREOnoSCc7WYjBYKzunI3lciFhZ9YP0MsXK44PFxJRgYFGSv8J6cHCF+Jn1PeMq48qborvQ7J81OdFU8VKqJc/BQKQnxIWLlducswx07L3DqtE6sHi9g1copzE/TMiExnLlpWvH6ghaOUH7CcW7aRSzjYoMpKq7v9444fLSMtvYetm7PFcde+h1YsWwSU5Mjqaxsw2S0khAfQv6parGYrKB9NXtGDD1GC/sPXnb4/kqz6aSeJ6lHVBCDvFzaJGbWgQ2Fwpek8WEEBjoWSRWevVTk0ZWA4u3q+ZcNHxkixtIkH+l0cQFCH4Vik9JUYW/vebNTPgf7XDwZcMK1vvLwbGZMj2HypHFuDT3nfjpf111dL6mIIeAy9VaAJ2+M0AZh5/yHd/LF9OPsfcWi6q80FPL0s9nU6Nr5f0/v5oWXDogG0LY38ujQm7hU2oRzvS9BmVswBjIzJjCvL8TV0tYt9l0INS5OH8/SjAli/S5hh3/hYh2vvHQv8+bE8f3H0jl4qJTUlGj8/H1ZvGg8FZVtTEoaJxoYgucrQOWPxdLLu+8XUHC+lguF9aKnb3d2Mfmnq9j7cTFKlYJlmRNRKvyIjw9BrQlgcfp4Nj6RQWJCGPdnpdDVR3wVwkaRUWquXGshLi4EfHAQl4TroSBXc99VaMlVyEd4/vaxtolkfWkKuTtI7xsREcTLL95LRERQvzl/8FAprW09nDpdxeYtR5g/N96hcrtzavyJ/CqMZotYPV7oC9gJ3SkpUQRrVC7DqAIET8uS9PGkzY5lacYENm28q9/GyWTqpciFZMC48CCmJEewdVsux09WUna1GR8fiO1TFR8Xbi9eC3ajQ6n0xwco6lOIvl6LzW7g2/Wd7GHH7P0lYn2u6up28o5XUFLS6FCXS6pALg2XCzAazWzd9k8H79NY2vzeSMiGj4wxiZEwwjwZAILUv9Td6+09x1JIUArnhcrTy0u66/PEjXFn6AjXkPJ2pJ8JC6ozJ8hZU0hYOLe9kUe9i7CFdOcshBTitSGYzL2UlTWLCreCgTQ3LY7auk77YlTSIIZ+nvpBBrNmxvCv35zXrwhsv+du66WoqJ44bTC1ug70nSb++v45du0pdAjTORtcdfUdvPteAS+/eC+nz9bYxeRUfixOTyT3WDn+/r5crWjt92xmz4pFqfQlKkJDd7eZWTNjRU/fF1ZPJS4mmBXLJ2MymjEaLSxZlIhO18GmJ5fy8IOziIiwc3x27y3h0uUm0TiMidZw8FAZq1dOoamxyyGc2txs4N+e/Iiqmna3IVTnUOL+A5d460/55PzzmssQ1PY380TNoqAgxYBFdwXvoFQPyB3sZPoKSq80U1TSwNvv5HsscRKg8mPh/IR+hpHgxdOolQ7Gi6vvtOBp+cM7+WK/BENX6hlRKv2YMT2G0NAAh++GIH/QZTDR3NyF1WqjU2/i1JkaAAfdI7hugG/amCkaV1tey6G+Uc/FwnpWLJ8s6i4JIpcn8qt5/uUDXCprpqKylTMFOodxkXqapP3L3lfMh7sK6eg0kn+qmnhtiKg+fScktMiGj4zbFp52L54W/oE8Op6ue7O9QVJ4y3mR7n5dHecutOTppShdOKUhDmc5fGy9DrtZgUMhGDfSxUjY7QqhpsBABTNTo8EG//vuWVpauzl7Tifu8hPiQ2hv6+Evf/wyDz4wg9TUGFHUUeA3bFg/w+0iazDYdW8+2HmRjk4jtXV6ZqRGU3K5AaPJKpKNXXnCFi0cj9FoFe8n5W4pFb5ERdqNmjkzY/oRtpVKX771zfk88vAsHv/OQjasnyGOaXh4IKtWTaFG18GZc7UcO17Bc/+xn/b2Hg7nXBHb/vxPD9DabqC+UU9cTDAbn8igoVHPF9ZMo62t28HLIxhqCoUvJz6vdFmHTNoHYZ4XFTcSGKikraPH4TkJx3330YUOxqjUG+RqvF0R5V19fwwGM7/ZlktIiIrxCWGo1UqRlOxq/uXmlZOcHOng0ZHy5QRPYW5eOVU17fzbxo+YNDG8H9nfee666rPds5LC0j6yu/P4LU4f36e2HE5cjIZdewqp6+NiSa/hHEYWjCshLBavDemrBj9L9KZNmxJJXV0n//7DTGakRvPFrOncuyJZDPfu2l3ImXP2zC+lyq9fSDIqUk1rWw+bX15NeHgQZwt0HjlTtxNkw0fGbYuBPDjuPh+Im+DpusPxBg3HaDIYzOj1Roc6P+4wUBuFz//wTr4YlvG2X3ZeiQ6Lxa6qLIxVYKACo9GCydQr8nKkHAohBCPdSQu8BSGcZT++h/997yy9vb1cuGjXOhF2+TV9ejUREUF8/ZE0Nr+8isBAhctwnSs164OHSuno7KGl1YBarSRtVgx6g5nZs+KYkRpN8sQIduy8QPa+4n6esOhoDevWThNrNEmNxMyMCQQFKZgzM47OTqNDCE7I0AnWqHhg/QyUCj9xHK9nTqmYmhzJzNQYmpq7CFIrKCyux2yyim3/xc9WExmh5rlNd4keheeeWUZMtIYpyZHs2l0oGjfZ+0oICVZhNFlZu3pavzpkwv2dDd1NT2Uyb04c2369zuE5Cc/49NkaeowW0RgVDMnDOVcdCMYChFCSNDzjjtRsMJho6itHEhOj4fjJSrGdQshHCKdKDXbnvjgX9zx5qhqVyp9/f/4TkezvvDEQ5u5vtuWKhoH0HeAuK0rwDioUvvSY7Gnv962agl5volNvYtfui+L4usrgFOb05pdXO2zQdu0uZMeuQo5+do2QEBU7dxU6GPW/2voZ5y/Wcb6wTlQ0X7FsMkaj/dkbDPaCqhERQSxeNJ4/vJMPNhsTksJEzpR0HtyOSs6y4SPjjobrL/bA3AR3cN7FDealMZyMs4OHSjlzrpbyylbyz1Q7cJc8tdHT51L5fW9j/9n7iunoNNHQoMckyfg6eKiUY8fL2fNxMYAYHrNzF2ziAiAlnwtk1nlpWp5/6QAtrd1UVrZxf9Z0enosPLRhFhqNCrBzeLR9u2JXYyoYOkIY0Lk8htDv0JAAZs2MZf68eLLWTkejVoHNLrUklB6QlqQQFlWhVlP2/kv8fMsRjuRcZdceu7GxdVsuPUYL5VWt/PndM1woqhdDcK54UkLmj6DOq1T4YrJYKbvSTGSEGn2niZSp0RQWN4jjm5AQytZXs3j2hU+o1rXz2+257NpdyEd7ijhxsoo9HxdLjBsbqgB/7l9nL4/g7+eLv59vX7isSDSOPj1UxuM/2CUaaVIOjvM837HzAnq9iXlpWhb1ZUdteS2HllYDRcX1dOlN/QqiCqEkaXhGmBPSbMFVK6ewcEECkydFkDI1SiRPC89XCPkIniOpwe44B0ocjLmgIAW/fTWL+NhgNnxxOiqVH8mTxrnMujqRX0VHZw95fWrJ4Gh0OXtHHfvqg8Lfly/cN42E+FB8fXwovdLEno9LJDweizjXhHeA8/iAnS937kIdZpOFuLhgxo0LYkpypEO4DiBA5cfsmbFikd3DR69w7HglH+w8z+ZXjwB2w7ixsQut1s7/inXif0nH7nbzAskChhLcrgKGwpdCKoB1q4hS3QhI++9K/M5gGBnxRqks/MMPzhpw3D3ddyCxOIPBLiBoNlk5d6GWHqOVzIykfuKAIw3nPu3YeYEPP7qI1WojXhtCWGgAzz2zjO5uM0/96B+EhQaw7O5JDqnsrvrlLCx4/mItASp/vrTBfp7JaBXVig8eKqW6poPjn1eydvVUNtw/wyGsIy3bcV05+ghdBpOoHC30IzNjglgKQCiWeSK/Cqu1F02QkjlztA6CdlteyyEhPoTw8CBUSj+am7v4v7+dIyxURcq0KHqMVqx9ooFmSy8dnT106k1seeU+Tp+t6SdKZzb3UlhUj1Ybiq6uk7RZMaxYnszhnKscP1FJVXUbX1gzjZJLjVy51sKG9al8/ZE0wF6uo6qqjbKrzXz7Xxew78BljD1mgoNV3HtPMsWXGpg9M441q6eKIomuVJw1ahWnTlWTk3uNyEg1C+ZqHYrfOkMoIwKIBVIFocDPjpUTOS4ItVpBj9HaryCqq4K4wpjGuhCaFArWSsX97J5ZGyuWTebY8Yp+itLX54Cln0iodB5LBQmPHa9g7hwtZwp0/OJn10uYSNXC7do7PdiA1rZuli5JIi4mGJvNxuGcq9TVd/LQBntoSipUWq1r55ODpTy4fgbh4QGYTFbOnKvtV7oGHAUYhTFQKfwoKm5geko0SqUvLW09/YrlCmrUgqRCZWUbFksvpVea8fWFB9fPQN1XFsadSKh0XG4F3o8sYCjDAe70T243K95bOGcgOXsypG7s4bl6ffrtTl2N+0CcGxjYkyS41b/2SBoL5iWg8PdFmsbrjjvhLKTmKQPLGdKMKylB8/6s6UyeOI4AlT/RURo2v3qErdv+yZJFiURGBLFi2aQBBRml2iVP/SCD5IkR2Gyg7zSCDUwWqxgCW7VyCpVVbejqOjhxstJBaC97XwlGo5kli5IoKWnk2PFydu0uJDEpDLVGBbZeh93y4Zyr9oXr6BXqGvQUnLeH05YuSeL55+5xIDUfPFRKeHgAH+0tYkn6eNavm07J5SZMZgt6vZnvf3cx8/oqrD+9MZOfvrCStaun8dZ/bRDJz9fJpiWcyK+msLiBxKRwGhv1pE6L5ER+NYdzrqBU+GLt7cXPzweNRoW/nw8ms5V9n1wW+VDTpkRitvTylYdno9EoufeeyXT3WLhr6UTUagUWq43803bPiJ1r1SP2b1F6oujhMxnNXC1vJi42mLBQVb/it87zJzNjAvPTtARItH5WrZxCbEww2369jhXLJ7Np410OBVGFOeuKUO1KCsFZ7woQvzNCGrrAjTl9tsbB4+ONLIT0GCHr6kyBjoAAu/jfww/O5IXn7iG8LxMre18x0dFqmpoN+Pv5EqpRUVnVJoZdm5q7iI7UIIR7lQpfWvvGu66uk2lTo6ioaqO1rYd9B0rFtHvnEJorAvcD62ewcEECJosVfHxFwr/g6XL2oOl0HSQlhjFnVixBgQpiY4Ip7MscE4weIStvIEHI2wWy4XMHwJtKyXcSpP13/mIPlMI9GAhZGoIsvLtx91bl2Vk92d3xzvd1dw93BrGzKrM7HDxUSnS0WvSQCO0U0oUXzI+noVGPvsuE3mCmsVEv8ngEJVtwbexJdWUiIoIIUisxmqzs/7QUfHCoyB0UpMDPz5dgtZK2th6H0hon8qs4dqKS518+QGlZE5/nV5O9/5I9xNZrX/ylBrBAvsYHUYNHqfQX9V2k82PVyimcPVdLfHwob7+T3zdnbCgVfiQmhvH8Tw+ADQcNHJvNRne3oyaNHXbHe+r0aOJignnyiQzOX6i3Z+SYrE5q19PY9NRdhIcGsHjReDE01treTVJiGDHRGlYsm8xn/7xGT4+FDz48z6kzNaIRFq8NERfMuLhgLpc2kbVmmmg4KJX+xGtDmTo1kvvXpYq8JedFUeDCHc65itpJ60eYr8I1IyKC+mXDOUPgqVVWtvHYowsdSNHC9UAQvHTkWTk/FykZWVjQ3c016f2lBOPf/iqL6EgNSUnh7Nh5nu5uMxcu1tHS1oPJ3MvJU9UsWZQIQElpI8mTIkRy9d2ZE4kYFyhmtK1aOUVUeAYf6uo6mTI5ghpdB/PnaWlt6xaFC91ttrq7zZw6U0N3t1ncGKxYNonnnllGeHggU5Mj++laSZM4bDaIjAgiNDRAzByThli3v5nXT+LDU3tuZciGzx0AZw/G7ZCyOJwvoydjx1UKtzuF4sHcRwhlGI2WfscNNkvMG8PVOYLt6hznBULgv0i5Pc5tkP6emTGBk6eqSV8w3oFbI92dC7o4mRnXFXGFRUArkRKQ8iWExUs67k/9IINpU6OYkBjOimWTxVRggbvzxOOLmDtHy//32jqHHfLi9ETUQUrSFySgCvDH38+XceMCuVzaRFJSOLW6Dualadm85QidnT0sWZTUt6BMJm12LH7+voBN7LezwvR9K6cQHaXmyScyOHiolMmTIlgwP4Gqqnb8Fb4UlzS4XGD0fUZS9r4Sduw8z4rlySzLnMiaVVNFj5PRZBF1Xbq7zSgVfqIxe/joFVavnEJMtAZsiNk/SYlhYsZSaFggJrOVXpuN0rJmiortBVdjY4LFkgYnT1UTFaV2MHJXLJ9MaGgAKVOiONGnGePa2L7OhZOW/nD2IArzxpmE7DyfsvcVsye7hI6OHp7/6QEHno1wPakasnSOSlWapVpd3hryBoO9kKydiG1PaoiICGLhggQuFtVz7EQlTz+XTXS0mqvXWvjHxyWoAxXo6jrx9/dBrVZRcrlR/B456yUJBsi48EB6eiw0NnVxobCOjU9k0NRkICwskMM5V0RC+JE+Qrh0fLa9kUddfSebnsvm8NEyB6/WhYv1dBlMAP28N8J4KJW+WK02ystbgetGoJRk7izxIVzvdosQyIbPHYbbZRKPZD88hb6CghSiZoZzltdgjC9B8ffY8Yp+NXsAt6G1gWpnDdQfT+c4LxBCmCcwsL94nOChkS78uXnlLF2SRGOj3m2o0B6Cc1TEFRYBad2sg4dKyT1ewfsfXhDJl9JMmYiIIBbMjcNi7WX/wcvo9SbKypoxGc20tHVzpkAnEm+l7chaM4202bHERAfz681rWZQ+niWL7GGd8D6BuR//xydcKKrjo38U8+MXP6G93T4WUh0aYUxNZqsYgjt4qJQugwl/P18CA+0GXXh4EPTamDAhDLPRytMbM52IuyqmJkeIRNbc4xV8uKuQwzlXHJ4FPrBwQQJKlR9xccEOi7czUVwanhH4J6tWTmH53RP5t++kExsTjI+PD+3tPWx/M08c821v5LFowXiaGrscnp/gbSu72iyGal2VtJCOjxDOaWnrcSAFO4sKCiTkOnE+ST03PsTFBtPa1kP6wgQxjVsgAG95LYfoaDUVVW1g63Xg+RScq3Wp0uzKkAfXnt0ug5G6+k6kSQ12TSB//Hx9CQ0OoK62Ez9fX7oMZsqutpA2O5ZnNy0jbVYss2fE9n2PrrgU4xSyv6qq22huMXD2XC2Hc66QNjtODE0LmYWFfYTwn/38U/7vvQJ27SnkqR9kYDRaWLggwcHwy95XQntHDxVV7ZiMVj47Vs7W7bn93gFZa6fT3tGDQuHLN7/zgUhaF573Z7nXMJt7+3mNbscIgWz43GG4XSbxSPbDXehLeDkKpQKcs7wGY3wJmh5qtZKoKLWLl77raw6ln4M9RxrmceXqlnpopKUlpArNA/GhnD9zxV/QqJX4+PjQ1WVyEJqTao9YLb3s++Qy+aer+vRJFB49ckK6uErpx+mzNSQnRxCsUYnFQM+cqyUsLICQkAAmTRiHRqOksLgBk8lCUJCCeWla/u3Jj0idHk1EuL1Mh7DTXrVyChWVrbS194i1ubD1YjRZaWvrZv0XU0Vy7e69RbS0GNibXUxDUxcXC+tYsXyyWApBWLDnz43nyNGrLElPRKNWsnhRIvmnqvnuowvFfs6fG09Ts4GoCDVSXkhgoEJccAXOl1qtIDpaw5TJEYSGBohCdYIRIYQfpQaxMB++/91FqNVKlqSPZ9sbeaKWjJC1JFVwBkSibHSUpt8mQigVEaDy57uPLqSyso2WZgOnztSIIb+stSmsWD6Zba+tIzEhTDTkhAyx8PAATpyswmKy0tBocDCw4rQh/cJFgmcb4POTlezaXSh6QnbtLnTI6lu1cgpLMyby0IaZLElP5KVXPqW6up1tb+SRlBhGQIA/fn4+2IAnHl/E9JRo5qVpWbFsspjttuH+Gf1q6zmXUFm1cgoTJ4wjUKVAo1FRcK6WFcsni8WDMzMmEBoSwLSpUXx65AqXypqorGrjTIGO3LxyNr+8msbGLlYsmyT5/tjw9/clbbZdCBMgeXIEhRfr+ev756iubhfnxG9/lUVDYxdxscEOmYUatYrs/Zdoau7icmmTyw3SrRwhcIac1SXB7ZrVdSvjZmWgubrP9UwSFSqlX7/w4FAyHgwGe0kBrTaEYLWSS6VNYvaJ8Hn2/hKw2XfyztcdqfFwdR2hbfFax4wab/vqKfNMOpZKha/L9ot9xwdsNlrbuqnRdfBc38Lc3GzgqR/9A6XSjxpdO488PIevPDRbNBaVCj8uXW7iqR9cz+bJ3lcMPr5iiEjIrslaa2/frj2FnL9QR8rUKJRKX85frBd31Rq1kg92XqSt3UBkhJr/efvhfuOwY+cFcv55jbKrzaxZNZXaug6sFht+/r48+f0lnD5bg8lkQW8wcyTnKgEqf6pr2lm1MplTZ2q4d3kymmCV2L7vPvF3OjqMBAb6MXFCBACTJ40jNiYYo9HCifwqAlR+JCbaw3RSo8U5ixDg3fcK+GhvEZMmjuPZTXdz7HgFRqOZ1rYeKqraSJsV53KeSZ9ZeXkrWm2IeL+Dh0r57Fi5Q4aWcHxdg57KqnZSp0WiVPqL15Z6bBobu5iaHMmej4uJilQTMS5IfMau5umW13IYFx7IgUOlTJ4wDj+FL62t3WQsSWJceCDYoOB8LYmJYaIX8eWfH+JquT3r7dLlJgrO19LdbSZ9QTzJyZGUlTVjNFrE8hrS78JLr3xKY5Meg8FMxpIkqirbmJ4STVFJPXFxITQ2djEzNRq9wYxGrUSp8HPIztu1u5CiEntYceu2XApLGpiRGsMLzy63z9UWA9mfXMbXB+LiQkhfkMCly01ER6upre0kNSWaopIGtHEh5B4vx2KxMWlCOCkpUZSXt/Zl3in79mE2VixPFknK3d1mtr+ZhzYuhN/94QQ+Pj4EqPzJWJzEvDQty+6ayOu/O44P8O+b7ha/J5u3HKa5rZv2tm5W3zsVjdquvO38vhvL2cByVpeM2wY3KzTnfB+7tobVLigncatL4Wkn5M77IQ3zKBS+/QpDuhNDc9fO4fS33sm7IyVCOnuLBiKBg3tPkzCW9pd1r9v2C16Khx+cSdbalH48oMNHy+gxWigqqcffz48dOy/Q3X2dzHr+Qh3nL9bxq9/+UyTASkso2MOWveQer3QIp12raOXjT0o4frKKGl2HPcSk8KOlrZtVKyYTGaFm88urxXY6C8F16I3Ea0M4cKiUHqOVKl07Fmsvv/vD53x2rByTuZeI8CB+8fJqtLHB9qyuMzqqqzv4+MAlsX32LLFAmlq6aGru5kJhHbnHy1Eq7Ea3yWShurqdxPHhVFa2MSU50mGMC87VYeyxUHCuVnwuSqUvvn4+9BgtoqJ31trpxMYEkzot2mUI1/l5bnwig3HhgcxIjRH/LlRsl2r/CB7AtFkxnDln1zySEuelxTnxgeRJEaiDlP24XlL+j2AsnTpTzaSJ4wjS2EtNbH01C41aye49RdQ36sVq8/PStPx8yxFOnammsVHP+Yv1TJtiJ/1OnjwOi8VOPk9NiXIweuob9Gx+9QjvvneWiUnhhIQEsPyuSWjUSmw2G10GE2lz4sWq5vbCpSoKCnRU13Tws82HeP6lAw5qyceOV5A8eRxdXSaSJ40TZRfe//ACUZFB+Pn54gOcOVtDUUkDeXkVdHWZyD9TjcXSi662nV9vXss3v5rGs5vuRqNWigRmacmKwzlXMBotZO8r5vDRK2LYSqNW0d1txmy2kptXzs7dF3nkX/5GbW0H5y/WObwLugxm2lq7mTQxgnPna/nwo0JxXrjjt93KkA0fGcPGjWT936zQnPN9BNVgx2rHA6O52cALLx3gZ5s/dVl7CqSps9Nd9s1Tn4dDtna+jrNhIW2b807P20r2rhzIUgVmd312vhfQjwcEPiRoQ1i0MJG29m6io4NEd73RaKanx0JnZw8Ws7UvFb1ODJUJ19V3mSkqrqdDLChpIzpKjb+/H42NXXR0GikqaRBTn7/80Gz+5+2HCQxU9JUBuCgWity1p5Atr+Xw4o/vYXx8KNteW0eAyo8EbSjz0rSkpkTjA+j1Jj7cdZHuHjNz07SMGxfEyuWT8fX1wc/HxyEFfNldE/net9OZO0dLW1sPQYFK/vahPawEPoxPCKWyqk1USM7ef4kdOy+wecthtNoQOvVGkhLD2LWnkBdeOkBLSzfjtaEESIwUQCS79j01t89g6ZIkfrMtl1Ona2iVKDULFdsF405KKs5aO71f6rqQ3r755dXodB1ittuC+Qn9uF5SXlBCfAhNjV2sXT2NAJU/C+YliKnrly43EahWkn+qWtxE/OGdfAwGE+FhgcTFBlNZ2Uprezfr1toLlcbFBvPJwVIHg1ioA9bW3sOuvcXs3VfMufO1dHXbv/+JSeHodB0iIbyisg2T0YzJaKGtw8jej4u5XNZEcUk9xSUNDqn9SqU/48IDUSr9yMyYQPa+EmJjNVRUtpG+MIHWtm4sFhvNzV3EaUNYmjEBldKfsqvNtHcY+cM7+WKWmVLhR5fBJKnbZVdlNhmtvP/hed7feRGT2YpGreLupRMJClKwOH084eFBLFmUiMLfD41GScGFWiIignjqR3vZsfMCmRkTWJoxgS9tmMmmjZmo1faUd2FeXFdY57agScAdGOoymUx8+OGHPPLII/j6Otp9cqhraBhIXM9b3GxXqrtwj7OQ3eGcK25DT8546ZVPOX+xDn9/H2ZOj+nHnxhqu6SQirlJ3ezOaG42sO2NPDH04+o+3oTqduy8wIn8KhanJ4rCg9JzwZ5VU3CujqSkMIcwmRBuMpt7USh87WJ8R8swmXpRKv36jam7vjU3G/jNtlxmpkajUPjR0NjFyVNVbH01i9y8cj47Vk5lZRt+fj58MWs6RcUNdHUZWZphT+v/+ZYjGAwmVCp/eowWNBolLzx7D93dZp5+LptFC8ZTWtrEiVOVLF6YyC9euQ9AfA5bXsuhrr4DQ7eFlcsnU3KpkcrKVjQhAcTH2nlOL//8EGfO1pAyLYrV907h3hXJfHq4jA8+vEBjcxfNzQa+8dU0Wtu6mZocwZ7sEuJig1makeTQV2EMTEYr//feWVJSoggNDmBReiIqpZ84J7v0Jj75tJTubjO+fr6kTovi6Y2ZHDtewecnKyksaaSry8i4cUEkxIeiUdu9K5WVbaTNjmPF8skOYo1SEcpjxytQqfyoqemkQ9+Dqq8QpzCfq6vbef7lAyxdnERxSQNqtYIXnlvhMGauQplbXsshJlpDZVUbALNnxroUnBTCNlu355KaEsWa1dMchPYMBjN/efcMu/YW8/rWdcRrQ+28MKMVfECp9OdsgY7G5i5MRgvr1k6jvrGLPf8oRqn0o6fHwtcfSRNDpfUNeiqq2rGYrZw+U4MywA9s8NZ/bRDFAIVnI4g1BqjsBkp0pAa1WoG/ny9Pb8wkN6+cugY9Ol0HU5MjOXtOx7w0LSWXm9BoFBw+epUNX5xBZXUbcXHBHMurwGLp5YE+McodO89z7EQlzU0G7sqcQHi4nY+WmTHBHsbShhAn+Y7t2HmBD3ZeAB/48pdmg62XD3cVEh2lpqPTSEafsGJnZw9//r+zTEgKo0bXwaQ+ra1F6YkO4WfncDsw6JD+aOCWC3X19vby1ltvsWjRIubMmcPUqVNZvXo1n3766ZCv+eKLL+Lj49PvR6VS8cknn/QzemQMHSPllbmZGWfCS9i5KJ9zoU9hp9Xa1u2xDISAp36QwYzUGDasn+HR6PHkJRuodMX1sBEex2vbG3k0NulFr4gzBgpfOZO7TSaLKMXf3W12qMB+Ir+aLoOpn/DcwUOltLb1sP+g/d/tb+ZxIr+aj/YW8X6ffL6rcJnQNyFd/Ve/+YyikgYKSxrJWpvC+L4SDbl55WRmTGBmagz+/r7cs2yyGMrw8/cDbGL2VU1tJwCZGUm88Ow94hilL0igtrYDXV0nVouN8xdrxUrVwvg+/u2FVFa1E6xRUnalCYu1l4hINSajRUxlv1regsXaS1tHjwNRfsvP78PQZWLqlHB27LpIU7MBs7mXCUnhqFT+6PUmsTac9PmOCw/kKw/PpttgZmZqjBhyDQy0h0NLy5po7+jhytUWbL02UqdH29PgjWa+//hiZqTG8LWvpHF/lt0DI1S37+oycex4BdvfzGPpkiR+9ZscMXPIHjLTUa1rp7SsBUOPGY1aRdaaFDHUBfDWn/JRBymoqmojNDSAuLgQl4R9aRp79r4S4uNDOHnKTkwvr2x1qOvlnOGYm1dOj9EiFmd1zjQ8nHOVwAB//vx/Z/uI5XZhS6XSD6XClyceX0R8rD3bLWvtdBobuwgKVFBe0Up7ew+fHLzMrj2FfJ5fbZ8z0yKZPTOWL39pFr1WWH73RNHjIhgEJpOF+WlaFqePZ9PGTB7aMIvFi8Yzf66WpzdmcvjoFfR6I1evttDe3k1Xl4mGxi46O010dPRw/kIdyZMiOJxzhdTp0TQ2drE0I4kZ06NZs2oqu/cWsWJ5MkuXJLHinslUVLah7zSKekmCF3TpkiR27LzAu++dRd9lInF8GJMmjGNJ+ngKztURHh5Ic0s3y++axLjwQO5dkcyyuyYRGRFESHAAb/3XBpbdNZGZqTHs3HWBfQcv87PNh9ix8zzgmFHprKF0O+j5jLrHx2q1smHDBg4ePMiePXtYtWoVFouFl19+mV/84he89tprbNq0aVDXNBgMjB8/npaWln6f+fr6cvLkSebPn9/vM9njM7oYCll4qBAk9XV9hE3AwdPjLKMvEJKFnZbdk1EC2PqRAKX9cbf79eQl8zQO0vMEj4JzW4V7dneb+e32XKanRDvsqj2NibBTfa6PxCpI5F8qbWJqciRnzukcyhsIOkC/2voZAM9KCJPCeG5/M4+wsABOn6lh5T3JKJV+nL9Qx9XyFuLjQlixfLI4psI5h4+WgY+vqDB8NOcqZouVDetniCUa3n3vLHuyS1i/bjqXLjeJhNTlyyahVPhxuY84HhioIHt/CQXndCQmhouhlc1bDtPRYSQkLJC0WbF89s9rnDxdjVqt5Jtfm4tGrRCJ0cJCq9N1MGliOHNmxaFQ+rFi2WTR+Np/8DLnL9Yze0YMG+6fIc4p4Vlsei4bpdKf8opWUqdHc7GwjrDQQJInR2Cx9rI4fbzILRLGVfBGNTTqxfG22Wz20IMN3v7zKYI1SiIj1dyflcKJ/Gqs1l5CQ+ylQqRtkO7mhbHQ6TooLG6gubmLjCVJpM2K5djxSlQBCixmK+UVrSRPjmDBvHj0BpNITp8/N57fvf05cTHB5OZVkKANYerUSLF0h9RDciTnCrX1etZn2cURTUYzPj72DCkfQKGwb0KlZGH7HLiCyWw3ZISUeel3ZNeeQjtXpdfGpMkRjAsPRKX0p7PTyJlzOtFDKXgdTaZezhTouHqtBYXSlwfWpVJYVE9LWzednUZ6jFYsFis9PXav3pHPrpK1xm5kCyUq4uNDGNfngbnuIbOTygP6vIlWay+NTV1ERdrJyg2NeqKjNIxPsIdAz12oo/RKE1MmR/LsprtFj7J9DOxjfOFiHe0dPQDU1LRRXdPBo/+ygG9+ba5IkH73bwWYLTaMJgvxcSFMnBCOus+rl3e8gpDgAOrqO0gcH06Ayg+LpZdLZc2oVH48tGEmSoUfn+dXU3C+lqrqNiLGBZE2J44VyyY7vFuEOWQyWd2W/BgLuKU8Pk8//TR79+7lpZdeYtWqVQD4+/vz85//nOXLl/OjH/2I/fv3D+qab7/9NjNnzqS4uLjfT2VlpUujR8boY6TTJj15VQTOgeCVcfb0OKdzutKdEciF0orKUnjy3AzkJXO3H/GkOu18z4iIIObMjuXMOZ2YtjvQmEgFzIR7CfwJfBC5IlJtlNy8cizWXqzWXjHdWRCaO3a8gueeWUZbWw+REWoKi+oJ1qj46Qsr+fKXZrE0Y0I/fodU4A/sCsqZGROYOd3uSRP6cKagloZGPRcu1vHUDzKIidKw+eXVosdI32XicM7VPj2fFNJma8Xd78FDpbR1GCkpbSQ1Jcqudn33JJbfPYnZM2Mpu9LcjweiUStJHB+GvstMYXEDWWtSRN2dY8cr+PojaWQsGo/JYuWjPYX825MfUVXTTvb+S32Cg8mMCw8gdXo0DQ16LFYbbe3dTJ8WRYDKH5PRIopILl2SJHqjdHWdTE2OQKnwo7PTiF5vRKNWoVEr+eqXZxMTrWHbr9f1cWvsgo3CM9y1u5B33z/HBx+eZ/feIlEIcdPGu4iLCWbjExlsWJ9KxpIJbHoyE5Opl9r6TubMjGFeWhxt7d2UXmnCZLY6KFufKdCRNiuWd/9WQFV1GxeL6wkPDyJrzTQHOQiTyYKfnx9mUy/nL9SBrReTpReNRsWG9TMoudxES1uPqEsjePrsc8BEsEbloAElzOGDh0rZsH4GGYsSGZ8YRm5uOSajlXtXJPfjLtl1jyrZ83Ex8+dqefRf5vPntx7mgfUzSJ4cSWenibuWTsQHqKvTYzCYOHT0Cl9YM03UqBJUyvOOV4jaUYKnquBcHVZLLzOmRzM/TUtjUxdps+Jobe0mMkKNwWAmNjaEuzMn8sD6GSyYp0Xh74exjwAteFcEjSiT0UJCfAg+PnDyVDUVle2Yzb3s2lNI9r5i6hr0vL/zAiazlfaOHpQKP5RKe5FZbWwIh49cITBAQfGlBowmK58du8Y/9pfQoTcSFKggQRtCS0s3775/jglJYdh6ewkNDcDX1wdNkJ0T19Ji4MNdF2lpMdyWHJ9RNXwuXrzI66+/jkKh4Pvf/36/z59++mlsNhtPP/00VqvVq2tarVZ++9vf8uMf/5iUlJR+P/Hx8SPdDRljFJ4MD1c6MoNRQxZUgRenj3cbcnIl+uZ8f+jvPh4o5OfJSdu/H97VCxPa5JzVZbPZ02UFDZvk5Ag0GpWDZoygUTQvTSvWMZLWWxKuuzQjyYHwis1m/3Fq+/WaUVZO5FeTOj2a8QmhopEqqPQCREdrmDUzVtRSSUgIlajU9lJwTiculALB+rqYoJKw0AB8EDLKZvLTF1b21ZbKdBjH3LxykhLDqKlt59KlRjo6esjef0kUUhSIw4LhcrGoAYXCl4/3X8JktJB7vII92SWkTIsmLDSAV166l7uWJPGdf12AWq3sF9LJzSsXib1ps2LQG8x88mkpJ09Xc/J0jagDlJgQxu+2P0BgoN14z1ozjU0bM6nRdbB0SRKFxQ2YTRY+PVJGfYOep5/NFg1SIZT79UfS2PTkUrZuyxW5JUaTFaXSn2BNALraTrq6TA5zYemSJArO1TFtaiSdeiN3LU1CpfQDEMOhQlZdQIA/CqUvRpNFNHAEbZ6YaA21fcRhoVaWRq1iQmK4w7i6Um/O3n+JlhYD//i4BE2wkjN9YbMVy5PRqJUsSU9kx84LtLQYqG/QMy48kHMX6kT19IOHSrlYXE9ERBCVVW1krZlGfHww/v5+PLh+BokJYeKcmz83nn98XEJQoAIfHx+HPsRpgwkLDeCBvsKfC+cl8PfdhVy91kJhcT2BgQr8/X3E70LW2uk89OBM0ejPzJhASUkj/8guJjpKg1LlR3h4EMUljfjQi9lsL8irjQvh77uLuHq1hTWrppKYGM4T311ExqJE1q2djkLhx6dHSrlU2sjxk1VYLL2YTFZ8fACbD1euthAXFww+Phz97CqNjXbNnm98NY3MJUl882tzmTM7DoDnf3qA5pYuXnj5QL86aWOZ5+MtRjXU9Z3vfIc//elP3HPPPRw+fLjf50ajkZCQEEwmE3v37mXdunUDXvO9997j8ccf54MPPmDx4sWEh4d73R451HV7YSRDZ96GpuB6aMFV5XfpOXb3sUWsGu4QQvOhn3t/oHa4QnOzge1v5vWrVO3NmDhr78yfGy9WvRY8HdJ2DKR75Nhvq1gVXNCCEcjYj397IafP1qDXGzl5ugaNWskLz90j0au5wOf5VcxMjaH0SjPJkyJQKn1RKv1ZsXyyPURislBU0khSYphdTdnW66Dnc/BQKXq9keMnq2huNrBubYrLcKDQ3tTp0Wz80T8YHx9Ca2s3U6dGkzYrhhP51QBoJKG/9eumU1rWxLe/t5MvZqUwccI4Cs7V0tVlQq1WkpQYRkVlK2mztSJ59KM9hRQWN/D97y7i9Nkah5ArwKu/ySE6SoOurhOL2Yqhy0SQWsnsmXbROmmFbyFcplErMRktFF1q4vuPpfOHd/KJilJTV9vJnNlx4r2z95Xw0d5iOvVGGhv1BAT493mAlvLVf/0bhm4zQYEKHtowUySuC2HR3XuKiI5W09DYxVv/tYG3/pRPe0dPXzhUQdqceFYsm2SvBo9NrF0lpKk3NXb148Lt2HmeD3cVEhWpprWtm6hINUszknj4wVnifWt1HSQlhvPWOycJDwskLDSQiRPC+f53F/HWn/JJiA+hRteBvstEdU070ZFqrlxrISkxnPr6ToKClGz5z/scqq7X6Dpob++mtl7PQxtmilpIBoOZx5/YRXlVKwEqf773WDoPPziLHTvPk3u8kuC+IrQCaX/fgUtcutxEp96In68PwcEBJCSEsGH9DLs8Rl94XDoP//x/Z1CpFESMC+R32x/g4KFSLpc28bcd50iIDyN5cgTnL9aiUPrRa7XxyEOzUauVdsHHN/JEDSC93kTBBR0++LJgnpYf/r+lfHq4jE+PlPHTF1ZScL4Ok8nCyZPVFBbXMyM1Bn+F3Vt06XITCfF2Da95aVpeePkA//HjeygqbnCZADLW9HwGs36PquGj1Wqpra3lmWee4bXXXnN5zLx58zh79iz/+q//yp///OcBrzl//nzOnDkD2Pk88+fP5ytf+QqPPfYYoaGhHs+VDR8Z7uCtwTAQB8f5OI1aBdjEDApPxpLQDk8Ch57a4yxI6OrlJf072LM5jEYzeoNZFE8TdruCQSV4G5wX6+x9xYCPQzulWVt2+LAkfTy/e+sEV6+1Ehyiwmi0sHzZJDRqFRcL6/oJKgrGnMA5qq5pp7fXhq+vD8mTIujp29EvTh+PSumP0Wimpa2nL5sp1s71OKdjVmoMf/3gHC0t3Wg0ShYtHM+CefGsWD5ZzHKyV02vQqfroFNvxGi0MntmLDNnxKBU+IpcFZPRStnVJjZtvIuIiCBeeuVTanQd1NZ18Jc/fpnAQAWfHi4Tx62tvQeFvy8zUmM4dLiMmOhgpk6LpLKyDX2XqZ+xJ51/2fuK+fCjQnqtNnz97GUempoMfcTdNr60YQZKpR+HDpcxf348bW09bHwiQ+TMnDmro6KyjQfvT0WtVnI45ypV1e2oVH4sv2sSldXtbHpyKbl55Xx6qIxTBTrmzI4lNkoj8uEEYcgl6eP58Yv7CQ8LIiRERVJiGJWVbdhAFBR0nneCp8eVajQgZpU1NXehCVZx5Uoz3/rmfL7+SJo4DkuXJPHUM3tpaeuh12bjK1+axcWiegJU/iQmhlGr6+DJJzI4nHPVbgQXNxAZGcQnB+1Gt0ajYt6cOJ58IoOt23JJTbWTiwUDTeBu2edAMe/+7Rx19Z0szZjA8/++3G74t3az/+Bl1q6aytXyVns5iL5nuv/AZWrrOunpsYetEhPDUAcpRQ5QaEiAOH/9/Xzp6jLR1tHDtl+vIyIiiOZmA08/m41araShUY+fry/RUWpOF+iYNiUSm83Wl41XIZb3WLokiYrKNoovNdLaaiB9wXie/P4SfvfWCZInR6LRXDeUWloN1Nd34uvri9lixd/Pl+hoDWEhATwvmXeu3h/eZpXebNwSHJ+Kigpqa2sBmDRpktvjhM9Onjw54DVPnjwpGj1gzxbLz8/nRz/6ETNnzuSzzz4bZquHjhupdSNj6HCXyeRKeHCgys7SUIdQy8mZeOxcQTprzTSHDIqBQm4DCRw6t6l/2Qc73IW8pH931hv67qMLxdCdtHq6Mz8K7Dv6o/8s58NdF0V+EVwPZ63oy75asWwSz//0ABeKGjCZrRiNFv7jx/eIlac3PpEhhm0ECPdWqvxYnJ7I+qzpJCaEYbXaSBwfRoDKj3lpWtE1Lyjbtrf3cOxEJR8fuITV2kvplWY0aiUWixWDwczpMzUcO17B1u3/lJQzsGG19mIyW2hqNqBWK6iuaefj/ZfY83EJCqU/GrWSi8X19Bitohjl499eSG1dB8vvnsj2N/Po7jZjNFo4fLRMLD8xN03LgU9LKb7cxLETFVy9Zs8EyvnnNS5crHcQkDt4qFScUyuWJ/PQhpk8sD6V+7Omow5SMmdWLJ/nV9HZ1cMHf7eHmpQB/hw8VEa8NkTkzFwubaK8spXmli6KihvIzJhAQ4MegC+uTeGbX5tL+nw7HcBksrBkcSL/798Ws3L5ZNHo2fJaDi1t9hT3hIRQ7l+XikrlR+r0aGJjgnl6YyZps+NEPpXz/AoPD2D3P4ro1Bvp7u5fBXzF8smsWD6Zn76wkvLyViYmjaOouF78TtpsNvYfuER4eBDjwgN4909fRqnwpbqmneTJEWIZFXv2my8b1s/ghefuoa2th3VfSCF9fgKzZsby5BMZdiOgzUBpaVNfBXm7p0fwaGbvv0TBOfs6pVarmJemFT8ru9JMXGwwnx65Qky0xm4895UaWXnPZAIDFcTGBTNlSiQrltnDpwIHKCpKTVFJAwAp06KIiAhiyyv3cfhoGTt2XuDw0TK7zIHSn2vlLdTo2jh1toa02bFYLFYyFieR889rzJoRw4nPq8hYlMSVqy0kTxpHgMqP3l4ovdrM4z/YxYWiBv7y3ll+/8eT/GrrZ0RHq2lr6yY+LpT6+k50uk5MJitNTV3MmaN1Wb7EVe2ugbJKxzJGzfC5evWq+HtcXJzb42JjYwG4fPnygDyf9PR0jEYj1dXV7Nq1i29/+9sEBAQAUF1dzdq1a70yoG4EbpfioLcbnJ+L9P8HY6w6L/7Cy9FdHS6pIeWpVpi0YrkA56rq7trnzGuRwp2BJRVIFOoagT3F+PTZGoc6VUIbnI0rQXiuvaPHoQ4V9C+MunV7LiHBdqLugw/M4HfbH6CouEG8z+GjV0SSsnPbhSrtG9bPYHF6gt3bUNVGYmI4l0ubaGmxi0n+amsO8+ZoaWvvRqX0Z8miRMJCAvrSkWeyZtVU7lo6gZSUKNQaJakpMSIvKmvtdEJDAogYp8YHSNCGMiEpnMTxoaLIm8D3mpempbPTyLvvFfDmW5+TtSaF8xfqaWvv4VdbP+O9D87x+7fzef13x9HGhfDJwVLS5yfQa+3tUwi3UXypkd7eXhqb9DgLyG1/M49r5a1889sfsCQ9ka8/ksbXHknjhefu4dyFOrRx9mKkabO1rL53ClZLL2/91wZi+0jMAn/qS/fPYOniJFFzJjpag0Lhi0Lp149grtGo+PojaSLBWHi2tRLZghXLJ6NWK1mzaqr4bN3Nu8yMCRw4VEZ3t5ncvAq2vp4LOHJ3BK/hf/7yCLExGoovNRAXFyKKGra0dVNU0ohK5cf9X5xhl5xQ+hMXE0zZlWbxe+RcsX3jExk0Nnbx75vuZvPLqwgMVDBtSgShIQFMSY4Q1aJ37y1i/tx4ysqaOXWqisgoNT1GK1OSI0RjUaNWkpoSjZ+vL3q9kWPHK/j+Y4swGS3kn67hytUWVt4zCYvZypP/tkTkU6nVSpYsSuTEySqSJ0UwL01LWVkzWm0If3gnn6P/LOetP51E32XPcDt1ugqFwo+W1h5iojREhAdx/7pULpc1ER4eyKGjVzB0mzh4pJQr15rJ3n+JuNgQlqSPZ8qkCFbdm0xIiIrIiCDUQQqsll6Of15JWFgg9Y16bD4+qIMUTJsWzZc2zBJDwdLvq0Dudn4fCCKftyLZedQMn9bWVvH3oKD+4moCBHeV1Wqlo6NjwOsqlUri4+N54IEH+OMf/8jVq1dFbpDBYODBBx/EZDINeJ2Ojg6HH6PROOA5nnC7FAcdyxiKV835uUj/f7BFSKWKyp52SgOVgxAgzRxzpXXiyrjy1Ddv7glw4WK9uPjVNej52eZDvPDSAebPje9noB0+WsaJ/CrxmsJ9Y2OC2fbrdaxYPll8mQrtb242YDJZ0KhVpKZEExDgz7q1ds9X9r5i0Wtmb7dNJCkLL15BQ2hPdrGYsWQy9eLv50vypAgqK9uI14bw/E8PUFjSwJVrLZw9p+OuzInMnhVLY2MXT/Zxnr72SBpbNq/hP3+6itUrp/DCs/ew4f4ZYtFIsCtIGwxmoqI0NDZ1ca2ilVkzYlm5fLLIw8paM43CogZ27i7kj/97io7OHhob9axcPom6uk4sll7aO4xYrFYs1l7+sa8EhcKH0+d0JE+OICZWw+xZcXzjq3OZmRrLo9+cDzb7mGVmTKCsrImoCDV/+etZzBYrL7x8wGE+rF09hZDQAH7wvcU8/+/LaW3rZuurWSLZOyLCHqro7jaTvf8y48eHcfhoGZkZE8jMmMBDG2aStSbFbUVzqUFQ0xdGAnvY4/DRMiZMCOdwzhXxGFekfoPBzLY38rhv5RQCA5UkxIeSmhItzvXw8AA+2lvEvDQtBw+Vkr4wgYbGLr70wEzqajsx9mW92efN9ZITYA/7qtUK9H0FbqXZVoLhLfVS2utTHSE3r4KC87U0NHXx6m9yeH/Hef7yXgGbnsumsKiez09Xs++Ty9ydmWT/XrQYOJxzFaXCD5PFSnVNO+WVbRi6zfzhnXz+vqeQ/NN27lp7u5HE8aH8+MVPaG42iFlutbWdRI4L5NzFWj75tJSoKDX/zC1HGxfCpcuNdHdbOHCojPPnawkNDcBstpI8KYIgtYJ/++4iTCYrVnMvJZcaUCr98cGHCYnhYPOhqqadTn0PqgB/Hnt0AWfP1bLllfv43fYHmDtHy9w0LeGhgVy63MjSjCS0sRqmTo2koqKVlKkRbHktRyyoKn0P1TfoeepH/+BIzlXREznSWbhDgdFodFinvcWoGT4Gw/XBVSqVbo9TqVTi711dXYO+T1xcHHv37uV73/seADU1Nfz1r38d8DytVktoaKj488tf/nLQ95ZiLEyS2x1D8ao5PxdptpWwOHtjrLoKQTnT5wY7B6SZY64MMW/CYgPV15JCyr+o1XWIgndXr7VQVNLA2+/k92u/vsvMuQu1tLZ2i9cW7isstlLROak3QaX0Y8P9M7g7cyIKha9o5O0/eJlTZ2ro7jaLHpekxDC2bs/ls2Pl/OLXR3n3/XNk7yuhsbGLTw6Vkvd5JZ8du2YPB8zREhsTzC9+tpoZqTFkrUlh+d2TqKxsw2Sy0t5u9zRJx0H63IUq60KpkpYWA1ZrL1OSI4jXhmI2WSi70tyvbwaDifaObkKDA2hr6+bJJzJQKv3BB6ZNjWTBvHi7Z2iOlvvunUKNTs/iheOJjwvG38+X9AUJjAsP5O3fPUhMjEacS4ePllF2pYWP9hYRG6uhp8fC5pdXk72vRBQ+XLN6GilTo1izaqrDAi99trv3FvHcf3xCRWUrv//j5+Qer+TY8Qp7bbQ1KWTvKxYrrgvPDnCo0/SHd/LR9oXOhL+Zzb19adhW8Ri7IXTVYb4dPFRKfHwIbW3dvPH/fRG1Wkn6ggQxRHz2XC0J8aG8/U4+q1ZOITEhjG2vreNMgY7Y2GA+3HWR/Qcvo1T4YrL0OmSRZe8rITUlBoW/L+DDwUOlJCWFERYawIplk9ix8zx6vUn0TAre0IILdfj6+vD3jwoJDwvkbzvOUVHZSmOTgboGPV1d9pT63GMVhIYGcPa8jhOfV4qSAgnaUII1KroNZr7x1TSUCj/GhQcxe1YsabNjuXK1hY5OI6+/mSeKeQKkzdZSV99JUJCCU2dqCAsNYMeuCwRrlPT22ggLVVFV3YE6SMk9d08iKEhBsEbJV775Hjv+fpHzF2vp6DCi7zIyfVoUixYmADYCVAqqqtqJ14bw8s8P0dbWw49ftMvBzE3Tsmb1VEJDA5gxPYba2g5iooM5cbKK0ivNfH/jburqO9j0XLZD6N9ksnLlaguGbhM1ug6cS5yMJn75y1+Ka7RWq/X6vFEzfAIDA8XfzWb3O3TpZ548QwNh27ZtTJ48GYATJ04MeLxOp6O9vV38+clPfjLke8u4ORhJr5r9xXhdx2Ww9x+KEeZsmAgp1kKYwTnEBQzKkHLVJuk9hYVJV9fJjNRoAgPt4YFJE8cxbWqkuMsHO8H4pVc+5eLFetSBSv7+UaHb2mTO4yPlCkl5RPP6ahydP18nKk4LIYoaXQfJk8YBUKNrx2yy4OfnS0y0mnvumsSVq82MCw+ktbVbVDhOSAhl88urGBceSMH5WsquNFNyqZHaej3t7T0OStxCWHHzlsPUN+j7ilAq6ew08uj3dlJZ3U59fScvPLecGdNjmJ4SLZ5bXd3OBzsvkpoSzXf+ZQGp06NZvCiRrdtzOX+hlrjYYCoq25g0aRwqlT9rVk+lta2bCUlhvPt+Aecu2vkrT/3oH1TVtPPqb3JEr8n0lCh27y0hJETFuIhAZs2I5aMPvsm4cUGcOlNNRWUrJpOdO2QPCV5h/tx4juRcZV6aVuybEEZasmg8hm4TsTEhBAT4O+lS2WuQCWrZzc0GNm85YicI9+n4CMZwfF+hUanOk48PlJe38t1HF4qaP3V9hXCrq9s5mV+NRq3ksUcXsvGZf6BQ+PDzLUdoaevmcM5V7rl7EgaDicceXSjOi3f+9wwdnT3szS7GaLJSVNLQ73t27HglH3500a6S3NTVR2C3oFErmZIcwdZtueQer+TsOR0qpT8AJpOV9AUJfOsb8+jthfVZ0zl7TsfEieMIDQlg3lwt//addO7OnEjy5Ahe3XwfZpPFzp0pa2bPxyW0tBjQ1XWgjdWwft10/u+9ApYvm0RKSjQ2mw2TqZevfSVN5BPNnxvPrj1FhIaqOHikjJ4eK6WlTdx7z2RCQwNImRrFpEkR3LV0AiHBAaQvTCAoSMHTT2by0IMzqaxqx2azUVHVyrgINXGxISj8/PjXb84DfFi1cgrjx4eyfesX7dw1cy9deiNhYYFsfzOvb5yvkDY7lrTZcVjMvfj5+TI+IRSFwoevfnkOBoOZkOAA0Wu25bUcWtu68ff3YXxCGFOnRoqZeWMBP/nJT8Q1WqfTeX3eqGV15eTksHz5cgA++ugj7r//fpfH/fCHP2Tbtm34+/vT3d2Nv7//kO/5yiuv8NOf/pS1a9fy8ccf9/tczuqSIWC4qfDuznfOphJUZe3ueJtDarvz9Tylybu6roMKMj5ibSZpm1xloQlZXFKVYOlCI9SuamzSExISQF1dJ2lz4mhv6/GqNplzpoios6M3idlW5RWtPPaoPa1dUIwV1Ji/8dU03n2vgMceXciZAh1Go5n6xi7yT1WzemUyeoNZVJ8Ge7r2qTM1GI0W0hckoFD6UXCulri4YBobu0SV6s+OlWOx9BIeGsCzzywje18J731wjqrqdixWK499ayHRURpOnammq8tMaGgA3//uIh75l7+JhR1/t/0B8X5XrrUQG60hMiKIxx5dyPMvH2DRgvGMTwhl6ZIkvv7o+/j5+RAUqKRTb2Tl8smcu1hH5Lgg1GoFycmRHMm5SoDKn+qadrLWpNDQqOe5Z5axa3chb//5FD4+8J1vLQAbfLS3iEkTw/H386OlzUBMlIaXX7xXTAGvqmyjvKKNlrZuWlsMZCxJYnH6+Otp7fvthVAFtexjxytQByoou9rCQxtmUqPr4KkfZIgZag7Ze30q23b1ZZVDbal4bQi5xytQBykYN05NVVUbfr4+1DfqxVpYRqPZQXValExo7eaTg5fJzJhA/ulqh/Tq7m4zW7fl2jOlentpajIQHKwU1bvLy1vRd5mwWnrRqJXMmaMVVbiF+Wez2aiqaSf/VDWbX17N8ZOVgA9Za6Y51E0rK2vm85OVGM1WLBYbcbEa9HoTvn6+YLPxnW8tZEn6eP7wTj5TkyM5eboana6DxPGhBKgUbHoqk1d/8xmf51ehUvkxdUokhUX1dHdbWLRwPOkL4lGqFJiMFs6c0zEtOZKP9haRmZFESWkTv301i5ZWA996/ENmTI8mY1ES7//9AtrYECwWq5jhNTctjrPnaomLDqa13YCh28L966azYpn9u280WtAbTBzJuYpK5U+3wcza+6YC9jIVJpPVobZYdLSa2jo9qdOiUKr8RKPnVk9nHzWPT3Ly9V15XV2d2+Pq6+sBmDx58rCMHoDZs2cDjuEzGbcnhptFN9zQpCfejjOZWthpC+JurjxW0vNcebbckbSF2lif51dxOOdKv/CbVGRRaPOK5cni31x5sbL3lzBtSiQR4UE8+/Td/G77A0yeGDGg0SPliZSXt4ridELIpKjE/l1Xa5S8/OK9HP+8gs+OlYsVp4uK6onXhlBwvk6sci54iwQhP6GYZXSUhl196sn1jXoWzE9gxfLJPLB+BiuWTQYbXLvWaq/IvacQk8nKvDQtmRlJYu0tk8lCW3sPRqMZpcKff+aVc/Sf1zh1poaikgYulzbx4xc/IXmynRi7+eXVYgjFYumlpcVATW073T0WDh4qIzwsEF2dnRR8+GgZkydFEB4exL33TEajVtLUYuCuJRO4WNxA0ni7bMAvXl6NNjaYt/5rA7radpqaDfxs8yH+sa8Eq7UXH197QU6l0hdrby+nztSQmBhGTJSGxx5dKIaR4mKCmTM7jiWLE+m12YjTBnP1Wgtv/P4E//qdHbz4s4OYjBay1kwja+10dLoOZqXGUHC+FrPFyuGjV6it72TTc9kAYlr95i1HxAwvIftPUHcWVLtjY4J58cf3YDCYSZ44jrlpcaLRM25ckCiMuDg9ET9fXwqLG/jFr47y2bFylEo/vvaVNMLDAomMVPPnv5wR57mQkRUQqGDFssk898xdVFS28aMfZqJRK5maHMm8NC3pCxKYMztWNGbsfDwVRqOdP9XY2EX6ArvRkrUmhYcfnEl3t5mXXvmU+XPj0aiV9PRYUKtVWC02ZqbaeUlqtYLOjh5WLLdnHr/51ue0tfeAD31yDTYKztdSVNLA62/mYbX2YjCYsFptzJ4Ri1Lhj7+/L8eOl/Obbbm0tBhE1enPjpUTFxfM3/cUofD3ZevrufzlrwU8vGEWRqMVmw0mTRiH0WTPgszNq2DWjBhRbdnS24s2NoQtr9wHNth/4DKdnT19iQgqfvHyaroNJoKDVZy/UEtRUQOtbd0oVf5i6FkqoGmyWEWy+u2QqDNqhk98fDyJiYkAlJeXuz3u2rVrACxevHjY9xTCa7J68+2P4Xw5b6T0gCsStKB6bDJaMBpd33OgUhXuSNobn8hgXpoWlcpf5GBIx0TggxzOuSIq7h4+ej0FGq6H06RprCaLlfSF44mICPLKSBTc5tU1HTz/0wPE92WxSKXwv//dxWjUStJmx/HSK5+i7zLjA5hNVvZmFxMZpUan6wBbL/UNeja/epgdOy84tDE3r5ylS5JobNRTVFRPQIA/+aeqyVozTTTefrMtl8bmLgqL6zGZLPz5L2d474Nz+IBDKrNSpWDh/AQiItTgA+PCgmjv6CE1JZqoyCBswF1LJxAfH8o3HpnLm299LhLA/f3sytEVFW2UXGrk0NErdoqtaHf6EBjgz9rVU/nnsQrM5l78/f2oqGojWK2gsqqN9eumk9CnWH36bA2pKTHUN3SSf7qa7h4z8dpgvvMvC8haM40Vy5MxGMwolX7s2lPEk09kcPpsDS1tdo/JiZNV6PUmoqM1vPunL/PVL6ehUvlhMJi4fKWR3LxyPvpHMa/+JofubjMzU6M5ddpeeLaz057Y0W0ws3BBgphdJRSmrZUodEvlD6R/KypusGszBStpa+sha00Kr/8uj8ef2EVVTTvHjleQtWYa9fV6TCYrtXWd+GA36u5dkUxRcb1YFkK4tlCmZNOTS1m/bjp/++A8SqU///e3c1y4WE9XX8kLhcKXY8crxSKcLS0G9mYXU9/YJRpnDY16tH1lPuB6gd+338m3e0KMFhqa9MycEU13jwVfH19qajqJitLQ3NLN3z+6yMWiOi5erOP8hVo2bczkyw/N4RtfnUtqagxPPpHBzNQYLBYrJpOFo59dJSEhmPaOHkzmXszmXv73r2dJmRZFUUkDT/1gCRZLL1/50iwsll6SJ0bQ0mpg/8HLpM2J49DRMvz9fbl/3XRO5ldj6DZz6kwNkeF2McmqqjYee3Qhb/0pn8/+eY0//s8pXv/vE5w4WQnYyPnnNawWG7V1neSfrqH4cgMVVW2sWDZJNESFkj7S5+nqXXMrYlRLVmRlZQFw9uxZl59bLBbOnz/vcOxwcOmSnY2+evXqYV9LxtjGcL6cN3JH40yCtvN4ZqFW2yX3j52oFLknUgPMG+NC8OY0NxvY8loOS5ckERERhEatJDk5AqXKz22mmclo5cNdhXZCrI8vNboOh4VAeo8Vyyd7lU4vRfa+Elpautj7cQlz0+LQ9ZGnhbR0m83G8c8rmTAhnP/85REam/RcudLM3ZkTKS1rIiDAn4JzteKL2K7Ka+bz/Cox423Hzgvo9UbGhQfx7DPL2PTUXURFaVi90rEW2MzUaIxGC/etmkJFZRs9PWaqdR18/MklkYuCDUxGC7NnxpK+YDwL5ycQEqxi7aqp3H3XRNZnpTIhMYxx44JImxXLB3+/wD+PXeOxJ3axdEkSTz6xhMBABXPTtASHqNjyn/ehUvlTcrmRj/YU2muDZU4EG4SHBRAcomLTk0t55qlM5syK4+mNmeLYCe1WqvyYNiWKsNBA/Px8mTRxHPetmkr2vhJ+sy2X+1ZNQa83odUGs/X1YyI5/2JRA0Ul9ez75BIXC+sIDLRzx555KhOLpZc5s+IIDlahjQ2RaP6Y8fXzJSQkoM9LoCCmTx14XpoWvd6Ev58vCxck9PP0BQUpxHIOQoaQ4Fm0e2aWoatt59SZGto6usk/VS0apYsXjyckRMWqFcksSh/PimWT+spChIhlIYRjAwMVvPzivaIiucXSi8LfF0tfDauKqra+ue5DbX0nV661cCK/mude3E9bew8nPq8UjTOBuyR4Ib/5tTQ6O00kJYaTmTGBkNAA0mbHUVnVzpL0RBQKXwIDFQQFKvDz9aXLYKa+QU9Xtxl9l7mv8KgNjVrBC88ut38PNQomTbR/D+PiQigsbkSh8GNceCDBwSpSpkbwbxt3YzVb+eGz2Sycl0D+6Woi+wxvXa1db+fEySo0GhXNLQZWLJvM+Yt1NDd3Ye210dbZg6HLRE1tB4898XfCwwO4VNaEvsuEwt+XtrYeTEYr7/zlNPouo5ghSZ8MQm5eOXUNera/mefA/5JWqHfWJ7sVMarKzWfPnmXevHkEBgbS0NAgxucEHDhwgPvuu4/Y2FgqKio8Zn8NBJvNxoIFC+jq6uLcuXMuw10yx+fOgysF4xtdJd7V9e2KzJf6qmbbFW/d8WtctUnKmzl1poa6+g6MRiu/2/4AwID92bHzPDm55bS19bDttXUOPA5pqYgT+VVi1evBlM/YsfM8H+y8iLW3l+kpMbzw7HKXas4qpb0I6tvv5Isp583NBl5/M4/HHl3I8c8rMJnsaeYms5WyK81s6tOjEep3LesrgeE8Ls4Vpz89XMb0lCj+4+WDtLQaWLUymSOfXSMhPhST0UJYWCB1dZ2sWT2VkkuNXLnahMViz9B68vtLxPId+w9c4o//c5qWli5CQgK5K3MiqdMi2bWniIT4UIKClDzx+CKe+4/96PUmZs2I4ec/Wy2Oy7ETlaiDlGzamCmW21Aq/UXFa2nZkcBABbv2FLLvk8ssXjSexsYuO4/F2osmSElsrIZ/fHyJDetTUQb4o1GrMBnNnC9sECuPa9RKFsyL5+0/n7KHP8y9LJwfT0hIIAEqPx7aMINf/3+5PPlvi/nhs9n4ABarDW1cMH6+vihVfkRGqFH4+4rlRqRz++ChUj7Pr6axuQuT0SKWYJDOlXffK2Dn7osEqBS8vvWLDuVUBB6KRq0i/1Q1ZVebmJIcyU+fX+nAu9GoVX2SA3Z+nMDzWn73JAqL6sV091277VXcU6ZFodEoqa/X8+77BTz6jfk8/li6mNquN5gIUPljsfbi7+dDeUUbsbHBpM2Os6trx2iYOHEcTY1dPPboQv7rd8cxW3qZmhzJ1Yr/n70zD4yyMPP/Z+77nkzu+04ghCtAQLkUoVgUrXdta6vdalf9Vbva1draw6621l3tYdd2e1vXgyIoBQ8QFAgQjgRCEnKR+5yZzGTu+/fHm5kGxKNdd2t38/1HzMy817zvO8/7PN/DSTQSJxyOotbIIQFdPQ5ycwysWVn85ziaaR7VmpVFfOdf9nCosZ+bb5hP/4CbI8cG0KrlDI1MoVIJRYZELCIai7N2tRAgPDziJt2mQSQSk5mhY82qYjyeINv/1I7VrKHhUB8iMcQTsKwujymPoPxyu4NkpGv59jcu5cFvvM7YuBepVCI8BERieH1hnvzB5QQCEW778lYuu6SUokLzOfegZFTJB/EL/1b4u+D4AMyfP59Pf/rTBAIBfv7zn7/r9X/9138F4Hvf+945Rc8Xv/hFdDodjzzySOpvLpeL9evXvydx+YknnqCjo4Pf/OY3sxyfWaRwoe7Of7f1wIWWn1RwPXj/6lQK/Ez+zQd1oWZ2uO7+cj2hUIy6RbnvMkt8L2zcUInFrOaiFQUpGXQoFGXrthZe3HJquqsjPCOFw9FzXKo/TFdtzaoS5HIJ6TYt0UiMHTvbU748yeUknZZzcgznPMnvP9ibGvfse6eXH/97A4eO9NPV7SAYirJnXzcr6gtQKiTMqUpPjRHh3RymZAEJAk/lV789TjyeoKTYwt63z3LRsnz6+icxGgTj03g8QfuZCc72TdI/4Ka3b5Kjxwd5+ueHU5Ltk6fG0OsUWCwarGlqSorM7Hytk3AkTmv7OC2to3z+S1tQa2QEgmFyc408+1wTL245Se28LNrPTOB0+vn+E2/z4tYWtr7SxoGGvlTn73x5+pkOO0uX5GKf8HHbLYtRKqQsXpjDvJpM9r7dSygcpafPleLbeP0Rwc16XhZjYx6OHR9i3ztnKS22IBKLePQ76/D7I1SUWikoMPGDf9uPRi3jxz87RHVlOj5/hIXzsykttgLCyE+lkKJQSN/l1ZM8T8tKLAwNuamusvHIY2/h9YZQyCR4PMHUeLKowMzmKwQDwiSSHUWtRsGJpmE6u+wMDU0BonN8opL7NpMfNzHho35ZPnK5RMixWlnEG7s7Od48TDQmJMKTSHCgoY+0NC3dvc4/c8wm/Rw5OkgwGCUajdPb5yISFQxzf/GrRiYcfkZGvSkPqJwcA3KFlM5uBy+93MKiBdk8cN8qzGY1NdUZhEIRxGIREomYQ0cGGBx08/yLzWzb3kZtTQb7D/ayeGE2y5cVMDziwesLEwwIBe/qi4tRKWXk5hiRySVo1HIaDvUxf14GoVAUg1FFNCaMAxfUZrH5ijncdF0tWq2crGwDVquW229dgsmk4qL6AjyeEGazmssuKeMfv/IK3b1O7E4/dqePppYRes46WTQ/m6d+epCfPnOY3Bw9J5qHuWRNyXuO0JPd3mR3+YMUnR83/E07PgBut5vLL7+cEydO8PLLL3PJJZcQj8f53ve+x0MPPcTdd9/Nv/3bv6Xe73A4sFqFC1Cn06VMizo6Oigv/7Pr5E033cQ///M/o9Pp+NnPfsazzz7LCy+8wJIlS95zW2Y7Pv/3cH6I50eJ/+qT0IfN/XqvdV+oq/R+2zPzWCQ7KIODbnJzDFy8opDly/J54qn9RCJxiovN5+QwzVSRJTOOZq43GUrZeHQQo1GFTCpGMx3smcz8ERRo3YTDMeRyMRs3VJ7TKUgqocRiEWazmg2XlnGieZgldXnIZeKU+sbnC6NQSFm0IBtI4HQFUyqvpBnb0PAUZSUWtrzcyqQ7QGa6lvpl+Rw+PMDwqAe1SkooHMOgV7BxfQVyuYRjTcMMDLiw2bQsW5KHTisQZA809HO6bYyKMhsWs4rqqnTGJrw0Hh2kfmk+L209hUatwOcPYTQIPMNJd5A5VTackwFcriCBQISaORn0D0ySlyfEDswMWI1E4iQSCVrbJsjM0jEw6EYqFlNVaSMcFaTmC2qz+MKX/ohaLeWaq+Zy5aZqduxsp+nkyPSyVDQ1jzAx4aOldQxbmobMTB1nz7ooLjZTv1TYp2TH7dZbFvO1h17D5Q5gNKh48vHLU1lW4VCMI8cGz8kU8/sjPP9iM7v39rB2dTGRiBDhYTIqkUglaDVyvL4wImDJdI5aMv4kmYl1qHEwFZhps2l4552zOCYDfPr6Wq79VM27FZHTHZRk3ltVlZChllSXJY+dTC44Yx9qHMTnC9M/4OKKjVV0dNtZUJvFztfOMOUJU1mRhlIhxenwM+7wIRaJmJoK4J4K8YXPLgKxKNXtGBx0c+sdW8nL1ZNm1VBbk4nXH0Euk3B8+lyJxeOEQjGiUWE7QqEoIhHcfON84budPpbHm4Y52+ekqMDM/HlZhCMxWk6PEY3EOHJ8CBEJgqEYep2CUDBKPJFArZaxckUhDz90CX5/hK3bTtN6Zpx77hQCU9/e30db+wRanYzysjSi4ThvHzhLKBwhFkuQiCdIAHqdkoJ8ExkZOubXZJ6jqHyvcNLkddnbO0lWlp7+ARe1czPYuOFv51X3d9PxATAYDLz55pt873vf4/7772f+/PnU1NSwd+9etm/ffk7RA2CxWPj0pz+NRqPh7rvvTv29rKyM5557jvr6egwGA88//zyrV6/m85//PFlZWbS2tr5v0TOL/5u4kNnbhfDXEJ4/qEvzQcv8IELz+cu4ECcIOMen5/3iOGYei6R54qbLK1lSl5dSInV1O/AHwudEFsz0iUn6hST3eWbRY5/w8cRjG1lRn8+Sujxuu2XxdCzAUOqz+xv6+PXvj7G/of9dCrY9e7soLDATjyd49NuXpcwPN64vT3V2SootjIx5hCfxrS2EI3GGh6cwGVV86a6Xqaq08fb+XhwOHydbxoAEIiAzQ0e6TceK+gLi8Th2p4+CPCNiiRiNVs6N19fyw0c/wa9/fg3r1pay/tIyQqEI4XCceTWZLKjNZumSXO67d6UQSXB4gFUXFfGpzXP44hfquPKTlSyozebStSVIpSJKis1o1XK+9/A6qirSqKqwMTjoxmLVIJWIKCky09fvIjwdsLrrzU6OHBtiyhOk8eggxBM4XX7a2sdTx+fpZw4hkYoYt/u5eEVhSmFWUmxhf0MftTWZ1NZk4vOHMZtVeL1hOrscOJw+2trGhIFRIpHiJqlUMjasK8NoULF0SW6KgJxMGB8emaLtzASPPPZW6vza9UYnPl+Y7m4HJpOadWtLqFuUy9K6XO66o56ldbnTI6iKlPv42LTXj3MyyMlTIxw/MZxSFK2/rByTUUlT8whfvOOP9PQ6z/FfksskbFxfztPPHOJ0+wSt7ePnqMuSsRvXXDWXjRsqWVqXi8Ws5spPVtHT66Svf5KTp0Z59DvrWTAvk/u+cjF33VGP3qBk/aVl2GxaguE4t35uMZsur6Kry4HHE2Jw0M3Xvr6LwnwjXm8Yry+CczLIW/t6CIdi9Pe56Ot34bAHGBp2E/BH0OvlQrTHulLeeruHQ4f6OHpsCJ8/jFIpIS/XyMiYhwm7jxe2nOJsn5O+QTdZmVoCwSi2NA1SmZiFC7JZuiSPeXMz8QeiDA66efTxfXj9YUqLLNx176vsPygU4y63n5FRj9CsFSVQa2Sk2/SUlljR6ZTIpGKCwSiRSIzRUQ8JoLrKxtPPHH5XF+dCytK77qjHbFITjcQ40NCfcnX+uONv3vH5OGG24/N/Dx+Gz5P88c7O1r8rbfqDlv1+Sep/CUfmvTCTH3OqZexd2/heXaOZnZTk/89MV7/QU97WbacFr5gic4pvkVzH6Lg3lYg9cxnbXmllbNzL8PDUu0iwL245yUtbT5OWpsFgUFJVnsbJljGmPEE83nAqqfrP7z/F81tOEk8kqCyzpbg9ySfQ0XEv/f0uSost/Om1M0RjCTZ9QogyeH5LC339k+TnmWCazLl5UxUnT41y9MQQZSUWbGlavN4Q+w/2kZ6uRa9XsmFdGZs3VZ9D7Eyu7+0DvdPFAjS3jHDt5rmkp2s50jjA6fYJZFIxZaUWqirSU0/0YpGYeCKeerIX5MsiXtragi8Qwe0KUFmexqnWMRbNz+bii4poOT2KLU3LyMhUKvVcq5HT2WlPPZmvqC/g+z98m30HzmI2q0mzqHnisY0caOjj8JEBnC4/Xk8Yi0WNRCJGBEikYoKhKM0nR8jK1LN5UyVjEz527DrDZWtLOXp8EItFQ92iHHRaxTnnjSgBz77QTDQiKK3WXVLKJWtK2Lr9NCdbxqipTkcuF1/Ql8rh8PPkTw7yxc8vpuFwP00nRzAYFDz/0iky0nXMqU5n+dJ8li/L5/s/3Efj8SG8vhBKhRSVSjAlNOiV0x2WMBaTmpERD7/6/VGWLM7jn/7fRalEcrlCIhRHM66/5DXv8QTZvqMdW5oGs1md8n169PF95GTr6eufpO3MBC5XkMULc6iZk8H2HW1kZOgYH/fS3WNHq1WyeGEOoVCU9o4J8nKNpKVpCQbCnGgewWRS4nQGcDh9WC1avvC5RZw8Ncret7uJxSEv10BNtWBw+L3v7+VE0zASqYi8XCOBQJTCQhN5OUaef+kkfr+gyvMHInz+5oW0d9iZsHvx+yMsX5ZPz1kn70zz3FRKKTabluFRDwF/hKxMHXm5JhyTfr75wBqOHB2k8eggDUf6kcsk2NK0uD1B5s3JBBHEonGM035WH8R93PZKK3v29TA25uHqzYLh6t8Cf1cdn1nM4m+JD8N/uVAw44dd9vslqX8UstCZEvOcbKHlPDNgdCYP50LBqEn1TTIc8vxjMfMpTy4Xxi+LFuS8S0qfTMQ+P6Yimdt1ftHj90c4dGSQsXGBN1FVbiMcjVMzNwOPJ4RJr0wFk/5ZsRVGJpWQiEFHp53vP7EvFUKZLNoyM3Wc7ZskM1OPTCams9uB1x/B7Q6SSIDT6SeRgEQizslTo1SUWZlbnY7DIaSVR6MJcrINBINRltUJo5+kp8vWbafPeeIVbAIkDA66CQai/Pr3x3l9dxfBUIzyMitFhWa8vggvv9LKgYY++gfctJ8Zx273Mzrm4XjzMIcaBwlHYmRk6HA6BIL16fZxzEY14xM+mpqGuO2WxdhsWubVZHDPXSvITNexckUh8QTse6eHnl4nm675LU5XgKWLc4nH4sypSueJp/bj8QQpKbFgMalZUpfLocZ+OrvtjIx7yMs1QgKUShnfemgtGzdU0nC4HzEint9ykoFBN6dOCR5rf45xEQJpO7vsqJQyxBIwGFWp82vzpmoUcgk+f/g9famSUvEHH34drz9MdaWN7TvaMegUjI17U6Gee/Z209ntxO+PoJRLkUolGPQKRsc808sntfz+ARcqpZzhEQ8PPPw6p1rH+f1/nmDnax2MT/jO6RIlr4PNV8zhU1fNQa9Xkpam4ZHH3uKRR/dgs2noG3ATjQgkepFI4LudbBklHk8glYoJR2IkEiLSrBruu+diDAYlFy3P53TbOHnZeuZUZ2A0qkgkRCASYTaqMRlVQoQJEI+DRCyitMSaum6GR6aY8oYwGFRkZOi4dE0JVeU2es46MBpVpNu0DA66UcilNLeMUl5qRa9XsnhBDm/vP0s4LMSqJBIwryaLbz10CdlZejLStQwNezh0pB+TQUlb+wRymYSW1jEsZg06nYKcLD2xaAJEpOwv8vNM7NjZ9q7jdqHA4xX1+dMhpx8fV+f3w2zhM4tZfADe68f7w372rwkK/bD4s3dKBRnpOmrnZuD1h1MjpwMNfe+SFs/83P6DvUJMxXRRd34i/MztT0qwL5Tg/H77caGmcpJ74g9EiMcTKam9XCbGYtEw4fABiVS37UBDH7ve7MBm06JUyYAE0WgilaK+/2AvK5blY5/wcdcd9cyvyUQmlfC5mxeg1ci54vJK0iwarrqiCqlMjMsVoqPTTtdZQWKdm2PC7vARj8fxByNcuqaEiQkvl6wpSf1Qn2oZPSd880yHnbw8E+svK0OvVzCnysaZMxP0D0yyaEEO33xwLXWLcpBKxcybm4FCLsQDqDVyvvngWpQKKXOq0jl5SvB+EUtEvPZmJ+vWljDlCZKRrmPc4efBh1/H6fDz779s5JUdbVyypoQHvvk6Q8Mudr7Ryc7XOggGIpxqGcHu8HP5JypoaR3D5wuxfUc7zSdHkEjFDAy6kMukDAy48fvCNBzuZ2DITSgU4T9+fZQ3dndy8fJCnJN+ZFIJLneAWCLBztc6cDj87NjZPh1IK+L2Ly5Fr5Nz8/XzuefO5byxu5PBQTdfuvNlzCYVw8NTKU+YmfD7Iynzy69/bTVdXQ6aTo5yxcZKItE4N10/j+NNyeiBBCIRqNRSFszPJitTT/3SfEqKLGjUctasLE51oT73mQVkpGvIzzHw0NdWo9cpMBiVGA1KDjT0cbp1jK3bT6fO71/95hiPPLpnOrohxr59Z2k41M+Ew0/j0UGqytMoKrZQVmKltkYoBCrK0sjLMyKViIhE4kSjcTLSdahUMu6/dyVnOh1YzCre3NvNztfO0HPWSVe3nWgkhlwhpaTYwpqVRVSUCQXLsiV51FRnpIqLVRcVIZdJWLemhLqFObS0jbH9T20EQzEqK2yo1XIyMnTEYwkqStM4dLifpqYRXtzawplOO+4pP6dOjzFvbgZlZVZ+/1wTF68oRKORIxKDTCamo8uRMjIsK7ESj8d55sebqVuci9WiIhaN8+qf2unsdvDKznZe2np6mkfFu77HmWP1a66ayzVXzfm7kbjPjrpmYHbUNYu/BB+FjPOjloIm29HLl+WnRk7JeAmzWUPdwuz3le5ve6X1grLwD7OdF3rPe43zkvJ5p8PPxk9UnDNO2rr9NK1tY9x+21J++sxh3FNBlEopUomYmrkZhENRdr3Ryfp1ZdNKnThrVpWkirz9B3s50jiYim2YX5uVGkstqcsFRHi9Ibp6nNxz53IAbr/zZSYcPiQSMXl5RmLROE8/dWVKTv6jnx4kM1PPnr3dbLq8Eq1Gnoo6eOIxwWPsiaf2EwwK8QnLl+VzzVVzzxkD3nrL4hRp+EdPN9Dd46C4yEIwFOXkqREmXQHyc40EghGUSjmFBSY6u+ysvriIrdtbCYVjFBWYUKlkVJRb2flaB1dfOYeBQRcnmkcQi0WsWVXE2/t72bypGp1WTgI4fmKY3v5JLltbytsHzuL1hRGLRZQWWwkGI7S0jlNbk0lZmZW395/FZFQxPu4lFksw6QoQi8VZVpfHwgVZKel9VUUax5tHWFqXi1wmwekK8Na+HmRSESOjgivzM79sJN2mZXzCmyLMe73hFCm6tiaDAw19DA57KC+zcvutS1IWASqVjB0724SokbDgGuzzhXBOBshI1xOPx1m8KIczHfZU4e71hQmHorinQnzvW+vYt/8srW3jBINRus86qa6yUbcwh7f2dXP46CAWs1rIoZKICQWjKJQy5HIxBr2SjRsqsJjVqSgNETCnKp09+3qoW5TD7587kSJNf/7mhQwOT3HzjbX8+vcniEZidHTY6elzopBLMBlVFBWZcU4GuGJjJc0nR+nsdiASJ3C7QlRUpLHyokKOHhui56yTzZuqBGL6rnZ83rAQIHrbEn7wr+9wuLGfT98wn4EBN3v39xCLJYhGokhlUoLBCCKRCI1azvpLS7nzjnr27Oth//6znGwZRSKVUFFmAZEIu8OHCBF1i3NwuYLcNh2p4poMCllgJjUZ6ULcil6vTBHYk/g4ytpnR12zmMX/AD4Ko8OP2izxQsnoSYfbqnLrB0r3z0+EB1I+J3v29bwvefFC+3J+x0t44j5JOBxn5UWF/OJnV3PT9bWp9avVsmnDRStP//wwnV12Rkc9jI15KS4yo9MqUonnIuBUy6hA/p1OdN/+qlC4lZRYSE/Tcucd9dNSdynza7PYuL6CjevLMZtU3HPncvYf7OWJJ98hGI4RDEXJyzXS2WHn619bDQg3+EAgQjwBHZ0T+PxhfvP74zgnAwwMuDEZhZHcS1tb2LO3m9wcPQa9kjUri/H7I3i9YXp6nJSWWDGb1Tz80CUcOzFEZ7djOgMszor6AuoW5VJcaEEml1BVnk4gEEEqEXPp2hK27WijIE9POBzF7vCRSMT547ZWPrmxApcrwAP3reai5QVcvqGCnbs6kEolvLWvG61WweZN1YyOeYhG4vQPuHjy8U9SXZlOabGV4iIzSqUMq1XN3Op0hoenqF+Sj9Ws5pFvrUOjlVNVYUMsFg72xg2VaNRyfL4wJ1sEJ+Wm5pHUOPWhr61mZNTLurWl/PxXjdhsGnbsaictTZPqQB5vGubI0UGck34QidFohDFLbU0Wx04MzUh+b8Prj1AzNxOFXEp3j5PW9gn8/gjNp0YYGnbT2jY+Pd51U1ZiZU5VOp1dTmQyEb/4VSNajZzMTB3DI1OUl6Vxz50rWFFfgN0RmLY9iCGVSIjFE2i0ChYtzKGqIh2HM0B7h51Nl1eybEk+w8NTRKJxduw6g93h5w/PN1EzNwOFQorVquHFP7aw9+0evvz/tnP7rXXUzElHLAWTUfB0+sNvrsdsUpGRrqP51Cg9vU7cniCTk0GisThuVxASpAq7YyeG2bGznY3rK9Bo5Ey5g9x6+1Z6zjoIBCJse7UVnz+ERi3HoFOw6uJi8vOMKORSYtEY2Vn6lAeWXCZmYNiNPxBhXk0GKy8uxuHwMzLiJRSJcez4ME5ngPu/vou6RTkEQxH0OgWZGTp+/K+bMJvV5OUZ3yWIWFFfQFeXHY8nlBqF/T1FWcwWPrP4P4u/Rqk18zMfJUfnv9P+3WIRfnA3XzHnAkWIMNZKcoKAcxLhQbihTU0FaW0bx+sNveuYJY/JTD5RssDZuu10KoYjObba+04vL7/SSlPzyDnLeHHLKZ597gRer2BeV1VhIztLj0olY+mS3NQ4Ti4Xk5NtoLNbSGTf9korx08MMzLm4fktLYSCUdrPTFA9nan05E8Okp9nRKcV/LsefXxfyp3W6QpQVZXO3DkZfPHzdYTDMYqLzdz91VfZuq0FpyvAAw+/zoTdi1QmJRqN4w9E+P1/ngASSKSCwumlrS14fWGe33ISu8PPP35lOw9/dzeNxwbp6XXy8iutKfXTpWtLKcw3olbLCQaiNDUNc+fty7j+2nls3lSNRCpCpxO29dDhAURAW4cDpUKKViOn7YydynIrp1vHufWWxTz5k4N8+oZajjcNs/6yUsLhGBk2HR5PkK3bTmMyqdDp5HzptiX88Mn9eH1hauZmYDKpiUbiRCNx2s5McNcd9RiNSgLBKA996w0UCikarZyVKwr5p69cjFoto7YmMzW6MxiU5OcZU9ywI42DKBUyjhwd5NM31HLgYB9yuYSBQXfKpVsqEWExqznb56K2JgMSCRYvymHj+nIuXVs6I/ld4AeFwzHePnCWsXEPIpEIpUKKwaAgP89EVUUaJpM6lSXV1e2gsNDIwOAU+fkmqiptPPdCM+6pEJBg/8Fedr3egdWixmxWY7Wo0WhlBAMRcnMM2O1eaudlYrWoICGMWZ/5ZSOBYJTTp8dwOP2MjE5hNKoIhWK88PsbmDc3A51Ogd3hY3TUw7Wffo6DhwcgIUImEzO3Kp39B3u5/balGKcT2LOy9NTWZDK3OgOrVYNer+DQkQGk0+dSb98khxsH2LHrDEePDdF4YohEQvi7TC5Fo1FgMKq5+cb5LF2Sx0P/vAaVQiqcjxIJmRk6DjT04XD4OdI4QFaGHq1OQXmpFRIJzCYVwVCE7Awd6TYNrW1CvMfA4BQ3XDuPlSsKU6aS99+7MuUrtnXbaZ59vpmXt59m/8FegiEh0DRZ6Pw9RVnMjrpmYHbU9X8Lf42q6qNQYn0UmJnqfiHFWFI5c/eX39ufaOZYSzvtqfNeyfCPPPYWPl8YzfRT9JGjg/zrYxuxWNS8uOUkhxoHWVqXyzVXzU0VOO6pIKNjHjLSdRgNSuZU2Zh0BXlnfy/BUIT0dB2WaTXNjp1tvLT1NLF4nII8ExevKEyp0JYvyxeIzok4GzcI25b8+91ffRWXWxiFeacTzltax87xjklL06RGUkn59PC0Am3Pvm7CoRhyuaD8CQQi3PyFF8jM0JGRoWfJohwqK9L41iO7Wbu6BBLw2z8cRyQScfON89FqBZfewSEXv/1DE/m5grw5HIkik0mpnZfJ4KCb0TEvFrOaG66r4Zqr5vLsc0386rfH8PhCpFk1WMyCCuvJnxxk0umnvdNOdaWNsXEvXd12QmHBTM9q0XDJ6mL2N/SlxklJZc/iRTn8adcZigrMTDh85GQbUCqkhEJRltTlQSLBC1tOgkjMtVfPhUSc57e0MDkZYG51OmtWFXP4yAAHDvdh0CmIRAX+R06O4dzzblqpuGxJHk///BBVFemsvKiQL9z+R4KBCDabhqrKdE61jDE07Gb1xUU8+sj61Hl5z/07qFuUy+GjA8ikYkZGPTzz480cOzHEwvnZ/PxXjdw2rVY70NBPW/sYwZAQIltRZqWlbXz6mLsFkvKm6mmVVoiXXzmNczLA3OqMVAq93eGnIN/E6pVFdPc46ei0Mz7uYeOGCvY39LH64iJ27+0mN8cg5JmlaRkYdJGXa0QiFgvtgURCkP93O0mzqvnho58gJ8fAi1tO8tyLJ+nucRIKRbFaNOTlGolGY0QicRRKCWtWFjM0XdD19U9SWmzltTc7CQSiQjcuFicajVFemobJpKLnrJMbr52HRiNjf0M/vb2T9PQ6yUzXgkjE5z69gItXFPLAN1+nbnEOZqOKY8eHOXl6lOwsLSMjPq66ooo9+3oYHfNgMqoZHfeQkyUoPhtPDKFQSMnK0BKJxHFOBjCbVeTnmhgccrNhXRmJBOx+q4tHv7s+9f0/8I3XaWsfo7oynQfuX53yUEqGv/6t8Zf8fs8WPjMwW/j838IHSdn/FnEWHxbJokUE74oNAPjGt99kwu4lPU3Lww9dcsFlJGMyIMGalcXvK2WHPxcbX7l/B0qFlKwMHQ8/dAkvbjnFgYY+NNNmdkmTwL4BF9UVNk63jZOfZ0SjkdPRaee2WxbTcGSApuZh8vOMZKTrpn+0WsnLM7J0Ompg5nZ899G38PnDrKjPP0cu++xzJ/j170+g08nJzTFiMihT3IZwOAqJBCdbxvD5whgMSu65awUHGvpYUJvFM79spLzUQuOxIcHQsNTKg/evJhCI8KOfHuTOaa5JkiPV2e3g2qvm8vb+XnQ6OWqVjOERD1azGrVGTvdZJ/F4nLxsIy2tY0KQ64IcorE4LafH0BuVlBZZqChLY9frHYxNeNHq5ExOBrhm81xGRj109TgozDdRWmJlz95u0qwa2s5MMDHhRSQWUVJkQauVs3xZPiaTejqOYoyK0jS6ehwYDUp27+3mqk3VaKaLMrlCyrK6XL76z38SHIKDUW66rha5XELjsUEUSik1czIEBaI3xJ9e70AqEbF6ZTEZ00/7M6+DZPHf2zuZMiQct/uQSSUMDbv5zI3zuezSMr7/xNt0ddspKbZy3z0Xs2dvt3CurSphz74enA4/v3n2OFqtAp8vzKeuqubY8eFUvlx+npHuHifRmODFtKK+AJNRyZlOOy634PlTtziXx767PnWePPLYW7jdQbRaOeWlVk63jTM0PEXd4hzcriClJVZ+9LMGIuE4Fquaz944H7lCSjgU5de/P4ZKJSSxT7oCRCNR8nJNzJmTQVW5ld8914RUKkarkfPJjZUCvyhLz2tvduJ2B1CrZARDMWrmZBAKR2ltGyMRh4xMHd9+6BK+9cgeDAYlTqef4ZEpgsEoCoWEKU8QqUTw8fEHImRn6bFaNUinVV+vvdnJwKALry/MJatK+PY3L+XRx/cxNOxmZNRDRZmNrh4HSoWYSVcQlyuITqcgkUgw6QqiVEqIRhNo1XKUKqlQ4PnC2Kxa+vpdKBQSNl1eyclTo7SdmSAcjhEORZnyhqgsS+N3v7p22iCxhZOnx6mpTmfzFdUfi2JnJmYLn78Ss4XPLGbi49TduVAB9n5PXElC7p3/BUfq99r/mcsWSKh/dgdO/lDOzMTasbMdRAgOtc3DqcJmx842gSAqE+P1htn1ZiebNgpP8DMLrkcf34dz0o/d7uPqzYJ6JNnx8voitJweA2DB/Cw2b6oGhPFcOBzD6w/T1eWgq9uB2azC4wmzYV0Zp9vGmXT5MZs1kEjQdmaCeDyOSinj8g0VbL6imkAgwlfu28Hc6nS2vdqK0ajCaFCydEkef9p1BqVSisPhRyIRk27TkpWpxx8I093jJByOkQAWz89GoZRQUmylq9uOYzLAkSMDaDRyFAoZaWlqdFoFvX2TaNQyJieDLFqQzciYh44uB2q1UGCGw3EkUhFXXF7F+kvL2LOvh6NHB/D6Izidfmw2LbU1mfznSyeRScVUV6WjkEvJydaTka7j6PEhjjcN0dfvwjQtjS4qNCOViqczwro41DjI3Kp0zvZNctstizneNCy4dT+5H/dUAINBlSoMn3hqPyVFQuCmXC4UVknidtLxF+CxH+4jK+vP5GMQSPOJRGI67mMElztIeroOjzuIXC7BaFRRVmqFabdiu92HTCais9vJ0kW5lJWn0dFh52TLKDdeN49bPrPwnHNTIJlHiMYSaDVysjL1NBzuZ8O6UtavK+d7399L88kR5lSnI5EK46i29gmCoShKlZSifDMv/PEkGo1cCKZdV8aRY0MMDLpRKqRcvqGc061jOF0BPJ4QwVCMeDyOQi4hEk2QYdOi0So4emwAu91HUaGZmrmZuN0BBoc9JBJxnM4AIpEYk1FJKBylr9+F0aAU5OVaOVmZOqa8QtREMBDlnQNnAcjJMXLDtfNYs7KIu7/6KkaDAqVCRnPLCDqdkslJPz5/hMI8Izk5Rs72OcnK0DNhF1SS82oyeXt/L9WV6Xi8IRqPDZKbbWTunHQ+d/MC7v7qq6y+uIjG44M4nYJj9uc+szBF0k8KCP4SP7P/KcwWPn8lZgufWczEx6m7899VgL2fEuPD7P/5AaMXMjdLbntSIZOMJMjJ1jM0PEVBgYmuLkdqJJOMn0iaMtpsGkZHPMybl5Uq8pIdr8EhNwA52QaW1uVCAk40j5Cfb8RsUqViEXa90cHvnj2BVCZGpZRSVGhBJhXz2ZsX8OvfHk8Z+YUjMRQKCV/8whJOtYwyOjbF4NAU66YN/S5aXshbb3ej1wlP7hKJmEQijsGoJt2qofusk47OCSQSCQX5BgoLLBQXmVMF4ee/9BKDQ1OoFFI+95mFkID/+M1RHM4ARoMCuVzCgtps/P4ILadHkSukPP4v63lp6+lzYlW2vdLKqzvbOXRkgPw8ExqNjJIiCxN2H0ePDXLxikIqK22MTBtHOp1+Pv+lLSjkEtRqOQX5Rry+COPjXspKrVRV2DjRPIxCISE/z8TQ8BS33bKY+7/+Gj5fmClvEKNBRWmxGalE8KaSSsXnKP/OPR8UyGXic0ZXDUcGhABWmYQ1q4qnO0IOcnIMjIxOcfbsJAnAYlKx6fIqGg73YbUIURB/eKGZyckAOdl6ykvTONs3SSQS4+rNc7jp+trUeRwOxzjUOEB/vwuJRMQnN1bS0WnH7vAzNuYhP8+EVHquOjCRSDBu92E2q5lblc5t06o7gFtvWcSvf3scry/M8IibKzdVc9P1tecE5z76+D4OHOpj8cJsJieDFBVZqKm28R+/OYbLHQBE/PuPruDlV9qIRuP4/GHOdExQUmzB4wkRicQZHfUQCEXRqOTY0tSsWVWSCj492zuJyx0gAVgtaq69WvDL+dYjb3K6bRyHw891n5rLwOAUoVCUcbuXtStL0GrltLYL3dah4SmysvRs3XYary+CXCZGLBbhdgsFWFaWjkAgytrVRZw8NcbaVcUoFBJkMnFqvPzYD/dhSxNMEWvnpv9N4ykuhNnC56/EbOEzi48j/poC7MPKz/9aR+rzR2DvNy7csetMSnK+Z18PJ5qGycrSYZ8OfEw+RSZ5PML7umlqGiEtTcOJ5mGemOYTnbvcdiLhGOFwjM5uB1UVNo43D6eSyufVZKb4T9teaWVwaIqGw31k2HREY0KI6643OpHKxIRDUS5eXsiLfzyFRitnw7pyenocIBZx55eWCaO5piF8/gi9/ZP09bvIzzNSXGRhQW0Wp06NkgACgSgNh/sQS0SsuqiI3FwDjUcH+frXVvO7PzSRnaXnrX3dbNpYyY3TP6A3fPY/8fvDKBQyFi3I5s7bl9FwpJ+m5mHy8kwMTxeHWo1csIlGxJpVxdx0y/N4PIK6Z35tFkWFZrZsbUGhkFBemoZGK+fTN9Tyuz80UV5qpfHYIEPDbvJyhR//aDROZ7eD8XEvt3xmIWazmnAoSmv7OHnTpOVJZ4AJh4/8XCPxeIJYIo5EJKa4yMzCBdmsWVl8Tjbbn12RQxxvHkapkKYMFJPp3kmH7WAwSt/AJJevr+C1Nzvp7LIjlQny8P0NfcyvzcTtCnLfvSv51nff5NDRQbIydRTlmznVOkYwEOGG6+bRfmaC/gEXSxbnCvEMkEpiX1aXx1M/beBsrxOHw0+cBLFonFgswYLaTMbGfWSka2k9M47VrGHN6uJUdyoWjdPeMYFUKiEcjlBZkc6K+nzWrCzm+z/cByIRd96+jOtufo5AIIJSKWPh/CwmXQHWrirheNMQBw/3Y7VoEIlFVFfahO7SmQlCoSjDI1PY0jTMnZPJOwd6sZjVnG4dJRSJI5cJJGWDQcnoqAeJBHJzTcypShfOA+BAQx+793anxm8L52dzsmVUGJdl6snNMaBQSJBKJVx/zVx+8G/7qVuYzUsvtxLwh8nO0iMSiRCJRYLHk1yCSilDp1UgFosoK7We890ls/zKSiyEo/G/eSf8fMzK2Wcxi/9l+DDPJzMVZ8kIh5mOtee/b8fO9r/KkXqmbPV8ObzD4ecb334zZZYouFcL0QUHGvqQy8Tk5xuxT/jOcXpWqWQpaXqy6JmaCnL0+CD10x2bB77xOs8+14TD4eeN3Z1sXF/BjdfXYjKpKCmxgIhUUnllhY1DjQO8vP10SnGWm2PgmZ9cxZK6HCRSCafbxqlbnMPoqIdFC3J4+0AvGo0CryfE7re6ONNlRyYRC+TO6dwnhVKKWCQiHk8gFotYWpfL+kvLGBiaou3MOGKxoKKrnZtJNBrnwME+tFoFDz+ymwm7l4EBFzdeV8uVm6rx+yM88eQ7FBWZ0WoVVJSn4fOFeeDh11lWl0dtTRZmk4rbbllMb+8k4VAslUZ+oKGPH3xvPWKxiA3rSuntm+TNPV2Ul6VhMCiRSMWkpWm466uvMjo2ReuZcRYvykGhkNLbN0lHp1BkOJw+JBIR+945y6mWUbz+MLXzsshM1/HQ11YTDEZQKqSsWVXMtZ+qoTDPTAKYOyeDa66ay/6Dvefkv72xuzN1Lg0OuSkptpyT5r2ivoDh4Sl8vhC9fZO4JgO8urOdoeEpxBIxSxfn0tsvFDHJoketlnHr5xejUcv49kOXcPsXl6DVyJk7J4OW02Ps2ddNV4+DXW90EApFicXiWMxqrrlqLk8/c4gjxwZxOP2YTCqkEmGsGgxFOHpiCIlEhFwuxWRUk5Guo7/fxadvqEUqETM8MoVYLKavfzLFH1uzspi77n2VPW+f5dDhfj7/D1uEzqJSwo3XzcPh9DPlCXPk2AAnmkf49kNrkUhEXLamhL7+SV57s5NgKMrQ8BQOZ4CxCR8nW0bp7nFQWmLh0zfMF4oPnRyTUYnRqKSiPA2LRUvzyRHaz0zg9YcJR2JoNHI+/5mFpKfr+OmTm9BMF0QymQSpVIzd4cM9FaKjc4J/+ufXUCokDAxNoZRLUCikIIa51elsvKwclUpGKBhFrxdGb13dDjIzdOeotJJZfohE5xh5/j1itvCZxSw+5viw/hjnhwgmpcHnfy75PkT8VY7U7ydbTboc/+inBwGhyErGHCxflk84HMNsUr1rnTNjQUiAc9LP0aZhLlpeiNmkYueuDlpax3jlT23vCkJNbo9cJiEvz8jxE8P85tnj+PxhTreNp6Trye0Nh2NIJWJKii2k27T87j+uZdIVwGBQ4vGGMJpU5OYYUSqkVFXaprdQJLhEJ2DKE0IqFaNQCCnoe/Z24/GEBF+eaJyKsjR8/vC0WieOw+Fj5fJC/P4IX7ptSYosvGNnOz5/BIfdz7y5mdTMyeDEyWEkIhH3fm0H//7LI0w6Azzzy0aysvSIRCCViJFIxCyozeIH/7qfigobhxoHmXD4yM7Wc/FFBVxxeRXFRWYajw6y5uIi+genKCm0EA5F8fsjiERQVmalpjqdT22eg8Gg5NI1Janjv3F9OZsur6S1bRyDUYVIBP2DLq65ag4LajORiEXvOhcW1GbxpTtf5mzvJI/9cB8gRH+A0Jn48v/bxuDQFHv2dVOQZ2Jk1Es8kSASTdA34MIfEEwVJRIx7qkgDYf7ufWWxbyxuxOHw893/uUtMjN0fPfRt2g43E9mpg5EIJWK0WkV6DQKrvtUzXRxJ2H5snz8foHnYzQoSLNqKCm2cOWmKtauLqaizManr59PcZGFOdXpiIDTraP4/GF+/bvjnO2bJBpL4HT6UCgkBAJR7rt3JXv2duHzhYEE4UgcpUqK1xemuNCKRisQ7NUqKU3NI/j9Yb73g31cc/VcRse9uN1BdDo5DqefrEyhm1NcYKaz004wFOG5F5vRaGRcvbmakkILk64gt9+6hNtvW8LJUyPIZGK6exzseq2DLVtbaD41wo5dZ9j8ySraz0xwz10r+MLnFnHxikLWX1qGyaCip8dJPA6FhUbheETi5OYZUCqlXLa2jNISK+0dE+i1SqLROAa9nOGRKUQi2P6ntnM6uTOvsw8T7PxxhvRvvQGzmMUs3n80dena0nPIwu+Fme9Tq2XcdUc9T/30IFdfOed93/fX4EIdqGQcQTwW58476gFSCeEWk1pw7p3+93vt46dvmA/AtlfbsFk19PQ6GRqWsnBhFseOD/GJy8q57NKylAIN/mzC6PdHeOyH+zjRNMyUJ4RINMlFywpSPIc393QRCkXY8nIrw8NuOrvt3HBtbcqvZMeuM9QvzUMul5yjcgNYs6qYV/7Ujk6noLTEQl+/ix88siF5NPB4hWJoZGwKqUTChnVlaLQKgdMiF1RDJqOSp39+mNqaDMYmfBw6PMDFywuYsPvIzTWw9+0exCIxQ6NT6LUKXK4gL73cwqc2z6G/30UikcDnDzM25uW+B3eh1yvw+sLkZBsIh6No1XI2rq9gx842TCZBHv/UTw9SXmqluWWE9nY7wWAEs1WNUiFl/TrhOF7z47n84N/eoa1tnJ88uSk1svJ6w2Rn6pHJJNx+6xIAwuE4zkk/4XDsnHP20cf3IRbD7/+zic2bKtn5eicbLiujtXWcw0cHIJHgyNEBLt9QwY5d7fQPuBGLQa2Rk5Whx+7wMXduBgDtZ8YxGFT86OkGorE4R44OUF5m4T9fPElOlp4X/3iKT1xWjmZ6lJXk42zaKESwZGbqufurr5KdJQRzjo55WL4sH41GzslTo8TjcOnaEtraJwiFo4TDMdzuICqV8KOfm2UgPU2LRi2jMN9E34CLjRuEmJam5lGisRjBQJSFC9IIh+KUlViprrSh1Si4756LOdDQR3ePg9/+4QRzqzLQauSC0isUZXzCh8WkYmjEg3PSTzRq4pFvXcrtd2/nsktKOdQojCOjkQTBUIT7HtyFWASlJRY6u52EQjG83hDhacNNiVjE0880UFqaBiIRN11fC8CzzzXR1mmnqMCIyxXAbvcjEglF+6nTY2RnCrl+zskAx5uGpnPXRPQPTFE7L5PGo0MU5pnYsesMcpk4dV9KXmcf5n70ccZsx2cWs/gYYMfOtlTg5vn4sJle578v2Zo+/8nsv5oRdqEOVJIv5POHqVucCwiS+oXzs1PdoffrFAUCEQ4fGWDrthYAnnz8cubPy6SmOoOcbD1uV5AnH/9kqp0fCkXPCVBM7tf9965kfm0mBoOSOVXpQpglYJper9cX4Wyfk2gswZRbMLZL/oAvq8vlTIedZXV5qS7Ojp1tKU+kJYtzhXHHqhJe+sNNKX+TNatKsE2rs2xpWhxOYcx3zVUC8faaq+Ygl4vpH3TTcLifQ0cGOXR4ALVaxoFDfdQvzafx6CA2mxaxCEjAqouKMBtVXH3lHDLSdVRW2PD5wwJPJZ5gaNhNV7eDtauKWVCbSVmZjeJiCw9/dzdv7+/j6LFBtu9oIxCIMr9GcD82m5WMTXixmlXY0rTTIaYhvvrPO9n7djdOl59vPbKbF7ec4ruPvsWRY4OMjnnIztSl8rPaOyaIRuOc6Zg45zy4+8v1DI94USokbHn5NFKpmJ2vnaGk2EJtTSa2NA2rLi5izapi8vNMiMRgtqgRi0TI5RKqK214PWHKSq2IgGg0zommEcKhGFWV6exv6Ecmk9DT6+JMp52m5hFOtYyx750eobMWiwueTOEYhw4PMOUJ0dnj4MjRAb7+tdX09bs4fmKYxmODHD8xxO//8wTHTwwxMjzFOwd6Uapk2J0+YtEE3b1OOrvtfOGWRcypTkehkLByRSE7drbh9gQZGnIjkYo53DiEXCHh5KlRjjeNAAlUKhmJRAJbmpayUisSqZijx4Y4eWqE2ppM0iwaGo8PMT7uxe+LcOLUMC+/0sZtn19Md4+Tzi4HLafHGRv34HAG8AfCeH0RhoamyEjXUFhgRK8XlIUZGTokUhESqYT+AReTkwGefa6JB7/xGuFwlIoyK/0DbmIx6BuYZHzCy8CgiwybFtdUkNJiC909DqKROC53ALFI4CFlputZeVEhaVYNJOIf6Pb+94hZcvMMzJKbZ/G3wotbTnG4cYAldXlcc9WcD/7Ah8B/lyptZh5Yktia5BQlVURJ75v38xFKLuuN3Z0caRzgdPsECoWEm66rPSf/J7kPyR/ari47Xd1OMjJ0rF1VnHoKPZ9wvaA2iwcefp26RTnk5Ri5ZE0Jt93xR5yTftxTIW67ZTHXfaomFb45NuZFp5PjcgeZmPCh1yvJzTHgcPgxGJTopnklcrmgSkr60gDsfaeXjs4JjAZhZJA0eXtjdycr6gvY9XoHv3n2OMFglPR0LVd+soq2tnGKiy10dTvIyzOi1ch59rkmbDY10RhsWFeWXDzNp0YJR6IsXpjD8RPDvH3gLCIRXFRfwJw5GXR1OejsdhCNxvF4ghgMKlzuABqVDKNRxbq1pTz6w33E4wmMBiXFRRb0egUTdh+RSByH008kEuWazXPZsesMZSVWzCYVlZU25HIpa1YWCXwep/8c24EkcX3jhkq+9cib7H37LGlpGtzuIBXlaUxNhSgptuD1hRkd8/CpzYJx4oFD/bSfmUAmFTNu9yESiVg0PxuDQYnXJ6iesrN0RKMJnn7qymlVmvDdQQKDXkksDnMqbbjcQdauLkarkeP1h5HLJLS2TxCNxMjNNXDk6CAmoxCcGo8nkEgQpOQmwZ6gMN/Mnn3dZKZrSYhEHDrSj1IuJTfPSDgcIxKOUlWVQTQcpfH4EOFwlPEJPzKZsByjUUUsFufOLy1Do5GnFIkg4uixQRqPDRKLJ8jNMTDlDtJ91klZiRWZTAg7zcs1oVRKKCq08OvfHRN4VUoZ//CFOtrOTNBz1onTFUCpkDA84sGgV7FwfhaxWIyW0+N4vEESiCguNBGPQygco7oqnWhEIP3nZRtADGNjHh64bxWP/vBtzEY1F19UwNiYl3//jyNkZehxuQNotQp+9qMraGufSD2gnH8P+Vtncr0XZsnNs5jF3xneK/n8v4IPejK7UGTH+8V4JF8DUsnuMzlFmTP4Qsl8sOTI672QLGaqqtKprkpn08bKcyI1ZpJlw+HodJRFOpkZOrRaeeq15HJ27Gpnx852HA4f//TPO9GoZYyOeFKF0+KFOXi9Ya69ai4Ws6ASO3pM8Le5aHkB6WlabFYtkWgMmVSMUiHFHwgzPu5FIhVzvHmYw40DPPXTgxxqHOBQ4yCIxBgNSqor01l1cRGBYJTcXCM7drbhdAV46qcHOd48TFGRGZVKSlaGHhJQWWGj+eQIPl+Yt/Z14/WGueaqOURjsGh+Njtf6+DFP57iRz9rwOMNYtQrWX9pGWNjnumCSIRUJrhTB4MRotEYRfkmbrl5IZs3VXHt5rmEwjHmz8tCrpDwD7fWYTQq+dTmOZhNSqQSMbFYAhKC98yN19Vy9MQQKqWUrh4HlRU2Nm+q5pqr5rDr9Q7+8HwzIpGIm66rTYXKJonrb+7p4r57VrJqZRF6rZKrr5xDIBAlzaohGo0jlYiJxxJ4vSEAli8r4EdPfJJIND7tgaRLZYPV1mRSXZlOmkXLE49tRK2WkZNj4LnfXMfaVcVcsrqEogITdruP061jeH1h2jsmAMGBfPOm6lT47Fv7uplyBwGmozASRKNCx9BgULJwfhYd3XYQgWT6WGZm6AmGoljMai5ZVYxWoyAvW8+ZTjtOpx+PN4xSIUEuk1G/NI94PEFNdQbhcIwjjYOEQzGOHhsiHIpQUZZGPJEgFIxwUX0B/kAEsVjE0IgQwZFAREvrGJ09Dl7ccoq0NA0qlZx58zKRySUsWpDFlZuquPn6WkIhQcFod3g51TpG3aJcbvnsQpbW5aPTylm+rICcbAMKuYS8HAOdXXahoxOPo9cpWbWymP988RRGgwqH0084FGVgUFAnuj0BvL4QY+Me7rhr+3S3sz11rZ/Px7tQx/cvjf/5W2K28JnFLD4G+LDt44/yBnOhG9j7EanPf23m6Or87U/mg32QeWJyGZs3VfPgfatSUt3z1ydwhSJAArlcwvL6fB68b/W7iJckEOIcftlIV4+Dji4H8+ZlAQKpeWTUw7yaTOx2H8uX5fPo4/uY8gRTbr8PP3QJdYuysaVpBXJuIkFWpp7yUiu337YEpULKgtosbrtlcerfa1YWUVuTQd2iHPYf6MPvD/PilpNEIoLk96476llYm4VnKkRJsZXRMQ8nmoc53iQUUU0nRxgb8/L8Syf5/X82YzGraTw2iEoloW/AhVQions66HTX6x0YjUqKiixcvLyAmur0acJ1mN6+SbJz9LR32Fl/aRnp6VquuqKaCYcfEgk+/5lFHNjzJXKy9UikEsFdu2+SM512wuEoI6NeLllVgsEgGAieaB5mx652tr3SysmWEULhGJ09jneF2mo1CjyeIHv2drNofhb19XkcPT7ERcsLmHQHyMs1olRKyc8z0nJ6jBe2nOLQ4X5+8cujFBdZqKqwccO181g0P5twNMbut7rpPutEIpPgnPSz4Ypf09llZ8/eLqKxOAsXZOOeCiERI4yCPCGiEWEk09Q8wo6dbTzx5H7OdNoZGvbgngricPgZHHLT1e2k/cwYZ/smAWFMqVRI2HBpGQtqs6iqSCM/14hYJMLrFdzEly7Jo3/QjcsVJBKJkYgnMJmFY+RyBTGb1PgCETq6HDhdfra92krbmQl+/fsTHDk6gMPhJ82qwWxWc9N1tUilYoLBMCOjXoLBKKWlFlyuIB5viEQ8gVYrRyoWc/zEMM9vaeHkqVGu/VQN1ZU2RCKIROKY9DJ++4cTrFxRSN0ioVO27dVWenqdxBMJXnuzg45OwYX52PEh0m1aRoanKCm2cKZzAp8vxK9/f5zcHCPRaAK5TEo8LnC4xu1etmxr4UBDX0oVen5A6fmqrr+ngFKYLXxmMYuPNc4vdD7KG8yFODfvx8M5/7WPYtY/cxnnS/Bnrm9mYeP1h1HIpe9abygkEFWVCinp6Vp0OgWLFmSzcX15imQtlYqRSsQkgD17u0m3aTnbN0l5qVVIfQc2XzGHqgobsVgcnz+CxxPiS7ct4ZlfNpKZqeNMp52Gw/2UlFjQaRXTpO0IzadGGRv3EgrF0OmUnG4bT40DEwlIs2rQaeRsurwylZ0lV0ixWtUsWZSb6o60tI6RlqbB54uQn2tCpZKj1ShoONzPKzvbGJvwsf7SUiQSEVu3t+L1hRkYcKNWyXhpawsTdi9P/OgAXm+Ivn4XVeVpeKf9lF7ccpJwOM7SulzWrS1FLBGhVErx+aOUFJppaRtjw2VlrLyokPm1WRw9NsSefT1UlNuonZvBPXeuAITz8tnnTvDIo28RDkU5cmyI515s5o/bWhkYcGM0KHlp6ylhxDTqoaoijSV1eUilIuwOP00nh4XCtNOeksZv3FCBxaTmovp8PJ4gXk+Iz932Ei5XgLu/+irhcJzBQTdeb5icbCMqtZx0mw6TSYlUKqa/34XbHeClradTo8NPX19L/bICvvngGmQywRVao1GgUsqoLEtj+6utHDk6SAKhWxSOxhkansIfDHO6dZxYLM5//OYomRk6bDYNKrUcpVKKVCJmbNzL2LiHYEBwA7/37hWkp2l57LuXEQxG0GjkNJ0cQSIR0TfgYlldLpsur6SsxIpepyAYilJcZMagU6LXKojHEwwOCUnq43Yvg0Nu+von6ep28OaeLqRSCbFYArEYmk6N43YH+eI/biUcjjMy6iEQjOJ2BxGLxExNhTAYVEilYirKrOzY1c6ttyxGLpNgNKjw+6OoVHIOHupHpxUeNhQKKUqlBJ1WgdsthBJrNDIe++G+VPfyzT1dF+QO/j0FlMJs4TOLWXys8X5dlv8q1GpZagSULKzer5j5a0Znf8lrSY+XpAR/5vqS/07+OM7cf78/wiOPvsVzLzTz8qut1MzN4Kbr53P7F5fwzQfWCsTpxkFECaiqSEOjkZGZqaPp5AjDI24u/0QFVouaNSuLUqO8++9dyeJFObjcQRYvyuHpnx/G6fSxbXsrJ5qHeeGPJ1HIJOcWZYBaI8NgVFJUaMbnC/HEU/sZHfeyfUcbzS2jRKKx1PhowfxsbFY1xYUWvvHgWn746CfIytIxtzKd2rmZZKbrkMrE1MzJIC/XgGsqSJpFi0QsoqvbQU/PJA5ngK4eJ794ejPFRRZ+9tQVpKdpqSq3crxZGKOdbBmhq8tBOBTlUOOg4NAsl3LdNTXcfusS0qwaNlxWSnvHBIODghP2NVfNRauREwpFGRvzCF5EMzp4b+zuZPuOdlrbx2lrH0erkTM1FcLnjyCVSabjHpSCX0w8nurWVZTZyMzQc93VNRTkGzEYlITDMba90kogECGRSKDVKrBaNAyPTFFVZUMqFfPYdy/jZMsIkWicN3Z3kZdroKTIwrpLSvF4wxj0Cvr6JwERdqefji47a9cUk5dr5MH7VvG7PzRRtziH7Ew9+XlGsrJ0yOQSdr/VQzAYZffe7hnfY4JEAuKJOEMjU5BIsP1VQdqtUEgwmdQMj3hwOP0EAjHS0jSsXFHI/oO93HfvSk6eGiMcjjE84mZOVToSsZjMDD3/9MCfeOLJ/aRZ1UQicaamghw+0g8ikeC/pFei1yuJhGOIEBGJxtCo5YjEgs9SNBrDYlETj4FKKcbrE0wIW1rHSE/ToZRLSbNqsFnVVJSnkZ9nYuWKQto77MRicW69YyvhcIycbD1lpVZCwShKhUCMlkrELFuSy6VrS8nO0uP1hpFIRGx/tU0Yi013Ly8kUjh/JP33MPKaJTfPwCy5eRYfN8x0Pv5rLOI/iIj4UcZhvN+yPuxrl6wpSaV/Xyh1/kL7tO2VVvbs66Hl9BgWk4prPlVzDkE8Gdjq90dYtbIIrUZBy+lRsrP0mExqFHLB9+WxH77N2V4nV26q4qbra9n2Smsqyb20xMr2HW1M2H04nH4UCimrVxZRU53ByZYRauZkUjM3ndvv2s4Vl1ficgdwT4VwOPzk5Rppa5+gp9dJcaGZOdXp5OUa2ft2D1nTDrvHm4a57JLSlPO0czKAXqvA7vDxyY2V6LSKaXfrbkDEmpVFvPZGBydPjVJYaKav38W9d69IFSbJzKpoNEYwJPCVltTlEg7HaG0b5/bblnDsxBDhcIzxCR8Nh/tIt+kIh6Oo1XIWLchKOW1Dgo3rK84ht+7Y2Y7XF6arx8k9dy5HpZKxdftpWtsnuOfO5ezZ282Bhj7sDj/LluQxPOqBuNBBk0rFLKnL4+ixQTq7HSjkkunkdAe9fS7WrysD4PU3O1l1cRFmkxKA/Q39tLaNU1Jspq/PxaqVhWzf0U5hvom2MxPMm5vB0PAUCrkUhUJCYYGJmjmZyOVCeOeBhj7UahknmkZIt2lRq2XULcrhtTc7+dETn6S0xIrfH+Ghh1/nwKF+rBY1Hl+IcCjGTdfXcqChD/dUiLO9DhIJEAHpGTrSLOppl2MrWo2cl/54ipbTY4glItRqObnZRibdfjRqOT5/mPk1WTSdHGZszAuI+Mfbl2E2qRgb9/LyK62UlFhw2v1YrGqczgC9fZOCG7lOQSgYJRIR0tzl011PvV5BT48To0nFvLmZGI1KamsyCYdi/PK3QmxGIBARsuT8EbIydTidAeKJBC53gEgkhsUspMpvWFfGkaODHDzUh1QqpnZeFpOT/lRG3ntdf8nrN5FI/M3yDWfJzbOYxf8SnE8g/UvxQaOx5NNb0ln3v/Kk9peMyd7rNWF/hSyo99rmmfskGCRGWbIoh89/diFXbqoiHIry4paTqX1JEq0feXgdFpPQ2ZlTZZuOgIizfFk+T/7kIF09DuwOH63tE6ntSho8rl9XRkmxhes/VUNxoQUSCTo6J/j5r46y640O/rjtND/4t/1UVabR0jrGPXddhMsVxOePgAg0Ghlms5JAMILPF+ZXvztKR5eDY01D/O4PJ0gkYrS1j7O0Lg+FXIpGJWPC7iM/z0TdohyOHh8ChE7MxvXl7D/Yy5Wbqlm2NI/Xd3dysKGXO7+yPbXf+w/2UlJiYdHCXOqmHZvXrCxOpZ4/8M3XGR33ggjGJ7wYjSr6BiaZdAXx+cI8v+UU33/ibcIhIeE+EPhzx27HzjYONQ4gl0uonZvBnr3C97T+0jIkYhGBgNDdUSik6LRyGg73UVJowjUVYnzcS3VVOocO93P46ACTkwFCoSjdZ530D7gJBKO0d0zw1r4etDoFBw/1Cd0ikZgV9fl8avMczp51saI+n1d2tFNUYKK3b5Jrr55DKBxj8yer0OkUpKVp6e1zcaJ5GERiTCY19UvyaD45il6vZHDYzdRUkBe2nEKllPHQt97g2eea2LGznfJyYSznnAxg0KtYUidEYQQCUUZGprCY1SgUUtIzdNTOySQry0BpsZWuLgeHDg8wPCIc10QcpGIxA4MudFoF/QOTBINRJFIx//Lty0AkIjfXmFJtPfd8Mw6HjwMH+5DJJTQ1j9B91onHE8QfCOPzhonGEmg0cswWNdFYDLvDT1e3nUg0jtcbRquVUzs3k43rK4AEkUiMYDCCWiXF4fQTCkUZGJrCaFKSlalnaV0eOq2SNIuGUChK47FBxic8qNVy8nKNrKjP5+rNc88RXZxvvXGhkfQla0o+1oTn2cJnFrP4mOO/Mt76oM8mR0jnRw/8JTes89Ve7zcmgz+3wmd+bubILUmYDYUiF9yGmfuUJD3L5IIiRyYTlFeHGgdThVOSaJ2TY0jtq9cfEVQ6riBfuX8HJpMSpVxC3eI8br+1jhe3nGTrttOEQhECgQhP/uQgWZmCsmdkbIp4PI7LFSQQDCOTSfF4Q/zT/1tBwB+lfmk+u17vIN2mQSGXUDMngx//6ybWXFzML392Ncvr81myOA+JGCYmfMjlYnp6XVRW2Ni4vpyaOel0dDmYsPsIhaJ851/eOscN+3yH7sI8E8FwDI83xL//opFvPfImK+oLkMskHD02yPETw/h8Yfbs62FFfQH7D/axoDZr2qW5grvuqMfu8JGIw9rVxUgkIjq7HOx8vYPnXjjJz37RyJe/so3Rce/0MRVcrE+eGuXFrS0cONTPm3u6Uq7dDz78+vRoCzp7nGh1Cnbv7WF83IvNpqW3b5L+/knisQTBYIR4Avr7XSyozSIcjhGNxFlQm0UgEGHVRUWQgKPHBgmHovScdSJXSNi7v5c51RmpDkaaVcsVGyuRK6VsuKwMpULga5WVWAmHIjQ1DfHa7k5EIhgccrFxfRmxeIK0NA29fZMMDk/x698fw+sL09fvorVtDLVaytDwFCVFFrp7nCBKYDQKCepisYhYVPAPGh/38qfXzuB2B+nrnyQSjiGVSigsMBMMRZHJxHR22QkGYvh8EXKzDdx+13Y0GjmTk4LnU0+PE7FEhD8QRSoV094xMV3MhIjFBdl8JBJDIZegUkm57uoaZDIJYhHIpFKUSikF+Ub6+yYZHHbz2A/3MT7hY8LuIx5LCMWfUYVWp0A1zVH6/iPrWbIoF61GRoIEsXgCpVLKt79xKSqVFLNJhVwuTXHkktdsU/MIsWgcoefFBUfSSc7ex5XwPDvqmoHZUdcs/p7xl/prvFfYaPKG9WHb1S9uOcWhxgGWfggPopnp3adaRsnJ1pORrntXi/zDjOCSIxemTf+8/jBajWL61cT0Uy8pL52k51ByX5cvy+epnx7ElqblyNEBli/Lx2RSc6plFPdUkNExDznZBrQaOVlZet7Z30tXt51wOAaIWL2qiLlV6by5t5tF87NpPC5ImRNJ8x1EFBeZWTQ/KzWmTB7zFfUF3P3VV3E4fUw6A4jEIq66oprysjRCoSgvbDlFLBGntNhKRWka3T0OvnKXMMpKhkXedstiGg7303hsCI83SFPzCNFojOxsI/PmZhCNxGhuGWNo0IXJrOYzN86np3cSm03DyKiH2rkZrFlVwmM/fJujxwWvm+uvnce27a0cbx4ikQCZVIzBoMSWpqWkxIpUDLd/cSnHm4ZxOPz86bUzFBWZU1yqZGJ5w5EBGg7109s/iVIuYXl9ASMjU8ybl0VtTQbf/M5uAsEwk5NBRCKYU5XOpCtAMBTDalGnXKOLis3s3ddDd4+D3BwjBfkmmk6OYDKpyMnS094xgUQiwmrR8PRTV6YCUn/522PCscgyEIvFMRgUtJwex+cPoVYrMOgVXHd1Da/v7kCtktN+ZoKKijQGBt1oNHLSrGqON41QWW6lu2cSsRhi8QSf+/RC9r3Tw5mOCYKhKHqdCoVCTAIR2Zl60qwahobdZGToGB31EAxFsTt8+LwhwhEhxsNqUdPROUEgGGXVRUXMn59Ff7+L9jMTDAy6IAE5OQYsFjUnT42hUknR6xUk4jAyMsXmK6twOoOcaB5maiqESJRAp1MSjcXxeMKIRHDDNTU890IzXl8EmUxEuk2HXq/E7w8TDEYJBCJYLGrKS9NoONwLiMnJ0VOYb2Z0zItGI6Onx8HCBTksWpCdclxPJBLn+HW9333mv8tH7L0wO+qaxSz+D+IvfcI6P2w0WfSsqC/4CztMifP++974szorTna2nuHpgNTzO1Mf1PVJbn9S4bVmVTFdXQ68niAkEqxZWZzKw0p66Qg+P2dSRMxkVEVujoEnHttIRroOEnFysvXoNHKu2FjJgtqslJnf2tXFZGTosFg03HnHMr7zjUv53GcW8uQPLud40zB6nQJEUFxkobjQQk6WHqlE4JcklWrJY36goY8nH7+cJYtyUWvkTHlC/PYPJygsMNLUPMIn1pdzwzXzqChN40+vtROJxlGp/uzInZ2l54Fvvs6Bhl78AaFLMac6A51O+HFTyCU0Hh8iEAij0Srw+yO89mYn6TYt9gkftXMzcbqC3P3VVzlydAD3VIApT5BwKML9X72IzAw9Bp2CBfOzyM0xctWV1UjF4HQF+MWvGtl0eSVyuViILpn+2md21uQyMeFIlKmpILY0LcMjbr5y1wquuWoOv/7tsWlDQx+xWByRSFB6La3LRQRMTgYIhqL4A2F6zjqZmPChkAtdtcJ8E15viPEJL1KpmM2frMagV1G/JD/VofP6wni8QYLBKHqdgvEJL6dOj1FeaqWy3EZxoYnrPlVDS9sY6ek6orE4N15fy9DwFMFpZZTNquW531yHwxnAbFbicoeQSSX0D7rIzREUZWKRmPIyMxnpOtLTNKSlaTjVOko4KqisznTYGRnxoFbJsVq1mIwqamsyybBpCYZiSKVius466O938bmbF1BRnsayJXmIJWIikTgDg24yM3Usqcvj5hsXYDAomTcvkwMN/fQNuAhHovj9YeLTxz8UEswW1WoZu/d2o9UKHdDKChtzqzMYGZkiP89IKBxNOZqPT3jRapWoVDK83jCdXXY6pg1Co7EEjccG8frC54yyMj9kvt/H2eF5tvCZxSz+l+AvHYmd//6ZP8p/yQ1r44ZKVq4oTHVY3g9/VmdVYjapqK5KP+fvyXV+GG7TTH7Skz85iM8XYsdrZ3hpawtPPLU/FcSa9NJJFlwzi8Pkei2W5HEQYTKpeOD+1dx4fe20xDmGQi5Fq5FRkC9wbq77VM050SDL6/Mx6JSUlVi580vLWLQgi+X1Bdx+2xL2N/SRlqZJjaa0GjkeT4g9e7u4796VzK3OIB5PoNfJuePu7Uw4fPT1TXLNVXPp6rZP8zgcPPLYW7y45SQr6gvo659Ep1MAIjq7Hay+uAibTcOyJXlsuKyMP758Gq83RAJQKQXeVCAYoX/QTXVVOsuW5HGgoQ+dVk40FicQiKKQS2k4MsB9X3+N0lILarWc/gE3uTl6wRTw7oswm9UpErBcLkUkEtFz1smOXWfOGZFeurYUhVwI8OwbcBEMxVLy56rKdPy+MBKxCJ8vTDyeIBiMcujIAHl5QlcnJ0uP3qBCIhaTl28EkTBGPdQ4QDyeYModZHjEg1wpITfHwAt/PMUvfnOUA4f6efvAWVQqGRqNnK5uO16vMI4MhWOsXllMdqbgzzS3Kh2NWs4jD69Do5YRjsRIJAS5+GdvXsDv/tDEurWlyOVSNGoZVouakkILxUVmgSuVbyIcilNcaMZm09LSOopOoyAcijLpDJAgQSKR4DM3zuf6a+ZhNCrJSNeiVMmorkpHpZIxNRXG4fTzrUf24POFkEolZGfp0erkbP5kFQqFhJo56Vxz1RyefPxycrMNPPPjzWxcX048Brm5BqwWDVddUU12ph6rRUOGTcPl68uxWrXMqUpn8yerkErFqNUyes5OEgxGkEhEjI17MZvUVJbbCIciFOSbCIViaNRS0qxqwXQynuB06xhHjw8RCETes5j5oPH4x43vM1v4zGIW/0vwl96Uzn//X8sl+kue7Gbyej6IxPxeRMkLOUhnZ+vRaJUUF1rIzNBRXWnDYlKzcX1FqrBJFlzv1Uma2UG60DHZuKESg16ZCjxN7k84HMVsUrNwQTYlJRZ+/qtGvP4ICrmEhsP9GLQKDh0WRmlqtQwSsG1HGwcO9bNjVzu18zKprrShUslYu6aIwSE3t96yGIB77r6I+mX5FOSbONNh58Chfvbs6yEaTTA+7mFkVFAxnTw1yoP3rebB+1djt/tJT9ficgdRKaQkSCCRiRBLRAwNuXG6Ajz988OYjUoMBiVqlQyTSUUkKvCWrGY1jUcH0erkiEQQDMV4c08XKpWMaDjOy6+cZuv202zcUEFZqZXsbD3hcJRHH9/H2Lg31VWTSkSkp2lQqqQsrctNnVebr6hmSV0OtjQtBYUmamsyUamkXLS8kKV1udx3z8WsWVXMPXcup7rSRppVw+c/s4h0m45Hv3MZpSVWiorMrFtbgsWkJhqNM+UJEo8nsNt9PPzgWlbUFzJ/XhZanQKJWITVqqawwMTuvd0cOTbIrjc7Ods3SV6ekad/fpg/PN+M0+lnwu5DIhbz+X/Ygk4rZ9cbHSlvnaHhKdo7xjGZ1Pzip1dROzeD3FwjaWlaOjrt6LQKFAoJ5WVpVFXY0OuUfP6zizCZVKnR1mtvduD1hcmwaYnFEui1Mo40DtDXP8mBQ32caBomFI4xMe4lEo1RUmRh/aWCys1iUXPfvSvZ985Zdu/p4spNlWSk6/jxv36SHbvOMG734poKgkjEwNAUMqmYgnwT4WicwgIT0Wic/Fw9APE4xONxWtrG6Op2IFfKsDt8GAxKFi3I4YePfoJP31BLTraBRDxxDsfsQjjfg+tCr3+c+D6zhc8sZvG/HO910zm/IJpZwPx3PaGdT8z9IOJ1cvw200DtQt5Gmek6HrxvFd98cC1rVhVz5abqCxZj53eSzu9SJL1r3svXaE5VOjKZhMNHBEfeJLlaIZewcUMFWo2csmlZs7BfCcYdPqwWNa+90cE3vv0mXm+YrEwdWrWccCjGztc7QCSiotzGkcYhPrG+PBUKqlLJqFuYw4LaTDIytNjtPryeIGc6JhgYmsJq1aJWSVl/Wdmf9zWRwOePoFXLCYZi6PVCnIbfF2He3AxGhqeoqhDSvCOROJXlNvJzTfzH01fx5OOX43D6qanOQK9X8oXPLmJFfX7qe+judTJh97PztQ4AHrx/NcuX5dPaOo7NpmF4eIpwKMrbB3qprLAxf14WP35iExvXV/DG7s7UMbvnrou4enM1pUVWFHIpaWla2trHaTk9hkolfO9P/uSgYDopEdPSNkY4HOXYiSF+9MQnueHaWjQa4X1zqtLR6xRk2LRctKKQI0cHkYhFzKlOpyDPxNIleaiVMq6/Zi652QZsaRrWX1rGXXfU09/vElLaI1EikRhqtZzh0Slyc/Rs39FGQb4JjVqBRCJGqZLSfXYSSJCTY2Dxohxycw28vruTgnwjnqkQzmmVmkIpZfXKQkxGFaPjwqgtHovj90cYGnYL3a9EgnG7H7VajnMygN8fweHw0d3jwOkK8OzzzQRD0VSnLOlX9fNfNdLeYee1NzoxGlR8+e7tWC0qEvEEhfkmioss1MzJIDfHwLy5Qjr8q39qR6uVMzDkIc2ipazUQmGBmewMHVddUU1mupapqRBDw24ajvQD0NM7yUUrCigvS6Ov38VNN9S+53V96drSczy4LvT6x8ngcJbcPAOz5OZZ/G/Ee5EM/1rfnQst/8OSqj8s4TG5zHA4itcfQatRoJBLzglOnBmS+pfwCC4UfKrVKCARp6l5lPx8IyaTGrlMfM6yk8fkrX09aNSyVBZZkmic9MVJkawTCYEILQK5XMqJpmEmXX4sJjV1i4UOyI6dQudHoZAhlYjIytQzMeHlzjvq2X+wl3A4htMVoKfHyeCwm/ol+QyPTNFwqB+PL8TKFYUsqcvD6wnR3jFONJIgGI5it/uIxxPk5RpBBKOjHjQaGaFQjCce28ievd00nRzhTKedWDTOvLkZ3HfvSt7Y3cnC+dn84leN3HlHPRaL+hxC9q43Otj5WgcLF2ThcgW56456fvikkPJu0Ct44P7V03L3QZbW5XLNVXOBPxPglQoJJSVWLCY1oVCEl7aexmxW4XD4mHQFKS62sHZVMXKZhMGhKY4cHaB+qeBflJOlJxpLoFRISSQgFI5StyiH063jTLr8jE94kcukgl9NQOClzJuXxZatLfgDEfR6BQa9ko7OCT5380Juur6WF7ec5PktLcQTCWQSMXann4I8I63tQoCq1aqmKN9MWamVvW+fxWBUYDapuf22JTz9zGF8/jD9A25kMjHj4z483iAymZS0NDVTUyFsaRoKC8xYLWqef+kUZaVm+gbcGPVKhkc9XHF5Ba+/2c3cahsTdj+Dw1PI5RLkMjE1czKZV5OJViNj2ZJ8vvb115jyBOkbcAEgEgldU5lMgtcb5hdPbxZiR9aUEAhEeOKp/eTlGHjnQB9VlWnsb+jjE5eV886BXjasK8NsFsbEu17voLV9nMwMHb/4dSMyiZiiIgtmk4rus050OjmRSILKChv10yaHM6+3mefHgYa+1LX9Px1m+pf8fs8WPjMwW/jM4v8S3q8I+UsUGR+lCWJy3Y8+vo/sbD3mGQaD5xc5F1qvw+HnyZ8c5O4v139gTtjM/QyFIhxqHCQWjQuBo1U2vP7IOctOvndBbVaqMNizt4tDjYMoFVJKSixoNXIUcimhUIT9Df0MDbkpLrKwaEEWy5bkpz6nUsnYsbOdcDiKXCFL+aQkj3kyMX5BbRatbeOc6bCTkaHFalZz5x31fP+Jt+npdXLlJ6vQauT84flmxie8SMRizCYVhYVmFi3MZlldHj//VSOfvqGWZ59rShVUo+NeenqcBENRxse9/OB7Gzh2YihVBMplYlbUF7Bnb1eqGMxI17Hp8kqh8/DYW/h8YRQKCZ3dDqbcIW757EIhsX1aabdmZfG0x4+IcFiItVAqpCxamM3G9RXs2NmeMjn0+yMMDE4ilYj5h1uXoNHIOHRkkL4BF/m5Qkr6mY4J1GoZHl8YrVrOuN1L/ZI8ysrS2PZKK15vmFAoytIlebhcAR55eB3HTgzxxu4u2s9MMK8mk4FBFyOjXnJyDPzH01cBTPvRiFhWl8vTPz9ENJrgyNEB7A4hCX5FfQEeTxijUcn4uJf4tNpNpxOUidFonOwsPWPjXsKRGCIRRCNxItEYZpOGnGwdkWic8XE/crmYyy4p5bU3O4lEYng8IdLStGSka1l1URH//osjyOQSsjJ1WK0anE4/NpsWu8PH5GSQgUEXuTkG3O4gJcVmBganmJwMIFeIkYglfPkflrLyokLuue9V+gbcKJUC18njCfLLf7+aX//2OFOeIHq9ggfvX8Mbuzt5+0AvAEvrctn6citDI1NYrSqGhzxEolEkEglarZxFC7KpqLC96zp/r+v/L1F7fhSYVXXNYhYfMT5u5LyPAv+VeIqZ+CATxL/02L2xu5OcbP20z0z5u3yGkssMh2MzRkoCnvzJQUbHprjn/h0fan0zydZL63JZXl/AffeunOYC/XnsNdOW32xWM782a1plJXjanM8pSn4+Sf491DhIw5GB1Od27Gznxa0tNBwZoKl5+AJJ2MLzqFwuobYmg5wcPUa9kvvuXSlwPe65mKoKG+svLePStaVsurySusW53HRDLaWlAgcGRDzzy0ays/Q0nRxl/rQ3zuHGQXp6nIRCUUbHPGRl6TneNJwa9TU1DTE67p1OoB/E5w8zPDzFgtosvvHtN3E6/SQSTNu4CF4uyf8keVLJ72J/Qz+HGweIROJ0dNnJzNClOFQbN1SwZlUxTz5+OaUlFnQ6JRkZet58q5tJV1AoJKaDZZ2TfnJyDQRDUarKbQSCEUwmFadOj6HVyHnmx5vJztKTk21AqZCyamURx5uGWVFfIKSwL8gmJ0ePyx1EJhdjNCh47If7BLPFBJAQojC6up1UlKdx/TXzkMkkZGXqOdvrwmhQYrf7kEjERKcT5fv6J4lEYoTCEfr6XZhNapQKKVqNAp1egVqtIBqLotMp6e4WjAidkwFGxzzo9Qpc7iAisQivL8wjD6+j6eQIHm+Q8Qkv3T1OjhwdoKvbwamWUVYuLyQej5ObYyAeT3DjdbXTtgqg0chxu4XU+1///jj/775XOXV6DJc7yNRUkGAgQiIBn731JQxGBd1nnRgMSr745a04nQEW1maxtC6Xjesr+P731pNuU+NyhbBY1EikEjIz9cyflwWIkMsk7xpXvfcY68OrPf+nMdvxmYHZjs8s3gsfdVfjfyPe6xh9WE+eC3kKzYxJmPm3F7ecfNc4BWBw0M0X/3Er69aWUlRoftf6/pL2+3tZ8c/89yVrSi64rcluDiKhMJLJJZBI4PVHkMsk/GnXGQx6JZOuQMpvZnl9QWq8ljwGyVHE8aZhpFIxt96yiN/9oYnyUgvhaPxdxzS17kiM063jZGXpsE/4Uh2st/b1oFRI8fvDbLisnEg4Rme3g3umPYJmxnTceUc9e/Z1Ew7HkMsknGgewe7wMjg0xaqLC9mz9yybP1lJT+8kfn8YvV7J7bct4ee/aqSsxCqMgfpdzJuXxYmmYewOIcD16aeuBDjnexCiWdo5emwQry+CyaDkumvmcvvd27liYyVpVg1vvd3D17+2mrb2CRbUZvHFf9yKLU1LIpHg6aeuTI13SoosaHWKlPHe6LiX/n4XXd12hke9ZGXoKCk2k5mp58jRQQxaBeMOHxKRCK8/gkYjoyjfTFqahhPNw3z9a6v59e+OU1JswecL8erOM2zeVM2bu7sYGfcQ8EeonZdJIBAlI12Hc9LLsRMj5OcZyc0x0N3jRCGX0NvvIjNdi9WqJTfHQGe3HedkgIW12Txw3yqu/8x/MjDgmu4oiYjFE8jlEiwmNfXL8vnczQv41vf2cNGyAnQ6OX/c1kpH1wQkIBKNoVDIWLokl64uB0NDbmJx0GllyOVS/IEIUokYhUJKZXkaTadGyEjXoVbJqKq0cf+9KwkEItx17yt0djuIRWNYrVo+c9P8d41p59VkAokPjNCZ9fGZxSz+zvFxI+d9HHB+J+e9jtGF/n6h1PmkKgTe7QD97g6UaLrJIDpnXcdODHHlJ6twuQLnhCgm13V+3MWLW07y4pZT7+sQvXxZPl5vmK4uO8uX5Z8jSd+xs43ly/JTxN1tr7SmxlTHm0fQaRXceH3tdPq40AXauesMSqWESXcAAItVg0YrxGecfwz2H+zlyLFBDh7uo+3MBHfe8wonW0anOx2COi253plxEq1t4+TnG7FP+Lj1lsU0NY8il0n43sPrCIWiLFyQTUenHZlMQjAUnc7kYloq76K0xIJKJUuFlXr9YQryhMyxJYtzeGVHOzKpiD1v97BoYTZms3paIXUIry8MIjCZ1MyryWDj+nLuvXsFWRl6Hnl4HW/s7mTrttPTsQdnUt/vxvUVSCViZFIx8+Zl8eIfT1NZYaO5ZZSOLge18zL5zqNvsXxZPjk5Bn73H9cSCkVxu0N865HdbN/RxuHGAY4cG6Dl9GjqOxweniIzU8eE3Y9nKkRGhp577rqII0cHmVNlo7PHicmoIitTj14nR62S8cZbXex9p4dwOMaevT0EQ1G6uh28faAPmVTM1u2nuXRtCYV5Jm6+cT4ZGXoK8k0UFZk41TJOIpHA4QygVsmIRuPI5BL+8UvLyMzUs3JFIdFYnMJ8MzKpmFA4KhRsxWYyMnVkZmjRaORIJNNnuFiEc9LP1x9+g5GRKU61jnKm0040GkMkEiMWg1QqQaeV09/v4psPriEnx4jNpkEqlVBZkUaaVYNUKsZsVnGieRilQkIkGiMv18D4hI/P3voC13/mOc72OfF6Q0ilUq6/pobNm6qRy8Tc8cUlpKdpqaywcahxgP0N/Tzy2Fs8+1zTOfEwM6/vZId01sdnFrP4O8XH2YzrfPxPjeXOV1e91zG6kFpspkoLPlgVcj42bqjg4hWF52QIJZeTcZ7B2nspyd7Y3cmhxkEONw5cUPGWvHHvP9jL8ebhc7xoTrWMcehwPy+9fDrlGZQ0SUQES+vyUhLu5D4HAhFOtYwxryaTkVEvWRl6dDoFAX+EB+9bzbIl+bz8Sismo4odu86kEuu1Gjm1NZloNXLKS9MQC82jaU8iIXJjYEiIKQiH46nRmyeLS/gAAHCgSURBVNmkprrKxtPPHMbp8tPZaSdn2qzxSOMgLS1jHG8amt7jBH6/EM3h9YU5cmwoJU1Omknu2deD0aCi4fAAmzZWEonGWX9pWSr2Ynh4irwcE4ODbsLhGE1Nw+x7p5dHHtuDSiXj4YcuSfGIWtvHiMXiNDUPn1P85uWb0GgFovkXP7+Y7AwdGy4tJStLxx9fPk0iHufmL7yAw+HHYlFTVGDCNRWkp9fJ6292EAxFOXxkgPFpWT0ISryREWG8pFBIUCkl7D/Yy5JFuezZe5bcHAM9Z51MugOMj/vo6nYyNRWk/cwEHZ12fvPsMWKxOCXFFgrzjQSDgvlg36Cbf//JZooKzVSVp2G3e/nD801kZuiQiEXIpCKaTo4SDgtRFWtWFZFh07FnXxehYBQAo0GFQiElGo2jkEtZvjSfRQtz0GoVyGRCFAXAqdNjnGwZJRCI0NXt4LZbFlNelkZxsZmlS/LJSNcik0oQiUQ88uheqivTsKUJBVQwGOOm6+Yxf34Wk84AWZl6VEo5n71pAQtqsznRPExHlwPnZADXZBCzSUVRkQm5TMIjj+5hbNzL8aZh7rt3JXK5mIW1WWg1cny+MC+/0spLL5/m5e2nz7nn7NjZfk5h+3HDbOEzi1n8L8NH7ZnxXoXUX9MFS24bIvE5n1WrZdx/70oy0nXvWt6F1n+h7K+Zf59ZfJ0fgjrToXppXS5L6vLe1Y1KetIki6WZhcyOne24p4I4Jv2kWTVEo3G0GgV33VGPQibhRNMIy+pyIQHPv9jMF+/YSkennZs//wImk5KW1jGu+GQVC+ZnkZWhS3VBnn7mMDnZBo4cHeTl7a0MDLnZ9UYHJASC7eZNlVRX2VArZYRCUby+CAca+lgwL4vGo4NkZ+lBBAqFYNZ3omkYpytIVZWN9DQtt96ymBe3nOKJJ98hFIrhdPmRyiSsXFHIsro8brtjK4NDbtrbx5FKxNjStCkezKmWUXR6ORN2L1qNkBq/+YpqLGaBQP7kTw6SlaWfdjY20NI6JnSe2sfx+iLnFLgWk5rbb1uK0xnAalWfU2BlpuuoKrey951evvbQa9x5Rz2br5jDyIiHOdUZ9PROkp6m5Z77d+Bw+CkptpKZrmXVRYXEYgki4ZhgXNjjBBIpzlHtvEw+sa4ck1HFFz63iEvXljI+4aW4yMzZs06CoRiHGweZcHhxTvoQiUjFVFhMaux2H+FQlN4+F8VFZhxOP3k5BpxOPy9tbWFy0s/RE0OEgjECgQh6vRIQ4XL5cE76ycs18J1H3+JQ4wA9vZO4poLMqbIhloiIRuJ09ziQSMVUVdgoL7GSZtGwfFk+hflmCvKNOJ1+ZFIRk64Aa1cVC4XIPRejlElpPzNBLJZAp5MzOORiZMxDMCTkepmMKsxmFV09TjyeEKWlFqKxBFduquLVP7Vz5OgAtjQtcrkYuUzC0iV5FBSYuXx9BUeODXKmS3CWnpmLp9UqBBuD+nyKCk1kpOs43TZ+zj0nHI5OF8DRD31v+J/ELMdnBmY5PrP434CPerb+UfKb/ppt+6hk9x/2M9teaU3lESVVUEkuisPh5x//33bCkSiXXVLG/oY+5tdm4nIFuf/elTz6+D4m7F68njChSAyHw49WI8c56aes1Eo0GueJxzZyoKEvpVTzesMcbx5mTlU6XT0OerodqDVyotE4OVl6xh1+wqFo6nMeT4gTzcMoFFLy84zn8HGamobx+iMMD08BUF5q5YH7V6NWy9j2SitvH+glGo2jVEqRSsXcc6fA7fnGt9+k6eQwA4Nu9HoFixbkMDHhY251Om/t6+HSS0o4dnyIkVEvWo2Miop0lAoJt92ymGd+2YjZJIxQHnl4HQ1HBtiy9RQ+XxitTsFVV1SzcX3FOd/3i1tOcqChH7vDx7Il+YxPeLl/ukv34pZT/PsvjhAKR9FoFDz7q2vZ9XoH2//UxkXLC/jTrjNcurYElysojNUQwl4VSileb4i8XCM1czLYvKkaQOg6JOKcaB5l0uUnPU3Lww9dcg6vqLPbycSEF4fTz/x5WfT2T1JdacPtDjE24UWEiDSrmkgkjtcXIhqNs3B+NqfbxgGIxxMo5FLsDi+fu3kh8+dlcvdXdyCXJ7s2CX7wvfXc+7VdqNVSrrlqLnKZhMONAwyPeAgEImi0ctauLuatvT1oNDLcriCRaBz3VAizSUnzqRGys/SIxWJuuHYenV0O2jvGGRx0odUqSbdpaDtjJxSKoFLKqV+aNz1CBeekn56zTkQioVv6+u4uPFMhorE4+blGxsa9JIBldbn845eW8dNnDuPxBGk9M87N18/nc59ZmLp2ly/LT6n11qwqFnhgoRhyhRBomvwODzcOsOR/SNEFsxyfWczi/zQ+6rHcR8lv+mu27f3WfyHTwZm4ULdoRX0Bvb2TLF+W/57ry0zXcecd9Tz5k4Opzo/fH+Er9+3A4wsx5QlzptNOIBDhSOMA2Vl6duw6Q3mpBbNZw5pVxdjSNFgsKioqbPz0yU1Eo3EeeXhdKh7jyZ8cZGDIzc7XO4SukVZO3cIcViwvTBVI99x9EeFQlMWLclJRIoLzcR5VFWmYTOqU0ksuk5CVZcDh8JGXZyQ7S09lpe2c1PuldXmsqM/nmw+s5cH7VrP/YC9+f4S7v1xPTXUGFy8vIM2qRSoRs6I+n7f29ZCRqaOpeYRHv7Oe2nmZqNUyKsqsFBSY+PmvGsnJ1nOieZj6ZfkcbxoWpPDLCzCb1fz4iU1cc9Xcd/m+NDWPAPCJy8oZn/CSNWPEuWZVMRaLGo83jFgMT/xoPydPjRCPJRgYcHPlJ6uwO/yUlVhTiqTvfWsd2Rk6fvzEJh777npuur42lRZOIsGhxkEK8ox4PWHy80yp80Euk3DfPSu5+spqFHIpJpOKCbuPnz11BcFQjDWripFIxMRiccKRGGMTXgrzTFgtGiQSESvq8xif8FGQb0IkShCPJ5DJJDzx1AHCkRhpVhVWi4rCAhPf+/4+igpNqJWCe/eaVcVcvKKQf/6niwmFo9x/z0VYTGr+6Ssr6O6ZZHTMSyAYoazUwuDwFHWLcvH5IoRDMX72i8Ocbh1FIhZTWGDhMzfO54H7VqFUCL4+InGC1vZxauZksGhBFqdaRpmY8BGLQVPzCN//7mVotcIItSDfhEQiIhGP0zfg5qv//CdaWsfo6LSj1ypo65hIjWoTiUTKwuFw4wAHGvqQyyTTsS6S1PecHEWvWVn0sVTDzhY+s5jFLN4Xf2t+0wfJ7t8v+uJCY7/9B3spKDCl+Dog+P9849tv4nD4U+tLRmEkg1Tf2N3J/NpMotE4n9o8h+GRKUJhQZE1NDxFOBTB648glYi4dG0JU54QK1cUsXxpHj1nJ6lfls/Pf9WY4g/lZOtpPDrIsiV5mAxK1qwsJhyOYrNpeeKxjew/2ItKJeOJxzYyMeFjQW3WDK7QaMoxOnlcVtQXcPjoAEuXCGO5NdNGgDODaK+5ak5KBffo4/sYnS7qLBY13/3WOv7lO+v5zI3zue+eizGZVFxz9Vyy0nU88dhGGg730983SSQqDAm6uhxkZejp7nFSvzSf/n4Xy5fls6K+gIkJH088tjFlgDjzx2/rthbOdDlQKKVcuama++9didmkwuMJ8eKWU+zZ24XVqsFsUmE0qKgqt+HzR5icDEyPFeUk4uD1h5HJJakcsq5uB88938yD33gdh8Of+m6TY5fus05s6VqONQ1x25f/yEPfeoPXd3fxxFP7kcvEVFSkEYslUCmlfPHLL3P2rJPdb3Vx1aYq4vE4DocfrzfEyZZRykut3HfPSs50OrCY1Rxo6KVvwIVYLOI/XzxJMChEmTgnA1y0vJCOLgejo146Ou2Mjnt5+ZXTvLKjjaPHh/j9c01kZmi5/+uvsaA2i0cff4fJST9uT5BIJM7I6BRiIBSKcvGKAkRiiMXi9A+4sDt9pKVpONs3yWOPv43RpEYqlSAWCTlbrW3jLFuST16uEYtFgy1NUIid7XXx7K+uw2JWU1Gexs03zCczQ8/YmNB9CgTCXH3lHObNzaSmOiPFYRsb99J0cpQFtVnMr80iFIpeMNQ4eQ3t2dvN2wd638UB+ltjtvCZxSxm8XeN9/MRulC36EJ/e/InB5mwe3niRwfOibCYmUR96dpSXK4gV11RzfDIFMvr8zEZlcyfl0VBgQmRSMSBhj5saVqe/vlh9Fo5b+8/y4GDfSycn83w8FSKN7OivoCM6YIiN8fAffeuZM/ebg41DgKkTAYf++E+9uztpqDAxNM/P8zbB3p54qn9KZ+jmfuwZ28XBp2SQ4f7WbOymE2XV7JmVfE53a0/k8vbSbdpeWf/WRwO/znKnCT74VTLGH5/BIlUjEolIxyOMekKEI/H6ep2TKvBuuk56+TFrS34/GEONPSxZ28XXl+YPfu6gXcXn61tE8SicaRSyTldma2vtPLCllNEIoKJZM2cDDZuKEculyCRCH43Pr/QaSvIN9I/4KKpaYSxcS933fsqfQMufvm7Y5xqHTvHxykcjuOc9FNcaGZpXR4Oh5/BwSmamofp6LTjnPTzx22np8nFeUx5hPU4JwPYHX4aDg9QVWlLhbJG4wnOdEyw/dU2li/JY3jETSQSJxyKEQxFyc8zIhKJBc+fSJx975zFZFRhsgjjKL1egd3h52f/cZijxwfpPjtJ+5kJwuE4mz71O/oHXCACnVaB2aQiFk0QCscpyDPxzQcv4dZbFlOYb0YqlRCPJ3A4/WRn6Vm7poT0NA2f/8wCCvNNpFk1tLaP808P7GReTQaRaIyvf201mdM8uv0He3FPBXn2+SYApFIxGrUMjVrOLTcvxGQSfKM2X1GdimLp63eRl2dEp1Wk1H4zQ43Pz9Q70TxCLBZ/Fwfob43ZwmcWs5jF3zVmdmjOv7leqFt0ob/d/eV60tO0VJVbz+mQnJ8YnyRg33VHPXk5Rp5+6kqB5GtSI5OJWb4sn4kJLyVFZs502pmw++josvOLXzVy/70rU2Od5I9FMjwVoKl5mGg0TtIt+MB0qnsyYb6qwkYsGicajaVGXOd2wUSM271YrZpUN+v87tYbuzunn9pHGB5xY7FoeGVnG8/8spGt20+nipSnfnqQ7Gw9DYf7cbmD7NjVjlwuZs6cDKrKbdxz1wqW1uWx6fJKigpNVJRZ0arlLF+Wz6EjgzSdHMbnFfg35xemt39xCVVV6VSVWxkcdAv5Zb4IkACRYHdXVWFDo5ETDsfY39BHa/s4MpmEyckAZSUWTCY1VeVpOFxC0fLAfSvRaBXcfEMtep2CxYty2LGrnW2vtNLeMY5Go6Bv0MU1V81h3doSpFIxc+dkcON18zjbO4nXG2Zo2M3SJfnULcqhuNBCuk0LCcHR2GxUY7WoMRlVRCIxegdc/OGFZva83YPJqCKRAIlUTEGBCZtVw9Wbq7l4eSFSmZiVFwnqQ7VSzre/cSnlpWn4AxEikQQjox4mJnxEonHGxjxEIlGckz6MBiVLFueyoDYLnz9Cfp6Bf7x9GWq1jJuur6WowIRILEKUEJGXY0SjEbg8FrOGzi4nuXlGIMGkM0AgGOWP21pJxBP8yw/eJhQSvJ4Wzs+ms9uBQi7lDy80o9Mr0GkVbNxQwf9v793joyjP/v/PnrO7OZ/PCUlIQiAQIgQIETAIBoOIVGtttQ+1rVqqIkjxQb/20SoKPqgFKq1Vq7ZPtRUoIL8ACkRADpFwJuRAQsj5SM57yB7n98dmht3N7mY3JGRDrvfrlRfLzsw998w9s/OZ67ru62L63IN5B0o5q6pWb0DalHCEhXhh9qwYaLV6eMolFi8c7PW18d2jyNtfitgYX/h6e5jyRLlROhAKbjaDgpsJYvQyFEHd9tpwJvGh+bZsOQaBkA8PDxFWPzebc/uw6wA3k/ixD4yGhm6uZpb5/9m36dfXH8a16+14aEkKfvaTNIv919V14b9fPYD59yTg0Ycnc9scyq/AhOQgvPH2d3h13T34vy8vIDzcVA4EYPCf3VegVOmQOikUr6ydxwWwmgdSz8iIRm5Okt1zw27z3ubjOPFDNRgGuHtWDN58fSG3nnkJA7GIb1H3jK2rBTAAAxQU1gIAPCRCVFxrg