{ "cells": [ { "cell_type": "markdown", "id": "be6f4755-5499-4d3e-b4b6-7c96cc6e9fd7", "metadata": {}, "source": [ "# 1.2 — ECDFS photo-z evaluation (4 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", "Same evaluation pipeline as `1_1_ecdfs_photoz_evaluate.ipynb`, but for the\n", "**4-band** FlexZBoost variant trained on `griz` only (no `u`, no `y`). Used\n", "to quantify the photo-z degradation when the bluest / reddest bands are\n", "removed.\n", "\n", "## Steps\n", "\n", "1. Load the precomputed 4-band FlexZBoost output\n", " (`fzb_4bands/.../output_estimate_fzboost.hdf5`).\n", "2. Load the train/test/data tables.\n", "3. Color-histogram sanity checks for `g-r, r-i, i-z, z-y`.\n", "4. Plot `i_mag_gauss2` vs FPFS trace to motivate the resolution cut.\n", "5. Apply the 4-band basic golden selection (`griz` mag cuts + trace + spec-z\n", " confidence > 0.82) and show 2-D `(z_ref, z_phot)`.\n", "6. Compute and plot photo-z metrics vs i-mag and vs z_ref.\n", "\n", "## Inputs\n", "\n", "- `photoz/fzb_4bands/projects/com_cam/data/gold_rubin/output_estimate_fzboost.hdf5`\n", "- `photoz/fzb_4bands/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 only (color histograms, mag–trace, 2-D `z_ref`-vs-`z_phot`,\n", "metric panels)." ] }, { "cell_type": "code", "execution_count": 1, "id": "93e7c2a1-e78d-4a62-bcf7-7480c22b6e54", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:12.038969Z", "iopub.status.busy": "2026-06-02T20:45:12.038733Z", "iopub.status.idle": "2026-06-02T20:45:21.077239Z", "shell.execute_reply": "2026-06-02T20:45:21.076534Z" } }, "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": "2026-06-02T20:45:21.080880Z", "iopub.status.busy": "2026-06-02T20:45:21.080335Z", "iopub.status.idle": "2026-06-02T20:45:21.084946Z", "shell.execute_reply": "2026-06-02T20:45:21.084207Z" } }, "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_4bands/projects/com_cam/data/gold_rubin/output_estimate_fzboost.hdf5\",\n", ")\n", "\n", "MODEL_PATH = os.path.join(\n", " Dir, \"photoz\",\n", " \"fzb_4bands/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": "2026-06-02T20:45:21.087248Z", "iopub.status.busy": "2026-06-02T20:45:21.086821Z", "iopub.status.idle": "2026-06-02T20:45:27.689956Z", "shell.execute_reply": "2026-06-02T20:45:27.689160Z" } }, "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": "2026-06-02T20:45:27.693760Z", "iopub.status.busy": "2026-06-02T20:45:27.693268Z", "iopub.status.idle": "2026-06-02T20:45:28.851468Z", "shell.execute_reply": "2026-06-02T20:45:28.850819Z" } }, "outputs": [ { "data": { "image/png": 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D3UmBE0AHqa2tTlVV81XryebW6ZMnq1wHAAAAAKB7HHfccbnhhhuyZMmSHY7X19fn97//fWNsez3zzDNJkrFjx7Z7LqB48+e3HNNSN8xkc1emllgWGOhsCpwAOkhDQyGrV6taBwAAALY3YcKE1NTUNBtTXV3dRdkA0N99/etfzw033JBHH300a9asyTve8Y6txh9++OGsX78+I0eOzAknnNCu92poaMitt96aAw44IJ/61KfaNRfQPYpZcs6ywEBnK+nuBAB6u7Ky8gwfvnuLjwED/CcXAAAA+quampqsWLGi2Yc73gHoKqNHj8748eOzfv36zJ07d7vx2bNnJ0lmzpyZIUOGNL4+adKklJWV5bvf/W7ja2+++WY+/elP5zOf+UwWLFiw3Vzf+9738uyzz+bWW29NaWlpJ3waAKA/0MEJoJ2KXW6uqqpShycAAIBe6q9//WvuuuuujBs3LiUlbmCh7UpKSlJRUdHkeH395pupAKCzXXfddXnxxRdz8cUX5+CDD84xxxyTQqGQmTNn5qGHHsrUqVNz+umnN8bX1NQ0FkNVVVXloosuSpKsWLEiP//5z5MkDz30UL785S9n+vTpKSsry4033pjbbrstCxcuzGGHHdb1HxIA6DMUOAH0UsWsmwwAANCXFQqF3HTTTbn55puzYcOGrF+/PnvttVfOO++8HHPMMW2a8+KLL86MGTN2OHbaaaflS1/6UntShlRUVOywu8UW/t4HoKuMGDEiCxcuzJw5c3L++eenUChk48aNGTlyZO6777589rOf3Sq+vLw848ePz09/+tNMnTq18fX9998/8+fPz7XXXpunnnoqd9xxR37xi1/kkEMOyYknnpilS5dm2LBhXf3xAIA+RoETAAAAAL3Opk2bctJJJ+WXv/xl7rvvvhx77LGpr6/PpZdemrFjx+bKK6/MOeec06o5161bl+uvv36HYyUlJZkyZUpHpA4A0GOUlpZmypQpRR/nzJu34xUNxo0bl3HjxnVkagAAW1HgBAAAAECvM23atNx///2ZOXNmjj322CTJoEGDMmPGjDz22GM599xzc9BBB+XTn/500XPedNNN+eAHP5g5c+ZsN1ZWVpZRo0Z1WP4AAAAAFE+BE2xj5cqkvl47cAAAKEZtbXWqqiqbjZk3b/NSBk3d6QvQWk8++WSuvfbaDB48OGeeeeZ249OmTcuvfvWrTJs2Lccee2wGDhzY4pybNm3K7Nmzc/311+fAAw/sjLQBAAAAaCMFTgAAALRZQ0Mhq1evaDZmkL88gQ42e/bsJMkRRxyRXXbZZbvxsWPHZsiQIXn66afz4IMP5vjjj29xzjvvvDPV1dVJklWrVmXXXXft0JwBAID2mTBhQmpqapqN2XJMT/eprq5OZWXzN8MlboYDWs9pZgAAoMPohtl/lJWVFxVXW1udpNC5yQD9zoMPPpgkGTNmzA7HS0tL84EPfCBLlizJXXfdVVSB05VXXpk1a9aksrIyJSUl+Zu/+Zuccsop+cd//MeMGDGiQ/MHAABar6amJitWNH+TFd2vUCj4/wnoFAqcAAAAaLXJk4u7w27z8nVOagEd56WXXsprr72WJNlnn32ajNtnn32yZMmSLFq0qMU5Fy1alN/+9reNzwuFQhYvXpzFixfnqquuym233ZYjjzyy/ckDAADtVlJSkoqKiibH6+uLvzGLjlNeXtw/8+rq6hQKboYDWk+BEwAdqpiOHaee2vl5AAB9k2MN4Pnnn2/c3mOPPZqMGzlyZJLk2WefzaZNmzJw4MAmYw899NDU1dXljTfeyOLFi3P//ffn9ttvz4YNG/LKK6/kM5/5TH71q1/l0EMPbTG/1atXZ9OmTY3PS0tLU1paWsxHAwB6uLq6utTV1SVJ1q5d283ZQP9VUVGRBQsWNDmus3j3KHa5ucrKSh2egDZR4ARAlyv2jwsXJwEAgG2tWrWqcXvnnXduMm7YsGFJkk2bNmX16tXZddddm513yJAhGTVqVEaNGpUTTzwxM2bMyKRJk/Kzn/0s69aty8knn5znn38+Q4YMaXaePffcc6vnl1xySS699NIWPhUA0BvMmjUrl112WXenAQDQLylwAuiFrr9+Qmpra4qKLSsrL3oJGQAAgJ5u3bp1jdvNFRu9vWvS2rVrWyxw2tYee+yR+++/P9/4xjcyZ86cvPrqq7n99tszceLEZvdbtmxZY3HVtnkAAL3b9OnTc8455yTZfHyxbWEzAACdR4ETQC9UW1uT1au17wQA+o6ObB+vWyT0bUOHDm3c3rhxY5Nxbx9rrtNTS66++uosXLgwzz33XB5//PEWC5yGDx++VYETANB3vH3p2eaWvwWgZdXV1amsrGwxrry8vOjl74C+TYETQBerra1OVVXzB2zFdl0aMKAkZWUVTb5PQ0OhTTkCAAD0VBUV//s30Pr165uM2zI2aNCgDB8+vM3vV1pamtNOOy2XXHJJXn755TbPAwAAwP8qFApZscLN/EDxFDgBdLGGhkKHdV8qK6vI+ecv2OFYVVWlLk8AQI+wcmVSX9+xXZqA/mu//fZr3H799debjFu+fHmSZN99982gQe07BXbIIYcksdwcAABAe5WXlxcVV11dnULBjfzA/1LgBNBFyspaPmDTdQkAAKB5o0aNynve8568/PLLefHFF5uMe+GFF5Ikhx9+eLvfc8uyeKNGjWr3XAAAAP1ZscvNVVZW6vAEbEWBE0AXKWbJOV2XAAAAWnbcccflhhtuyJIlS3Y4Xl9fn9///veNse31zDPPJEnGjh3b7rkAAIC20yUaoP9S4ARAUfyxAAAA9BRf//rXc8MNN+TRRx/NmjVr8o53vGOr8Ycffjjr16/PyJEjc8IJJ7TrvRoaGnLrrbfmgAMOyKc+9al2zQV0r+rq6lRWVrYYV15eXnRnAQAAALqGAif6hQkTJqSmpqbFuOrq6i7IBlpWW1udqqqmT7jV1vquAgAA/dfo0aMzfvz4/OhHP8rcuXMzbdq0rcZnz56dJJk5c2aGDBnS+PqkSZMyf/78XHDBBbnooouSJG+++WbGjRuXAQMG5Jvf/OZ2xQ/f+9738uyzz2bhwoUpLS3t5E8GdKZCoWCZEwAAgF5KgRP9Qk1NjZMX9CoNDYUOW6qupWKpJJk3z92J0NetX78+99xzT0499dTuTgUAoENcd911efHFF3PxxRfn4IMPzjHHHJNCoZCZM2fmoYceytSpU3P66ac3xtfU1GTu3LlJkqqqqsYCpxUrVuTnP/95kuShhx7Kl7/85UyfPj1lZWW58cYbc9ttt2XhwoU57LDDuv5DAh2ivLy8qLjq6uoUCoVOzgYAoGfpyBU8nH4GOlObC5wKhUJuuumm3HzzzdmwYUPWr1+fvfbaK+edd16OOeaYVs+3aNGiXH755fmP//iPrFy5MhUVFfnkJz+ZCy+8MAcddFBb04StlJSUpKKiotmY+vqkrKy4kx7Q0Vr73SsmvphiqUHKXaFdetJx0YQJE/KjH/1oh2Pf+c53Wp0LQEcppui6rKw8kycruAaKM2LEiCxcuDBz5szJ+eefn0KhkI0bN2bkyJG577778tnPfnar+PLy8owfPz4//elPM3Xq1MbX999//8yfPz/XXnttnnrqqdxxxx35xS9+kUMOOSQnnnhili5dmmHDhnX1xwNaoaWLcpWV84q62FZZWekmSQDoBlZioTnFLDPsJn7oH9p0SXvTpk056aST8stf/jL33Xdfjj322NTX1+fSSy/N2LFjc+WVV+acc84per4f/vCH+drXvpb6+vrG11577bXcdttt+clPfpKf/OQn+fSnP92WVGErFRUVWbBgQbMxHVmlDK3VkRf0ii2W2rzcnbsToa160nHRX/7yl9xxxx07HNtpp53yjW98o3UfDqADdWSHSoAtSktLM2XKlEyZMqWo+KZOeI8bNy7jxo3ryNQAAIAiWYmF5lhmGNiiTQVO06ZNy/3335+ZM2fm2GOP3TzRoEGZMWNGHnvssZx77rk56KCDiipKWrp0aSZNmpSvfe1r+epXv5p3v/vd+ctf/pK5c+fm5ptvzvr163Pqqafmueeey2677daWdAH6pWKLpTZ3UnBgCG3Vk46LZs+enc9//vM77NS02267Zffdd2//BwZopWKKrmtrq9PQoOAagN5JxwEAgI5hJRberphlhi0xDP1LqwucnnzyyVx77bUZPHhwzjzzzO3Gp02bll/96leZNm1ajj322AwcOLDZ+S677LJceOGFW12I23PPPXPYYYdl1KhR+ed//ue8+eab+fGPf5zJkye3Nl0AgE7Tk46L3nzzzdx88835zW9+kwMPPLBjPiBAByim6LqqqlJ3JwB6LR0HAAA6hpVYeLtilpyzxDD0L60ucJo9e3aS5Igjjsguu+yy3fjYsWMzZMiQPP3003nwwQdz/PHHNznXunXrsnTp0tx22207HL/gggty5ZVXZt26dXnqqadamyoARVq5cvNdD/4wgNbpScdFN9xwQ3bddde8/vrrec973pN3vOMdbftQAABAmxTTcWDZsqS2ttzf3wAAANBKrS5wevDBB5MkY8aM2eF4aWlpPvCBD2TJkiW56667mr2Q9/rrr+fSSy/NoEE7TmPo0KE56KCD8t///d/ZeeedW5sqAECn6inHRXV1dbnmmmvy+uuv5+ijj87gwYPzt3/7t/nSl76U0047LTvttFMbPyEAAFAsHQcAAACg87SqwOmll17Ka6+9liTZZ599mozbZ599smTJkixatKjZ+fbZZ59m50nSuGbm+9///takCgDQqXrScdG9996b119/vfH5xo0b88gjj+SRRx7JNddckx//+Mf54Ac/2OzcAD1BbW11qqoqW4wrKysvauk7AAAAAAD6hlYVOD3//PON23vssUeTcSNHjkySPPvss9m0aVMGDhzYxvQ2XzzcaaedctJJJ7V5DgCAjtaTjou++MUv5nOf+1yWL1+exx9/PHfffXd+8pOfZNOmTXnqqafyyU9+Mo8//niLBVRJsnr16mzatKnxeWlpaUpLS9ucM0BrNDQUsnr1iu5OA/qsurq61NXVJUnWrl3bzdkAAAAAQPFKWhO8atWqxu3mlowbNmxYkmTTpk1ZvXp1G1NL/ud//ic1NTX56le/ml133bXF+NWrV2/12HLSDgDo/erq6rb6ne9uPe24aKeddsp73/venHLKKbnzzjuzdOnSfOxjH0uSvPHGGxk3blxR77PnnntmxIgRjY9Zs2a1OWeAYpWVlWf48N1bfAwY0Ko/YYFtzJo1q/E3fs899+zudAAAAACgaK3q4LRu3brG7SFDhjQZ9/a7/NeuXVtUcdKO/OAHP8jIkSPz3e9+t6j4bU/OXXLJJbn00kvb9N4AQM8ya9asXHbZZd2dRqOefly0//7755FHHsnJJ5+cn/3sZ1m8eHF+/etf56ijjmp2v2XLljUWZW2bP0BnKXa5uaqqSh2eoB2mT5+ec845J8nm4xJFTgAAAAD0Fq0qcBo6dGjj9saNG5uMe/tYcx0NmvPnP/85t9xyS+65557ssssuRe3jghwA9F097YJcTz8uSpLBgwfnBz/4Qfbbb7+8+eabefzxx1sscBo+fPhWx1MAQN/x9qVn27NsLgAAAPQk1dXVqaysbDGuvLw88+YVd6Md0PO0qsCpoqKicXv9+vVNxm0ZGzRoUIYPH97qpDZu3JjTTjstl19+eY455pii93NBDgD6rp52Qa6nHxdtUV5enpNOOim33HJLXn755VbvDwAAAAAAPVmhUMiKFbp+Q1/XqgKn/fbbr3H79ddfbzJu+fLlSZJ99903gwa16i2SJGeffXb+/u//PpMnT271vgAAXaE3HRcdcsghSXS3BAAAAAC61oQJE1JTU9NsTHV1dRdlQ19TXl5eVFx1dXUKhUInZwN0tlZdZRs1alTe85735OWXX86LL77YZNwLL7yQJDn88MNbndA///M/p6GhIbNmzWr1vgAAXaU3HRdtWU5v1KhR7ZoHoKeora1OVVXzbcfLysozebKW4wAAANCdampqdNah0xS73FxlZaXvIfQBrW4jcNxxx+WGG27IkiVLdjheX1+f3//+942xrXHttdfmySefzI9//OPWpgUA0OV6y3HRM888kyQZO3Zsu+cC6AkaGgpZvdpJKQAAAOgtSkpKUlFR0WxMsd146Lnmzy8u7tRTOzePplRXV6eysvmb5srLy4sunAK6VqsLnL7+9a/nhhtuyKOPPpo1a9bkHe94x1bjDz/8cNavX5+RI0fmhBNOKHreH/7wh/nZz36W+++/PyUlJTuM+da3vpWrrrqqtSkDAHSK3nBctGHDhvz4xz/OUUcd1bhUHUBvVVbW8onO2trqNDRoOQ4AbK2Yi23LliVtWFkcAChCRUVFFixY0OT4lt/qYgtkoC0KhYJOTtCLtfrPtdGjR2f8+PH50Y9+lLlz52batGlbjc+ePTtJMnPmzAwZMqTx9UmTJmX+/Pm54IILctFFF221zz333JPvfve7ueOOO/Lyyy9v955vvfVWbrjhhrzrXe9qbboAAJ2mJxwXvfDCC5k4cWJ22223nH/++dsthfdP//RPKRQKufnmmzvkM9N/TZgwITU1Nc3GVFdXd1E29FfFLDlXVVWpuxMAAAAAjYrpDlZdXZ1CwU1z0JO16X6U6667Li+++GIuvvjiHHzwwTnmmGNSKBQyc+bMPPTQQ5k6dWpOP/30xviamprMnTs3SVJVVbXVhbyHH34448aNS11dXUaPHt3kew4YMCB//vOf25IuAL1UMXdqdFcbU9iiu4+L/vSnP+XRRx9Nktx333355je/mbPPPjsNDQ25/PLL89hjj+Xf//3fs88++3TGx6cfqampcXcTANDvKPIGAIDer5gl5yorK53/hB6uTQVOI0aMyMKFCzNnzpycf/75KRQK2bhxY0aOHJn77rsvn/3sZ7eKLy8vz/jx4/PTn/40U6dObXz96aefzgknnJC6uroW3/MTn/iEC3MAnai2tjpVVc2vO1xWVl5U5wToT7r7uGjs2LG57rrrcvPNN+fPf/5zrr/++tx5550ZM2ZMvvCFL+T666/P4MGDO/ZD06+VlJSkoqKiyfH6+uKWEQMA6A0UefdP1dXVqaxs/hxJeXl5URfKAIBk5crN54wsPwdAe7R5RfHS0tJMmTIlU6ZMKSp+R3/sHXjggamtrW1rCgB0oIaGguVcoI26+7jorLPOyllnndWmfaG1KioqsmDBgibHnagCAPqiloq8k+KWvaB3KBQKCtsAAAB6mDYXOAHQNxTTZaO2tjoNDdYdBgB6j2K6U86bp/sCAMVpqcibvqGsrDxlZc3HVFdXp1BwjgQAilnKN7GcLwAdR4ETQD9XzJJzVVWVujsBAL1KMd0pB/mLGAB4m8mT5+XUU5uPqays1N0JAGIpX9qn2C7wLR2bAf2L07kAAAD0GcV0p0w2d3hKdF8AAACA9ihmKd/6+uL/XofuVl1dncrK5ruCJ7qCQ3dQ4AQAAECfUUx3yiT/d/k6d5oCAABAexSzlG+x3XqgJygUCrqTQQ+lwAkAAAAAAAAA6LfKy4vrMlZdXZ1CQVdw6A4KnAAAAAAA2kFXAgAA6N2KXW6usrIyK1asKGopO8vYQcdS4AQAAAAAAAAAUCRL2UHXU+AEAAAAAABpuRvXsmXJIGfVAQC6RDGdUk89tfPzeLtilrKzjB10Dn+KAQAAAAAAAAC0oJgl57YsYwd0LAVO9BsrVyb19cVV+gI7Vltbnaqq5tcTTpKysvJMnmxNYQAAAAAA6G0mTJiQmpqaZmOqq6u7KBsA2EyBEwBFa2goZPVqFecAAAD0bsVctEtcuAMA+qeamhrdZwDocRQ4AdCisrKW1xNONnd4amiwpjAA0DsU0+X11FO7Lh8Auo6LdgAALSspKUlFRUWzMeXlxV0/gP6ouro6lZUtr4xSXl5e1NJ30N8pcAKgRcUuN1dVVanDEwAAAL1GMRftEhfuAID+qaKiIgsWLOjuNKDXKhQKbqyADqTAiV5NO3HomWprq1NV1XxFellZedGFUwAAANAZXLQDAPoT19WgaxR7g0R1dXUKBSujQLEUONGraScOPVNDQ0EnJ4A+qJjlvAAAAADomVxXg65R7HJzlZWV/p2EVlDgRJ9QTDvx+vrNHWOAzlPMv2O1tdVpaFCNDgAAAPRe1dXVqaxsvnt1svnu/WIvcAFAV7FML/QsxRxbOq4EBU70EcW0E9dpADpfMUvOVVVV6u4EAAAA9GqFQsHd9gD0WpbphZ7FsSUUR4ETAN2itrY6VVUt3+lYVlZeVOEUAAAAdAY3zfF2ZWXlKStrOa66ujqFgg7WAHSdCRMmpKamptmY6urqDn1Px0nQPsV0SXNcCf9LgRMA3aKhoaCTEwDQ7Voqup43TwtwAOB/TZ48L6ee2nJcZWWlu/AB6FI1NTV+e+iXOrLQrpjjvI5UzPkmx5XwvxQ4AdClysqKW7O7trY6DQ0q0gGAztVS0fUgfzUDAADQi5SUlKSioqLZmGK6xgBAT+NULQBdqtjl5qqqKnV4AgA6TTFF17W11UkUXAP0Nt2xPAsAQE9RUVGRBQsWdHcaANDhFDgBAADQ7xRTdL156ToF1wC9jeVZAACAvqa6ujqVlZUtxpWXlxe19B30RgqcAAAAAIA+x/IsAABAX1EoFNzIQb+nwAkAAAAA6HMsz0JnmT+/5Zhly5JBzr4D0AGKWX43sQQvdIRijvOS5NRTOzePtyv2pozq6uoUCoVOzga6lz+xAAAAAAAAAHogy+9C/1bscnOVlZVZsWJFUUvZWcaO3kqBEwAAAADQ4+leAAD0Z8Usv5tYghf6O0vZ0ZcpcAKgV+uJ7UIBehMXCgGA3qKjuxcU+/cktIc76AH6p2LPtxRjyzkZy+9Cz1HM3xJdfV2qmOJGy9jR2ylwAqBHq62tTlVV8ycCy8rKM3myE4EAbaHNOQDQ2+heQG/iDnqA/qm7zrd0ZAG3m4aha3RUsVQxBfOtWcYuUYhPz6PACYAeraGhkNWrnQgE6GzFXCisr99cVAoA0J10L6A3KCsrT1lZ8zHuoAfo+4otzC6G4m3oXXpyx1hF+PRWCpwA6JGKuYBeW1udhgYnAgE6QjEXCnvyH+XQmdzVBgC01uTJ81q8037LHfQA9F29uTDbeSDoe4otlFSIT0+lwIleb+XKzd0EHGhB31LMknNVVZW6OwEAnc5dbQCdb8KECampqWk2prq6uouygY7R0vnKZcuSQc7QA/Q6jluA3qrYG/MU4tNT+fOJHssBIgAA0J2KWVomcVcbQEeoqalxAh0A6BUctwD9RTFdzXU0pyspcKLHcoAIANA1dMSEHSumo2SyuavkoEH+dgHoCCUlJamoqGg2pthlFQAAWqOYG++T/7353nEL0Nfpak5Po8CJHq+lA8T6+s13VgMAAP//9u49PqryzuP4d0hIDDEh4ZYIrtsgikBBQdi1FooYihi5aItUESggF6HipaK7FLbq4rIbtlXxtgtBhQ0rcikoVsBwcZdW5NKCgBdgNQRWEwkhkYTcyCRn/8hmmuvMmUvmnMl83q8XLyZzTp7zjA7PfOec33keAABCW5cuXbRt2za/26FwG6HEzJ3xEnfHA4A/zBQveXsRP5i55f77/T4MAJhmpjiTGc1hBQqcYHueAiInrAAAAAAAAOzJ25kQgHDEnfEA0Pq8XTWkW7duHvcJ5uxMXAsDwpvZMSBQxZBmiurT0tKUn59PsT6CigInAAAAAAACwMwJHU7mAAg33l5M9ISLe2hL4uI6Ky7O837cHQ8AgWN2WTm+twEIRVbMCGe2WD8/P5/zZvAbBU4AAAAAAAQAsy8AQMvMXEyUgjsTAmC1efPMXbxJT09TZCQZAwACIVDLygFAuDP73a3+uTLOm8FfFDgBAEJeSUmB0tPdV31nZlL5DQAAWoeZ2RfqZl5g2m4AbYmZ5efqlp7jYiIAAAgFwV4GCgBCldnzVma/NzJjKcygwAkAEPIMo0bFxe6rviP5xAMAAK1k3rxMjye309LSlJ+fzyxPANqUQC8/BwAAAABoXcEu5DRTCFV33gzwhMu9CDozVZrSX+7wA4CWxMWZm/6ypKRAEpXfAADAOman7eaONQB24O25GzPLz7H0HAAAaEvMFggAAMxj5nN4QoETgo67+wAEyrx55sJLenqaCgvzVVRUoJtuch+M4uI6e2yX6YcBhApvlo0B0LrMnnThjjUAduDtuZtALT/HhUIAAAAACF9mZz7Pz8/3WAhFEVTbRIETLGPm7j6JO/wABI6ZpewAoC2hsBwIXWbuWONEDYDWZubcTW6uVFLS2W1xEjeJAAAAOygslJxOiqoBwG7M1gPUP9ft6by3mSKoumNzfi10UOAEywTq7j4A8MTMUnYlJQUyDJaDAdA2ebo46XSaX/YTgO/MnETPzZUiI83fsQYA3vJmhkcz527MjG1cRAQCgwJoAAAA2InZ73qebnrJzMw01dZrr01RXJz777PeFEEh9FDgBABo88wsZZeenqbi4nyVlBQoPd39ycLMTE4YAggtni5OctERsI+4uM6Ki3O/T0FBgWpqakxd5JTILUC4MFO4JHGCFwhlFEADAAAgnM2bl+mxWMrsd+O682sILRQ4wda42AYg2MwsYxfJpycAAGglZk7UpKWlKT8/n4ucABrwZWnabt26ud1udpkAAK3LmwJoAAAAIJyZvcmv7vwas6SGFp8v0dbU1GjVqlV6/fXXVVFRofLycn3ve9/TU089pZEjR3rdXmVlpZYvX65169bJMAyVlpaqf//++tWvfqXBgwf72k0EmTfTnAOAnZhdmqmkpECS5xkTcnNr2/Q0e5SnC5gIDXbJRRcvXtSyZcu0detWRUREqLS0VLfeeqsWL16s6667zp+XCACwEbMFB1zoRDiwSw5rbd6cb/G0NG0dTtACocObAmgA8Fa45CkAgHUCOamJmba8ufZm5gbC/Px8ZlG3CZ8KnKqrq3XPPfdo586d2rp1q3784x/L6XTqmWee0ahRo/Sb3/xGv/zlL023d+nSJaWmpio7O1tZWVkaOHCgysvLNW/ePP3whz/Uf/zHf+hnP/uZL11FgDDNOYC2zswydlLtUnaFhfmqLXJizIN9clFeXp6GDRsmh8OhrKwspaSkqKioSJMmTdLgwYO1detWDR8+PJAvHQBQTzBP1KSleb7IWbuf+TvRzOJEDezELjksGLyZncnT0rRmMas2YC+e/k3m5jLjNADvhVOeAgB4J5S/E5rpe0lJZ3mY1LjB93Az38nNFEJ5Ordmti7DTFttkU9feR5//HG99957Wrp0qX784x/XNhQZqeeee0779u3TggUL1LdvX40ePdpjW4ZhaPLkyTp48KDeeustDRw4UJIUExOjjIwM7du3T9OmTdMNN9ygG2+80ZfuIgCY5hwAapmZ6amkpECGUaOSkgKlp7sPMpmZ4RlA2hI75KKKigqNHz9eX331lfbt26eUlBRJUmJiotatW6eePXtqwoQJOnr0qLp3794K/xUQbN6sIw4ALGWHtsoOOSzYzMzOxPkWAABgVjjmKQAAJHOzpPoyCYy/s0FxDs89h2EYhje/8Omnn6p///5q37698vPzlZCQ0GD7e++9p3HjxumGG27Qp59+qoiICLft/f73v9fYsWOVlJSk3NxctWvXrsH2l19+WY888ohGjhypnTt3Nvn90tJSXXnllZJqK8NjY2O9eTke5eXlacWKFZozZ46uuuqqgLYdSuru/A32NOd2rAwtKsrT7t0rlJo6R4mJ4fuewF/wnkBjzz2XqtzcLxQf31UREe3d7tupU+3fZopCKYL6i9b+/DfLLrnolVde0fz58zVkyBAdPHiwSbtPPPGEnn/+ec2cOVMZGRlNtpOnQo83y08UFkrx8d30d3/n/0wOgcJnJxrjPeE9MzM4eXPHlyd1y92Z/U5ohrt8w2dH67NLnvKVXXJYndb+75mamqovvvhCffr00e7du/1uz47nW+AdPjvR2HPPpaqo6AslJSWZ+uzkPEPbR55qfeSphkIhTx0+/IW6d++jxYv9z1MIfeQpNMZ7Ivx4Or9mNk+ZOQfnS+FSS9cOvT1PZ+fs7+3nv9czOL3wwguSpKFDhzYJO5I0atQoRUVF6cSJE9q+fbvGjBljqr20tLQmYUeSxowZo0ceeUS7du3Sp59+qu9///vedtkveXl5evbZZzVu3Lg2+yXAzD+4urv/AzXNeSj77rs8bd78rG6+eRwfbpDEewJNRUVdoe++y1O3bj0VExPf4n7FxfkqLKx9XLvsXfM6dWJ9X7uySy568cUXXdubM2bMGD3//PNas2aNli1bpsTERLMvMSDCIU9ZxcwXGKfT3OxzwcRnJxrjPeE9M8UJZpeyM6OusDKQs0G5yzfFxcX66KOPtGvXLsXHt5yn6pCBwo9dcliwVFZWKi8vTz179nS7H4VL4YPPTjTmdNaOEwkJCdz1DUl8F4dn4Zin6s7ZAhJ5Ck3xnkBjZvNUZmamx+/jr702RXFx5m9EdHeuy9vzdGavMfrbr2DwusBp+/btkqRBgwY1uz06Olr9+vXTkSNHtGnTJreBp6ysTHv37nXbXkpKijp16qTCwkJt2rQp6IHHrgJ5J26gv/CaOZkWqJPsAGBH9967RJ98sk0///lLSklp/vNNqg0zJSXux/Li4sCv7xtIVgcZq9khF508eVJfffWV29+re76qqkrvvvuupk2bZur1wf7MFJ9zoRNAIARyySsz03aXlZVJkgoLC1VRUWGqTTJQeLFDDrPC+fN8tgNoXocOHSVJnTp1clscXHe3d0FBgcfPTj7vgLYtXPMUAAB1PH2/Pn269u8dO6STJ/071rx55nO1p1oKs+fp8vPNT7QQKrwqcDpz5ozy8vIkye0dYz179tSRI0eaXSKlvkOHDsnpdHpsLyUlRYWFhR7bszs7FyXVMbNEUiBwMg4AzIUZM0VQUm0hVF0ACcRnRF3gcSfcZ5aySy7av39/g2M1p2PHjurcubMuXLiggwcPUuBkc2Zn1ywsrJ2diVwFIBjMfo6bGZPM3LFWXFwsyfNFWjPFUq0h2AVVUtvMU76ySw4DADupu9kqLc39zVbp6WmKjAzsrIwAQg95CgCA0GVmxiip9hxcfLzna4weSkQk/eVGCat5VeCUnZ3teuxuCq7k5GRJ0qlTp1RdXd3iurzetvfFF1802WYYhutxaWlpi234auHChZKkX/ziF4qLi/OrrfPnzweiS0107drV7zby8mqXLrn33lUt7jNxYu3fnv47m7i5NqRdvlzu+ruiIvDvOYQe3hNoLJDviRkz/t3UfhkZM00VQpmdkbyy0v32kpLz+v/VS1VQkOd238REyel0BvRzun5b9bNAMNklF3nzexcuXLAkT5WXl7v+bo32Q8XMmTNNFbubzYw1NVJ1tTMkP3v47ERjvCdaz5tvWt2DpmbM+HfX98uWfPLJJxo6dKjS09N10003tbif2bE1UOqP0XUXhIKlLeYpX9klh9XX2nmqurpaklRTU804CUl8dqIps++JDh06qqTE6batS5cuKCGhRufOndOoUaMC0r/OnTtr1aqWzz1785nuqS3U4rt46yNP+d4eeQp2QJ5CY7wn0JhV74lAnc8ze43R03k6Sbrnnnt0/vx5y89PeVXgVFRU5HrcoUOHFveLjY2VVBsWiouLlZiYGJD2CpuZTqJu2npJSkpKarENf9WfHaEt+/jjt1vcNmNGEDsSAp59dqjVXYDN8J5AY3Z8T3z6afCPeeZM7d9XXnllq7RfVlbWam27Y5dcFEp5auhQ+/2baAtmzAj++z9Q7DhOwlq8J8KH2e+XfHY01NbylK/sksPqC1ae+vLL/SH92Y/A47MTjdn5PfH22y2fe7ayrbaOPBUc5CnyFEKXnT87YQ3eE2isrb8nvK0DsfL8VDtvG6wTFRXV4n7R0dGux+6qt7xtj7sMAACAXdglF5GnAABAuLFLDgMAAAhV5CkAABCKvJrBKSYmxvW4qqqqxf3qb3NXqe1te8211aVLF507d06VlZWKiIiQw+FwbYuOjm4QvgAAQOiqrKxU5f+vnWcYhsrLyxUVFaUuXbpY0h+75KLGv9fSSSTyFAAAsFue8pVdclh95CkAAMIDeSow7ZGnAAAIX/7kKa8KnOo3WLd+c3PqtkVGRio+Pj5g7XXu3LnJtnbt2qlbt24tdxoAALQJdVNY24VdclHj32upwIk8BQAA7JanfGWXHFYfeQoAgPBAngpMe+QpAADClz95yqsl6nr16uV6/O2337a437lz5yRJ1157rSIjW66h8ra93r17m+4rAABAa7JLLiJPAQCAcGOXHAYAABCqyFMAACAUeVXg1KNHD11zzTWSpJycnBb3O336tCTplltucdveoEGDXFNKumuvbpun9gAAAILFLrno1ltvbbKtsbKyMuXn55vqBwAAgN3ZJYcBAACEKvIUAAAIRV4VOEnSXXfdJUk6cuRIs9udTqeOHTvWYN+WxMTE6Pbbb3fb3jfffOOq9vbUnpW+/vprXbhwwepuALAIYwAQnuyQi1JSUtSnTx+3v3fkyBHV1NQoIiJCo0ePdtsPKzGWAuGNMQCAN+yQw+yIsRQIb4wBALxBnmoeYykQ3hgDAHvzusBp1qxZkqS9e/fq0qVLTbbv2bNH5eXlSk5O1vjx4z22N3v2bEnStm3bZBhGk+3vv/++pNrq7yFDhnjb3VZ37tw5PfbYY+rVq5eOHz9udXfQimpqarRy5Ur97d/+rW688UZdf/31GjVqlHbt2mV112AhxgDUd/LkSU2bNk1/9Vd/paioKHXt2lV33323Pv74Y6u7hlZil1xU93t121v6vXHjxik5OdljP4KNsTR8kKfQHMYA1Eeegll2yWF2wVgaPshTaA5jAOojT8Es8lRDjKXhgzyF5jAGoD7ylI0ZPpg8ebIhyXj++eebbBs9erQhyXjjjTcaPD9r1izjyiuvNJ577rk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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": "2026-06-02T20:45:28.854188Z", "iopub.status.busy": "2026-06-02T20:45:28.853889Z", "iopub.status.idle": "2026-06-02T20:45:29.043045Z", "shell.execute_reply": "2026-06-02T20:45:29.042343Z" } }, "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": "5a5e517a-8cd3-412e-8d3e-8a9dcc4197fb", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:29.046389Z", "iopub.status.busy": "2026-06-02T20:45:29.046107Z", "iopub.status.idle": "2026-06-02T20:45:29.076508Z", "shell.execute_reply": "2026-06-02T20:45:29.075844Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[0. , 0.01, 0.02, 0.03, 0.04, 0.05, 0.06, 0.07, 0.08, 0.09, 0.1 ,\n", " 0.11, 0.12, 0.13, 0.14, 0.15, 0.16, 0.17, 0.18, 0.19, 0.2 , 0.21,\n", " 0.22, 0.23, 0.24, 0.25, 0.26, 0.27, 0.28, 0.29, 0.3 , 0.31, 0.32,\n", " 0.33, 0.34, 0.35, 0.36, 0.37, 0.38, 0.39, 0.4 , 0.41, 0.42, 0.43,\n", " 0.44, 0.45, 0.46, 0.47, 0.48, 0.49, 0.5 , 0.51, 0.52, 0.53, 0.54,\n", " 0.55, 0.56, 0.57, 0.58, 0.59, 0.6 , 0.61, 0.62, 0.63, 0.64, 0.65,\n", " 0.66, 0.67, 0.68, 0.69, 0.7 , 0.71, 0.72, 0.73, 0.74, 0.75, 0.76,\n", " 0.77, 0.78, 0.79, 0.8 , 0.81, 0.82, 0.83, 0.84, 0.85, 0.86, 0.87,\n", " 0.88, 0.89, 0.9 , 0.91, 0.92, 0.93, 0.94, 0.95, 0.96, 0.97, 0.98,\n", " 0.99, 1. , 1.01, 1.02, 1.03, 1.04, 1.05, 1.06, 1.07, 1.08, 1.09,\n", " 1.1 , 1.11, 1.12, 1.13, 1.14, 1.15, 1.16, 1.17, 1.18, 1.19, 1.2 ,\n", " 1.21, 1.22, 1.23, 1.24, 1.25, 1.26, 1.27, 1.28, 1.29, 1.3 , 1.31,\n", " 1.32, 1.33, 1.34, 1.35, 1.36, 1.37, 1.38, 1.39, 1.4 , 1.41, 1.42,\n", " 1.43, 1.44, 1.45, 1.46, 1.47, 1.48, 1.49, 1.5 , 1.51, 1.52, 1.53,\n", " 1.54, 1.55, 1.56, 1.57, 1.58, 1.59, 1.6 , 1.61, 1.62, 1.63, 1.64,\n", " 1.65, 1.66, 1.67, 1.68, 1.69, 1.7 , 1.71, 1.72, 1.73, 1.74, 1.75,\n", " 1.76, 1.77, 1.78, 1.79, 1.8 , 1.81, 1.82, 1.83, 1.84, 1.85, 1.86,\n", " 1.87, 1.88, 1.89, 1.9 , 1.91, 1.92, 1.93, 1.94, 1.95, 1.96, 1.97,\n", " 1.98, 1.99, 2. , 2.01, 2.02, 2.03, 2.04, 2.05, 2.06, 2.07, 2.08,\n", " 2.09, 2.1 , 2.11, 2.12, 2.13, 2.14, 2.15, 2.16, 2.17, 2.18, 2.19,\n", " 2.2 , 2.21, 2.22, 2.23, 2.24, 2.25, 2.26, 2.27, 2.28, 2.29, 2.3 ,\n", " 2.31, 2.32, 2.33, 2.34, 2.35, 2.36, 2.37, 2.38, 2.39, 2.4 , 2.41,\n", " 2.42, 2.43, 2.44, 2.45, 2.46, 2.47, 2.48, 2.49, 2.5 , 2.51, 2.52,\n", " 2.53, 2.54, 2.55, 2.56, 2.57, 2.58, 2.59, 2.6 , 2.61, 2.62, 2.63,\n", " 2.64, 2.65, 2.66, 2.67, 2.68, 2.69, 2.7 , 2.71, 2.72, 2.73, 2.74,\n", " 2.75, 2.76, 2.77, 2.78, 2.79, 2.8 , 2.81, 2.82, 2.83, 2.84, 2.85,\n", " 2.86, 2.87, 2.88, 2.89, 2.9 , 2.91, 2.92, 2.93, 2.94, 2.95, 2.96,\n", " 2.97, 2.98, 2.99, 3. , 3.01, 3.02, 3.03, 3.04, 3.05, 3.06, 3.07,\n", " 3.08, 3.09, 3.1 , 3.11, 3.12, 3.13, 3.14, 3.15, 3.16, 3.17, 3.18,\n", " 3.19, 3.2 , 3.21, 3.22, 3.23, 3.24, 3.25, 3.26, 3.27, 3.28, 3.29,\n", " 3.3 , 3.31, 3.32, 3.33, 3.34, 3.35, 3.36, 3.37, 3.38, 3.39, 3.4 ,\n", " 3.41, 3.42, 3.43, 3.44, 3.45, 3.46, 3.47, 3.48, 3.49, 3.5 , 3.51,\n", " 3.52, 3.53, 3.54, 3.55, 3.56, 3.57, 3.58, 3.59, 3.6 , 3.61, 3.62,\n", " 3.63, 3.64, 3.65, 3.66, 3.67, 3.68, 3.69, 3.7 , 3.71, 3.72, 3.73,\n", " 3.74, 3.75, 3.76, 3.77, 3.78, 3.79, 3.8 , 3.81, 3.82, 3.83, 3.84,\n", " 3.85, 3.86, 3.87, 3.88, 3.89, 3.9 , 3.91, 3.92, 3.93, 3.94, 3.95,\n", " 3.96, 3.97, 3.98, 3.99, 4. , 4.01, 4.02, 4.03, 4.04, 4.05, 4.06,\n", " 4.07, 4.08, 4.09, 4.1 , 4.11, 4.12, 4.13, 4.14, 4.15, 4.16, 4.17,\n", " 4.18, 4.19, 4.2 , 4.21, 4.22, 4.23, 4.24, 4.25, 4.26, 4.27, 4.28,\n", " 4.29, 4.3 , 4.31, 4.32, 4.33, 4.34, 4.35, 4.36, 4.37, 4.38, 4.39,\n", " 4.4 , 4.41, 4.42, 4.43, 4.44, 4.45, 4.46, 4.47, 4.48, 4.49, 4.5 ,\n", " 4.51, 4.52, 4.53, 4.54, 4.55, 4.56, 4.57, 4.58, 4.59, 4.6 , 4.61,\n", " 4.62, 4.63, 4.64, 4.65, 4.66, 4.67, 4.68, 4.69, 4.7 , 4.71, 4.72,\n", " 4.73, 4.74, 4.75, 4.76, 4.77, 4.78, 4.79, 4.8 , 4.81, 4.82, 4.83,\n", " 4.84, 4.85, 4.86, 4.87, 4.88, 4.89, 4.9 , 4.91, 4.92, 4.93, 4.94,\n", " 4.95, 4.96, 4.97, 4.98, 4.99, 5. ]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tables_io.read(rail_pz_h5)[\"meta\"][\"xvals\"]" ] }, { "cell_type": "code", "execution_count": 7, "id": "188e3b03-2c38-4c2c-a9f9-de2d75504218", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:29.078885Z", "iopub.status.busy": "2026-06-02T20:45:29.078634Z", "iopub.status.idle": "2026-06-02T20:45:29.253510Z", "shell.execute_reply": "2026-06-02T20:45:29.252852Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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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": 8, "id": "f7976ef5-0e4f-42f3-8b74-6a52839d0d6b", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:29.256087Z", "iopub.status.busy": "2026-06-02T20:45:29.255827Z", "iopub.status.idle": "2026-06-02T20:45:35.376210Z", "shell.execute_reply": "2026-06-02T20:45:35.375565Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$z_\\\\text{est}$')" ] }, "execution_count": 8, "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(out[\"z500\"])\n", "fzb_mode = np.ravel(ancil[\"z_median\"])\n", "z_truth = np.ravel(ancil[\"redshift\"])\n", "msk = (\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[\"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": 9, "id": "15c5760d-e7c3-4690-a6f9-afff73f1e64e", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:35.378694Z", "iopub.status.busy": "2026-06-02T20:45:35.378447Z", "iopub.status.idle": "2026-06-02T20:45:35.391384Z", "shell.execute_reply": "2026-06-02T20:45:35.390153Z" } }, "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": 10, "id": "5a78b2ad-a1bc-4176-a924-5f42eff7a99f", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:35.394105Z", "iopub.status.busy": "2026-06-02T20:45:35.393758Z", "iopub.status.idle": "2026-06-02T20:45:35.955365Z", "shell.execute_reply": "2026-06-02T20:45:35.954540Z" } }, "outputs": [ { "data": { "image/png": 