0ZjgEqlxdS0cCQnB/XV+tJj20cFUCh0iIvxRWSUL5eB2FSGRG/KIs0AR45VYv1rCxEZ6WMReCsW8VFb34WCH2pw/31JWNoXEH0ovwJHv7+OcxfqcdfUCLS0KiHg81DX0A0fbwkiI3yQNjkMDIB/fHEe3d298PLyQHpaOCalhEAsFuDchXpU13Qid1EyDudfQ7dCg9RJoUhLDcHf/3kB16vb4etjcvEJhTzERPuho7MXbe1KeHtLEBHmDYFAAEVfaZC4WH8IBXws/3k6Xvmfb9F6Q4nAADl8faUoLmmGv78MtbWdYAAEBsoxPiEA1ytN+xBJeLh4qRmzZ0ajo7MXYaFe8PHxQFCQHP/fvlJ4eIggEvIQEeaDy8XN8PGRgM/nYdmSifjpT9L63Rf2knvOnhWDVWvzkDE9EiHBnpCIhZTAkCCGijuxhMRowV3PvbWFZjD9tBdP5GxeEvY9ctaMaLR3qrHq2dlY/9oCrm6YefvmLqCszFjU983OkslEFokEzfsmFPCg1xtRXNrCfc8e55//WgCpTIwjxyq579lcRK+/mY/rVe14/a18vPTiXISFeCE3JwmPLEvFn95fgskTQ5CSFATAlDhRKhWBYRjkLEzEjIyovsRBsOnSMI/nKLnaAjBARJg3Vj2fZX12AJhibths0Bl3ReJaZRuiIn2Rm5OE3JxkAAwXtLz6+SwsWTwBSYmB+K8n0vHcb2ZxrrvcRckIDfbi6oX1dGtw5mw98vaX4N7sBGTPi0dFRRtKS1swuy/wGrDMAcXGI23e9AB+2hcQzY7jpJRgBATIUN/QjUkTg3G14ga0WgOCgzzh4+OBHz88Gf5+UiQlBkIoEiA4UA6DwYh935Thb38/g3MXGtDeoca+/WWoa+iCQqFBSnIQZvUVmhWLBOjp6YVOb4DBCDyQOwEZ0yLB4wFtbWo0NPZArzdA6iGEXm/AkWOVuHC5Act/vQNNzaa6bHHj/HG5qAnd3b2orTMVS/X1kSI1JQSKHi2io/3Q1q5CU5MC48b5o7tHi6BAORqbetDZ2Yvr1zuQlBgEPt8kvK6UNqOzU43K6+0A+jKO9117rKDfvvOSRVyP+WSB4yerkJUZg6bGHmg1Bmg07vUbwULChxiVDHWuGsJ5rLMfj5QIYvdtnrnYXj9tbedan+3XHTKPm2H399e/FUIuE+HjvmBmR3mQZs+KweYPTiKizwUGmFxUvRq9RSJBAFi98m6kpYZi9XNZ3L7ZIOWUlBBuBtih/Aru+PMOlCEkWA6xWIj58+L7ibuAABmmT4uEVm/gxnT9hu/w3dFrpozOfRYY8wBVW+dWq9Wju0sDX18PREX64MC3Vy1ih3IXTcBdaeHYd6AMLa1KXC2/ge9PVEGjMWDH7svIO1BqqlZ/qgZXSlqQm5MMqVSEsqs3EB3li+KSFvz5rwUIDvLElm0nAQB/en8JAMA/QI7i0maUV7Th3zsvY9fXV/De5uMou3oDSrWOC1AHbj7EDx4ux4Fvr0Kh1OLrvBIuuJ0VuRKJEBMnhGDG9CgcOXodQUFy8HhAZVU7wsO9kXegFAqFFp2dvYgI80ZQsBweEiGMjBE9Cg0MBgYqtRYtN0xTxcPDvPDQkon4698KkZwcBL3BiKhIX4hEAnh7S1Ba1gq9zghfXyk85SLodAZodQYYjQy6u01Wn84uDSamhIDHA5RqHQL8PPquSQZCIR9eXh6YlRGF2bNiMHNGFIpLm+EhFSFtcjhSJ4ZiQXYCfHw8oNcbceqHapy/2ICiK03g8035n+6ZEwetzoDQEC8I+HxoNYZ+GckLCuss4nrM3alsAtEpk8Nw7mJDn7uszO1elEj4EKMSKiExclhnPx4pAWoej2KrD2zGYY1GZ/Gja91nVpiw8SbmM4JYchdNwNyscX0WCUvYB6VWZ+DOCxsz9NyKTItyHLaSMFrPHmP7np4WjrY2FYKDPLm+BgTI8Nqr93IWpLz9peju7kVNbSdyFiRi8aIk+PtKodHocNfUCFRVdUCr0WFcnD8iI7yxJLd/3iLrgq9s0r/GZgXYhyoAiwBV6/tPpdKhuKQVyUlBkEpFqKxsx+69V7g4EXY22oGD5RCJBMg7UIrHH0tDbIwpAV5yYhB0WgMuXGxCXUMXlCot8g6U4vU3D6OouAknTlVDodRCodLh9JlaBAXJsfHdo5BKRfjX5z9BRJgXnvhpOgQCAOChuKQFCpUWPD644q5sHqbf/+EQ/r3jEo6dqMKlItO0+sPfXUPrDQW2bjvJzQJjALz04lx0dKpx/6IkJI8PwuzMWGx97wHU1HTizNl6nD5bB39/GaRSEe6aGgEGJmuN0WiaKh8e5oPUiaEIDZYjwF+GXXuu4Kknp6OjXY3pd0VALhcjKECO4EA5KiracL2mHaEhXvD29kBoqBdEQj7i4/zx+GNpuDsrDn/ZsgRKlRZCIR9arQFfbr8MsVgIuacHBHweZDIRrld34PjJapw8WY0HF09AgL8U6343Dxl3RaCruxdnztXD308KHp8HXx8p4uP80dOtRXSkL4pLWxAV6YOWFgVaWpUoPFtnNyO5+X1mniDUVKQ3mVvXlGHcvV5SKcbHDIrxIQjXuB2FCO3F15jHlpw4VW2zD7aSFdqLV2DjTdgEd872hy2Ymt6Xyp8tMmqquM4ge16CKVg43BuhIV79kia2tamwZdtJPL8ikxM0bN9tJVIEbsYGmWpzmYq1slPXq6o6EBvrx/3rKZeg6EqT3f2zx+8pl5hy8GTG4puDV3HxchMmTwpFzsJELuGirfPMWp1Cgj3R2NgNnd4ApUoHuVyCaenhAGOael5V1YGgIDn2HSjD/TlJaGzsQa9Gj/S0cHh5mgRqR2cvqmu7kDY5FFqNAZ/8/QyMBgYzMqIwLT3SlAmYYVBc2oroaF+E9R0PW6dMpzPVxcqeG4/8o5XQavUQi/jInpeA/CPXsHtvCSQeAjQ0dCMpMQhTJ4fhenUHHn8sDR9/dhZ6nR4ADwaDEWmTw1BZ1YGnnpyOcxca+hL3XcOZs/W4VtUOT7kIl4taMH1aBEQCPjq6euHn44HLxc1Q9+oQEeYDPh+IjwtARUUbrlW1ITbGD1NSw/D4Y2l4c8N3mH5XJI5+fx18Hg86g4FzX/Vq9PDwEGJaeiRXluXg4XKcPFWDsopWCAV8tLWroVJpEBriDYVSCw8PIZqbeyCVitDdo+krhyHAY49MwaOPTAYAPPTo/0Gp1MJgNMKjz6J1/mIjeH0Zvx9akoIvt1+Cj5cEvX3Ww7Wr5ti9v5yJfbN3fQ81rjy/SfiYQcKHGGuwP1xZmbEWGYoH08ZgtnWGW8kc7YwwY9dJTwvHx58W4rkBfqCt+8NuzwbTsgGfx05UwWAwQi4TIyU5GGKJENlz4/qdZ3vHZxksXcKJq7KrNxAZ4c2V9zAPljYXguZChV1m7+Fl6r8pDxHb//yjlWhq6sHDZrl/7J0PVqBNTAlBR6e6X1C2rX6ZB04/smySxfGylcLlchHUKj3+uGkxVz3eJNLEFoGz5oHT5pmC2fWrqjrQ2dWLmppONLcoMDElBMHBcqQkBeHcxUbMzIjC5SJTPSyRkI/ExCBUVXVAJhchJFBucgVq9SgorMP1qnZ0dvai9YYCcpkYAiEfkRE+8POVQqHUIiTIEzV1ndBoDGhpVWDGtCg0NfegsakHHlIRHl46EdU1nVAqNWhpUUGn1yMkxAtyuRhCAQ+/+fVMTmix1wo7/nq9EUXFzZgwPhBXr92ASCiAwcjgvgXj8c3BckSEe6O4pAUSsRBqjQ4eHiIEB8qRMiEYz6/IxB/eyscPZ2qQmhKKqppO+Pl6QKXWob6+G76+UoSGeEImE6L06g1MnhQKby9TFu/sefEWwjtvfwlMBYIZ7pph7wXr34KhzPzuCBI+g4SEDzHcD3F3gn1Tj4zwRn1DN2Jj/SxcWM6eg+H+YbuVmVa22nJmdpajdRz1x1yE5B0ow4WLDVAqTa6JOVnjLGbA2LNA2YKdiSSRCBEd7evQCuToXDgSutb9f339YVT2zSD7qdkMMuvzY72do2NhLTNsuQN7FqRnntsNkUgAvd6AP29Zyi1va1PhvS3HkZIcjIcenMh9/88vz+PrvFJTZuslE7n+sf1JTwvHf796ACq1HuAxEPD4SBwfiJTkYE58Zc+Nw3tbTW2DYXDqh1p0dfUiZ2GiKTOxSICLl5twrbINbe0qSKUidHVr8JctS3DmXAO+/Ooi4sf54+7ZsWAAfPaPs+jsVCMqyhc/WjoJ5eU38KtfTMep0zU4cvQ6ThRUITLcB0lJwRAKTPP44+P94ecnBRjgzLl6KJUayOUS9PbqcbmoEX7+UvB5fBiMDDo71eDz+fjxjyahvqEbQYEy/OOL8/DwECFtSjiEAj7AA4QCPqKjfPHDmVr4eErQ2qZEoL8MhefqERwsh0wqRmiIJ/QGBkIBH6VlrYiJ9oFKrYOPjxSNjT1QqrVYcv8EREX6QKPRYceuKwgL9cLszFhIxAKbs71cub6HAprVRRCDZCwFTR88XM7Fljy/InPQcTvDHW9lb6bVYIKXnTk2Z9ax9b5o3k82SzJbzJEthGor2aIzmbHZmUirn8/ikiqa5y1ydswcxUWZF349eLgcyYlB4At4/cK5rfdlfdyOjuXg4XKu3EH+0Ws2z+PBw+XImB4Jvd6A9zbmWrSVf6QCFdfacPpsnUXfxWIhoiJ9IBYLkbe/FPlHK/H6+sPcDK+z5+txd9Y4jE8IwPi4QMSN80d4mDcuFTVBIOBBqzEV08y4KxIPLZnYl6zQVKTUFP8kgUjEh95gBAAI+HxIxEJER/rg0uUmVFTcgIeHCNcq2yESC+ApFyN5fBC8vaWIivTFpctNiIn2xakfaqDo0eJkQTX0eiNutKnQ3NwNlVKLa1XtqK7t4oLJr11vQ1n5DVReb8eV4iYoVTqA4SExMRDj4wOQlBiIoEAprlW2IShIjr37y2A0Aiq1Dm1tSkyaFIKZGdGYlh6OhsZuTJ0Sho6uXjyQOwFtHWqoe3Wore0GjwfMmB6FHoUGql4tOrvUKL/Whvn3JMDXxwOdXWqoVKaCuBqNDgqFDgaDERIPkwWTzQvEJv20l8XZnV4k3cLiYzQa8fHHH+OTTz5Bb28v1Go1YmNjsXbtWtx7r31fuz00Gg02b96ML7/8EgzDQKlUIjU1FS+//DKmTZtmdzuy+BC36+3EHXDWcuGuFjB7/XdkgXLGegQ4tloMhYXLmTbMrSO5i5L79cWyaOQ1gId+xUDtHZujuCg2ZkkoMD3oZ2ZEWbi6HF0f1vuy7j9bGNSUqZCBQqWFp1wMsUhg04LUv2+XceJUNeSeYryy9h5u/2zCR9YtuGPXFRiNDCIivOHj7YHnV2T2Pbj1aO9Uo6amE3q9Edeut8NoMEIkEiAhPgAJCQGcMH3iya/AF/DhKRfhp4+mmfIUbTmOhPgASMQC5H1Thp4eLaRSIZbkTkBxaQtSkoORsyAR+UcqoFTqUH6tDXq9EWXlN6BUajElNRQ1tZ2orOqAQMBDVIQP/PylqK7uxPiEQEyeFIpjx6sw7a5wnC6sw7w5cZCIBTh/sRFNzT24e3Ysauu6kJwYhNKrrSivaANjZKBUm2qQdXaqIRLxse53c7Fj1xWEh3oj/+g1ZM+Lx/cnrsPHR4p5c8ZhVkY01r5yAMGBcqRNCcPVijaEh3shb18plCodxCIBnvyvuyAS8VFwug7VtR2IifLjLEgGg5HLg3TsRBV4AOZkjevnqr2dvx2jytVlMBjw0EMP4eDBg/j666+xYMEC6PV6vPbaa3jrrbewadMmrF692un2FAoF5s+fj8rKSnz77beYOnUq1Go1VqxYgS+++AJ///vf8eijj9rcloQPMRBjyRUGDJ0by9nzNhTnd6grwDty7Qy2jyaXzfdISQ6xcNlY98mZhwprgbEWEM4cmy1Yt1p6Wjg8PSUOj9O6bevEdvb6zx6DdWzUQP1zlEjP3LWSd6AUOq0BV0paEBPtywV1t7WpsOqlPMyYFoWGxm4olVo0NvXAaGSQm5MEf38ZJ56OfF+FthtKxMT44Ve/mIY33v4OGdMjER3py7X1zvvfo1etg4eHqdipVCrq5z4GAxw8XIGgQDkmpgTj3zsuo7u7F7ExvmDAQ0enCkkJQVCqtNBqDeju6UV3twYTkoOgUusRHekLlUoD8HgoLWuFWq1HcLAciQmBKLvaivYONYwMEOAnhUjMR0iwFzwkAugNDBoauqHsm7UXG+OLa5Vt+OmjafDsy4otFvMB8NDRqUZ1bScSxgWgrLwVqZNCAYbBuYuNXPA5G5Nlfl0A4IRsbk4S1GodNn9wEit/m8lZJIc7todlVLm6Vq1ahb179+L3v/89FixYAAAQCoV48803MW/ePKxZswYHDhxwqi2GYfD444/j9OnT2LJlC6ZOnQoAkEql+OijjxAbG4vly5fj4sWLw3Y8dzLumrjudjJUrrDhPJeutD3QukPlxnJ03sz7MBTndzCmdXvHaZ4nx9y1w7oErc9bW5sKr/z+G/zzywv98guZH+fxk1VQKHX4Oq+k78HRn6zMWHhIhJiaFt6vDpn5eWL7DgZ2p/Wzx+bMtcG61ZYumWj3PLLtWBeoNN8XOyVfIhFytcLMMZ/67Mo1Zv6ubmta/cHD5cjNScZPf5KGV166B6F9JRb27C3GgW+vws9XioamHqx+PgvZ8+KxJDcZ0dG+kHuKzY6XB6mHEPHxAUhODsIbG76DSMTHvgNl3LEEBMiQOcMUuFxy9QZWv5SHXXuuoKvbNDPt+RWZ8JSLUVHRxuUA+s+eK1AqNehRaCCXi9DeoULqxFB4eUng5+uBe+bEITBAjm2bl0CjMcDP2wMqtRZyTw9IxEJ4SEQQCHmIifRFQnwA4uMCMHVKOCalBEMqFSIowBPNzT3Q6xlcr2qHTmeAWMSHWCzA1Yob8PLyQGlZKwoKa/H1PlPANHiAp1yMqqoOdHX39s3u6nP3mZ3znIWJ3HXBXv+AycooFpmkxHubv8eloia8t/W4W6ccGVHhU1RUhK1bt0IkEuE3v/lNv+WrVq0CwzBYtWoVDAbDgO3l5eVhz549CAkJ6WfVEQqFePbZZ9Hb24s1a9YM2THcCTj7oBxL8S/2uB1C4FZxpe2B1nVVRNi7lsyzu1qTt7+kLytyqcsPafP9bt95Gdt3XrKb0HAg2AeqtRBjC4KyD8+2NlU/McSy+YOTuFLair37Srhq1mz+HutMzaYcPXKg7/FifbzHT1YhISEAXp6SfnXI7OVOsXVt2ssWbY6t6vTWGZrNYdsxT2RnvS9TjSc+V8zUfKzM27QWktbLzf/PXiu7+pIpApbZpG2JVPM6bpeKGtHU1IOU5CCuTtpDD06yyNHE7ndGX+ZoT7kE99w9DhqtAbk5yThxqpq73hQKDRYtTIRYJEBVdSd2fX0FPB6QNjkUUqkIl4uaERbuBU9PMeRyMcbF+KGruxdCIR9nzjXASy6GRCKCQMAHeDz4+Uvx+cePID4uEIsXJeGu9AjIZWKsfm42pqVHICzME0IBHwyAi5caoDcYMWliCDo7e3FXWgSaW3oQEe6NSSkh6OnRoFejR2NzD7q7e2E0MOjp0SAq0geNDd0IDfbCpJQQgGFwpbgFcrkI3x4uR3i4Nw7lVyB7XjwkEiEuXTYVgjUfazZ31e6vr2DDpqNo7jvnKRNC4CERICU52C1je1hGVPi8//77AICsrCz4+vr2W75w4UKIxWKUlpZi//79Trd3//33g8/vf2iLFy8GABw6dAhFRUW30HP3YSgsB84+KB099MeKNciZm9mZczGcb0OutD3U/bB3LVkXy7SE1/fo59l9SJseNJewfedli/PKnmvTdF9TVtkt206itr4Lzzy/22YyQvPtbFlQrK0poVbBxFu2nbSojm7e1srfZmJiSjAeyJ2A51dkmmbb9CXby8qMhadcDI1Gj/wjFZg5IwrdPRpkz43j+sAKpbY2FVcEkrWeWCdjtI5ScObatDfebHX6rdtOOmWBc/66uTm2LLbatHf+zZflHSjFhYtNMOiNKLZR7ZsVqbU1ndBo9JyI2r7zEhQKLTzlEkyeFMYFQbPHqVbrLM4lm8BRIhb2iZcmKNU6xET5IjjYE7NnxWD9hnx8teMyCs/VQ+4pQXd3Lzo61WhrV8HX2wPZc+Nv5jZqUiAtNRS/+fUM+PvL8NSTGfDxkeKhB1Og0Rqg1xkQHu4FX28P5OYkcwKupVWF/KOViIn2NWXQBoOeHlO+nuvV7WhpVfXNwmqBQqnFVzsvo6qmAzV1XRBLBEhPi4C3lwceXDwBISGeEAj5GB8fgFOna6Dq1aO2vhP//NcFfPDhD+js7oW3pwcmJAVziSzzj1xD+bU2KFU3M1+zgq/wbD1Xdd08+eZDD07ETx9Nw0N9Nc/clREVPqyYSU9Pt7lcIpFg4kTTCdyxY4fDtlQqFY4dO+awvXHjxsHf39+p9kYKVwXEUFgOnPkRY38E7fn7R9oaZOu8DYUYG4zbyLx0gT3MZ9Cwlgpn+zlQnxy5Yhz1w9njNLcOWGPvWnJ0jeUuSsaMjGiAMVpYa6wzRB/9vgp//dtp7Pr6Crcte92Bx+cyxT6/IhOnz9RBIhFia19pAxb23P17+0V88e+LXFvWLhpWoAA3LQqs+EhMCIRcLsbElBCuD6xgkUpFWP/aQvzsJ2kICJDhpRfnorVViaAguanMQl9AL3h8tLYquSBjtg/1Dd0ID/fGe1uOm9wQfWMkk4kAxshlQjbfp60xM79GzD/bE0fWmabtZWhm2z54uByzZ8UMeI2Z18VydC1Yn39b7jMwQHSML3x9bFf7ZuudTUgOhkKlRd6BMry54Tt8tbMIp36oQdGVJsy9exzkcjGy58bZneHGjnNPTy/Wb8hHcLAchWfqEBbmhQsXG/Du5uPo7NaYXEQyMbQaPaRSEWRSIdKnRnAiOSLCG62tCqSlhkCh0uGjTwsRE+2Lzq5e/PvvP8G1ig70qk0B0AU/1OBnj6Vh/YZ8vP7mIQQHy3H6TC0ypkeioaEbWo0Ox0/VIDTYEylJwRgfH4jgIBk0WlPCxfg4f4RHeCEizAcxkb4oLm5BfJw/HnpwIpITg5Ewzh/RET64XNSE/35xDpISA9HZ2YvGph60tChQUtaC4tIWdHb14ttD5X1nlEFIkCfa2kxxTnn7S7iyFVqdnqu6zs4ydGZWn7swYsKnuroajY2mdOFxcXF212OXnT592mF7hYWF0Ov1A7Y3btw4p9obKYZjKrEzD0pnTdv26jMN1kUxVAz0FmmOK/1zZTxYM7x56YKB9mea3muyVAy0D1eElflbsq16VtZ9Yk3Xu8zqMdnrw6q1eahv6MLql/KcfrA6+kFkXSIKlY57CO36+grWb/gOPT29AEzXV2dXL6QysUWBTva6y54bB7GIj9ycZAQEyPD+xlxEhHrhuRWZNs/L4SOV0GoNKC5t5fpwb3YCdu0pwvoN30GrMUCh0vY7x5eLmqBUaXG1/Aa33FywWK8vk4k48RMR7g3w+AjwkyE3J4mzCLHuP3bdsBAvpCQHQaPRc2Nn4qb1xNE+rV0+eftL8N3RSqzf+J3dcTUvhWE+5d7Wy85ApUKsj9963G2JbWsXmblwN3flsQ9Z1k1l3gZrVQQPXKkOpUoLHoDOLjXCw73x0aeFFnWlPOViJCYEcpY1tn9iER+FZ+txteIGGpsUeG9jLhobe3D16g309GjgJRcjcXwgVj2fBbGYj3Gxfrj3ngS8/Lt5OHi4HHdNjUBNTQfGJwRi1owYVFS0ITzUG98drcSNNhW2/vkUmlsVUKi0aG7pgVqtx7Or9+JiURMKz9Wj4IcarH9tIUKCPTE+IRDnLjTg8uUmXK/uQGpqKKalhyNjWhQEfD6uXW+HUMDHffcmYkpqKKamhUOh0poKjTJG3JudgNUr70ZziwLx8X7Y+O4xCPk8eHt7QCIRQCDkITEhENExvqiu6URPjxa7vr6C3EUT4O8vRUCAHP/89wWcKKgBeEB6WjjkMjGX6NN6fEeD9X/EhE9lZSX3OSwszO56oaGhAICrV686jPNxtb2SkhKn+3o7cdX14IzCHki0OGvaZk3teftL7OYAMff/DlTJeiix9xbJvrmbH68rYsa18TA9mMRiocWY2KsNxVo1bNW/scVN6wYG7JP5W3JziwIr1/x/+O5oJfIOlHEPxmazWAitVo+6+i6cO99gMXa2XEIZ0yNR32BKjb9+43cWQsyVHz1zyxHbXzafUHFxM66UtuDrfaU4lF8BmUyEzZsWI31yGFegE7h53eUfucb1m30Isg9IFpVKx7mPNrxxH6akhmL1c7Mtzu+uvSU4+UM1Ll1p6neOzfMe/foX07mYJVaw+PvJ0NPT288dxy4P7auIzl4b+UeuQaHU9rkxLI/noQcnobtHA6lMhPe3HMeevcXInhfPWU/Uah30OiPnljA/xg2bjiI4WM654gAeGpt7oLQh5GyNsXVcjPV1ywY0m+d+ctSePRzdh/aWmbukrK9j9hoSiwSIjfWDWCJCVmYMHnl4MjZvegBhIV4WfTYJHIEpOaFYYPEbumD+eMjlYoSEeAEMA6lUhLTJoYiI9IZMLoZAwENMtC9OnKpG9rwEyGViTEgOQv6Ra2jvVOOjTwvR2aXBZ/93Fu9vPYGKa204mF8Ovd6AG21KAEBKchDixwUgNtoPDBjERPmgvV0NxsjA11eKU6drcbmoGYVna1Fd2wk+H+ALeLh0uZEr5CoU8qDXGwEeOJesVqtHcUkzdDoj2jt7sX7jdzjw7VU8+EAKGhsVUCi06O7RICkxEMFBXkifGoHK6+1ou6GCr68H2jtMhVrVah0mpYSYji0xGJ4yMXJzkuEpFyMhIcCO23rkrf/OMGLCp6Ojg/ssk9lPD89OSTMYDOju7h6y9trb2x32r7u72+JPo9E4XP9WcOaN+VYYqKjkQKZtwPKtnH1rtW/RsF/Jeqiw92NtnoX24OFyzrVgfrz2ileybZpbR2yNh70fdltmfXZ/5ufLvGglAGTPjcPlomao1batMdbt5OYkD3iNmL8l1zd0w8fHA03NPQAYiwc42yexWIiwEC80NHbDYDCCHTvr62XB/PGIjvTFE49NQUeHGkqlFlqdgRMBrvzomceVsP1l3yBXr7wbE1NCsCR3AtdH6wKdlty85uwJzbz9pVCodJCIBYiM9OHaMn+gx0T5QsDnYUJiUL9zvGD+eM7icPZ8vUXMEuuK+jqvFCdOVVscv303sf37RCYTcVarCcnBaG5RYMu2k9w5fm/zcbS2KczcEibYoqWNTT1Y++Jcrv0Hcydg9qwYm2LZ2Tge64BmW2/71u05EkGOXipsLbNud/2G79DWrkJ1bZfNIO/cnCRuxpFUalomlYpszgqbPSvGIoZMJhPhlZfugY+3BxRKk9ssd9EEZM+Nx7SpYYiO8ePun+Mnq9Cr0eP02XoUnK7FofwKPPzQRFyrbIOHRIiGph6EhXohPj4ADy2ZiIcfmoS1q+dgwfzxWJI7AWGhXhifEIigQE9MTg2FQMCHRCLE+QsN8PQUofTqDcy7Ow53pUfioQdSkJwYjKKSZrR3qKDXM/CUi/HcM7Mwe1YMNmw6iqLiFkilYjQ29aCmphNKpcmCs2PXZcg9xRCK+PD28cDaVXPwxGNpMOgZhATLUXq1FX4+HhCJBPDzk2HLtpNQqLSYnBoKf38pVj2fxbl8HVn37b1wDgcajcbiOe0sIyZ8VKqb8QFisdjuehKJhPusVCqHrD1HbQFAeHg4fHx8uL+3337b4fq3wnArZPOH90D+dUfC6+aDN8mhRcNWJWtbMzVsBas6y0DnzDz2w1YmUbGIj/bOXosYCWdN+Pb27aybZ8H88Who6EZEn5vCXAAMpn1HsNaGeXPG4UcPpSI3J9niAc62lbsoGT4+HpidGcMFWbJ9NT9/5haJh5dNwuzMWIhFfAv3gbMWMvO4EmsCAmRY/9oC/OwnaU4dr/k1Z++BzVrK7E0NP3GqGjMzIjFlSjjknmKH4tqWeNZqjdDpDWhuVVjMXrMnxLLnJdis+M4ul0pFWPviXIjFfFTXdCI83Ju7NlNSgqHRGJAxLcrqOmEgEPKRNjmMCxBXqHTw9JTgkWWpNs+lvRl3tq5bZyY32HvRcuZlxfqFA4DddpUqDW60KZE2OdRiPfNtrS2b1v3J218KjUaH/CPXUFBYhxOnqrF+43fYvvMyANPsLKGQD4AxE1YTuPvHNO56pKaEoK1NhevVHVD0aPDS//sGd8+OQWdXL17+3RzMzozFtKnhuG+BaQYYwFqvTOM1LT0Cq5/PQldXLzy9xGho6EZ4uBeOHLuO6ChfFJyuRa9GjyslLX2FWoG2NiUMBiNCQjxx7kID9zsiFPHh5+uBzFnRSJsSjunTIrkEjYkJgXj04cn4za9mYNXaPLTeMLlgrxS3wGhkUFTSguVPpGPenHGcdUwsEiCi79pra1NZiHhbv1WsJc36hXM4XGBvv/0294wODw93ersRS2C4c+dOPPzwwwCAb775BgsXLrS53rp167BhwwYAQFtbGxecbM27777LTVMvKytDYmKizfUee+wx/Otf/4KXl1c/hWieAKmhocEiAZJEIrEQYUOJSjW6swU7039bic4cJTe71X06s3zju0ctKlaz2zjKauvs8brSf7Vah63bTnI+81ttn7UwuJoEcLD7dffr17p/9oqMWhf63PzBSUREeHMVwK2xbmf7zktcDaPsefEDVoO3l9jNvFr65aImRER4w99PColYaLfwKNA/gzEbs+fKvcmKClevHWcKrbIPSev9sH3Xag39Ehk6atfkjmWQm5Ns0bb5ttbV7c3Pz8HD5Th2ogoAMDMjCgBw4WIDFEodRH211e7NTuCuB1tFfNniqB59NdSult/AleJmzJ8Xj4P5FdBqDZiREYXMGdFcsdTYWD9UVXUgItwb1TWdSJsSxh3DwfwKnDlXj7AQT6SkhOA3v5qBjz8tREy0H/Z9Y3I/C4V89PbqER/nD4GAB4CHtavnAADe23oC0RE+qKxqw+TUMK5umfV5OF1Yi8YWBcqutiIk2BO9agOqatoxMyMKSx+Y2O9cb3z3KIKC5Dh9pg6zZ8UgrK9Abt7+UpsZw62vO9Yt6eh+GgwajYbzxiiVSk78uG3m5qNHj2LevHkAgN27d+PBBx+0ud4LL7yAzZs3QygUQq1WQygU2lzv888/x/LlywEAFy5cwJQpU2yut3TpUuzZswexsbG4fv26xTLK3Dx82LoRzDN+jsQD090f2IPF0cNiLGWdtoezYqC5RWFRZXygdpy9pp0V7RqNDh2dvQ77YN7fwYoXe+LElYeTM+fU3n7Ywq1sxXVzkQE4Lh/iaP+Ojstk7SmBTmeESCzgHtxsEdSJE4KxdMnNjNr2MkSv35APhUqHjGmR8PKUcCUxGhu60dHZi4LTtciaHYs3fn8v8g6UQqsxQCwRIHtuPLZsO4nw8JtCQKXSYf3G73D5ShNaWpV4+pcZ+MXP7wJgiod7/sW98POTInViKE4WVGPe3eNQVNICHsDNirxwsRFl5TegNzBISw3Fa6/ea/FC997m79HdrQFfwENZ+Q1ERfqivV0FhUKDyEgf1Dd04+Nty+DvL+uXrXzju0cRHOSJ1lYF1r44lxNUDQ3deMmJ63Og++lWGRWZmxMSbppLm5qa7K7X3NwMAIiPj7cregbTXlJSkt11iKHH2qwtk4nwyLJUPLJs0og9hEfL1EtXseeScIegQ3eY8eFM3JZ5/h5718dgr+mBrjtzl8pAfWAZKI7PEQO5wl1tw9X9WMeuHT9ZZRED58w9amv/9vbHWh/aO3v7uQDZpJGenhKLtmy5Aw8eLkdMjB/8fDyQsyARDMMge148wkJMswk9PISIiPQ2VV4HuEBqndaAzR+cxK9/MZ2znLD9feWle+Dt5YHgIE9UVN6MQz1+sgpz7h6HQH8Z/P2kmDc3DjqdEVeKm5GYEAitRo8du66gvVMNsViIpMRAzoVsHqyuUOlQXNaKouIWJMQFIDhYjuSkIDyweALqG7ohFguw9S+nsGHTUdTWd3GhADKZCM+vyERDYxfGJwQC6O+yBxzHJzp7Ld8ORkz4REREIDo6GgBQVVVldz3WKjNz5kyH7aWnp3OuKEftscsGao8gRiv2HkLukEJ+oPwzI4W1WBhuUeyMAHSlD0MhXlhuhxPAvL8DxcAN9f7YAPCa2s5+EzSsS3Cw3+cfqeiXgNP8Yc7OKsw/Wtk3y7ACvRo9ZB5CxMX5W0wcKSpuQesNBT7+tNCmWNu8aTHSp4RxMw5NsxEN8PeTYu2Lc7ng7WPHr0Mg4OFEQTXEYj5CQ73Q06NF5qxoeEhMyRetY6+yMmMwLT0CE5KCIPcUc4kVGxt7kDQ+CBKJEGAAPz8PfPnVRTQ2dXNpEExB3Aacv9jAzbRkZytax9PdTDpqylEGOCdgbxcjmsAwNzcXAHD+/Hmby/V6PS5dumSxrj2kUimys7MdtldfX89ZgwZqjyDuNNzBwuUo/8xIMhixcCvWq+G0vt3KOLuDVZC1LpjnOBpaLAPAAcsAd/McQrYmSbDjDpg/zC1n6Gm1RjQ19+DeexI4q45MZspPNHFCMAL8ZJxFhk3rUFfXxQW1/+oX07FqbR7q6rq4TNIAj6uPtWTxBPzP/5sPhgH+33/fg9xFEzB/Xjw2b1rMJcxcv/E7vLnhO9TVd3PWs0eWpWLt6jkICJAheXwQCgrrsPXPp1B6tRW19V1ISgjE2tVzcPZcA/g8Hi4XtUCpvJmvamZGFGZkRFtYqczPF3sfpaeF45nnduPo99edylF2uxlR4fPrX/8aAHDs2DEoFIp+y/Pz86FWqxEaGmo3Bsicp556CgCwb98+m28teXl5AEzWoenTp99K1wmCGATsW6K5id8dcEYsWKc72LWniKsx5grsG7x1Dh53YKSsgtYi0l6Jk6FwlZrPALRl6bGuqVZV1YHsuXHcMlsJRNk2s+fGY/vOy7h0uRFhoV5WhU/7grj1BmRMj+LSMmz+4CQam3vw1LO7uBloL//Pt2i5ocSvVuxCe7saFRU3oNXo0dSi4GadXbjYgEd+lIqSviScTF++oZdenGtKtljeiu6eXpw+U8uVTWEtN7Gxfii92oq6+i7o9Ubw+TwI+TykTAhG/pEKhATLERAoQ3SUDzKmRXLCzZYr1zxvG3sf/fVvhZB4CNHZ3etUjrLbzYgKn6lTp+Lxxx+HWq3GRx991G85W3vrrbfespii/tRTT8HLywvr16+3WP/BBx/EnDlzUFtbi927d1ssMxqN2LJlC3g8Ht55552hPxiCGGHcIX7GGRxNY3ZnrNMdFJe29qtD5Ww7bC2oobC+DeX5GymroK18UcMVp2Z+jLaKrZrH85gnmbROi5CeFt6vsOvxk1UoKKxFr9YAuVwCMIzNMiymvEEmN9BTT06HokcDsUiAsvIb6OnpxeyZMQADxMb4YN83paZ4Hx5QWdmOH07X4Njx65wVKj0tHL9esQvfHq64KcIZwM9XhqvlN5A5Mwa1tV3o6urFrq+voL1dhcP51xAX64fICB9MmhiCuFh/jBvnB4YBCgrroNUaoO014O6s2H7xTv1hrVx6i5p1EaFe2Py/i+2mURhJRmxWF0tXVxcWL16M8+fPY/fu3bj33nthNBrx1ltv4dVXX8XKlSvxxz/+kVu/ra0NgYGm4CpbU9Lr6upw3333oa2tDQcOHEBaWho0Gg1eeOEFfPjhh9i0aRNWr15tsy80q4sYzQw0TdpdGS39tk53MFDaA2fasTVF2lVGy/kzx3qGobMzLId6Jqat9tgZSPUN3UhMCMC5i42YmRGF3Jxki3V//4dDaL2hQEiQJzfLKSszFvlHK6HV6nGluAUxMb6oqelEr0aPmRnRyM1JMglfhRZ78koQHuaF7Lnx+OF0Da6UtkImFcFgMCIs1AuzM2MBAGfO1kGj0WN2ZizOnDGVt4kI98bHf17G9ePCpUaoVDrMmB6BtMnhaO9UY8/XxRCK+JBJRYiPC0BXVy+uVtyAVmsAAwbT0yMhkQih1xuhUmrR0qZEzoJEVFxrg1KhQU19FxLjA/H7V+YDQL/xMk9HYJqFqIdCZSoGKxbxkZUZOyTXt7O48vweceEDmObif/jhh/j8889hNBqh0+kQGhqKlStX4oEHHui3/hNPPIFdu3Zh1apVeOONN/ot7+rqwtatW7F9+3YIBAJoNBokJCRgzZo1uPvuu+32g4QPMZoZrdPzR2u/b5WhEiyj8fy5s1hjp26Hh3vDSy5GWfkNUzI/q4zhbW0qvL/lOCYkBwMAzl1swMyMaDyybJLF9O3xCYF9y6IgFgnQ3mlyXSlVOnjKxHj5pXugVuvw3tbj6FXp0K3UoLa2Cx9vW4bISB+0tamwZdtJPL8iEwe+vYq9+0rwQO4E/OwnaVw/3tt6HL1qHXo1BnhIhPDwEGD5E3fh83+cQ8qEYNy3IBEr1+xFTW0XejV6eHtJcNfUCOgNRhj0RtxoUyEwQGYSQgYjGht6oO7VISUlBOtfW2AzD5ut6f15B8pw/kIDYmN8UV3TAaVSB7lcjFdeumfYr81RJ3zcBRI+BDG8UC6hm4xGwTJUjOSxO3MNmudSUqh0Fvl/zLdlBUBFRVufVScKjyxL7ZcUM+9AKcAA2fPi7VoLt++8jBOnqlFc2gIPDxEmTwzByy/dgw2bjiIywht+fjJoNXoUl7aYqtNbCbHtOy9jx64i6PQGiIQC5CxMxPWqDqz8rUm0ffr5Wfzjy/Pw9fHA+IRAPPebWTh1ugY6rcEUE8sz1QHr1RgwMTkYJwqqseaFLGz/zxU89eR0nDpdCzBG5C4yCR1b42eeNHJ8QiC+3ldiSug5N37YBS4Jn0FCwocghhd3ftMnbp3RIGxduQadzfo9kNtzoH2aJ0MUCviob+jCktwJkMvFqK3vQuGZOiycn4BzFxsBgLMeZWXGIv/INQAMsuclIP/oNZw5Ww+NRo8bbSp4eYkREuSJ1169F59+fgZ//fQMggLlkEqFeDB3AkQiPs6cq+csRSqlFjfalYiO8kNcnD9OnKqGXCaCv78cAj4PkRE3M90PdL4AWGTXJouPm0LChyCGl1spi+HuD1RidAjbW7E2WT/Ynb0mbcV1sdtnZcZi8wcnERJsyor83IpM5B+tBBgjsuclYMu2k4gI94anXIwrJc1ImRDC1cKqquqAQqkFAMztK/3D7mtcrC9e+n/fYPOmxRifEIhXfv8tLhU1oa1DhSmpoWhrU6GtXQ25TAyVSosAfxmMDAODgYFAwENcnD+Sxweh4nobUpKCoFDp0NiXedmVY79dkPAZJCR8CMI9GQ0PVGJsue8Gc02ab8MwDJpbFDh+shoZ0yPR2NSDtNRQ5C6awM0g85RLAMYI8PgAY+TcbrNnxWDLNlP251Ona2FuVWFfEk4X1qG1TYmurl6IhAK8tOZubPrjcUydEo7zFxvQ06NFW7sSHh4ieHmJERriBR8fD+h1Rmi0eshlYkRH+6KhoRvPr8hE/tFrAGMqaGyrtIl1wPPtFkajomQFQRCEs7hD1mlXcHWK+WiZ0j8Q7pAkczixV4V+oHVZzKeza7V6VNd0ImN6JG60KpGWGgZFn3Bk19Nq9CgorANgyhXE7o/NxXPuQgNyc5K4iu/AzSn/KSnB0Gj0aGlVoLq2Axvf+x6LFyUhIsIH723MxY8emois2ePwyZ+X4dGHp2DWjGikJAVj8qRQTEkNg15vRGVlOyLCvXHiVLVFxXVbJTzM8/m4QyJMR5DwIQjC7RltD1RXf/hv14PiThFYQ42z54UdJ/bh7siyZWtMretmpU0JQ3Skr0UpitmzYri2xWL2Ec1w2wKAQqFBRUUbt651DiR2Svn61xYiPS0CkZE+uHtWbF+OHj2On6xCzoJEZNwVAX9/GR5ZNgmecjHOXWzA+YsN+O5oJbp7eiEU8eHnJ4NGo7NI8mieYJI9d1qtHoApn49CoUVpaSt6enqhUun6yldcwvadl93i2iNXlxnk6iIIYihw1eVzu1xE9twzYz2Gylm3la3ZXmxGZ+tzZ29MVSoddu254mB21iUUFNbZzB1kCoL+DmXlrYiM8EH2vHjcm51gMxdRe6caVVUdiI31g6dcggsX6tHdo0FHZy/mZMVypWPY6upA3+wz8DArIwp//vg0UpICIRYLLGa2WR+buVtOIhZAo9GjoLAWdfVdiIzwwcyMKFwuakZXdy9EQj7m9MUiDTXk6iIIghhBXLVQ3S6L1nBmRLbFaLEwOetKZcfJ3O1k79yZj6n5eTh4uBznLjZAo9H3K8kBmOp81dV3Qac19Gtjw6aj6O7uBXg8yD3FnNhhhQRbUkWr1cNTLjHlH/KTQdsn1Do61Zg5IwqV19uhVus5Vxbbd7FIgNycJERG+iAtNQTnLjZCqzP2Oze2iuLm5iT1nZtkzMyIxpLcCZiZEQUwQGSENzw9xRZ1vkYSEj4EQRBjBHsCa7hiqNw91oPlVoSqrXNnLfjMz4OtYp/miMV8REb4QCQWWHx/8HA5IiK84e3rgUcfTsUray2TAubtL8GxE1V4b8txKFQ6AAyOn6zq2wePK5oaHekLPp+PHoXJAhMa4oXZs2KwYdNRNPXVCjPBAw+AWCy0KeDsnTuZTITcnCR4ysXIzUlG7qJk+PnJTIHbOUluYVEk4UMQBDHGGS6L02gLSh8Mts7dzVig0n5FUO0V+2QxL6LKwha29feT4pW193D1ryyFCA8GvRF6vRGecjG0GgMXbMyKKbZo6oqnZqBHoUVUpC80Gj0OfHsV3d29qLzeDo1GD5VKh+x58ZDLxcieG9fvuBwJWdYyxRZclclEEIv4XOC2O0DChyAIghgW3D0ofbhccazgAwOLIqgAuP052rd16O2/d1zCh5+chlKhtWnl2fX1FQAM5HIx4uL8IRELLQKjrcXUqR9qoNUacPC7CvxQWIvi0haAB1RXd+DEqWrs+voKNn9wEkFBcmzZdpLrozNC9uDhcgQHy7kM1c5udzuh4GYzKLiZIAjCOW5HQLS9fQzVvoc7P5SjzM9sEPBdaeGQy8X9ymCwM7w2f3ASpaUtaGzpQUyUL/7v00e59rfvvIwfCmshkQiRkBAAT7kYErGQExjWgdF5+0sBMNBqjSg8VweJRIjkxCCUlrUCAJQqLVqaFRBLhJg1Ixqnz9Ri+rRItLYq8dKLcx2W+DDP4bPx3aOICHec5XmooeBmgiAIYli5HfE79vYxVPsebkuEtcXLcn8mm8OVkpZ+09HZdTZ/cBKtNxSIivZFXKw/NryRY9F+7qJkzMkaZ5od5idDbk4ytz/rfR88XI4Tp6qxY/cVgAdkz43H/7w8HxUVbSgpa0VtXSdmzYjG+PGBmDkjCq2tCry3MRetrUqLAGhrSxVbbuO7o5XIO1AGmUyEl16ci9AQL7ex8FhDwocgCIJwmdvhvrC3j6Ha9+12xZnvj3U/saLl3uwEznLCWmlW/jYTIUGeePl38/D5x4/A319m4Spj1w0IuDnDzJ7bbsH88ZBIBDAYjADA9SNlQhCUSi16e/UQiwV45aV7uNxCAQGyfiLGWnQePFwOhUqHpuYeAEy/Y3BHyNVlBrm6CIIgiOHAGfecrSKotqrBsyUv2Pw5YhHflDhQpYOnXAyxSMBtY97Grj1X8PW+EixakAg/PykWzB+P9nYVnnxmJ2QyEZYuToGfnxR3TY3AX/9WyFV2tz6Ofi60vvw/uTlJNstZ3A6oVtcgIeFDEKObOzER3514TGMRZ+KJrIugbth01KIiuq3q52fO1EKp0kEuF2PaXREAAyhUWm4/5gkRtRo9vs4rRWyMH5KTgyAWCfD3f56HSqWFWCzAzIxoJCQE4FB+BZRKLSZNCMGbry906ThtFWS9HdctxfgQxACMlsRqhGuMlrwxrnAnHpM7M5wzvTzlEmg0Oou2zfdn7gpj8/Y0NHRbuPRYW4X5NPGzFxqgUmkhEQu50hc3tzHl4wF4EIuFiIr0wZTUUAT4yVBc3AyRSAC9nsG0uyJvut3uSYCHRIiUCcF2z09bm8rmeZLJRFx8UrNFXiD3gYQPMSahh8mdibtNmx0K7sRjcmeG67fBXj4be/tbMH88wkK8sNZsNpX1ulmZsejq6sWUyaHw9vGwmck5e1485mSNQ25OEhcMvXTJRNybnYCUCSGYmBKMp345HdOmRgAwCasF2QlISgzC9GmR+P0fDqGtTdWvv1u2nbR7nuyJNneBXF1mkKtr7HC7aiMRBDG6GM7fBlttu7I/W9Pjm1sUaGjothBIgGXNr0eWpXLbHzxcjqzMWGz+4CQiIrwRFuIFhmHQ3KLA8VPVyJoVg2uV7bhW2Y6enl5Ex/ghItQLr716r0UfZs+KwYlT1f2OhW3fetlwQzE+g4SED0EQBHE7GIrYLUeiic3xMzUtHJ5yMbIyY/He5uPo6lajs0uDmTOicKNViedWZCL/yDVcuNSIsDAv3GhVortHixOnqhAS6gU/Hw+8tzG3X5CzLRyJreGO9aEYH4IgCIJwY6zdVuaxPiqVDtt3XsL2nZcdxhpZT8c33y57XjxmZEShuLgFTS0KbNl2El3dapy90AgvLzEnejZ/cBIdnWqkTQlHdKQvnluRCZGIj4hIH6QkBeHPW5YiIEDmZOzTzXgilrz9pVzpDHdBONIdIAiCIIixxoL54y1maJkLIYZhUFBYBx4AiUTIzehiMy/nLprQb6q6TCZC3v5S7Nh1BWGhXpBIhBCLBAgL98L3x69j/j0J6O3V4660cPj4SrH2xblcLE51bSf8fD1wb3YS8vaXoFejx4SkIItCqOb9M5+VZupXCQAesufFQyK5mTlapdLh/MXGvtxB7uNcIuFDEARBEMOAIzePeRAycFMIzZ4Vg/wj15CeFg6xWfmJg4fLUVBYCwCQSEzb9hcjDEJDvSD3FHPbbXz3KAID5LhS3IwZGdGQiAWca4zdp7+vFB2damx89ygSEwIhEvKRNjncwpKk1RrgKRf3C1Y2ZYSuQWNzD8Dj4ZFlkyyWxcT4orGh26Lo6khDMT5mUIwPQRAEMVQMphaYrTgZoM+ycqAMAIPcnGTO4mOdTNBW8LR5gkFbcTYqlQ4b3z2KoCA5Ghu7kTYlAtlz47g8PI6SEqpUOqzf+B26unshl4kxLT0CuYts9284oeDmQULChyAIghgqBvPgZ4OSZ2REW1hPnNnXrQQRm4uf1lYlJqUEo7lVidNn6vDWawtx7kKD3eNgt+3s6oVIyMecrHFcCQ13TGBIwscMEj4EQRDESDJYK8lQVJpnBUxEuDfkcjH+8cV5CIUCTJkchvWvLbBYz1rUjHTpCprVRRAEQRCjkIEKp9qbXZWVGYuKijb09PS6nHWabVOt1mFSSjD8/GQQiwQYHxcAjUaPlOQgi/VtJV2UyUR4ZFkqHlk2iYsfMk+86U7Z8sniYwZZfAiCIAh3wlGhUnNLyp69xTh2ogoAMDdrnEtWFrbNioo2KJRaeMrFWP18FvKPVsI8psi8T64kXTx4uJwrojpcFiCy+BAEQRDEHYC1dcVeCZMF88djZkY0ZmZE2SwTYcviwn6XlRmLAD8ZUpKD0dTUA6VSixOnqvHIskl4ZFmqzRlps2fFYMOmoxblLOz1v7lFgQuXmmzOChsJyOJjBll8CIIgCHdiqGZG2bIUWX9nHacDwGaAskqlw69X/Ac9Ci0mT7RfwZ3NPXThUiOio30R1ldlfjggiw9BEARBuDnOxL0MFPPjbJu2LEXsd7NnxXAxPmKRgJv2zmZd3v31FYs2Dx4uh5+fFGq11mYFd5aDh8uhUGmRNiUcYSFebmHtAcjiYwFZfAiCIIjbxVDMxLqVNq3jb8xjfF556R7k7S/B8VM1aGtT4e6sWM5iYys3kHksEoDbXqyULD4EQRAE4eaYW2GcnfU00Hr2YoBswcYPgcfvF+NzKL8CuYsmwNfHA7NmRKOxoZuzDAGwmMFl3tah/Aru84lT1S5Zq24XZPExgyw+BEEQxO1GpdJhw6ajiIzwRugAcTCDsejYitFhLTL5RysBxojcRaa2WEsOm7nZ3GozUAZn89pj1hmlhzuZISUwHCQkfAiCIIjbzZ69xWhqUaCxoRtrX5zrUBxwpSv6xIotQePM1Hf2e4ZhBlyH/X4kkysOBLm6CIIgCGKUsGD+eISFeHGix5E7SyYTQSziQ9EnQswZaOq7SqXD9p2XoVBouanljqbHW3/vaqC1o7ZGErL4mEEWH4IgCGKkGchCYs/y4uh7Noi5oLAOADAzIwpikeC21dKy7stQ75csPgRBEAQxShnIQmJteWEtRABsWmTMg5jZJIdajQHHTlT1VXyHRTsqlW7YSkzYKndxuyHhQxAEQRAjgD1x4apLyZaYaGtT4fd/OIS2NhUnpHJzkrhszGIx+/hnuHV37bliMTOrqUWBje8eHVLx4w5uLxI+BEEQBDECDJX1w5aY2PzBSbTeUGDrtpM2hVTuogmYmzUO2XPjsWptHpqau1FS2gJPuQQajQ5ZmbFoaOhGRLj3kFpnBhsnNJSQ8CEIgiCIEWCorB+2xMTK32YiJMgTz63IdLjN8ZNVSE8LR119N5759QwucPrEqWq89OJchLpRxuWhgoQPQRAEQYwAzlg/BhtrExAgw2uv3ouAAJnNNrfvvIztOy8hKzMWHZ1qPPhACs5daOgnxlyZ/zRccUFDDQkfgiAIgnBTXHGHOSs8Dh4uR0FhLU4U1GDLtpN4fkUmV0vLXIy56opzh8BlZyDhQxAEQRBuymBKUAwkPBbMH4+ZGdGQy8QID/dG/tFKm5YdV11xjtZ3J2sQ5fExg/L4EARBEKMVVzMrs+v39PTi3MVGzMyIwiPLUrllbFmL4yerbjnvznBnb6Y8PgRBEAQxxpDJRFxNLWvLii2LC+vWAnioq++CTmvg1svbX4L2TjW2bDs5bDPPRgoSPgRBEARxh2DP3XXwcDma7eTlEYv5iIzwgUgsQN7+Uhw7UQWdzogAPxmeX5E5bDPPRooxJ3y0Wi2++OILGI3Gke4KQRAEQQwpjmpv1Td0I9xGXh42p09uTjIAU/SLSCzAksUTEBAgcxvBMlSMuPAxGo3461//ihkzZmDKlClITEzEwoULcejQoVtq99VXXwWPx+v3J5FI8M0334DPH/FDJwiCIIghxZ5lRSYT4aUX53Kzt8yntKvVOi642VIEDR53Cma2ZkSf/gaDAUuXLsXKlSvx5ptv4uLFiyguLkZGRgYWLlyI9957b1DtqlQqbNu2zeYyPp+P559//la6TRAEQRCjDuup6gWFtSgorLOI47FXB8yWgHG0LG9/SV8tsNJhPy5XEY7kzletWoW9e/firbfewoIFC0wdEgrx5ptv4uTJk1izZg1SUlKQk5PjUrsff/wxJk2ahA8//LDfMi8vL0RERAxJ/wmCIAhiNLJg/nhodUYADLLnxuPEqWqbcTzmMUPWs7EcLQN44PX9626M2HT2oqIipKamQiQSoaWlBb6+vhbL9+7diyVLliA5ORlFRUUQCAROtWswGJCQkIBt27Zh0aJFLvWJprMTBEEQ7g471fxWp5g705ajKfK2lplPg2fF1O2IDxoV09nff/99AEBWVlY/0QMACxcuhFgsRmlpKfbv3+90u1999RVu3LgBAOjo6BiSvhIEQRCEuzBUGZJVKh02bDqK5haF3bYczcaytYzt24lT1dwyd4v3GTHhw4qZ9PR0m8slEgkmTpwIANixY4fT7W7atAkKhQL3338/AgMDkZGRgXfffRddXV233mmCIAiCGGGGKifOwcPliIjwRkND95Dl17HVN3crZTEiwqe6uhqNjY0AgLi4OLvrsctOnz7tVLunT5/GuXPnuP8bjUYUFhZizZo1mDRpEo4dO3YLvSYIgiCIkWeocuIsmD8eYSFeWPviXJturMFYaW4mRQS3vTslLwRGSPhUVlZyn8PCwuyuFxoaCgC4evUqDAbDgO1mZGRAo9Ggrq4Ou3btwpNPPgkPDw8AQF1dHRYtWuS0iCIIgiCIOxU2Fsde7M6GTUdRV99tM+GhrbasRZK5lcedkhcCIyR8zGNvZDKZ3fXY4CSDwYDu7m6n2haLxYiIiMDSpUvxySefoLKyEosXLwZgmua+bNkyaLXaAdvp7u62+NNoNE7tnyAIgiDcHUfup7z9JWjvUGFvXgmCguQDuqhstWVu5RmuGB+NRmPxnHaWERE+KpWK+ywWi+2uJ5FIuM9KpXJQ+woLC8PevXvx9NNPAwDq6+vxxRdfDLhdeHg4fHx8uL+33357UPsnCIIgCHfDsfuJh9YbSiQkBOBGq3JAF5WttqxzBg1HjM/bb7/NPaPDw8Od3m5E8vhIpVLus05nXwGaL3NkGXKGzZs349ChQ7h27RoKCgqwfPlyh+s3NDRYTIczF2EEQRAEMZoxj8WxJndRMsDjAWCQm5M8oIvKUVuASRix096HknXr1mH16tUATMYRZ8WPyxafgoICm6UgnP07cuQIAgMDufbUarXdfbHLhEIhvL29Xe2qBRKJBD//+c8BADU1NQOu7+3tbfFHwocgCIK402Fjf3JzkvDIstQhicsZrhgfiURi8Zx2FpctPlKpFElJSa5uxiGTySwyJzc1Ndldt7m5GQAQHx8PofDWjVOTJ08GQNYbgiAIYmzgarLDvP0lKCisg1ZnwCPLUm9DD28/LquJKVOmoLT01mtvREdHo6amBlVVVXbXuX79OgBg5syZt7w/4KaLjUpWEARBEGMBR2UlbIuiwZeaGMqM0sPJiCUwzM3NBQCcP3/e5nK9Xo9Lly5ZrHurlJWVATBlhSYIgiCI0YarM6QcBTHbCjrOXZSMOVnjkJvjumfH3RIV2mPEanWdP38e6enpkEqlaGlp4WpssHz77be47777EBoaiurqaoezv5yBYRhMmzYNSqUSFy9etOnuolpdBEEQhDuzZ28x2jvVCPCTOQwodgZHdbjcoT1XGBW1uqZOnYrHH38carUaH330Ub/lbC2vt956q5/oeeqpp+Dl5YX169dz33V2diInJweLFi3Cvn37+rX33nvv4erVq/j8888pxocgCIIYlQxlFuShDjp2t0SFdmFGkM7OTiYrK4uRy+XMwYMHGYZhGIPBwLzxxhsMAGblypX9trlx4wYDgAHAeHl5cd+XlZVx3wNgfvaznzFFRUVMdXU1s27dOiY6OpopKChw2B+FQsFtr1AohvRYCYIgCMKdUSq1zO6vrzBKpdYt23OEK8/vEbP4AICPjw8OHTqEt956Cy+99BKmTp2KyZMn48iRI/j666/xxz/+sd82AQEBePzxxyGXy7Fy5Uru+8TERHz55ZfIzMyEj48P/v3vf+Oee+7Bk08+ifDwcBQXF2PGjBm38egIgiAIYvQw1DE67hrzM2IxPu4IxfgQBEEQYwXrWVijOebHlec3CR8zSPgQBEEQY4WhDJQeaUZFcDNBEARBECPHUAZKD8RwFSodDCR8CIIgCGIMcjtnYblTvA8JH4IgCIIgBuRWrDa307o0ECR8CIIgCIIYkFux2rhTjh8SPgRBEARBDIg7WW1uhVsveU4QBEEQxB0Pa7UZ7ZDFhyAIgiCIQeFOs7WchYQPQRAEQYwxBitYrLdzp9lazkLChyAIgiDGGM4KloGEzmiM+yHhQxAEQRBjDGcFy0BCx51mazkLBTcTBEEQxBjDmUBllUoHrVYPT7mkn9AZzZDFhyAIgiCIfhw8XA6FSgeJWDCqLDoDQcKHIAiCIIh+LJg/Hp5yCTQa3aiatTUQJHwIgiAIguiHTCaCWMSHQqUbVbO2BoKED0EQBEEQNhmNs7YGgoKbCYIgCIKwyZ0QzGwNWXwIgiAIghhS3DmjMwkfgiAIgiCGFHfO6EzChyAIgiCIAXHFiuPOsUEkfAiCIAjiDmC43UuuWHHcOaMzCR+CIAiCuAMYbveSO1txXIGED0EQBEHcAQy3MHFnK44r0HR2giAIgrgDuBOnng8HZPEhCIIgCGLMQMKHIAiCIIgxAwkfgiAIgiDGDCR8CIIgCIIYM5DwIQiCIAhizEDChyAIgiCIYcPd6naR8CEIgiAIYthwt7pdJHwIgiAIghg23C3jMyUwJAiCIAhi2HC3xIpk8SEIgiAIYsxAwocgCIIgiDEDCR+CIAiCIMYMJHwIgiAIghgzkPAhCIIgCGLMQMKHIAiCIIgxAwkfgiAIgiDGDCR8CIIgCIIYEtytPIUtSPgQBEEQBDEkuFt5CluQ8CEIgiAIYkhwt/IUtiDhQxAEQRDEkMCWp5DJRDaXu4MrjIQPQRAEQRC3BXdwhZHwIQiCIAjituAOrjC3Ez51dXVoa2sb6W4QBEEQBDHEDOQKux24jfBpbm7GCy+8gISEBFy+fPmW2tJoNHjnnXcwdepUpKWlYfz48Vi2bBnOnDkzRL0lCIIgCGI0MuLCp6OjAy+//DLi4+OxefNmaDSaW2pPoVBgzpw5+N///V/87W9/w4ULF3Dp0iX4+Phg9uzZ+Pe//z1EPScIgiAIYrQx4sJnz549ePrpp/Hpp5/eclsMw+Dxxx/H6dOnsWXLFkydOhUAIJVK8dFHHyE2NhbLly/HxYsXb3lfBEEQBEGMPkZc+CxfvhwxMTGYNm3aLbeVl5eHPXv2ICQkBI8++qjFMqFQiGeffRa9vb1Ys2bNLe+LIAiCIIjRx4gLHxYej3fLbbz//vsAgPvvvx98fv9DW7x4MQDg0KFDKCoquuX9EQRBEAQxunAb4XOrqFQqHDt2DACQnp5uc51x48bB398fALBjx47b1jeCIAiCINyDO0b4FBYWQq/XAwDi4uLsrjdu3DgAwOnTp29LvwiCIAiCcB/uGOFTWVnJfQ4LC7O7XmhoKACgpKRk2PtEEARBEIR7cccIn46ODu6zTCazu55cLgcAtLe3O2yvu7vb4u9Wp9m7I42NjXjttdfQ2Ng40l0hhgka4zsfGuM7Hxpj22g0GovntLPcMcJHpVJxn8Visd31JBIJAECpVDpsLzw8HD4+Ptzf22+/PTQddSMaGxvx+uuv0810B0NjfOdDY3znQ2Nsm7fffpt7RoeHhzu9nXAY+3RbkUql3Gedzn7VV3aZI6sQADQ0NHDWIeCmYCIIgiAIYuRZt24dVq9eDcBkzHBW/Lhs8SkoKACPxxv035EjR1zdpVMEBgZyn9Vqtd312GUBAQEO2/P29rb4I+FDEARBEO6DRCKxeE47i8sWH6lUiqSkJFc34xjI0jJYEhJuVnptamrClClTbK7X3NwMADaPgWEY7vNArrA7AVYEqtXqMXG8YxEa4zsfGuM7HxrjgTE/L+bPclu4LHymTJmC0tJS13s1zKSnp0MikUCj0aCqqsrueuyymTNn9ltmHicUEhIy1F10W7Kyska6C8QwQ2N850NjfOdDY+wcKpUKnp6edpffMcHNUqkU2dnZAIDz58/bXKe+vh5NTU0AgNzc3NvWN4IgCIIg3IM7JrgZAJ566ins378f+/btA8Mw/cpg5OXlATBZh6ZPn95v+8DAQM4VJpPJhqSMBkEQBEEQwwvDMJzXxjzm1xZuI3w6Ozu5z45mZQEmgfPll1/iv//7v/HKK69w3z/44IOYM2cOjh07ht27d+Ohhx7ilhmNRmzZsgU8Hg/vvPOOzXb5fD6Cg4Nv7UAIgiAIgrjtOHJvmeMWri6dTocPP