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Tk5hgePr0aamPS0lJEbfNzc3F0j3V0ZkzZwAAmzdvhru7u15j6dmzJz7//HPMnj0bN27cwLvvvovNmzcXe4yFhYX4kMWtW7ewfPlypKSkiPcp/n2/oji8ZiF9YIkkIqoxJk+eLD41cfbsWezfv79Mx4eHh6NDhw64ePEili1bhm+++UbnjYymTZvi6NGj6NChA/Ly8vDDDz+gefPm2Llz5wu/DyIiorrGyMgICxcuxLp168SnDx8/fowNGzYAAOLj4wEA6enpZRo3MTEREyZMwNChQzFo0CCsXr0aAQEBFRv8s9cBCj/NSUREVN35+vqK2/lPxJdGwb66ZhhWF9XtPP3f//5XXM/x999/x+LFi0s85v79+wgKCsKkSZMwfvx4LF++XFzLqSyq2++C6gYmGIioxpDJZGjWrJn4c34JhNL4/PPPMWDAAHz++ef47LPPoFAoSjzGzc0Nf//9NxYtWgRbW1s8evQIAwcOxIIFC8oVPxERUW03a9Ys5OXl6WwfPnw4PvzwQ/HnixcvAnhepqAs5/Zr167Bx8cHf//9N/bs2QMvL69yRl2y/OuGK1euVNprEBERVYZXX31V3P7rr79KfdzJkyfF7UGDBlVkSBWuup2nZTIZNm3aBAsLCwCahyVPnTqls/+xY8fg5eWF5ORk/Pnnn3BxcSn3a1e33wXVDUwwEFGNUnCBZ7lcXqpjtm3bhrlz58LFxQVvvvlmmV5PKpWKdaPzF4yaMmWK+FQAERERPXf79m1s2rSp2D4FF2DML7eQvwjhL7/8onWu/7ft27drjXPv3j0EBweX6sGBF5H/h/6tW7dw/Phxnf0ePHiAOXPmVGosREREZdG3b1/4+PgA0MzqT0pKKvEYQRDEdQ2cnJwwYsSISo3xReWfp9evX19svxkzZojloiqbi4sLli1bBkCzhsJbb71VZImqrKwsvPHGG3j69Ck+++wzSCSSF35dgNcsVLWYYCCiGiM1NVVrmmZRCxYVJf9GR1GLUsXGxgJAoZsZw4cP1/rZ0tISGzZsgJOTE5RKpbhQJRERET3n5uaGadOmadVt/reCDwjkL9D8yiuvAACuX7+O//73v0Uet3z5csTFxQEALl++LM52+Pf5Pf/cDhQ+v+cvtJybm1vka8hksiLbvby8xLUdPvzwQ2RmZhY6Ni0tDW+++SZ69+5d5NhERET6snLlShgZGSEjIwM//PBDif23bduG69evw8DAACtXriyUyM8/l+eXOCzo3r17AAC1Wl2oTdd59kX16dMHALB//3788ssvRfbZvHkzoqKiKnStpqLeY0FDhw4V7y3ExMRgxIgRhdZTOHjwoHh9o+uapqiHL3jNQtUJEwxEVC1kZGSI20UtYKRWq/HJJ58gOzsbgOYpjH8nGPLb8r/nyz/hRkdHIzIyEoBmcclZs2bh0aNHAJ5PH8w/ge/YsQN3797VGkcmk8HW1hZSqRRNmjQp1/skIiKqzdzd3XH//n0MHToUOTk5RfYJDw8HALRo0UIs2zB8+HA0atQIgKZu8ZgxY3Du3DmkpKTg8uXLCA4OxsaNGzF27FgA2n9M//TTT8jKygKgqRddsJThlStXkJiYKPa3t7cHADx8+FDso1QqxW1d7TKZDMHBwQCAc+fOoWfPnjh27BjUajWys7Pxv//9D927d0fLli3RoUMH8dj8182Pj4iISB+8vb2xbt06yOVyzJkzB7t379bZNyYmBuPGjYOBgQEWLlwoPgRQkJubGwDNzMPo6GgAmpvWISEh4gyBW7duFfrbvKTzcMGb4UUlIXT9zT98+HDxpvqoUaMwa9YsMY6HDx/iq6++wrvvvou5c+cWOX55z9MFH6jQtY7U0qVLxYWnd+7cie+//16rvWAcixYtEktNHjt2DGvWrAGgSeQkJSVpPURR0dcsRC9EoApx9epVITMzU99hENVIV65cEQCIXz///LOQlJQkJCYmCnfu3BHCw8OFHj16iO29e/cWnj59qjXGtWvXBIlEIgAQ3n77bUGtVotty5YtE4+VSCRCgwYNBDMzM2HatGnCxIkTxTZ7e3thwYIFgiAIgkKhENq3by/cvHlTHGfjxo2CRCIRpk2bVhW/FiIiohrn3Llz4nm1Y8eOwrFjx8Q2tVotrFy5UpDL5YKLi4tw48YNrWP/+ecfwdLSUuuaIP+refPmQmxsrNhXqVQKDRs2FNvNzMyEBg0aCI0bNxb++ecfwcDAQAAgWFpaCk2aNBGys7MFQRCEGTNmCAAEKysrYdeuXcL27duFL774Qhx3xIgRAgChcePGwuHDh4X169cL8+bNEwRBEHJycgR/f3+tuKRSqXj90bdvXyEjI0Mc6+nTp4KHh4cAQDA1NRVu375dKb9zIiKi0jpy5IjQrFkzQaFQCHPnzhVSU1PFNqVSKWzatElwcHAQGjRoIOzYsUPnOOHh4eK50MDAQGjQoIEglUqFcePGCYsXLxbbvL29hb/++ks8rrjzrFKpFAICAsRjDx48qPWaT548ESwsLAQAQpcuXYScnByt9n379glGRkZa52mZTCYAEIyMjAq9n6VLl4r9PvzwQ617CKU1c+ZMcQwjIyPh3r17RfY7deqUYGhoKF47rFu3TmyLj48X31f+NYqDg4Pg5eUl7N+/X9xfr149oUOHDqX6XZb1moXoRdWZBINKpRKWL18udOzYUfD09BTc3d2Fvn37Cvv373+hcW/fvi2MGDFCkEqlwp07d0rsn5ycLEydOlVo3bq14OXlJbi5uQnDhw8Xrl+//kJxENVE27ZtE9555x3BxsamyJsJBU/ULi4uwpAhQ4Tt27drjfHkyROhdevWglwu1zrG3t5e+PHHHwVB0Pz//+WXXwrOzs6Cqamp4OvrK+zcuVMQBEG4efOm4O7uLlhbWwvTp08XVCqVIAiaBEP+xZKrq6vg6uoqtGzZUggLC6vaXxIREVENkp6eLnh6egpxcXFCRESE8O677wovv/yy0LlzZ8He3l7w9PQUvv76ayE5ObnI42/fvi2MHDlScHBwEAwNDYWmTZsK06ZNE9LT0wv1jYqKErp27SqYmJgIzs7OwsSJE4WkpCRBEARh6tSpgqmpqdCpUychOjpaPCYlJUV49dVXBVNTU8HFxUWYM2eOkJeXJ7Y/fPhQ6NGjh2BsbCy0aNGi0Hk/JydHWLhwodC2bVvB2NhYMDExETp27CgsW7ZMvIYQBEEIDQ0VryXyvwwNDQUPDw/hyZMnL/Q7JiIiehF5eXnCL7/8IgwZMkRo1qyZ0L59e6FDhw5Cy5YthUGDBglhYWFCVlZWieP88ssvQps2bQQTExOhZcuWwooVKwRBEIS1a9cK7733nnD69OlCx+g6zy5btkywtrYudEO8WbNmQnJystC+fXvBxMREq93a2lr48ssvtca/ePGi8Pbbbwt2dnaCTCYTnJychBEjRghXr14V+yQmJmo9pJD/Vb9+feGbb74p1e/w559/Fho1alRoDENDQ6FFixbChQsXCh0zd+5crb6NGjUSdu3aJQiCIBw4cEDw8fERjI2NBVdXV2H69OniQ8zDhg0TTExMhL59+2olMCrqmoWoIkgEoYhaJLWMSqXC4MGDsX//fuzYsQN9+/ZFXl4eZs6ciVmzZmHevHmYNGlSmcZ8+PAhQkNDsWrVKnE60507d4otmxIbG4uuXbtCIpFg3759cHFxwdOnTzF06FAcP34cO3bsQPfu3V/krRIRERERERERERERVYk6kWCYOHEiFi9ejFmzZmHKlClabb169cKhQ4ewe/du9OvXr1Tj5eTkYMOGDQgMDMS6devw2WefASg+wZCdnY1u3brh1KlTOH78uLigHQAkJyfD1dUVUqkU58+fh5OTU/neKBERERERERERERFRFan1izxfvHgRixcvhqGhIcaPH1+oPSQkBIIgICQkpMhV2Ysil8sxevRo2NnZoX379qU6ZuXKlTh16hQ6dOiglVwAACsrK4waNQpPnjzBjBkzSjUeEREREREREREREZE+1foEw4IFCwAAvr6+sLKyKtTu5+cHuVyOq1evIiIioszjSySSUvVbuHAhACAwMLDI9vz969atw9OnT8scBxERERERERERERFRVar1CYb8pIGPj0+R7QqFAq1atQIAbNmypVJiuHbtGm7dulVsHPn7c3NzsX379kqJg4iIiIiIiIiIiIioosj0HUBlunv3LmJjYwEArq6uOvu5uroiKioKJ0+erJQ4Tpw4ofVaRbG0tISNjQ0SExNx8uRJjBw5UqtdrVbjyZMnAAATE5NSz5wgIiIqjiAIyMzMBADY2trCwKDWP3tQ4/GagIiIKgOvCWoeXhMQEVFlKOs1Qa1OMNy+fVvcdnR01NnPwcEBAHD9+nWoVCpIpVK9xZGYmIgrV64Uanvy5Ans7e0rNC4iIqKC4uPjYWdnp+8wqAS8JiAiosrGa4KagdcERERU2UpzTVCrH0kouJaBiYmJzn6mpqYAAJVKhdTUVL3HkZSUVOExEBERERERERERERFVpFo9gyF/KgcAyOVynf0UCoW4nZGRAWtra73GkZGRUaitYGLizz//RMeOHbWOK/geqHY5d+4cfH198ddff6Ft27b6DoeqAD/zuqkqP3elUgmlUglAc45yc3MDUHwSnKqPgp/T/v378dJLL+kxGqpKPD/UPfzM6yZ9fe4ZGRni0/C8JqgZeE1QN/HcUDfxc6+baso1Qa1OMBgbG4vbubm5OvsVbKuMC6l/x6EryZAfR1ExFKylaGtrW2ypJapd8v/7MTY2Fme5UO3Gz7xuqsrPveD4BZParNtbMxT8nPjvRN3C80Pdw8+8bqoOnzuvCWoGXhPUTdXh3wiqevzc66bq8LmX5pqgVpdIsrW1FbezsrJ09stvk8lksLCw0HscNjY2FR4DEREREREREREREVFFqtUJhvySDwAQFxens198fDwAoGnTppDJKn5SR1njaNasWYXHQERERERERERERERUkWp1gsHZ2RmNGjUCAMTExOjsd+fOHQBA586dKyWOl19+WdzWFUdmZiYSEhIqNQ4iIiIiIiIiIiIioopSqxMMANC/f38AQFRUVJHteXl5iI6O1upb0VxcXNCiRYti44iKioJarYZUKkW/fv2KHc/BwaHCY6Tqy9HRETNmzOC6G3UIP/O6iZ87lQevCeoW/jtR9/Azr5v4uVN58Jqg7uC/EXUTP/e6qaZ87hJBEAR9B1GZoqKi4OPjA2NjYyQkJMDMzEyrfd++ffD394eDgwPu3r2rcwFmXQ4dOoSePXsC0MyEaNKkSZH9Fi5ciJCQEPj6+uLo0aOF2qdOnYrZs2dj8ODB2Lp1a6H2jIwMMfb09HQu6EJERBWC55eKd+3aNTRq1EhckKui8TMjIqLKwPNLzcPPjIiIKkNZzy+1fgaDt7c3goKCkJWVhbCwsELtCxYsAADMmjVLK7kwbtw4mJub49tvvy12/OTkZHE7NzdXZ7/3338f7u7uOHbsGM6ePavVlp6ejpUrV8LIyAihoaGleVtERERUTmq1GitWrECnTp3g5eUFDw8P+Pn5ITIy8oXGvXPnDkaOHIlWrVqJ6yoVJyUlBdOmTUObNm3Qtm1buLu7Y8SIEbhx48YLxUFERERERERUVSp+ReNqaMmSJYiJicH06dPRpk0b9OnTB2q1GrNmzcKePXsQHByMUaNGif0TExPFZMR3332HadOmFTluZmYm1qxZI/68efNmTJ06FRKJpFBfIyMjbN26Ff7+/hg6dCgiIiLg4uKC1NRUDB8+HKmpqVi3bh1atmxZwe+eiIiI8qlUKgwePBj79+/Hjh070LdvX+Tl5WHmzJnw8/PDvHnzMGnSpDKN+fDhQ4SGhmLVqlXFPmxQUGxsLLp27QqJRIJ9+/bBxcUFT58+xdChQ9G+fXvs2LED3bt3L89bJCIiIiqWSqUq9TULUUWQSqUwNDTUdxhEVElqfYmkfEqlEsuXL8e6deugVquRm5sLBwcHBAcHY8CAAYX6Dxs2DNu2bUNISAi++eabQu19+/bFiRMnkJ6errXf1tYWAQEBWLduXZFxxMXF4YcffkBERATkcjmys7Ph7e2Nzz//HJ6enjrj59RHIiKqDHXt/DJx4kQsXrwYs2bNwpQpU7TaevXqhUOHDmH37t0lroeULycnBxs2bEBgYCDWrVuHzz77DEDxZROzs7PRrVs3nDp1CsePH8dLL70ktiUnJ8PV1RVSqRTnz5+Hk5NToePr2mdGRERVg+eXmqesn5kgCIiLi0NKSgrqyK0gqkYUCgVsbW1hYWGh71CIqARlPb/UmQRDTceLPSIiqgx16fxy8eJFtGnTBoaGhkhISICVlZVW+86dOzFw4EA0b94cFy9ehFQqLdP4Bw8eRK9evQAUn2BYsmQJPvroI3To0AEnT54s1P7JJ59g/vz5ePfdd4ss71iXPjMiIqo6PL/UPGX9zJKTkxEbG4v69evD1NS0yOoLRBVNEATk5uYiJSUF6enpcHZ2ZpKBqJor6/mlTpRIIiIiIspfd8nX17dQcgEA/Pz8IJfLcfXqVURERCAwMLBM45f2j/SFCxcCgM7xAwMDMX/+fKxbtw5z586FtbV1meIgIiIi+jdBEJCQkAALCwvY2trqOxyqY4yNjWFubo4HDx7gyZMnTDAQ1TK1fpFnIiIiIgCIiIgAAPj4+BTZrlAo0KpVKwDAli1bKiWGa9eu4datW8XGkb8/NzcX27dvr5Q4iIiIqG5RqVRQqVS8sUt6I5FIYGlpCaVSyTVAiGoZJhiIiIio1rt79y5iY2MBAK6urjr75bcVVbqoIpw4caLQa/2bpaUlbGxsKjUOIiIiqlvy8vIAADIZC1mQ/uQv9KxSqfQcCVHtc/FhCvZdioMyr+r//+KZhYiIiGq927dvi9uOjo46+zk4OAAArl+/DpVKVeZ1GCoyjsTERFy5cqXY8RISErTqYSoUCigUihcPlIiI6gSlUgmlUglAU2+Zaj+uu0D6xP/+iCrP2uMx2HLmAcwVMvwytjPaNLCsstdmgoGIiIhqvadPn4rbJiYmOvvl36xXqVRITU2t8PUPyhpHUlJSseP9exbEu+++i3Hjxr1AhEREVJesWLECK1eu1HcYRERE9AKUeSrsvRQHAFALAtztzar09ZlgICIiolovMzNT3JbL5Tr7FXz6PyMjo8ITDGWNo6SnSffu3Qtzc3OtMYsbl4iIqKD3338fo0ePBgBkZWWhd+/eeo6IiIiIyuro9SdIy9aUwuvb0h5GhhU7E78kTDAQERFRrWdsbCxuF7eoXMG24mYYVFQcupIB+XGUFIOlpSWsrKwqLD4iIqpbCp6HCibBiYiIqOYIj34kbgd6OlX563ORZyIiIqr1bG1txe2srCyd/fLbZDIZLCws9B5H/mLPRERERFQ1VCqVuDYJEVF1l52rwv7L8QAAcyMZunrYlnBExWOCgYiIiGo9Nzc3cTsuLk5nv/h4zYVZ06ZNIZNV/ETPssbRrFmzCo+BiIiIqC7ZsGEDevbsCYlEAolEgm7duqFPnz7o06cPevbsiebNm0MikaBZs2YYNmwYHBwc8Pfff1d4HLNnz4ZEIoGdnR18fX3FGPK/zMzMIJFIMGzYMGRkZGDevHnw8vKCRCKBXC6Hn58funTpAjc3N3Tt2hWLFy9GTk5OhcdJRDXLoWsJyMhRAQD8WzlAIava8kgASyQRERFRHeDs7IxGjRrh3r17iImJ0dnvzp07AIDOnTtXShwvv/yyuB0TE1NkAiEzMxMJCQmVGgcRERFRXREUFITWrVvD29sbDRo0wJEjRwr1+fHHHxEbGwu1Wo0nT55UShwxMTGYOXMmpk+fDgMD7ed99+zZg4CAADg7O+P//u//YGpqismTJ6Np06Z47bXX0LFjR+zbtw8AkJ2dja+++goTJ07Ejh07sHfv3kLjVaUbN27A3d1db69PVNftjI4VtwM9HfUSA2cwEBERUZ3Qv39/AEBUVFSR7Xl5eYiOjtbqW9FcXFzQokWLYuOIioqCWq2GVCpFv379KiUOIiIiorokf80qqbToJ3tHjBgBOzu7Sr1RrlKp8NVXXxVKBjx+/BgjR44EAKxduxb16tUT26ytrQFAa2atkZERvvvuO7Ro0QKRkZE4evRopcVckoSEBIwYMUJvr09U12Xm5OHAFc3DadYmhujiVvXlkQAmGIiIiKiOGDt2LADgyJEjSE9PL9R+4MABZGVlwcHBAYMGDaq0OMaNGwcA2LVrV5Ht+fsHDhwIBweHSouDiIiIiDRMTU3x0UcfVeprTJgwARKJpND+0aNHIz4+HsHBwejTp0+pxpJIJGjVqhUAVNqMi5KkpaVh8ODBePToUcmdiahSHLiagKxcTXmkfq0dYCjVz61+lkgiIiKiOsHb2xtBQUHYsGEDwsLCEBISotW+YMECAMCsWbMgl8vF/ePGjcOmTZvwxRdfYNq0aTrHT05OFrdzc3N19nv//ffx448/4tixYzh79ix8fHzEtvT0dKxcuRJGRkYIDQ0t61skIiIiKrMBi//C47TqvahxfXMFdn7kWyljR0REwNjYGD169NDZZ9OmTfj111+RlpaGu3fvIiQkBBMmTAAAbN++HZMnT8bNmzcxZMgQLFu2DEuWLMHs2bPx1Vdf4aOPPoKpqSnatm1baNwff/wR4eHhaN26NebMmVOmuG/cuAGFQoEOHTpo7VcqlZg1axYePnwIQ0NDnDp1Cp06dUJoaKg4IwLQXLvOnDkTOTk5yMnJwZkzZ/DKK6/gq6++gpGREQDNNe2UKVPg6OiIx48fY/ny5ZgxYwY+/vhjrFmzBrdu3UJ6ejpGjhwJR0dHzJ49u0zvgYheTPj5guWRnPQWBxMMREREVGcsWbIEMTExmD59Otq0aYM+ffpArVZj1qxZ2LNnD4KDgzFq1Cixf2JiIsLCwgAA3333nc4EQ2ZmJtasWSP+vHnzZkydOrXIp9SMjIywdetW+Pv7Y+jQoYiIiICLiwtSU1MxfPhwpKamYt26dWjZsmUFv3siIiKiwh6nKRGXmq3vMPQiJycHa9euxfjx43X2WblyJTZt2oSIiAjI5XLMmzcPH330EaysrBAUFIRBgwbBzc0NPj4+yMjIgLW1NZKSkrB+/Xq88cYbOse9cuUKJk+eDIVCgY0bN0KhUJQq5vT0dMyePRspKSnYtGkTGjVqJLbl5eXhlVdegbu7O1auXAlAU4KpS5cuOHz4MP7++2+Ym5sjLS0Nvr6+eOeddzBlyhQAwO3bt9GxY0ecOHEC+/btg0wmw48//ojc3Fx88sknAIBevXrh8uXLAICJEydi69atiImJwdq1a0sVOxFVnHRlHg5e05RHsjWTo5NLvRKOqDxMMBAREVGdYWlpicjISCxfvhyff/451Go1cnNz4eDggB07dmDAgAFa/W1sbBAUFIRt27YhODi4yDH79u2LEydOaJVd+vLLL7Fw4UIEBARg3bp1hY5p3bo1zpw5gx9++AEDBgyAXC5HdnY2vL29cfLkSXh6elbsGyciIiLSob556W5s61NFxRgbG4vOnTsD0KyJcPPmTSQnJ+tMMGRlZeGzzz7Dxo0bxRmuQUFB+PTTT7Fs2TIEBQUBAFq1aoUpU6bg66+/xtSpUxEXF1dsciEnJwdDhw5FVlYW5s2bV+K13+nTp9G2bVvk5eXh1q1bEAQBQUFB8PDw0Or3yy+/4ODBg/jpp5/EffXr18fXX3+NoUOHYv78+ZgxYwYWLFiAq1ev4uOPPxb7ubq64pNPPsHUqVOxceNGjBgxArdu3cLRo0eRkZEBU1NT+Pn5wcTEpNhYiahqRF6OhzJPDQB4pbUjZHoqjwQwwUBERER1jEKhwMSJEzFx4sRS9f/555+Lbd+/f3+54nBwcMD333+P77//vlzHExEREVWEyio9VB05OjrixIkT4s8qlUp8Or8of//9N54+fYqVK1fit99+E/d7e3vD1NRUq+/UqVPx22+/Yfbs2YiJiSk2jilTpuDcuXPo1asXJk2aVGLc7du3x6FDhwBoyhbt3LkTo0ePxoYNG/DLL7/gtddeA6Ap9wQATZo00To+MDAQALBnzx7MmDEDERERsLOzg7GxcaF+U6dOxZ49ezBixAi89dZbWLp0KXx8fLBo0SL4+/vD17fu/PdCVJ2FRz9f/yTQ01GPkXCRZyIiIiIiIiIiqoOkUikmTJiABg0aFNkeFxcHQLNG19q1a8Wvs2fPYt++fVp95XI5hg4dCkCztoIukZGRWLBgAaytrbFu3boiS2oWx9DQEK+99hoWLlwIpVKJ9957D3l5eQCeL/isVGqvqWFubo569eohMTFR7PfvPsDzxER+P19fX2zZsgVPnjxBv3798MYbb+Dx48dlipeIKl5KVi4OX9f8v2hnrkD7JvorjwQwwUBERERERERERHWUm5sb3NzcimxzcHAAoFkv4d8EQdAqkXn37l2cOXMGAQEBmD9/Ps6fP1/omMTERIwYMQKCIGDZsmVFJjZu3Lgh3uAvTvv27QFokgX5N/2dnJx0xqtSqcTXc3JyQlJSEhISEgr1ASD2y8nJweDBg3H16lV88MEH2LZtG/z9/SEIQonxEVHl2XcpDrkqzf+HAW0cITUoW6KyojHBQEREREREREREtVZ5b4i3adMGCoUC33zzjVYyAQBmzJiBtLQ0cfwPPvgAc+fOxdKlSyGXyzF27Fio1WqtY8aOHYtHjx4hKCgIQ4YMKfI1lyxZAgODkm/X3b59G4BmjbH69esDAF599VUAwJ9//qnV9+HDh0hJScHgwYOL7Xfp0iUAEPvNmzcPgGYdh6VLl2LWrFmIiooSEyBSqRS5ubklxkpEFSs8OlbcHuCl3/JIABMMRERERERERERUi+WXDspPCOiSnZ0NAOJN8/r162PChAk4e/Ys2rdvj9mzZ2PZsmXw9/dHvXr14OioubH3448/okOHDvDw8ECTJk0wc+ZMnDp1CgsXLhTHDgsLw7Zt29C4cWMsXbq0yNffunUrfv/9d1hbWwOAODMhP658t27dwqeffgpAU75JJtMssfrqq69i8ODBWLJkidYshjlz5uDll1/Ge++9BwD44IMP0KlTJ4SGhiI2VnOjUq1WY+7cuXjzzTcxYMAAAMD169exa9cucZxGjRrBw8MDtra2AICGDRsiLi4OZ8+eRUREhDgWEVWepxk5OHZT82+ak6URvBta6zkiLvJMRERERERERES11MaNG7FixQoAQFJSEt5//3288cYb6NOnj1a/LVu2YPHixQCApUuXwsjICF27dsWcOXMgl8uxdu1afPPNN2jevDkmT54srrewaNEifP7555g/f744lpmZGQDgiy++gFKpxDvvvIOQkBAAgEQiwcCBA7VeOycnB/fu3cPDhw/RsWNHZGRk4KeffsLKlSsBAP/88w9eeuklmJqaIjU1FUlJSWjdujXCwsLQrVs3cRyJRCIuND106FC0bdsWgiDA3t4e+/fvh1wuBwAoFApERkbiq6++QmBgIHx8fJCZmYmXXnoJkydP1ortrbfewtixY2Fvb4/z589j586dYtvEiRMRGRmJ/v374+uvv8Yrr7xSzk+JiEprz6U45Kk1s7L6ezrCQM/lkQBAIrBwWo2QkZEhnqDS09Nhamqq54iIiKg24Pml5in4mZ04cQJWVlb6DYiIiGqFzMxM+Pj4AOA1QU1Rluu47Oxs3LlzBy4uLjAyMqqqEIm08L9Dohf3zsoTOHZTU6Zs+4dd4NXQqsJfo6z3CVgiiYiIiIiIiIiIiIioGnuSrsTftzTJhUb1TODZwFLPEWkwwUBEREREREREREREVI1FXIzDs+pI6O/pCIlE/+WRACYYiIiIiIiIiIiIiIiqtfDzj8TtQE9HPUaijQkGIiIiIiIiIiIiIqJqKj41GydjkgAArramaOlooeeInmOCgYiIiIiIiIiIiIiomtp9IRZCNSyPBDDBQERERERERERUJwj5d6eI9ID//RGVX3h0rLgd6Omkx0gKY4KBiIiIiIiIiKgWk8lkAIC8vDw9R0J1WW5uLgBAKpXqORKimuVRchbO3H0KAHC3M0MzB3M9R6SNCQYiIiIiIiIiolpMKpVCKpUiNTVV36FQHSUIAlJSUqBQKGBoaKjvcIhqlF3VePYCAMj0HQAREREREREREVUeiUQCOzs7xMbGQqFQwNTUtFrV76baSxAE5ObmIiUlBenp6XB2dtZ3SEQ1Tnj0I3E70MtRj5EUjQkGIiIiIiIiIqJaztLSEllZWXjy5AkeP36s73CojlEoFHB2doaFhYW+QyGqUe4lZuL8gxQAQAtHCzStb6bniApjgoGIiIiIiIiIqJaTSCRwdHSEnZ2dWAufqCpIpVKWRSIqp10XCpZHqn6zFwAmGIiIiIiIiIiI6oz89RiIiKj6K1geaUA1XH8B4CLPRERERERERERERETVyp0nGbj0KBUA4NnAEo1sTPQcUdGYYCAiIiIiIiIiIiIiqkbCzxdY3LmalkcCmGAgIiIiIiIiIiIiIqpWwqOfr78Q0IYJBiIiIiIiIiIiIiIiKsGN+DRci08DAHg3skID6+pZHglggoGIiIiIiIiIiIiIqNrYWWD2QmA1Xdw5HxMMRERERERERERERETVgCAICI/WrL8gkQD9q3F5JIAJBiIiIiIiIiIiIiKiauFKbBpuP84AAHRoXA8OlkZ6jqh4TDAQEREREREREREREVUD+bMXACDQq3rPXgCYYCAiIiIiIiIiIiIi0jtBELDrgmb9BQMJ8EprJhiIiIiIiIiIiIiIiKgEFx+m4m5iJgCgs6sN6psr9BxRyZhgICIiIiIiIiIiIiLSM63ySJ5Oeoyk9JhgICIiIiIiIiIiIiLSI0EQEB6tKY8kNZCgX2sHPUdUOkwwEBERERERERERERHpUdT9ZDxMzgIAdHGzRT1TuZ4jKh0mGIiIiIiIiIiIiIiI9Cj8fKy4HehZ/Rd3zscEAxERERERERERERGRnqjVAnZf0CQYDKUS+LesGeWRACYYiIiIiIiIiIiIiIj05vTdp4hLzQYAdHWvD0sTQz1HVHpMMBARERERERERERER6Ul49CNxuyaVRwKYYCAiIiIiIiIiIiIi0guVWsDuC3EAALnMAH1b2us5orJhgoGIiIiIiIiIiIiISA/+uZOIJ+lKAEAPj/owN6o55ZEAJhiIiIiIiIiIiIiIiPQiPDpW3A70ctJjJOXDBAMRERERERERERERURXLU6mx56KmPJKRoQF6N7fTc0RlxwQDEREREREREREREVEVO34rEUkZOQCA3s3tYaqQ6TmismOCgYiIiIiIiIiIiIioioVHPxK3Az0d9RhJ+THBQERERERERFQDZeepkapU6TsMIiIiKoecvOflkUzlUvSsgeWRACYYiIiIiIiIiGqkA7fSMPTXO5h9KA53k3P0HQ4RERGVwV83HyM1Ow8A0KelPYwMpXqOqHyYYCAiIqI6Ra1WY8WKFejUqRO8vLzg4eEBPz8/REZGlms8pVKJuXPnwtvbG23btoW7uztee+01nD59utjjrly5grFjx8LT0xPe3t5wcnJCjx498Oeff5YrDiIiqnsirqciVw0cupOOnDy1vsMhIiKiMgg/Hytu929TM8sjAUwwEBERUR2iUqnw6quvIjg4GKGhoTh//jwuX76Mjh07ws/PD/Pnzy/TeOnp6ejWrRu+//57rF69GufOnUN0dDQsLS3RpUsX/Pbbb0Uet2nTJnh5ecHFxQVnzpxBVFQUHjx4AD8/PwwePBjTp0+viLdLRES12J0kJa4/UQIAmtaTw93WSM8RERERUWll56qw73I8AMBcIUP3ZvX1HFH5McFAREREdUZISAh27tyJr776Cn379gUAyGQyhIaGokePHpg8eTL27NlTqrEEQUBQUBBOnjyJRYsWwdvbGwBgbGyMsLAwNGnSBCNHjsT58+e1jnv48CHGjBmDnj17YurUqTA0NAQAGBgYYOrUqQgICMC3336L6OjoCnznRERU2+y5kSpu9/Ow0GMkREREVFaHrz9GulJTHqlvK3soZDWzPBLABAMRERHVERcvXsTixYthaGiI8ePHF2oPCQmBIAgICQmBSlXygpm7du3C9u3bYW9vjyFDhmi1yWQyTJgwAdnZ2Zg8ebJWW3h4OLKysuDp6VnkuL1794YgCNi/f38Z3h0REdUlOSoB/7uVBgAwlErQ09VczxERERFRWeyKfl4eaYCnkx4jeXFMMBAREVGdsGDBAgCAr68vrKysCrX7+flBLpfj6tWriIiIKPV4AQEBMDAofEkVGBgIAIiMjMTFixfF/SkpKQCAmzdvFju+sbFxiTEQEVHddPxuOtKUmjUXfBubwlxRc596JCIiqmuyclSIvKIpj2RpbIgubrZ6jujFMMFAREREdUJ+0sDHx6fIdoVCgVatWgEAtmzZUuxYmZmZOHLkSLHjubi4oF69eoXG8/DwAADs3LkTFy5cKHTc4cOHIZFI4OvrW2wMRERUd+0tWB7JneWRiIiIapKD1xKQmaOZNd+vlQPkspp9i75mR09ERERUCnfv3kVsrGYKqqurq85++W0nT54sdrxTp04hLy+vxPFcXFwKjde/f380bNgQKpUKAwYMwLVr18S2nTt3Ijw8HJMnT9ZZQomIiOq2+PRcRD3KAgA4msvg6cgZb0RERDVJePQjcTvQy1GPkVQMJhiqkaysLGzatEnfYRAREdU6t2/fFrcdHXVfwDk4OAAArl+/Xuw6DGUd78qVK+I+Q0ND/PbbbzA2Nsbdu3fRvn17LF++HAsWLMDYsWMRFhaGuXPnlvymAGRkZCA9PV38ysnJKdVxRERUc+27kQrh2bafuwUMJJJyj5WTkyOeQzIyMiomQCIiItIpQ5mHA1cTAAA2pnK85Gqj54heXJ1JMKjVaqxYsQKdOnWCl5cXPDw84Ofnh8jIyHKNp1QqMXfuXHh7e6Nt27Zwd3fHa6+9htOnT5d47LBhwyCRSAp9mZiY4OrVq+WKh4iIiHR7+vSpuG1iYqKzn6mpKQBApVIhNTVVZ7+yjpeUlKS1/6WXXkJERAQsLCyQnp6O999/H59//jm2bduG0aNHF/9mCujduzfat28vfi1fvrzUxxIRUc2jUgvYe0OzuLOBBPBze7HySMuXLxfPIV27dq2IEImIiKgYkVfikZ2rWUepX2sHyKQ1//Z8zX8HpaBSqfDqq68iODgYoaGhOH/+PC5fvoyOHTvCz88P8+fPL9N46enp6NatG77//nusXr0a586dQ3R0NCwtLdGlSxf89ttvOo+9f/++znYjIyO8//77ZYqFiIiISpaZmSluy+Vynf0UCoW4XdyTnGUdr6ixunfvjtmzZ4s/5+bmws/PD9u2bdM53r/973//w+nTp8Wv9957r9THEhFRzRMVm4nHGZoSfe2dTWBrKnuh8d577z3xHHL06NGKCJGIiIiKER4dK24HejrpMZKKUycSDCEhIdi5cye++uor9O3bFwAgk8kQGhqKHj16YPLkydizZ0+pxhIEAUFBQTh58iQWLVoEb29vAICxsTHCwsLQpEkTjBw5EufPny/y+AULFuCNN97AlStXCn3dvXu32DILREREVD7Gxs/rU+fm5ursV7CtuJkJZR2vqLFmz56N0NBQHD58GKNGjQKgeYjh9ddfx9q1a3WOWZCpqSnMzMzEr+KSHUREVPPtuZ4mbvfzePHFneVyuXgOyZ91R0RERJUjNTsXh689BgDUN1ego0s9PUdUMWp9guHixYtYvHgxDA0NMX78+ELtISEhEAQBISEhxdZazrdr1y5s374d9vb2GDJkiFabTCbDhAkTkJ2djcmTJxc6Njk5GatWrcKXX36J5s2bF/qys7Mr/xslIiIinWxtbcXtrKwsnf3y22QyGSwsdN+4Ket4NjbadTUnTZqEr776Clu3bkW3bt2wevVqbN68GWZmZhAEAePGjcPFixeLf1NERFSnJGer8Pe9dACAlZEUnRoyIUBERFST7L8UjxyVpjxSQGsHSA3Kv45SdVLrEwwLFiwAAPj6+sLKyqpQu5+fH+RyOa5evYqIiIhSjxcQEAADg8K/vsDAQABAZGRkoRsDy5Ytg7W1NeLi4pCenl7Wt0JERETl5ObmJm7HxcXp7BcfHw8AaNq0KWQy3WUnyjpes2bNxH2HDh3CggULMHDgQHTu3Fnc/+abb2Lfvn0wNjZGbm4u5syZU8w7IiKiuubArTTkae5JoI+bOWS15KYEERFRXREe/UjcDvSqHeWRgDqQYMhPGvj4+BTZrlAo0KpVKwDAli1bih0rMzMTR44cKXY8FxcX1KtXr9B4SqUSixYtwt27d9G7d2/Uq1cPPXr0wIoVK5CdnV22N0VERERl4uzsjEaNGgEAYmJidPa7c+cOAGjd+C+Kj4+PuL5CcePltxUcb8OGDQCALl26FOr/0ksvISQkBABYC5uIiESCIGDP9VTxZ3/3Fy+PRERERFUnJTMXR288AQA4WBihXSNrPUdUcWp1guHu3buIjdUsnOHq6qqzX37byZMnix3v1KlTyMvLK3E8FxeXQuNt375d6wnH3NxcHD58GO+99x7at2/PMghERESVrH///gCAqKioItvz8vIQHR2t1VcXY2Nj9OrVq9jxHj58KJ77C4734MEDANoLShc0cOBAAM9nPxAREV17osTd5BwAQCs7IzSy4po7RERENcneS3HIUwsAgP6ejjCoRTMRa3WC4fbt2+J2cYsnOzg4AACuX79e7DoMZR3vypUr4r633noLWVlZiImJwa+//oo333wTUqkUAHDp0iX06tVLa/zipKaman0plcpSHUdERARoZtUVPI/UFWPHjgUAHDlypMhShQcOHEBWVhYcHBwwaNCgEscbN24cAGD37t0QBKFQ+65duwBoZjt06NBB3J9/DaHrvG9kZAQAaNy4cYkxEBFR3RBRcPZCBSzuTERERFVrZ8HySJ667yvXRLU6wfD06VNx28TERGc/U1PN4lgqlarYGy1lHS8pKUlrv5GRERo3bowhQ4Zg8+bNuHz5Ml566SUAwOPHj/H2228X826ec3JygqWlpfg1e/bsUh1HREQEALNnzxbPIU5OtafuY0m8vb0RFBSErKwshIWFFWrPX2dp1qxZkMufPxk6btw4mJub49tvv9XqP2jQIHTr1g3379/Hn3/+qdWmVquxaNEiSCQSzJ07V6tt5MiRAIBNmzYhIyOjUBwHDhwAAIwYMaLM75GIiGqfrFw1Dt9OAwAYyyTo1sRMzxERERFRWSSmK3H8ViIAoIG1Mdo2tNJvQBWsVicYMjMzxe2CNwr+rWCJgqL+0C/veMWNBQAeHh44fPiwuDD0qVOncOjQoWKPAYBHjx4hJSVF/JoyZUqJxxAREeWbMmWKeA559OhRyQfUIkuWLIGvry+mT5+OyMhIAJpkQGhoKPbs2YPg4GCMGjVK7J+YmIiwsDCkp6fju+++0xpLIpFg48aNaNmyJcaPH49z584B0MwQ+fDDD3H58mXMmzcPvXv31jque/fu+PbbbxEXF4fhw4fjyZMnYtvu3bsxY8YMDBgwAJMnT66k3wIREdUkR2LSkZWnmSnXw9Ucxoa1+s94IiKiWmfPpTioCpRHkkhqT3kkAJDpO4DKZGxsLG7n5ubq7FewrbiZCWUdr7ix8hkaGmLt2rVwc3NDcnIyTpw4gR49ehR7jIWFhThLgoiIqKwUCoWYDM8v11dXWFpaIjIyEsuXL8fnn38OtVqN3NxcODg4YMeOHRgwYIBWfxsbGwQFBWHbtm0IDg4uNF6DBg1w/PhxLF68GCNGjIBUKoVSqYSbmxsOHz6Mrl27FhnH1KlT0bVrVyxcuBDe3t6wsbFBTk4OHBwcsHjxYgwfPrzWXXQSEVH57C1QHqkfyyMRERHVOOHnY8XtAZ61r4pArU4w2NraittZWVk6++W3yWQyWFjovmAr63g2NjalitPGxgaDBw/GmjVrcO/evVIdQ0REROWjUCgwceJETJw4sVT9f/7552LbLS0t8eWXX+LLL78sUxxdu3bVmYAgIiICgHvJObiUkA0AaGwlRzNbRQlHEBERUXWSkJaNf+5oyiM1sTFBK6fa97BArZ5b6ebmJm7HxcXp7BcfHw8AaNq0KWQy3TmXso7XrFmzUsfq6ekJQLtcExEREREREdVde29oz17g7DYiIqKaJeJCHJ5VR0Kgp1OtPJfX6gSDs7MzGjVqBACIiYnR2e/OnTsAgM6dOxc7no+Pj5gAKG68/LaSxisov/ySs7NzqY8hIiIiIiKi2ilPLSDypmZxZ5kB0LupuZ4jIiIiorIKj36+7mF/T0c9RlJ5anWCAQD69+8PAIiKiiqyPS8vD9HR0Vp9dTE2NkavXr2KHe/hw4fi7IaSxivo2rVrAAA/P79SH0NERERERES10z/3M5CcrQIAvNTIDJZGdWvdJCIiopouNiULp2KeAgCa1jdFc4fa+bBArU8wjB07FgBw5MgRpKenF2o/cOAAsrKy4ODggEGDBpU43rhx4wAAu3fvhiAIhdp37doFQDPboUOHDqWKMTs7G7/++it69OghlkoiIiIiIiKiumuP1uLOtfOGBBERUW22+8LzEvu1tTwSUAcSDN7e3ggKCkJWVhbCwsIKtS9YsAAAMGvWLMjlcnH/uHHjYG5ujm+//Var/6BBg9CtWzfcv38ff/75p1abWq3GokWLIJFIMHfuXHH/nTt30L17dwwePBgnTpwoFMOnn34KtVqNVatWvchbJSIiIiIiolrgSUYeTj/MBADYmcrg7Wii54iIiIiorAqWRxrgVTvLIwF1IMEAAEuWLIGvry+mT5+OyMhIAJpkQGhoKPbs2YPg4GCMGjVK7J+YmIiwsDCkp6fju+++0xpLIpFg48aNaNmyJcaPH49z584BAJRKJT788ENcvnwZ8+bNQ+/evcVjbty4gSNHjuDPP/9Ely5d8PHHH+PmzZu4ceMGxo4diwMHDuDo0aNwdXWt/F8GERERERERVWv7bqaKC0L6uZtDalA7n3gkIiKqrR48zUTUvWQAQHMHc7jZ1d7ZiDJ9B1AVLC0tERkZieXLl+Pzzz+HWq1Gbm4uHBwcsGPHDgwYMECrv42NDYKCgrBt2zYEBwcXGq9BgwY4fvw4Fi9ejBEjRkAqlUKpVMLNzQ2HDx9G165dtfr7+flhyZIlWLVqFW7evIkff/wRmzdvho+PD9588038+OOPMDQ0rNTfAREREREREVV/akHA3mflkSQA/Nwt9BsQERERldmu6FhxO7CWLu6cTyIUtZAAVTsZGRkwMzMDAKSnp8PU1FTPERERUW3A80vNU/AzO3HiBKysrPQbEBERVahzjzLx+V5NSQUfJ2PM9neuktfNzMyEj48PAF4T1BS8jiMiqr4GLP4LFx6mAAAOTe6BJrY159/osp5f6kSJJCIiIiIiIqKaYM+Ngos7c/ZCdaRWq7FixQp06tQJXl5e8PDwgJ+fn1iSuaxOnjyJN954Aw4ODpDL5XByckJQUBAuX75cwZETEVFViHmSISYXWjtb1KjkQnkwwUBERERERERUDaQpVfjrbgYAwEJhgJcamek5Ivo3lUqFV199FcHBwQgNDcX58+dx+fJldOzYEX5+fpg/f36Zxlu/fj26dOmCP/74A/Hx8cjNzUVsbCw2btyI9u3bY8+ePZX0ToiIqLLsulCwPJKTHiOpGkwwEBEREREREVUDB26lIVelqWLcq6k55FIu7lzdhISEYOfOnfjqq6/Qt29fAIBMJkNoaCh69OiByZMnlzopcPnyZYwbNw5jxozBP//8g4cPH+LEiRMYM2YMACArKwv/+c9/kJSUVGnvh4iIKt7O84/E7f5tavf6CwATDERERERERETVwt6C5ZG4uHO1c/HiRSxevBiGhoYYP358ofaQkBAIgoCQkBCoVKoSx/v6668xdepU/PTTT+jYsSOcnJzQqVMnrFy5El999RUAIDk5Gb/++muFvxciIqocNxPScTUuDQDQtqEVGtYz0XNElY8JBiIiIiIiIiI9u/EkG7eScgAAzWwVcKmn0HNE9G8LFiwAAPj6+sLKyqpQu5+fH+RyOa5evYqIiIhix8rMzMTly5cxderUItu/+OILmJhobkpdunTpxQInIqIqEx79fPZCoGftn70AMMFAREREREREpHd7b6SJ21zcuXrKTxr4+PgU2a5QKNCqVSsAwJYtW4odKy4uDjNnzoRMJiuy3djYGC1btgQAMdFARETV367o5+svBNSB8kgAEwxEREREREREeqXMU+PAbU2CQSGToLuLuZ4jon+7e/cuYmM1N41cXV119stvO3nyZLHjubq64vXXXy+2j1qtBgC0aNGiLKESEZGeXItLw42EdABA+8bWcLIy1nNEVaPoVDkRERERERERVYm/7mYgI0dzM7lbEzOYyvksYHVz+/ZtcdvRUfcTqQ4ODgCA69evQ6VSQSqVlvs17969CyMjIwwePLjEvqmpqVrrPigUCigULLNFRFSVanJ5JKVSCaVSCQDIyMgo07G8aiEiIiIiIiLSoz3XCyzuzPJI1dLTp0/F7eJKFpmamgIAVCoVUlNTdfYryZkzZ5CYmIjRo0fD2tq6xP5OTk6wtLQUv2bPnl3u1yYiorITBAHhz8ojSSQ1rzzS7NmzxXOIk5NTmY7lDAYiIiIiIiIiPXmYmoPouCwAQANLQ7SyM9JzRDVPVlYWdu7cif379+PChQuIiYlBWloa8vLyYGpqCnt7ezRr1gy+vr4YOHAgPDw8yvwamZmZ4rZcLtfZr+CsgYyMjFIlB4qydu1aODg44Ntvvy1V/0ePHonJjX/HQUREle/So1TceaJ58r+TSz3YWdSs8/mUKVMwadIkAJrzV1mSDEwwEBEREREREelJwcWd/d0tIJFI9BhNzZKTk4PZs2dj0aJFSE5OhiAIhfokJycjOTkZ165dw86dO/H555/D398fP/zwQ5nWNjA2fl5HOzc3V2e/gm3lXZz55s2bWLNmDf78809YWVmV6hgLCwutBAMREVWt8AKLOwd6lm0GQHVQsLReWcv7McFAREREREREpAcqtYD9NzRldKQSoE9TLu5cWg8fPkRAQAAuXLiA+vXr480330SbNm3QoEED2NraQqFQQCqVQqlUIi0tDXFxcbh27Rr+/vtv7N27FwcOHEBYWBiGDRtWqteztbUVt7OysnT2y2+TyWSwsCh7uavc3FwMHz4cc+fORZ8+fcp8PBERVT1NeSTN+gtSAwleae2g54iqFhMMRERERERERHpw6mEmkrI0C/N2amiKeib8E700UlJS0LNnT6jVaqxZswbDhg2DgUHpl5i8dOkSZsyYgVGjRsHMzKxUiyi7ubmJ23FxcTr7xcfHAwCaNm0Kmazsn+eECRPQvXt3fPDBB2U+loiI9OP8gxQ8eKpJML/c1AY2ZnWrTB0XeSYiIiIiIiLSg4KLO/tzcedSCwkJga2tLc6dO4cRI0aUKbkAAK1atcKWLVswf/58jBkzBklJSSUe4+zsjEaNGgEAYmJidPa7c+cOAKBz585ligkA/vvf/0IQBC7QTERUw4SffyRuB3rWrMWdKwITDERERERERERVLCkzD//c1ywGWc9Yig7O5avXX9cIgoBevXph7969MDMze6GxJk6ciE2bNpUqwQAA/fv3BwBERUUV2Z6Xl4fo6GitvqW1ePFiXLx4ET/99FOZjiMiIv1SqwXsuqBZf0FmIIF/q7pVHglggoGIiIiIiIioykXeSoP62ZrEfu4WkBpwcefSkEgkCAoKgrl5xaxX4e/vr1X+qDhjx44FABw5cgTp6emF2g8cOICsrCw4ODhg0KBBpY5h/fr1CA8Px4YNG3TOxvj4449LPR4REVWds/eeIjYlGwDg624LKxO5niOqekwwEBEREREREVUhQRCwt2B5JHeWR6oJvL29ERQUhKysLISFhRVqX7BgAQBg1qxZkMuf32AaN24czM3N8e233xY65s8//8S3336L7777Dvfu3cPNmze1vs6cOYN3330XpqamlffGiIio3MKjY8XtQE8nPUaiP1xBioiIiIiIiKgKXYzPxoPUXACAp4MxnCwM9RxR7RMTE4Pjx48jKSkJVlZW6Ny5c6lnKhRnyZIliImJwfTp09GmTRv06dMHarUas2bNwp49exAcHIxRo0aJ/RMTE8VkxHfffYdp06aJbQcOHMDbb78NpVIJb29vna8pkUhw8+bNF46diIgqlkotYPez8khyqQH8WtnrOSL9YIKBiIiIiIiIqArtvfF89kI/Lu5cLtHR0TAyMoKHh4fW/tTUVIwdOxZbtmwpdEz//v2xevVq2Nralvt1LS0tERkZieXLl+Pzzz+HWq1Gbm4uHBwcsGPHDgwYMECrv42NDYKCgrBt2zYEBweL+69evYpBgwZBqVSW+Jo9e/aEq6truWMmIqLKcSomCQlpmn/Hu3nUh4VR3XxggAkGIiIiIiIioiqSkaPCkRhN/X5TuQF8G7P0TXm0bdsWLVq0wKVLl8R9ubm56NevH06cOAEAkEqlsLW1RWJiIvLy8hAeHo4+ffrgn3/+gUKhKPdrKxQKTJw4ERMnTixV/59//rnQvubNmyMtLa3cMRARkf6FRz8Stwd4OeoxEv3iGgxEREREREREVeTQ7XQo8zSrO/dyNYdCxj/Ly0sQBK2f16xZgxMnTqB///44deoUsrOzERsbi+zsbJw5cwYDBw5EdHQ0li9frqeIiYiotshTqRFxIQ4AoJAZoHeLulkeCWCCgYiIiIiIiKjK7LlRcHFncz1GUvv8/vvvGDx4MHbu3Il27dpBKpUCAAwMDODt7Y0///wTQ4YMwe+//67nSImIqKY7cTsJiRk5AIBeze1gpqi7hYKYYCAiIiIiIiKqAneSlLj+RFOr2a2eAu62RnqOqHa5cuUKPvzww2L7BAcH4/Lly1UUERER1VYFyyMFejrpMRL9Y4KBiIiIiIiIqApozV7w4OyFipabmwsnp+Jv8jg5OXHtAyIieiG5KjX2XNKURzKRS9GruZ2eI9IvJhiIiIiIiIiIKlmOSsD/bmlubBtKJejpygRDRWvUqBHu3LlTbJ979+7B0tKyiiIiIqLa6K+bT5CcmQsA6N3CHsZyqZ4j0i8mGIiIiIiIiIgq2fG76UhTqgEAvo1NYa6o2zcjKsPAgQOxZMmSYvuEhYWhRYsWVRQRERHVRuHnY8Xt/m0c9RhJ9VB3V58gIiIiIiIiqiJ7C5RH6udhocdIao979+6hV69e4s+pqak4e/YsFixYgJCQEHF/dnY2Tp48iXXr1mHDhg2YMWOGPsIlIqJaQJmnwr7LmvJIZgoZejSrr+eI9I8JBiIiIiIiIqJKFJeWi6hHWQAAR3MZPB2M9RxRzbdmzRqdbS1bttT6+fDhw3jllVcAABKJBEOHDq3U2IiIqPY6ev0J0rLzAAB9W9rDyJAzEplgICIiIiIiIqpE+26mQni27eduAQOJRK/x1AYjRowodd/u3buLazNIpVI0aNCgssIiIqJaLjz6kbgd6MnySAATDERERERERESVRqUWsO+GZnFnAwng58bySFXNyMgIjRs31ncYRERUw2XnqrD/cjwAwMJIhq7uLI8EcJFnIiIiIiIiokoTFZuJxxmaUgrtnU1ga8rn/IiIiGqiQ9cSkJGjAgD4t3KAXMZb6wATDERERERERESVZs91Lu5MRERUG+yMjhW3A72c9BhJ9cIEAxEREREREVElSM5W4e97GQAAKyMpOjU01XNEREREVB6ZOXk4cCUBAGBtYoiXm9roOaLqgwkGIiIiIiIiokpw4FYa8tSa7b5u5pAZcHFnIiKimuh/VxKQlaspj9SvtSMMpbytno/FH4mIiIiqCUEQcOnSJZw5cwYxMTEYOXIkF6UkIqqhBEHQKo/k587ySNVBfHw8nJycoFKp9B0KERHVIOHRj8TtAZ6Oeoyk+mGqhYiIiOoUtVqNFStWoFOnTvDy8oKHhwf8/PwQGRlZrvGUSiXmzp0Lb29vtG3bFu7u7njttddw+vTpUo9x584dfPTRR3B0dMT06dNhZ2eHzz77jMkFIqIa7OpjJe4m5wAAWtkZoZGVXM8RUT5BEPQdAhER1SBp2bk4eO0xAMDWTI5OriyPVBBnMBAREVGdoVKpMHjwYOzfvx87duxA3759kZeXh5kzZ8LPzw/z5s3DpEmTSj1eeno6evfujdu3b2Pfvn3w9vZGVlYWPvjgA3Tp0gXr16/HkCFDih3j+++/x/Tp0+Hs7IwtW7bA19f3Rd8mERFVA3tuPJ+94M/FnSvUvXv3yn1sQkICJBKWqiIiotL735UE5DyrefhKa0dIWfJQCxMMREREVGeEhIRg586dmDVrFvr27QsAkMlkCA0NxfHjxzF58mS0bNkS/fr1K3EsQRAQFBSEkydP4pdffoG3tzcAwNjYGGFhYTh+/DhGjhyJ5s2bw8vLq9DxKpUKo0aNws8//4wOHTogIiICNjZ8EoaIqDbIylXj8O00AICJoQTdmpjpOaLapUmTJkwSEBFRlSlYHimQ5ZEKeaESSYIgYOfOndi7d29FxUNERERUKS5evIjFixfD0NAQ48ePL9QeEhICQRAQEhJSqrrMu3btwvbt22Fvb19oloJMJsOECROQnZ2NyZMnF3n8xx9/jJ9//hmNGjVCeHg4kwtERLXIkZh0ZOVpyvB0dzGHsSGrE1ckd3d3CIJQ7i8iIqLSSsnKxeHrmvJI9hYKdGhST88RVT8vdJVz4MABDBo0CP3798f169crKiYiIiKiCrdgwQIAgK+vL6ysrAq1+/n5QS6X4+rVq4iIiCj1eAEBATAwKHxJFRgYCACIjIzExYsXtdo2bNiAJUuWAAB+/PFH2NnZlem9EBFR9VZwced+LI9U4dasWQOpVIr9+/dDrVaX6evRo0clvwAREdEz+y7FIVelSU4HtHGEAcsjFfJCCYb169cD0MxkyN8mIiIiqo7ykwY+Pj5FtisUCrRq1QoAsGXLlmLHyszMxJEjR4odz8XFBfXq1Ss0XmZmJj799FMAQMeOHdG/f/8yvAsiIqru7iXn4HJCNgCgsZUczWwVeo6o9nn55ZcRHByMsWPHIjMzs0zHsrQSERGVRXh0rLgd6Omkx0iqr3InGDIzM7F161Y4OzvDzMwMGzZsqMi4iIiIiCrM3bt3ERuruTB0dXXV2S+/7eTJk8WOd+rUKeTl5ZU4nouLS6HxVqxYgbi4OADAqFGjShE9ERHVJHtvaM9e4A3tyhEaGgq5XC4m7UtLKpWiUaNGlRQVERHVJk8zcnDs5hMAgLOVMXwaWek3oGqq3Is8b926FRkZGfjoo48QFxeHdevW4fDhw+jevXtFxkdERET0wm7fvi1uOzrqXpTLwcEBAHD9+nWoVCpIpdIKGe/KlSvivq1bt4rbeXl5GDt2LGJjY3Hz5k2YmZmhW7du+Pjjj0t18yMjIwMy2fPLOblcDrlcXuJxRERUOXJVAiJvahZ3lhkAvZua6zmi4uXk5CAnJwcAkJWVpedoysbIyAi7d+/GpUuXIAhCqRM5tra2uHPnTiVHR0REtcHeS3HIU2vKI/X3dORDAzqUO8Gwfv16SCQSjBw5Eg8fPsTatWuxfv16JhiIiIjoheWXX9y/fz+ysrLg6uoKf39/9OnTp1zjPX36VNw2MTHR2c/U1BQAoFKpkJqaCmtr6woZLykpCYBmBujff/8ttt+7dw9z586FtbU1MjIysHjxYkydOhWrVq1CeHg4unbtWuz76t27t9bPH374IT766KNijyEiosrzz/0MJGerAAAvNTKDpVHRierqYvny5Vi6dKm+wyg3V1fXYmcSEhERvYhdF56XR+rfRveDZXVduRIMjx49woEDB9CxY0d4eHjAw8MDjRo1wpYtW7B06VIYGRlVdJxERERUR6hUKgwcOLDQQsvz589Hy5YtsW7dOp3rHuhSsD5zcU/4KxTP62RnZGToTDCUdbyMjAwAmmuo/NJKr776KubOnSv2NTU1xRdffIGEhAQsWLAAb775Jm7cuAFzc91Pv/7vf/+DpaVlqWIhIqLKp10eqXrPXgCA9957TyzXl5WVVWJim4iIqK5IysjB8VuJAIAG1sbwbGBZwhF1V7nWYNiwYQMEQcDw4cPFfe+88w7S09Oxbdu2CguOiIiI6p5Vq1bhn3/+wfr16/H48WOkpqYiKioK3333HbKzs9GtWzetWQClYWxsLG7n5ubq7FewrbiZCWUdL3+sx48fi229evUq8piJEycCAOLj4/HLL7/oHBvQJCXMzMzELyYYiIj053FGHk4/1CSg7Uxl8HbUfR6pLuRyuXgOyZ91R0RERMC+S3FQPSuPFNCG5ZGKU64Ew88//wy5XI7//Oc/4r4RI0aI5QyIiIiIyuvXX3/FL7/8gqCgINjY2MDMzAxeXl6YPHkyLl++jDFjxuA///lPmWpF29raitvFHZffJpPJYGFhUWHj2djYAIDWmg66EhhNmjQR13X466+/dI5NRETVy/4bqXh2HwJ+7uaQGvBGBBERUU3F8kilV+YEQ1RUFC5duoTAwEBYWVmJ+z08PNChQwdERkYiPj6+ImMkIiKiOuTJkyfw8/Mrss3Q0BD/93//h06dOmHt2rWlHtPNzU3cjouL09kv/xqmadOmWosnv+h4zZo1AwDY29uLbfllk4rSsGFDreOJiKh6UwuCWB5JAsDPXXeSmvRn1qxZsLS0xKeffqrvUIiIqBp7yvJIZVLmBEP+4s4FyyPlGz58OFQqFTZu3FghwREREVHdU/ABBl2+/fZb/Pnnn6Ue09nZGY0aNQIAxMTE6Ox3584dAEDnzp2LHc/Hx0dcX6G48fLb8sdr1KiR+P7u37+v87j8mQ4FSzEREVH1FR2bhbh0zRo7Pk7GsDcz1HNEVJSVK1ciLS0NK1as0HcoRERUje27zPJIZVGmBINKpcKmTZtQv359BAQEFGr/z3/+A0NDQ/z8888VFiARERHVLcXNHMjn5uaGtLS0Mo3bv39/AJrZmEXJy8tDdHS0Vl9djI2NxTUUdI338OFDcXZD/ngSiQT+/v7FHgcUnvlARETV254Cizv7e3D2QnU1bdo0tGrVCjNmzNB3KEREVI2FRz8vjxTA8kglKlOCYc+ePUhISMB//vMfrRrC+erVq4eAgABER0eLf6ATERERlUVUVBRGjx6NxYsX4/jx48jMzCyyn5GRUZnGHTt2LADgyJEjSE9PL9R+4MABZGVlwcHBAYMGDSpxvHHjxgEAdu/eDUEQCrXv2rULgGa2Q4cOHcT9Y8aMAQAcO3YMT58+LXRceno6Hj58CAAYOHBgiXEQEZF+pSlV+OuupuydhcIALzUy03NEpMuYMWNw4cIFTJo0Sd+hEBFRNVWwPJKzlTG8WB6pRGVKMBRXHinf8OHDIQgC1q1b98LBERERUd0jCAL27t2L4OBgdO3aFZaWlmjVqhWGDRuGhQsX4ujRo2WevQAA3t7eCAoKQlZWFsLCwgq1L1iwAICmPrNcLhf3jxs3Dubm5vj222+1+g8aNAjdunXD/fv3C5VrUqvVWLRoESQSCebOnavV1rdvX/j5+SE7O1t8zYJ+//13KJVKBAQEwNfXt8zvk4iIqtaBW2nIVWkSzb2amkMuZRkFIiKimqpgeaT+niyPVBqlTjAIggAbGxsEBwfD29tbZ7/AwECMHj1arEtMREREVBbe3t54+PAhHj16hB07dmD69Olwc3PDwYMHMWnSJPTo0QPW1tY4duxYmcdesmQJfH19MX36dERGRgLQJANCQ0OxZ88eBAcHY9SoUWL/xMREhIWFIT09Hd99953WWBKJBBs3bkTLli0xfvx4nDt3DgCgVCrx4Ycf4vLly5g3bx569+5dKI61a9eiVatWmD17NlatWiXOgLhy5Qq+/PJLdOzYERs2bCjz+yMioqq3t0B5pH5c3JmIiKhG23UhTtxmeaTSkQhFzemnaicjIwNmZpqptunp6TA1NdVzREREVBtUx/PLkydPYGtrW2RbfHw8zpw5g9OnT2P58uViKaGyUCqVWL58OdatWwe1Wo3c3Fw4ODggODgYAwYMKNR/2LBh2LZtG0JCQvDNN98Uak9JScHixYvx+++/QyqVQqlUws3NDZMnT0bXrl11xpGeno6FCxdi8+bNyMjIQP369QFo1rT64IMPYGhY9AKhBT+zEydOlGpRbCIiqhw3nmRjws4HAIBmtgosGtBQzxGVX2ZmJnx8fABUn2uC0lKr1Thw4ABOnTqFW7duISUlBRKJBBYWFmjatCk6dOiAXr16wcCgTEUcqr3qeB1HRFSTPc3IQftvI6FSC3C2MsZfn/eskzMYynp+YYKhhuCFAxERVYaafH7p2bMnDh48qO8wqhwTDERE1cfivxMQflUzgyH45foIaFZz6zTX1ATD4sWL8e233+Lx48fivvzbHAVvCtWvXx9ffvklJkyYUOUxVpaafB1HRFQd/XbqHj7/4wIAYGxXF0zr31LPEelHWc8vsqoIioiIiKiijR49Wt8hEBFRHabMU+Pg7XQAgEImQXcXcz1HVPe8/fbb+P333yEIAurVq4dmzZrB0dERxsbGEAQB2dnZiI2NxfXr15GQkIDg4GD89ddf+PXXX/UdOhERVUMFyyP193TSYyQ1CxMMREREVKOo1WpcunQJ8+bNw7Bhw/QdDhER1VF/3c1ARo4aANCtiRlM5bWr/E51t3z5cmzevBnDhg3DpEmT4OXlVWz/8+fP44cffsDGjRvRq1cvjBs3rooiJSKimiA5MwfHbz4BADhbGcOrQc2dlVjVmGAgIiKiais3NxcXLlzA2bNnxa8LFy4gOztb36EREVEdt+d6irjdz4OLO1e1lStX4pNPPsH3339fqv5eXl5Yv3496tevj7CwMCYYiIhIy75L8chTa0rsBbRxqJNrL5QXEwxERERUrfz4449iMuHy5cvIzc0VaylLpVJ06tQJ7dq1Q0REhJ4jJSKiuuphag6i4zTJ7gaWhmhlZ6TniOqeq1ev4pdffinzce+//z5WrFhRCREREVFNFn4hVtwOaOOox0hqnjInGAYOHIjvvvsOLVq0qIx4iIiIqI6bMGECJBIJrK2t0bVrV3h7e8PHxwfe3t547733cOjQIQDPF3AkIiKqantvpInb/u4WfMpRDwwNDZGRkVHm49LT02FoaFgJERERUU317/JIbRta6TegGqbMRSJfeukldO/eHdHR0Tr7XL9+/YWCIiIiorrrwIED8PT0xLhx47B9+3bMnTsXb7/9Npo1awYDg+eXLosWLdJjlEREVFep1AL230gFAEglQJ+mXNxZH9q1a4evv/4aarW61Meo1WrMnDkT7dq1q8TIiIiopmF5pBdT5gTDpEmTkJ6ejl69euH06dNF9tm5cyfeeeedFw6OiIiI6p4ePXrg9OnTsLe3R8eOHfHbb7+JbZy1QERE+nbqQSaSslQAgE4NTVHPhJWH9WHSpEnYvn072rVrhzVr1uDu3bs6+969exerV6+Gj48PwsPD8cknn1RhpEREVN3tYnmkF1LmBINCoYChoSGSkpLQp08f/P3334X6TJo0CVFRUVi9enWFBElERER1i1QqRXBwMA4cOIA9e/agR48eiI6O5pMkRESkd3uezV4AAH8u7qw3r7zyCmbNmoXz58/j3XffhaurK0xMTODi4oJWrVqhVatWcHFxgYmJCVxdXTF27FhER0fj22+/Rb9+/fQdPhERVRPJmTk4xvJIL6TMCYbTp08jLS0NISEhUCgU8Pf3x+HDh7X6SCQS+Pv7Y+7cuRUWKBEREdU9dnZ2WLNmDebMmYNx48bh5s2bSE9PBwCkpaWVcDQREVHFSsrMwz/3NXX/bUyk6OBsoueI6rYvvvgChw8fRo8ePSCRSJCdnY27d+/iypUruHLlCu7evYvs7GxIJBL07NkTR44cwRdffKHvsImIqBopWB7pldYsj1QeZZ7LuXbtWjRt2lT8Q79v374ICAjAtm3b4OfnJ/Z79OgRHj9+XKHBEhERUd3UuXNn/P3331ixYgVefvllTJkyBWFhYThw4IC+QyMiojok8lYant2DQF83C0gNeBNC37p27Yr//e9/ePLkCU6fPo1bt24hNVUzy8TCwgJNmzZF+/btYWtrq+dIiYioOipYHqm/J8sjlUeZEwzbt2/Hf//7XxgaGqJZs2Y4duwY+vbti0GDBuH3339HYGAg7t27h+3bt2PIkCGVETMRERHVYg8fPoSzs3Oh/RKJBO+99x7eeustTJs2DceOHdNDdEREVFcJgoC91wuUR3JneaTqxNbWlqWPiIioTFgeqWKUOcGQkpKCHj16iD83bNgQx44dg7+/P15//XVs3LgREREREAQBM2bMqMhYX4harcbKlSuxatUqZGdnIysrC02aNMFnn32GPn36lHk8pVKJ//u//8OmTZsgCAIyMjLQpk0bTJ06Fe3bt9d5XEpKCubOnYsdO3ZAKpUiIyMDL7/8Mr788ku4u7u/yFukGk4QBKgFQKUWoBYECAKgEp5tq59vq9WafmpBgEqt6acWBKgEAYIgQKXW/KwWBBgZSuFoaQQTOReeI6KaY9iwYcXOTLC2tsaPP/6IK1euVGFURERU112Mz8aD1FwAgKeDMZwsDPUcEREREb2IfZdZHqkilPmuY79+/XDr1i24uLiI+2xsbHDo0CEEBgZi6NChkMlkeP311+Hq6lqhwZaXSqXC4MGDsX//fuzYsQN9+/ZFXl4eZs6cCT8/P8ybNw+TJk0q9Xjp6eno3bs3bt++jX379sHb2xtZWVn44IMP0KVLF6xfv77I2RuxsbHo2rUrJBIJ9u3bBxcXFzx9+hRDhw5F+/btsWPHDnTv3r0i3zqVgyAIeJichRsJ6bgRn4br8em4l5iJHJVacwNfEKAucBNfLeDZTf/nCQIxWSDe9H+eFCiYIBCPf5ZQqCz1TOVwsjKCk6UxnKyM4Wyl+e5kZQRnK2PYmilgwOndRDVGhjIPFx6m4GZCOoI6N9Z3OBXu1q1bWLFiBXx8fODp6Qm5XF5kvw0bNlRxZEREVJftLbC48ytc3JmIiKjG212gPFIAyyOVW5kTDN988w0++eSTQk/9m5mZYe/evXjzzTcRHh6ulYDQt5CQEOzcuROzZs1C3759AQAymQyhoaE4fvw4Jk+ejJYtW5ZqOqUgCAgKCsLJkyfxyy+/wNvbGwBgbGyMsLAwHD9+HCNHjkTz5s3h5eUlHpednY1Bgwbh1q1bOH78uPj7sba2xqZNm+Dq6oo33ngD58+fh5OTUyX8FujfBEFAbEo2rsen4UZ8Oq7Hp+F6QjpuxqchI0el7/AqVFJGDpIycnDxYWqR7XKpARy1EhBGzxIQzxMSxnJpFUdNRACQk6fGtbg0nHuQjOj7yTj/IBk3E9LF+s/92zjC2rToG/A11aNHjzB+/HgAmvN1q1at0K5dO/HL09MTCoUCw4cPx//+9z89R0tERHVBRo4KR+6kAwBM5Qbo0thUzxERERHRi0jOzMFfNzTlkZwsjeDN8kjlJhGEsj83vWfPHtSrVw8dO3Ys1KZSqTBq1CgcOXIE0dHRsLDQ75MdFy9eRJs2bWBoaIiEhARYWVlpte/cuRMDBw5E8+bNcfHiRUilxd9EDQ8Px4ABA2Bvb49Hjx7BwMBAq33x4sWYOHEi+vTpg/3794v7lyxZgo8++ggdOnTAyZMnC437ySefYP78+Xj33XcRFhZWqD0jIwNmZmYANDMoTE15QVtagiAgLjUb1+PzZyRoZiXcTEhHujKvTGNJDSQwkGjqgEslmm0DiQQGBjq2JRIYGGi2pRIJJM/2Sw0kkDw7Xmv72TESSf5raW8XNa64v0Cf/DEzlHmITc7Gw+QsxKVmQ6Uu/zSJYmdBWBvD1pSzIIhelFot4E5iBs7fT0b0gxScu5+My7GpyMlT6zxm3eiO6O5Rv9yvWR3PL8ePH8eYMWPQs2dP1KtXD6dPn8bZs2fx5MkTSCQSyGQytGzZEg8fPkRCQoK+w61yBT+zEydOFLq2ISKiirfragoW/f0YADCguSUmvFT+c291lZmZCR8fHwDV55qAilcdr+OIiGqKzafv47Mt0QCAd31d8GVgSz1HVH2U9fxSrsLsxT3pL5VKsX79egQHB6NHjx44e/ZseV6iwixYsAAA4OvrW+Qf4H5+fpDL5bh69SoiIiIQGBhYqvECAgIKJRcAIDAwEBMnTkRkZCQuXryI1q1bAwAWLlwothclMDAQ8+fPx7p16zB37lxYW1uX9i3SM4IgID5V+SyBoJmVcCNB8z2tDImEhvWM4WFnDnd7c3jYm8HdzhxN7Uxr/DoGeSo1EtKUeJSchYfJWXiUnF1gW/M9LVv37+lFZkE4WxvDyZKzIIj+LS4lG+fuJyP6gWZmQvSDlGL/PwQAmYEEzR3N4dnACm0bWKGFg3kVRVt1Xn75ZZw6dQofffQRMjMzsWPHDsjlcty7dw+nT5/GmTNncOrUKdy4cUPfoRIRUR2x50bBxZ1r37mXiIiormF5pIpTaXdM/+///g+3b9+urOFLLSIiAgDEJzH+TaFQoFWrVoiKisKWLVuKTTBkZmbiyJEjxY7n4uKCevXqISkpCVu2bEHr1q1x7do13Lp1q9jj8vfn5uZi+/btGDlyZKneX10kCAIS0pQFZiJovl+PTyvxxlxBDayN4WFvDvdnSQQPezO42ZnV+ESCLjKpgXjDX9cy5KnZuYgtIvHw6FlCorhZEDkqNe4mZuJuYqbOGP49C6KeqRzWJoawMpHD2kQOKxNDWJkYwtpEDhO5lIvrUK2SkpmL6IfPZyZEP0hGfKqyxONcbU3h2cASXg2t4NXQCi0dLWBkWPuTdWZmZlizZg1+//139O3bF0uXLkXr1q3RqFEjvPbaawCAnj176jlKIiKqC24nKXH9ieac7VZPAXdbIz1HRERERC8iJTOX5ZEqUKXcSb1z5w5WrVqFdevW4f79+5XxEqVy9+5dxMZqslHFLTjt6uqKqKioIksXFXTq1Cnk5eWVOJ6LiwuSkpLE8U6cOKH1WkWxtLSEjY0NEhMTcfLkSSYYoEkkPE5TakobPUsi5Jc4Si1DIsHZylgzE8HeHO52ZvCwN4ebnRlMFbUzkfAiLIwMYeFgiGY6noguahbEw+RMrdkQLzILoiC51EBMNliaGML62bYmGWH4LBmhSUzkJymsTAxhKC08s4ioqmXnqnDpUapmZsKzcke3n2SUeJyduQJeDa3QtqEVPBtYwtPZCpYmhlUQcfX15ptv4qWXXsK4cePQt29fhISEiG2ffvqpHiMjIqK6Yu/1ArMXPDh7oSYQBAHh4eGQy+Xw9/fXdzhERFTN7L0ch7xnD9C+0saRD7i+oAq7w5qTk4M//vgDK1euxOHDh1GOpR0qXMEZFI6Ouqe6ODg4AACuX78OlUqlcx2Gso535cqVMh+XmJgoHqdLamoqVKrnixArFAooFIpij6nOBEHA43QlbhZYaPnGs9kJKVm5pR7H2coYbnZmYjIhP5FgxkRChSnPLIjnMyBKngVRUM6zZEZCWslPeBdkppCJiYmC3/MTE//+2cpEDgsjGU8mVG4qtYCbCek4fz9ZsxDzg2RcjU0TL1Z0MTeSaWYmNLDSlDtqaAUHy6p5IlKpVEKp1Py/lZFRcuJD3xo0aIDdu3dj3rx56N+/P1auXAlHR0cEBAToOzQiIqrlclQC/nc7DQBgKJWgpysTDDXBgQMHMGjQIBgYGODy5cvw8PDQd0hERFSNaJVHasPySC/qhe+8nj9/HqtWrcLGjRuRnJwsJhaMjY2RnZ39wgG+iKdPn4rbJiYmOvvlL1ShUqmQmpqqc/2Dso6XlJT0Qsfp4uTkpPXzjBkzMHPmzGKPqa7uPMnA4B+PITmz9IkEJ0sjuNmbw+PZbAT3Z6WNzI3q9lO+1UVpZ0HEpmThaUYunmbmIDnz2fesXCRn5hTaryxmgdt/S1fmIV2ZhwdPs0p9jNRAAitjw0KJB2sTQ1ibymFvbgRHSyM4PPuqrWW0qGSCIODB0yycfzYz4fyDFFx8mILMHFWxx8mlBmjpZCHOTPBqaAUXG1O9LYw+e/ZsfP3113p57RfRr18/nD59Gm3atMGuXbvQqVMnfYdERES13PG76UhTaq5FuzY2hbmi9pcprA3Wr18PQHPttn79eoSGhuo5IiIiqi5SMnNx7CbLI1Wkct0lS0tLw8aNG7Fy5UpERUUBgJhY6Nq1K8aMGQNfX1+4u7tXXKTlkJn5vBa8XC7X2a/g0/8ZGRk6EwxlHS//qdDyHqfLo0ePtFbvrsmzFxwtjXTOUnCwMIK7vSaJULDEERMJNVvBWRCllZ2rwtNniYfkzBw8zcxFctazBETGs58zcwokKTQ/l2KiBADNE+iJGTlIzMgBUPLT3BZGsmfJBmM4WCiefdckIeyffbcyMeSsiFogMV2ptWbC+QcpSMrIKfYYiQRwtzPTzExoqFmIuZmDOeSy6lO+a8qUKZg0aRIAzTnn34nr6kKtVuPIkSPYvn07duzYgZiYGAiCAFtbW63kPRERUWXZW3BxZw8LPUZCpZWZmYmtW7fC2dkZqamp2LBhAxMMREQk2nc5Drmq5+WR9PXgX21SpgTD0aNHsXLlSvzxxx/IysoSkwqOjo4YMWIERo8eDTc3NwBAfHx8xUdbRsbGz29g5ubqfkK+YFtxMwzKOl7+WP8+TleS4d/H6WJhYaGVYKjJjAylaN/YGkaGUnGhZfdnpY0sjZlIIA0jQykcLY3haFn6pIRaLSAtO0+TmPjX7Ij8JMXTzBykZOVqJS8ySngSHQBSs/OQmp2O6/HpOvsoZAZwKJBwcLB4NgPC4vlMiPpmCshq4JoRKrWA1KxcpGTlir/XFDGxk78/BymZuUhX5kEiAQwkEkgNJJBIJDB49rNBwW2DovY935ZIJJAW6CORANJnfcTxnx0redZHaqC9nT+OgQSFYpFKno+TmKHE+QcpOH8/uVQzYZytjLVmJrR2tqz2pdkKltbTVRZQn7Zs2YLt27dj9+7d4uzIZs2aYfLkyRgwYABefvllGBjUvP93iIioZolLy8XZR5prAUdzGTwdSn8tSvqzdetWZGRk4KOPPkJcXBzWrVuHw4cPo3v37voOjYiIqgGWR6p4Jd4BiY+Px7p167Bq1SrcvHkTgGa2gkwmQ//+/TFmzBgEBARUyz/0bW1txe2sLN03ifLbZDIZLCx0P5VS1vFsbGyKPE5XguHfx9UVv7//sr5DoFrIwEACSxNDWJoYoglKn5BT5qmQkqm5cf702ayGuJRsxKdmIzZFs4ZE3LPvOcWUblLmqXE3MRN3EzN19jGQAPXNFeJMCEdLY+0kxLPvRoaVcwO44HsVEwMFkwXPZomk5CcTns0MKcsi67WNtYkhvBrmr5lgCc8GVrA1q7mzyKqrt956CzKZDF26dMHAgQMxYMAA8QEGIiKiqrLv5vPZC37uFjDg7NQaYf369ZBIJBg5ciQePnyItWvXYv369UwwEBERUjJz8dez8kiOLI9UYUpMMDRq1Ah5eXnibIXmzZtj9OjRGD58OOzs7Co9wBdR8GZEXFyczn75sy2aNm0KmUz3r+Tf43l5eRU7XrNmzYo8ztLSslTHEVHVU8iksLOQws6i+MV2BUHA08zcZ8mGLMSlKBGXkoW4Z4mI/IREWjE349UCEJ+qRHyqEueLeS0rE0Mx2VCwDJPmuzFszeTIylUVSBJozyLQlSzIyi15tkZdZmwoRWtnC3g1sIJXQyt4NbBCw3rGLH1VBSwsLGBubo6EhAScO3cOUqkU7dq1g7e3t9Ysv9DQUHz55Zd6jJSIiGorlVrAvhuaxZ0NJICfG8sj1QSPHj3CgQMH0LFjR3h4eMDDwwONGjXCli1bsHTpUhgZFX+NT0REtVvB8kgBLI9UYUpMMOSX7bG2tsaqVavw6quvVnZMFcbZ2RmNGjXCvXv3EBMTo7PfnTt3AACdO3cudjwfHx8oFAoolcpix8tvyx/v5Zdf1morKoGQmZmJhISEUsVBRPonkUhQz1SOeqZytHTS/QdnhjIPcanZiE8pPAMi//uTdCWEYtaLyC89dDUurRLeSekYSABLY83i15b5C2I/+9nC2LDAItmGsDR+3ie/VJAgACpBgFoQIKgBtSA8/1l49rP6+bZawLOfNduF2wWxn1r9vI+6QH+t/YX6CFA/i6NgbGoBMJIZoLWzJdztzGpkCavawNvbGwcPHkRcXBzOnDmDM2fOYO7cuYiKioK5uTnatWuHdu3aYfPmzUwwEBFRpTj7KBOPMzQPirR3NoGtafUuf0gaGzZsgCAIGD58uLjvnXfewZw5c7Bt2zb85z//0WN0RESkbyyPVDlKvEq6efMmVq5cifXr12PIkCEYOHAgxowZA39//xrxFGf//v2xbNkycTHqf8vLy0N0dLTYtzjGxsbo1asXIiIidI738OFDcbZE/nguLi5o0aIFrly5gqioKPj7+xc6LioqCmq1GlKpFP369Sv1+yOi6s1UIUPT+mZoWt9MZ59clRoJac9mQKQoEZuSJc6AyP+ekKpEjkp3SabSkssMYG1iCKtnSQBLk4LJgWf7xASCXJMwMDGEmVzGzD5VmeXLlwMAHBwc0L9/f63zc3x8vJh0SExM1FeIRERUyxVc3LkfF3euMX7++WfI5XKtRMKIESMwe/ZsrF+/ngkGIqI6LCWL5ZEqS4kJBldXV8yaNQuhoaHYtWsXVq9ejYEDB8Le3h6jRo3CqFGj4OLiUhWxlsvYsWOxbNkyHDlyBOnp6TAz077Jd+DAAWRlZcHBwQGDBg0qcbxx48YhIiICu3fvhiAIhZIsu3btAqCZ7dChQwet40JCQrBr1y588cUXhcbNP27gwIFwcHAo8/skoprLUGoAZytjOFvpXjhQrRaQlKlZD6KoGRCmChms/pUcyE8eWBZIFlTWeg5EFenjjz/G7t27i2yzt7dHQEAAAgICcODAgSqOjIiI6oLEzDz8fS8DAGBlJEWnhqVfz4v0JyoqCpcuXcLrr78OKysrcb+Hhwc6dOiAyMhIxMfHw97eXn9BEhGR3uy/HC+WR3qlNcsjVaRS134wMDDAgAEDsG3bNty/fx8TJkzA5s2b4e7ujt69e2PTpk1QKpWVGWu5eHt7IygoCFlZWQgLCyvUvmDBAgDArFmztBZfHjduHMzNzfHtt99q9R80aBC6deuG+/fv488//9RqU6vVWLRoESQSCebOnavV9v7778Pd3R3Hjh3D2bNntdrS09OxcuVKGBkZITQ09EXeLhHVUgYGEtiaKdDa2RJ9WtojqHNjTPZvhnlvemHtqI5YOtQH3w5ug8/6Nce4bk3xVoeG8G/lgE6uNmjuYFGpi0UTVbR79+7h7NmzYplGXdavX19FERERUV2hFgT8cDQeec8mjvZ1M4eMNyBqhPzFnQuWR8o3fPhwqFQqbNy4UQ+RERFRdbAr+pG43d+TD3dXpHIVl7a3t8fnn3+Oq1ev4sCBA2jQoAHeffddODk5YeLEiTh/vrjlSqvekiVL4Ovri+nTpyMyMhKAJhkQGhqKPXv2IDg4GKNGjRL7JyYmIiwsDOnp6fjuu++0xpJIJNi4cSNatmyJ8ePH49y5cwAApVKJDz/8EJcvX8a8efPQu3dvreOMjIywdetWODo6YujQoeK6D6mpqQgKCkJqairWrl2Lli1bVuJvgoiIqPp7+vQppkyZgiZNmqBDhw4YP348Vq1ahfPnz0Oler44ecOGDfUYJRER1UZ/Xk7BmUdZAIB6xlK82cZazxFRaahUKmzatAn169dHQEBAofb//Oc/MDQ0xM8//6yH6IiISN8Kl0fi+b0ivfBKVd26dUO3bt2wePFibNy4EatXr8bSpUuLXMhYXywtLREZGYnly5fj888/h1qtRm5uLhwcHLBjxw4MGDBAq7+NjQ2CgoKwbds2BAcHFxqvQYMGOH78OBYvXowRI0ZAKpVCqVTCzc0Nhw8fRteuXYuMo3Xr1jhz5gx++OEHDBgwAHK5HNnZ2fD29sbJkyfh6elZKe+fiIioJmnRogX27t0LALh79y7OnDmDs2fPYsuWLbh06RKcnZ3Rvn17dOjQocinFImIiMrjVpISq08/EX+e3NUelkacAVoT7NmzBwkJCQgODoZUWvgzq1evHgICArBjxw5ER0fzb28iojqG5ZEql0QQBKGiBz1//jxWrlyJX375hQswVpCMjAxx/Yj09HSYmrIOKBERvbjqeH7Jy8uDTFb0MxBXr17FO++8g6ioKDRo0AD37t2r4uj0r+BnduLECa0600REVD7KPDUm7HyAe8k5AIDXWlnhvY62eo6qamVmZsLHxwdA9bkmKK0hQ4Zgy5YtOH36NLy9vYvss23bNrz++usICQnBDz/8UMURVo7qeB1HRFQdjV57CgeuJgAA/hj/Eto1rqfniKq3sp5fylUiqSReXl5YvHgxYmNjK2N4IiIiqsWKSi6kpqZi0qRJ8PLywqVLl/DZZ5/hypUreoiOiIhqo5WnE8Xkgms9OUa1s9FzRFRagiDAxsYGwcHBOpMLABAYGIjRo0dDoVBUYXRERKRvKVm5OHrjMQDAwYLlkSrDC5dIKk7BRZOJiIiIyiMsLAxffvklHj9+DH9/fyxatAju7u76DouIiGqJf+5nYMeVFACAXCrBF90dIJeydEJNIZFI8OOPP5bYz9DQECtXrqyCiIiIqDrRKo/UxoHlkSpBpcxgICIiInpRR48ehY+PD95//32Ymppi69atiIiIYHKBiIgqzNOsPPzwV4L487gOtmhsxQfliIiIaovdF55X2An0dNRjJLUXEwxERERUrdy/fx9vv/02evTogatXr2L69Om4fPkyXn31VX2HRkREtYggCPjhaAJSslUAgE4NTRDY3ELPUREREVFFYXmkqlGpJZKIiIiIyqp58+bIzs7GwIEDsXDhQjRu3FjfIRERUS2040oKTj3MBABYG0sxqYsdJBKWTSAiIqotIlkeqUpwBgMRERFVK4aGhnB0dMSVK1cwbdo0LFiwAEePHkV6erpWv0mTJukpQiIiqunuJCkRdjpR/PkTXztYGfP5OyIiotpkV4HySP3bsDxSZeEVFBEREVUr3t7eOHjwIOLi4nDmzBmcOXMG8+bNQ1RUFMzMzNCuXTu0a9cOkZGR+g6ViIhqoJw8NeYcfv5E46stLdGhgameo6IXNXDgQHz33Xdo0aKFvkMhIqJq4N/lkXwasTxSZSl1gkEQBISHh8PMzAw9e/Ystu/u3bshk8ng5+f3wgESERFR3bJy5UoAgIODA/r374/+/fuLbfHx8WLSITExUdcQREREOq06k4iY5BwAgIu1HGPa2eg5IqoIL730Erp3747IyEh4enoW2ef69evw8PCo4siIiEgfWB6p6pS6RJJEIsHs2bPh7++PhIQEnf3OnDmDAQMGiDcHiIiIiIoTEhKCp0+fij83bdpUZ197e3sEBARg+vTpvEFARERldupBBv68nAIAMJRK8EV3e8hlrBxcG0yaNAnp6eno1asXTp8+XWSfnTt34p133qniyIiISB92szxSlSnTldSwYcOQl5eHjRs36uyzfv16AMDw4cNfLDIiIiKqExYtWoTY2NiSO/7L4sWLKyEaIiKqrZKz8vDDX88flhvb3gZNrBV6jIgqkkKhgKGhIZKSktCnTx/8/fffhfpMmjQJUVFRWL16tR4iJCKiqqIpj/QEAMsjVYUyJRjefvttyOVyMYnwb3l5efj1119ha2uLV155pUICJCIiotpNEIRyHde6desKjoSIiGorQRAw/1gCnmapAAAdnE0wsIWlnqOiinT69GmkpaUhJCQECoUC/v7+OHz4sFYfiUQCf39/zJ07V09REhFRVYi8HI8clRoA0K81yyNVtjIlGKytrREQEIDo6GicP3++UHtERAQeP36Mt99+G1KptMKCJCIiotpNIpHg6tWrWL16NRYvXow//vgD9+/fr5TXUqvVWLFiBTp16gQvLy94eHjAz8+v3ItGK5VKzJ07F97e3mjbti3c3d3x2muv6SzPUJyPP/4YEgkvfomIKlr41VT8cz8TAGBpJMUnXe34720ts3btWjRt2hRz5szBkSNHYGVlhYCAAOzbt0+r36NHj/D48WM9RUlERFWhYHmkQE+WR6psZS42OXz4cAiCUOQshvXr10MikbA8EhEREZXJ2LFj0apVK4wdOxYff/wx3nrrLTRp0gSdOnXC9u3bK+x1VCoVXn31VQQHByM0NBTnz5/H5cuX0bFjR/j5+WH+/PllGi89PR3dunXD999/j9WrV+PcuXOIjo6GpaUlunTpgt9++63UY+3duxeLFi0q61siIqISxDxVYsWpJ+LPn/jawdpY9v/t3Xd8U/X6B/BPRpMm3YsOoNBS9mrLlC1LBBTnRb2VIYKi/ECUq+L2inDlekXB6wJk48IrQ4ayQaCAUPamLS2jhe5mNM34/v6oDQ3dpW2a5PN+vfoyPd9zvnnCqc3TPOc8XztGRHVh3bp1eOONN+Dm5obWrVtj3759aNq0KUaNGoVff/0VAJCSkoJ169Zh5MiRdo6WiIjqSl4B2yPVt2oXGEaOHImAgACsXr0aFovFuj0nJwe//vor2rZtiy5dutRqkEREROTcDhw4ACEEgoKCEBgYCIlEAiEEDh8+jEceeQTjxo2D2Wy+6+eZPn06NmzYgHfeeQdDhgwBAMjlcsyaNQsDBgzAjBkzsGXLlirNJYRAXFwcDh06hPnz5yMmJgYAoFKpsHDhQjRv3hzjxo0r867PO926dQvPPvtsjdtFERFR2QrNAv/anY5Cc9Hv1wfb+qBHUw87R0V1ITc3FwMGDLB+37RpU+zbtw/t27fHo48+ijVr1uD999+HEALvvvuu/QIlIqI6xfZI9a/aBQa5XI7Ro0fj5s2bNn+A//DDDzAYDHj66adrNUAiIiJyfo8++iiuX7+OtLQ0pKeno7CwEEePHsUHH3yA8PBwrFixAs8///xdPcepU6ewYMECuLm5YfLkyaXGp0+fDiEEpk+fXqVixsaNG7Fu3ToEBwdj9OjRNmNyuRxTpkxBQUEBZsyYUelcEyZMwKRJk6r+YoiIqEqWHMlEUnYhAKCZrwLPdg2wc0RUV4YNG4bLly/bbAsICMCuXbtwzz334KmnnsJ3332HRx99FJGRkXaKkoiI6lrJ9kgj2B6pXlS7wAAAY8eOhRACy5Yts25bvnw5ZDIZ4uLiai04IiIicg2fffYZQkJCrN9LpVJER0fjzTffxMWLF/Hqq6/i22+/xY4dO2r8HPPmzQMA9OnTB76+vqXGhw4dCoVCgXPnzmHz5s1Vnm/48OGQSkunVMXtF7Zt24ZTp06VO88XX3wBtVrNizSIiGrZkWs6/O90DgDATQq83j8YSnmN/gQmB/DBBx/g008/LbXd09MTv/32G4YNG4aCggJERETUf3BERFQv8gqM2HOhqD1SsLcSXdgeqV7UKLvq1q0bWrVqhQ0bNiA3NxeXL1/GgQMHMGDAADRu3Li2YyQiIiInplQqbYoLd5LL5ZgzZw6eeeYZ/Pe//63x8xQXDWJjY8uNo3379gCANWvWVDiXTqfDnj17KpwvIiIC/v7+Fc539uxZzJ8/H1999VXlL4CIiKost8CMj/emW79/pmsgIv2VdoyI6lrr1q0xZcoUHDp0qNSYUqnEL7/8gri4OKxatQp5eXl2iJCIiOpayfZI93cIZXukelLjyzeefvppGAwGfP/991ixYgUkEgmvvCMiIqJqCwoKwpkzZyrdb/Lkydi/f3+NnuPKlSu4caPoVtmK2iIUj5X14URJhw8fhslkqnS+4qsky5qvsLAQcXFx+Oqrr8q8o4KIiGpGCIFP/riJLH1Ru7suYSo81M7HzlFRfRg2bBi6d+9e5phMJsPy5csxatQom7UaiIjIebA9kn3UuMAwZswYAMDSpUuxYsUKqNVqPPbYY7UWGBEREbmGHj164NVXX4XFYqlwv4CAAGRnZ9foORITE62PQ0PLTzSL76S4cOFCheswVHe+s2fPlhp7/fXXMXToUH7IQURUyzadz0N8qhYA4KOU4pW+wZBKeAUjFfnss8/wv//9z95hEBFRLWN7JPuR1/TApk2bon///ti9ezcA4O9//zvUanWtBUZERESuYeLEiRg2bBgGDBiA+fPnIzo6usz9fvvtNzRq1KhGz1GyMFFRvuLh4QEAMJvNyMvLg59f2UlpdefLysqy2b5161bs3bu3xndkFNNqtZDLb6dzCoUCCoXiruYkInJkKTmF+PpQhvX76X2CEaCu8Z+9Tq+wsBCFhUWLYOv1ejtHU3+aNWtm7xCIiKiWsT2S/dxVpjVmzBjs2rULEonEekcDERERUXUMHToUU6dOxfz589GlSxd07twZgwYNQqdOnRASEoLCwkLs2bMHCxYsQFxcXI2eQ6fTWR9X9AG8Unm7P7dWqy23wFDd+bRarXVbRkYGJk+ejI0bN8LNza3y4CswaNAgm+9ffPFF/N///d9dzUlE5KgKzQL/2p0Gg1kAAEa28cY94R52jqph+/rrr+9qfSNHk5SUhEWLFmH58uVITU21dzhERFSL2B7Jfu6qwPDYY49h9+7dUCqVGDx4cG3FRERERC7m008/RZMmTfDOO+/g2LFjOH78uM24EAKNGzfG+++/X6P5VSqV9bHRaCx3v5JjFd2ZUN35Ss41YcIE/OMf/0Dr1q0rDroKtm/fDh+f233FefcCEbmy5UczcTmr6Gr8cB83TOwWaOeIGr7nnnsO48ePB1B0B0Pfvn3tHFHtKywsxM8//4xFixZh9+7dEELYOyQiIqplbI9kX3dVYPD09MSSJUtqKxYiIiJyYTNmzMDTTz+NhQsX4rfffsOpU6eQl5eH4OBgjBw5Eu+//36F6x1UJDDw9odMFbWAKB6Ty+Xw9vautfkCAgIAAF999RWEEHjuueeqFnglPDw84OnpWStzERE5soTrOvx0KgcAIJcCr/cPgbu8xksOuoySrfWkUuf69zp+/DgWL16MVatWIScnx1pYUKlUKCgosHN0RERUm7afZXske2IzSiIiImowgoOD8dZbb+Gtt96q1XmjoqKsj9PS0srdLz09HQDQokULm7UNKpuvc+fOFc5XfLfCv//9bxQWFqJNmzal9i15J0TxeOPGjbF9+/Zy4yAiIiCvwIx/7023fj++SwBaBCgrOIKcVX5+PlatWoVFixYhISEBAKyFhb59+2LChAno06cPWrZsac8wiYiolm08cftvvOEd2R6pvrHAQERERE6vcePGCA8PR0pKCpKTk8vdLykpCQDQs2fPCueLjY2FUqmEwWCocL7iseL5zGYzrl69Wmm858+fBwBeYUlEVAkhBD7ddxOZOjMAICZMhUfa+9o3KKp3e/fuxaJFi/Dzzz9Dr9dbiwqhoaEYO3YsnnnmGevFAcXFfyIicg5F7ZFuAQAaeSnRtRnbI9U357oHkoiIiKgcI0aMAADrFY13MplMOHHihM2+5VGpVBg4cGCF8127ds16t0TxfMnJyRBClPlVXNwAYN1WUfGCiIiALRfzsC9FCwDwUkrxj77BkErYFsEVpKenY+7cuWjdujUGDBiAlStXQqfTQSaTYdSoUVi/fj1SU1Mxe/ZsmzsPHcH58+crbMFIRES3lWyPNLwj2yPZAwsMRERE5BImTpwIANizZw80Gk2p8R07dkCv1yMkJASjRo2qdL5JkyYBADZt2lTmgpEbN24EUHS3Q7du3e4mdCIiKkNqbiG+PJhh/f7l3o0QoOZN+q4iPDwcM2fOxMWLFyGEQOvWrTF37lxcvXoVv/zyC0aOHFln60pYLBZ888036NGjBzp37oxWrVph6NCh2LZt213Nm5SUhHHjxqF9+/a804KIqIrYHsn+WGAgIiIilxATE4O4uDjo9XosXLiw1Pi8efMAALNnz7YueAkUFRK8vLzw4Ycf2uw/atQo9OvXD6mpqVi7dq3NmMViwfz58yGRSDB37tzafzFERC7OaBb4aHc6DKaiAu/wVt7o1YyL3rsSo9EIIQT8/Pzwv//9D2fOnMGMGTPQqFGjOn1es9mMhx56CNOmTcOsWbNw/PhxnDlzBt27d8fQoUPxySefVHvOa9euYfLkyWjdujWWLVsGs9lcB5ETETmf/AIj9lxkeyR7Y4GBiIiIXMbnn3+OPn364O2337ZeZWixWDBr1ixs2bIF06ZNw/jx4637Z2ZmYuHChdBoNPjoo49s5pJIJFi1ahXatWuHyZMn49ixYwAAg8GAF198EWfOnMHHH3+MQYMG1dvrIyJyFcsTMnEx0wAAaOLjhue6B9o5Iqpvly5dwuuvvw6VSoXRo0fj8ccfx5YtW8q8q7A2TZ8+HRs2bMA777yDIUOGAADkcjlmzZqFAQMGYMaMGdiyZUuV5yssLMRvv/2G999/v9TFDEREVLHtZ2+i0FTUHun+DiFsj2QnLDAQERGRy/Dx8cG2bdswe/ZsvPbaa4iJiUGnTp2wa9curF+/Hp9++qnN/gEBAYiLi4OHhwemTZtWar4mTZpg//79mDJlCsaOHYvY2FjExsbi+vXr2L17N15++eV6emVERK7j2A0dfjqZAwCQS4HX+wXD3Y1/2rqayMhIzJ49GykpKVizZg1MJhMefPBBhIeH45133rFZ26i2nDp1CgsWLICbmxsmT55canz69OkQQmD69OlVvgtBoVDgmWeeQaNGjdC1a9faDpmIyKn9euKG9fGITmF2jMS1SURdl/epVmi1Wnh6Ft3yq9Fo4OHhYeeIiIjIGfD9xfGUPGfx8fHw9fW1b0BERPUoz2DG5LUpyNAVfXg7oWsA/taR7RBqg06nQ2xsLADHzQnS09OxdOlSLFmyBJcuXUL//v3x7LPP4pFHHoFSqbTuExYWVqM2RBMmTMC3336Le++9Fzt27Cg1bjAY4O3tjcLCQmzYsAEjR46s1vy7du3CvffeC6BoPYbmzZtXuD/zOCJyZfkFRnSZtQ2FJgsaeSkRP3MQ72CoJdV9f+FlHkRERERERNTgCSEwf/9Na3Ghc4gKj3XwtW9Q1KAEBwfjtddew7lz57Bjxw40adIEzz77LMLCwjB16lQcP378rubfvHkzAFgLMXdSKpVo3749AGDNmjV39VxERFQxtkdqOFhgICIiIiIiogbv90v52JusBQB4KqT4R79gSCX8MIHK1q9fPyxbtgw3btzArFmzcODAAcTGxlrvEKiuK1eu4MaNolYckZGR5e5XPHbo0KEaPQ8REVXNxpO32yMN7xhqx0iIBQYiIiIiIiJq0K7lFuKL+FvW71/q3QhBHnI7RkSOwtvbG5MnT8bhw4dx9OhRDBo0qEbtBRMTE62PQ0PL/yArJCQEAHDhwoUatWGqqby8PJsvg8FQb89NRFTf8guM2H2hKC8I8lKia3N/O0fk+AwGg837SHWwwEBEREREREQNlski8K896SgwFS0fOKylN/o297RzVOSIOnfujAULFljvRKiO7Oxs62O1Wl3ufsV9qs1mc7U/oLkbYWFh8PHxsX7NmTOn3p6biKi+lWyPNLxDCGRsj3TX5syZY30PCQur3oLZvOSDiIiIiIiIGqwVCVm4kFF0NXaYlxue7xFo54jI3vLz8+Hl5VXj4xUKhfWxwWCAVCqFm5tbhcfodLoyj79T8WLSQNEimX5+9bMI+fXr120W4SwZBxGRs2F7pNo3c+ZMvPzyywCK3r+qU2TgHQxERERERETUIJ1M0+OHE0VXjsskwOv9g6Fy45+xrm7IkCF466237nqehIQENGnSBKdPn650X5VKZX1sNBrL3a/kWEV3OtQ2b29vmy8WGIjIWbE9Ut1QKpU27yPVwcyMiIiIiIiIGhyNwYyP9qRD/PX9mFh/tA5yt2tM1DB89dVXmDdvHiZMmIBr165V+3iLxYKlS5diyJAhGDt2LKKjoys9JjDw9p0zer2+3P2Kx+RyebU/oCEiosrtOHe7PdL9bI/UILBFEhERERERETUoQgjMP3ALt7QmAECnEHc83qF+Ws1QwxcdHY0ff/wRo0ePxurVq/HYY4/h3nvvRfv27dGkSRP4+/tDqVRCKpXCaDQiLy8P6enpuHTpEg4ePIgff/wRiYmJePLJJ/Hvf/+7Ss8ZFRVlfZyWllbufunp6QCAFi1aQC7nRy5ERLXt1xNsj9TQ8N2OiIiIiIiIGpRtl/OxO0kDAPBUSPGPvsG8QpFsjBgxAvHx8XjuueewatUqrF69ukrHCSHg4+OD+fPn48UXX6zy8zVu3Bjh4eFISUlBcnJyufslJSUBAHr27FnluYmIqGrubI/Uje2RGgS2SCIiIiIiIqIG43qeEf89cMv6/dReQWjkWfECvOSaOnTogH379mHHjh0YP348mjVrBiFEmV8eHh4YMmQIPv/8c6SmplaruFBsxIgRAIrWbiiLyWTCiRMnbPYlIqLaw/ZIDRPvYCAiIiIiIqIGwWQR+GhPGvSmopUXhkR5oX+El52jooZuwIABGDBgAABAq9XiypUryM/Ph8lkglqtRkhICEJD776NxsSJE/Hll19iz5490Gg08PT0tBnfsWMH9Ho9QkJCMGrUqLt+PiIisrWR7ZEaJN7BQERERETkpDQGM74/kYVVx7KgMZjtHQ5RpVYdy8K5WwYAQKiXHC/0DLJzRORoPDw80K5dO/To0QO9e/dGTExMrRQXACAmJgZxcXHQ6/VYuHBhqfF58+YBAGbPng2FQmHdPmnSJHh5eeHDDz+scP6cnBzrY6PRWCsxExE5C43BhF1/tUcK9GR7pIaEBQYiIiIiIidTaBb43+kcjPv5CpYcycLyhCxM/CUFuxLzIYSwd3hEZTqVrsf3J7IBAFIJ8Hr/EKjd+CcrlW/btm3o1asXAgMD0a5dO0yfPh2pqal1+pyff/45+vTpg7fffhvbtm0DAFgsFsyaNQtbtmzBtGnTMH78eOv+mZmZWLhwITQaDT766KNy59XpdFiyZIn1+x9//JG/r4mISth+Nt3aHml4R7ZHakjYIomIiIiIyEkIIbA7SYMlRzKRpjHZjGXpzZizOx2/X8zDlHsaIcybPe2p4dAWmjF3Tzosf32e+nS0P9oEuds3KGrQDh48iBEjRsBkMkEIgaysLJw/fx5Lly7Fjz/+iCFDhtTJ8/r4+GDbtm34+uuv8dprr8FiscBoNCIkJATr16/HAw88YLN/QEAA4uLi8Msvv2DatGllzjlkyBDEx8dDo9FYt7311lv49NNPMXz4cCxbtqxOXgsRkSNhe6SGSyJYEncIWq3W2t9Ro9HAw8PDzhEREZEz4PuL4yl5zuLj4+Hr62vfgKjBOJmmxzeHM3Ahw2CzfWCkJ/QmgQMpWus2hUyCJzv74fEOfnCT8eovsr9/7U7DzsSiD1fbB7vj38Ma88rEeqbT6RAbGwvAMXKChx56COvXr0f//v0RGxuLGzdu4Pfff0dWVhY8PT1x8uRJNGvWzN5h1inmcUTkKjQGE2I/2IpCkwWBnkocfGMQ84Q6VN33F97BQERERETkwFJyCrH4z0zEp2pttkeHqvBs1wC0DCy6Cnz/FQ3+G5+BDJ0JhWaBZUezsPNyPqb2aoSOISp7hE4EANhxOd9aXFC7SfFav2B+aECVOnDgAJ555hksWrTIus1sNuPjjz/GW2+9hQ8//BDffPONHSMkIqLaUrI90v0d2B6poWGBgYiIiIjIAWXpTFhxLAtbLuRZ28oAQHNfBZ7tFoCujdWQSG7/8dWrmSeiw9RYkZCJtWdyYRFASq4RMzZfw9CWXni2ayB83GV2eCXkytLyjVhw4Kb1+6m9ghDsyfZdVLnMzExMnDjRZptMJsNrr72GrKwsLFmyhAUGIiInsekk2yM1ZFwxi4iIiIjIgeiNFqxMyML4n69g0/nbxYUAtQwv926EL0Y1RbcmHjbFhWJqNyme6x6EBQ80RatApXX77xfz8ez/ruD3i3lcVJTqjdki8NGedOiMRT9zg1p44d5ILztHRY7CYrGgefPmZY698MILyMzMxK1bt+o3KCIiqnUagwk7zxf9Pg/0VKJ7hL+dI6I78Q4GIiIiIiIHYLYI/HYxDysSspClN1u3q+QS/K2THx5p5wt3t6pdPxQVoMSnI5pg0/k8fHskEzqjBXkGC/7zx01svZSH/7unEcJ9FXX1UogAAN8dz8aZmwUAgBBPOV7sGWTniMjRlFVIBYBmzZrBzc0NGo0GQUH8uSIicmRsj9TwscBARERE5KA0Gg2kUt6Q6uyEEDiaVoiVJzW4mn+7sCCTAIMjVHi8rQd83KUo1GtQqK/e3P0bS9DJ3w9LT2iw/2rR4tAn0grw/NoUPNRajYfbeEDJRaCpDpzPNGLlsWwAgFQCTOnqBXOBBnkFdg7Mhen11fwF0gCUV2AAADc3N96RRUTkBNgeqeFjgYGIiIjIQR04cABKpbLyHclh3TS5Y582GNdNHjbbIxV5uEd9E765hUiIv/vniQHg7+WBPdpQ5FkUMAvg53M6bL2QgwEeN9BUoa10DqKqKrRI8UNuJASK7pLp4n4TN06ewY1KjqO6VVhYaO8Qqu2hhx5C165dER0djejoaHTo0AFubhWv4ZGXl4c5c+Zgzpw59RQlERHVlNZgwi62R2rwWGAgIiIiclASiQRyOdM5Z5RrlmN/fiAuGLxttoe66dHH8xbCFMWXedfe+W8hNyBcdQWHNP44qvOHBRLkWRRYn98Mrdzz0M/zFjxk5sonIqrE9twQ5FmKiguhbnr09MqBVMLfZfZmNjve/98HDhxAfPztKqtcLkfbtm0RHR0No9GIY8eOITQ0FCqVyrqPXq/H3LlzWWAgInIA28/dhOGv9kjDOgSzPVIDxSyOiIiIyEFJpVLIZDJ7h0G1SG+R4lC+H45pfWDG7T+gfGWF6OOdhZbuWhR1BKmb8y4D0M83B+08tNieG4RrhUUfyl0o8MYVgwf6eGehkzoPFXQlIarQOZ0nzhUUFc4UEguG+92Em5y/xxoCR3w/effdd3H58mUcPXoU58+fh9FoxIkTJ3DixAlIJBI8/vjjkEqlaNOmDbp27YquXbuiWbNm9g6biIiqaOOJ69bHIzqG2TESqggLDEREREREdmYSEhzTeuNgvh8M4vaHfCqpGT09s9DJIw/1uRRCoJsRfwu4jtN6L+zJDUCBkMEgZNieG4QzOi8M9r2FIDfHa6dC9pVnkmN7bqD1+4E+t+AjN9kxInJ0kydPRqNGjQAU3Zlw/PhxHD16FEePHsWRI0dw5swZGI1GnD59GqdPn8by5cvtHDEREVUV2yM5DhYYiIiIiIjsRAjgnN4T+/L9kWe+3TdcBgu6eOaim2cOlFKLXWKTSIAO6nxEKrXYkxeAM/qiq85vGN2x8lYTxHrkopdXFtykXESVKmcRwOacRtYCWhtVPtqpNXaOihzZhg0b4OPjY/1epVKhZ8+e6Nmzp3VbYWEhTp48aS06HD16FCdPnoTBYLBHyEREVA1sj+Q4WGAgIiIiIrKDFIMKe/ICcNNYcqFugfaqfPTyzoJXA1nvQC2zYJjfLbRX52NbbhCyTQoISHBE64sLBR4Y6JOBFu46e4dJDdwhja+15Za3zIiBPhl2jogc3YgRIyrdR6FQoEuXLujSpYt12/Xr19G0adO6DI2IiGrBphM3rI+Hdwy1YyRUGRYYiIiIiIjqUYZRgb15/kgyeNhsb6bUoZ93ZoNtPdRUWYCng1Lxp8YPB/N9YYYU+WY3rMsKRZS7Bvf6ZDSYogg1LDcKlTiQX9TWQAKB+31vwt1Od+YQyWQyCME7r4iIGjKtwYSd528CAAI9FegREWDniKgiLDAQEREREdWDfLMMB/L9cVrnBVFiAecguQH9vDPRzF1vx+iqRi4Benplo7VKg+05gUgpVAMALhV44opBjd5eWYj2yAXvYCegqC3SWb0X9ub5W3/mu3tmo7GywM6RkSsLCgrC7t277R0GERFVwLY9UgjbIzVwLDAQEREREdWhQosEhzW+OKL1hUlIrdu9ZEb09spCW5UGEgf7m8lPbsSjATdwTu+J3XkB0FnkMAopduUF4ozeC4N9biFEwR7nriy5oKgFWIbpdguwELcC9PTKtmNURIBUKkXfvn3tHQYREVWA7ZEcCwsMRERERER1wCyAkzpvHMj3h94is25XSMzo7pmDGM9cuEkct02HRAK0VWsQ4a7DH3n+OKErWmz1plGJ1RmN0Vmdhz7eWXZbpJrs45ZRgT15AbhiUNtsj1RqMcT3FmQOVkwjIiKi+sX2SI6HBQYiIiIiolokBHC5QI29eQHINius26UQ6OyRi56e2VDJnOdDd3epBYN9M9BOnY9tOUF/XbEuwXGdDy4VeOBenwy0dNc63F0aVD35Zhn25/njtN4LKNECLNitAP28M9GUbZGIiIioCnaUaI90X3u2R3IELDAQEREREdWS64VK7M0LwLVClc32Vu4a9PHOhK/cZKfI6l6YwoC/B13FUa0vDuT7wSSk0Frk+DU7BM2VWgzyyYCPE79+V2WwSHBY44ejWh+bFmDef7UAa+OALcCIiIjIfjaWaI80ohPbIzkCFhiIiIiIiO5StkmOP/ICcLHA02Z7Y4Ue/bwzEeoi6xHIJEA3zxy0dtdgR24gEg0eAIBkgweW3VKhp2c2unjmsE2OEyivBZhSYkYPr2xEe+RB7sAtwIiIiKj+sT2SY2KBgYiIiIiohvRmKeI1fjiu9YGlRFsYP3kh+nplooW7ziWv3vaWmzDKPw2XCjywMzcQGoscJiHFH/kBOPvXItCN2TLHIVXUAizaIxc9vLKh4robREREVANsj+SYWGAgIiIiIqomo5AgQeODQxpfFIrbV2+rpSbc45WNDuo8l79KXyIBWqq0aKbUYV++P45pfSAgQaZJgR8yG6ODOg99vTP5YbQDuVGoxJ4yWoC1ds9Hb+8sp24BRkRERHVv08kS7ZE6sj2So2CBoQHR6/VYu3YtnnzySXuHQkRERERlsAjgrN4L+/L8obHcTqXlEgu6euSgq2cOFFK2hSlJIRW41ycT7VT52JYbhHSjOwDglM4blws80N87A23Zp79By/mrBdgFF28BRkRERHWnZHukAA8Fukf42zkiqipp5bs4PovFgm+++QY9evRA586d0apVKwwdOhTbtm2r8ZwGgwFz585FTEwMoqOj0bJlSzzyyCP4888/Kz326aefhkQiKfWlVqtx7ty5GsdERERERHXDJIDzeg+sutUEv+U0shYXJBDoqM7DM41S0Ms7m8WFCgQrCvFk4DXc630LCknRXQt6iwxbcoLxTXoz/JYdhAt6DxgsrDQ0FHqLFLtyA7D0ZrhNccFPVogH/W7gbwHXWVwgIiKiWrHj3E0UGItyxGEdQiCXucTH1k7B6e9gMJvNePjhh7F161asX78eQ4YMgclkwnvvvYehQ4fi448/xssvv1ytOTUaDQYNGoTExET8/vvviImJgV6vxwsvvIDevXtj+fLlGD16dJnHpqam4ocffihzzN3dHc8//3y1XyMRERER1Y1bRgVO6bxwVu+FghIL2QJApFKLPt6ZCHQz2ik6xyOVADGeeYhSabErN9C6KLbWIsdpvTdO670hhUBjhR6R7jpEKHXwkxt5d0M9MwkJErQ+OJTvC0OJFmAqqRn3eGWhI1uAERERUS1jeyTH5fQFhunTp2PDhg2YPXs2hgwZAgCQy+WYNWsW9u/fjxkzZqBdu3YYNmxYleYTQiAuLg6HDh3C6tWrERMTAwBQqVRYuHAh9u/fj3HjxqFNmzbo3LlzqePnzZuHxx57DO+8806pMX9/fzRq1OguXi0RERER3S2DRYrzek+c1HlZ2/mUFOxWgL7emQjnIsU15iUz4wH/dCQV5OG41gcphSqYRNFVahZIkFqoRmqhGrsB+MiMiHDXIlKpQxNlAeQS3iVSV4QAzuk9sS/fH3lmN+t2ucSCLh656OqZDSXv0iEiIqJapitkeyRH5tQFhlOnTmHBggVwc3PD5MmTS41Pnz4dO3fuxPTp0zFkyBDIZLIyZrG1ceNGrFu3DsHBwaXuUpDL5ZgyZQqmTp2KGTNmYOvWrTbjOTk5WLx4MQ4cOIA2bdrc3YsjIiIiolojBHC10B2ndN64WOBh/bC7mAwWRKm06KjOR1OFnlfU15IIdz0i3PUwCQlSDe5IMnggqUCN3BIfbuea3XBM64tjWl/IJRY0U+oRodQiwl0HL5nZjtE7lxSDO/bmBdxRVBNor8pHL+8s/lsTERFRnSnZHuk+tkdyOE5dYJg3bx4AoE+fPvD19S01PnToUCgUCpw7dw6bN2/GyJEjqzzn8OHDIZWW/mEfOXIkpk6dim3btuHUqVPo0KGDdezLL7+En58f0tLSEB4eDk9Pz1LHExEREVH90ZhlOKPzwimdF3LMilLjjdwM6KDOQxuVBu5Six0idA1yibAWG4Q3kG1yQ6JBjaQCD1wrdIcFRRUdk5DicoEHLhd4ALlAoNxgbaUUqiiAlIWfass0umFvXgASDR4225spdejnnYkgt0I7RUZERESuYuOJ2+2RRrI9ksNx6gLD5s2bAQCxsbFljiuVSrRv3x4JCQlYs2ZNpQUGnU6HPXv2VDhnREQE/P39kZWVhTVr1lgLDAaDAfPnz0daWhoGDRoENzc39OrVC0899RTGjBkDd/fSt98TERERUe0zCyCxwAOndF5INqghYPuptFJiRhuVBh098tCIH67WO4kE8Hczwt8tF109c2GwSHHFoEJSgRpJBjV0ltt/wmSYlMjQKHFI4wd3iRnN/yo2NHfXQcWCUIW0Zhn25/vhlM7b5v+BILkB/bwz0cxdb8foiIiIyFWwPZLjc9oCw5UrV3DjRlH1KzIystz9IiMjkZCQgEOHDlU65+HDh2EymSqdMyIiAllZWTZzrlu3DmlpadbvjUYjdu/ejd27d2P+/Pn4/vvvbe52ICIiIqLalWV0w0mdN87qPW0+pC4WrtChvTofUSot3Njnv8FQSi1opdKilUoLIYB0oxJJBjUSC9Q27XwKhAzn9F44p/eCBAKhigJEKnWIcNchUF7ItlZ/KbRIcETriz81vjCWaAXmKTWht3cW2qryeScIERER1Ru2R3J8TltgSExMtD4ODS3/1pqQkBAAwIULF2A2mytch6G6c549e9a67W9/+xsefPBBpKenIz4+Hj///DP+97//wWw24/Tp0xg4cCDi4+MrLFwUy8vLg9l8uweqUqmEUqms9DgiIiKg6K46g8EAANBqtXaOpv5ZLBYsWrQIixcvRkFBAfR6PZo3b45XX30VgwcPrvZ8BoMBn332Gb777jsIIaDVatGxY0e88cYb6Nq1a7nH/f777/j0009x6NAh5OXlITQ0FPfffz/efPNNNG3a9G5eIpVQaJHgvN4Tp3VeuG5UlRr3lJrQXp2HDup8+MhNdoiQqkMiAUIUBoQoDLjHKxtaswzJfxUbrhhUKBRFubyABNcLVbheqMIf+QHwlJqKFop21yFcoYebCy5UbBHAKZ0XDuT7Q1uiwKaQWNDdMxsxnrksrBEREVG923TydnukEWyP5JCctiSUnZ1tfaxWq8vdz8OjqNeo2WxGXl5erc6ZlZVls93d3R3NmjXD6NGj8eOPP+LMmTO45557AAC3bt3CE088UeHzFwsLC4OPj4/1a86cOVU6joiICADmzJljfQ8JCwuzdzj1ymw246GHHsK0adMwa9YsHD9+HGfOnEH37t0xdOhQfPLJJ9WaT6PRoF+/fvj3v/+Nb7/9FseOHcOJEyfg4+OD3r1744cffijzuA8//BD33XcfNm/ejMzMTBiNRqSkpODrr79GdHQ0jh49Whsv12UJAVwvVOK3nCB8nd4cW3Mb2RQXpBBo6a7Bw/7X8WzwFfT2zmZxwUF5yMxor87HA/7pmBySjMcCrqGLRw785batrTQWOU7qfLAuKxRfpDXHz5mhSNB4I8fktNdbWQkBJBaoseJWU2zLbWQtLkgh0Fmdi2capaC7Vw6LC0RERFTvdIUm7DhX1B7J30OBHmyP5JCcNqPW6XTWxwpF6QX7ipW88l+r1cLPz6/W5qzsqtBWrVph9+7deOSRR/Drr7/i8OHD2LVrFwYMGFDhcdevX7cWMe58DURERJWZOXMmXn75ZQBF71WuVGSYPn06NmzYgNmzZ2PIkCEAALlcjlmzZmH//v2YMWMG2rVrh2HDhlU6lxACcXFxOHToEFavXo2YmBgAgEqlwsKFC7F//36MGzcObdq0QefOna3Hbd26FR988AFmzpyJxx57DCEhIbh48SLmzZuHdevWISsrC3/7299w9uxZuLm51c0/hJPSmmU4o/fCaZ0Xskylc7UAuQEd1floq8qHSsb+/M5GJgHClQUIVxagPzKRY5Ij6a+FolMN7jD/dW2VGVJcMahxxaDGzjzAX16IiL9aKTVW6CFzovZA6YUK7MkLRGqh7d07Ue4a9PXOgp/caKfIiIiIiGzbIw1jeySH5bQFBpXqdhJtNJafOJccq+iuhJrMWdl8AODm5oalS5ciKioKOTk5iI+Pr7TA4O3tbVNgICIiqo6SrfUqag3obE6dOoUFCxbAzc0NkydPLjU+ffp07Ny5E9OnT8eQIUMq/bfZuHEj1q1bh+DgYIwePdpmTC6XY8qUKZg6dSpmzJiBrVu3WsfeeustfPPNNxgzZox1W1hYGPr3749x48Zh2bJluHz5MrZu3Yrhw4ff5at2fhYBJBvUOKnzQlKBByx3LNiskFjQWpWPDup8hLgZ2IffhfjKTYiR5yHGIw9GiwQphUULRScWeEBTokVQlkmBLJMCR7S+UEgsaPZXsSFCqYOHzFzBMzRceSY5/sj3xzm9l832ULcC9PPORGNlgZ0iIyIiIrqN7ZGcQ4MsC8XHx0MikdT4a9euXQgMDLTOp9fry32u4jG5XA5vb+8K46runAEBAVV6vQEBAXj44YcBACkpKVU6hoiIiKpn3rx5AIA+ffrA19e31PjQoUOhUChw7tw5bN68ucrzDR8+HFJp6ZRq5MiRAIBt27bh1KlTAIDLly9DrVbbFBdK+uc//2l9fPr06UpjcGXZJjfszfPHwvRmWJsVissFnjbFhcYKPYb5puO54GQM8c1AqILFBVfmJhVo4a7DYN8MTAy+gqeDUtHHKxONFXpIcLs1UKGQ4mKBJ37PaYSv05tj1a3G2J/nh7RCJYQDdBAqsEixJ9cfS242tSku+MiMGOmXhicCr7G4QERERA0C2yM5jwZ5B4NKpULr1q1rfLxarUbjxo2t36elpZW7b3p6OgCgRYsWkMsr/ueIioqymbNku4Oy5qzOa+jUqRMAtjsiIiKqK8VFg9jY2DLHlUol2rdvj4SEBKxZs8ZaICiLTqfDnj17KpwvIiIC/v7+yMrKwpo1a9ChQwfcunXLpohwp/DwcAQGBiIjI6NKd0K6GqNFgosFHjip88a1wtILNntITWinLrpbga1fqDwSCRDkVoggt0J098qB3iLFlQI1Eg1qJBvUKLDcvnsp3eiOdKM74jX+cJNYIJMIaxmruDBRsm5lHZPYjtnuU2JMUtY+otS24uJYyWJIWfNnm9xQIG7H7y4xo6dXNjp75DpV6yciIiJyfDvP3bK2R7qvPdsjObIGWWDo3Lkzzp07d9fzhIeHIyUlBcnJyeXuk5SUBADo2bNnpfPFxsZCqVTCYDBUOGfxWFXmLFbcfqlkYYSIiIhqx5UrV3DjRtHtt5GRkeXuFxkZiYSEBBw6dKjC+Q4fPgyTyVTpfBEREcjKyrLOV5XcwGIpSrLbtm1b6b6uQAggzajEKZ0Xzuu9UChs//CQQiDCXYuO6nw0V+og5YeoVE0qqQVt1Bq0UWtg+evnLanAA4kFatwy3b74xyikMDrAXQwAIIMFMZ656O6ZA3cp1xshIiKihoftkZxHgyww1JYRI0bgyy+/REJCQpnjJpMJJ06csO5bGZVKhYEDB2Lz5s3lznnt2jXrHRNVmbPY+fPnARS1ZyAiIqLalZiYaH0cGlp+8hoSEgIAuHDhAsxmc7nrMFR3vrNnz1YpTo1Gg6ysLOuaDK5Mb5birN4LJ3VeyDSVvsPTT16IDup8tFPlO2yffGp4pBIgTGFAmMKA3t5ZyDfLkFSgRpLBA5lGtxL3FsB6L4H1v0Ji873tPiXGRFn7SMqYr3iPMsb+2n4nGQRaqTTo7ZUFb7mpCq+YiIiIqP7pCk3Yfq6oA4y/hwI9I9keyZE5dYFh4sSJ+PLLL7Fnzx5oNBp4enrajO/YsQN6vR4hISEYNWpUleacNGkSNm/ejE2bNkEIAckdzXw3btwIoOhuh27dulVpzoKCAnz//fcYMGCAtVUSERER1Z7s7Gzr44paD3l4eAAAzGYz8vLy4OfnVyvzZWVlVSnO3377DQDw0ksvVWkBboPBYLOfXC6vtOVjQ2YRwBWDCqd13rhUxoLNbhILWqk06KDKR5iigGsqUJ3zkpnRySMfnTzy7R1KuYoLEQJFJQf+f0HVYTKZrHfkFRYW2jkaIiJyFWyP5Fwc9y/QKoiJiUFcXBxWrlyJhQsXYvr06TbjxYszzp49GwqFwmZs0qRJ+O677/D666/jzTfftG4fNWoU+vXrhz179mDt2rXWxZmBopYG8+fPh0Qiwdy5c63bk5KSMG7cOPj7++O1114r1R7hH//4BywWCxYvXlxrr52IiIhu0+l01sd3vueXVHItJK1WW26BobrzabXaKsW5dOlSdOjQoVTOUp7333/f5vthw4bh/vvvr9KxDc0Vgwq/5wQh3+xWaizUrQAd1HlordJAIXWQHjVE9eT2+gxE1bd161Zs2bLF3mEQEZGLYXsk5+LUBQYA+Pzzz5GcnIy3334bHTt2xODBg2GxWDB79mxs2bIF06ZNw/jx422OyczMxMKFCwEAH330kU2BQSKRYNWqVbjvvvswefJkREREIDo6GgaDAS+99BLOnDmDjz/+GIMGDbIec/HiRetCkOvXr8f//d//YcqUKRBCYO7cudi/fz/27t1bYQ9nIiIiqrnitY4AwGgsf/HfkmMV3ZlQ3fmqsmDz3r17sXv3buzbt6/KdyG8++67NnM78t0L3jKTTXFBLTWhrUqDDuo8BLhxwWYiorowZMgQ3HvvvQCK7mB4++237RwRERE5O32hGTvO3QTA9kjOwnH/Cq0iHx8fbNu2DV9//TVee+01WCwWGI1GhISEYP369XjggQdKHRMQEIC4uDj88ssvmDZtWqnxJk2aYP/+/ViwYAHGjh0LmUwGg8GAqKgo7N69G3379rXZf+jQofj888+xePFiXLp0CV988QV+/PFHxMbG4vHHH8cXX3wBN7fSV+sRERFR7QgMDLQ+1uv15e5XPCaXy+Ht7V1r8wUEBFQYX25uLiZMmIBVq1ahY8eOFe5bklKphLu7e5X3b8j85EY0Vegglwh0UOcj0l0LGS/JJiKqUyVb693Z/peIiKgu7Dx/E3pj0RpqbI/kHJy+wAAU/fE9depUTJ06tcrHrFixosJxHx8fvPXWW3jrrbeqNN+LL76IF198scrPT0RERLUnKirK+jgtLa3c/dLTixYaa9GiRYV3A9w5X+fOnSucr3Xr1uXOZTab8dRTT+GVV14p88IHV/JowA1I+fkWERERUZ1IztBCKpEgPKDyu2uJ6srGE2yP5GxcosBARERErq1x48YIDw9HSkoKkpOTy90vKSkJAEqtl3Sn2NhYKJVKGAyGCucrHqtovkmTJqF379547rnnKnxOV8DiAhEREVHtE0Lgmz2J+NeWcxAC6B0VgPG9IjCwTSNImYBRPWJ7JOfEe1CIiIjIJYwYMQIAkJCQUOa4yWTCiRMnbPYtj0qlwsCBAyuc79q1a9a7Jcqb75VXXoGvry/eeOONyl8AEREREVE1WSwCszaexZzNRcUFANh3KRPPLv8T9/5nFxb/kYT8Aq53RfXDtj1SMNsjOQmeRSIiInIJEydOBADs2bMHGo2m1PiOHTug1+sREhKCUaNGVTrfpEmTAACbNm2CKP5rrYSNGzcCKLrboVu3bqXGP/jgA2RmZuLjjz8uc36TyYRXXnml0jiIiIiIiMpSaLJg+o/HsPiPJOu2UJ/b63ddydThg1/PoOfs7Xhv/WkkZWjtESa5kI0nb7dHGs72SE6DBQYiIiJyCTExMYiLi4Ner8fChQtLjc+bNw8AMHv2bCgUCuv2SZMmwcvLCx9++KHN/qNGjUK/fv2QmpqKtWvX2oxZLBbMnz8fEokEc+fOLfVcn3/+OX799VfMnDkTly9fxqVLl2y+Dhw4gEcffRRt2rSphVdORERERK5GYzBhwrLDWHfsOoCiVpT/eqQj9r02EN+O64q+LQOt+2oLzVi6PxkD/7MLzyw9jD0XbpV5AQ1RTWkMJizZl4TtZ4vWqPNTu+GeyAA7R0W1RSL4G8MhaLVaeHp6AgA0Gg08PDzsHBERETkDV3t/yc3NxciRI5GQkIC1a9di8ODBsFgsmD17Nt5++21MmzYNn376qXX/zMxMBAYW/fHl5eWFvLw8m/muXr2K++67D5mZmdiyZQuio6NhMBjw0ksv4euvv8bHH3+Ml19+2eaYlStXYsyYMZX+0ebh4YEbN27Ay8vLZnvJczZ79mynP2dERFQ/DAYDXn31VQCukRM4A1fL46jqMjQGjF9yGCev5QIAlHIpPn8qFkPaBdvsdzE9H0v2J+N/R6+iwGixGYtq5IlxvZrjkdjGUCu4hCvVzI1cPZbuS8bqQynILzBZtz/ZPRxzHulox8ioItV9f+FvCCIiInIZPj4+2LZtG77++mu89tprsFgsMBqNCAkJwfr16/HAAw/Y7B8QEIC4uDj88ssvmDZtWqn5mjRpgv3792PBggUYO3YsZDIZDAYDoqKisHv3bvTt29dm/127dmH8+PFVuiJs9OjRpYoLREREREQVScnUYcy3B5GcqQMA+KjcsHhsV3RtXnox3ZbBXpj9cEe8el9r/HA4FcsPXMG1HD0A4NJNDd5aewpzt5zDk93D8fQ9zdDET12vr4Uc16lruVi4NxEbT9yAyWL7t8+A1kGYPrilnSKjusA7GBwEr0wgIqK6wPcXx8M7GIiIqC7wDgbHwzyO7nTqWi7GLTmMDI0BQNF6C8ue6Y5WwVW7aMVktmDrmXQs2ZeMQ8lZNmNSCTC0XQjG926O7hH+kEgktR4/OTaLRWDHuZtY9Eci4hNtf34UMikejmmMCX0jqvzzSPbDOxiIiIiIiIiIiIhcyP5LGZi04gg0hqI2NFGNPLH8me4I81VVeQ65TIr7O4bi/o6hOHUtF0v3J2P9sesoNFtgEcCW02nYcjoN7UK9Mb53czzQOQzubrK6eknkIPSFZvx89Cq+/SMJiXcsFO6ndsPTPZvh6XuaI8hLaacIqa6xwEBEREREREREROSgfj1xHS//cByF5qJ1FLo088PisV3hq1bUeM4OjX3w8eOd8fr9bbD6YApWxF/BrfyiOyPO3MjDP9acwL82n8NTPcIR17MZgr3da+W1kOO4mV+AFQeuYGX8FWTrjDZjkUEemNAnAo/GNmERygWwwEBEREREREREROSAlu5Lwvu/nkFxA/RBbRrh86dioVLUzoe6gZ5KTB3UEs/3b4HNp27g233JOJ6aAwDI1BZiwY5L+HLXZYzoFIrxvSMQ3dS3Vp6XGq5zaXlYvDcJ6/66u6WkeyID8GzfCNzbuhGkUrbRchUsMBARERERERERETkQIQQ+/v08/rvzsnXb37o2weyHO0Iuk9b68ynkUoyKboxR0Y1xNCUbS/YlY/PJogV8TRaBdceuY92x64hu6ovxvZtjeMdQuNVBHGQfQgjsuZiBRXsTsfdihs2YXCrBA53DMKFPBDo09rFThGRPLDAQERERERERERE5CJPZgjd+OYkf/7xq3Tbl3ii8MrRVvSy+HBvuh9hwP6QNb4uV8Vew+lAKsrSFAIBjqTmY9v0xzN50Fk/3bIYnu4cjwJO99x2VwWTGumPXsXhvEs6n59uMebvL8VSPZhjbqxlCfaq+1gc5HxYYiIiIiIiIiIiIHIC+0Iwpq49i+7mbAACJBHjvgfYY26t5vccS4uOOGfe1xpSBUVh/7Dq+3ZeEc2lFH0Kn5xnw8e8XMH/HJYzqHIbxvSPQLsy73mOkmsnSFmJV/BUsO3AFGRqDzVi4vxrP9G6Ox7s2hYeSHy0TCwxEREREREREREQNXra2EBOWHcbRlBwAgEImxSejO2NkpzC7xuXuJsPfujXF412bID4xC0v2JWHb2XRYBFBosuCnI1fx05Gr6BHhj/G9IzCkXTBk7M/fIF2+pcHiP5Lw85GrMJhs11fo0swPE/tGYEi7EJ4/ssECAxERERERERERUQN2PUePMd8ewqWbGgCAp1KOb8Z0Qa8WgXaO7DaJRIJ7WgTgnhYBSM3SYfmBZHx/OBX5BSYAwMGkLBxMykJjXxXG9mqG0V3D4aN2s3PUJIRAfGIWFv+RiG1nb9qMSSXA/R1CMaFvBGLD/ewUITV0LDAQERERERERERE1UBfS8zFm8SGk5RUAAIK8lFg6vhvahzXcBXWb+qvx5oh2eGlwK/zv6FUs2Z+MxFtaAMC1HD1mbzqHeVsv4tEujTGuVwSiGnnaOWLXYzRbsPHEDSz6IxGnruXZjHkoZBjdLRzjezdHU3+1nSIkR8ECAxERERERERERUQP0Z3IWnll6GHl/3QXQPECNFRN6OMyHvh5KOZ6+pzn+3qMZ9l7KwJJ9Sdh1/hYAQG80Y2V8ClbGp6Bvy0CM790cvaMCoZTL7By1c8vVG/HdoRQs3ZdsLVoVC/Vxx/jezfFE93B4u/PuEqoaFhiIiIiIiIiIiIgamK1n0jFl9VFrL/xOTXzw7bhuCPRU2jmy6pNKJejfKgj9WwXh8i0Nlu1PxpojV6ErNAMA9l7MwN6LGVDKpYgN90P3CH/0iPRHbLgf3N1YcKgNqVk6LP4jCT/+mWr9dy/WsbEPnu0bgeEdQ+Emk9opQnJULDAQERERERERERE1IN8fSsEbv5yERRR937dlIL6K6wIPpeN/lNciyBP/HNUBrwxtjZ/+TMWyA8lIzdIDAAwmCw4kZuJAYiawvWgh685NfdAjIsBacHCGf4P6dORKNhbtTcRvp9OsP08AIJEAg9oEY2LfCHSP8IdEwoWbqWb4fyQREREREREREVEDIITAgh2X8MnWC9ZtD0WHYe5jnaGQO9eV5T4qNzzbNxLje0dg+9l0bDmdhoOJWbiWo7fuU2i24HByNg4nZ+PznYBcKkGHxj7oEemPnhEB6NrcD15s5VOKyWzB72fSsXBvIhJScmzG3N2keLxLU4zv3RyRQVz7gu4eCwxERERERERERER2ZrYIvLf+NFbEX7Fue7ZPBN4Y3hZSqfNeXS6TSjC0fQiGtg8BAFzN1uFQUhYOJmbhYFImkjN11n1NFoFjqTk4lpqDr3cnQioB2of5FLVUivBH9wh/+KoV9nopdpOlLcTF9HxcvKnBpZsabDubjqvZept9gryUGNerOZ7qHg4/D9f7N6K6wwIDERERERERERGRHRUYzXj5x2PYdDLNuu2N4W0wqV8LO0ZlH0381Gjip8YjsU0AAOl5BYhPzCwqOiRl4dJNjXVfiwBOXsvFyWu5WPxHEiQSoHWwF3pGBqBHhD+6Rfg75JoVZRFC4Fa+ARdvaqzFhIs3Nbh8U4NMbWG5x7UJ8cKEPhF4MDqMC2hTnWCBgYiIiIiIiIiIyE7yCoyYuOxPHEzKAlDUBmjuY52sH7C7umBvd4yKboxR0Y0BABkaw193OGTiYFIWzqXlW/cVAjiXlo9zaflYuj8ZABDVyBM9IvzRIzIAPSP80cjb3R4vo8qEELieW4CL6fm4dFODi+kaXLxZ9DivwFTlefq3CsKzfSPQJyqQ6ytQnWKBgYiIiIiIiIiIyA7S8wow9ttD1g/JVW4yfBkXiwGtG9k5soYr0FOJ4R1DMbxjKAAgR1dovbvhYFImzlzPs1nM+NJfbYNWHUwBADQPUFsXje4RGYDGvip7vAyYLQJXs3V/FRBuFxEu39RAW2iu8jyNvJRoGeyJlo280KKRJ1o28kSrYC/4sw0S1RMWGIiIiIiIiIiIiOpZ4i0Nnl58yLqosb+HAt+O64bopr72DczB+KoVNms45BUY8WfyXwWHxCycvJYLc4mKQ3KmDsmZOvzwZyoAoImfqqjgEOGPHpH+CPdX1+oV/0azBVcydbh0M79EMUGDxFsaGEyWKs/T2FeFqL8KCFGNPNEy2BNRQV7wUXORa7IvFhiIiIiIiIiIiIjq0bHUHDyz9DCy/uqd39hXhRUTuiMyyNPOkTk+b3c3DGwTjIFtggEAWoMJR65k42BSJg4mZuH41RwYzbcLDlez9biafRU/H70KAAjxdi+6u+GvuxwiAz2qVHAwmMxIytBaiwjFBYXkTK3N81VEIgHC/dVo2cjzr7sRvKyPPZX8GJcaJv5kEhERERERERER1ZNd529i8sqj0BuL2uC0CfHCsme6I7iBrw3gqDyUcvRrFYR+rYIAFC2ofTQlGwcTi1oqJaTk2NxJkJZXgHXHrmPdsesAiloyFd/d0CMiAE38VEWFhBJ3JFy6qcGVTK1Na6aKyKQSNA9Q/3VHglfR3QiNPNEiyBPublyImRwLCwxERERERERERET14H9Hr+LVNSdg+uuT6B4R/lg4tiu83dnmpr64u8nQq0UgerUIBFB058Hx1FwcSipaNPrP5Gxr8QcoWlR648kb2HjyRrWfSyGTIjLIw7o2QnExoXmABxRyaa29JiJ7YoGBiIiIiIiIiIiojn2z5zJmbzpn/f7+DiGYNzqaV6zbmVIuQ/cIf3SP8McUFK2ZcPJarvUOhz+Ts6ExmCqcw91NihZBfxURgr2sayWE+6shl7GQQM6NBQYiIiIiIiIiIqI6YrEIzN50Fov+SLJue7pnM7z3YHvIpLW3mDDVDjeZFLHhfogN98PkAS1gMltw9kY+DiZlIj4xC9m6QkQEevxVTCi6K6GxrwpSnktyUSwwEBERERERERER1YFCkwWvrjmOtX/18weAl4e0wv8NjKrSwsFkf3KZFB2b+KBjEx882zfS3uEQNTgsMBAREREREREREdUyrcGE51cewd6LGQAAqQT48OGOeLJ7uJ0jIyKqPSwwEBERERERERER1aIMjQHPLD2ME1dzAQBKuRQLnozB0PYhdo6MiKh2scBARERERERERERUS1KzdHh68UEkZ+oAAN7uciwe1w3dmvvbOTIiotrHAgMREREREREREVEtOH09F+OWHMatfAMAIMTbHcsndEerYC87R0ZEVDdYYCAiIiIiIiIiIrpL+y9nYNLyI9AYTACAqEaeWPZMdzT2Vdk5MiKiusMCAxERERERERER0V3YeOIGpv9wDIVmCwAgNtwXi8d2g5+Hws6RERHVLRYYiIiIiIiIiIiIamjZ/mS8t+E0hCj6flCbRvj8qVioFDL7BkZEVA9YYCAiIiIiIiIiIqomIQT+8/sFfL7zknXb412aYM4jHSGXSe0YGRFR/WGBgYiIiIiIiIiIqBpMZgve/OUUfvgz1brtxXtbYMbQ1pBIJHaMjIiofrHAQEREREREREREVEX6QjP+77uj2Hb2JgBAIgHeHdkO43pH2DkyIqL6xwIDERERERERERFRJbK0hfjpz1SsOpiClCwdAEAhk+KT0Z0xslOYnaMjIrIPFhiIiIiIiIiIiIjKIITAkSvZWHUwBRtP3kChyWId81TK8c3TXdArKtCOERIR2RcLDERERERERERERCVoDCb8knANq+Kv4Fxafqnxvi0D8cbwtmgb6m2H6IiIGg4WGIiIiIiIiIiIiACcuZ6HlQevYF3CNWgLzTZjvmo3PN6lCZ7q0QwRgR52ipCIqGFhgYGIiIiIiIiIiFxWgdGMjSduYNXBKziaklNqPDbcF3E9m2F4x1C4u8nqP0AiogaMBQYiIiIiIiIiInI5SRlarD54BT8duYocndFmzEMhw0MxjfH3Hs3QLoxtkIiIysMCAxERERERERERuQST2YJtZ9OxMj4Ff1zKKDXeJsQLf+/ZDA9Fh8HL3c0OERIRORYWGIiIiIiIiIiIyKndyNXj+0Op+P5wCtLzDDZjCpkUIzqFIq5nOGLD/SCRSOwUJRGR42GBgYiIiIiIiIiInI7FIvDHpQysjL+C7eduwmwRNuPNAtT4e49wPNalKfw9FHaKkojIsbHAQERERC7FYrFg0aJFWLx4MQoKCqDX69G8eXO8+uqrGDx4cLXnMxgM+Oyzz/Ddd99BCAGtVouOHTvijTfeQNeuXcs9Ljc3F3PnzsX69eshk8mg1WrRq1cvvPXWW2jZsuXdvEQiIiKqQw0ll6DyZWkL8dOfqVh9KAVXMnU2YzKpBIPbNsLfezRDn6hASKW8W4GI6G6wwEBEREQuw2w24+GHH8bWrVuxfv16DBkyBCaTCe+99x6GDh2Kjz/+GC+//HKV59NoNBg0aBASExPx+++/IyYmBnq9Hi+88AJ69+6N5cuXY/To0aWOu3HjBvr27QuJRILff/8dERERyM7OxlNPPYWuXbti/fr16N+/f22+dCIiIqoFDSWXoNKEEDhyJRsr469g08k0FJotNuPB3ko80S0cT3RvilAflZ2iJCJyPhIhhKh8N7I3rVYLT09PAEUJiIeHh50jIiIiZ+Bq7y9Tp07FggULMHv2bMycOdNmbODAgdi1axc2bdqEYcOGVTqXEAIPP/ww1q1bh9WrV+PJJ5+0jplMJrRv3x4pKSmIj49H586drWMFBQXo168fDh8+jP379+Oee+6xjuXk5CAyMhIymQzHjx9HWFhYqectec5mz57t9OeMiIjqh8FgwKuvvgrANXKCmmoIuUQxV8vjypNfYMTahGtYdTAF59LyS433bRmIv/dohkFtG8FNJrVDhEREjqW67y/8zUpEREQu4dSpU1iwYAHc3NwwefLkUuPTp0+HEALTp0+H2WyudL6NGzdi3bp1CA4OLnVloVwux5QpU1BQUIAZM2bYjC1atAiHDx9Gt27dbIoLAODr64vx48cjIyMD7777bg1eJREREdWVhpJLUJEz1/Pwxi8n0XP2dry97rRNccFX7YaJfSOwc8YArJjQA8M6hLC4QERUR/jblYiIiFzCvHnzAAB9+vSBr69vqfGhQ4dCoVDg3Llz2Lx5c5XnGz58OKTS0inVyJEjAQDbtm3DqVOnrNs//fRTm/Hyjlu2bBmys7MrjYOIiIjqR0PJJVxZgdGMn49cxcNf7MPw+Xux+mAKtIW3izmx4b745G+dET9zEN4c0Q4Rga55VwcRUX1igYGIiIhcQvEf+rGxsWWOK5VKtG/fHgCwZs2aCufS6XTYs2dPhfNFRETA39/fZr7z58/j8uXLFR5XvN1oNGLdunUVxkFERET1pyHkEq4qKUOLWb+eQc852/HKT8eRkJJjHfNQyPD3HuHYNLUv/vdCbzwS2wTubjL7BUtE5GK4yDMRERE5vStXruDGjRsAgMjIyHL3i4yMREJCAg4dOlThfIcPH4bJZKp0voiICGRlZVnni4+Pt3musvj4+CAgIACZmZk4dOgQxo0bV2EsREREVPcaSi7hSoxmC7adSceqgyn441JGqfE2IV74e89meDimMTyV/HiLiMhe+BuYiIiInF5iYqL1cWhoaLn7hYSEAAAuXLgAs9kMmazsq9+qO9/Zs2erfVxmZqb1OCIiIrKvhpJLuIK03AKsPpSC7w+l4Ga+wWZMIZdiRMdQxPUMR2y4HyQSiZ2iJCKiYiwwEBERkdMruZaBWq0udz8Pj6I+vWazGXl5efDz86uV+bKysu7quPJotVoIIazfy+VyyOVM74iIqGpMJpP1KvrCwkI7R9OwNZRcojx5eXk2C0srlUoolcoKj2modpy7ifnbL9psaxagxt97hOOxLk3h76GwU2RERM7LYDDAYCgq6mq12mody79AiYiIyOnpdDrrY4Wi/D9KS/4hrtVqy/1QoLrzFSdoNT2uPB9++KHN94MGDcKQIUMqPIaIiKjY1q1bsX37dnuH4RAaSi5RnrCwMJvv3333Xbz33nsVHtNQjYoOw+xNZ6E3mjG4bSP8vUcz9IkKhFTKuxWIiOrKnDlz8P7779foWBYYiIiIyOmpVCrrY6PRWO5+JccqupqwuvMVz3XnceV9oHDnceU5cuSIzT4KhcJhr1YkIqL69/jjj1vvXNDpdOjSpYudI2q4GkouUZ7r169b73YA4ND5gIdSjvlPRqNtqDdCfVSVH0BERHdt5syZePnllwEUFbXvLFxXhAUGIiIicnqBgYHWx3q9vtz9isfkcjm8vb1rbb6AgIAyjyuvwHDnceVp3bq1zYcJRERENVXddgiupqHkEuXx9vZ2qpxgYJtge4dARORSSrbWK2/9oPJI6yIgIiIiooYkKirK+jgtLa3c/dLT0wEALVq0qHAtg+rO17p167s6joiIiOyroeQSREREDQ0LDEREROT0GjdujPDwcABAcnJyufslJSUBAHr27FnhfLGxsdarOyqar3iseL5evXqVGruTTqfDzZs3qxQHERER1Y+GkksQERE1NCwwEBERkUsYMWIEACAhIaHMcZPJhBMnTtjsWx6VSoWBAwdWON+1a9esVyQWzxcREYG2bdtWeFxCQgIsFgtkMhmGDRtWYRxERERUfxpCLkFERNTQsMBQS86fP19h30QiIiKyr4kTJwIA9uzZA41GU2p8x44d0Ov1CAkJwahRoyqdb9KkSQCATZs2QQhRanzjxo0Aiq5Q7NatW6njisfLO+7BBx9ESEhIpXEQERFR/WgouQQREVFD4hIFBovFgm+++QY9evRA586d0apVKwwdOhTbtm2767mTkpIwbtw4tG/f3tobsSK5ubl488030bFjR0RHR6Nly5YYO3YsLl68eNexEBERUfliYmIQFxcHvV6PhQsXlhqfN28eAGD27Nk2iy9PmjQJXl5e+PDDD232HzVqFPr164fU1FSsXbvWZsxisWD+/PmQSCSYO3euzdjzzz+Pli1bYt++fTh69KjNmEajwaJFi+Du7o5Zs2bdzcslIiKiWtZQcgkiIqIGRTg5k8kkHnjgAeHu7i5+//13IYQQRqNRvPnmm0IikYj//Oc/NZr36tWr4vnnnxdubm4CgAAgkpKSKjzm+vXrokWLFiIqKkokJiYKIYTIysoSw4YNE97e3mLXrl3lHqvRaKzPo9FoahQzERHRnVzt/SUnJ0f06dNHeHh4iK1btwohhDCbzeKDDz4QAMS0adNs9s/IyLD++3h5eZWaLzU1VbRr104EBweLhIQEIYQQBQUF4vnnn68wzzh58qQICwsTrVu3tuYEubm5YtSoUUKpVIrvv/++3NfgaueMiIjqB99fqqah5BJC8JwREVHdqO77i9PfwTB9+nRs2LAB77zzDoYMGQIAkMvlmDVrFgYMGIAZM2Zgy5Yt1ZqzsLAQv/32G95///1SVyCUp6CgAKNGjcLly5exfPlyREREAAD8/Pzw3XffQSaT4bHHHsP169crnau4ByO5hhs3buC9997DjRs37B0K1ROec9fE814/fHx8sG3bNsyePRuvvfYaYmJi0KlTJ+zatQvr16/Hp59+arN/QEAA4uLi4OHhgWnTppWar0mTJti/fz+mTJmCsWPHIjY2FrGxsbh+/Tp2796Nl19+ucw4OnTogCNHjuCBBx7AAw88gNjYWPTs2RMeHh44dOgQRo8eXaXXw5zAtfD3hOvhOXdNPO8NW0PJJe7EnMB18HeEa+J5d02Oct4lQpTR6M9JnDp1Ch07doSbmxtu3rwJX19fm/ENGzbgwQcfRJs2bXDq1CnIZLJqP8fOnTutCzMlJSWhefPmZe73+eef4//+7//QrVs3HDp0qNT4K6+8gk8++QTPPvtsmbdaarVaeHp6AgD++OMP9O7du9qxkmM6evQounTpgiNHjiA2Ntbe4VA94Dl3TfY67yXfXzQaDTw8POrtualmmBO4Lr4/uB6ec9fEnICqijmBa+J7g2vieXdNjpITOPUdDMX9D/v06VOquAAAQ4cOhUKhwLlz57B58+YaPYdEIqnSfsVXMYwcObLM8eLty5YtQ3Z2do1iISIiIiIiIiIiIiKqL05dYCguGpRX4VEqlWjfvj0AYM2aNXUWx/nz53H58uUKYynebjQasW7dujqLhYiIiIiIiIiIiIioNsjtHUBduXLlirU/VWRkZLn7RUZGIiEhocy2RbUlPj7e5vnK4uPjg4CAAGRmZuLQoUMYN26czXjJTlZ6vR5arbZOYqWGR6/XW//L8+4aeM5dk73Oe8nncuKuiU6FOYHr4vuD6+E5d03MCaiqmBO4Jr43uCaed9fkKDmB0xYYEhMTrY9DQ0PL3S8kJAQAcOHCBZjN5hqtw1CbsWRmZuLs2bOlxnQ6nfVx8WLV5Fr69Olj7xConvGcuyZ7nnedTmfts0gNF3MC4vuD6+E5d03MCagyzAlcG98bXBPPu2tq6DmB07ZIKrmOgVqtLne/4kUqzGYz8vLyGkQsWVlZdRIHEREREREREREREVFtcdo7GEpW8hUKRbn7KZVK62OtVgs/Pz+7x1LWLS+BgYFIT0+HwWCATCazWVxaqVTavA4iIqKKGAwGGAwGAEW3O+r1eigUCgQGBto5MqqK4pwAKLpwoWROQEREVFNCCOvfrswJHANzAiIiqgvVzQmctsCgUqmsj41GY7n7lRyr6O6C2oylvCJDcSxlxSGVStGoUaM6iY+IiFxL8R1z5JiYExARUV1hWyTHwpyAiIjqSnVyggbZIik+Ph4SiaTGX7t27bKprhQviFGW4jG5XA5vb+86eT3VjSUgIKBO4iAiIiIiIiIiIiIiqi0N8g4GlUqF1q1b1/h4tVqNxo0bW79PS0srd9/i2wlbtGgBubxu/jmioqJsYvHx8akwlrt57URERERERERERERE9aFBFhg6d+6Mc+fO3fU84eHhSElJQXJycrn7JCUlAQB69ux5189Xnl69elkfJycnl1lA0Ol0uHnzJgCgVatWyMzM5J0MRERELu7q1atQqVTMCYiIiFwccwIiImqoGmSLpNoyYsQIAEBCQkKZ4yaTCSdOnLDZty5ERESgbdu2FcaSkJAAi8UCiUSCmTNn4uTJkxXOmZqaipdeegkxMTGIjY1FkyZN0KNHD3z77bcQQtT6a6C6cf78eYwbNw5NmzaFQqFAUFAQHnroIRw4cKDcYwwGA+bOnYuYmBhER0ejZcuWeOSRR/Dnn3/WY+RUUzU554cOHcJjjz2GkJAQKBQKhIWFIS4uDmfOnKnHyOlu1OS8l+XTTz+FRCKpsHBOziE9PR0vvfQSoqKimBO4AOYDrok5gWtiTkDVxZzAtTAncE3MCVyTU+UEwokdPXpUABAqlUrk5+eXGv/tt98EABESEiIMBkONnmPnzp0CgAAgkpKSyt1v3rx5AoDo06dPqbGsrCxxzz33WOcBIHbu3Fnhc3p5eYkXX3xRaDQa6/YlS5YImUwmnn766Rq9Fqpfv//+u1Cr1TbnvfhLJpOJxYsXlzomPz9fdO/eXQQGBoqjR48KIYTQ6XRi3LhxQqFQiO+//76+XwZVQ03O+bJly4RcLi/zGJVKJTZv3myHV0LVUZPzXpYTJ04IpVJZ6fsNObasrCwxc+ZM4eHhwZzARTAfcE3MCVwTcwKqDuYEroc5gWtiTuCanC0ncOoCgxBCxMXFCQDik08+KTU2bNgwAUB8++23pcYmTpwoPD09xaxZsyqc/5dffrH+AFy4cKHc/fR6vWjZsqWQSCTiyJEjNmNffvmlCAgIEG5ubpUmDjqdTgQHB4s2bdoIs9lcavyFF14QAMT69esrjJvs6+bNm8LPz088+uijYu/eveLq1avi6NGj4tVXXxUymUwAEHK5XJw/f956jMViEaNGjRIAxOrVq23mMxqNolWrVsLd3V0cO3asvl8OVUFNzvnp06eFUqkUzz33nDh48KC4du2aiI+PFxMmTLD+rvD19RWZmZl2fGVUkZqc97Lo9XoRHR1dpYI2ObYlS5aI5ORk8eOPPzIncAHMB1wTcwLXxJyAqos5gWthTuCamBO4JmfMCZy+wJCTkyP69OkjPDw8xNatW4UQQpjNZvHBBx8IAGLatGmljsnIyLCeHC8vr3Ln1mq14sEHH7TuO2vWLGGxWMrd/+TJkyIsLEy0bt1aJCYmCiGEyM3NFaNGjRJKpVLMnz+/0sRhy5YtAoB47LHHyhz/+eefBQAxZcqUcuMg+3v11VfF+PHjyxz79ttvrT8H//jHP6zbN2zYIACI4ODgMpPG4p+fwYMH11ncVHM1Oed/+9vfxPvvv1/mMe+88471mP/+9791EjPdvZqc97JMmTJF/POf/2wQiQPVj8TEROYELoD5gGtiTuCamBNQTTEncA3MCVwTcwLX5Iw5gdMXGIQQoqCgQHz22WciNjZWREdHi/bt24tBgwZVWL2Pi4sTHh4e4q233ipzfPDgwcLT07PUbSyBgYFizJgx5c5748YNMWPGDNG+fXsRExMj2rZtK5566ilx/PhxkZSUVGni8MMPPwgAIjo6uszx4sShsh9Csq+OHTuK7OzsMscsFouIjIwUAMTw4cOt2wcOHCgAlPtLqGTiefLkyboIm+5Cdc+5VqsVHTp0EEajscxjdDqd9Xa6F154oa7CprtUk//X77Rx40bRu3dvYTKZGkTiQPWDOYFrYD7gmpgTuCbmBFRTzAlcA3MC18ScwDU5Y07g1Is8F1MqlZg6dSqOHDmChIQEnDp1Ctu2bcMDDzxQ7jErVqyARqPBBx98UOb41q1bkZ+fD1FUpLF+3bp1C8uWLSt33pCQEPz73//GqVOncPToUZw5cwarVq1Cp06dqvRaWrVqBQA4duwYNm3aVGp89+7dAIB+/fpVaT6qf3l5eXjhhRfg6+tb5rhEIkFsbCwAQK1WAwB0Oh327NkDANaxO0VERMDf3x8AsGbNmlqOmu5GTc55Wloa3nvvPcjl8jKPUalUaNeunc0x1LDU5LzfKT09HdOmTcPKlSshk8nqKlRyUMwJHBvzAdfEnMA1MSegusacwLExJ3BNzAlck7PmBC5RYHAm0dHR6NGjBwDg6aefxv79+61jhw8fxsKFC/H4449j5MiR9gqRKuHt7Y3nn3++wn0sFgsAoG3btgCKzq3JZAIAREZGlntcREQEAODQoUO1ESrVkpqc88jISDz66KPVOoYalpqc9zuNHz8e77zzDpo3b17b4ZETYE7g2JgPuCbmBK6JOQHVNeYEjo05gWtiTuCanDUnYIHBAa1YsQJBQUHIysrCgAEDMGvWLKxYsQIPPvgg3nnnHXz//ff2DpHu0pUrVwAATz75JAAgMTHROhYaGlrucSEhIQCAs2fP1mF0VBfuPOdVPcbd3R0PP/xwXYVFdayi8z5//nx4e3vj6aefru+wyIEwJ3BuzAdcE3MC18ScgO4WcwLnxpzANTEncE2OmBOUfU8NNWgtW7bEzp07MXToUFy/fh1vv/02gKJb3iqrZFLDd/PmTRw/fhzDhw+3Viuzs7Ot4xXd5ubh4QEAyMrKqtsgqVaVdc4rc+TIEWRmZuKFF16An59fHUdIdaGi837q1Cn897//xcGDB+0UHTkK5gTOi/mAa2JO4JqYE1BtYE7gvJgTuCbmBK7JUXMC3sHgoNq3b4+FCxfabHvyySfxxRdf2Ckiqi0rVqyAm5sbPv/8c+s2nU5nfaxQKMo9VqlUAgC0Wm3dBUi1rqxzXpmlS5ciJCQEH374YR1GRnWpvPNeUFCAuLg4fP311+X2ZSQqiTmBc2I+4JqYE7gm5gRUW5gTOCfmBK6JOYFrctScgAUGB7Vs2TKMHTsWGzZswGuvvQapVAqj0YgXX3wR//znP+0dHtVQVlYWPvroI3zxxRfWXolA0UI9xYxGY7nHF49xMR/HUd45r8ilS5ewZMkSrFixokG+sVDlKjrvr776Ku6//34MGDDAPsGRw2FO4HyYD7gm5gSuiTkB1SbmBM6HOYFrYk7gmhw5J2CBwQF99tlnGDduHL766iuMHDkS//rXv7Bjxw40atQIAPDuu+9iy5Ytdo6SauK5557DuHHjMG7cOJvtgYGB1sd6vb7c44vHAgIC6iQ+qn3lnfPyGI1GjBkzBnPnzsXgwYPrNjiqM+Wd982bN2P//v38A5CqjDmBc2I+4JqYE7gm5gRUW5gTOCfmBK6JOYFrcuScgGswOJjLly/jlVdeQWxsrE0fxf79+2Pfvn245557kJGRgVmzZmHYsGF2jJSqa86cOVAoFPjoo49KjUVFRVkfp6WloXPnzmXOkZ6eDgBo3bp13QRJtaqic16eKVOmoH///njhhRfqMDKqSxWd948//hhXr15Fx44dK5xj0KBBcHNzAwCcO3euTuKkho85gXNiPuCamBO4JuYEVFuYEzgn5gSuiTmBa3L0nIAFBgfz3XffwWw2o3fv3qXGoqKiMHv2bEyaNAnx8fEwGo3WHyxq2JYtW4Z9+/bhl19+gUQiKTUeGxsLpVIJg8GA5OTkcucpHuvZs2cdRUq1pbJzXpZ//vOfEEJgzpw5dRwd1ZXKzrvZbEZ6err1D4HyJCYm1lWI5ECYEzgf5gOuiTmBa2JOQLWJOYHzYU7gmpgTuCZnyAnYIsnBXL16FcDthXru9OCDDwIo+uHLzMyst7io5tauXYslS5bgp59+KjfRU6lUGDhwIAAgISGhzH2uXbuGtLQ0AMCIESPqJliqFVU553dasGABTp06ha+++qqOo6O6UpXzvmvXLgghyv0qlpSUVGobuR7mBM6F+YBrYk7gmpgTUG1jTuBcmBO4JuYErslZcgIWGBxMaGgogPKrUu7u7gAADw8Pm5581DBt374ds2fPxtq1a20WaSrpjTfegFarxaRJkwAAmzZtKvOXxcaNGwEUXcnQrVu3ugua7kp1znmx5cuX49dff8XKlSshlZb9a/ull16qi3CpltTkvBNVhjmB82A+4JqYE7gm5gRUF5gTOA/mBK6JOYFrcqacgC2SGpCcnBzrY6PRWOY+f//73zF79mxs2bIF165dQ+PGjW3Gd+zYAQB46qmnIJfz9DZkBw8exIQJE7By5UpkZGQgIyPDZlyr1eKHH35ASkoKPDw8MGrUKPTr1w979uzB2rVr8fDDD1v3tVgsmD9/PiQSCebOnVvfL4WqqLrnHCiqZn/44YfW7XfKzc3Fl19+ieDg4Hp5DVR9NTnvRMwJXAfzAdfEnMA1MSegmmBO4DqYE7gm5gSuyelyAkENQmFhoXj++ecFAAFAPPfcc8JoNJa577Jly4Sbm5vo06ePuHLlinV7fHy8aNy4sejevbvIycmpr9CpBk6cOCH8/Pys57uirx07dliPS01NFe3atRPBwcEiISFBCCFEQUGBeP7554VEIhH/+c9/7PSKqDI1Oefbt28XSqWy0v0lEom4fPmynV8hlaWm/6+Xp3jfpKSkug+e7IY5getgPuCamBO4JuYEVBPMCVwHcwLXxJzANTljTiD5KxCyo/Hjx2Pt2rU2VyYAgK+vL2JjY7F9+/ZSxxw/fhwff/wx9uzZAx8fH1gsFnh7e+OJJ57A5MmTuWhTA3br1i106tTJ2guxIi1atMDFixdtFnnJzc3FggUL8NNPP0Emk8FgMCAqKgozZsxA37596zJ0qqGanPPz58+jW7du0Gg0lR4zcODAMn9PkH3d7f/rZSkeT0pKQvPmzWsjTGpgmBO4DuYDrok5gWtiTkA1wZzAdTAncE3MCVyTs+YELDAQEREREREREREREVG1cZFnIiIiIiIiIiIiIiKqNhYYiIiIiIiIiIiIiIio2lhgICIiIiIiIiIiIiKiamOBgYiIiIiIiIiIiIiIqo0FBiIiIiIiIiIiIiIiqjYWGIiIiIiIiIiIiIiIqNpYYCAiIiIiIiIiIiIiompjgYGIiIiIiIiIiIiIiKqNBQYiIiIiIiIiIiIiIqo2FhiIiIiIiIiIiIiIiKjaWGAgIiIiIiIiIiIiIqJqY4GBiIiIiIiIiIiIiIiqjQUGIiIiIiIiIiIiIiKqNhYYiKjeXL16FT169EBQUBAOHjxo73CIiIjIDpgPEBEREcCcgMhZsMBARPXmo48+wqFDh5CRkYEjR47YOxwiIiKyA+YDREREBDAnIHIWLDAQUb3p3bs3vLy8cP/992PMmDH2DoeIiIjsgPkAERERAcwJiJyFRAgh7B0EERERERERERERERE5Ft7BQERERERERERERERE1cYCAxERERERERERERERVRsLDERUpzZu3AiJRGLzNXHiRHuHRURERPWI+QAREREBzAmInBELDERUp6KiorBixQr85z//sW7r3LmzHSMiIiKi+sZ8gIiIiADmBETOiAUGIqpTrVu3RlxcHNq0aWPdFh0dXa05DAYDduzYgTfeeAPdu3fH+PHjYTQa8dlnnyEmJgZqtRpBQUGYNm0aTCYTAOD48eMYM2YMwsLC4O7ujp49e+LYsWOl5i4oKMBXX32F3r17o2/fvmjatCnatGmDf/7znzAajeXGlJ+fj9dffx0xMTHo3LkzIiMjMXXqVJw8ebJar42IiMgVMB8gIiIigDkBkTOSCCGEvYMgIuc3Z84cvPHGG5BIJMjJyYG3t3eVjz169CiOHTuGV155BTk5ORgyZAhUKhW6deuGIUOG4MaNG3jmmWeQnZ2NmTNnQqVSITMzE48//jgkEgk++eQT/PzzzwgLC8PFixehVqsBAFqtFgMGDMDJkyexf/9+xMbGwmw244UXXsA333yDJ554At99912peHJzc9G/f38EBQVh/fr1UKlU2LVrF4YNGwaDwYCQkBA0a9YMABAfH187/4BEREROgPkAERERAcwJiJyKICKqB6NHjxYARGRkZI3neOSRRwQAERQUJJKTk23G3n77bQFAABDz5s2zGcvPzxdqtVoAED/++KN1+9dffy0AiJCQEJv9r127Zp0rNTW1VByTJk0SAMS2bdtstk+ZMkUAEI0aNRJms7nGr5OIiMhZMR8gIiIiIZgTEDkTtkgionpRfOvh3fRW9PLyAgC0a9fOWv0vFhMTY3380EMP2Yx5enoiKioKQNGVDsWKr1JQKpU2+4eFhVkfp6am2oyZTCasWrUKANC0aVObsfHjxwMAbt68iQsXLlTtRREREbkQ5gNEREQEMCcgciYsMBBRndPr9bh48SKA6vdWrCpfX98qjWdmZlq3xcXFYf/+/Th8+LDNviUTjMLCQpuxW7duQavVAgAyMjJsxjp37gyZTAYAyM7Orlb8REREzo75ABEREQHMCYicDQsMRFTnTp48CYvFAuDurk6oiEQiqdL4ncnAPffcg6CgIOj1eixcuBBjxozB3r17rePijmVq/P39rXOdOXPGZkwmkyEwMBBA6SsXiIiIXB3zASIiIgKYExA5GxYYiKjOHT9+3Pr4zqsTBg0ahDZt2pT5VR9MJhPmzZuHXr16ISgoCMuXL8e0adPK3V+pVGL48OEAgEWLFtmMabVaZGZmonfv3mjSpEmdxk1ERORomA8QERERwJyAyNnI7R0AETm/4uTB19e3VF/Ey5cv48qVK/YICzqdDiNHjsSRI0dw5MgRaw/GyixcuBCDBw/GwYMH8eabb+Ldd9+FRCLBjBkzEBYWhqVLl9Zt4ERERA6I+QAREREBzAmInA3vYCCiOlfR4k3JyckQQpT5VddmzpyJnTt34tFHH61y4gAAoaGhOHjwIKKiorB161Z07doVffr0QUBAAI4fP16tuYiIiFwF8wEiIiICmBMQORvewUBEdUoIgZMnTwKou96KNfXdd98BAHx8fGy237hxw/rYbDaXOi4/Px/PPPMMvvvuO3Tt2rVugyQiInICzAeIiIgIYE5A5Ix4BwMR1amkpCTk5eUBKN1bsboKCgoAlF5UCQCMRqP1sVarLffY4oWkSh7z008/ITU1FQCQkZGBf/zjH5DJZACAs2fPwmg0IjMz03rcE088gQsXLkCj0eDMmTM4d+6c9Ss5OdnmOYiIiIj5ABERERVhTkDkfFhgIKI6VXLxpuTkZKxcudJ6tUJ1aLVaHD58GABw6dIl6PV6m/HTp09bH//22282Y2lpaTh79iwA4MSJE9ak4b777gMAXLt2DS1atEDz5s3RokULPPHEE2jfvj0A4JVXXkFYWBiSk5Ot8504cQInTpzAvffei/bt26Nt27bWr4iICHh7e+Nf//pXtV8jERGRs2I+QERERABzAiKnJIiI6tC7774rANh8LV++vFpzfPTRR8LHx8dmDl9fX/HBBx+IjIwM0bp1ayGRSGzGIyIixPXr18WHH34oFAqFzZi/v7/4z3/+I27duiWefPJJ4efnJ/z8/MRjjz0mTp06JYQQYu3atcLf319ERESIH3/80Saea9euiU6dOonhw4eL1q1bC39/f+Hu7l4qhtWrV9favyMREZEjYz5AREREQjAnIHJGEiHqYZUUIiInYTabMXbsWNx7772YMGFCqXGDwYDr16/jq6++QnJyMn744Qc7RElERER1ifkAERERAcwJiACABQYiomp44YUXsGHDBms/xvLk5+dj3Lhx+Pnnn+spMiIiIqovzAeIiIgIYE5ABHANBiKiKktJScFXX30FtVpd5iJSJa1evRqPPPJIPUVGRERE9YX5ABEREQHMCYiKscBARFRFubm5EELgwoULeOqpp2wWpwIAi8WCvXv3YuLEidi5cyeeeuopO0VKREREdYX5ABEREQHMCYiKsUUSEVE1xMXFYdWqVdbvPT09ERQUBJ1Oh4yMDEgkErzxxht4++23IZfL7RgpERER1RXmA0RERAQwJyACWGAgIqq2devWYdGiRTh+/DjS0tLg6emJli1bYvDgwXjuuecQHh5u7xCJiIiojjEfICIiIoA5ARELDEREREREREREREREVG1cg4GIiIiIiIiIiIiIiKqNBQYiIiIiIiIiIiIiIqo2FhiIiIiIiIiIiIiIiKjaWGAgIiIiIiIiIiIiIqJqY4GBiIiIiIiIiIiIiIiqjQUGIiIiIiIiIiIiIiKqNhYYiIiIiIiIiIiIiIio2lhgICIiIiIiIiIiIiKiamOBgYiIiIiIiIiIiIiIqo0FBiIiIiIiIiIiIiIiqrb/B1e2J64+WHgPAAAAAElFTkSuQmCC", "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": 11, "id": "5064cad2-3bf5-487e-a173-1c2839873059", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T20:45:35.957983Z", "iopub.status.busy": "2026-06-02T20:45:35.957626Z", "iopub.status.idle": "2026-06-02T20:45:36.489987Z", "shell.execute_reply": "2026-06-02T20:45:36.489355Z" } }, "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": "e0122b28-bda8-4010-9cae-ddffa878a28d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "82088f09-09df-4ad1-bab0-c92aa6fde22c", "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 }