/yQ+//OnTu58hPWtLW14aOPPoJCocDGjRstlvF4PPzzn/9ESkoKfvOb3+DChQsATEmOfvvb36K4uBibNm3C/Pnzh+1YCIIgCIJwX3jMQOHPw8wvfvEL7N6928LiAwC+vr5IT0/H4cOH+23zxBNPYNeuXVi1ahXeeOONfsu7urqwdetWbN++HQKBABqNBgkJCVizZg3uvvvu4ToUgiAIgiDcnBEXPsTgqaurg1QqHTAn0e1ErVZj9+7deOyxx0a6KwRBDBK6j90LrVaLHTt24Cc/+Qn4fLdw1Ixq6AyOQpqbm/HCCy8gISEBly9ftrlOU1MTRCKRU0kld+7c6XIfnnjiCZttyWQyt0x3MJooKyvD8uXLERUVBbFYjKCgICxduhSnTp2yu41Go8E777yDqVOnIi0tDePHj8eyZctw5syZQfejq6sLr7zyClJTU7k2/+u//gvl5eWDbpMY3PiePn0aDz/8MEJDQyEWixEeHo7HH38cxcXFt9QXuo+Hh8GMMQC8+uqrNsdDIpHgm2++cVn00D1sB4YYNbS3tzPr1q1j5HI5A4ABwHz33Xc2112/fj23jqM/kUjEdHR0uNSPmpoaRiQS2WzPw8ODaWhouPWDHaN8++23jEwms3luBQIB88knn/Tbpqenh8nIyGACAwOZc+fOMQzDMCqVilm+fDkjFouZf/3rXy73o6GhgYmPj2cSEhKYyspKhmFM119OTg7j7e3NHDly5NYOdIwymPH9/PPPGaFQaHMbqVTK7N+/f1B9oft4eBjMGDMMwyiVSsbf39/mdnw+nzlz5oxL/aB72D4kfEYRn376KVNVVcV89dVXDoWP0Whkxo0bx6xbt44pKipiGhsb+/3V1tYyXl5ezMKFC13ux6pVq5jHHnuMKSkp6ffX3Nw8BEc6NmlpaWH8/PyYH/3oR8z333/P1NXVMefOnWPWrl3LCAQCBgAjFAqZsrIybhuj0cg8+OCDDADmiy++sGhPp9MxiYmJjIeHB3PhwgWn+6FWq5np06czAJiTJ09aLOvo6GD8/PyYwMBApr6+/tYOeIwxmPG9cuUKI5FImKeffpr54YcfmPr6eqagoID55S9/yf0G+Pr6Mm1tbS73h+7joWcwY8yyefNmZs6cOTbHo66uzqV+0D3sGBI+o5DKykqHwufAgQPMCy+84LCNb7/9lgHA/OUvf3Fp3x0dHYy3tzdz5coVl7YjBmbt2rXML37xC5vL/va3v3Fj/rvf/Y77fu/evQwAJiQkhDEYDP2227JlCwOAuffee53ux9atWxkAzPTp020uX716NQOA+dWvfuV0m8TgxvfHP/4x8/rrr9vc5ve//z23zQcffOBSX+g+Hh4GM8YMwzB6vZ6JjY1l9u3bNyT9oHvYMSR8RiHXr193KHyKi4sZlUrlsI2nnnqK4fF4TGNjo0v7fuutt5iYmBjm8OHDTE9Pj0vbEo5JTU2163Y0Go1MXFwcA4C5//77ue+zs7MZAHZ/bM1F8uXLl53qR3x8PAPA7gM3Pz+fc5O2t7c71Sbh+vgqlUpm0qRJjE6ns7mNSqXiXCorVqxwqS90Hw8Pg7mHGYZhvvjiC8bT05PZt2/fkNxTdA87hoKb70AmTJgAqVRqd7nRaMTu3bsxa9YshIaGOt2uRqPBli1bUF1djfnz58Pf3x/z5s3DX//6V/T29g5F18cs3d3dWLFiBXx9fW0u5/F4SE9PB3Cz0K9KpcKxY8cAgFtmzbhx4+Dv7w8A2LFjx4D9KCsrw7Vr1xy2yX6v0+mwZ8+eAdskBje+TU1NeO211yAU2s4zK5VKkZKSYrGNM9B9PDwMZoxZNm3aBIVCgfvvvx+BgYHIyMjAu+++i66uLpf7QffwwJDwGYN8//33aGlpwbJly1zabs+ePVytM8B00xw9ehRPP/00pk2bhqKioqHu6pjB29sbzzzzjMN1jEYjAJOwBYDCwkIu0WdcXJzd7caNGwfANDNoIAoKCrjP9tr08fHhUig40yYxuPGNi4vDj370I5e2cQa6j4eHwYwxYLqHzp07Z7FOYWEh1qxZg0mTJnEvN85C9/DAkPAZg7DT15cuXerSdj/+8Y+hVqtRVVWFf/3rX3jkkUcgEAgAAFeuXEF2djYqKyuHurtEH9XV1QDA5VYxP9dhYWF2t2OteiUlJQPuYzjaJJzDenyd3cbDw8OiPM9A0H08ctga44yMDGg0GtTV1WHXrl148skn4eHhAcCUq23RokUuiRO6hweGhM8Yg2EY/Oc//8HkyZMRHx/v8vYeHh6IiYnBo48+iq+++grFxcWYNWsWAKC1tRU/+clPhrrLBICWlhZcvHgR999/P/e22NHRwS135OqQy+UAgPb29gH3MxxtEgNja3wH4uzZs2hra8OTTz4JPz8/l/ZH9/Htx9EYi8ViREREYOnSpfjkk09QWVmJxYsXAzC5tJctWwatVuvUfugeHhgSPmOMgoIC1NfXu/SG6IjExEQcPXqUu0kLCwtx5MiRIWmbuMk//vEPiEQi/OlPf+K+YysRA6YfTntIJBIAgFKpHHA/w9EmMTC2xncgPvvsM4SGhmL9+vW3vH+6j4cfV8Y4LCwMe/fuxdNPPw0AqK+vxxdffOHUfugeHhgSPmMM1s3lanyPI0QiET777DMuqM/cx0zcOu3t7di4cSO2bdvGxesAsAhg1+l0drdnlzkTADscbRKOsTe+jqioqMCnn36Kf/zjH3aDaV2F7uPhYzBjDACbN2/mLPPOjgfdwwNDwmeM8Z///AdxcXGYPHnykLYbEBDAWZFqamqGtO2xztNPP43ly5dj+fLlFt8HBgZyn9Vqtd3t2WXO1HQbjjYJx9gbX3vodDr8/Oc/xzvvvIN77713SPtC9/Hw4OoYs0gkEvz85z8H4Px40D08MCR8xhBnz57F9evXh8zNZQ0rplgTKnHrvP322xCLxdi4cWO/ZQkJCdxn81k61jQ3NwMAkpKSBtzfcLRJ2MfR+Nrj2Wefxdy5c7FixYph6RPdx0PLYMbYHFfHg+7hgSHhM4YYDjeXOayJNSIiYljaH2t8/vnnOHHiBD777DPweLx+y9PT07kfw6qqKrvtsMtmzpw54D4zMzP7bWeNSqVCS0uL020SthlofG3xhz/8AQzD4O233x62ftF9PHQMZoytcXU86B4eGBI+Y4idO3ciNDR02C70srIyAMDChQuHpf2xxO7du/Hpp59i+/btEIlENteRSqXIzs4GAJw/f97mOvX19dxbX25u7oD7HTduHDfjxF6b58+fh9FohEAgQE5OzoBtEv1xZnyt2bp1K4qKivCXv/xlWPtG9/HQMJgxtoWr40H3sBOMdOpownUGKllhi0uXLjEAmKeffnpY+qRWq5mwsDBm3rx5w9L+WOLQoUPM9OnT7aa+ZxiGWbduHaNQKJhdu3YxAJioqCjGaDT2W+/DDz9kADDp6elO7//9999nADBZWVl29w2Aeeihh5xuk7iJK+PL8vnnnzMLFy5kNBqN3W1Wrlx5y32j+3hoGMwY28JoNDLp6elMUlIS09vb6/T+6R52DAmfUcj58+c54fPtt986tc3//M//MACYb775xuF6Wq2WeeCBBxhvb2/ms88+476vrKxk5syZwyxdupQ5depUv+2effZZJiQkhLl27ZprB0NYUFBQwMTExDDff/89U15e3u/vwoULzLp165if/exnDMOYfhjnzJnDAGD+85//WLRlMBiYiRMnMjwejzl06JDFMnvjzDCmh9/48eMZHo/HnD171mJZT08PExQUxHh4eFCBy0Hg6vgyDMPs2rWLSUxMZM6fP29zmzNnzjC//OUvmZdffpnbhu7jkcOVMe7o6GDuu+8+Jicnh8nLy+vX1qZNmxhPT0+moKCg3zK6hwcPCZ9RhlarZZ555hlO+Dz99NN2ixiaM2nSJMbHx4fRarUO1ztz5gzXdmpqKvf9N998w33P5/OZlStXMuXl5czVq1eZX/3qV0xKSgpz9erVWz6+scylS5cYPz8/7jw7+svPz+e2q62tZVJSUpiQkBDm/PnzDMMwTG9vL/PMM88wPB6Peffdd/vty944s1y+fJkJDw9nkpKSmMrKSoZhGKarq4t58MEHGYlEwvzrX/8anpNwBzOY8T18+DAjkUgGXJ/H41mIFbqPRwZXx7isrMziu5/97GdMUVERU11dzaxbt46Jjo62KXoYhu7hW4GEzyhi+fLljK+vb78byNfXl8nOzra7HXtzmb9F2kOj0TALFixgvLy8mD//+c8Wy/70pz8xU6dOZby8vBiRSMSEhYUxubm5zGeffTagoCIc09LSwoSGhjr1gxkfH9/PrdXZ2cm88cYbzOTJk5mpU6cyKSkpzJIlS5hjx47Z3J+jcWZpbGxk1qxZw0ycOJGZOnUqM2HCBOanP/0pc/HixSE//judwYxvSUkJ4+np6dQ21vc/3ce3n8Hew19++SWTmZnJ+Pj4MEKhkAkKCmLmz5/PbN261aErjO7hwcNjGIaxF/9DEARBEARxJ0GzugiCIAiCGDOQ8CEIgiAIYsxAwocgCIIgiDEDCR+CIAiCIMYMJHwIgiAIghgzkPAhCIIgCGLMQMKHIAiCIIgxAwkfgiAIgiDGDCR8CIIgCIIYM5DwIQiCIAhizEDChyAIgiCIMQMJH4IgCIIgxgwkfAiCIAiCGDOQ8CEIgiAIYszw/wO5TrDU8yhutgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# remove stars in the catalog with resolution cut\n", "plt.scatter(df_train[\"i_mag_gauss2\"], (df_train[\"i_fpfs1_m00\"] + df_train[\"i_fpfs1_m20\"]) / df_train[\"i_fpfs1_m00\"], s=0.1)" ] }, { "cell_type": "code", "execution_count": 7, "id": "f7976ef5-0e4f-42f3-8b74-6a52839d0d6b", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:44.487974Z", "iopub.status.busy": "2026-06-02T20:44:44.487705Z", "iopub.status.idle": "2026-06-02T20:44:50.663087Z", "shell.execute_reply": "2026-06-02T20:44:50.662450Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$z_\\\\text{est}$')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import xlens\n", "out = xlens.catalog.redshift.get_point_estimates_from_pdfs(pdfs)\n", "fzb_mode = np.ravel(ancil[\"zmode\"])\n", "fzb_mode = np.ravel(ancil[\"z_median\"])\n", "fzb_mode = np.ravel(out[\"z500\"])\n", "z_truth = np.ravel(ancil[\"redshift\"])\n", "msk = (\n", " (df_test[\"u_mag_gauss2\"] < 26.4) & \n", " (df_test[\"g_mag_gauss2\"] < 27.8) & \n", " (df_test[\"r_mag_gauss2\"] < 27.1) & \n", " (df_test[\"i_mag_gauss2\"] < 24.5) & \n", " (df_test[\"z_mag_gauss2\"] < 25.8) & \n", " (df_test[\"y_mag_gauss2\"] < 24.6) &\n", " ((df_test[\"i_fpfs1_m00\"] + df_test[\"i_fpfs1_m20\"]) / df_test[\"i_fpfs1_m00\"] > 0.05)\n", ").to_numpy()\n", "fig, axes = plt.subplots(1,1, figsize=(5, 5))\n", "plt.hist2d(z_truth[msk], fzb_mode[msk], range = ((0,4), (0,4)), bins = (100,100),\n", " cmap = 'jet', norm=colors.LogNorm())\n", "plt.xlim(0,3.01)\n", "plt.ylim(0,3.01)\n", "plt.plot(np.linspace(0, 4.1), np.linspace(0, 4.1), ls=\"--\", color=\"black\")\n", "plt.colorbar()\n", "\n", "plt.xlabel(r'$z_\\text{ref}$')\n", "plt.ylabel(r'$z_\\text{est}$')" ] }, { "cell_type": "code", "execution_count": 8, "id": "15c5760d-e7c3-4690-a6f9-afff73f1e64e", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:50.665665Z", "iopub.status.busy": "2026-06-02T20:44:50.665392Z", "iopub.status.idle": "2026-06-02T20:44:50.679390Z", "shell.execute_reply": "2026-06-02T20:44:50.678694Z" } }, "outputs": [], "source": [ "def compute_nmad(dz: np.ndarray):\n", " med_dz = np.median(dz)\n", " return 1.48 * np.median(np.abs(dz - med_dz))\n", "\n", "\n", "def get_biweight_mean_sigma_outlier(\n", " subset: np.ndarray, nclip: int = 0, abs_out_thresh: float = 0.15\n", "):\n", " if sigmaclip is None or biweight_location is None or biweight_scale is None:\n", " raise RuntimeError(\"scipy and astropy.stats are required for this function\")\n", " subset_clip, _, _ = sigmaclip(subset, low=99, high=99)\n", " for _ in range(nclip):\n", " subset_clip, _, _ = sigmaclip(subset_clip, low=5, high=5)\n", "\n", " mean = biweight_location(subset_clip)\n", " std = biweight_scale(subset_clip)\n", " nmad = compute_nmad(subset_clip)\n", " outlier_rate = np.sum(np.abs(subset) > np.min([3 * biweight_scale(subset_clip), 0.06])) / len(subset)\n", " abs_outlier_rate = np.sum(np.abs(subset) > abs_out_thresh) / len(subset)\n", "\n", " return (\n", " float(mean),\n", " float(std / np.sqrt(len(subset_clip))),\n", " float(std),\n", " float(nmad),\n", " float(outlier_rate),\n", " float(abs_outlier_rate),\n", " )\n", "\n", "\n", "def process_data(\n", " zphot: np.ndarray,\n", " specz: np.ndarray,\n", " low: float = 0.01,\n", " high: float = 2.0,\n", " nclip: int = 0,\n", " nbin: int = 10,\n", " zbin_type: str = \"spec\",\n", " mag = None,\n", "):\n", " if sigmaclip is None:\n", " raise RuntimeError(\"scipy is required for process_data\")\n", "\n", " dz = (zphot - specz) / (1 + specz)\n", " z_bins = np.linspace(low, high, nbin)\n", "\n", " if zbin_type == \"spec\":\n", " zx = specz\n", " elif zbin_type == \"mag\":\n", " zx = mag if mag is not None else specz\n", " else:\n", " zx = zphot\n", "\n", " bin_indices = np.digitize(zx, bins=z_bins) - 1\n", "\n", " biweight_mean: list[float] = []\n", " biweight_std: list[float] = []\n", " biweight_sigma: list[float] = []\n", " nmad_list: list[float] = []\n", " biweight_outlier: list[float] = []\n", " z_mean: list[float] = []\n", " qt_95_low: list[float] = []\n", " qt_68_low: list[float] = []\n", " median: list[float] = []\n", " qt_68_high: list[float] = []\n", " qt_95_high: list[float] = []\n", "\n", " for i in range(len(z_bins) - 1):\n", " subset = dz[bin_indices == i]\n", " if len(subset) < 1:\n", " continue\n", " subset_clip, _, _ = sigmaclip(subset, low=5, high=5)\n", "\n", " biweight_mean.append(float(np.median(subset_clip)))\n", " biweight_std.append(float(np.std(subset_clip) / np.sqrt(len(subset_clip))))\n", " biweight_sigma.append(float(np.std(subset_clip)))\n", " nmad_list.append(compute_nmad(subset_clip))\n", " outlier_rate = np.sum(np.abs(subset) > 0.15) / len(subset)\n", " biweight_outlier.append(float(outlier_rate))\n", "\n", " qt_95_low.append(float(np.percentile(subset, 2.5)))\n", " qt_68_low.append(float(np.percentile(subset, 16)))\n", " median.append(float(np.percentile(subset, 50)))\n", " qt_68_high.append(float(np.percentile(subset, 84)))\n", " qt_95_high.append(float(np.percentile(subset, 97.5)))\n", "\n", " z_mean.append(float(np.mean(zx[bin_indices == i])))\n", "\n", " return {\n", " \"z_mean\": z_mean,\n", " \"biweight_mean\": biweight_mean,\n", " \"biweight_std\": biweight_std,\n", " \"biweight_sigma\": biweight_sigma,\n", " \"biweight_outlier\": biweight_outlier,\n", " \"qt_95_low\": qt_95_low,\n", " \"qt_68_low\": qt_68_low,\n", " \"median\": median,\n", " \"qt_68_high\": qt_68_high,\n", " \"qt_95_high\": qt_95_high,\n", " \"nmad\": nmad_list,\n", " }" ] }, { "cell_type": "code", "execution_count": 9, "id": "5a78b2ad-a1bc-4176-a924-5f42eff7a99f", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:50.682394Z", "iopub.status.busy": "2026-06-02T20:44:50.681870Z", "iopub.status.idle": "2026-06-02T20:44:51.230692Z", "shell.execute_reply": "2026-06-02T20:44:51.230122Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "algorithms = ['fzboost']\n", "method_name_list = ['FlexZBoost', 'BPz', 'CMNN' ,'DNF']\n", "color_list = [\n", " \"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\",\n", " \"#9467bd\", \"#8c564b\", \"#e377c2\", \"#17becf\"\n", "]\n", "fig, axes = plt.subplots(1, 3, figsize=(16, 5), sharex=True)\n", "metric_names = [r'$< \\Delta z >$', r'$\\sigma_{NMAD}$', r'$P(\\Delta z > 0.15)$']\n", "title = ['Bias', 'Scatter', 'Outlier Rate']\n", "y_keys = ['biweight_mean', 'nmad', 'biweight_outlier']\n", "for algo, color, algo_name in zip(algorithms, color_list, method_name_list):\n", " result = process_data(\n", " zphot=fzb_mode[msk], \n", " specz=z_truth[msk], \n", " low=18.5, high=24.5, \n", " nbin=10, \n", " nclip = 0, \n", " zbin_type = \"mag\", \n", " mag = df_test['i_mag_gauss2'][msk]\n", " )\n", " for i in range(3):\n", " axes[i].plot(result['z_mean'], result[y_keys[i]], label=algo_name, color=color)\n", " axes[i].set_title(title[i])\n", " axes[i].set_xlabel(r'$i$-mag')\n", "\n", "axes[0].set_ylim(-0.1, 0.1)\n", "axes[0].set_xlim(18, 24.5)\n", "axes[0].plot([0,2], [0, 0], '--', color = 'black', alpha = 0.3)\n", "axes[1].axhspan(0.0, 0.03, alpha=0.8, color=\"gray\")\n", "axes[1].axhspan(0.0, 0.10, alpha=0.3, color=\"gray\")\n", "\n", "# --- Format plots ---\n", "for i, ax in enumerate(axes):\n", " ax.set_ylabel(metric_names[i], fontsize=16)\n", "axes[2].legend(loc='upper left', ncol=2, fontsize=14)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 10, "id": "5064cad2-3bf5-487e-a173-1c2839873059", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:44:51.233183Z", "iopub.status.busy": "2026-06-02T20:44:51.232757Z", "iopub.status.idle": "2026-06-02T20:44:51.767121Z", "shell.execute_reply": "2026-06-02T20:44:51.766537Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(16, 5), sharex=True)\n", "metric_names = [r'$< \\Delta z >$', r'$\\sigma_{NMAD}$', r'$P(\\Delta z > 0.15)$']\n", "title = ['Bias', 'Scatter', 'Outlier Rate']\n", "y_keys = ['biweight_mean', 'nmad', 'biweight_outlier']\n", "for algo, color, algo_name in zip(algorithms, color_list, method_name_list):\n", " result = process_data(\n", " zphot=fzb_mode[msk], \n", " specz=z_truth[msk], \n", " low=0.2, high=2.0, \n", " nbin=10, \n", " nclip=0, \n", " zbin_type=\"spec\", \n", " )\n", " for i in range(3):\n", " axes[i].plot(result['z_mean'], result[y_keys[i]], label=algo_name, color=color)\n", " axes[i].set_title(title[i])\n", " axes[i].set_xlabel(r'$z_\\text{ref}$')\n", "\n", "axes[0].set_ylim(-0.1, 0.1)\n", "axes[0].set_xlim(-0.02, 2.02)\n", "axes[0].plot([0,2], [0, 0], '--', color = 'black', alpha = 0.3)\n", "\n", "# --- Format plots ---\n", "for i, ax in enumerate(axes):\n", " ax.set_ylabel(metric_names[i], fontsize=16)\n", "axes[2].legend(loc='upper left', ncol=2, fontsize=14)\n", "axes[1].axhspan(0.0, 0.03, alpha=0.8, color=\"gray\")\n", "axes[1].axhspan(0.0, 0.10, alpha=0.3, color=\"gray\")\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "id": "8e1449d1-bcc0-4cd7-9199-9e6424bc8f7a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "934e2e11-e08f-4152-8e82-42ef33f0c3f1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python-dp1", "language": "python", "name": "dp1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }