{ "cells": [ { "cell_type": "markdown", "id": "8f26e9c9", "metadata": {}, "source": [ "# 02 — Feature Engineering (v3)\n", "## Derived Features for Battery Lifecycle Prediction\n", "\n", "**Objective:** Compute and validate all derived features for downstream ML models:\n", "1. **SOC** (State of Charge) via Coulomb counting per cycle\n", "2. **SOH** (State of Health) as % of nominal capacity\n", "3. **RUL** (Remaining Useful Life) in cycles until EOL\n", "4. **18 per-cycle scalar features** (12 base + 6 v3 physics-informed) for classical ML\n", "5. **Fixed-length sequence dataset** for deep learning (LSTM, Transformer)\n", "\n", "### v3 Improvements over v2\n", "- **6 new physics-informed features:** `capacity_retention`, `cumulative_energy`, `dRe_dn`, `dRct_dn`, `soh_rolling_mean`, `voltage_slope`\n", "- **Proper NaN imputation:** forward-fill → backfill → global median (replaces v2's broken `fillna(0)`)\n", "- **Versioned artifact paths:** all outputs saved to `artifacts/v3/`\n", "- **Battery-grouped split verification:** ensures no data leakage\n", "\n", "Outputs saved to `artifacts/v3/`:\n", "- `features/battery_features.csv` — per-cycle scalar feature matrix (18 features)\n", "- `features/battery_sequences.npz` — windowed sequences for sequential models" ] }, { "cell_type": "code", "execution_count": 1, "id": "3d8edbd3", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:42:56.309956Z", "iopub.status.busy": "2026-02-24T17:42:56.309956Z", "iopub.status.idle": "2026-02-24T17:42:58.237573Z", "shell.execute_reply": "2026-02-24T17:42:58.237066Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup complete.\n", "v3 artifacts → E:\\VIT\\aiBatteryLifecycle\\artifacts\\v3\n", "v2 features: 12 cols | v3 features: 18 cols\n" ] } ], "source": [ "import sys, os\n", "sys.path.insert(0, os.path.abspath(\"..\"))\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "from src.data.loader import (\n", " load_metadata, load_discharge_capacities, load_cycle_csv,\n", " get_eol_threshold, get_battery_ids, NOMINAL_CAPACITY_AH,\n", ")\n", "from src.data.features import (\n", " compute_soc, compute_soh, compute_rul_series,\n", " classify_degradation_state, DEGRADATION_LABELS,\n", " extract_cycle_features, build_battery_feature_dataset,\n", " add_v3_features, impute_features,\n", ")\n", "from src.data.preprocessing import (\n", " make_sliding_windows, downsample_to_bins, group_battery_split,\n", " fit_and_save_scaler, FEATURE_COLS_SCALAR, SEQUENCE_FEATURE_COLS,\n", ")\n", "from src.utils.plotting import save_fig\n", "from src.utils.config import (\n", " ARTIFACTS_DIR, FIGURES_DIR, WINDOW_SIZE, N_BINS,\n", " get_version_paths, ensure_version_dirs,\n", " FEATURE_COLS_V2, FEATURE_COLS_V3,\n", ")\n", "\n", "plt.style.use(\"seaborn-v0_8-whitegrid\")\n", "sns.set_context(\"paper\", font_scale=1.3)\n", "\n", "# v3 paths\n", "v3 = get_version_paths(\"v3\")\n", "ensure_version_dirs(\"v3\")\n", "V3_FEATURES = v3[\"root\"] / \"features\"\n", "V3_FEATURES.mkdir(parents=True, exist_ok=True)\n", "\n", "print(\"Setup complete.\")\n", "print(f\"v3 artifacts → {v3['root']}\")\n", "print(f\"v2 features: {len(FEATURE_COLS_V2)} cols | v3 features: {len(FEATURE_COLS_V3)} cols\")" ] }, { "cell_type": "markdown", "id": "9cb68050", "metadata": {}, "source": [ "## 1. SOC Computation via Coulomb Counting\n", "\n", "For each discharge cycle, compute State of Charge:\n", "$$\\Delta Q_i = |I_i| \\cdot \\Delta t_i / 3600 \\quad \\text{(Ah)}$$\n", "$$\\text{SOC}_i = 100 \\times \\left(1 - \\frac{\\sum_{j=0}^{i} \\Delta Q_j}{Q_{\\text{nom}}}\\right)$$\n", "\n", "We demonstrate on several discharge cycles from battery B0005 — early vs. late cycles." ] }, { "cell_type": "code", "execution_count": 2, "id": "e281817a", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:42:58.241086Z", "iopub.status.busy": "2026-02-24T17:42:58.241086Z", "iopub.status.idle": "2026-02-24T17:42:59.008917Z", "shell.execute_reply": "2026-02-24T17:42:59.008400Z" } }, "outputs": [ { "data": { "image/png": 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b9GUgpTaOCupMUs6cOd2JJCQkKDLy3yDDZkXlyJHDfW7/2tfJWZv9/IncdNNNx+3d5z9L6ujRo+55Y2LStkzm4J6ttHj1ZsVkz6Hvpq7WqPkbXPuEpdu0fPN+PXp1HVUrmVcZlTfAaPskhlvwE87nbjj/8L3+XHuufaje995/1kNZesVRgYih7D76+N4CWrZ2i+ZvPKhvpqzUkfhE7TkYp/6jlmvsku3q1a6aKhTJnaa/N5SF+9/fM0Gf0V/cY8GH12Vo9hdxVHDFUZc3zq2m1Upq/ZYdmrN+v76dulpH4hJ06GiCPp+8RqMWbNEdrSvq/FolFGkZQITE6ywjoC/py2DFvUlfBlJq46igTuyVLl3aDUZt3LhRJUuW9LWvX79eZcuW9c1qslIGFgBFR0cf95jGjRuf8LkLFSrkPlLquMWLF7s357R+g46KjFSpAjncm//DV9dRgwoF9e4vC3TwSLy27Dmkhz6cottaVXTlECJPstowlHn9Go7BTzifu+H8w/f6c+259qF434fiMZ+rOCoQMZSxkpvlCudU3Uol1K5uSQ3+c7EmLNnsvrdo/S7dM2yi27/4zraVlSvbv+cSzsL97++ZoM/oL+6x4MPrMvT6KyO872S0OCp/zqyKSsyh2hWK64oGZfTRuGX6fc46t4pv+77Deuun+S7h1+WCKmpQvmCGuIYZ/XWWUdCX9GWw4t6kLwMlte8tQZ09qlu3rrJkyaJRo0b52vbs2aNp06apadOm7mv718oUjB071vcY26R4+fLlatKkiYJZ2xrFNaBbS1X/Z5WelZWy4OrhD6do8+7QXykAAAACJyPHUYXzxOipG+rrpVsbqUT+Y3vb2MDUTzPXqnO/sfpl1loXVwEAAJyJjBxHWZLvvstraWD3VmpS8d8k4+pt+/TkZ9P12MdTtXzTnoAeIwAACOEVe7bhcPv27fXmm2+6r0uVKqWBAwcqV65cuu6663xt7dq10xNPPOGCLCt38NZbb6latWopljcINkXyxOj1O5ros9i/9UnscjcotXDdLvUcHKt7L62pNjWKBfoQAQBACAqHOKp++YJuUGrk1FX6ePxyHY5L0N5Dcerz83z9OnutereroSrF8wT6MAEAQIgJhziqdMGcevbmhpq3ZoeGjFqsZRuPJfPmrN6hu4ZO0Hk1irlKCDZuBQAAgktQJ/bMAw884JYfDhkyRIcOHVK9evX06quv+vaGMbbB8Msvv6zXXnvN1cBt1qyZnnzyyRNuVhxsrOxm+9aVVLdcAb06co627D7kynO+/N1sTV+x1Q1KxWQJ+ksFAACCTDjEUZkjI3RDs/KuEoINSo1duNG12+DUfcMn6uK6JdWxbWXlyZ4l0IcKAABCSDjEUaZW6fx6t1NzjVu0SSP+WqLNuw+59r8WbFTs4s26smFp3dyiAqXOAQAIIpmSvN0gcVxd86pVq6b5hsXW1TaL62Qb7B44HKe+vy5wAZSnaN4YPXZNHVUpfqxkZ6hKzflnVOF87obzD9/rz7Xn2ofqfZ+e8UBGld59ltq/JzbrvN+vC105KU+OrFG6s01lXVa/VIbdxzi5cP/7eyboM/qLeyz48LoMzf4ijgq+PkvtvXE0PkE/z1zrKkrtOxTna8+RNbNuaVHBJfmioyIVzoLldZYR0Jf0ZbDi3qQvQyEmCI+RjRCSPWtmPXpNXT1yVW3FRB9bpbdp10HdP2KyPo1drgSr1QkAAIATzjrv17WFelxUzVfxYP/hePX7baHuGjpRC9ftpOcAAABSYEm7axqX1ft3tdWNzcq7ygjHYqk4VxmhS/9x+mv+BvYyBgAgwEjsBanza5VQ/24tVfWffWESk5L0wdhlevSjKdq651hZBAAAAPxXVGSEG5Qa3quNLqxVwte+cstePfD+ZL02co527DtM1wEAAKTAVuh1Pr+Khvc+Fkt569K27DnktpC5e+gEzV61nb4DACBASOwFMSvB+WaHprq1ZQVF/BNFzV+7Uz0Hj9e4f/aPAQAAQMry5siih66qrbc6NFWFIrl87aPnb3Azzr+dslLxCYl0HwAAQAoK5c7mYql+XVuqfvmCvva/N+/VYx9P1f8+neYmTgEAgHOLxF6Qs31gbE+Y1+5o6gIqr5zUS9/O1ps/zNWho/GBPkQAAICgVr1kPr3buYXuuqSGm4FuDh6N16A/F6vXkFjNWc2McwAAgBMpXySXXrq1kV66rZHKF/53stSMFdvUa3Cs3vhhrrbtpboUAADnCom9EFGzVD4N6NZSrasV9bX9MXe9G4xaunF3QI8NAAAg2EVGZNIVDUq7klKX1ivlKym1Ztt+PfrRVL30zSwGpAAAAE6ifrmC6tu1hR6+qrYK5srq2pIk/Tl3vTr1G6vhfy3RgcNx9CEAAOmMxF4IsRnmj19bVw9dWVvZoiNd28adB3X/iEn6YuLfSki0cAoAAAAnkjsmWvdeVlN9OjdX5WLH9jI24xZtcuU5v5i4QkfjE+hAAACAFERkyqQLapVwk6W6nF9F2bNEufaj8YkujurQd4xGTlulOMqdAwCQbkjshZhMmTLpwtolXH3zSsVyuzZL6A3/a6ke+3gKM80BAABSwZJ673Rqpvsvr+mSfeZwXIKbad5zUKwrLQUAAICURUdF6oZm5fX+XW11bZOyyhx5bIhx76E4Dfh9kboOGKfxizYpKYlJ6AAApDUSeyGqeL7sertDM93cvLyvlNS8NTvVY1CsYhdvCvDRAQAAhMaM83Z1S2lYrza6smFpRfwTVK3feUD/+3Sanv1yhjbvPhjowwQAAAhauWKi1f3Cahras7Xa1ijma9+066Be/GaW7h0+SfPX7AjoMQIAkNGQ2AthUZER6nheFb12RxMV+Ke2+f7DcXrh61l6+6d5Onw0PtCHCAAAEPRyZsus3u1qqG+XFqpeMq+vfdLSLW62+cfjl1OeEwAA4CSK5I3RY9fU1Xudm6tW6Xy+9qUbd+uhD6fo6S9maO22ffQhAABpgMReBlCrdH4N6NZSLasW8bX9Nnudeg+ZoOWb9gT02AAAAEJF+SK59eadTfXIVbWVL0cW334xH41bpm4Dx2vKsi2BPkQAAICgVqlYHr12exM9f3NDlS6Yw9ducVT3QePV5+f52rHvcECPEQCAUEdiL4PIlS1a/7uunh64opayZI70lZG6b/hEfTVphRKpaQ4AAJCq/YzPr1VCQ3u1dvvFWLlOr5yUzTR/6vPp2rDzAD0JAABwkniqUcVCGtCtlRunyp/z2ISpxCTpl1lr1anfWDdx6hCVpgAAOCMk9jJY4HRxnZLq37WFKhbN7driE5M0dPQSPf7JVG3fy4woAACA1MieJbPbL8aqItQuk9/XPm35VnUfOF7vj1lK2XMAAICTiIw4Nk41vFcb3dmmkmKio1z74bgEV+q8Y9+x+mnmGsUnJNKPAACcBhJ7GVCJ/Dn0dsdmurFZeR2bYy7NWbVDPQeP16SlmwN8dAAAAKGjTKGcerV9Yz1xbV0VyHlsT+O4hER9NuFvdRkwTrGLNymJyggAAAAnlDU6Sre2rKgRd7XRlQ1Lu4Sf2XXgiN77ZYEr0TlpyWZiKgAAUonEXgaVOTJCnc+volfaN/aVPNh7KE7PfjnT1TO32VEAAABIXVWE1tWLufKcNzUrr6h/BqO27T2sF76epcc/maa12/bRlQAAACeRJ3sW9W5XQ0N6tFbLqkV87et3HNCzX83Ugx9M1uL1u+hDAABOgcReBlenbAEN7NZKzSsX9rVZPfO7hsRqxeY9AT02AACAUJItOkqdzq+iQT1aqX75gr722au2q8fgWA0dtVgHj8QH9BgBAACCXfH82fXk9fVdtanqJfP62heu26X7RkzSC1/P1IYd7GkMAMCJkNgLA7liovXUDfV172U1lSXq2CVft+OA7h0+Sd9MWalEykcBAACcVtnzF29pqKdvqK/CubO5toTEJH01eaW6DBirMQs2UEoKAADgFKqVyKs372zqYqoS+bL72mMXb1bXgePU77cF2n3gCP0IAEAyJPbCqITUpfVKqW/XlqpQJJdvf5jBfy7Wk59O0459hwN9iAAAACEVWzWrUkRDerZW+1YVXRl0s2PfEb3y3Rw9/OEUrdqyN9CHCQAAEBIxlVVEuPvSGsqTPdo3aeqH6WvUse9Yt7cxW8oAAPAvEnthplSBHK7UwfVNy/naZq7crp6DYzVl2ZaAHhsAAECoyZI5Ure3ruQSfE0q/Vv6fP7aneo1ZIIG/L5Q+w/HBfQYAQAAgl1UZIQur19aI3q3dZOmLMYyB4/G6/0xS9Wp3xj9PmedS/gBABDuSOyFoeioSHW9oKpeuq2R8uXI4tr2HDyqp7+Yob6/LtCRuIRAHyIAAEBIKZo3Rs/e1EDP39zQfW6s3PnIaavVuf9Y/TF3HeXPAQAATiEmS5SbNDWidxtXeSoik3xVEd76cZ56DY7VtOVbKXsOAAhrJPbCWP1yBTWwe6vjZpf/OGON7h42QSspHQUAAHDaGlUspME9WqlD28q+vY13HziqN3+Ypwfen6Tlm/bQqwAAAKeQP2dW3XtZTQ1KNm61ets+PfX5dD368VQt27ibfgQAhCUSe2Eud0y0nrmxvqtjHv3P4NOabft1z7CJGjltFTOgAAAAzqA6wi0tKmhorzZqWbWIr33x+t26e+gEvfvLfO09dJR+BQAAOIVSBXO6qghv3NFElYvl8bXPXb1Ddw+bqJe/na3Nuw7SjwCAsEJiD26jYqtj3rdLC5UrnMv1SFxCogb8vsjNgtq1/wi9BAAAcJoK5c6mJ6+vr5dva6yS+bO7NtsV5ueZa9W531j9Mmst+8QAAACkQs3S+dWnUzP977p6vrLnZuzCjeoyYJwG/bmIiVMAgLBBYg8+pQvmdEHStY3L+tqm/71NPQaPd/XLAQAAcPrqlSugAd1bqcsFVZQtOtK17T0Upz4/z9d9wydqyYZddCsAAEAqJqa3qlZUQ3q2Vs+LqylXtsy+yenfTlmljn3H6KtJK3Q0PoG+BABkaCT28J/SUd0vqqYXbmmovNmz+PaFsZV7A35fSHAEAABwBjJHRuiGpuU1rFcbta1RzNe+bNMe3Tt8kt76ca52H6BKAgAAQGriqqsbldX7d7XVTc3L+7aW2X84XkNHL1Hn/uM0et56JSZZrQQAADIeEntIUcMKhTSwe0s1qljI1zZy2mq3997qrfvoNQAAgDOQP2dWPXZNXbdPTNlCOX3tv89Zr879x+r76auVkJhI3wIAAJxC9qyZ1em8Khreu40uql1Cmf5p37rnkF77fq7uGjJBs1Zupx8BABkOiT2cUJ7sWfTcTQ3Uq111NxvKrNq6T3cPm+AGnZKY+QQAAHDG+8T069rClZGKyRLlm2Xe/7eF6j1kguav3UnPAgAApELBXNn04JW11b9bSzUoX9DXvmLLXj3+yVQ98ek0rdi8l74EAGQYJPZwyvrlVzUso75dWqhMwWOzyo/GJ7pBp6e/mEHJKAAAgDMUGXGsjNTwXm10Ye0SvnabSPXQB5P12sg52rHvMP0LAACQCuUK59KLtzbSy7c1VoUiuXztM1dsU+8hsXrj+7luNR8AAKGOxB5SpUyhnHq3c3OX5PNMXb5VPQbFasaKbfQiAADAGcqbI4seurK23u7Y7LhBqNHzN6hL/3H6ZspKxSdQnhMAACA16pUroPe6tNCjV9dRodzZXJvttvfnvGOlz4eNXqIDh+PoTABAyCKxh1TLkjnSleV8/uaGyh0T7dp2HTii/306TYP+WKSj8Qn0JgAAwBmqViKv3u3cQvdcWkM5s2V2bQePxmvwn4vVc3Cs5qxijxgAAIDUiMiUSefVLK5hvVqr6wVVlSNrlK8K1ZeTVqhD3zH6buoqxTF5CgAQgkjs4bQ1qlhIA7sfX7f826mrdO/wSVqzbR89CgAAcIYiIzLpsvqlXXnOS+uVUqZ/2tdu369HP56qF7+ZRQkpAACAVIqOitT1TctpxF1tdV2TssoceWwodO+hOA38Y5G6DhinsQs3KinJ1vQBABAaSOzhjOTLkVXP39JQPS6q5guKVm7Zq7uGTtBPM9cQEAEAAJyFXDHRuveymq4UepXieXzt4xdtUpcB4/T5hL+plgAAAJDa2CpbtLpdWE1De7XWeTWK+do37Tqol7+drXuGT9S8NTvoTwBASCCxhzO/eTJl0jWNy6pPp+YqVSCHr6TBe78s0LNfztSeg0fpXQAAgLNQqVget/feA1fU8pVCPxKXoBFjlrq9jqf/vZX+BQAASKUieWL06DV11bdLC9Upk9/XvmzjHj384RQ9/fl0qlEBAIIeiT2ctfJFcrmA6IoGpX1tk5dtUY9B4zVrJXvBAAAAnO1kqovrlNSwXm10VcMyivinPueGnQf05GfT9cwXM7R510E6GQAAIJUqFs2tV9o31gu3NFSZgjl97VOWb3XjWe/8NE879h2mPwEAQYnEHtJElsyRuuuSGnrmxga+2eQ79x/R459M1ZBRi9mMGAAA4CzlzJZZvdpVV98uLVWjVL7jJlR1HThOH49b5lbzAQAA4NQyZcqkhhUKqX+3lq46QoGcWV17YpL06+x16thvrD4Yu1QHj8TTnQCAoEJiD2mqaeXCGtCtpeqVK+Br+3rySt03fKLW7dhPbwMAAKRBtYQ37miiR6+uo3w5svjKoX80frm6DRynyUu3sN8xAABAKkVG/FMdoXcbdWxbWTHRUa7dJkx9Gvu3OvYbox9nrFF8QiJ9CgAICiT2kOby58yqF29tpG4XVlXUP7Wi/t68V3cNnajRCzYz0AQAAJAGM8zPq1lcQ3u11nVNyroBKbN59yE98+UM/d/nM7Rp9yH6GQAAIJWyZo7UzS0qaMRdx8qfe/HV7gNH1ffXBeo+cLwmLmFcCwAQeCT2kD43VqZMuq5JOfXp1Fwl82f3zXQaPGaFnv96lvYePErPAwAAnKXsWTKr24XVXMWEOmXy+9qnr9imhz6ZrffHLNXho5SPAgAASK082bO48udDerZWy6pFfe3rdx5wY1r/9818LVq3iw4FAAQMiT2kqwpFc6tv15a6tF4pX9ukpVvUc3Cs5qzeTu8DAACkgdIFc+qV9o31v+vqqUCuY/vDxCcm6fOJK9R5wDiNX7SJqgkAAACnoXi+7Hry+nrq06mZqpfM62tftmmfHvhgsp77aqbWs+0MACAASOzhnJQyuPeymvq/G+opR9Zjdcq37zusxz6aqmGjlyiOGuUAAABpUp6zVbWiGtaztW5qVt5XPmr73sN68ZtZeuyTqVq7bR89DQAAcBqqFM+rN+9sqmdubOCrSmWsLGe3geNdmc7dB47QpwCAc4bEHs6ZZpWL6PVb6vjKRCVJ+nLSCj0wYpI27DjAlQAAAEgDWaOj1PG8ynrj1rpqUL6gr33Oqh3qMThWQ0Yt1sEjlOcEAAA4nQlUTSsX1sDuLdWlbXnlzR7t2hMSk/TjjDXq0HeMPo1dTgl0AMA5QWIP51S+HFn00m2N1OX8Kor6Zxb5sk171GtIrH6fs44SUQAAAGmkWN5sev7mBm52eeE82XyDT19PXqnO/cfqr/kbiL0AAABOQ2REhC6sUUTDe7fR7a0quipV5tDRBH0wdpk69hurX2evVUJiIv0KAEg3JPZwzkVkyqQbmpXXO52aq0S+YyUMDscl6K0f5+nFb2Zr36E4rgoAAEAazi4f0qO1G3yKjjoW/u/cf0Svjpyjhz6copVb9tLXAAAApyFbdJTat66kEXe10WX1S7mxLi/Geuen+eo5OFZTl29hEhUAIF2Q2EPAVCyaW/26tlC7uiV9bbGLN6nn4PGav2YHVwYAACCNZMkc6QafLMHXtFJhX/uCtTvVe0is+v+2UPsPM7kKAADgdOTLkVX3XFpTg3q0Oi7GWrNtv/7v8xl65KMpWrZxN50KAEhTJPYQ8D1g7r+8lp68vp5yZM3s2rbtPayHP5yiEX8tUXwCpQsAAADSSpG8MXrmpgZ64ZaGKpYvxrUlJknfT1+tTv3GutLoiUm2EzIAAABSq1SBHC7GeuPOpqpSPI+vfd6anbp72ES9/O1sbdp1kA4FAKQJEnsICi2rFtWAbi1Vq3Q+97UNJ30+cYUeeH+yNu48EOjDAwAAyFAaViikQd1bqWPbym41n9lz8Kgrjf7AiElavmlPoA8RAAAg5NQslU/vdGymJ6+rp6J5j02iMmMXblSX/mM18I9F2nvwaECPEQAQ+kjsIWgUyp1Nr7Rvok7nVVZkxLHa5Es37lavIbH6c+566pIDAACkoeioSN3cooKG9mytVtWK+toXb9itu4dOUJ+f5zPwBAAAcAZ7HLesVlRDerZWr3bVlTsm2rXHJybpu6mr1KHvGH05aYWOxCXQtwCAM0JiD0HFEno3Na+gtzs285WHOnQ0QW/8MNeVLWDvFwAAgLSfXPW/6+rplfaNXRkpr3rCL7PWqlP/sfp55holWL1OAAAApFrmyAhd1bCMRtzVRre0qKAsUceGYQ8cidew0UvUuf9YN5GdMugAgNNFYg9BqXKxPOrftaUuql3C1zZu0Sb1HByrBWt3BvTYAAAAMqK6ZQu40uhdL6iqbNHHynPuOxSnd39ZoHuGTdCi9bsCfYgAAAAhJ3uWzOrQtrKG9W6ji+uU0LEaVdK2vYfdRPbeQyZo5sptAT5KAEAoIbGHoJUtOkoPXllbT1xbV9mzRLm2rXsO6eEPJ+uDsUuVkJgY6EMEAADIUKIiI3R903Ia1quNzq9Z3Nf+9+a9un/EJL35w1ztPnAkoMcIAAAQigrmyqYHrqjtJlI1qlDQ175yy1498ck0PfHJVK3YzD7HAIBTI7GHoNe6ejEN7N5KNUrlc19bJahPY//Wgx9M1uZdBwN9eAAAABlO/pxZ9cjVdfTGnU1VtlBOX/sfc9erU7+xGjltFZOsAAAAzkDZwrn0/C2N9Gr7xqpQJJevfebK7W713uvfz3ET2wEAOBESewiZvV9eu72J7mxTSRGZjhUtWLx+tyvNOXre+kAfHgAAQIZUs1Q+9evaQr0uruaroGD7wgz4fZEbeJq/ZkegDxEAACAk1SlbQO91aaFHr66jwrmzuTbb1XjUvA1uItXQUYu1/3BcoA8TABCESOwhZERGZNKtLSvqrQ5NVTRvjGs7eDRer30/V69+N1sHCHYAAADSIQaL0FWNymr4P/vCeFZt3aeHPpzi4rAd+w7T8wAAAKfJJq+fV7O4hvZqrW4XVlWOrJlde1xCor6avFId+o7Rt1NX6Wh8An0LAAitxF5CQoIGDx6sCy64QHXr1tXNN9+sWbNm+b6flJSkvn37qnXr1qpdu7Y6duyolStXBvSYkX6qlsjrZo777/vy14KN6jkkVgvX7aTrAQDwQxyFtJInexa3L0yfTs1UsWju4+Kwzv3H6qvJKxSfwB7IAICMgzgK50p0VKSua1JO79/VVjc0LafMkceGbPcditOgPxap64BxGrtgoxKTbE0fACDchURib9iwYXrnnXd04403ugRewYIF1alTJ61Zs8Z939qGDBmiLl266K233tK+fftccm///v2BPnSkk+xZMrt9Xx67po5i/ikLtWX3IT30wRR9PH45e74AAPAP4iiktSrF86pPp+a697Kaypnt2KzyQ0cTNHTUElcmfdbK7XQ6ACBDII7CuWaxVZcLqmpYr9bHTWjfvPuQXv5utu4dNlFzV1MKHQDCXUgk9r777jtdccUV6tatm5o3b64333xT0dHR+v77713ybvjw4br33nt1++236/zzz3eBlyX3vv3220AfOtJZ2xrFNaBbS1Uvmdd9bTOXPhq3TA9/OEWbdx+k/wEAYY84CulVIv3SeqU0vFcbXVa/lI7tgCyt3b5fj38yVS98PVNb9xyi8wEAIY04CoFSOE+Mm9Der0sL1Smb39e+bNMePfLRFP3f59O1eus+LhAAhKmQSOwdPXpU2bNn931tSb2YmBjt3btXc+fO1cGDB3Xeeef5vp87d241atRIsbGxATpinEtF8sTo9Tua6PZWFRXxz6jSwnW73IxxK1MAAEA4I45CesoVE617Lq2p97q0UNXieXztsYs3q8uAcfpswt/sCQMACFnEUQi0CkVz65XbGuvFWxupbKGcvvapy7eq5+Dxevuneex1DABhKCQSe7fddptbnTd58mSXzBs4cKC2bt2qdu3aafXq1YqIiFCJEiWO+xn72r6H8BAZEaH2rSvpjTubqnCebK7t4JF4V6bg9e/nuM8BAAhHxFE4F2zPvbc6NtODV9ZS7pho13YkLkHvj1mq7oPGa/rfW7kQAICQQxyFYJApUyY1KF9Q/bq2dLFWgZxZXXtikvTb7HXq2HeMPhizVAeOxAX6UAEA58ixzcmC3M0336xJkyapQ4cOvrYnn3xSDRo00MyZM5U1a1ZFRR1/KrbC72R77FlicNu2bf9pT0xMdP8mJSW5j7TkPWdaP2+oOBfnX61EXvXv0kJ9f12oMQuPrdYbNW+DFq7dpUevqaMqfjPJzyWuPfd+uL72uffD994P9Wsfqsd9LuKoQMRQ/s+bka5NegpEf1nhhAtrlVDTSoXdnsc/TF/jyqRv3HlQT342XU0qFVL3C6upaN4YBSPuMfqLeyz48LoMzf4K9O9PS8RRCKbXmVWpslirVdWiGjlttb6YtMJNZD8Sn6hPJ/ytn2et1W2tKujSuqUUFRn8azmC5W9WRkBf0p/Binvz9KX2b2JUKJxIly5dtGLFCj377LMqW7asxo0bp1deeUV58uQ56YnaSr4T+eKLL9S3b9//tJcpU0YvvfSSG8yKi0vbmS52rFY21JttE27O5fn3OK+sqhfLrmFjV+pQXII27T6oB96fpBsal9LV9UsowqvZeY5w7bn3w/W1z70fvvd+qF/7I0eOKCNIjzgqEDFURrinzrVA99ctjYurWfk8GjFupRZv3Ovapizbqpkrtumq+iV0Vf3iio6KVDAJdJ+FGvqLPuM+Cz7B8rokjiKOysiC5XXWrkYBNSufW99OX6c/5m9WQmKS9hw8qv6/LdJ3U1bqlqZl1Kh8vqCOaYKlLzMC+pL+DFbcm+kXRwV9Ys9mktuHDSBdeOGFrq1x48buD/+LL76ou+++251sQkKCIiP/HRw4cOCAcuTIccLnvemmm47bl89/trnVULeftX380pI3eGZ7AIbjG9a5Pv/LG+dW/UrF9erIOVqyYbcrUfDFlLVatHG/Hr6qtgrlPlay81zg2nPvh+trn3s/fO/9UL/23n8wQ116xFGBiKEywj11rgVDf9XKnVtvlSuqsQs3asioJdq5/4jiEpL09bR1il26Xd0vqupW9wXL9QyGPgsl9Bd9xn0WfILldUkcRRyVkQXL6+zYMUj3XlFANzQ/oPfHLtP4RZtc+6bdh/XWr0tUtUQedTm/iqqXzKdgFEx9GeroS/ozWHFvpl8cFfSJvc2bN7t/a9eufVx73bp19dlnn7lSUTYYtXHjRpUsWdL3/fXr17tZ6SdSqFAh95FSxy1evNi9oaTHm4r3vOH6hnWuz79Yvux6886m+iR2uT6f8LdL7s1fu1O9hsTq3stqqVW1ojpXuPbc++H62ufeD997P5SvfSge87mKowIVQ4X6PRUIwdBf9rvPq1lCTSoV0aexy/Xt1FVuRvmWPYf03Fez3H4xPS+uphL5TzwhL9z6LJTQX/QZ91nwCYbXZUb5G0ochWB+nfkrnj+H/nddPV3XZJeGjlrixr3M4vW79eAHU9S8cmF1PK+KShYIjngrmPsylNGX9Gew4t48Pan9exj0BZetrJOZNWvWce3z5s1zg1EXXHCBsmTJolGjRvm+t2fPHk2bNk1NmzY958eL4GN1xe9sU1mv3dHUt0pv/+F4vfjNLL35w1wdOhof6EMEACBdEEchWMRkiVKXC6pqYLeWqlM2v699xopt6j5wvIaPXqLDxGQAgCBCHIVQU6V4Xr1+RxM9e1MDlfJL4k1cukXdBo7Xe7/M1679GWPLAQAId0G/Yq9GjRpq06aNnn76ae3atcsFVpMmTdKnn36qe+65x5V7at++vd588033+FKlSmngwIHKlSuXrrvuukAfPoJIzVL5NKBbS73783yN+6c8wR9z12vBup167Jq6qlwsT6APEQCANEUchWBTqmBOvXJbY01YvFmD/lykbXsPKz4xSV9MWqHRCzao2wVVXUUFZm0DAAKNOAqhyGKoJpUKq2GFgvp9znp9NG6ZK4eemJSkn2au1ej5G3RD0/K6rklZZY0O+mFhAMAJhMRf8Hfeecd99OvXT/v27XPJPdsX5tprr3Xff+CBB9wb15AhQ3To0CHVq1dPr7766kn32EN4ypE1sx6/tq4aViikvr8u0OG4BG3ceVD3j5ikO9tU0vVNyysyguX/AICMgzgKwcbi9pbViroBp88nrtDXk1cqLiFR2/ce1kvfztYvs9aqV7vqKl0wZ6APFQAQ5oijEKoiIyJ0ab1SOq9GMX0zZZW+mrxCh44muI8Pxy3TTzPX6PbWlXRxnRLusQCA0JIpydvBEMftD1O1alXFxMSkaa9YV1uZ0HDdFDbYzn/DzgN65bvZWrZxj6+tVul8euTqOiqY61jJzox67uca5x++159rz7UP1fs+PeOBjCq9+yzc/55k5P6ymGzg7ws17e9tvjabaHVVozJq36qismfJfE6OI5T6LBjQX/QZ91nwCZbXJXFU8PVZsNwbGUGo9qWV4Px4/DL9MmudW73nsZKdnc+vosYVC53z8wnVvgxG9CX9Gay4N9MvJmBKBsJW8XzZ9XaHZrq5eXl54cO8NTvVY1CsJiw+VqoTAAAA6R+TPXdzQ7cfTJE8xyZXJSQm6dspq9Sl/ziNnrfe/YcQAAAAZyZvjiy6+9KaGtyjlZpXLuxrX7t9v57+YoYe/nCKlmzYTfcCQIggsYewFhUZoY7nVdGrtzdRgVxZXdv+w3F6/utZevuneTp8ND7QhwgAABA2+8EM7tHalYWKjjr23xTbE+a17+fqwQ8ma8XmvYE+TAAAgJBWskAO/d+NDfRWh6aqWiKPr33+2p26d/hEvfTNLG3ceSCgxwgAODUSe4Ck2mXya0C3lmpZtYivP36bvU69h0zQ8k3/luoEAABA+smSOdKV3xzSs7Wa+c0mX7hul+4aGqt+vy3QvkNxXAIAAICzUL1kPlfF6snr67nqCZ5xizap64BxGvD7Qu05eJQ+BoAgRWIP+EeubNH633X1dP/lNd2gklm/84DuGz5RX01acVwNcgAAAKSfInli9PSNDfTCLQ19g02JSdIP09eoc/+x+n3O8fvDAAAA4PQrJrSsWtSV5+zdrrpyx0S79vjEJI2ctlod+o7RFxP/1pG4BLoWAIIMiT0gWVDTrm4p9e/aQhWL5vYFNENHL9Hjn0zVjn2H6S8AAIBzpGGFQhrYvaU6nVfZN/HKZo+/9eM83Td8kpZtZC8YAACAs92m5sqGZTTirja6tUUFZfmnJPrBI/Ea/tdSdeo/Vn/MXef2QAYABAcSe0AKSuTPobc7NtMNTcsp0z9tc1btUI9B4zVp6Wb6DAAA4ByJjorUTc0raFiv1mpdraivfenG3bpn2ET1+Xk+paIAAADOUvYsmXVn28oa3rut2tUtqYh/BsS27z2sN3+Yp95DYjVjxTYlUTUBAAKOxB5wApkjI9Tlgqp6pX1j5c+ZxbXtPRSnZ7+cqXd/ma/DlCIAAAA4ZwrmyqYnrqunV9s3VqkCOVybzRv/ZdZaV57zp5lrmEkOAABwlgrkyqr7L6+lAd1aqXHFQr72VVv36X+fTtPjn0zT35v20M8AEEAk9oBTqFO2gAZ2a6XmlQv72n6euVZ3D52gFZsJZAAAAM51bDagW0t1v7CqYqKjXNu+Q3F675cFumfYBC1av4sLAgAAcJbKFMqp525uqFdvb+zbrsbMXrVdvYdO0Gsj52jL7oP0MwAEAIk9IBVyxUTrqRvq697Lavpqja/dvl/3Dp+kb6esVCJlCAAAAM7pXjDXNimnob1a6/yaxX3tf2/eq/tHTNIb38/Vrv1HuCIAAABnqU6ZAnq3c3M9fk1dFcmTzdc+ev4Gde4/TkNHLXaTrAAA5w6JPSCVMmXKpEvrlVLfri1VoUgu1xaXkKhBfy7Wk59O0459h+lLAACAcyh/zqx65Oo6evPOpipbKKev/c9569Wp/1h9N3WVEhITuSYAAABnISJTJrWpUUxDerZW94uqKWe2zL5xsa8mr1SHvmP0zZSVOhqfQD8DwDlAYg84Tbany9sdm+m6JmV9bTNXblfPwbGasmwL/QkAAHCO1SiVT/26tlDvdtWVI+ux8pwHj8Rr4B+L1GvwBM1bs4NrAgAAcJaioyJ1beOyev+utrqhaTlljjw2tLz/cJwG/7lYXQaM01/zN1DZCgDSGYk94AwDmW4XVtNLtzVSvhxZXNueg0f19Bcz1PfXBToSxwwlAACAcykyIkJXNiyjYb3aqF2dkr721dv26eEPp+jlb2dTYQEAACAN5MiaWV0uqKrhvdvoglrFlemf9i27D+nVkXN099AJmrNqO30NAOmExB5wFuqXK6gB3VqqScVCvrYfZ6zR3cMmaOWWvfQtAADAOZYnexbdf0Ut9enUXJWK5va1j124UZ37j9VXk1a4slEAAAA4O4VyZ9PDV9VxlRPqlytw3L7Hj348VU9+Nk2rGB8DgDRHYg9Ig8GjZ25qoLsuqaHoqGMvqTXb9uueYRM1ctoqJSUl0ccAAADnWJXiefROp+a697KayvXPPjCHjiZo6Ogl6jFovGau3MY1AQAASAPli+TWS7c11ku3NlK5wrl87dP/3qZeQ2L11o9ztX3vYfoaANIIiT0gDWTKlElXNCitvl1aqGyhnK7NZoIP+H2Rnvp8unbtP0I/AwAAnGOREZl0ab1SGta7jS6vX8pXJmr9jgN64pNpev6rmdq65xDXBQAAIA3UL1/Qrd57+KraKpgrq2tLTJJ+n7NenfqN0Yi/lujA4Tj6GgDOEok9IA2VLphT73Zurmsalz1udlLPIbGavXonfQ0AABAAubJF6+5La+q9Li1UtUQeX/uEJZvVpf9YfRq7XEfj2SMZAADgbEVkyqQLapVw+x53Pr+KsmeJcu1H4hP1+cQV6thvrL6ftorS6ABwFkjsAWksOipSPS6qphduaai82bO4tt0HjuqVHxe7FXwMGgEAAARGxaK59VaHZnroytrKkz3aN8j0wdhl6j4oVrNWMRELAAAgLWTJHKkbm5XX+3e11bWNyyoq4ljthD0Hj6r/74vUbeB4TV6+nS1sAOAMkNgD0knDCoU0sHtLNapQ0Nf2/fTVbu+91Vv30e8AAAABmkV+Ye0SGt6rjauyYF+bTbsO6tWfFuvpL2a4zwEAAHD2csVEq/tF1dwKvjbVi/naLd5657eluv/9yZq/lslVAHA6SOwB6ShP9ix67uaG6nVxNWWOPDZotGrrPt09bIJ+mL6aWUkAAAABkj1rZldloX/XFqpVOp+vferyreo6YJw+HLtMh+MozwkAAJAWiuSN0ePX1tV7nZsfF3st2bBbD30wWc98MUNrt++nswEgFUjsAeksU6ZMurJhGb10Y22VKZjDtR2NT1S/3xa6GeG7DxzhGgAAAARI2cK59NrtTfTYNXWU95/ynHEJifokdrm6DRiniUs2MxkLAAAgjVQqlsfFXs/d3EAl8sX42icv26LuA8erz8/ztXP/YfobAE6CxB5wjpQqkF19OjXXVQ3LHDcjvOfgWM1csY3rAAAAEMCJWFYa6u32dXVD03KK/GcPmC17Dum5r2bqf59O0zpmkAMAAKRZ7NWoQiG9dksd3XdZTeXLkcW1JyYl6ZdZa9Wx71h9PG6ZDh2Np8cBIAUk9oBzvHFwr3bV3ayk3DHHZoTv3H9ET3w6TYP+WKSj8ZR7AgAACJRs0VHqfH4VDezeSnXLFvC1z1y5XT0Gjdew0UsYYAIAAEgjNpmqXd2SGtG7je5sU0kx0VGu3cqhfzR+uUvw/TxzjRISE+lzAPBDYg8IgMYVC2tg95ZqUL6gr+3bqat07/BJWrNtH9cEAAAggEoVyKGXb2ukp66vp0K5s7m2+MQkfTlphbr0H6exCzdSnhMAACCNZI2O0q0tK2rEXW10ZcPSvuoJuw4c0bu/LFC3geM1aSnl0QHAQ2IPCJB8ObLq+VsaqvtF1ZQ58thLceWWvbpr6AT9NHMNg0UAAAABLhHVompRDenZWre2qOCL17bvO6yXv52tRz+eqtVbmZAFAACQVvJkz6Le7WpoSI/WalGliK99/Y4DevbLmXrwg8lavH4XHQ4g7JHYAwIoIlMmXdu4rNt7z2aGm6PxiXrvlwUuYNlz8CjXBwAAIICyZo7UnW0ra1CPVmpUsZCvfe7qHW6vZCunfuBwHNcIAAAgjRTPn11P3VBfb3dspuol8/raF67bpftGTNILX8/Uhh0H6G8AYYvEHhAEyhfJpfe6tNAVDUr72iYv2+L2cpm1cntAjw0AAABS8XzZ9fzNDfXsTQ1UNG+M65LEpCRXTr1z/3H6c+56Ki4AAACkoWol8urNO5vq6Rvqq0S+7L722MWb1XXgOPX/baF2HzhCnwMIOyT2gCCaDX7XJTX0zI0NlCtbZte2c/8RPf7JVA0ZtVhxCWwUDAAAEGhNKhXW4B6tdEfrSoqOivDt//LGD3NdeagVm/cE+hABAAAyVHn0ZlWKuOoJd19aQ3myR7v2hMQkfT99tTr2HavPJvytw3EJgT5UADhnSOwBQaZp5cIa2L2V6pUr4Gv7evJK3Td8otZt3x/QYwMAAIAUHRWp21pVdPvvNa9c+LjyULZfct9fF2jfIcpzAgAApJWoyAhdXr+0RvRuq9taVlSWzJGu/eDReL0/Zqk69Ruj3+escwk/AMjoSOwBQSh/zqx68dZG6nZhVUVFZHJtf2/eq95DJ+iXWWsp8wQAABAEiuSJ0f/d2MDFbV55KBtL+nHGGnXuP1a/zl7rynUCAAAgbcRkidIdbSppRO82urReKf0zbKYd+47orR/nqdfgWE1bvpWxMwAZGok9IEhFZMqk65qUU59OzVUy/7GBoiNxCerz83w9/9VM7T14NNCHCAAAAEkNyhfUwB6t1Pn8Kq68utlz8Kje+Wm+7h0+UUs37qafAAAA0nhS/L2X1dSg7q1cqXTP6m379NTn0/XYx1O1fBMl0gFkTCT2gCBXoWhu9e3a0s1C8kxcukU9B8dqzurtAT02AAAAHJM5MkI3Niuvob1aq031Yr5uWbZxj+4dNlHv/DTPJfsAAACQdkoVzKlnb2qgN+5oosrF8vja56ze4Uqkv/LdbG3edZAuB5ChkNgDQoDN/LZZSE/fUF85s2V2bdv3HdZjH03VsNFLFJeQGOhDBAAAgKSCubLp8Wvr6rXbm6h0wRyuT6wY56+z16lTv7H6ccZq9n4BAABIYzVL51efTs30v+vqqWjeGF/7mAUb1WXAOA36c5H2HmKSFYCMgcQeEEKaVSmigd1aqU6Z/L5Boi8nrdADIyZpw44DgT48AAAA/KN2mfzq37Wlul9Uze0FY/YfjlPfXxfq7qETtHDdTvoKAAAgDWXKlEmtqhXVkJ6t1fPiasr1z+R4mxD/7ZRV6th3jL6avEJH4xPodwAhjcQeEGIK5Mqql9s3Vpfzqyjynx2Cl23ao15DYvX7nHVsDgwAABAkoiIjdG3jshrWq7UuqFXc175iy1498P5kvf79HO3cfzigxwgAAJARS6Rf3ais3r+rrW5qXl7RUceGwPcfjtfQUUvUuf84jZ63XolJNmUeAEIPiT0gBEVkyqQbmpVXn07NVSJfdtd2OC5Bb/04Ty9+M1v7DsUF+hABAADwj3w5surhq+rorQ5NVb5wLl+/jJq3wQ0sfTt1leIprQ4AAJCmsmfNrE7nVdHw3m10Ue0SOjY9Xtq655Be+36u7hoyQbNWbqfXAYQcEntACKtYNLf6dW2hdnVL+tpiF29Sz8HjNX/NjoAeGwAAAI5XvWQ+vdelhe66pLpyZD1WnvPgkXgN+mOReg+ZoLmrid8AAADSYw/kB6+srf7dWqphhYLHVVF4/JOpeuLTaVqxeS8dDyBkkNgDQlzW6Cjdf3ktPXl9PeXIeqx2+La9h/Xwh1M04q8lzP4GAAAIIlZK/YoGZTSsVxtdUrekb+b46m379MhHU/Tyt7O1be+hAB8lAABAxlOucC69cEsjvdK+sSoU+beKwswV29R7SKze+H6uW80HAMGOxB6QQbSsWlQDurVUrdL53NdWJfzziSvc/i0bdx4I9OEBAADAT57sWXTf5bX0TqfmqlQst6997MKN6tJ/nL6YuEJxlOcEAABIc3XLFnBVFB69uo4K587mG0f7c956de4/VsNGL9GBw2xzAyB4kdgDMpBCubPplfZN1LFtZTcb3CzduFu9hsTqz7nrlcSmwAAAAEGlSvE8bt/k+y6vqVzZMvv2Th7+1xL1GDjezSAHAABA2orIlEnn1Syuob1aq+sFVX1l0o/GJ+rLSSvUoe8YfTd1FROtAAQlEntABmMJvZtbVNDbHZupWL4Y13boaILe+GGuXvlujvYz4wgAACDoBpYuqVtKw3q30RUNSuuf+Vlav/OA2/Plua9masvug4E+TAAAgAwnOipS1zctpxF3tXX/Zo48Nly+91CcBv6xSF0HjHMVFZgsDyCYkNgDMqjKxfKoX5eWurB2CV+bBSK9BsdqwdqdAT02AAAA/FeubNG665Iaeq9zC1UrkdfXPnHJZjeo9Mn45Toan0DXAQAApEMcZiv3bAXfeTWK+do37Tro9kC+Z/hEzVuzg34HEBRI7AEZWEyWKD10ZW09cW1dZc9yrKTAlj2H9PCHk/Xh2GVKSEwM9CECAAAgmQpFc+utDk318FW1lTd7Ftd2JD5RH45bpm4Dx2vKsi30GQAAQDookidGj15TV327tFCdMvl97cs27tHDH07R059P15pt++h7AAFFYg8IA62rF9OAbi1Vo1Q+93VikvRJ7HI9+MFkbd5FWScAAIBgkylTJl1Qq4SG9WqtaxuXdeU6vVnjT38xQ//3+XRt3Hkg0IcJAACQIVUsmluvtG+sF25pqLKFcvrapyzfqh6Dxuudn+Zpx77DAT1GAOGLxB4QJgrnidFrtzfRnW0q+QaGFq/frZ6DY/XX/A2BPjwAAACkIHvWzOp+UTU3SatW6WOTtMzU5Vvd6r0PxizV4TjKcwIAAKTHRKuGFQqpX9eWevDKWiqQM6tvwvyvs9epY7+x+mDsUh08Ek/nAzinSOwBYSQyIpNubVnRlXYqkiebazt4NF6vjpyjV7+brQOH4wJ9iAAAAEhBmUI53SStx6+t6xtUiktI1KcT/nb7701YvElJSUn0HQAAQDqMp11Uu6SG9W6jTudVdlvfmCNxCfo09m917DdGP85YrfgEtrwBcG6Q2APCUNUSedW/W0udX7O4r+2vBRvVc0isFq3fFdBjAwAAwIlnjbepXkxDe7XWjc3KKyriWBWGrXsO6fmvZ+mJT6dp3fb9dB8AAEA6yJo5Ujc1r6ARvdvo6kZlXMLP7D5wVH1/XajuA8dr4pLNTLYCkO5I7AFhKnuWzHrk6jp67Jo6vplGW3Yf0oPvT9bH45crIZFZRgAAAMEoW3SUOp9fRQO7t1L9cgV87bNWbnd7vgwdtZiSUAAAAOkkT/Ys6nlxdQ3p2VqtqhX1ta/feUDPfTVTD7w/WQvX7aT/AaQbEntAmGtbo7jbs6Vaibzu68SkJH00bpke/nCKtuw+GOjDAwAAwAmULJBDL97aSP93Q30Vzn2szHp8YpK+mrxSXQaM1dgFG5kxDgAAkE6K58uu/11XT306NVONUv/uhWzVsCy5Z0m+9TuopgAg7ZHYA6AieWL0xp1NdHurivqnioAWrtulnoNj3YAQAAAAgrc8Z/MqRTS4Z2vd1rKiMkce+y/ejn1H9PJ3s/XIR1O0euu+QB8mAABAhlWleF69cUcTPXNjA5XMn93XbmU5uw4Yr76/LtCu/UcCeowAMhYSewCcyIgItW9dSW/c2dQ34/vAkXg3IPT693Mo5wQAABDke77c0aaSBvdopSYVC/na563Z6SZrDfh9oQ4cjgvoMQIAAGTkyVZNKxfWoB6tdO9lNZUvRxZfZawfZ6xRx35j9Mn45Tp8ND7QhwogAyCxB+A41Uvmc6U529Yo5msbNW+Deg2J1ZINu+gtAACAIFYsX3Y9e3NDPXdzAxXNG+MbUBo5bbU69R+rP+eud18DAAAgfSbOX1qvlIb3bqPbW1dyk6/MoaMJ+nDcMnXsN1a/zl6rhMREuh/AGSOxB+A/smfNrMeuqatHrqqtmOgo17Zp10HdP2KyPo1droREBoMAAACCWeOKhd3qvTvbVFKWqGP/7dt94Kje+GGuHnx/sv7etCfQhwgAAJBhZYuOUvtWFfX+XW11ef1Sish0bO+bnfuP6J2f5qvHoFhNWbaF/ZABZOzE3oQJE3TdddepVq1aOu+88zR48GDfHz77t2/fvmrdurVq166tjh07auXKlYE+ZCDknV+rhPp3a6mqxfO4r2129wdjl+nRj6Zo655DgT48AEAqEUcB4Sk6KlK3tqyoIT1bq0WVIr72Ret36e5hE/TeL/O199DRgB4jAAQ74igAZyNvjiy6+9KarkRns8qFfe1rt+/X01/McPshL924m04GkPESe9OnT1f37t1VuXJlDRo0SDfeeKP69OmjDz/80H3fknpDhgxRly5d9NZbb2nfvn0uubd///5AHzoQ8qyEk+27d2vLCoo4NrlI89faXi3jNX7RpkAfHgDgFIijABTOE6Onbqivl25rpBL5s7sOsQIMP81cq879xuqXWWspzwkAxFEA0lGpAjn09I0N9OadTX0T6L39kO8ZNlEvfzvbVcsCgNQ4VmMvyL355ptuNd5LL73kvm7atKk2b96syZMnu1V8w4cP17333qvbb7/dfb9BgwZq27atvv32W91xxx0BPnog9EVFRujONpVVr1xBvTZyjlutt/9wvF78Zpam/11CvdpVdyUGAADBhzgKgKd+uYIa2L2VRk5dpY/HL9fhuATtPRSnPj/Pd3u99G5XQ1X8BpoAINwRRwFIazVK5dPbHZtpwpLNGv7XEm3ceSyZN3bhRk1YvElXNCyjW1tUUK6YaDofQOiu2NuxY4dmz56tm2666bj2Z555RgMHDtTcuXN18OBBV57Tkzt3bjVq1EixsbEBOGIg46pZKp8GdGupVtWK+tr+mLtevYdM0DLKBgBA0CGOApBc5sgI3dCsvIb1aqM21Yv52pdt3KN7h0/U2z/O0+4DR+g4AGGPOApAesmUKZNaVi2qIT1aq3e76sr9TxIvPjFJ301dpQ59x+iLiSt0JC6BiwAgNBN7y5Ytc/9mzZpV3bp1U40aNdS8eXNXetOsXr1aERERKlGixHE/Z1/b9wCkrRxZM+uJa+vqwStrKWvmSNe2YecB3Tdikr6Y+LcSrK4TACAoEEcBOJECubLq8Wvr6vU7mqhMwZy+9t/mrFPn/mP1w/TVSkhMpAMBhC3iKADnokLWlQ3LaMRdbdwqvSxRx4bqDxyJd6v5OvUfqz/nrmesDcB/nHXtPFstFxMTo/Sya9cu9+9DDz2kq666yu2dN3HiRFcOIVeuXG4fPUv6RUUdfyrZs2c/6R57W7du1bZt2/7TnvjPf16TkpLcR1rynjOtnzdUhPP5Z8Rzv7BWCVUvkVevjJzjZnhbQm/4X0s1c8V2PXRVLRXMlS1Dn//pCOfzD+dzD/fzD/VzP1fHHYpxVCBiqIxwT51r9Bd9djoVGfp2aa6fZq7Rh+OW6+CReFdyvd9vC/8pz1ld1Uvm4x7jdRkQ/C0Lzf4ijiKOysiC5XWWEdCX/4qJjtIdbSrp0nqlXLn0P+auc/shb997WG/8MFffTFmpzudXUYPyBelL7s2Qwuv89KX2/eW0E3sLFy7Ud999pwkTJmj9+vVKSEhQlixZVLx4cbev3eWXX64qVaoorcTFxbl/27Rp4wal/PfY69+/v2655ZYT/qyt5DuRL774Qn379v1Pe5kyZdxefjaY5f3utLwoNoDnLbkON+F8/hn13LNHSk9fXU1fTV2n72eul/3Zmbtmh3oMilX38yqocYX8Gfr8Uyuczz+czz3czz/Uz/3IkfQpQ5cR4qhAxFAZ4Z461+gv+ux0ta2cT3VL1tWnk9Zo3OKtrm3lln168IMpalm5oG5rXkZ5s/+71wv3GPfYucB9Fpr9RRxFHJWRBcvrLCOgL/8rs6SOLUvp/Gr59dmkNZq1+thEzVVb9+nJz6arVsk8uq15aZUpmIO+5N4MCbzO0y+OSnVib9WqVXr55Zc1fvx4FSxYUDVr1lTr1q2VLVs27dmzR5s2bdKXX36pYcOGuf3uHnzwQZUrV05ny2aMm5YtWx7XbuU4f/zxR/f77WRtYCwy8lhZQHPgwAHlyHH8Hzl/tmef/758/rPNjx496n42rWfQe9lW2wMwHN/8w/n8M/q597gkr5pWLa7Xv5+r7fsOu5IBb/26RJfULanuF1ZVln9KdmbU8w/3638y4Xzu4X7+oX7u3n/W00pGiqMCEUNlhHvqXKO/6LMzkTu39Ph1BXXVul3q9/tCrdi817XHLt2mmat2qX3rirqyQWlXNop7jHvsXOA+C83+Io4ijsrIguV1lhHQlydWM3du1SxXTHNX79DQ0Yu1fNOxmGzeut2a//lunVezuO5oXUmF8xyrlkVfcm8GK+7N9IujUpXY+/TTT/XWW2/pwgsv1AcffKDGjRuf8ELNmDFDH3/8sW644QY98MADuu2223Q2SpUq5f5NPvM7Pj7et5eeDUZt3LhRJUuW9H3fZsGXLVv2hM9bqFAh95FSxy1evNi9OafHG7T3vOH65h/O55/Rz71O2QIa0L2l+vw0XxOWbHZtv85ep/lrd+rRq+uoUEzGPv9wv/4nE87nHu7nH8rnnpbHnNHiqEDFUKF+TwUC/UWfnanqpfLpvc4tXCnOEX8t1f7DcTp4NF6D/1ys32avU+9Lqqt26fzcY9xj5wR/y0Kvv4ijiKMyumB4nWUU9OWpx9re7dxC4xdu0ogxS7R59yFXLWv0/A0av2iTrm5URjc1r6AcWaPoS+7NoMXr/PSk9r3lxLUq/YwePVpff/21m2l+osEo75c2bNhQffr0cWWaRo0apbNVoUIFN3j022+/HdceGxurihUrqkmTJq6Elf/vspnv06ZNc6WmAJw7ubJF68nr6+n+y2v6Vumt33FA94+YpB9nbVAiNegBhCHiKAChKDIiky6vX1rDe7dx+714/71cu32/Hv1oql76drZ27E+fssUA4CGOAhDuIjJlUpsaxTSkZ2tXFStHVivYKcUlJOqrySvVoe8YtweffQ0gfKRqxZ6VhTqThNyIESN0tmx/l/vuu09PPPGEnnvuOTfbfezYsfrjjz/09ttvuxJT7du315tvvumbmT5w4EDlypVL11133Vn/fgCnxxL87eqWUo1S+fTKd3O0fNMexScm6eOJq7Vw4z49fFUd5c+ZlW4FEDaIowCEstwx0br3sppqV7ek+v26UEs37nbtNkt86rIturVlRV3bpKyio/4t5wsAaYU4CgCOsVjr2ibldGHtkvpi4t8aOW21S+ZZZYUho5Zo5LQs6nReVZcEtGQggIwt1XvsBZIl6KKiojR48GC3/4yVinrttdd0ySWXuO9bqSpLJgwZMkSHDh1SvXr19Oqrr550jz0A6atE/hx6u2MzfTBmqb6evNKVCpi9aod6DBqv+6+opWaVi3AJAOAcII4CkBYqF8ujdzo10x9z1mn4X0u15+BRHYlP1IgxS/Xn3PXq2a66GpQvSGcDyFCIowAEm5zZMqvLBVV1ZcMy+mDsUo2et8GNuW3be0Svjpyjb6euUpcLqqhOmQKBPlQA6ShTkreD4Rmwcpc//PCDtm7dqgIFCrhEW8uWLRXKvP1hqlatqpiYmDR9butqKxMarhvshvP5h/O5m9krt7ngYteBo762y+qXUrcLqynrPyU7M7Jwvv7hfO7hfv6hfu7pGQ9k1Dgqvfss1O+pc43+os/S075Dcfpw7FL9OHON/P832axyYXW/qJqK5Emfv5uhjtclfRYu9xhxVPD1WbDcGxkBfUlfBpsVm/do6KglmrVq+3HtjSoUVOfzq6pMoZwBO7ZQxeucvgyFmCBVe+yl5Ntvv1WXLl20ZcsWV/Zy/fr16tmzp4YPH36mTwkgA2/2+/otddxgj+fnmWt199AJLgABgHBDHAUg1GeK92pXXa/cVEfVS+b1tU9aukVdB4zTx+OX62h8QkCPEUDGRRwFAP8qXyS3XrqtkZ64qprKFf43iTft723qOXi83v5xnrbvPUyXARnMGZfi/Pjjj11pzCZNmvjavvrqK7377rvq1KlTWh0fgAw0APTU9fX025z1Gvj7Qle6ae32/bp3+CR1Oq+yrm5clhrgAMIGcRSAjKBMwex6444mGrNgo4aOXqKd+4/oaHyiPhq3TKPmrVePi6qpccVCrA4BkKaIowDgv2qXyqvm1Uu7uMxKdG7be1iJSdJvc9ZpzIINbn++G5qVU/Ysmek+IANI1Yq9m2++WfPmzTv+ByMitGvXruPadu/e7fbCA4CUWMmPS+uVUt+uLVW+cC7XZhv9DvpzsZ78dJp27GMGEYCMhzgKQEaP786vVUJDe7XWtU3+nai1addBPf3FDP3f59O1YeeBQB8mgBBFHAUAqRcZkUkX1i6hYb3aqPP5VZQ9y7Fxeptc/9mEv9Wx71h9P321G4sDENpSlYVr166dunbtqhYtWuihhx5S0aJF3df333+/3nvvPeXJk0fbt2935TifffbZ9D9qACGtVIEceqdTM70/Zqm+mbLKtc1cuV09B8fqgStqqUmlf0t2AkCoI44CEA5s9nf3C6vp4tol1f/3hZq7eoevDNTsVeN1fdNyurl5eWWNZiIogNQjjgKA05clc6RubFZe7eqUdAm9H6avVnxikvYcPKr+vy3UyGmr1KltFbWoWoTKCkBGXrHXoUMH/fHHH8qbN6+uuOIKvf322y7J99NPP+nSSy9VxYoVdeWVV7o65zfccEP6HzWAkBcdFaluF1ZzdcDz5cji2izAsJndfX9doCNx7MsCIGMgjgIQTsoUyqlX2zfWE9fWVYGcWV2bzQq3QaUuA8YpdvEmJSUlBfowAYQI4igAOHO5YqLV/aJqGtqrjdpUL+Zr37jzoF74ZpbuHzFJC9bupIuBEJQp6TT/V7Vy5Uq99tprWrBgge655x6XyLPyKxnFwYMHtXjxYlWtWlUxMTFp+tzW1Xv27FHu3LkzVJ+lVjiffzife2rOf/eBI24z3ynLt/raShfMoceuqaty/5TsDGXhfP3D+dzD/fxD/dzTKx7IyHFUesZQGeGeOtfoL/osGO6xQ0fjXULvm8kr3SxxT92yBdTr4moqVTCnwgmvS/osXO4x4qjg6bNguzcyAvqSvgzl+3Lpxt0aOmqx5q05PpnXrHJhdTyviquwBV7ngbg3cfoxQapW7PkrV66cBg4cqNdff12ffPKJW6k3ceLE030aAPDJkz2Lnrmpge66pIaio479WVqzbb/uGTbRlQdgVjeAjII4CkA4yRYdpU7nVdGgHq1Uv3xBX/vsVdvVY3CsG1g6eCQ+oMcIIHQQRwHA2alcLI9eu72Jnru5wXFJvElLt6j7wPF695f52rn/MN0MhIBUb3Dw9ddfa8KECUpMTFTjxo3dBsYjR47UV199pUcffdRlEB977DGVL18+fY8YQIZkszauaFBaNUvl0yvfzdaqrftc2aYBvy/SjBXb9OAVtZX3n5KdABBqiKMAhLMS+XPoxVsaavKyLRr4xyJt2X1ICYlJ+mrySo2ev0FdL6iqtjWKMYsXQIqIowAgbcffGlcsrAblC+rPuev1wdhl2rn/iBKTkvTzzLUaPW+DbmhaTtc1LecmaQEITqlasffWW2/p+eef19GjR92Lv2/fvvq///s/9/mNN96o33//3SX2rr/+ej377LPpf9QAMvS+LO92bq5rGpf1tU3/e5t6DB6vaX6lOgEgVBBHAcCxQaRmlYtoSI/Wat+qojJHHvuvqA0kvTpyjh7+cIpWbdlLVwEgjgKAcyAyIkLt6pbSiN5tdGebSsoWHenaD8cl6KPxy9Wp31j9MmutEhITuR5AqCb2vvnmG7344ovq37+/+vTpo08//VTff/+94uOPlU3Jnj27HnjgAf3000+uZioAnI3oqEj1uKiaXrilofJmP7ZKb/eBo3rq8+ka8PtCHY1PoIMBhAziKAD4V5bMkbq9dSUN6dlaTSoV9rXPX7tTvYZMcLHe/sNxdBkA4igAOAeyRkfp1pYV9f5dbV0lrciITL7JV31+nu9KdE5euoVtcoBQTOxFREQcl7Dbt2+fm3GZfMPD4sWLu1npAJAWGlYopIHdW6pRhX/3ZBk5bbXbe2/11n10MoCQQBwFAP9VNG+Mnr2pgZ6/uaH73FgJKIv1Ovcfqz/mrnNfAwhvxFEAcG7kyZ5Fd11SQ4N7tFKLKkV87et2HNAzX87QQx9O0ZINu7gcQJBIVaHc9u3bu1KcX3zxhbJmzaolS5botttuU2TksSW6AJCegcVzNzfUD9NXa8ioJW7fPdt/7+5hE9x+LDabKPkkAwAIJsRRAHBijSoWUp2y+fXNlFX6LHa5jsQnukoNb/4wz5V/6t2uhioWzU0XAmGKOAoAzv3eyE/dUF+L1u/SkD8Xu3/NgrU7de/wSWpZtag6nldZxfNl59IAwZ7Y6969u6pVq6aJEye6AfRu3brpggsuSP+jA4B/9mS5qlFZ1SqdX698N0ert+3T0fhE9fttoWas2KYHrqjlEoAAEIyIowDg1GXYb2lRQefXLK7Bfy5S7OLNrn3x+t26e+gEXVq/lDq0raxc2aLpSiDMEEcBQGBUK5FXb3Vo6spwDhu9ROt3HnDtsYs3afLSzbq8QWkXvzEeBwRxYs+0bNnSfQBAoJQtnEvvdm6uoaMX64fpa1zb1OVb1XNwrB66srbql/+3ZCcABBPiKAA4tUK5s+nJ6+tr1srt6v/bAlf6yYpx/jxzrWIXbVLH86ro4jolfXu/AAgPxFEAELiJ9s2qFHEVFn6dvU4fj1/mKivEJx4rn/7H3PW6qVl5Xd24rLJmprIfEHR77H3yySen/cSJiYn68MMPz+SYAOCEsmSOdCWZnru5gXLHRPs29H3i02ka9MciHY1PoPcABBXiKAA4PfXKFdCA7q3U5YIqyhZ9bJBo76E49fl5vu4dPlGL/ykJBSDjI44CgMCLioxwW+GM6N1Wt7Ws6MbmzMEj8RoxZqk69xur3+esU0Ii+yMDQZXYGzdunK655hqNGjVKCQknHzSPj4/Xjz/+qKuuukqxsbFpdZwAcJzGFQtrYPeWauC3Su/bqatcve+12/bRWwCCBnEUAJy+zJERuqFpeQ3r1UZtaxTztS/ftEf3jZikt36cq90HjtC1QAZHHAUAwSMmS5TuaFNJI3q30aX1SskrorB932G99eM89Rocq+l/b1VSEgk+IChKcQ4ePNjNknrssccUFRWliy66SLVq1VKJEiUUExOjPXv2aNOmTZoxY4YmTJjgknu9evVShw4d0v0EAISvfDmy6vlbGrrl/8NHL1FcQqJWbtmru4ZOULeLqumyeqVc2QAACCTiKAA4c/lzZtVj19R1cZ3tr7xq67EJXL/PWa+JSzbrjjaVdXn9UoqMSNWcVQAhhjgKAIIzPrv3spq6ulEZDf9rqaYs2+LaV2/bpyc/m646ZfKrywVVVbFo7kAfKpBhZUo6jRT63r179cEHH+i7777Txo0bfQPm3lOULl1al112me68807lzh2aL9yDBw9q8eLFqlq1qktapiXrJ0uCWt+EY7IhnM8/nM/9XJ3/is179cp3s7V2+35fW9NKhXX/FbV8JTsDJZyvfzife7iff6ife3rEAxk9jkrPGCoj3FPnGv1Fn2XEeywhMVE/zVijD8Yu04Ej8b72soVyqvclNVSzVD4FM16X9Fm43GPEUcHRZ8F4b2QE9CV9GYwCfV/OX7NDQ0Yt0dKNu49rP69GMd3ZtrKK5En7v2sZuT8zEvoy/WKC00rs+Vu1apXWrVunffv2KW/evCpevLgbkAp1JPbSTzi/kMP53M/l+R+OS9CQPxfpp5lrfW35cmTRw1fVcXu1BEo4X/9wPvdwP/9QP/f0HlzJiHEUA1LBJdRfg4FAn4VOf+3af0TD/1qiP+auP679/JrF1fn8Km4WeTDiHqPPwuUeI44Kvj4LlnsjI6Av6ctgFAz3pR3D+EWb3J57m3YdPK68+pUNS+vmFhWUK1tgJ96HUn9mFPRl+sUEqSrFmZKyZcu6DwAIFlkzR+ruS2uqQflCbt+VvYfitHP/ET3+yVTd0LScmyVkAQUABBpxFACcubw5sujBK2u7vV36/rpAf2/e69pHz9+gyUu36LZWFV1pqCjiPiBDIo4CgOBjCbDW1YupWZUi+nnmGn0yfrkbl7Ntc76Zskq/z1nnkntXNSyj6KjIQB8uEPIY4QaQ4TStXFgDu7dS3bL/rtL7avJK3Td8otb5leoEAABA6KpaIq/e7dxC91xaQzmzZXZtB4/Ga8ioxeo5OFazV20P9CECAACEFZtQf3Wjsnr/rra6qXl5RUcdSz/sPxyvoaOWqEv/cfpr/gYlnlkRQQD/ILEHIEOyEkwv3dZIXS+oqqiIY8vmbTZ376ET9Ovstb49rQAAABC6IiMy6bL6pTW8Vxu3gs8rlmT7Lj/28VS98PUsbd1zKMBHCQAAEF6yZ82sTudV0fDebXRh7RK+GG3LnkN6deQc3T10ApOwgLNAYg9AhhWRKZOub1pOfTo1V4n82V3bkbgEvfPTfD3/9SztPXQ00IcIAACANJArJlr3XlZT73ZurirF8/jaYxdvUpcB4/T5hL91ND6BvgYAADiHCubKpoeurK3+3VqqQfmCvnabfG+TsP736TSt3HKsrDqA1COxByDDq1A0t/p1aeFmcXsmLtmsnoNiNWc1JZoAAAAyikrF8ujtjs30wBW1lDsm2jexa8SYpeoxKFbT/94a6EMEAAAIO+UK59KLtzbSy7c1VoUiuXztM1ZsU6/BsXrjh7natpcqC0BqkdgDEBayRke5Wdz/d0N93x4s2/cd1mMfTdXw0UvcZr4AAADIGFUbLq5T0pV+uqphGf1TlV0bdh7Qk59N1zNfzNDmXQcDfZgAAABhp165AnqvSws9enUdFcqdzbXZZjl/zl2vTv3GujG6A4fjAn2YQMZJ7CUkJOiTTz7RH3/8cVx7YmKirrjiCr3//vvsWQUg6DWvUkQDu7VSnTL5fcHDF5NW6IERk7Rhx4FAHx6ADIo4CgDOvRxZM6tXu+rq17WlapTK52ufvGyLug4cp4/HLXOr+QAEN+IoAMh4k7DOq1lcw3q1VtcLqipH1ijXfjQ+0Y3Rdeg7RiOnrWISPnC2iT1L3j3wwAN64YUXNH369OO+t23bNh08eFCvvvqqHnroIZJ7AIJegVxZ9XL7xup8fhVF/jOFe9mmPeo1JFa/z1nH3zEAaYo4CgACX/rpjTuauJnh+XJk8Q0cfTR+uUvwTVq6mfgPCFLEUQCQcUVHRer6puU04q62uq5JWWWOPJaq2HsoTgN+X6SuA8Zp3MKNxGnAmSb2vv/+e/355596/PHH3Ye/woULa/To0Xr44Yf166+/6ueff07NUwJAwGcH3disvPp0aq7i+bK7tsNxCXrrx3l68ZvZ2neIZf8A0gZxFAAEXqZ/ZoYP7dXaDRx5k7u27D6kZ7+cqac+n071BiAIEUcBQMaXK1u0ul1YzcVp59Uo5mvftOugXvp2tu4dPknz1+wI6DECIZnY++KLL3TjjTfqjjvuUEREyj/SqVMntWvXTp9//nlaHyMApJuKRXOrX9cWalenpK8tdvEm9Rw8nqABQJogjgKA4JE9S2Y3cDSgW0tfaXYz/e9t6j5ovEb8tUSHj8YH9BgB/Is4CgDCR5E8MXr0mrrq26XFcXHa0o279dCHU/T059O1dtu+gB4jEFKJvdWrV6tt27anfJwl9lauXJkWxwUA50y26Cjdf0UtPXl9PbcXi9m297Ae/nCK3h+zVPEJiVwNAGeMOAoAgk/pgjn1SvvGevK6eiqYK6tri0tI1OcTV6jzgHEav2gTZZ+AIEAcBQDhOQnf4rQXbmmosoVy+tqnLN/qJmL1+Xm+duw7HNBjBEIisXfkyBFFR0ef8nG5cuXSoUOH0uK4AOCca1m1qJu9Xat0Pvd1kqTPJvytBz+YrI07D3BFAJwR4igACN7ynC2rFdXQnq11c/Pyvn1dtu89rBe/maXHPpnKrHAgwIijACB847SGFQqpX9eWeuCKWiqQ89hErMQk6ZdZa9Wx31h9OHaZDh6h0gLCU6oSeyVKlNDSpUtP+bhly5apUKFCaXFcABAQhXJn0yvtm6hj28q+vVeWbNitXkNi9efc9czcBnDaiKMAILhljY5Sx/OqaFD3VmpYoaCvfc6qHeoxOFaD/1ykA0fYfxkIBOIoAAhvNjZ3cZ2SGta7jRuri4mOcu1H4hL0Sexydew3Rj/OWEO1LYSdVCX2rAznJ598ogMHTrxixb5nj2ncuHFaHh8ABCRouLlFBb3VoZmK5o1xbYeOJuiNH+bqle/maP9hBnYApB5xFACEhuL5s+v5mxvqmRsbqHCebK4tITFJ30xZpS79x+mv+RuY5AWcY8RRAACTNXOkG6sbcVcbXd2ojG8y/u4DR9X31wWuROekJZuJ1RA2UpXYa9++vfbt26cOHTpozpw5//n+vHnz1KlTJ23dulV33nlnehwnAJxzVYrnUf+uLXVh7RK+trELN6rX4FgtWLuTKwIgVYijACC0yj41rVxYQ3q01u2tKio66th/mXfuP6JXR87RQx9O0cotewN9mEDYII4CAPjLkz2Lel5cXUN6tlarakV97et3HNCzX8102+ksWr+LTkOGd2zt6ilYec23335b9913n2655Rbly5dPJUuWVEJCgjZu3KidO3cqe/bseuONN1S+fPn0P2oAOEdiskTpoStrq0H5gnr35/k6cCReW/Yc0sMfTtYtLSrqtlYVFBmRqjkSAMIUcRQAhJ4smSPVvnUlXVCrhAb+sUiTl21x7Ta5q/eQWF3RoIzuaFNJObJmDvShAhkacRQAICXF82XX/66rp+ua7NKQUUt8E/AXrtul+0dMUosqRdTpvCquIgOQEaV6NLpp06b64Ycf3Mq8PHnyuD33Vq1apYIFC6pbt2765ZdfdP7556fv0QJAgLSpXkwDurVU9ZJ5fZv1Wi1vmwm0eddBrguAkyKOAoDQVCRvjJ65qYFeuKWhG0Dy4sDvp69Wp35j9fucdUpMSgr0YQIZGnEUAOBEqhTPqzfuaOJKqZf0S+JNWLJZXQeOc2U6dx84Qgciw8mUlMT/QvwdPHhQixcvVtWqVRUTc2xvrbRiXb1nzx7lzp3blXgJN+F8/uF87hnt/G2flS8m/q2Pxi33DeLYqr67L6mh82oWz/Dnf7rC+dzD/fxD/dzTMx7IqNK7z0L9njrX6C/6jHss7R2NT9C3U1bp0wl/60hcgq+9avE86n1JDVUsmpvXZRrjb1lo9hdxVPD1WbDcGxkBfUlfBiPuy2MSEhP1+5z1+mjcMldG3ZMtOlI3NiuvaxuXVdboUxcwpD+5N0MhJkhVKc7kbLXe+vXr3U1eokQJValS5WyOFQBChm3Oe2vLiqpbtoBe+W62Nu8+pINH4t2eKzNWbFPvS6orexZKMgE4MeIoAAhN0VGRurlFBTeZa8ioxRq/aJNrX7xht+4eOkGX1Culjm0rK1dMdKAPFciwiKMAACdiW+VcWq+U2tYopm+mrNJXk1bocFyCDh1N0Adjl+mnmWt0R+tKurB2STe+B4Sy00rsWbnNPn36aO3atce1W3Lvnnvu0RVXXJHWxwcAQalqibzq362l+v26UKPnb3Bt9u/CdTv16DV1Va3EsZKdAOAhjgKAjKFQ7mxuT5dL621X/98Wau32/bI6Dr/MWqvYxZvUoW1lXVK3FANGQBoijgIApFa26Ci1b1VRl9YrqU/GL9cvs46VTt+x74je/mm+vp26Sp3Pr6JGFQqxihkZP7E3YMAAl9QrXLiwbrvtNpUpU0ZRUVFas2aN/vzzTz3yyCMu4de7d+/0PWIACBK2Mu+Rq+uoQfmCeu/XBW7lnq3ge/D9yS6AsBndzAACYIijACDjsQoOtgfzyGmr9fH4ZW42+L5DcXrvlwX6ddZaV56TyV7A2SOOAgCciXw5suruS2vqqkZlNeKvJZq0dItrX7Ntv/7v8xmqVTqful5QVZWK5aGDkTETe3PmzNF7772nm266Sf/73/8UHX18aZGHHnpIr7zyivr376+WLVuqVq1a6XW8ABB0rByTDdpYOc5F63e5WUAfjlummSu36dGr67hZ3QDCF3EUAGRcUZERur5pOVfyadjoJb5KDn9v3qv7R0zSRbVLuBnhebJnCfShAiGJOAoAcLZKFcihp29soAVrd2roqMWujLqZt2an7h42UW2qF3Pl1IvkTfs9ToH0EpGaB3388ceqU6eOnn322f8k9UxkZKRL+NWvX1+ffPJJehwnAAQ1e/N/484mur1VRXlluheu26Weg2M1duHGQB8egAAijgKAjC9/zqyuksMbdzZV2UI5fe1/zF2vTv3GauS0VUpITAzoMQKhiDgKAJBWapTKp7c7NtOT19dTsXz/JvFs3K5z/7Ea9Mci7T14lA5HxknszZo1SzfeeOMpH3fDDTdo+vTpaXFcABCSm/S2b13JDegU/meV3oEj8Xrluznq9+cyV6oTQPghjgKA8FGzVD7169pCvdpVV/YsUb54cMDvi9R76EQt2rAn0IcIhBTiKABAWsqUKZNaVi2qIT1aq3e76sodc2wRU3xiktt7r0PfMfpq0godjU+g4xH6ib1t27apRIkSp3xc0aJFtWPHjrQ4LgAIWdVL5nP7rdhSfs/4JdvUe+gELdmwK6DHBuDcI44CgPCb7HVVwzIa3ruNLq7z7/+jV2/dp2e/XeDKt+/YdzigxwiECuIoAEB6lVO/smEZjbirjW5pUUFZoiJ8E7KG/bVU9300S6PmrXfb7QAhm9jLmTOnC6ZOZfv27cqbN29aHBcAhLTsWTPrsWvq6OGraism+ths7U27Dur+EZP1aexyJSQSGADhgjgKAMKT7av3wBW11adTM1Us+v/t3Qd4VMX6x/FfCqQBoUjvvffemyh2LIgdpYO9I1e9fxuIBSu9KGK5XhQVFLsCAQEFadKld5ASIJC+/2cGs5dQk7hh9+z5fp4nxp3dLDNz5iTvnnfOTKy3/Oc/Tiz3NHX+BqWksTwncC7EUQCA3BQTkUd3dqyuSXd3VNcGZb3b6+w/mqxXpi/X3ePnavHG8+dFgIBM7NWrV08zZ8487+tmzJihOnXq+KJeABAUt/dfXK+MXY6pSvF8tszM9Jk8a50en7JAe+OP+7uKAC4A4igAcLcapQvpjV6tdd/ldZQv8sSEr+PJaZrwwxoNHDtHv2/8y99VBAIWcRQA4EK4qECkHryqnkb3a6dmVYp6yzfuOawhH/yqIR8s1IbdLKkOhyX2zP5633//vaZOnXrW17z77rv66aefdNNNN/myfgDgeCULReuZ6+vaW/szZv6s2HpAA8fN0ZxVu/xdPQC5jDgKABAWGqLLG5XT67c10hWNyunvkFDb9ifoiQ8W6vlPFjPpCyCOAgD4WYVi+fXsTU311LW1VbVkAW/54o1/2bv3Xv5iKTEbAsKJ6YLn0alTJ3Xr1k1PP/20vvnmG3Xu3NnuuRceHq7t27fbu/kWLlxoL1y1adMm92sNAA5cu7tnh2pqXLmohn+2RPsOJ+poYqpe+PR3/fZnGQ3qWltRfy/ZCSC4EEcBADLkj8qjey+vo8saldPIr//Q6h2HbHnc6t369c99diLY9S0qKm94GJ0GEEcBAPykTpmCeqNXOTsh/52f12rPoeMym+r8sHyHZq/cpW7NKuimNlWULzIPxwh+keWryMOGDVPJkiXtnXnz5s2zS8wZHo9HUVFRuv/++9W/f//crCsAOF7dcoXtbf1vzlzhvVvvu2XbtXLbQbsnX7VSBf1dRQC5gDgKAHAys+feiLta6Yfl2zXxxzU6lJCspJQ0vfvzWn23bJsGXVpbTasUo9MA4igAgJ+EhoSoY53Sal2jhL5ctEUfxP2po4kpdo/kqfM36pul23RLmyq6skl5JmUhcBN7JpFnkne9evWyd+dt3brVJvXKli2r1q1bKyYmJndrCgBBNFN7yHUN1bRKUY38eqUSU9K040CCHnjnF3tX3w0tK9vlmgAED+IoAMCZLhZdUr+sWlUvoSmz12n6b1vsfsw7DxzTkx/9phbVimvAJbXssu6AmxFHAQD8yaykcF2LSupSv6w+nvenPv91s03uHTmeorHfr9YXv23WXR1rqF3tkja+Ay6EbK/7lj9/fl188cW5UxsAcNGHU3Mhp3aZwnrx8yVatzNeaekeTfpprV23+9Fr6qtogSh/VxOAjxFHAQBOZZZwGnhpbV3aoKxGfbPS7sVsLFi3R4s37NONrSqrR+vKisjD8pxwN+IoAIC/J+r3ubimrm5aQZNnrdWPy3fY5Tl3HzquYZ8t0acLNtrn61cowoFCrgvNzot37typPXv2eB8fO3ZMY8aM0UMPPaRx48YpISEhN+oIAEGrdJEYvXZnK3uxJmNOz7LN+zVgbJzmrj6xVCeA4EAcBQA4l0rFC+jlO1ro8W4NVDhfhC0zs8E/iFuvvmNm65c1u+2qOYAbEUcBAAJFsdgoPXpNA43s20aNKl3kLV+3K16PTVmgp/7zmzbvPeLXOiL4ZTmx9/zzz9s79WbMmGEfp6en22U533jjDbvn3ptvvqlbb71Vx48fz836AkDQCQ8LVa9ONTT89ha6KH+kLTNrdj/3ye96/cvlSkxO9XcVAfxDxFEAgKyu6tCpbmlNHNRB3VtW8i7PvufQcT0zdbFdonP7/qN0JlyFOAoAEIgql4jVsFuba+gtzVSxWH5v+a/r92rguDl6bcZy7T+S6Nc6wuWJvc8//1zvv/++brjhBnXu3NlbtnTpUnXv3l0LFizQd999p/j4eE2cODFXK5ycnKzLLrtMgwcP9paZWYtvv/222rdvr/r16+uuu+7Sxo0bc7UeAOBr5lb90f3bqk2NEt6yr5ds090T5mr9rng6HHCoQImjiKEAwDmiI8LtUk5j+rVVw4r/mwm+aMM+9R8zR5N+XMPkL7gCcRQAINA1rlxUI/u21SNXm211TkzYT/dI3yzdprve/lmTf16rhKQUf1cTbkzsffrpp/Zi1LPPPquKFSvasq+++kphYWF64IEH7KzCUqVKqWfPnvr2229ztcImgXdq0s6UjR8/Xn369NGIESN05MgRm9w7epSZjACcpUBUXj15QyM9eGVd7z4q2/cn6IFJ8zR1/gals/wS4DiBEkcRQwGA85Qrml/Dbm1m48OMC0Wp6R59/MsG9R49W7NX7mR5TgQ14igAgBOYVRa61C9jV13o3bmGYiLCbXlSaro+nPun7np7lqb/tlmpaen+rirclNhbt26dOnXq5H2cmpqqxYsXq2bNmipcuLC33Dzevn177tRU0qpVqzRlyhQVKlTIW2aSd5MmTdL999+v22+/3c6EN7PdTXJv2rRpuVYXAMgt5iJ/14blNLJPG1UpUcB7AWfCD2s05INfuY0fcJhAiKOIoQDA2bFh25olNWFge93cporyhJ34GP/X4UQNnbZEg99fqC372McFwYk4CgDgJGaS/o2tKuvdezrquuYVFf73surxx5I18puV6jdmjuJW72JiFi5MYi8hIUEFCpy4uGysXr1aiYmJatKkSabXmX33cou5CDZkyBD17t1bxYsX95YvW7ZMx44dy3TBLDY2Vs2aNVNcXFyu1QcAclvZi/Lp9V6t7f4qJ8IAacmmvzRg7Bz9snY3BwBwCH/HUcRQABAcIvOG686O1TV2QDs1q1LUW750834NHBensd+vYpknBB3iKACAExWIzqv+l9TShEEd1KF2KW/5jgMJev6T3/Xgu79o5bYDfq0jnO3EPaHnUbRoUe3cudP7eOHChXbWYNOmTU+bDV6sWDHf11KyS22mpKSoX79++v77773lmzdvVmhoqMqUKZPp9ebx7Nmzz/p+e/fu1b59+04rz7ioZvbtM1++lPGevn5fp3Bz+93cdoP25/z4m5k95hb+RpUu0ivTl2n/kSQdPp6iZ/67WFc0Kqe+XWoq8u8lOwMRx969577Tj70v6+3vOCoYYqhgGFMXGv1FnzHGgve8LFUoWs/0aKKF6/dqzHertPvQcaWlezRtwSb9/MdO9elcQ53qlLJ/a5yO32XO7C/iKOKoYBYo51kwoC/pSzeMzRIFozT42ga6tnkFuxLXiq0nknmrtx/SQ+/OV6vqxXVXp+oqWySfghHnefZlddxlKbHXsmVLffDBB+rataud9W3WOI+KilKrVq28rzl8+LB9jXmtr23YsEFjxozRu+++q7x582Z6zizFGRkZqfDwzE2JiYk55x57H3/8sd1r5lQVKlTQ0KFD7c+ai2C+Pijm7kIjGD5kZZeb2+/mthu0/58f/0qF82h4j/oa+9Of+m3jiSDgq9+3aummfbrv0mqqUDQwAwCOvXvPfacf+6SkJJ+9lz/jqGCJoYJhTF1o9Bd9xhgL/vOyZvFIvXxzfU3/fYc+X7RDKWnpOng0SS9/sUwzft2ku9pXUoWiMXIyfpc5s7+Io4ijglmgnGfBgL6kL900NkvEhOhfV9fQks0H9cEvm7X9wHFb/svaPVqwbo861ymhG5qVVcHozJ/bnY7zPPfiqCwl9gYMGKDrr79ebdq0sYM5Pj5eDz30kL0oZZiLRR9++KH2799vl8r0JTP7+1//+pduuOEGNWzYMFsZTDML/Wx69OiRafnOk/+95ORk5cuXT9HR0fKljLqapULd+Mffze13c9sN2u+b4x8bKz17cxF9vWSbxn63ym7Au+PgcT05dYWd3dOtWQWFBtj44ti799x3+rHPCOJ9wV9xVDDFUMEwpi40+os+Y4y557zs3aWwrmhaWeO+X20vDhlrdh3WEx8v1ZWNy+v29tWUPyqPnIjfZc7sL+Io4qhgFijnWTCgL+lLN47Njg0Kql298vp+2Q69N3udDhxNUrpH+n7Fbs1du083tKik61pUVFTeLKVtAh7nee7FUVkaIeXKldN//vMfTZo0yV50MhdzbrzxRu/zptzM9h41apQqVaokX5oyZYp27dqlcePG2VnuJw8K8zh//vw2i5mWlqawsLBM67CbC0tnY5a6OtNyV6bjzN435qTNjT/QGe/r1j/+bm6/m9tu0H7fHH/z81c0Lq+65Qrrxc+WasOew3Z2trmQs3jDPj1yTX0VzhepQMKxd++57+Rj78s6+yuOCrYYyuljyh/oL/qMMeae87JkoRj9+8YmWrRhn0Z9s9Lu32IuEk1ftEWzV+2yS7t3qV8m4CaBZQW/y5zXX8RRxFHBLhDOs2BBX9KXbhyb4WFhuqxROXWsU0rTFm7Sf3/ZoOPJafZrypz1doUuMzHr0gZlFHaOySJOwXmePVkdc1lO/VauXFkvvPDCGZ+bOnWq3T/mXLO7c+qHH37Q7t27T9uHZs2aNfr888/17LPP2gtSZu+asmXLep/fvn27Klas6PP6AEAgKFc0v17v1Urv/rxWny7YZMsWb/xLA8bG6aGr6qlFteL+riIAP8dRxFAA4D5NKhfVmP5t9dnCzfowbr0SU9IUfyxZI2Ys11eLt+qey2qrWqmC/q4mkC3EUQCAYBSZN1y3tK2qyxuV0/tz1mvm71vtvsnmLr43vlqhzxZuspOzmlctxkQCnMYnV5CKFy+eK0k945lnntEnn3yS6cvs4dKxY0f7/1dccYUiIiLsxasMZomrX3/9NVf2+wOAQJE3PEz9utTS0FuaqXC+CFtmLtz8++NFevvrP5SUkubvKgLwYxxFDAUA7o0Re7SurAmD2qt9rZLe8rU7D+m+ifP0+pfLbcwIBAPiKACA0xWMidA9l9XRuAHt1KZGCW/51r+O2mt8j763QGt2HPJrHRF4An6x1jMtSRUZGamCBQuqbt269vFtt92mV1991bvc1ZgxY1SgQAG7nw0ABLvGlYtqdL+2em3Gci1Yv9eWzVi0Rcu37NcT1zZUxeIF/F1FAH5ADAUA7la0QJSGXN9Ilzf6SyO/WWkvDpkdY8x+zXGrd+vOjtXtDPGwUJaSA05FHAUAuNDKFMmnp7o31sptBzThhzVatf2gLV+x9YDunzRP7WqV1F0dq6tU4RgODgI/sZcVDz30kL0ddfz48Tp+/LgaNWqk4cOHn3N/GAAIttk9/9ejib5cvMXut5ecmq4t+47q3onz1OfiGrqmaQVu2wdwGmIoAAh+DSpeZCeBTf9ts6bMXq9jyak6mphiV3j4ZslW3X1ZHdUqU8jf1QQchzgKAJAbapctrBF3ttT8tXs08cc12n4gwZbPWbVLv6zZrSublLdLeMZG5+UAuFiIx+Mxk/bwt2PHjmn16tWqWbOmoqOjfdovpqvNMqGxsbGuvMDu5va7ue0G7b+wx3/z3iN68bMl2rT3iLesaZWieviq+ir095KdFwrH3r3nvtOPfW7GA8Eqt/vM6WPqQqO/6DPGWOAJhPNy/5FEe4HoxxU7MpV3qVfG7uFyoWNFJ/SZkwRKfxFHBV6fBcrYCAb0JX0ZiBiXwdufqWnpdrWF9+es06GE/y2lHh0RrptaV1a3ZhUVkSdMgSqQ+jLYYoLc2RgPAOA3FYrl15u9W6tbswrest/+3KcB4+botz9PLNUJAAAA9ymSP1KPdWugV3u2VKWTlmv/fvl29Ro1S58t3KS09HS/1hEAAAAnhIeF6qom5fXO3R11a9uq3iTesaRUTfpprY3fvlu2TWnp3LvlNiT2ACAI5Q0P08BLa+v5m5uqYMyJW/PNzJ4nP/pNo79dqeTUNH9XEQAAAH5Sp1xhvd2nte7uWlv5IsO9F4jGfLdKg8bNtXs1AwAAIDCYO/Tu6FBN79zdwe6RnLFF8l+HE/Xq9OW6e3ycnczP4ozuQWIPAIJY0yrFNKZfOzWrUtRb9vmvm3XfxHl2yU4AAAC4U1hoqK5uWkETB3VQ1wZlveWb9x3Ro+8t0LBpS+zFIgAAAATO6gv3X1FXY/q3U4uqxbzlZjseM5l/8AcLtX5XvF/riAuDxB4ABDmzV8qzNzXVoEtrKU9YqPcP/r0T52r6b5uZzQMAAOBiBWMi9OBV9fRGr9aqVjLWWz5r5U71GT1LU3/ZoJQ0lucEAAAIFOWL5tczNzXVy3e0ULVS/4vflm7ar3smzNXwz5Zoz6Fjfq0jcheJPQBwAbNB7TXNKuqt3q1Vvmg+W5acmq6R36zUvz9epEMJSf6uIgAAAPyoRumCer1XazsLvEBUHlt2PDlNE35cowFj52jxxn0cHwAAgABSr3wRvdmrtYZc11AlC0V7y3/6Y6d6j5qt8T+s1pHjKX6tI3IHiT0AcJGKxQvord5tdHXT8t6yhev3auC4OC3ewMUaAAAANwsLDbH7tky8u4OualLeu3/L9v0JGvLBr3pu6mLtjT/u72oCAADgpMn87WuX0viB7TXw0lreCVpmxYVP5m/UnW//bL8np6bRZ0GExB4AuExEnjDd3bWOnr2piWKj89qyA0eTNOTDXzX2+1X8oQcAAHC5AlF5dc9ldeyEsJplCnrL567ZrT6jZunDuPXEjAAAAAHEbL/TrVlFvXNPR/VoVVl5w0+kfo4mptg79/qMmq2fVuxQusfj76rCB0jsAYBLNa9aXGP6t1XjykW9ZdMWbNIDk37R1n1H/Fo3AAAA+F+VkrEacWcrPXJ1fRWKibBlSanpmjxrnfqNmaOF6/f4u4oAAAA4Sb7IPOrVuYYmDuqgLvXL6O8FGLQn/riGf75U906Yq6Wb/qLPHI7EHgC4WOF8kXr+5qbqf0ktO7PH2LDnsN1o96vFW+RhFg8AAICrhYaE2ItCEwe117XNK9rHxq6Dx/T0fxbp6f/8pp0HEvxdTQAAAJykWGyUnZw1ql9bNTlpUv+fuw/r8fcX6smPftWmPYfpM4cisQcALmcuzlzXvKLe6NVa5S7K552J/ebMP/TMfxcr/liyv6sIAAAAP4uJzKMBl9TSqL5tVK984Uz7NZu79ybPWqvEFPZuAQAACCSVihfQC7c007Bbm6tKiQLe8t/+3KeB4+L06vRl2neYPZSdhsQeAMCqXKKA3urTRlc2Luftkfnr9mjA2Dlawi36AAAAkFSxeAG9dHsLPXFtQxXJf2J5zpS0dH0Y96f6jZ6teWt2s+oDAABAgGlU6SJ73e/xbg3s3XyG2W3vu2Xb1WvkLE36aY0SElP8XU1kUXhWXwgACH6RecJ07+V11aRyMY2YsUyHj6fowNEkPfH+Qt3QspJ6dqzuXbITAAAA7hQSEqIOdUqpWdVi+jBuvT5buEmp6R67d8uzUxercaWLNPDS2ir792oQAAAACIxVuzrVLa02NUto+m9b9NHc9TqamKrk1HR9PG+Dvv59q25uU8Xe5XdOIed7+sQLzBY/CQkJijmYauNH7/Pn/fnzCAn5Zz+fhTqcS+nCMSr49/7T/kJiDwBwmpbVi2tMqXZ6+Ytl9m49M4Nn6vyN9v8HX9uQizQAAABQdES4+lxcU5c0KKvR367U7xv/sr2yeONfdtWH61pU0i1tqygqL5ceAAAAAkXe8DA7gf+SBmX0n7l/2iSfWYHBTPAf+/1qf1cv4OUJC9Vrd7VS1ZKxfqsDt10AAM6oSP5IDb21mfpeXFPhoSHeDXbvnjBXXy/ZyhJLAAAAsMw+zUNvaaanbmjkXdrJ3MH33182qM+o2Zq1ciexIwAAQIApEJVX/brU0oRB7dWpTil/V8cxUtLStevgMb/WgWlzAIBz3qJvZvDUr1BEL362RNv3JygpJU2vf7nCbrL7wJV1bRAAAAAAdzPLK7WpWVJNqhTTx3P/tKs9mIsefx1J1LBpS/TV4i26u2sdVSiW399VBQAAwElKFIzW49c21PUtKmnB+r1KSU07a/+YVb3O6aQXeORRUlKSIiIi/rc85/l+3HPef+GcfPH+53tFhaL51ap6cfkTiT0AwHmZW8tH9mljb8ef+ftWWzZvzW6t3XFIj3arrwYVLqIXAQAAYPdsNvsyX1y/jMZ8t0q/rt9re2X5lgMaOC5O3ZpV0G3tqiomMg+9BQAAEECqlIy1X75ikmjx8fGKjY3NtMce/jmW4gQAZElk3nDdf0VdPd29sfJHnbgQY2ZgD56yUJN+XKPUtHR6EgAAAFbpwjF67qameqZHE5UsFG3L0j0eTVu4Sb1Hzdb3y7azPCcAAACQAyT2AADZ0rpGCY3p104NKhTx3p7+8S8b9OA7v2jH/gR6EwAAAF4tqhXXuAHtdEf7asobfuISxMGEJL0yfZkenjxfG3bH01sAAABANpDYAwBk20UFIjXstubq3bmGwkJP3Eq/ble8Bo2P07dLtzH7GgAAAF55w8N0a7uqGj+wvZ0klmHltoO6Z8Jcvf31HzpyPIUeAwAAALKAxB4AIEdCQ0J0Y6vKev2uVnapJSMxJU0jZizXC58u4eIMAAAAMilRMNou6z70lmYqU+RE/JjukWYs2qLeo2bp6yVb7XKdAAAAAM6OxB4A4B+pVqqgRvZto64NynrL4lbv0sBxc7RiywF6FwAAAJk0rlxUY/q3s6s/ROYJs2Xxx5L1+pcrdP+keVq78xA9BgAAAJwFiT0AwD8WlTdcD15VT09e30j5IsNt2b7DiXpsygL9Z/4Wpaal08sAAADwyhMWald/mDCovTrULuUtX7czXvdPnKfXvlxuk30AAAAAMiOxBwDwmba1Smp0v3aqV76wfWwWUvps0XY98t4C7TyQQE8DAAAgk6IFovTEdQ310u0tVL5oPm8M+c2Sbeo9ara+Xb5LaWa9TgAAAAAWiT0AgE8Vi43Si7e10J0dqyssNMSWrdlxSIPGx+n7ZdvlYd8UAAAAnKJ+hSIa1bet+l9SS9ERJ1aAOJqYokmzN+q+ifO0chtLvAMAAAAGiT0AgM+ZhN7NbapoRM+WKh4bacuOJ6fplenL9OJnS+1FGgAAAOBk4WGhuq55RU0c1F5d6pXxlm/Yc1gPvTtfL3+xVAeOJtJpAAAAcDUSewCAXFO9dEENv6m+utQr7S2btXKnBo2L0x9bmXUNAACA0xXOF6lHrqmvV3u2UIWLYrzlPyzfYZfnnLZwE3s4AwAAwLVI7AEAclVU3nA9fHV9u3dKzN/LKu2JP65H35uv92atU1p6OkcAAAAAp6ldtrCG9aivu7vWVr7IE3HksaRUjf1ulV3mfdnm/fQaAAAAXIfEHgDgguhQu5RG92ur2mUL2cfpHumDuPV6ePJ87T54jKMAAACA04SGhuiqJuU1cVAHXdawrE7s4Cxt2XdUj01ZoGHTlmjf4eP0HAAAAFyDxB4A4IIpXjBaL9/RUj07VFNoyInLMqu3H9LA8XH6acUOjgQAAADOqGBMhB64sp5e79Va1UrFZlrmvc+o2fp43galpLESBAAAAIIfiT0AwAUVFhqiW9pW1at3tlSJglHeJZWGf75UL32+VAlJKRwRAAAAnFGN0gX1Rq/WeuDKuioQlceWJaakadJPazRgzBwt3rCPngMAAEBQI7EHAPCLWmUKaVS/tupct7S37McVOzRoXJxWbT/IUQEAAMAZmZUfLmtYThPv7mCX6Qz9e33O7QcSNOTDX/Xs1MXac4il3gEAABCcSOwBAPwmJiKPHuvWQI93a6DoiHBbtvvQcT387nx9MGe90sxGfAAAAMAZFIjKq3suq6O3+7Tx7uNszFuzW31Hz7bxZHJqGn0HAACAoEJiDwDgd53qltbovm3tXXxGusej92av06PvzWe2NQAAAM6pcolYvdqzpR69pr4KxUTYsqTUdBtP9hszRwvW7aEHAQAAEDRI7AEAAkKJQtF6pWcL3dauqnc5pZXbDmrguDjN+mOnv6sHAACAABYSEqKL65XRxEHtdV3zina5TmPXwWP698eL9NR/ftPOAwn+riYAAADwj5HYAwAEjLDQUN3evppe6dlSxWOjbFlCUqqGfbZEr3yxTMeSUv1dRQAAAASwmMg86n9JLY3u11b1yhf2lv+6fq+9e2/yz2uVmMLynAAAAHAuEnsAgIBTu2xhjerXVh1ql/KWfb98uwaNj9OaHYf8WjcAAAAEvgrF8uul21voiesa6qL8kbYsJS1dH8790+6/N3f1Lnk87OcMAAAA5yGxBwAISPki82jwtQ3sXilRecO8Syk9+M4v+jBuvdLSuRADAACAcy/PaSaKTRjUXje2qqzwv9d73xt/XM998ruGfPirtv11lC4EAACAo5DYAwAE/F4po/q2VY3SBW1ZusejybPW6fEpC+xFGQAAAOBcovKGq3fnGhrTv50aV7rIW/77xr80YOwcTfhhNUu+AwAAwDFI7AEAAl6pwjF6tWdL3dKmik7Ms5ZWbD2ggePmaM6qXX6uHQAAAJyg7EX59MItzfR098be/ZxT0z2aOn+j+oyepZ//2MHynAAAAAh4JPYAAI4QHhaqnh2r6+U7WqhogRP7pBxNTNULn/6uETOW6Xhyqr+rCAAAAAesCNG6RgmNG9het7atqjxhJy6L7D+SpBc/W6rHpizQ5r1H/F1NAAAA4KxI7AEAHKVu+SIa3a+d2tUq6S37dul23T1+rtbtPOTXugEAAMAZIvOE6Y4O1TRuQDu1qFrMW758i1kVIk6jv12phMQUv9YRAAAAOBMSewAAx8kflUdDrmuoh66qZy/KGDsOJOiBd37Rx/M22H34AAAAgKws+f7MTU317E1NVLJQtC0zseTnv25Wr1Gz9P2y7cSWAAAACCgk9gAAjl1G6dIGZTWqb1tVKxlry9LSPZr00xoNfn+h9h0+7u8qAgAAwCGaVy1u797r2aGaIsJPXCo5lJCsV6Yv08Pvztefu+L9XUUAAADAIrEHAHC00kVi9NpdrdSjdWWF/F22bPN+DRgbp7mrd/m5dgAAAHCKvOFhuqVtVU0Y1EFtapTwlq/aflD3Tpyrt2au0OHjyX6tIwAAAEBiDwDgeOFhoerVqYaG395CF+WPtGVHE1P03Ce/6/UvlysxOdXfVQQAAIBDFIuN0lPdG2vorc1UpkiMLUv3SF8u3qreI2dp5u9b7UoRAAAAgD+Q2AMABI36FYpodP+2mWZYf71km+6eMFfrWT4JAAAA2dC4UlGN6d9OfTrX8O7rfPh4it74aoUemDRPa3Ycoj8BAABwwYVf+H8SAIDcUyAqr568oZG+XbpNo75dpaSUNG3fn2AvvtzZqbqub1FJoSEZi3YCAAAAZ5cnLFTdW1VWxzqlNf6H1Zq1cqctX7crXvdPmqcOtUvZO/zOJ0vRZxZD1HO9LCkpSREREXY/6nMplC9CF9ctrZjIPFn7RwEAABAwSOwBAIKOuZDRtWE51S5bWC9+tkR/7j6s1HSPJvywRos3/KVHr6mvIn8v2QkAAACcz0UFIvXEdQ11ReNyGvn1Sm3ed8SWZyT6nGjXwWMacEktf1cDAAAA2cRSnACAoFX2onx6vVdrdW9ZyVu2ZNNfGjB2juav3ePXugEAAMB56pUvopF929iEWHSEs+dKFyvARDcAAAAncnYUCgBAFpZP6nNxTTWuXFQvf7FU+48k2b1R/u+/i+yM635dann3TAEAAADOJzwsVNc2r6hLGpTRxj1H5PF4zvn68zx94jXK0ovO8+94lJCQoOiYmPMvxRkToQrF8p//3wQAAEDAIbEHAHCFhhUv0ph+7fTal8v1y9936321eKtWbDmgwdc2VOUSBfxdRQAAADhITEQe1S1XWIHCJPbi4/MoNjb2vIk9AAA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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "meta = load_metadata(exclude_corrupt=True, parse_dates=False)\n", "bid = \"B0005\"\n", "dis_meta = meta[(meta[\"battery_id\"] == bid) & (meta[\"type\"] == \"discharge\")].copy()\n", "dis_meta = dis_meta.sort_values(\"test_id\").reset_index(drop=True)\n", "dis_meta[\"cycle_number\"] = range(len(dis_meta))\n", "\n", "# Pick early (cycle 1), middle, and late cycles\n", "cycle_indices = [0, len(dis_meta) // 2, len(dis_meta) - 1]\n", "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n", "\n", "for ax, ci in zip(axes, cycle_indices):\n", " row = dis_meta.iloc[ci]\n", " cdf = load_cycle_csv(row[\"uid\"])\n", " soc = compute_soc(cdf)\n", " ax.plot(cdf[\"Time\"], soc, linewidth=2, color=\"steelblue\")\n", " ax.set_xlabel(\"Time (s)\")\n", " ax.set_ylabel(\"SOC (%)\")\n", " ax.set_title(f\"Cycle {ci} (Cap={row['Capacity']:.3f} Ah)\", fontweight=\"bold\")\n", " ax.grid(True, alpha=0.3)\n", " ax.set_ylim(-5, 105)\n", "\n", "fig.suptitle(f\"SOC via Coulomb Counting — {bid}\", fontsize=14, fontweight=\"bold\", y=1.02)\n", "plt.tight_layout()\n", "save_fig(fig, \"v3_soc_coulomb_counting_demo\", directory=v3[\"figures\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bfb9cc2b", "metadata": {}, "source": [ "## 2. SOH Degradation with Trend Lines\n", "\n", "Fit both linear and exponential degradation models to the SOH curve for each battery.\n", "\n", "$$\\text{SOH}_{\\text{linear}} = a \\cdot n + b$$\n", "$$\\text{SOH}_{\\text{exp}} = A \\cdot e^{\\lambda n}$$\n", "\n", "The exponential model better captures the accelerating degradation in later cycles (knee-point behavior)." ] }, { "cell_type": "code", "execution_count": 3, "id": "656161c8", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:42:59.011925Z", "iopub.status.busy": "2026-02-24T17:42:59.011925Z", "iopub.status.idle": "2026-02-24T17:43:00.348203Z", "shell.execute_reply": "2026-02-24T17:43:00.347196Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cap_df = load_discharge_capacities(exclude_corrupt=True, drop_zero=True)\n", "cap_df[\"SoH\"] = compute_soh(cap_df[\"Capacity\"])\n", "\n", "# Plot for 4 representative batteries\n", "rep_bats = [\"B0005\", \"B0006\", \"B0007\", \"B0018\"]\n", "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "\n", "for ax, bid in zip(axes.flat, rep_bats):\n", " sub = cap_df[cap_df[\"battery_id\"] == bid]\n", " x = sub[\"cycle_number\"].values.astype(float)\n", " y = sub[\"SoH\"].values\n", " \n", " ax.scatter(x, y, s=10, alpha=0.5, label=\"Measured\")\n", " \n", " # Linear fit\n", " coeffs = np.polyfit(x, y, 1)\n", " ax.plot(x, np.polyval(coeffs, x), \"r--\", linewidth=2,\n", " label=f\"Linear: {coeffs[0]:.4f}%/cycle\")\n", " \n", " # Exponential fit\n", " try:\n", " valid = y > 0\n", " exp_coeffs = np.polyfit(x[valid], np.log(y[valid]), 1)\n", " y_exp = np.exp(exp_coeffs[1]) * np.exp(exp_coeffs[0] * x)\n", " ax.plot(x, y_exp, \"g-.\", linewidth=2,\n", " label=f\"Exp: \\u03bb={exp_coeffs[0]:.6f}\")\n", " except:\n", " pass\n", " \n", " eol = get_eol_threshold(bid)\n", " ax.axhline(y=eol / NOMINAL_CAPACITY_AH * 100, color=\"crimson\", linestyle=\":\", alpha=0.7)\n", " ax.set_title(f\"{bid}\", fontweight=\"bold\")\n", " ax.set_xlabel(\"Cycle Number\")\n", " ax.set_ylabel(\"SOH (%)\")\n", " ax.legend(fontsize=8)\n", " ax.grid(True, alpha=0.3)\n", "\n", "fig.suptitle(\"SOH Degradation with Trend Lines\", fontsize=15, fontweight=\"bold\")\n", "plt.tight_layout()\n", "save_fig(fig, \"v3_soh_degradation_trends\", directory=v3[\"figures\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b3eedfc8", "metadata": {}, "source": [ "## 3. RUL Computation\n", "\n", "Remaining Useful Life (cycles):\n", "$$\\text{RUL}_i = n_{\\text{EOL}} - i$$\n", "\n", "where $n_{\\text{EOL}}$ is the first cycle where capacity drops below the EOL threshold." ] }, { "cell_type": "code", "execution_count": 4, "id": "a4a01027", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:00.349732Z", "iopub.status.busy": "2026-02-24T17:43:00.349732Z", "iopub.status.idle": "2026-02-24T17:43:01.631889Z", "shell.execute_reply": "2026-02-24T17:43:01.631370Z" } }, "outputs": [ { "data": { "image/png": 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jcxwXjoPjuPB+W7ZssQL0HGe+HtZ/5mO/++67VtCXWckDBgywguJ2kJflERzLjYiIiIj4kjJmRURExK8wcMcmP6xlyeAPA6wsG1C0aFErUPTZZ59FZHgyK69Vq1YR5QKYicj7MCOPwb/ixYtbQS3Hmp1xBWVmzJhhLTPncmxmBNqBVD6uncFo1w8lBnwYnGUwk/eN7fEZZLaDcczg5Xbnzp0by5cvjwgsslmZY3ZhbByzIhmsPnDgAKpWrRoRqGOgikvvGZz++++/reuYXRhbNmR0fG4GYLmdfP2szcnGZBxLZkQ6BqNpzpw5OHr0KD744IMoZSdcUaNGDasGsB3sHDp0qJWVaQdYeZmN0Via4uDBg9b/PwOCDLRz3D799NOIADXHIbZyCMSyC9yP4tK6des4f8esYI4DXy+fi9nYrKfKbWNZCgb4mIltlyYoVKhQRIMrR9x2jiEzph2vc8R9jvVPGXDmNrMMB18Xg7HMJuZ9mWEavVZrfDDTnO8J7rcMmDJ4yeA7923WYv7888+jNNOzSzPYnN3XatWqhfnz51tjx+ZufO8y0LphwwbrNdqlFezGcrHhc3Ef//fffyOapnFf5fto8uTJVjCW2dIcKwaH+bhskEYMzrL0AvcNPqddjoQBW3eXvhARERGJr7DwuAqtiYiIiPiIHcxhk6C4pioMKI4bN87KOrWxXEFsTbXsgC0x6MVGV3bmIoO4xOzX6Jm1zCRlEyw7G5AZesyKtLvNx/YczNZlCQYbswoZ3IsNb8vglb2km8217KAVA1F2pi4Dv3aWsI2PyYxDG5ecz5o1K+JnZnIyAOoMjgGf2x6L6BjIYnD6yy+/tDIsGSRkSQLHsY/O8bWwtmz0ZejMzGWzJju4V7ZsWauWrY1Zm/y/ulMDOGbW8rEd6wEzEMv9whl//PHHHX/P18r6uzNnzrzj7UqXLo2RI0dGqUtr4/7LACOD2cRgNrOEo2e6/u9//7P2rbjqqnLf5pgSH4tN04ilNJhV7AoGNps3b26V04gLS4iwlEVsQUxn9zVmsLJxXGwYCOY+/OCDD1o/M9OVmcnEYDTHjNiAj9saW9M+vuc47na5E44Lx4hlC2LD/ZYNxOyxExEREfE1lTIQERERv8OAKIOnLC/AOp0MZjFAxGXrDOQwG45Zp9EDg7169bIyaJmVyqxGZuS98MILVpDTrkPKoFhsWKeW2bkM8vG+zNBl8NFxiTYzcJmpx98xMMyl4cx2ZACLGYJ2rVrHbvLM3OXveV8up+ZrYDOyhg0bWpm8d6uzSW+++aaVMcpat8ye5RhEzxJlbVIbn6dy5cpOjzfHl2PNQCgfm9vIx+f1HH+7ti4Dp8xw7Nq16x2Dss7g/weDnnYZBWbsOgbVGcj96quvrHHlc/J1M5jJMWCWcceOHa3bOwZl3c2uVczXz+1gNjczqLkvMkO0SpUqVpO06dOnxxqUjd4EjDiesZUfYBCeAVY+D8ed48/XZges7aCsO3D/W7ZsmfXauP9yTBm0ZJbys88+GxHcjiuz1Nl9jfWJ7WZ5/P/m+4r/l8wYZhDWDsreCe/LfZNBfNa85bjwnMFYBnYda1Dz/c73FDPuGbDmc/L2PADCEg7MtldQVkRERPyJMmZFREQkZDlmzDIb1rH5V6BhEJklAezgX/QMW3dh5mJcpQMkNHhrXxMREREJdqoxKyIiIhKgdu/ebWXocmm64/L96DVM3UlB2dDki31NREREJNgpMCsiIiISoFjDtX///lGu4/J6lloQ0b4mIiIi4t8UmBUREREJUPny5bPqkF64cMGqecru9KyxK6J9TURERMT/qcasiIiIiIiIiIiIiJfFbAkrIiIiIiIiIiIiIh6lwKyIiIiIiIiIiIiIlykwKyIiIiIiIiIiIuJlCsyKiIiIiIiIiIiIeJkCsyIiIiIiIiIiIiJepsCsiIiIiIiIiIiIiJcpMCsiIiIiIiIiIiLiZQrMioiIiIiIiIiIiHiZArMiIiIiIiIiIiIiXqbArIiIiIiIiIiIiIiXKTArIiIiIiIiIiIi4mUKzIqIiIiIiIiIiIh4mQKzIiIiIiIiIiIiIl6mwKyIiIiIiIiIiIiIlykwKyIiIiIiIiIiIuJlCsyKiIiIiIiIiIiIeFkSbz+hiIi/qFu3LjZv3hzlurCwMKRIkQLZs2dH9erV0bRpUyRKZI5hXbp0CcOHD8c333yD8+fPI3/+/GjVqhUqVqwY5TF27dqFIUOGYMeOHUiaNCnKlCmDbt26WY/paObMmZg9ezaOHz+Oe++9FzVr1rSej9tgGzt2LMaNGxdj27NmzYq1a9e6eUREREREJBAEwjz21q1bmDVrFubPn4/Dhw8jU6ZMeP7559G2bVtrO0VEBAgLDw8P10CISChPaJMnT44MGTJETCA5Wb127Zr1c8OGDdG1a1frcpMmTbBmzRprgpsqVSpcvHjRmnxOmTIFTz/9tHWbI0eOWBPhy5cvW7e5ceOGdcqVKxeWLVsWMQnlfYYNG2ZdTp8+Pc6dO2ddbtasGdq3bx+xjc2bN8d3332HdOnSIWXKlBHXZ8mSBV988YXXxkpERERE/EcgzGN79OiBzz//3LrMuSy3jV588UUrSCwiIiplICKCsmXLWtmnPP3444/4+eefUb58eWtk5s6da01yt23bZk1mafr06dZEuEKFCuCxrTFjxkSMIieqnMw+8MAD1mMxK4ETW2YJLFy40LoNJ8uTJk2yLrds2dJ6LHvSPG3atIhJK+3evds6HzhwYMQ28qSgrIiIiIj46zx2y5YtVlCWgeDJkydbPw8dOtT6HR/77Nmz+s8TEVFgVkQkpmTJklmTXLp+/Tpu3rwZUTYgZ86cKFmyJBInTow33njDum7nzp0Rk0v7dtWqVUPq1Klx//33R2Qh2L/bunWrlaVA9mNw+RezFvh8mzZtsq7jY3J5GOXJk0f/VSIiIiISEPPYr7/+2jovXLgwypUrF5EpyxIJP/30U0SWr4hIqFPzLxERB8wqcMwKqFy5slVf68CBA9bPOXLkiLgtJ6u2gwcPWhkGf/31V5y3423IfqwkSZIgW7Zs1uU0adJYS8Ecb/e///0v4jG6dOmCQoUKWRPbkSNHWhNfERERERF/nMfaq74yZ85slTQoWrQoSpcubWXNXrlyRf9pIiK3qfmXiIS81atX46GHHooxDmx20K9fP+vyhQsXrHPHRgWONV/5e/s20X9n38fOLrBvx5pgjg0SeB9mLNi/tye09mXe/sSJE9byMU56HZeeiYiIiEjo8dd57JkzZ6zzVatWWSUT0qZNa1336aef4tChQ5g6darbxkBEJJApY1ZEQh4nllmzZrVOPKrPJWDEmlkTJkywJpM2xwmoo+h9FGO7nTO3cbxdvnz5UKtWLTRu3Niqy8WlY2zcQKz5xa65IiIiIhK6/HUea5/zdjNmzLBq3w4YMCCixizLGYiIiAKzIiJRmiasX78e27dvR6dOnawutDyav3z5cmuJFl29ejVixByXYbHTrH2b6L+z78NMAbJvZ3fMjX4fPhaxbEHfvn2tbWGdL05sGaS1/fbbb/rfExEREQlh/jqPtW9foEABlCpVyrr82muvRdyftW1FRESBWRGRGNgQoW7duhE/M1s1d+7c1uVjx45FXG835qK8efNawdMsWbLEuJ19mbch+7E4Yf7777+ty5cuXcK5c+ei3I4ZskuXLsUvv/wS8Vj//fdfxGV7wisiIiIi4k/zWAZkibVro2+f47mISKhTKQMRkWi49Grx4sURP7OxAZsV0J9//omNGzdaHW6/+OIL6zo25bI7y9q3Y0CVE1FOerlci5555hnrvFixYhH1uubOnWudL1iwwHpeNmhgt1yaNm0aOnfujPfee8+a+PL3kydPjli29sQTT+j/TkRERET8bh5bsWJF6/zIkSMRz7Vy5cqIAC6bgYmICBAWHr1YjIhIiGA2AetvMchpT0j5kcjmBvbR/YwZM+LLL79EpkyZ0LBhQ2zYsAGJEiWysgrY3IDlBT766COr7ADt378fr7/+unX/VKlSWdkEPOXMmRPLli2LaKbAml+jR4+2LrOLrT1JZakCLj+zSxW89dZb1hIyZhVwO+3t6tixY0S9WREREREJLf4+j+W2NGvWDD/88IP1M0sY2A3EKlWqhHHjxnl9zERE/JECsyKCUJ/QRpckSRKrPtaTTz6J9u3bW0247GVaI0eOtGp1cQKaP39+tGzZEpUrV45yfwZUhw4datX4YkCV2QfdunXD/fffH+V2s2bNsjrTconYvffea02EOYHlhNnxscaOHYtff/3VmkDzOevXr4+XX37ZY+MiIiIiIv4tEOax169fx6RJk6wM3pMnT1q34xy2efPmVnatiIgoMCsiIiIiIiIiIiLidaoxKyIiIiIiIiIiIuJlCsyKiIiIiIiIiIiIeJkCsyIiIiIiIiIiIiJepsCsiIiIiIiIiIiIiJcpMCsiIiIiIiIiIiLiZQrMioiIiIiIiIiIiHhZEoSwq1ev4u+//0bKlCmROHFiX2+OiIiIyB3dvHkTV65cQdasWZEiRQqNVojTXFZEREQCieayMYV0YJZB2VOnTvl6M0RERERcljt3bo1aiNNcVkRERAKV5rJGSAdmmSlLmTNnRpo0aTz6XJcvX0aqVKk8+hzBROOl8dL+5T/0ftR4af/yH6dPn8aFCxci5jAS2rw1l9XfAY2Xp2kf03hp//Ifej9qvDxJc9mYQjowa5cv4EQ2U6ZMHnue8PBw67nSp0+PsLAwjz1PsNB4aby0f/kPvR81Xtq//Ov9yC9LDMyqBJN4ay6rvwMaL0/TPqbx0v7lP/R+1Hh5ev/SXDYmNf8SERERERERERER8TIFZkVERERERERERES8TIFZERERERERERERES9TYFZERERERERERETEyxSYFREREREREREREfEyBWZFREREREREREREvEyBWREREREREREREREvU2BWRERERERERERExMsUmBURERERERERERHxMgVmRURERERERERERLxMgVkRERERERERERERL1NgVkRERERERERERMTLFJgNYV9//TXq1auHp556Ck8++SRq1aqFr776Cv7m6NGjeOihh7Bq1Srr57/++gsNGzbE+fPnfb1pIiISBOrWrWv9nXE8PfbYYyhTpgzat2+PEydOWLdbuHCh9bu4/v7wdzNmzIj1b5eIuJ/msiIiEuo0jw18SXy9AeIb3bt3x5dffom33nrLCnKGhYVh9erV6NChA/bs2WN9EfUX9957L+bNm4e8efNaP2/cuBHr16/39WaJiEgQKV68ODp16hTx8/Xr17F7926MHz8eLVq0sIKyIqEqPBx+R3NZERERQ/PYwKbArIf9+y9QusR/6JJlDhqsqg+kTg1fW7BggfUFc+rUqVY2kK1cuXLImDEjJk2ahGrVqlmZPv4gWbJkKFKkiK83Q0REgli6dOli/K0pUaIEUqZMiZ49e2Lv3r0+2zYRX5o/H/iw2QVMaL4Rzwx43i/+MzSXFRERiaR5bGBTYNbD/vsPeO3AUBTavxCna/6EzHPGAOnTw5e4zPK5556LEpS1NWrUCBcuXMDNmzetnxcvXoxPPvkE+/btQ6JEiaylnV27dkWhQoWipM0nSZLEmiQziFqjRg107NgRSZMmtW7Dxxs5ciS+++47nDp1yvrQqFChAt577z2kSpXKus3Vq1et23BJ2sWLF63HZCYEn4fLQXl7Zi1x+SjvZx8VatWqFX7//XccP34cS5YsiXgdt27dsl5jzZo10bJlS6+Mq4iIBJ/UfnBAVcSXrh07hWFnGyP14NM4nC8xcjWq7PP/EH+fy/L2js+juayIiPiC5rGBQYHZBCzpunz57rfj97nrz1fH+a9X4cz635ChQWNcGz6O6/OREJwDhoW5fr+///7bmphyEhqbtGnT4v3337cur1ixAt26dbOCn5xY/vPPPxg9erS11PObb76xyh/YE948efJg6NCh+PPPPzFixAhrcvrBBx9Yv+ft+ZydO3dGpkyZ8Msvv2DcuHHIli1bRNC0Xbt21vU8z507Nz7++GNrYr1s2bIo2/fss8+iefPmmDhxIqZPn458+fJh+/btaNu2Lfbv349cufKD8/Dt2zdbNQGrV6/u+iCJiEj8XLkS9+8SJ+YSiKi35R9TnvN6xz9qiRIByZM797jRbxtP4eHh+I9HU2+7du0adu3aZQVaHnnkEevvza+//prg5xEJpHks1WiYCZ+NLoPMh5fgbOteSJstNZI9FzMg6qpgnctyTpolSxYryBufuWz+/Pmt223erLmsiIjXBehcVvPYwKbAbDzwvVe2LLBhg7P3eBxf4GOMO9cK5xYdwPFFjdAS43EUORFfTBBYt871CS0ns3Tffffd9baHDx+2Jr2czDp+UWUmKye2rP1qZ6cykJohQwbrZ05kx44da01QuQT0xo0b6Nu3b0RWQ8mSJa06sVu3brV+Zg2/77//HsOHD8eLL75ofahwUlq/fn3s2LEDjz76aMTz33PPPciVK5d1+fHHH7cyFsqXL4/06dNbjctmzWqDY8eAOnWWoWjRosiZM/5jLCIiLnr66bh/x78Bo0dH/lypEv9gIA2PpnGi66hYMWDy5MifX3oJOHs29sfl34hPPknwfxUz4Zjh5ihFihRWmZ8ePXogcfRtFAmZeWwihKEHPsRVVLn6Df73Ume0wjhsQ7EEbUewzmVfeOEFnDt3DmXLlsWrr77q8ly2TZs21u8Y0NVcVkTEywJ0Lqt5bGBTYDaeXJ1EHkQ+NMLHGI+WyIkjmIp3reDsPhSAN9lfLBn8vJsmTZpY55xc8gj+wYMHrewC4gTVxomnPZElLu0aNWqUNRHlF9pp06ZZz3fkyBHrMdhcjEu67KCpPanlkjQbJ8F2JgNveydccla1alV8+eVX+PnnNggLu46VK79Bly4dXBwdEREJVawn26VLF+vvFf9ODR48GE8//bR1bi9ntrPr7sSZ24j4mqu7aTgSoTf6IDUuoSx+xCi0Q1N8hN14BN4WKHNZljiwn8vZuawdmGXzQd6XTXlFRETuRvPYwKbAbDwnszzC7+wSME7kNm68gMqV77OCs3urtELRk3vxvyxtce2zxVHT4T28/Ct79uzWOWuy3ikTIWvWrNY5s4R+/PFHa8JYoEABa2mW/Zps9nX79wMHDwKHDt1j/Xz48HnrfNWqVRgwYACOHTtmZQkULlzYykKycbLMnxNS/+Tll1/GvHnzkDz5b0ia9CiuXbuK55/3jwYVIiIhg38c4xI9k+Dbb63UvYvnzlmZYjGWfzmKthQ4iui3jScufy5YsKB1mTUh+beNQR1uW+/eva3rk99eZuYY0LExkGIfWBQJtnks52p8LwzqMxhbh7VG8cRbsfWp1gif8jHCc+eJ13b441zWxvkqsbeBq3NZZwLGd5rL/vbbb1Ygl1m7msuKiHhZgM5lNY8NbArMxhPfc87GETk/K178FmrUCMeSJZnQLeNkTM7TGXjnHSTJ6HpQNiE4mXz44Yexbt061K5dO8bvL126hMqVK+PNN9/E//73P5w8edKqkcX6emyK8OWXX1pLtRydPXsWX30FvPii+TlZstPIkwf46KNMePrpQ9YysNdff92qp8VJMr377rsRX2L5IcLJ55UrV6J8oWWdLk6UnVk+WqxYMdx7b26cPr3SCswmS/Y0MmbMmNDhEhERV7gSlORt+QeSfwt4+U4RGh8EO5kl99JLL2Hu3LlWmZ0nnngCmTNntn7H5j+sM+mIfy8p+vUiwTCPZfll3r73gOR4esVIpNzVDBePAU/flwHwcn88T81lHZ0+fTri/XzokGtzWceA7c8//+zSXJZ9FlauXGkFZpmxr7msiIiXBclcVvPYwOKeNBNxSo8e5nzagrQ40n0iC1RF/tLZtAU3YK0t1iBhbazoJk2aZE0sWR+LjQj4ZZQZRJzI0vr1661zx2yATZs24ccfr1qXWaqrYMFVuHUrOTZsKIzly3+3MouYdWRPZJl9wAYq9mMUKVLEOl+zZk3EY3Ib2EzBXgLmiB11Y/PII9WRJs23SJ36Rxw9Wh2xJDSJiIg4jY1+GGQZNGiQ9TeL9SCZdbd69eoYt+XfVf6tZE1If8ftL168eIzAFBsdcSk2X0OtWrVizBN4G5Z7eOqpp6z79+zZExcvXvTy1osvsarH+Bmp0TZsLJ7/cyKWro1c/u9NnpjL8j42ZsgyQ56Zsb//7r25LJvWfvvtt1aGrxrYiohIQgTrPDYYKWPWi558krWnAB6kHzM2DEOH3v7FoUMsggU0awa8+qrHt4ONCH744Qc0bdrUmtiWKlXKmjyycy0bDXASyWWcfOMuXLjQWvaVJk0aLF++HIsWLbIew3HyyqyC1atbIFWq+qhYcR927pyE7NkbYd++1Fiz5mErS4Bdbvklj7edPHmyNaFlVgHxeZ555hlrqSiv5xI11vLi/V555RWrSYMjNkkgbm/p0qWRI0cO6+ds2WogWbJxuHUrDc6cKY9t21hrxePDKSIiQYpBmAYNGmDChAlW7UcGePi3k93YGZBkRhv/RjErbubMmWjYsGHEEmjHiW70+pKsPVmzZk34AmthcqLuGBjiZJ0d4Vk7k5mBbIjEv/98PZ999pkVnKLWrVtby8f79Olj/Q0fMmQI/v33X2t8JHQ88QTQuHMGDBkCNG9ukoAyb/sW14o8hSeeS2cFb21MIpoyxSQR3X8/wJKsjGEmdNWmJ+ayLVq0sBrP7tu3zwruNmrUyCpNwOxcV+aydtkHPq+rc9kaNWpYny/cVjYEExERia9gnMcGKwVmvaxjRxOYZYO+Xr04MbNmZcC//wIDBgAXLgD163t0G/hlbPTo0dbyTE4aWc+KzUoeeOABjBkzBlWqVLFuN3DgQCt7plu3btaRFnaUnTVrFt555x0rA4GTXDtN/uefc+K++9phz5501he3xx9vbDUtXLQoH6ZMGYBPP51gZRpwORcbKjALgM/FDwROPrk9w4YNw8iRI62JMie406dPt24f/YOAmTosbs3uuPxAeP/9963rL1zIievX8+Lq1WIID0+OH39UYFZERBKGwRkugx4xYoS1PJrd3TnRZcCSJwY18+TJY9Wx5NLp6L744osY17EkgrcntFxyzUk3/95yQs0u9LZdu3ZZGYMzZsywAlzEYNHevXut+/C1MzNx8+bN1uvh32jKli2bNSdgR3oGr0IV5y0TJ07E119/bZW54HJ0znmqVasW5304lgxsc4y5PzVr1swKNgaKDz4AFi4E9u0DPqr8ObphEP6Hgvi0wXiMm5Yq4nYffgj06xf1vo0bR21U7S9zWTby4oEJBk05l23MDQWQL18+q74sv9g6M5dl0zDuE8yi5XvKlbkstyFv3rxWWQO7prWIiEioz2ODXVh4fCvUBwEe8WbdKO6InqwJ59g0ITw8DI89BuzeDYwYAbRvf7t418SJwLRp5g716jEtJX4dEbyMWQqsq7V69QTs2QP88AMnt+Z3rNTw009m8n67b4rL4+VKd+uXXz6O33+vgKtXP8WRI0/glVfMl4ZgF9/xClUaL42X9i//ofej6+PFAA9rZro6d+HS7Pfee88KOLEkwSeffGJlSNiBWQa2WJrAMRjEyfs///xj/Y4HThkAY11PG4O7LGnAoKIdxApFHFcuP2dQj0E8Zpcw+McAXWzNm5iRyXqlDO4xQ5LL1hkAHz9+PCpWrOh3c9m43qebNwNt2gD3nNmP3kcbI/Hl89iMEii2ZhRKPpMMf/4JMF7PxFS+rL//Bn79FcibFzhwAH43l3VX5ndCPteYkc794tNPP7XqWocK/S3QeGn/8h96P2q8/HUuG8yUMXv7i8XNmzc9uvPZz8EJWqdOQNu2bI4FtGgBWCWvmjZFWOrUCBs7FvjkE4SfPYvw995zW7dpT2GNkqRJk+L06ZtWUwguU7OHskMHoGFDYPp0WK/ZoReCS+N1N3/++adVv+vw4dVIlKgI3nyzCCZMuImtW02zimCPVbo6XqFO46Xx0v7lP/R+jN94EYNxJ06ciHEbZuexFEF0rLHJmmLMBhzLuYYDZsDaWbA2ZgFu2bIlYjk1yxwwEzR61uL9999vbUuoYikHBqz79euHN954IyLb+PDhw1a2ZGyBWS6DZ2Yksyv5d5tL4M+cOROvwKwvsVzUpk28lB/4bSz+qNAcJf7ejN/f6I7iRwajS5fEVlCWZbxWrjSLw9g/7+BBs0AsbVpfvwL/wfcQm5Kx8RezekMpKCsiIhLqFJgFrMkzT97C2lp2b4Bduxx+8fjjSF+7NrIzc/azz3Bh/34cb94c4Y7FuvwM63FRvXrbrfNz54Dt5iLy5498ncwQ9iQuB+PJ2I5atcylHTs8+7wiIiK+0L1791gDosxyZVZsdHbTImdxiTW727PmJvEy621Gx+tCuQEYx4VL/8qWLRvlei5HZz232LAsBMsWOB5MZUB26dKlVgZsQGaPPPYYsnwyAueqtcGjJ3/AshJ9sWBHbyt4P3KkOUjOl5U9O/DXX8Dvv3M5v6832n/wgAuzpnlQhctNRUREJHQoMAsgV65cMYocuzvDhQ0CmKViT8IHDWLdK/N7xl15ypiR21IEVXIXwks/9cLOhYnQ/PPHcTUspXU71qMtXRqYNYuZqvAbXJbG7yPMgti/P+rvOBlnKQMuZWPjXGcSgGMbr7vfh1lCwI0bwM6dVgKy9XzjxnGJGoJafMYrlGm8NF7av/yH3o+uj9exY8esOqasecmambFlzCb0/6R///5YsmSJ1cjIrh3L6+P6GxNXh/lQwMxXNkNzxBUsa9eutYKz0V2+fNlavse5Z/THsTOTAzIwC+Ceyk/iaOtByDGqE3Ls+AodkQbn3+2EwoUj9xsmZjMwy8QEfwnMsuyEr7EEBjPURUREJPQoMHv7CwW7pnoKv8zYz2F/qWnSxAQNHVch/vMPrDqtq1AJc5AJ+/AALidOY5UAuHTJnFh7uUIF0wXXX7CfAbftoYeA6MPYqBGzboBffgGWLweqV4/feN3NqVPA2bPmMsspFC/OenrA2rXAO+8gqMVnvEKZxkvjpf3Lf+j9GL/xIk/U5WKDMNZL5ZLqzp0746233or4HZsbcbl9bBmjrM8pkdjt+MCBA1bDqejs7OLo2cf2zxzP2DCYy3q/0f3Hmk23eaptBB/XPt1N9aFPo/3S3qh34ANcSZ4BffvyfpG/Z5+Fb78Nw6+/Rr0+mLgyXqIx0z7meXpPary0f/kP/X2MnQKzPsKEFjZFOH3a1EG9ft0EZrkqkdenSFEMTz4JFC0KpEoFXJ71BabuK4c2fTNbHW65spDX+wO70WyOHDF/lyGDqaM7eDAwYADw0kueqfl6/Lg5Z9Yu+5bYKwp//NH9zyUiIhJs2EW+efPm2LRpk9XFvnbt2lF+z0DwTi5Jibb8mhm8r7DbplimTp1qNZFiF+RydjdUB3awLq4DqXFdzwZsDPhGx3q2LF/BTFxPJRlwm/n4d9o+R29Mfwbvv/spXu6UA8lTnLfKXNny5+eSr1TYseM/nDsXexA60Lk6XqIx0z7mWXpPary0f/nX+5GJABKVArM+xHIErLVlY03WkiVjueHChUg1eiBaZv8Ec3JOwKYj94N9O7p2hV84csSc316FF0P79sDo0cBPPwE//GCaQLjbsWOR2bJUqpQJAO/dawLHsQWNRURExOjUqRM2b96M4cOHo1q1ajGGpVSpUvjoo4/w22+/4TGmPYJ/13+yMkD5u1DHLxpDhgzBtGnTUKdOHSvjODbMPI4tM9b+Oa7s41q1akU0YoueMctTqlSpkD59eniCHUzm4zsTaHz6aeDpPQ9GXsEg5bZtQJky1oom2r07ice219dcHS/RmGkf8yy9JzVe2r/86/14gR1AJQoFZgMBi3Ddfz8SHTuGzzO8i2eOjMfgwfmtOqrMSPWXjNm4ArPsN9KwITBhgqmr64nArJ0xe9995pz1epk1u26dKRnBmr4iIiIS0+rVq/Htt9/i5Zdfxn333YftdhdPAClTpsRDDz2EkiVLonDhwlbTzy5duuDGjRsYPHgwKlSoEFGHNlQxc5hlC1iXt1mzZmjPI9JxYMkC1gE+Yh/Vvs3+mZnJsWFTKJ6iY7MwuwmcJ4OAfGz75JIrVwA2o2NR2QED8FjJitbVJ06EWavGuNIpGMV7vEKYxkzjpf3Lf+j9qPHy9P4lUYVut4ZAwjTQqVOBBx7AfclOYU7qxrj/zK8YNgx+wf5ucaesVCaOcIXdt98CnuhtED1jljp1MucTJwLnz7v/OUVERILBKhZlB7B48WIrM9PxxCCsPYnmEv0iRYqgZ8+eGDhwoBWUZZZoqGOAmkFZBmfvFJS1McP4u+++swK6jv8HjzzyCDLyyHIwYaOEBx5g9Bro2RNpdm5AvnzmV4zVioiIiIQ6ZcwGCqYUTJ6MsHbt8ODZnZi4vzk69R+ORYuewhNPAAUKmNIISZJEnpImNVmszz/v21IGxASQt98GPvnElGvgbTkxZ3kRNkBjfd06dYDx492TMUsvvggwiWf3bmvoIgK1IiIioax169bWycYgK093kzlzZoxmbSKJsHv3bsycORNlypRB0aJFo2Qbs+ZrwYIFsW/fPque2qOPPmpd/+677+L1119Hu3bt8Nprr2HDhg1YunRprDVkAx6zYtgEjU3PVq60jtS/lHM8Rh8oYgVmn33W1xsoIiIi4lsKzAaSdOmsyGWGTp2Rfe4mjDzTDq/+vhCzfncoVBuLpUtN0y1PYBmtOzX/ctSzJ/DNN8Dff5sGZzw5YqmDdu1MYkV8A7OOGbNsXM1M3XffBUaOBNq0McFrEREREXdgpivrpa1fv946OWK92J9//hl9+vSxmqQxS5ZY+oHZx8OGDbMad7F8BLNuK1WqFJz/KZyQ9e1ras3++CPaHmmL5ZiMXbse8vWWiYiIiPicArOBJmVKhI0aifxpeyHT/Y/h43zZ8csvwOHDwM2bbAIReTpwANi6FejXz2SPeqKUB+uDXb0aMygaG2b1/vWXCczu3w8cPGhWuGXLZubrLHPAjFkGUeNbysAxY5aYpdurlwnczp4NNGjg+mOLiIiIxIaBVZ7uZNasWTGue+aZZ6xTyOBSrsGDrXqz6VZtxTi0wqSfPwaQ29dbJiIiIgHYH6Fbt27Y4lAnkwfKx48fjwULFuDs2bMoVqwYevXqhXx2DSUA165dw9ChQ7F8+XJcvnwZTz/9tFWiK7Y6/t6kwGwgYo2CAQOQIVEivADgBf5z7RqQPHmUmzEAyhICmzcD338PxNLMN8HsbFnux9GePlYMDjMQy1OZMpHXd+xoArPTp5sgrTsyZonbxCxclsgbOhSoX98kboiIiIiIF3FSNnIkEr3ZDDh4Aof+uGatvPKXHiAzZgBffAHMnAncc4+vt0ZERERis3XrVnTu3BmJogV2WBLq448/RqdOnazVSBMnTkSDBg3w1VdfIU2aNNZtevfuje+//94K6rLB7YgRI6zGrZ9//nmMx/MmhagCleNOw7pdDRuadFPOcG/LmtUs4ycnSsd5rL6sM7h676GHTJMu1qF1xY0bJggdW8YsNWliqkD873/AV18lbDtFREREJJ5Sp0bqqWPRNPFUbL34YMSKJ38wYgTw5Zem366IiIj4l+vXr2PKlCmoV68eknAljoOLFy9i2rRpaNu2LerWrWs1qJ06dSouXLiAhQsXWrc5fPiw1ei2b9++eOWVV1C1alVMnjwZv//+uxWs9SUFZoMBa5r98YdJN2UE1qHLL2uscp9lw2WHLG+3cba+rDNxZnslIOPLDi/hrhiUZTyarzNLlpi/T58eaNbMXFbzaBERERHfSXZvBqR6OJd1+ddfAfz+uzky72P//mvO58719ZaIiIhIdGvXrrUCqV26dEEddo53sGPHDqs0QXmHZeLp06dHiRIlsG7dOuvnTZs2WVmx5cqVi7hNnjx5UKBAgYjb+IoCs8GgShWgRw+zFoxHA9hli2mkrNyVG3jrLc9lzborY5ZYZiBtWnY4DsN33yWxmoMxoPzjj6aWbVzsbIvs2eMuU9C2rakAwcfasCHh2yoiIiIi8fP44+b81NebzdIm1p1iczA/CMxu22byHURERMR/FCxY0Koty4zZsGh1kA4dOmQFXXNEyxjkz/wdHTx4EFmzZkUKNjqK4za+ohqzweKVV0xUk0HZlStNeQOmh6ZIga5dTXmARYtMoDZzZiBTJnPOE69jtqozNWI9GZjl5rM515gxwBtvmBogjljHtnZtYNQo5+rLOmKJg7p1gWnTTK1ZjoWIiIhIMLh16xZusgusB7CZhv340b8IxVeRIqZswPKf0qP8uaRI+ddOpG7TEUnGjgCSJYO3sVUDD+6nTm1+XrAAeO89/xmvYKcx03hp//Ifej9qvLyxfxGDoSdOnIhxmyxZssTajItB1biwlAEDrtFLHKROndr6HV26dMn6OTpe988//8CXFJgNJhUrmhkl6xcwLbRlSyuK+eijaa2gJJsCHz5sTtFdvWqSbn1VysDWujUwZUo4rlwJQ9Kk4ciXLwxXrphtPnkSGD0aYNb6k0/GzJiNrb6sIw4LA7NLljArF3j4Yfdss4iIiIgvsW4aT4GCvQV4orP7miHdoEH4b8ManGnaFMeYLZA4sde3ac2aqD9v3+71TRAREQkZ3bt3jzVTtVWrVmjNwJCLAd+42E29eJu4Dpj6svEXKTAbbEqVAiZMMGv3mUp64YKVisoOsx98AJw6FfW0c6fpPjt2LNCxo5Vg67OMWXrgAWDvXtaNPY+CBdNa5QeIBzkaNQLmzbMa+mL2bNcyZomB2Bo1TGB22DDg44/ds80iIiIivpQrVy7cc889HnlsfpE5f/480qVL57YMUCb3fvQRsGcP56NFcOmvXOjxT3tkP/07iub5EuG9esVdn8oDeMD+qaeAVKnMtjGDdu1aoHBh/xivYKcx03hp//Ifej9qvDy9fx07dgynTp3CgAEDYpQVsDNmXZU2bVpcu3bNWq2S2OHgLrNk06Qxq7F5zp+j43W8vy8pMBuMChUCJk822Qa300g5L8yXz5wcsRTtd9+ZAOunn5rgp7N4UMLdGbPETU6d+pbVzMvG91KXLiYwO3++qdJgB2KdzZglPgYDs8we5kGY+Ey4RURERPwJMz0cv4i4E79E2Y/vrkAjN9UxGWb16lLoWnEQhpzsgnRzv0aGdOlMxoCXAptnz/KLGZAtG1C0KPD558BnnwHFivnHeAU7jZnGS/uX/9D7UePljf3LbryViTU23SB37txWUPb48ePI6ZA1ePToUeTNmzfi+U6ePInr168jmUPZJN7mKR6d9SG/av7FQr7Fixe/6+1++eUXvPnmmyhatCgqVapkdWbzVF2tgFWgQNQo7Pr1wIEDMW7GjFT2WyBmkd4u9+EUZtwyo8CZbFV34OT4mWeA//4Dxo1zPWOWSpcGKlQArl8HnnsO2LzZc9srIiIiInfHuVmx9s/iA3wArmq8fOCESV31cuMvJh2/+aa5zGQAV+bFIiIi4htFixZF8uTJsYrd4287d+4cNm/ejFJcVW4tLi+FGzdu4Icffoi4DUsp7N27FyVLloQv+U1gduvWrejcufMda0MQ62c1atTISjUeO3Ys3nrrLYwZMwZTpkzx2rYGnB07TIFVpsP+9luMXzduDKRPbzrQfvWV8w9rZ8uyBrO3+jS0b2/OufzNbt5rB2adyZglZkHwvXnmjPkiwKVqIiIiIuI7AwYAhx+rhqb/jUedY4MRnth7C/s4J6SMGYFq1UxDWpbsdfh+JyIiIn4qderUqFOnDoYPH47p06dbSZ+MG7Ks0GuvvRZR9qlq1apWbdsFCxZgxYoVaNKkCR599FGUL18+tAOzTCNmULVevXoxOqjFhoPHLm4MxpYtWxYNGjTAG2+8gXk8rC2xy5PHZNCePw80axYjTZSTz6ZNzeWhQ+88iCx9wMZ5fCi7x4S76ss646WXTCIwJ9CjRpnyC3a9aGezdjNkAFauBPjeY+3aqlUBh4MmIiIiIuJlLDPHHgLbkj6FRUsTW6UErLpZsSQVeDJjNmVKoH598zP7kLEJrYiIiPi3Dh06oH79+lZ8sVOnTlZQdtq0aRE1Zol1bRmcHTJkCHr27ImHH34YkyZN8nnzL58HZteuXWuVIujSpYsV4XYmkMuaTUxTtqVPn95KU5Y4MB124kSgRAkzu2RjsO+/j3KTNm1MWYN164DKlYGGDYFOnYB33gGqVDFla1mDmZmx2bObh3z5ZffXl3WmJhk3n3r0AOrWNZmznES7EiDme5PZwcyK4JAw4KuyBiIiIiK+w9r/PXuay21a3cLF9/oBDRqYhgheypilfv3MSiw2pGXzXBEREfEfrVu3xs8//xzlOiZ6chX+hg0bsG3bNkydOhX5ojVZYmZtv379sGXLFuv+TPi899574Ws+D8wWLFjQSjNmxqwzBfKrV69uBWZHjBhhBWM54PPnz8eLL77ole0NWGwzyxRTpoky7bVrV2Dp0ohfM9uUQVj69ltg+nRg+HBg5kyTXfrrr6ambGzKlYNXcX7OICx3lyeeMC9lwwa+yVzPzPjii6iZs3ydIiIiIuIb3bqZhIBT/4bhq6/CTKHX7t2BjRu9kjFLTECYNCmyB0O0734iIiIibuO94k1xyMoCpS5gXQhm177//vsRdWWfeOIJ9GD6ZBzYee2ff/6Jcf1/7CJ1291q2yYEH9s++RRTYlnAq39/YNkyoG9fUyCWmbQAxowBXn/d1I5l3VZmD2TObDJkeWKnWp6zcR6bfjFJmX0ZGNR150u723gx2/V//zMNvFiWIPJ+rj8XE68XLzZZwps2haFSpXD88ovz9Wr9gd/sXwFC46Xx0v7lP/R+jN94iQQzrs5igkCJEmGovas7irxyCQ8d/tYs5ZowwaTVejhjlriaqnZtYO5cs5KMwVnHngq8D+eQb7/tvV4LIiIiEnx8Hph1FbNje/Xqhdq1a6NKlSo4ceIERo0ahVatWuGjjz6KtTYE68+OGzcuxvWlS5e27nf58mUrC9dT+CWKz0HOZAV7XJs2SJ4sGcJOncJV1p51KAPBGO3tOG2cLlww5ywfQO6uIuHsePFX7nruuXPDUK1aGvzvf4kxcOBV9Ot3FYHC7/YvP6fx0nhp//Ifej+6Pl4s6SQS7IoVMyuiBgxIhPI/9sXe6peQavsGU89q8mTgwQc9kjHrGJil0aPNSjKuqJo1C3j33cjfNW/O7xhm1VXr1m7dHBEREQkhAReYZZYsO6Z94FDwKX/+/FYDsO+//x4VKlSIcZ9atWrF2mWNGbM8pUqVyqpT6yl2dgufw28CZ5zthocjuR3IZvYwL/u46LGvxov//SzdwJqzn3ySHP36JbeuCwR+uX/5MY2Xxkv7l//Q+9H18bpgHx0VCXLvv2+qbu3alRR1jg/BF0VaI2z7NqBlS2DqVC6jc3vGrF3KwMb+Ch07Au+9ZxrO2oFZNsFltixt2eK2zRAREZEQFHCB2b/++guvc719tDq1SZMmxf79+2MNzLKYb2wFfU+fPo1Dhw5Zlz0d0OLj2ye/4LgdrN1lB7r79GHVZPiaL8aLNWYfe4zNf8Pw8cdmxZyvsekES0ikTRtg+5ef03hpvLR/+Q+9H10fL5FQwHJTs2cDxYsDi5anwLRRI/Hu1WZmcrRvn0cCs9EzZonlDBiYXbPGlPti09tFi0xZL9q1y22bISIiIiHI9+mRLsqbNy+2bt0a5brffvsNN27cwP0sdiqu270bWLUK+OYbkxZwNXCW8bsTv+vy5dtL19gjzZf++AN4+GFT/1YlBUVERCTUsAnYoEHmcuv30mBvm7HA2LGmc6sHm385yp0bePppMxdjvVmaMyfy9+x7wJ4LIiIiIkEZmD18+DC2b98e8XOLFi3www8/WM2/Nm7ciEWLFqF169YoUKAAKlWq5NNtDViPPgqMGGE6F6xfbwplsWBWCHrrLZOhyoyI+fN9uy07d5pk5k2bgBUrfLstIiIiIr7AsrIVKwJXrgBvtcyIG0UdmiGcPBnZ/CCeGHC9U8YsscEXMYP3779NPgNxkRnzGQ4cSNAmiIiISAjz+8DshAkTrBqxtueffx5jxozBzp070bhxY+vyM888g9mzZyOZWqLGX5kyptNtmjTAtm1AkyaR6QMhtmzObuAwbJhvM1X5XcM2cKDvtkNERETEV9j+YMYMEzT9+WdgyJDbvzhyBGjUyERuGbWNJ+YisNVCXBmzxCpqDMLu2AH07m0OnJcsCRQubH6vcgYiIiISFIFZZr7+zBmXg0GDBuEPrul2UKVKFSxevBi7du2yGn716dPHo827QkaRIqbTLWele/aYye5ffyHUNGsGpEoFMFHbXrLm68DsunXAjz/6bltEREREfIXVysaMiWyH8OuvMKmqzJblEqPOnYHr1+P12Ha2LPM7UqaM/TaZMjE5xFz+6KPIVVaPP24uKzArIiIiQRGYFT/w4IOwOl9lz26CssePI9QwLt2unbncoIFp9uDLwKydCK6sWREREQlVLCdQo4bpAVC/PnAjTwHTFCBFClP3qWfPeBV7dawve6feenY5AzuLt2ZNzwRmmY0rIiIioUOBWYmJXW6nTjV1Z594IiRHqG9f4JVXTPIFvwRYmRk+Csy2aGG+AHz9tVlCJyIiIhJqGDSdNMkEUFl1y2oKxu5gw4cDSZMC330H9OvncmTzbvVlbS+9ZCp+EWveZs3q/sAsF6wxO7dXL/c8noiIiPg/BWYldvfeC5QqFfkzuxr88kvIjFbixKbBA0vvnjtnlq95O3nYDsyWLg288Ya5PHiwd7dBRERExF+wQevYsZEH0a0D1k89BQwYYI5iL1sGjBzpUpMAx4zZO2GZK66ksstekR2YZUD12jUk2A8/AGfPAp99lvDHEhERkcCgwKzcHdvPtmplumKtXRsyI8Y6Y0uXAo88Ahw7BnzwgW8Cs4yRd+liLi9caJpUiIiIiISi2rXNqiY27HrnHVPaAM89B7z/vrnBTz8Bly+7PWOWmJy7d695frv2LdtccFsYnE0o9jOj/fs13xMREQkVCszK3XGm+uijZl1/p05mTX2IYPYE+6HR9OnAoUO+CcwWLQrkz2+yMb75xnvbICIiIuJvJQ0mTjRL/tmolcmylhdfND9MmQKkTu32jFlixYQHHoi6Le4sZ2AHZpnw+9tvCX88ERER8X8KzMrdsfsU19Bzwsu6XcxICKE1VmXLmlpizIbwVgMuxsC5lM0OzHLi//LL5ufFi72zDSIiIiL+iPVdx40zl1lWlgFaS+XKJoXVxka2bsyYjY0nArO0c2fCH09ERET8nwKz4nzRVQZkuX6Mhg0zqaQu1PAKZL17m/Np04A///T88506FTns9hcFOzD71Ve3l+2JiIiIhKhatYBXXzUHzuvXj6XG6xdfmMkTm4I5kTEb38DsY4+ZcwVmRUREJD4UmBUX9pZEQIcOkR0PGJhdsCDksmYjlsx5oYxBlixm2Im92PgzMzvWrfP8NoiIiIj4e0mDzJlNdmnPng6/ZOLA778DN28C3bsDmzbdNWPWmVIGd8qYTWjpAW6yMmZFRERCjwKz4vosuFEj043q4YeBatVCZgQds2Y5BI0bA507m8Zgnqwva2P2bPXq5rLKGYiIiEio4zxp6tTIxlwRybGcr/boAVSoYI6qs0dCHLUB3FXK4MAB4NIlxNvp08DVq5E/c3NDZGGaiIhISFNgVuKnZk1gxgwgTZrI65iVECJZs/wS8PHHpqLDs886VcIswYFZcqwzq8m6iIiIhDoetG7SxMyL6tWLLE1gLTn68EOz5IgRz7ZtgT17EtT8KzZczcT5Gp//f/+L/+uws2W5HUmSmF4DR4/G//FEREQkMCgwK/HHWaNt9mygefOEpQoEgJkzgSFDgP79zSlPHmDfPqBSpci6sJ4MzDLxI1UqM3nfts19zyciIiISqEaMAB580KxiYsWtiIPXbGDLiVvhwsCFC0CrVsDhw27NmHVXAzA7MJsvn1mURmoAJiIiEvwUmJWEY6oB681u3Qo0bRo5ww1C991nyhewXBlPq1eb61hXrEoVk93gyM6ecDWZOK7AbMqUQNWq5rLKGYiIiIgAqVObHAHmDLD9Aft+RZk8jRplIrecs0ZrBpbQjFkqUsScf/99wgOzOXMChQqZywrMioiIBD8FZiXhOJP96COTarB7tynA+vffITGyzGpgcJbL2BiXZqkBuyswg7JMIn70URO0vXw54YFZx3IGn3+ucgYiIiIi9OSTwHvvmbFgYmxESQNKmxYYNw7o1g2oXz/iah44P3cu4Rmz9txsyZLIeaCrFJgVEREJTQrMintwzRWLrmbNCvz5J9CwoTkPkZe+cqWZ869ZY+b7t26ZjFrGq4nB2xo1gCtXEh6YfeklU9qXmbhff+3GFyIiIiISwNjv65FHTH4A+33FSCR4/XXTGIyuX8fZoxcjfp2QwGyZMmYFFYO8334bv8dQYFZERCQ0KTAr7pM7t+mKxXPOiJk5ywzaEMAlbIsWAUmTAvPmmQn6oEHmdx06mCV2q1aZBhXOBGfvFJjNkMFk4lK/fsqaFREREaHkyU2eAGOv06ebuVesuIypbVsk7dQWyXHVOuDNOVx8sc/YG2+YyyylkNDALEvi0h9/mL5lIiIiErwUmBX3ypbNzIiZRspasyFUHIuNufglgDZtMufsNzF8OLBiRWRwloHahARmiY/BLx98noTUMxMREREJJqVLAy1bmstNmgAXI5NiI504YSUPJN61A0PRGfdmvJHg561ZM7IHQHyCqY6B2ezZgUyZTKkFrpASERGR4KXArLgf14JxDX/v3pGz1BDx9tvAyJGmz8T775tGYVS2bGQjimnTzPeBuLA27d0Cs4x/N25sLg8Y4NaXICIiIhLQODfKlQs4eBBo1y6OJgGjR+N6ohQohY3oebWnqUOVACVLAjlyABcuhOG775K4dF8+9bFjkYFZZvyqAZiIiEhoUGBWPIPpoSyGartwAVi7NiRGm18AWGOsT5+o17MBGCft168D48fHff9LlyLLHcQVmCUGfdl9+LvvwrB5c2I3bb2IiIhIYGPd/08+MQFOVtliuakYChXCljeH4waSovTV1QmuD+VYzmDRomQu3ZcVwG7cMI/BbNnbm2cJocVnIiIiIUmBWfE8tqdltJLr7+fPD4kRj6tOmd2IYsIEE4CNjZ0tmyqViW/HhZkg9eqZy8OHp0jQ9oqIiIgEk3LlgC5dzGW2PTh+POZt9mV6Cj3QH4mSJAKWLjXLnhIQnLUXiq1YkdTphq+OZQzYQIwH3R0Ds9u3x3tzREREJAAoMCveiVKy5qxddJU1aBMw6Q1kL79sVs/9+y8wc2bst7lbGQNH3boxuyIcK1cmxbZt7t1WERERkUDWty9QrJiZd73zTsxqBWyH8D3KY8WTvcwVy5ZFTsTi4amneOA8HBcvhuHrr+NXX9bGVVa0YYNzjWNFREQkMCkwK17YyxKZVFF2YKBJk0xGQgJreQWixImB9u3N5REjTFOHhARmCxQAatUylwcOdOeWiohIsFq9ejWKFy8e5brw8HCMGzcO5cqVQ+HChdGgQQMcOHAgym2uXbuGfv36oUyZMihatCjatGmDkwkIYol4WrJkwOzZpvb/t98CY8ZE/T0DtnSkyEtA9+7A5MlA1qzxfj6WTrDnZV27mtJW8Q3MPvKI+ZmNxNasifcmiYiIiJ9TYFa8gzNVBmY7djQ/z5kDfPhh7JHJINeggemPtn+/WTWXkMAsvfeeOWdzMXXuFRGRO9m6dSs6d+5sBWIdMSg7ZcoUNGrUCCNGjMCFCxes4OxFh5b2vXv3xrJly9CpUycMHDgQu3fvRrNmzXArBA+0SuDgoq3hwyNXGv36a9SMWeK8DK++ao542xz2fVdwXpYr100cOBCGpk2dWyQWW2CWU+eqVc3l5cvjtSkiIiISABSYFe+qXdt0xWIWLZeLDR0acv8DrBvbvHlklmv0CburgdnHHwdeeOE6wsPDMGiQmzdWRESCwvXr163Aa7169ZDELmJ5G4Ov06ZNQ9u2bVG3bl1UqFABU6dOtYKzCxcutG5z+PBhLF68GH379sUrr7yCqlWrYvLkyfj999/x/fff++hViTinWTPgxRdN24O33jJZqI4Zs/fcE+0OLOxavTo7rLo8xBkysGrXZSRJEo5580wFr/gEZun55835ihUub4aIiIgECAVmxfteeMEEZBl5fPPNkPwfaNvWNPfasiXmZNsOzGbJ4vzjdex4zTrncr1oK09FRESwdu1aK5DapUsX1KlTJ8qI7NixA5cvX0b58uUjrkufPj1KlCiBdevWWT9v2rQJiRIlskod2PLkyYMCBQpE3EbEXzH7dOpUM/XctQto0cLkB9hzJitj1tE33wDnzwM9egCbN7v8fMWL30S/fuZymzbmOeMTmK1QwTQD27NH8zsREZFgpcCs+Aa/2C1ezG91kdeF0FJIfjHglwL64IOoWbOuZsxS0aI3UaVKuFUZgv3VREREHBUsWNCqLcuM2TBGqRwcOnTICrrmyJEjyvX8mb+jgwcPImvWrEiRIkWctxHxZ5xXTZ9uLvOcCbF2WYNMmaLdmL0ReKDixg1ThmvnTpefjw9RpYrJzm3Y8M7Vu+IKzKZLB5QpYy6rnIGIiEhwirqWLUSxNtpND9Y6ZR03+zmifxkKaeyEZY/7Tz8hbOxYhI8YgfAsWUJivDjP5xeD334ziRmVKpnr2SiC5Q6yZXOuBK+9f3XvfhM//hhmZc3yu8Rrr3n8JQQkvR81Xtq//Ifej/EbL2Iw9MSJEzFukyVLFtwby5E9BlXjwlIGDLhGL3GQOnXqiBqzly5dsn6Ojtf9888/Lr4SEd+oVs0cwGZdfuI0M29eoGzZWOaoTHnt0IHp4mapExuDOdagvQtW7eI8jzVuuUKKvW9btox5u//+A/76y1yOdmwkopwBm39xhVVs9xcREZHApsDs7bppPImP3LyJfD17ItmJE7hRqxYOd+2KG4xKhgAGZB3LmVHfvjGvcwa/Lzt27XXlviIiEli6d+8ea6Zqq1at0Lp1a5ceK3ojMEfMpLVvE9fBUvs2IoGgc2dzuqtkyUzpLUZDmTHLcxaMzZXL6efKnt30E+Bd2RTslVeA++6Lepvjx82isaRJeQAl5mOwARiblrHcLbNvoyWti4iISIBTYBacX+XCPTGq/rsPv8ycP38e6dKlC+oM0AT55BMk4hfJI0fw+KhRON+/P9IUKxb048UkIzbv4kT7889N1uwDD5jrWbKvUCHX9q9bt0wH4AULzPcJZoQ884w3Xkng0PtR46X9y3/o/ej6eB07dgynTp3CgAEDYpQVsDNmXZU2bVpcu3bNWqmSmJmCtzFLNk2aNNZlnvPn6Hgd7y8SlFKmBEaPhjW5YqHXGTOA99936SF415kzTanadu2A+fNjL2Nw//0myzY6zgUZ4GVWLeeG9gorERERCQ4KzN7O9HD8IuKJL1L2cwR7oDHeuHaLXRlatbImvmk6dEDisWMRVrQoghkTgxs0AIYNM9kUGzYwg9tkTjBrwpnd0nH/SpIkzFppd+YMsGSJqZ+2ahXw1FPeeDWBQe9HjZf2L/+h92P8xstuvJUpRmHM+MmdO7cVlD1+/DhyOhS5PHr0KPJynfft5zt58iSuX7+OZDzy53Cbp/RHRoIZDzyMG2eCspynuohzuY8+Ap580hw4/+or0wfXZte5jV5f1savDsyaZVkEljNQYFZERCS4aO2Z+A9mLTOqWLgwU3DM5Hf9egQ7Lk/j9152BmaTCLsHWubM8Xs8LoX77DOgYkXWDTS1yeLRs0JEREJE0aJFkTx5cqzikbzbzp07h82bN6NUqVLWzzy/ceMGfvjhh4jbsJTC3r17UbJkSZ9st4hX56isN2sflGD5j+vXnb57kSImW5YaNQJOnTKX//0X6N3bXOZ8LS7277gSijVpRUREJHgoMCv+hUsmx43DTWbfXLsGrF6NYMeEJ2ZPpE8P7NhhrsuYMXLuHx9c3bp4MVC6tMmerVwZ2LvXbZssIiJBhA286tSpg+HDh2P69OlYvXo1GjVqZJXIee12J0mWfapatapV23bBggVYsWIFmjRpgkcffRTl2XFSJFTwCPqIEUCLFqYWlZPYQ4CNwNizr0kTE9vt1Ak4eRJ45BET940LM2xZpeTPP4F589zzMkRERMQ/KDAr/idFClxhJ9z27dndBKGAE/KFCwG7IXYsDbVdxmZgDPgyS+Pvv01w9vLlhD+uiIgEnw4dOqB+/fqYMmUKOnXqZAVlp02bFlFjlljXlsHZIUOGoGfPnnj44YcxadIkNf+S0MLI6rJlpstqly7AjRtO3S1VKmDOHLOyadEiE5xleQKaMgVInvzO9+W0mAYMiFxdJSIiIoFPgVnxT4xQvvVWZKSSM9DvvzfpBUGKCUes5MBaYu4qrZshA7BypWkgzObdfHwREQltrVu3xs8//xzluiRJkqBz587YsGEDtm3bhqlTpyJfvnwxMmv79euHLVu2WPcfM2YM7nXHkUSRQHLffaYhGCOpbA7AZmBORko5v2PuAX38sTlv3hwoU+bu92WCbrp0wO+/A0uXJuQFiIiIiD9RYFb8H4OxgwYBnTubiXAQB2fZCOzgQdNfwl249K1nT3N5yBCXVt2JiIiISHTsh8DOrUwg+PZbk8bq5Py0Y0fg2WcjY7wDBzo3vCx5Zfcec+HpRERExM8pMCv+jymkefKYy59+Cnz4IXDzJoJV7tx3Xs4WH/Xrm26/f/0FTJ3q3scWERERCTlsjNe/P5AokSns72TyQOLEpqQBSxmwmRcDrs5iA7GUKYEtW0KiDYOIiEhIUGBWAgPLGnCpGCe/XL/13nsudcMNdWwk1q2buTx4sIZOREREJMEqVIhcljR7ttOdVrNnBz76CChZ0vVVUAzokrOZtiIiIuLfFJiVwFG9uokqsmvCd9+ZtAF1s3Jaw4bmi8CRI8DMmZ78jxIREREJoflpp06mvsCDD3r86Tp0MIvJOBU+cMDjTyciIiIepsCsBJbnnjNLxbiOa/Nm06JWRbackiKFaR5sZ1k42URYRERERO7kzTeBSpUif/ZgyS02dK1Y0VyeNUv/LSIiIoFOgVkJPCVKAJMmAffcA9SpY9IGxClc/sYG2mwwNn++Bk1ERETErf7+G6kaNQJ++MFjA1uvnjn/5BPlJ4iIiAQ6BWYlMD32GLBkCfD005HXKXP2rlKlAtq2NZcHDdKQiYiIiLjVvHlIdOgQ0L27Wd3lAa+8AqRJY0oZrF/vkacQERERL1FgVgIXyxnYjh0D6tYF9u3z5RYFhBYtgLRpgV27gK++8vXWiIiIiASRli3xX9mypmZUx47Ar7+6/SlSpwZefz0ya1ZEREQClwKzEhxGjgR27wYaNwZ27vT11vi1DBmA5s0js2ZFRERExE0SJ8bVXr1M6a0rV4A2bYC9e90+vPXrm/N588zT+CNWcyhfHvjtN19viYiIiP9SYFaCQ+/eQKFCwIULJiV040Zfb5Ffa9cOSJbMLH/78Udfb42IiIhIEOEka9iwyLlpy5bAkSNufYpnngFy5wbOnweWLoVf+vhj4PvvI8toiYiISEwKzEpw4Nr88eOB0qWBq1eB9u2BVat8vVV+K3t24J13zGVlzYqIiIh4oOTWqFFAgQLAv/8CAwe69eETJTJVvGjMGBOg9Tdnzpjz1auBDRt8vTUiIhLIbt68icmTJ6NixYooWrQo3nzzTWzdujXi9+Hh4Rg3bhzKlSuHwoULo0GDBjjAYuwBQIFZCa4J8PDhQOXKwH//Ae+9Byxa5Out8ludO5tJPevMqj6ZiIiIiJulS2cSB557Dujb1+3Dy4PsTM5l0LNgQWDlSviVs2cjL3/4oS+3REREAt3UqVMxatQo1KxZ0wrAZsmSBQ0bNsSff/5p/Z7XTZkyBY0aNcKIESNw4cIFKzh78eJF+DsFZiW4JE0K9OsHvPoqD5mYwCyDtBLDAw+YnhTUsCGweLEGSURERMSt7rkHGDoUyJw58jrOUd0gf34TjM2bFzh8GKhSBejaFX4ZmF2xAti82ZdbIyIigWzRokV46aWX0KRJE5QpUwbDhw9HsmTJsGTJEiv4Om3aNLRt2xZ169ZFhQoVrEAug7MLFy6Ev1NgVoIP00CZLduhAzB6NJAkia+3yG+xjAGzLW7eBGrVMkvNREREJH5Wr16N4sWL3/V2v/zyi7UEj0vxKlWqZC3N4xI9CQFff236IVy75paHK1cO+PVX02OMhgwBtm+HXwVmixQx58qaFRGR+Lp+/TpSp04d8TODsqlSpcL58+exY8cOXL58GeXZcfK29OnTo0SJEli3bp3fD7oCsxKcwsKAt94CMmaMvI7rvG7d8uVW+WUMe8oUk2B8/TpQo4ZK84qIiMQH65x17tzZqnF2J4cPH7aW2aVNmxZjx47FW2+9hTFjxljL7yTIsRAss2e3bAG6dAFu3HDLw/J7KnMRatc2Pw8eDL8KzDIRgHPOL7/k+8TXWyUiIoHo7bfftrJjN27caAVjJ02ahJMnT6Jq1ao4dOgQEiVKhBw5ckS5D3/m7/ydUgklNLCkQf/+QMWKpsYXC3KJhQnFc+aYoOw33wDVqgGffgrUrKkBEhERcSaDY+bMmRg9erSVuXHrLgeBV6xYYd2GwdiUKVOibNmyVrB23rx5aNasWbwGnI/nqYxbBprtxw/jgW+J/3gxgjp0KBIxvXX9eoT36oVwppEyaukGjPUuXWr6B+zdC+TL57v/LB7w58vnS37ySaBOHeCLL4DPPgMKF456W+1jrtF4abw8SfuXxssb+xcxYHrixIkYt2Ht2HvvvTfG9VxptGHDBrxjdzEH0LNnTzz55JPWSqQUKVIgSbTV0sywDYQas0n8bflXt27dsIVHkePA1ORjx47F+rvWrVujVatWHtxCCejmC3yTrloF8I3JbAU2CxNL8uTAkiWmu++CBfzQA06fBpo31wCJiIjcydq1a61SBF26dMHZs2fxyV06ajKQmzhxYiTnH1+H5Xbnzp2L90AzsMuTBICwMKRu1Ag5Ro5E2NKlOHvhAk40aGCimG6wZk1kcq6vSxrY28JkJcai7XILvt4uERHxve7du8eazdqqVSsrthc9oMvVRvv370efPn2QN29erFmzBoMGDUKGDBnuuFqJmbT+Lom/Lf+626Cx0xontI5Y5Jd1I6ox1U8kNhUqAGnSAJ06AZs2AS1bAqNGmYCtWPj9cO5c05ti4kRT/ozXsTGYiIiIxK5gwYJWckG6dOms0gR3U716dSvDlh2DGzdujAMHDmD+/Pl48cUX4z3EuXLlwj1sMuUB/LLDJYN8fcqYddN4sejq/fcjUc+eSPXTT8heoADCmVzihuAsK3c9/7zph7trF5AtG3xi3z7giSeAtGmBo0cB5tU8+qhJDuYxBF5v0z7mGo2XxsuTtH9pvDy9fzHR8tSpUxgwYICV5Rpbxmx0zIjlifFA1uanp556yqor279/fyuQe+3aNWu1Cg9+2y5duoQ0jAP5uSSBtvzrUf5Fd7Bz506sWrUKH374IfL5cr2O+L+nngImTADatuWOAzRpwkh/1C65IY6fYePHm8kym0c0bcove6YChIiIiMSUNWtWl4OozK59//33I+rKPvHEE+jRo0ec92ENtX/++SfG9f/99591zsQGT2WE8EsUA4x8fAVm3ThelSsDly9bpbbCPv0UYWwaV7p0gv+/ypY1cd/168MwalS4NZ/zVX3ZS5fCkDlzuBWMzZnTTLn//DMMmzeH4/b3aov2MddovDRenqT9S+Pljf2L8uTJg0yZMjl1P7vkQeFotXDYRHXu3LlWyQIGZY8fP46c/INz29GjR63sWn+XJNCWf0XHKHuhQoXwKrsXidxNwYLA5MkmY5aH8t9916SJpkqlsbuNn5Ns0sDsBtaefe01k33x2GMaIhERkYRidmyvXr1Qu3ZtVKlSxfqyMWrUKGvp3kcffRRrgJX1Z5klEl3p0qWt+zFjxDFDxN1fovj4pMCsm8frueeQ9ORJhJ07h+tMPklAOQtHrVolwfr1aTBpEqe855Ehw50b0nnCsWP8mpkGadPewrlzF6zrnnoqFf78MxlWr76GEiWuRtxW+5hrNF4aL0/S/qXx8vT+FX0FvDMYxLVX2rPZl2OiJoOyFStWtEpEMWmzAcsDgX9Sz2Hz5s1oy8Q8P5ck0JZ/OeKgb9u2DZ999tkdJz53yzKgu3XQTQg+tn0SPxiv/PmBqVNNcPall0yt2QD+v/HUeHGIjhwB1q0LQ7Vq4VYFCF8th3MnvR81Xtq//Ifej/EbLwlszJJlz4QPPvgg4rr8+fPjjTfewPfff48KLL8UTa1ataz7xDaX5Ymrzlin1hPsfY6Pr8CsB8aLK7gARHQ+4P0TWNKADVz79w/Hrl1h+PTTdLhDMrbH3LhhzjNlShSxbz73HA9MAFu2JEf69JE1lrWPuUbjpfHyJO1fGi9P718XLpiDda54/PHH8eyzz6J37944c+aMFahlI7A5c+agTZs2VrmCOnXqYPjw4RGrkyZNmmTFGV9jppmfSxJoy78csQRC8eLFrfTlO/FllgHpqJMfjhfrjHDNPlvF2tkJbpgIB9t4zZgRhsqV02D//sSoVu0/fPnlRWvIApnejxov7V/+Q+9H72QZiH/566+/8Prrr8dIVEiaNKnV1CK2wCy7E8fWofj06dMRjTM8GTTlY9sn8eB4XbsGK4pavTrwzDPxHmo+bbduQJ06wOjRYejQwfuLw+zpdYYMHAdz2X5JmzaFWYHbZMkct1n7mCs0Xq7ReGm8PEn7l+vjFR+jRo2yTuPHj7eCuwzOsr6svXq+Q4cO1mPzAPiVK1dQrFgxDB48WDVmPYmNEpiWHFvA1Z+yDEhHnfx0vBz/zxnYZGOwd94BSpRAIPHkeHGIli/nQYxwbN+eBC1apMcXX5hatIFK70eNl/Yv/6H3o3eyDMS/sNYZl+I5+u2333Djxg3cf//9Ptsu8QPz5gE//GBqSI0eDbDubDzVqgX06gUcPMhGySxvAK86c8acZ8gQed3DDwPsUffvv8C2bab9g4iIiDNSpkyJ9957zzrFJkmSJOjcubN1CjQ+z5iNL5Y/YLpyuXLl7npbX2cZ2I+vTAM/Hi/WNt6yBdi+3WrCgFgC+aE6XgUKAEuWmCFZujTMil+PGoWApvejxkv7l//Q+9H18ZLAcvjwYfz7778owo5MAFq0aIF27dpZzb+ef/55q8bsmDFjUKBAgYhOwxKi3n7bNKhlcJZprhMncv1mvB4qSRKA301btACGDjUNXZMmhVebf0UPzLJ8MpuTLV3KUlkKzIqIiFh/HwN1GNatW2fVmEjmuAZGJL7YBIxLB7muimu/OGOUCGwSbPflYwKHhkdERMQ5EyZMsFZv2RiMZSCWDSsaN25sXX7mmWcwe/ZszWtDHZckDRhgVm9duQK0aQPs3x/vh+NCMOamHD5set16kx2YzZgx6vUMzNKPP3p3e0RERPxVokBdyrdr1y4ULlzY15siwYIB/oEDgZdfBm7dAvr2BWbN8vVW+RU2krBXBfTsaYZJREREIrVu3Ro///xzlCEZNGgQ/vjjjyjXValSBYsXL7bms2z41adPH4+W1ZIAm5MOG8bCw8D58ybl9ejReD0U+9u2b28uc5rrzRLVsWXM0tNPRwZmNZcUEREJgMAsl39t5/JyB8eOHcOlS5esGl0ibsP1VWy4UK9eZGooG4SpA3YEJhOnSwf8+iusWrMiIiIi4mbs1MV56AMPsPaa6YMQzyhm8+amruvu3UCXLr4PzBYrZgLGfFnRjleIiIiEpESBtvyLWKeL0jFCJOJOrN3HZWOtW5ufWVz19v4mZmLPkmfUuzdw86ZGRURERMTt+D2HCQKPPWaWKjGBIB6YiD1jhrnMWO+CBfBpYJYJwXbTL9aZFRERCXWJAnH5V6FChazrVMpAPKZ+feD994Fx44BMmTTQDtq1M/XC/vc/4LPPNDQiIiIiHsE5KKOq8WwAZnvpJbPqiRo29E6malyBWcc6s2vXen47RERE/J1fBWZF/Er16sCDD0b+vGsXcPUqQh0zL7iijvr0Af77z9dbJCIiIhLEq7lsPCrOegTXrrn8MB9+CJQrB1y8CLz+uukt5klnzsQdmOV20Jo1qhgmIiKiwKyIM3bsAJo2BVq2BC5cCPkxY6UHJnHs3QvMmRPywyEiIiLiWezcxSPj330HdO3q8pHxJEnMSqesWU2ugV2ayhcZs6VKme1hT7ODBz27HSIiIv5OgVkRZ7MVWBTLDtCGeN3ZtGkjs2YHDVJXXRERERGP4jy0Xz9z/uOPpuSWiw3BsmUDZs0ylydNAhYudG0TRowAnn3WNO66Ey4ws5N6Wf4qutSpgeLFI7NmRUREQpkCsyLOKFQImDzZdL/aswd4913g+PGQHjt2+WVfCq6qW7rU11sjIiIiEuSKFgWGDQMSJwZWrjRHx8PDXXqISpVMwi1xOnv4sHP3YwC1Y0dz/vnnzmXLsl9ZmjSx38axnIGIiEgoU2BWxFkFCgBTpwL33QccOWJmswcOhHStWVZ2oAEDVCNMRERExONKlzYFY7maiymvbFTrIt69RAkTQH377btXRWAVrwYNIn9et865wCznigzOxkaBWREREUOBWRFX5MwJfPwxkC8f8M8/QKNGzqcaBKF27YAUKYAtW0zJMxERERHxsMqVge7dzeWZM4Gvv3bp7kmTAnPnmtJUrIrACgl30rmzqQWbMqVrgdnY6svaypQxib+HDoX0VFpERESBWRGX3XsvMGUK8NhjwBNPAPffH9JDwdg0DRzo660RERERCRGvvAK0bWsyaMuXd/nuzDH46KPIDNq4Sgp8803k7ebPN8FUBlLvFEx1JjDLoDCn0aRyBiIiEsqUMSsSH1ybNXEi0L+/maGGMDYBY2fd1atNU4lMmUxi8aZNvt4yERERkSBWty4wapRZvhQPtWsD77xjeojVqROzqdeNG6anALVpA7z4IlCs2N2zZs+cuXtgllTOQERERIFZkfhLlcp0xiU2XmCh1WXLQm5Ec+c25Xbp77+Bf/8Fjh4Fevb09ZaJiIiIBDm7iCvnomxUu3atS3cfOxZ48EEzd+N8zrGXGKsksIQBV0hxmktPP333wKwzGbOOgVkXN1lERCSoKGNWxB1WrTINGPr0AebMCbkxZd+JHTvMiRN1JhEzg3bbNl9vmYiIiEgIWL7cBGa7dQN++cXpu6VJA3z2mck1WLLELAij69cja8927QqkTu16YDZjxjs/d9myJq68b18Yjh8Pc3qbRUREgokCsyLuUKGCaWtLI0YAkyZFTTkIcixlUKiQOXGSXauWuX7YMF9vmYiIiEgIqFLFpKAyotq+PfD7707ftWhRYPBgc7lDB+DXX4EZM4A//wSyZgWaNYu8Led5xIePXvrA1YxZVgYrUsRcXr8+idPbKyIiEkwUmBVxyzspEdCuHdCihfn544+BoUNN0a4Q1LGjOZ83T512RURERDyOy5XYibV4ceDyZaBVK+DAAafvzj5iL7wAXLtmDrCzjQIxAZfVu2yZMwOPPGIur1+fsMAsPfusOf/qq6ROb6uIiEgwUWBWxF3CwoCGDc0MlpfZuvb994H//gu5MWZjCDYIvnnT9KQQEREREQ9jPYLhw4HHHwfOnzcJA8eOOXVXTl2nTweyZwf+9z9zYJ2XmzaNedu7lTNwJTDL5mO0dGlSV5J8RUREgoYCsyLu9vrrpigXMxe+/dbMbkNQ587mfMqUyAm6iIiIiHgQ01vHjAHy5wdOnQJatjRpsE7IkgWYNcsEaYm5BilTxrydXc7AHYHZggWBV18NR3h4WESDMRERkVCiwKyIp+p8sdbshx+aGWeIDgETNi5eBJo3D8nEYRERERHvS5cOGD8eyJXLrOZKntyltgmsyNW6dezZso4Zs+wxdulSzN+fOeN8YJZ69jTnbEL2xx9Ob6qIiEhQUGBWxFPKlAEqV478mUvJ/v03ZMab2RYss8vGYJxov/GG0wkbIiLiZjdv3sTkyZNRsWJFFC1aFG+++Sa2bt0a8fvw8HCMGzcO5cqVQ+HChdGgQQMccKE+pYj4GRaD5QSsenWX78pYLpNu44rn5s4N5MhhDrpv2BB3xmzGjM49HxuAPf/8Ddy6paxZEREJPQrMinjDyZOmpW2jRsCJEyEz5lWrAosWmYn94sXmuwH7UYiIiHdNnToVo0aNQs2aNa0AbJYsWdCwYUP8ybbrgHXdlClT0KhRI4wYMQIXLlywgrMXuexBRAK35qyNyQGDBrnlKDkPvnNlFDH2m5BSBrbOna9a57NnA/v2JXgTRUREAoYCsyLeYE+C2UmBaQiHDoXMuL/4IjvtmpJnK1cCNWoAV83cW0REvGTRokV46aWX0KRJE5QpUwbDhw9HsmTJsGTJEiv4Om3aNLRt2xZ169ZFhQoVrEAug7MLFy7U/5FIoAsPB9q2BT7/HHjvPbfUl6pf35wvWBC1nAGfKj6B2aJFb6JatXCrcSz7l4mIiIQKBWZFvCFnTqYrAXnzmuxZZs6GUFMw1itjUDZ1amDVKqBmTeDGDV9vlYhI6Lh+/TpS80P4NgZlU6VKhfPnz2PHjh24fPkyypcvH/H79OnTo0SJElgXV3cfEQkcTHFt395k0K5dC3zwAXDrVoIekg3A8uUDLlwwq6NsV65EzvFcCcxShw6RWbg6iC8iIqEiia83wB/cunXLqr3mKazbZj9HmN3mVEJvvDJlAiZNQli7dghjULZJE9xiSsATT4TEeJUsCSxbBrz+OvDddyZxmLHqxIm9ux2BMl7+QuOl8dL+5X/vRzp06BBOxFIahyUK7r333hjXv/322xg/fjwqVaqExx57DHPmzMHJkydRtWpV/PHHH0iUKBFysGikA/68Zs0aD74iEfGaYsWAIUOAjh2BFSuANGmArl1N0DYeeDdmzfbuDcyYAdSpY663s2U5v3M4FuSUZ581tWuPHjWrrV57LV6bJiIiEvyB2VOnTNYbe0Kw6ybn/3nymD5H6dMj4Bw+fNg6iXhDoqZNkWPECKTavRvhjRvjSMeOuPzYYyHTJJiZs7Zff/Xl1oiIBK7u3btbwdnoWrVqhdZspx4Nm31t2LAB77zzTsR1PXv2xJNPPolffvkFKVKkQBJ2a3TADNtgrTEbbHNZEafTXD/8EOjRw5Q1SJsWaNky3oNXr54JzPKAO79K5coVtYyBqzHfRImAt94y8eNZsxSYFRGR0OBSYPbnn4G+fYGvv4599QtXx1SrBrz/vumuGShy5cqFe+65x6MZLlwqmC5dOmXoabyM2bMRxhpfx47hQRZhTcC3wEDcvz791HwPYBLxb78BKVN677kDcbx8SeOl8dL+5V/vx2PHjuHUqVMYMGCAFUyNLWM2tvuxqdf+/fvRp08f5M2b18qEHTRoEDJkyGD9Pi7MpA0mwTqXFXEajz7wgMuAAcD06fzQMDWm4oEHM557Dvj+exNIZbyXBzriU8bAVreuCczyPXr6tJkrioiIINQDsyzozuSLmTOBp58Gxo8HnnrK1BXiEhU2+eRRUq5247KTJ580f1THjjWrZPwdv3Qk9uB6an7hsZ9DgSCNl4WRSJYxOH8eyJgx5Pavt982GRZsBj53LtC4sfeeOxDHy5c0Xhov7V/+936kPHnyIJOTEQtmxPI0btw4q5QBPfXUU1Zd2f79+1sZtteuXbNKvDjOhy5duoQ0gTCRc0Kwz2VFXPLqqyY4y+KwfEMkAMsZMDDL91b37pEZs/Gd3j7+uDkosn07MH8+0Lx5gjZPRETE7zmVBsE/jkym2LcP+OEHoGlTcx2XJXP+zgOtLJPJgu2rVwM7d5om9EWLev4FiAQsvnkcZ61cUjZ5snmzBTmulm3TxlweNSokXrKIiM/YtWgLFy4c5fqiRYvizJkzVskCBmWPHz8e5fdHjx61sms9xrGVu4dpLisSSx2C2bOB7NkTNDSsA8uDG3v3mgCtYymD+OJBEWIWroiIiN9y01zWqcAsj4BypYuzc/NHHwXmzDH3EREnsMjd4MEmMMtM2gR2yg0E775rspB+/z1q3VkREXEvZtfS1q1bo1y/c+dOKyhbsWJFJE+eHKtYdPW2c+fOYfPmzShVqpT7NoTPz6NyDz8MJE9ujvAzosM66926ATt2wFM0lxWJRapUkZcZVf3xR5eHiXM5O5DK5B027kpoYLZ2bVNvduNGkxgkIiLiFzw0l3UqMFu6dPzry4uIE7iWslMnc/mzz4APPgD++y+oh45ldRmcpZEjfb01IiLB6/HHH8ezzz6L3r17Y+7cudi4cSOGDx+OOXPmoHHjxla5gjp16ljXTZ8+HatXr7Zq0rIW92vuaIu+Zw/wwgumPsAXX5jJLAuNc90zm5HxbyAPTLJr/CuvAH/8AXfTXFbkLl80u3YFunQxl13EcrU5cpggKi8nNDDLJN6KFc1lJfqIiIjPeXgu61LzL0fMcmM9rtgS+555Jr6PKhLCatUy3XEZlGXHA9b+GjjQHIkJUjzYNGYM8M035jOF2fYiIuJ+o0aNsk7jx4/HhQsXrCxa1pd9lbUmwXJUHay621OmTMGVK1dQrFgxDB48OOE1ZidOBNjskpNUtm5/9tnYb8eaNuvWAePGASVKmL9/LVrAkzSXFbmtUCGTUbN2LdCuHTBpkkuTMlbm+uQToEIF0z4hoYFZatTIrKgaNgx4/XWVyBMRER/xwlw2LPxOrXhjsWsXwCbyR47Evh3spXPzJgLC6dOncejQIZcaaMQHh5hLAtOnT69mQxqvu+OkmGnw16+bIy5MJ2V6fJDuX/x8W7zYfB9gPJqxaU8K9PHyNo2Xxkv7l3+9H1n39eTJkx6fu7hNlSpmglqggGsR07ZtgW+/9cgmaS7rGv0dCJHx4ryTR8x//tksa5oyxWQAuYCLv1iRi/r1A3r0iP+Y8Xsl54hLlgAPPsgmhmrEd6fxEtf2L9F4uYv2L9fHS3NZN2TMcp58+bIph5k/v6n/IyJuxJRzfollxgKXk7GjXvXqQTvEffuaA08sa8bv78uXm+8DIiISBLgkwlXM1PNQUJY0lxWJRbJkwIgRQLNm5uAIl2hOnQrcd5/Tw9W/v8ly/fVXIFeuhI0y42d8esaJuYKUMeNp0/Q/JyIiwTeXdTkw+9NPJpPXLvIuIh7ATNmPPgLWrwdeeimoh7hgQRN7rlzZNHlgTTF+9t1zj6+3TEREPO7vv4Hjx4HChb12tF9zWZE7NAMbOxZo3Ng0pm3e3HTOc7IuAatvcU63YgVQs2bCR5mLAmbPBp57ztSa5VzxzTf1vyciIsE1l3X5XilTAvffH6/nEhFXPPKIKbBlL7lhqnpsNUSCAGtoM2s2c2aTGcGJ99mzvt4qERFxq6tXTRYe61cS1yjnzm3+CBQpApw44ZUB11xW5A64bGn8ePOFr0wZ03HaBVmymAQed7VIKFcO6NnTXO7cGbh2zT2PKyIi4i9zWZcDsy+/bIq7i4iX63516AA0bAjs3h2UQ8/Pse+/NxN61hFjWQO7gYSIiASBXr2Ajz8GEic2P7OeOuticb0yDz46W5AygTSXFbkLTsb4hY+RUD+oW8em16yocPQoMGOGr7dGRERCVi/PzGWdKmXAckO27NlNczEm7vEIZvRmvUzua98+XtsiInG5cgW4cAE4cwZo2tQ0BGO5gyDz+OPAqlVmydrmzcDzz5uyBgltCi4iIn5g4UIzieQyadaw/OMPsz65fn0gaVLTOchDNJcVcZFjwf8bN4BZs4A6dUwtWi9LkQLo2tXUhx4wAGjQwCebISIioW6hZ+ayTgVmY3tsZrbxFJ0CsyIemhyz5iyzZtkQrFUrYMgQoGzZoBvuQoVMnewKFYANG4AXXgC+/hpIndrXWyYiIgly7BhQvLi5zCKUnDSydg3lzOnRGjaay4okQO/epqvXrl1m/pnE5TYlCcbvwAzKHj5sYsTvvuv1TRARkVB3zDNzWafWphw86PyJdeJFxAOYNsqGDE8/bUobdOxoPgyCEJOBOf9nWbO1a4Hq1U3SsIiIBPjyaE5oicshHnrILMWibdsiL3uA5rIiCfD66yZFlZOyvn2BW7e8PpysDd2li7ncv79J4hUREQmGuaxTgVnWsnXmxMxdllsQEQ9hJ4WhQ4Fq1YCbN02Nk6VLg3K4eSBq+XITj2ZjMNYEZK1tEREJUOXLm1pcTZqYpRG1apnrR40C3n/fHIXzEM1lRRJ4xHzwYFNTj8uYhg0DwsO9PqTNmgH33msOtMye7fWnFxGRUFfeM3NZt1Rz58HTN94A8uQxS0xExIO4fOyDD8yHAKOWjzwStMNdujTw1VdAqlQmg/bNN008WkREAtCYMeZv1qefAi++aBoL0ejRpvs7M/F8RHNZkbvgii2+R7lsc/58YOJErw8Z54N2WZL33gP++cfrmyAiIqFsjGfmsvEuEMRlxazvM368KTfEv9GVKqnej4hXsEMuZ6Z16wJZswLnzgXtwD/zDLBsmUkSXrIEaNfOfB7yM0dERAKsXjqXQkS3ZQuQObPXN0dzWREXVakCXLxoGp9Mm2be02+/7dVhZJuFGTNMz5WGDc3CMc0JRUQkkOeyLmfMsoYsS1vmyGGWkzAo27Il8OefZvtYgkhEvICz0GzZIn9mTRNOlIMwpZQrBnggiC953Lio3bVFRCTA7NtnPsy5FIx1uvbsAS5f9trTay4rkgCvvQa0bm3SVx9+2Ce1ZufONdW9vvwSmDDB65sgIiKhbp9757JOB2bZY4iZug8+aJ6/YkVgwQJTXojB2Pvvj/c2iEhCXbpkMmi/+ALo2tU0BwsyLJfCkmbEl/r5577eIhERcVmHDiaY06aNqZn+999Anz7AE094fF2y5rIiblK/vpmI8X3rA4UKAUOGRM4JmSgkIiISqHNZpwKzDMa+8ILJMBg0CDh6FJg3zwRnRcQPpE5tik2zY+4PPwBt23o1+8hb2rc3n3/EZI1r13y9RSIi4rSRI00tmn79TCTFbh7EYpGnTpn66R6iuayIm7ELl41fEjdu9OoQcx74/POmMWzt2qY0iYiISCDOZRM5m6VbuDDQuzfQuDGQJUu8nktEPKlcOfMhwaVlrHHCWiNBVnuWpQyYNctSKidOmJrbIiISICZNMku+eHroocjrn33WZBpwXbKHaC4r4iGHDwONGplad1u3enVOyFqzjA/zuzEXjImIiATiXNapwCxLFvCP3ltvmZKWrPG+Zk1kcFhE/MSTT5oPCxalZlcEHkk5eRLBJGlS0wCMGKS9dcvXWyQiIk5hQ4Lnnov9d489ZpaCeYjmsiIect99JoOHZbQ4Qfvf/7w21Px+OnOmuTx2LPDVV157ahERCUV/emYum8jZGu+sy7V/vymnwJXSbMZTrJg5WhlkSXkige3RR4GPPzazVS4t++QTBBvGm9OlA3bv1iRcRCRgZM0K/Ppr7L/jwUT+3kM0lxXxkCRJTK07fjFkGS3WGDh40GvDXbVq5AH7Bg3MiioREZFAmss63fyL8uQB+vc3K1ZY752ZuwzMvvKKCRpPnw5cuBCv7RARd8qbF5g6FXj11ciirEGEQVlWaiDW2xYRkQDp4mgv87p501zHiSTXIXOCyb9ZHqa5rIgHJE9u6u4xOeDsWaBlS+D4ca8NNePCTNplz5W6dSM/XkRERAJhLutSYNaWOLEJxi5fbhLyWOd2717g3XeB7NnjtR0i4m58M3bvbhqCEdf8HzoUNOPM/mYsa7BuHfDTT77eGhERuau+fYFHHgFq1AAyZDDXsXsPIyqZM5uJrpdoLivigUa07HWQL58po9WiBXD6tNfiwnPnmjYLq1YBPXt65WlFRCTU9PXMXDZegVlHuXIBH35osmgXLTI1b0XEz7Ag9IgRpkD0hg0IlpJmfDnE+DNLm4mIiB9j1GTtWrOig0f4K1Y0jSvHjwc2bTLLIXxAc1kRN+GX1HHjzCSNJbVSpPDa0PJ7Mj9a7AzaL77w2lOLiIiX/Pjjj3jttddQqFAhlC9fHpMnT0b47eZXPB83bhzKlSuHwoULo0GDBjjATNIAmMs6FZjdudOJB0pkgsaOTci2b4/XNomIu/33nzl6cu0a0L49sHJlUIwxO/AyS+K778yqgatXfb1FIiJy13qU77wDzJ5t/hbNm2dq03g4gKO5rIiXMCA7ebLJnmUWrRe9+SbQsaO5zI8ZlvsTEZHgsGXLFjRt2hQPPfQQPvroI9SsWROjR4/GJ7d76jAoO2XKFDRq1AgjRozAhQsXrODsxYsX/X4um8SZGzHgyhOXhTA7926OHAEGDAC+/to0LXPW6tWr0a1bN2vA7+TUqVMYNGgQ1qxZg7CwMJQsWRLdu3dHtmzZnH8ykVDCNf/DhwO9e5sPjx49TEFodkMJYA8/DCxdCrz8smkC9tJLwOLFXv8eICIiceFqDWexRhcPHnqAt+ayIgIg+ncyzj25rNIur+VBzJbdti3yoP3WrSbBSUREAtvw4cOtbNgBnKABKFWqFE6cOIGNGzdaWbTTpk1D27ZtUZfFxgE8+eSTeO6557Bw4ULUq1fPr+eyTgVmf/kFaNoUyJEDqFIFqF0bKFHCNFBgpiyT8JiMx1qPy5aZAEm1auZ+ztq6dSs6d+6MRHzAO7h+/boV9b5586b1H8JzRsObN29uDTgDtSISR3C2Xz+TXs/ufQMHAufPm6M9Afy+qVzZ1Lt+4QVTV4yfPfwiHejBWTawmDTJ/PfkzOnrrRERiadOnfwiMOuNuayIxGLKFOCjj8xSzyFDTIFnD2Ii02efAUWKAH/8AXTpYqoriIhI4Dp9+jS2bdtmlS5w9MEHH1jn69evx+XLl63yBrb06dOjRIkSWLduXcICs16YyzoVmL3nHmDBAma0mrjOW29FxnG4jJiTWVvZssCKFYDDeNw10Dpz5kwrBTlVqlS4xQZFd7B48WIcPXoUy5cvj8iQzZQpEzp27IhDhw4hL7vRi0js+O2T6//Tpzd1UVgL5dIloFWrgB4xzvW//RaoWtWUfKle3XyxDuQMiY8/Bt5/3/TPGDvW11sjIhJPBw/6xdB5ci4rIndQtKjJlF2zxjRF4ZfouyTiJFSWLMCMGebgPae6L75o5ogiIhKY9uzZY52nSJECTZo0wYYNG6zA6zvvvIPGjRtbsUAmeebgEXgH/Jkr7f19LutUYNZWoYI5sbE7V6Swju7Zs2ZJGDMO2Izs/vtd24C1a9daUe8uXbrg7NmzEfUh4rJq1So888wzUcoWFC9e3HocEXECv4k2b24yZ0ePNt0SgkCpUuaLNCfhXL7G8gYsc+DFvhNuxYAs7d/v6y0REUmA3Lmj/sxi4CxZ9fTT5uejR4Hvvwdefx1ImdLjQ+2Juaw/YGIDV5F5Aptp2I+vlWkar3gFZvv3RyKmrn79NcJTp0Y4C8E6rNbyxD7GAyt8Gq4+atEC+Oknc4AmGOg9qfHS/uU/9H6M33gRg6ksRRBdlixZcC/rlTs4c+aMdd6pUyfUqFHDWkXPLFmWN0iXLp1VR5ZB2yRcNuEgderUCa8x64W5rEuBWRsnrk2awC0KFixo1ZblYI51Ii2MkfKXX37ZyrCdN2+eVdCXgdo+ffogszNFw0TEePtt82HCdtRBgsFZljXgMlVm0HLFwvz5CEjnzplz1TYUkaDBWgGMijKAaHfJZVeu+vWBYcPMB3e0ibinuHMu6w8OHz5snUT8Urp0SFevHu5jlHTmTJw6exan+AXWw1iyhCfi20NvERER/8E+UQzORteqVSu0bt06ynU3btywzp999lkrOOtYY3bChAmobX/Yx+Ju5VL9YS4br8CsO2XNmtWl2//777/4/PPPkTNnTgwcOBDnz5/HkCFDrP+8uXPnxnqU9eTJk/iHBRuj+Y+d6h0i957Cx7ZPovHyq/2LxUvt+/39NzBxoinGFcA1AMqUAb78EqhUictWw7B9ezgKFw689yPL/wJhOHyYRxV9VwY4UMbLX2i8NF7e2L8CVrdu5pzda20s5MruPDVrmsaUrEcpLsuVKxfu8VA6IPc5zreZRKGMWY1XvLHoa9asSDRkCHJ9+y1yPvIIwpkk4OF9bPt2kz3L79Cc5rKMSaDTe1Ljpf3Lf+j96Pp4HTt2DKdOnbJ6RjHLNbaM2eiY+UpP21mqt5UpUwbLli1DypQpce3aNWvlRWKHWuaXLl1CmjRp4O9zWZ8HZl3FYCpPU6ZMiRhg1phlKvOmTZusqHl0zKwdF0vV99KlS1sBXRYJdvzP88TOx+cgTWg1Xn65f4WHI1W7dkj0xx+4tXcvLrOlLUsdBPCquerVU2HRomQYMuQGJkww4xNI78d//+Ufn6S4eJHB2XPIkME3wZhAGS9/ofHSeHl6/2Jt/oDFOjOcjxUvHjNg07eva80VJEY2iKfmstzv7MfX3wGNV4LwSyvnFOPGIYzFnW/vs57cx554wnyP7t4daNnSLBZjxnwg03tS46X9y3/o/Ri/8aI8efJYsTxnD0A7Zs5GT7ZkLVkGZY8fP24lcdrYn8qtfag8NJcNuMAsG4QVKVIkStSbndZYS4JlDmILzNaqVStKd7boQV4+JgsHe4qd3cLn0IRW4+W3+xeP7rRti8R79iA9P1D4gRPL0apAwcTfRYuAzz9PimHD0iN79juP17//mmwKf3nJ7MlmO3s2XYzSNt6izy+Nl/Yv/8H3I0s4BSx+sMW1IiNDBvNBLCLB7Z13gJIlgYcf9uqc8Kuv2LXblLliKUAP5uSIiIibPfDAA1bd2RUrVuCFF16IuH7dunUoUKAASpYsieTJk1s9qZi0SefOncPmzZvRtm1bv5/LBlxglpHy6FFyFg/mKa6gFP8DoxcPptOnT0fUtPB0wJSPb59E4+WX+1fBgsDHH5t0AtZLadQImDCBh58QiDjnL10a2LAhzFq69uGHcY8X64Ezy5Zdudlsy52rHRJWysA4ciTMOgjnK/r80nhp//IfAT2PYF2Z6dPNkq/o2PyVf4dEJPg5BmU54dm3D8iXz2NPxyDsrFlAoUL8Em/KAHbt6rGnExERN0uUKBHatWtn1aXt27cvKlWqhB9++AErV67EyJEjrVIHderUsZqB2XHDSZMmWSVyXnvtNb+fy7ocmGUZShfLwroVa0jMmjXLqklhN/tiNzYGZosysiIi8cdJ8dSppn0tuwu++y4wfjwPUQXkqLZvz8Cs6cjLJWxxNUlkGZgjR8xl3r5yZfhVYFbNKkQkKHA1xquvAmXLms61nFCePGmWNzBa8vnnXtkMX89lReS2s2eBZs2sSVjigQMjO1x7AFeyjhkDNGwI9OljntaDCyZFRMTNXnvtNWul/OTJkzF//nyrZAH7TT3//PPW7zt06GAlMLDs6ZUrV1CsWDEMHjzYvTVmPTSXdbk9Gcs1MOC8YkVkzyBPYofZ7azaflv9+vWt0gONGjXC6tWrsXjxYvTo0QPlypVDQWVaiCTcffeZzFkGY0+fBoYM8c6b3QNeftnUETt1Cvj009hvw3KNI0ZE/szPU39w7lzkZQVmRSQo8EOZWQZ//snZM8DGPzyC9scf5qDgK694ZTO8PZcVkTjwy3K2bNaSpZTvvQfs3u3xKgqPPgpcuQLMn6//FRGRQFOjRg189dVX2LVrF5YvX47q1atH/I5B286dO2PDhg3Ytm0bpk6dinzuXo3hobmsy4FZLv3gahNm7jLgwfq2dqaZJ0yYMMGqEWtjluycOXOQLVs2dOrUCQMHDrTSmEeNGuW5jRAJNcxGnzwZqFoVGDCAa2cRiJIkAdq0MZf5Mo4fj3mbuXNNcrA/BWZZ69axxqwCsyISNOrXNxNHTmBZ8PG338yHMyMmXuLtuayI3GGiNniwqSfFpmCtWwO3y8x5Aqez9kfNjBn6XxEREf+Yy4aF251dXPTTTyapjkcb+Xe0UiWgSRPgpZcCp5i6XWPWlW5w8cEhZuFhNf/SeAX8/nXsGHD//QgkLAnw2GMm+Mov4CtXhiNLFjNe4eFhePxx4H//A1gjnAe/UqQw2arJkvl2ZV/GjJE/s1YuP/N9QZ9fGi/tX/6D70d2lz158qTH5y4ewUkiJ4ts2nC7I68vaS7rHP0dcI3Gy3XhFy/ixrvvIun+/QhjXxB+yeQKLg/46y+TNc+D4PxO/eCDCDjaxzRe2r/8h96Pro+X5rIxxXtW/NRTpi4j/7ixmDqDs1wWxj5B778P/PNPfB9ZRPzS11+b1PzFixFI0qUzWbD585skDJYv27gxMdhD8MsvTVCWt2E5gyxZgKtXgV9+8Z8yBqSMWREJCjy4V6OGiYr06uXRzDhnaC4r4idSp8YVls5iIVjW6mMjWpbT8oDs2c2CMFLWrIiI+MNcNkHpCgzGMmOWpRSYzcUMr/LlTaOdAgWYmeaWbRQRf7BrF3DrFtCvn+k4GECYKfvjj6Yb799/h6FatbRWWbM6dczvmzcHMmQwNbz9oZyB3fiLK/yIKyMYSBYRCWhbtwJbtgCsBzZunKllzm6LCxb47ENOc1kR/xDOTlz8XGCmLBsAONZ0cjN7tSmns8ycFRER8eVcNl6BWQY42KydtdrZ2ZJ/O2fONMGD2bNNHVwuHWawQ0SCROfOkTNZtrUdOzaguqbw82rNGmb2hyNNmnDcuBGGCxeAVKmAtm3NbfwtMJs7tympwHg4D86JiAS8J54AJk40k8Zp00xJg7p1TZkc/p1h8Vcv8NRclo1pixcvftfbnTp1yuqVwNuWKFECbdq0wYkTJ+L/gkSCAcsYTJhgsn5y5fJoVZV77jFzq9WrPfY0IiISjJ5w/1zW5cAs6/CUK2dWM3NCyzq3DHa89VZkTcaUKYEqVYAzZ1zeHhHxV6xf26pVZDctfoNlRy1GDQMEs2J5MOvw4XM4eDAcX31lDnhxWRuxzAFxBYAvX5ZdyoDby1USpHIGIhJUOFlkDSwuXWBNgVOnADZyffhhM6n891+PPbWn5rJbt261ugHfrX3D9evX0aBBA/z+++8YMGAA+vbti927d6N58+Z3va9I0GNdPB4xsf36qzly4kbJk5v3O7G/gIiIiC/nsonicyCT9XgYHB45Enjkkdhv9/rrwA8/uProIuL36tUDevY0R4YWLQK6dw+o4KwdY2Y2KjtyP/po5PVsCpw6tfkizi/qvs6YZe1bO2FEgVkRCRpclsCOiwy+cCUGoySsjcUPv88+M7Ww3n7bY0/v7rksA61TpkxBvXr1kMSuQXMHixcvthpfTJs2DZUqVULVqlXRv3//iKa0InLbd98BjRsDPXq4veaAvQiMHzlcOXXlikZdRER8M5d1OTDLZroMZvB5o2MjsMGDzWUGO1jPUUSC0MsvAwMHmiKoTOn0g+7a7sCXU7Jk5DJXfwjMMoBMCsyKSMDjKgumqz77rGkoyQY/e/aYySujoMw84Dknmx6sKePuuezatWsxefJkdOnSBXXs4uV3sGrVKjzzzDPI5pAVyJIGfJy8bH4kIkbatGaO+f33wIcfujURoFgxoFOnyApdXJnq6+avIiISmnNZl6MpDAofOBD777gkuHdvVx9RRAJShQrAnDlAixYIJnY5A1/WmbUDs+yDoYxZEQkaXG3Bg3lz5wJHjwKDBgH58sW83eOPAx06eGwz3D2XLViwoFVblhmzYVyScRd79uyxArCjR49G6dKlrfu3bNnSqjsrIg5Yr5mJAAzOfvklMHy42/ob8K06dKj5Xs1jJP/7H1CihKnYdfas/hdERMR7c9kkzgYqduwwl/m38LnnYk+QY2fbhx5y+rlFJNA5fghdu2YmzDw6lDkzgiEwy887J75je6zGrEoZiEhQYUYBu9c64t8OftimSBF5nV380Y08OZfNmjWrS7f/999/8fnnnyNnzpwYOHAgzp8/jyFDhqBVq1aYO3durMHdkydP4p9//olx/X///Rdx2VP1afm49kk0Xl7fx555xhwt4WnePJNF27Sp2567alVg506gdWs+fJjV2/azz8KtMice+ChyC70nNV7av/yH3o/xG6+Atcczc1mnArNc0jVlSmS/H2btZskS9TaJEwMZM5rOtiISgvhBsXQpsHmz6ah7330IRKzbzZIGPAC2datZ2uZtqjErIkGJE1nWiuSRr7VrI7st1qgBdO1qshA8xJ/msgym8sS6tGnSpLGuy5Qpk9UQbNOmTShVqlSM+8ybNw/jxo2LcT0zbhnQvXz5MhLzBXgAv0Dx8cmZjOBQp/HywJiVKYOkLVsiOWsOfPQRriVKhBs1a8JdkiYFJk0C3nwzCbp2TYk9exJbvVxSp76IZ5+NPPjhL7SPaby0f/kPvR9dHy/W5g9YD3hmLutUYLZ0aXMi9iQYNsw0GhMRicDW1j//bCKa/FbL4Gxsaf1+js2/ONdnlYa+fYElS/yjlMGff/oug1dExC2GDDERUnbasbFOF/9+8AOXqy2aNfPIYPvTXDZVqlQoUqRIRFCWSpQoYTUOY5mD2AKztWrVQvny5eMM8vIx0/OPhgfYmS18fAVmNV4+28fYXIU1ZidORKpjx8yyIjdPivi9+vnn+TEUjhkzwtCmTWr8+qt5Kn8SKO/JkyfN1wLW8/WlQBkvf6Hx0nh5ev+6cOECAtYQz8xlnQrMOmLtdRGRGO6/H5g6FWjVCti/H2jUyHRTYH2VANOrl2mmyARgNoLwdtasYykDlrChixfN9RkyeHdbRCR4/Pjjjxg5ciT27t2LzJkz480330Tjxo2tL6qcKI8fPx4LFizA2bNnUaxYMfTq1Qv53HmA7eOPzaS1e/fI63LkAEaNYsoowIxQDwVm/WkumytXLty4cSPKdbdu3bJOcQUN7r33XusU3enTp3GIkWYPZ7Pyse2TaLx8to/xwH+BAkDZsh5rPMumgCxnwESoAwfC0LGj+ejyN4Hwnnz1VWDjRlO/19flDgNhvPyJxkvj5en9K2B97Jm5rFN/0diRdteuyMt3OhUu7PI2iEiw4LpQrhUtWNCkfTZvbkobBBhmUdWubS736ePbUgapUkUutz182PvbIiLBYcuWLWjatCkeeughfPTRR6hZs6bVfOqTTz6xfs9l8lxa36hRI4wYMcLKZuDS+os8KuQuTJ2KJRvUwkBLXB253MCf5rJlypTBL7/8EqXZ1/r1663AbNGiRT375CKBjF/mWXPWDsoyg5b1/tyMyewzZpinY87B8uVuf4qQwDwNJqsG4FcBERGvzmWdCswy8Muai3TPPebnuE78vYiEMEYTx483xVqvXAHef98UxA4w3GzO+5ctMxUafFXKgOxyBgrMikh8DR8+HOXKlcOAAQOspfLNmjXDG2+8gY0bN1rB12nTpqFt27aoW7cuKlSogKlTp1rB2YULF7pv0LNnB376Kfbfsah39KKvbuTLuezhw4exffv2iJ/r169vlR5gEHz16tVYvHgxevToYf3/FOSBTRG5O2adv/ce0KAB4PD+cmfDwHbtzGU+hYKzrrNXK//+u1v/a0REfMdDc9kkri75+uGHeD2PiIQSpnmyne2AAcAbb5h1YQGGpWLefhuYNctkzTJA64tSBnZgliUVFJgVkfjgcvdt27Zh8uTJUa7/4IMPIrI12XjHsYYpa/Gx7um6detQr1499ww8C3j362ein/zbwNos/MBj8JfLwtzYad2f5rITJkzAokWL8Mcff1g/s4zEnDlzMGjQIHTq1AnJkiVD1apV0ZVNI0TEeUwA4MF/1vrj55ub18v37w98+63Jtq9WzSzN52pVu8yUxO3mTeB2PzerlIGISFCo6Zm5bLyK83zzDdCpU+TPDBhXqKCgrYg4SJaM3/qBxx6L2gUggLCpIrNmv/zS6jXhk1IG5NgATETEVWwoRSlSpECTJk3w+OOPW8vpWbqAWKM0UaJEyMEaWQ74s12/1C169zarKThp5YSWB+2YnsqGCU8+aSa0XuKpuWzr1q3xc7RlFgzA2kFZW548eTBp0iQrYP7TTz+hT58+VhatiDgpaVLThIXlPy5dMj0O3DxRSpkS2LABVp3ZxInN926WOmHvMbkz/pfYlDErIkGjt2fmsi43/2IzHB4tdCyrwG05cwaoXNlMdJ97DgGFNb1u8rCeh7Chhv0cAV3o2Es0XkE6Xr//jkQtWiC8Vi2EsyC2j7bVlfHKn9/Eltl4sXNnIHVqk0Xraf/9Z54rbVqTccDsXf7MjA0PflQF9v7lJzReGi9v7F/EgOmJEydi3CZLliwxmkSd4SQNDER2Qo0aNazascySZXmDdOnSWaUMGLRNYq/1vy116tTurTGbIgWwejWwciWwZg3AGqvMNChXzrRC99JnTDDOZUVCEj9TuEKL88rdu4EWLUxR2GzZ3PYUnIsNG8YSJKb/wG+/AUOHmsxZiZtj03XWmmVicwAuoBMR8cpcNiycs3wXlChhVomwV0T052TA4sgR08UyEDh2shURz8q4YgWyzp5tXT5ToQL+5tJYD3XUFREJdt27d491DtOqVSsra9PRkiVL0KVLF6vh14cffhhxPQO1bApWu3ZtqyEYszcdjRw5Ep9//rkVxA0mwTiXZQZuJmZueAC/Kpw7d84qb6EDdBovv9zHeFSlcWMesTLLjNg12wONT1jWgAdvmEnLp4p2DMxrAuE9yTj5I49E/rxzp+kN7AuBMF7+ROOl8fL0/nX06FGcPHnSo3OXQONyxixrxAwaFHsgmIXRX3sNASdXrly4x4Ndy7jznT9/3spK0R8DjVfI7l9FiljfhBMNHoxUGzfivtSpEc50VC5F8/Px4uErNoBgh15HnJDzi31cjRnjg98t8uQxl3kAzh6ekiXN5y9LqNWqBa8JmP3LT2i8NF6e3r+OHTuGU6dOWU28mOUaW8ZsdMx8pafZzcYByxksW7YMKVOmxLVr16zM+MRcr3vbpUuXkIbtyROCH16sBcPlxs5iXQEuS96yBZ4QjHNZkZCWMSOLOZulpFxJwK7YHvhuV7GiObCzebNJ1B040O1PEZQZs/bnrnobikhAKun5uazLgVnO7ZlJEBv+HfRyjMUtWFfN8YuIJ75I2c+hwIbGK6T3r9dfN4VT338fYatWma4ArA8WS3DB38ZrzBizmXPmmBqwrJ118CBQpYqpQeuuZa9cNczHZjaG47BUrQqwbCHrm731FrwmoPYvP6Dx0nh5Y/8iV7IMeACabrCLuYP/WDfldi1ZBmWPHz+OnA5dbZjRkDdv3oRtdIcOQKVKQNmywDvvAC+8EPtk8epVU0Ng/HgziWWQxUOCcS4rEvJ4tJyfH6dPu/bl2QWcBrH/QPXqwLhxpsyVB3N7giowqzqzIhKwOnh+LuvyOmJuD5PcuDzB0b59pnM5fy8iEieuARsxwhSaYkcFHkly7BDgpxgLYY2x48dN8JQnvhTGltmpl5/B7sCmjpQ+fdTrX37ZnK9YYZoQi4g464EHHrDqzq7gB4iDdevWoUCBAihZsiSSJ0+OVTxgFvFZdA6bN29GqYQuCWD32u3bTaFGdq/NnBl45hlTsJH1IFm0sUwZk/HGg3esDbljh7neQzSXFQlSPAjlGJT96y/g+nW3PsWLL5oGYJwHjh3r1ocO+oxZEZGAVNPzc1mXA7MDBphABJcicGUys8X49+/RR831XBomInJHpUubI0hcIssu1MmSBdyAMeNqyRIzQefBMWZPsP53QjEbl5hY7KhYMYCJbIxhO8RORETuilm27dq1w8qVK9G3b19s3LgRAwcOtH5u2bKlVeqgTp06VjOw6dOnY/Xq1WjUqJFVwuQ1d6zrz5EDmDXLfDNnXRhm6vJo1rRpjA6bNLRevcxRf9aHuZ3h6ymay4qEAGYN8UszU1zd2DmVH1fdu5vLo0ebxlYSd2DWXpSqjFkRCWg5PDuXdbmUAQMD7AzOujoMQrDwOZuQcds6dgSyZnX1EUUkJDHdYPp0IHv2gF03ylIDX3xhar4uXgy88gqwaRPw4IPuD8zys55Zs8zO4HO99FLCtl1EQgsDrEmSJMHkyZMxf/58q2TBkCFD8Dw7yFqrtDpY5UqmTJmCK1euoFixYhg8eHDCa8w6euABs7yKJx/SXFYkBPz7r4kOfvcd0K+f+cLspqazPF71+OPmOzEPnHM6++qrbnnooAvMFioEsK/knj0mjpHE5eiDiIgf8dBcNl4fjewrwWwDEZEEcaxdyA5b7GzFNab58gXMwDLZl3VnWWOWNb6ZQcvgbHxrjsVVyoDswOzSpSb5w4OlsUUkCNWoUcM6xYZB286dO1unUKC5rEiQY5cufmHt2hVYtsys0mKdQDfUy+f8a/ly4M03gfXrTaCWSUoseaW5WdTA7GOPmQQyluFiT7aEJC+IiASrJPHtGr5xI3Dtmoml0K1bZokts2iZzSsi4pL584EpU8w5o4+sjxIg2KiLZQ2eegrYu9dkTaxcGb8KDXFlzBJL2bB0zalT5osAfxYREddpLisSAnjUvHdvc5o719QHbNLEbatav/8e6NEDGDoUGDXKHJRnYq5EBmaZaPDwwyZrliuAFZgVEXFDYPbbb81RQcdePQzO2gcfWdZARMRlVasCX31lilA1a2YahD35ZMAMJMu4fPmlKZ/LA1RM/mVfM3cGZrn8iyUMWLaG5QwUmBURcZ3msiIhhN2z2amL0VNOzhicdVNzQVbiGjIEeOghoFEj0yC7XDnNz4hDTkxUZq4FA7Oc4sexaENEJKS5XGiHpRRYEnLBAvPByqZjDEY0bmx+z2UdIiIu4yH1SZOA4sVNJ8E2bYAffgiogWS9sYEDzWUuZ7txI/6lDGILzNrlDIiBWXvFgoiIOE9zWZEQw2YAPOhPK1aYYqdu9O67ps8YV5Ay5suVTaHOzphlHPyRR8xlZsyKiIgbArM7dpjVIFyqywOQR44A1aqZeErdukD//q4+oojIbalSmRa3zz4LXL8OdOlijvwEkIYNgXvvBf78E/jss/hnzMZWY5aqVDGlEw4eBHbuTNi2ioj4DX7ms1mPF2guKxKCGD3t3h2YONEjHajGjTOZs8ePA++8Y4K0ocwxMGtXJ2PGrIhI0Loe/7msy4FZZoCxmy0VKAD89lvUg5G//BKv7RARMViYdfBgs2afs9oPPwSOHQuY0WHQlA0gaNAg1yfmdyplYMeuK1eOzJoVEQkKDJawI5cXaC4rEoJYd4+ZRZxI2U6edNvDc8k+2yQkT24qc40ciZAWW2CWTcBCPWAtIkFsYvznsi4HZnPlMpla9MAD5kP30KHIeAqbKYiIJAhb2rJ7wttvAz17AvffH1AD2qKFCawyM8DVhN+7lTKIXs5ARERco7msiGDGDBOodePyo0KFTBMw6tYN+Omn0B1nx8Bs/vymHi971HC1rYiIJDAw++KLwHvvmSOB991ngrNMaGOwlks4cud29RFFRGKRKBHQvr3JnLXxyE8AHGpnGYLmzc1l1px1pRbs3UoZEIeEw7N9e+SBMhERcY7msiIhjnPJrVuBq1dNT4M9e9z20E2bAm+8YcrYvvkmcPYsEOqBWVaOYJkHu5SMiIgkMDDL+rJ580YeDRwwwHQIZ4B26VKgc2dXH1FExAms18ICrvwQcnPTBk9gOQMuZ9u0CVi71n2lDChTpsiOv0uWJHBDRURCjOayIiGOR7eHDAGKFAEuXgRatQIOH3ZbxYQpU8z3Za4qbdQoNJu1OgZmqVQpc/7jj77bJhGRoAnMMouLH6izZpmfX38dWLPG1FJkA/UGDTywlSIiLGjNjgrLlwOdOgHXrvn1mGTLZuLIdtasOwOz9Mor5lzlDEREXKO5rIggRQqTacRUTh7851KnEyfc9hkzb55Zvv/FF8CCBaE33tEDs3ZCgSvJCiIiocLlwKxj0OGvv0zzrwcfNJmyTz/t3o0TEYnAD5jhw00xax4dat3aZDn4McaPmZTxzTdmxZwrNWbvVMqAatQw5+vWAf/8k8ANFREJQZrLioQ4duyya/H9/bdpEhDPjtrRFS9uyv9Rnz4BUYnLo4FZO07ARuF+Pn0XEQmMwOzChaa7Yo4cpsh51qzmjw8zZkVEPKZsWWD8eCB1ahPpZCEvN02gPSFfPlNfjAYPdm/GLL9DFC1qJvquNhgTEfEafivnB9rdTuyU40Way4qIJWNGYMIEc6SG5QzcuNaerRJ4oJ3NYD//PHTGmxXHWL7Xjn3b81Y2XuTvWOZLRCRgpPX8XDaJq3fgcgwWNH/8ceCDD4B77zWZs/xjU6UKsHq1iZ2IiHgEo5GTJ5uM2T/+MMW77Am1H+Ln85w55jNy716gQIG4b3v9euRE9m6BWbucwbZtwLBhwMsvm+8WIiJ+5bXXTNFFP6K5rIhEwSwjziU5qape3W2DkyGDCc7yO3PfvqYEIFdS0eXLQKpU7v1/YCZqypRA4sTufdz4bIfNzpi1yxl8+qkpZ1Cxok82TUTEL+eyLgdm+/UzHcFZ19Bx29hIgV1ue/ZU5qyIeBjrgX38sVlyRixv4KcKFgReeAH46itg6FATU75btqyzgVnGpCdONJkY/B6xcqWZkIuI+I0ZM+BvNJcVkRiYzsmTjZHTJEkSPMds2xYYOdKU/+NBIfYba9bMfF9m0LZ/f9MsNqFYIuCpp0zzWR6w94cyBqyx6/jaHAOzIiIBY8YM/ytlwAQ11kaPHjDmz2xo+fPPbtw6EZG4cPI8bZopbXDPPX49TnaNsZkzTYYAs2aZ4Pv117EHZlmpwZlsh+zZgRUrIhvZ1KplloiJiEjcNJcVkbsW/OcXXmYc3byZ4KxZBkvtIC0P2H/3nSlFxdYJpUqZz6SEYgIAN3XqVN/PBaPXl7XZDcB++snve/iKiHhVkvjEQg4ciP13bGTJ0gYiIl4R/QOHkU5GPIsV86v/gDJlTNMDNupiuRcbA6nr15ta3a7Ul3XE+y5bBlSqZM67dAFGjHDzCxARia/y5WO/nkf0WXyQR5h4xIprfL1Ec1kRuaP9+4E9e0yaK1NaGaC1axAkIGuW5f+Iczb2IOCcjdUTOG1duhSoUCH+/y87d5rzs2dNDVdflhaMKzDLhuGcup88aZK5OD8WEfF7XpjLuvwXZsAA4P33Yzab2bAB6NXL+QY3IiJuxRkei3gxdd8P10hx6RZLGTBrlsvXOPlmDS6WhmEjYDtBw9XALDHoyzq2xObC7F0hIuIX2KDxzJmYJ17Pwttz55qjVM8/n+DMNGdpLisid8RIKQOyDMYyYjpqFBAeHu9BYw8Azs+eeAL45BPgm2+Ahg1NMJXf91k1oXZt4NixhAdm7exZX4orMMsYBues5IdTdRERn81lXQ7MfvghcOMGUKMGkDkzULgwcN995kOWRwHffTeyKRmX14qIeAVTR5kewA5anTrFrBPgY8zQ4mbVqweUKwcsWGAyBxhEZeMuNv2yM2bj89n56qvAc8+Zz+dBg9y++SIi8bN9u0kJi+3EAtk8IrVkCbBxIzB2rFdGWXNZEbkrRkyZdUQ8+s3eBglQt67JIeC5XRKQ36EZRGXd2X/+MVm08SlDcOkSsG+f/wdmHcsZKDArIgFju+fnsi6XMuAfDp5ERPwKmzMwJZVtbzkjZWo/Z4Y8euWHmD3BlQds1MAlZ5yMM0Abn4xZxyaM339v6ot17w7kyOHWTRYR8Qx2j+3Y0SwtsIsxepDmsiLiFC5r4vImFoP96CMTaeSEzY1SpDAH65mky34BrJrg6gF2VlxgQi/nj9zcX38FjhwBcuaE3wZmWcqLQWj2VxMRCfW5rMsfhdOnu/wcIiLewY5ZjE5yJvjZZyZQyzTURo1idiz0A2wCtmgRULWqOcjGAG1CArPMxOWEl1kILCvjpeQzEZGEK13aawWyNZcVEaexxgCjnQzM8sODX75ZU9CNHnjA9LN94w0zf2MmbevWzk9d7TIGJUqYsggsMciFY02bwu8Cs2x+xnkup+dbt5ptFhEJ9blsvKuY80PfLqvA06lTwJ9/mro5IiI+w3pgPFplz0Y5keayAj/FYOoXXwBJk0bWmk1IGRjGpWnKFOD4cfdso4iIx/FDkLVYvEhzWRFxCg/wt2hhJlduDsra2DPGTrJiszAetHe25qwdmGVVrxde8H05A8axKbahYg5F5crm8oQJ3t0uERF/ncu6HJhl/RoGgnkEjDVms2Qxp6xZgXz5gAYN4rUdIiLuwxSDxo2Bzp1NKYNSpfx6dKtVMzXD7Ya/8c2YJdaZZZfba9dMkDYBvSpERLyHNbrY1dYLNJcVEZfnlezWxYYBtitX3D6IrJgwerQpb7Bypcku5QKwu2HpAjswyzklrV5t+hf4W8YscXpOXPF78KD3tktExF/nsi4HZrt0AXbtAlq2NDW6GABgctqjj5q/WayZKCLiFxiU5ezPXgvGGSqbg/mh114DZs8GHn/cNPKKL75Ultkl9qlgkxsREb924gQwbBhQpYpXnk5zWRFJEBZIZf1ZO1XVTXiAvk0bs8T/iSfM6lRWUmBZW65QjQ0PwDtmzLIx9/33mxUBa9bALwOzLF/ArFk2L2fpBhGRUJ/LulxjlrUL+UWfSyx4RG/5cmDIEKB/f9O8knUSn38+XtsiIuI5XFbAb+MMzjKVNCH1AjyEE2939JTgZzGzLnjQjC+VfdG6dXPHFoqIuIhRhrgwtZ81Vzi5TJnSdC30As1lRSTeGAllDaqzZ80X4smTTdMAN3rkEVOFi9+v+/UD5s0zn1uLF8esycqPUAZtWSKA9+MBembNsuoCyxl46XiXS4FZYpMzZgWzbC8vq2GtiITyXNblwCwLdRctai4//DAwcGBkOYVWrYAePeK1HSIinsUi2Nu3WykEqRixnDgRyJgxaEe9QweTHPzee+aUPDnQvr2vt0pEQs64cXH/LnVqs+SLKWG9epmON16guayIxBsjn4yY8ovvjh1mGSmXKDmWOXADfrf+4AMTZK1bF9izx6yu4lT2nnsib2dnyz70kCmBQEzmZWCWpQIY2E1IiSxPBWaffjqyYS2TzEaN8trmiYj43VzW5VIGrCvLZRWUPz/wzz/A6dPmZ27PX3/FaztERDyLLW/ZCCxDBiT64w9Tg9buthWkmCXbp09koFadyEXE627divvEb++MNkyaZNbeeonmsiKSIMyKYiTxwQdNuiobg3loTskM2Z9/Nk919Cjw7rtR+wc4ljGwMZjLQC2/s48dC69zJjBLzJQlJh0H+ZRcRALZLc/PZRPFp4M4a8GwhAKbfWXIYJrWEJcjZMoU720REfEsrvGaMgXh/FZ+6JCZ3R4+HNSjzgN3nTpFNhXmMjgREb905IhXnkZzWRFJMEYdmUXFTFl+MWZw1s5e8sBTsQkYS1OxbOCECXcOzLKswfvvm8ssbcVVAv4YmK1Y0QSe2Udt5EivbJqIiF/OZV0OzHJJBZPNatY0BcpbtzYlF3LnNmUN2GsnvlavXo3ixYvf9XZt2rTBQw89FON06dKl+D+5iISGPHlw2XEizeAsP9SCeMUd64CzmTAP6vEz+rvvfL1VIhJS/vsP+OYbcwQ/tjbh/HDiWlZ2kvUCT85lRSSEsKYAS2Nly2ZKZs2Z47GnYilBzueIB9x37EgcJTBbsGDU2/NzzM6avdMqXF8GZjlHtbNmx4+Pu8GZiEiwz2VdrjHLD/jdu01JHXtyy9UcrA/DlcFdu8ZrO7B161Z07twZiThDvos//vgDb7/9NqpXrx7l+pTcEBGRuwjPmtUU3+I3cR7VYlvYIMaJL6s4cHK+aBHAj84VK4CyZX29ZSIS9LgqoVIlYN8+8zPX4/LoEOtf0U8/AU2bmuiCY+FED/LUXFZEQhDnlExhZUOwZs08+lSctq5aBXz5ZRheeCGNFczkZ1n0jFnHrNm33zZZsyyJ661as84GZunFF4HChc3nMcsusGmtiMjdXL9+HTVq1EDhwoUxaNAg67rw8HCMHz8eCxYswNmzZ1GsWDH06tUL+bjU38/nsi5nzFKWLGbpgY0TWHZ95BEvFip3dUCnTJmCevXqIUmSu8eJr1y5gsOHD6Ns2bIoUqRIlJMzQV0REQs/NBmtZD0YL2Vp+RI/XpnIUbkywMUFzz9vOv6KiHgUu9MePGhSvD780BQStDvFsoEOO8BwIlu/fmSEwQvcOZcVkRDHVVjssMpoqJ05xewqDxxo/+QToHz5cFy6FIZ33gmzniZ9eiBnzpi3t7NmmYnqzVqzFy+a8zRpnHtN9p+E0aO9X3ZBRALTuHHjcODAgRjXMbbYqFEjjBgxAhcuXECDBg1w0f5Q8uO5rEuRzK+/jn0JLDs/MgsrPtauXYvJkyejS5cuqFOnzl1vv3fvXty6dQsPMkotIpIQnDE6BmV37TJLFIIUu/Wyxmz58mbSXKWKOcAnIuIxTEPt3Nk0KODElplly5aZn1kEm1kMP/xguhOy/reHeWIuKyISgauw+vY1R3kYoHWzjBnNVLVjx8iltMyWZYAzOsdas4wd/P67/2XM0quvAg8/bFZ2sTKEiMid/P7775g1axYy8gPxNgZfp02bhrZt26Ju3bqoUKECpk6dagVnFy5cCH+fyzodmOVBQE5ao78mdofkNrz+OtCli+sbULBgQau2LDNmw2L7ixJLGQNm1k6cOBFPPfWUlbrMmrP//POP608uImL76y+zRowT6QULgnZcuFyXf0eefdZMnF95JfYyOSIibsH5Gbtt2Zimevq0iRZw2df27cAzz3hlsD01lxURicDu3KwXxZoDjIaGh7t9cBhw7dnzKpYuDccTTwAtW8Z92zffNAfi2WCLGbQ896QbN4Br11wLzPL1MNZBLLtw+bLntk9EAtt///2H7t27491330VWlpK5bceOHbh8+TLKMwPptvTp06NEiRJYt26d389lnaoxywwrLi1o187U4XKUI4fJ5OUSMH6QPvecWSLrLMfBdAYDs/zPSJo0qZWqfOTIEYwaNQrvvPMOFi1ahGRsVxnNyZMnYw3c8nFsrEfhKXxs+yQaL+1fvhXn+/Hee83MlUFZHv06d850zHLigFGgBmcfeYQBiTDMmhWORo1iv60+v1yj8dJ4eVJAziX4DT1Dhsif7cv16nk1NcqTc1kRkQicXA0YAHTrBixZYlZn8YPHA/NJ1mflwaY7YaW/mTNNHVcuDONKXNam9XS2rCuBWapd29SX5Wphng8d6pHNE5EAN2XKFNy4cQNNmjTBt99+G3H9oUOHrNKmOTipc8Cf16xZ4/dzWacCs+zkyCNsI0bE/vtUqUzdmr17zaTXk5NZNv1iWnKpUqWsn4sXL478+fOjZs2a+Oabb/BSLH+d5s2bZwVxoytdujRatWplRdYT2zWBPIBfovgc5ExWcKjTeGm8fLZ/NWliHdxJxgJe48fjxt9/41rz5mZWG4SaN0+OHj1SYsiQW3jttQuxvky9H12j8dJ4eXr/Ym3+gGZ/7jZo4NWn9ae5rCewzNdNDzWy5H5nP77msRov7WNOYGZV9+5I1K8fMHs2wtOkQTgP9vvoPcmVtbNmmVVSDNLyAD3jxcxuZWlE9rRxF+Y1pE4NMFeK80pnP5b4MkaONM3KGOfgyq6qVd2zTfoM03h5kvav+I2XHUw9ceJEjNtkyZIF9zJpKpr9+/dj0qRJmDFjRoyETJYySJEiRYy+ValTp054jVkvzGWdCsz+9pvpkXM33K6OHeFRefPmtU6OWM4gXbp0VjZtbIHZWrVqRUlpdsyY5SlVqlRWmrOn2NktfA5NaDVe2r98667vR2Y18A/ByJFIvGgRUnDWyvIGHjx44yvs0Dt0aDj27UuMNWvS4+WX4/f5xc9+1i3jqj1XsiOCkT7vNV6e3r9YKytoil57kT/NZT2BjXF5EhE/kTMnMr7yCrLOnm3NKf8+dQpn2IHVhz1v40oa4ypcd7Kfx9XHZaKb4za6e7tExL+wJAGDs9ExebJ169ZRrmMwt0ePHnj99ddRtGjRGPe504oyZtL6+1zWqcAsuyOmS3f322XLZop2exKzYhkgKFmyZIwMkgyO6cUOGG2PLeJ++vTpiB3B0wFTPr59Eo2X9i/fuuv7kYfrebCGzRu+/NIU9OZShSDDz/UWLcyKuyFDwqzAbGxDcqfxYi10Zl8QV+zVrft/9u4DOqqqiwLwDr33Ir1JkSJNOkgTARsqUkR6RzoCAtKlI0gH6R1RpIig/hQRFBEREAVBpPcqvUP+te9lQhKSkIRMy+xvrVmZzLzMvNy8mdw579xzXLDjHk7v9xovZx9fXifkNxaX7oInzWWdIXPmzEjByIsTcJ595coVkwThlcefi2m8NGYBChWCX8qU8Js+HdlWrEAWduyOYBm/qDzGmGvwySe2dAuTzfi+uHix7VGWPr3tZ8NSLk9j61abgZsli21SHlFcFMLKYtu3c2WsbdgYQqXCCNFrUuPlTDq+Ij5eJ06cwPnz5zFkyBCT5RpSxmxwbPZ16tQpTJ069bGSpPw+ceLEuH37tllJEHg1/PXr15GISwQ8fC4brsBspky2jjmXFISF20TB/5owLVmyBCdPnsTXX38dMOCsGXHr1i1T1kBEJMoKd/FNfMkSu/41muLJSNZU3LIF+PlnoGzZiP08V+k5fPWVArMiEgJ+0g+ercD1s8Fv4wSX62CdwJPmss7AbBBnleXihx7H4yswq/HSMRZBbAzDiOgLLyAmo59ufE3apmFBb2OFBeYesIwLE3p79gQGDACCrQYONy7quH7d/nxk3pJYZoEn/IsUsU0Z2fCcweSnofcwjZcz6fiK3HhR1qxZkTJlynD93Nq1a03Zg+Axv71792L58uUYOHCgCcoyVpiJk76Hjh8//tiKe0+cy4brLZdnrVjrhW/cob1JM2g9ZQrrtiJKcVnWxYsXUahQIfN9ixYt0KhRI3Tu3NmUKGDG69ixY1G1alVT0kBEJMrwEzzrhDkmvVwiwXa2LEYYTTA7jAkcU6faICszE8K72uPXXwHWXOfwcGi+/571fWw8W0TE4BuMB3DnXFZEfBgnScGW5JoUVQ/pX8C2LSwZ0KWLnQtyFRVXQy1aZEsLRJSj2s7TlLZiDGXWLFsTl8kDbHb+xhuRfzwR8X4DBgww2a+Bde3a1QRd27Zta74OHjzYBHCbPKz9evnyZWzduhUdO3b0+LlsuAKz/F8yYwbw9tt2UpshQ9D7T52yy2H//NMugYhKkyZNwrJly0z9WCpevLhJXx4/frypPcFivjVr1nz6wRYRCUngTAS+wbH4FbvIhFAexVuxniLf4xlYZd1ZdusNTwLG4MGP/ldt2sSC7MC33wK1ajl9l0XEW/DTtQdw51xWRCQAa0F37WpTQQsU8IiBYbMu1uBmQljLlsBPP9lEsL17gbhxI/ZYjh47T3uSnuW12PZhzBg7z9yxg9l1T/eYIuK9srO0YDAsg8BypgUevpfWr18fo3g252GJJzYKY8kXxgs9fS4brsDss88C06bZLAOewWKt3Rw5bJfFQ4fsGyU/xI8bB5QoEfmdYYHf4EV+hw0bZi6BlStXzlxERFyGSxJWrQLOngWaN7fRy0DLJLxZrlzAzJlA48Y2YMH3c8aewwrOMrti5Uqb8MFlbywFNHKkLWegwKyIeBpXzWVFRMLEN6KDB4EOHWyKas6cHjNgdeuaigsmQ5VtWGbPtpUYXJ0x6zB8OLB5s61by6piTAJ42nqzIhJ9denSxZR3mTZtGm7evIkiRYpg+PDhUVNj1snCvYbi3XftGyOXFLCz7eefA19+aevR8I3yt9+A1q2du7MiIm7DZmDTp9tg7MmTQLNmthhhNMH6YjwZyMAEs8W4CCGM5pYB2bJ8/2dg13EikrHrW7dcs88iIhGhuayIuF2vXsDzz9sIZtu2wLFj8LSTWB9++CgwGqjHjssDswzCsjkZ+3szOBu8Pq6I+LYVK1YESeKMFSsWunXrhs2bN2PHjh2YMWNGiJm2nihCxW2YXcA3Ry5ROHcOuHjRdq6dPx9QeVcRifbYtIFrYRmJ5Bsg13v98QeiCy4V46/H4Oz48UDfviFvx3g0M2Mdny+IddhZi4z/H1h3VkTEE2kuKyJuxe5WY8c+mkuyhgpXY3mQFi3sSiiuJmCtWXcFZonlCxyriNkEjBXFRESim0hXHWfzNJ69EhHxKSlS2EJcPBvFKCQn1FxOEE2wVrqjviKbgbG2V3As3cNs2tdfB/Lnt7expAFrN5IjaCsi4sk0lxURt2DUkjWjMmd+VOCa2U4egj1u2QyMhg61vcrcFZh11JvlQjXOPbnCKxINz0VEPJpntIMUEfEmnG2yxixbd9++He1miCxLw6Asdenih88/jx1w3+nTwJw59nr37kF/zhGY/fpr4O5dl+2uiIiIiPed6OeZ8LRpbUHXTz+FJ2GsmElYf/8NLFvm3sAscXi4Ipm909ioNqpx3sqa4yIi7qDArIhIZMSLZ1NH2SmmevVoN4YsUdC5s73erl0CE2wl/rqMRZcqBZQpE/RnypYF0qSxSR9sDCYiIiIioXjmGRucZbetrl09apiSJGFjbnu9fn0bpGXNVzY/X7/e9YFZPh7LJ3KFFr/26QPcuRM1j81ebMmT21VjIiLuoMCsiEhkxY5ts2Ydzp+3XRHD6prlJVhnlrW8GjXyx/37fqbJF4OtjjIHzJblNoHFjAk0b26vjx7t+n0WkfC5c+cOqlevjh49egTc5u/vjwkTJqB8+fIoWLAgmjRpgoP8tCoiIs6TJYudNDES+ugN2SNGnI1gWfKFTV25OIxZpX/9BVSubPsSHDkCXL8etNSBswKzxKSA/v3tda7sKlrUNiB/WsuX29+DAd8TJ57+8UREIkqBWRGRqMA0UnbXZQtbds7ykEn102BWwrRpwCuv3MXt23544w07MWe/Cl4PCYeA8eqffwZ+/dXVeywi4cEAbPCgK2+bNm0amjdvjtGjR+Pq1asmOHuNtbRFRMQ1vvgC+OijiBV2dRIGZffuBbZvB/btA/79187zeGJ+7lzbmCtRInti/rnngA0bnBuYpd69bUOyVKlskLhkSTtcT1NCa+NG+5VTdwZnRURcTYFZEZGoEDeu7YZFnK3yVL4HTKqfVqxYwIwZ11Gx4qNAc7duNmgbkvTpgXr17HVlzYp4nj179mDevHlIznWbDzH4OnPmTHTs2BENGjRA5cqVMWPGDBOcXbp0qVv3V0TEZ5w8aSdP//sfMGSIR5zkZwC0cGF7Uj5HDtuz7JdfgBdeCLodA7gVKwI7dtjvGbB1BgaF69a1tW853+RUm0PFcloHDkT88fjzmzY9+p5TeA8YdhHxMQrMiohEFRbh6tvXRi1XrAC4TDiqCmC5uZwuGz+89JKd+PLXDIujNu2SJbafhYh4hnv37qFXr15o1qwZ0rLhzEN//PEHbty4gUqVKgXcljRpUhQvXhybAn9iFRER5+HZ7cGD7TyS6+tZ2N8Do4QlStgSAvfu8cSeXf7fqtWjBWTOzJgNHDBesMAmGLP+7datQKFCwPffR+xx9uwBLl4EEiSw811+//vvztprEZGQKTArIhKVuMZ/2DC7np/dERilvHHD68eYpc/WrLFZBZy4hqVgQRvEZRYCqzqIiGdgqYK7d++iZcuWQW4/fPgwYsSIgYwZMwa5nd/zPhERcREWcOV6fZo3D5g1y2OHniUMEia08eQpU4DvvgMyZLDZss8+65p9qFWLJxdt/zQGiZlNG5F/W44yBmxo++abj7JmRURcKZZLn81DPXjwAPfv33fa47OhhuM5/IJ3yxGNl44vl3LJ67F8ebMULQbX/P/6K/yHDIH/gAHwpfH64AO71I3ZDPx8EbinRXSm93uNlyuOL2LA9PTp049tkzp1aqRJk+ax2w8cOIApU6Zg9uzZiMPW2oGwlEG8ePEQi7VLAkmYMKFqzIqIuOMkP6OMLGvArquMdNau7fF/h6pVgUOHbD5C0qSue97MmW3yAIOz7G/AhrVMJAj2ry7MwCx/luUZPv8cWLjQNsANz8+LiEQFBWYBHD161FxERKJMnDiI1749npk9G8dffBH3du70qcFNnRr48Ud7XY3dRaIeSxKElM3arl07tG/fPshtDOZ+9NFHeOedd1CYxQJDCPiGhpm0IiLiYiygyk5a7MI6YoRdjpQ7t8f/GbhgzJVBWQcGURcvtvVwWdbgww+BTz8N+2f4ry9wYLZ0aSBdOuDUKWD16kcZtCIizqbArDnLlhkpUqRw2iDzA8+VK1eQJEkSZcxqvHR8uZlLX48sdlWzJpIFfp5bt55cCyCajBebMQwfDrz2ms2c9QV6v9d4Ofv4OnHiBM6fP48hQ4aYLNeQMmaDY7OvU6dOYerUqabObODH4/eJEyfG7du3TWZ8TK5Nfej69etI5KwOLiIiEjaWnWHmLAuqekFQ1t2yZAHmzLEJx2PGAM89B7RoEfr2bBbGICyDusWL24a3771ns2X5OArMioirKDD7MBsk8AeRqMYPPo7nUCkDjZeOL/dy6+tx7Vq7LI3NHFxVfMuN48WALHuhrVxpe6DFj49oT+/3Gi9XHF+UNWtWpEyZMlw/t3btWlP2oFixYkFu37t3L5YvX46BAweaoOzJkyeRKVOmgPuPHz+ObNmyRfFvISIi4cJ5V5cu9quEy+uvA1272uAqG5Ix85X1b0PKiXBky7KZmeP+xo3tz379tQ3c5sihgRcR59P6NBERV2BdSHYTOHvWZkD8+We0H3cmDLPuF2uNMSYtIu4xYMAALFmyJMiFgd2KFSua66+++irixo1rArgOly9fxtatW1GqVCn92URE3CVwUPb6daBTJ5+YQz4N9uAdNMiWVVixAsifn0kCsR/bzlFyi2UMHPLlA6pVs9N25lKIiLiCArMiIi55t40BTJgAPP88cOUK0KaN7VAQzT9LOJaBLV/u7r0R8V3Zs2dHgQIFglxYBiFZsmTmOssV1K9fH6NGjcKsWbOwbt06NG/e3JQwqVmzprt3X0REiKmfP/1kgrMxVMA/VFwI+9FHwG+/2dK8Fy74oWHDhGjd2iYLOASuLxtY9+7268yZwLlzOvRExPkUmBURcZUkSYCJEwFmoLHWbMeOwLp10Xr8a9SwX1nO4P59d++NiISmS5cuaNSoEaZNm4auXbuaoOzMmTNVY1ZExFPwpH6BAuYEf/xu3Vhvxt175NEYlGUjsG7dbIPLqVP9wIo+vXvbxGP2z2QQN/jCkAoVYLbjVH38ePfsu4j4FgVmRURciYVWuTbqpZcANuHp2dOus4qmypUDkie3GQe//OLuvRERhxUrVmAY13s+FCtWLHTr1g2bN2/Gjh07MGPGDJNpKyIiHiJBAmDsWNOnwO/iRaBtW1siS0LFxl5sRLts2TU884w/9uwBBg+2w0hs+pU48eMrvhxZs1zsxv5rIiLOpMCsiIirsejVkCHAW2/ZIlbsLhCNf1U2ASOVMxARERF5ytVXEybgQYYMwMmTNjh76ZKG9AkqVLiHP/6w2bLt29sGYX36ADNmhLw9p+js0/vff6FvIyISVWJF2SOJiEjEas726mVbwVaqFO3LGcybZwOz/frZzIPTp23vil27bMldNmlIk8bdeyoiIiLi4VKmxM1PPkHsLl2AQ4dstJGpnRKm1KmBjz8O3yCxxAGDt6xLy+l6vHi2d2/gXmwiIlFFGbMiIu7C2R1LGjBIS3fuAIsX2yzaaKRqVSBuXJsYzESP9OmBIkWARo2AUaOAadNsk7Dbt929pyIiT4eN04qxOGEETJgwAblz59bQi0i4+T/zjO1bkDMn0LmzRs4JGje203Q2DGOAlivATp3SUItI1FNgVkTEE/j723TSkSNtK9m7dxFdJEoENGjw6HvGoVOlAsqXtyvwkiWz9WdbtbLDICLijbZv327q9PpH4I3sn3/+wRR2WhcRiaisWYEFC4AcOTR2TsCkgu+/t60heH31aiBvXmD69GiXQyEibqbArIiIp2TPsqRBrFjAmjXABx8AN28iupg6FTh/Hrh+3fY8YzOwDRvsyrsvvrBLxubMsZNfERFvcufOHUybNg0NGzY0TdTC6/79++jVqxdSpEjh1P0TkWjMseqKfv/ddrZS1DBKh5cJyRzaokVtOd8WLVizFti7Fx6JK9BWrYpWOR4i0Z4CsyIinqJKFeDTT20hq82bbTopC7BGk7hzypS2oXDw+lz8tR0B2W7dgI0b3bKLIiKRsnHjRkydOhXdu3dH/fr1w/1zs2fPxvXr1yP0MyIiIeJ8kTVnly0Dhg3TEqQoli8fsGWLna8mTAhs2gSUKuWZ/Xu58I5lF4YPd/eeiEh4KTArIuJJOMubNAlInNh2xmKngQsXEN2xQ27Dho8qOoiIeIsCBQqY2rLMmPULZ2eYI0eOYPz48fj4448RJ04cp++jiERzLOLfp49N8Vy6VM3AnIALIpg9u2cPwFLizJ59+21bg9ZTsF0FV6DRV1+5e29EJLzCv95KRERc4/nn7dr/du2Af/8FOnUC5s6N1q1g+asNGgQsWmRLHDBhuHRpd++ViMiTpU2bNkLDxBq0vXv3Ro0aNfDCCy/gr7/+euLPnD17FudYAyaYe6wNE+hxnYGP67iIxkvHmPuF+pqsXBno1ctOqBidY5F/drDycVH9HpYpk419s7TBrl1+aNXK3wy3J0zTv/2WpcPsjuzcCRw/7o8MGSL2GHrP13g5k+YTIVNgVkTEE7HL7owZdlkaL54w23MyTnSZNctfe+hQYOVKd++RiEjU+/zzz03G7OTJk8P9M4sXL8YEFuUOpnTp0mjXrh1u3LiBmCzW7aQPUXx8Cm9GsC/TeGnM3HqMVaiA2GfPIi7fX8aNw+0YMXC3Rg34Mme8JhnznjkzJmrUSIT58/2QPPktlCp1D6lS+SNXrvtImhRuMWtWAgCPVmEsW3YTDRrcidBj6D0sYjReER8v1uaXoBSYFRHxVBkz8hN80MYO/EcWjZe9du/OiS7wzTfAH38ABQu6e49ERKLOqVOnMHLkSAwdOhTx4sUzGa+OLC5ejxEjhrkEV6dOHVRig8hg+DO8JEiQAEmdFAlw7B8fX4FZjZeOMfd74muS3anu3zdnuhPwhE6ePEDx4vBVznoPe+UVYMQI2693/Ph4GD/e3p4kiT9j4mjQwLV5Ff/9B3z3nb3+1lv+WLbMDxs2xEe7dvEj9Dh6z48YjVfEx+vq1asR/KnoT4FZERFPFvgD+v79QMeOQP/+0XaCnSsXUKsW8MUXtncFSxuIiEQXv/zyi2n41aFDh8fuy5cvn8l+bc+i28GkSZPGXIK7cOECDh8+bK47M2jKx3ZcROOlY8z9nviabN0auHYNuHgRKFLEJ1ZeueM9jDVnOVX/3/8AVps5fhw4fdrPVJBgksGUKbb5rSssWQLcvg3kzw/07Oln+sCtWeOHu3cjntOh93yNlzNpLvE4Nf8SEfEW8+ax0KANzq5fj+iqZ0/7lcHZf/5x/fP//jtw8qTrn1dEor+KFStiyZIlQS5NmjQx9/F67dq13b2LIhIdMADJVM7Bg4HYsd29N9F6mNkKYvVq4LffbGCWQ85GYQyUFihgg7au+phALAvG+rc8l8fExJ9+cs3zi0jkKTArIuItevcGuJSVp7579AC+/hrRUaFCdnnYgwfAm2+yiYHrnnvUKOCFF4Bq1Vz3nCISvR09ehQ72YUFQPLkyVGgQIEgl2eeecbcx+sRbSQmIhIqpnI6Vl5xUjV2LLB7twbMiVjqm/3XtmwBcudm+RqgalWAiyRu3nTe8x48aAOwDBTXq2f/7NWr2/sYNBYRz6bArIiIt+A6JHbFYhMHTrAHDgQWLEB0NGkSTBfZv/+2E9rLl53/nKwT1rWrvf7nn8qaFZGoMWnSJFMjVkTEbThfZEolS6UcOKA/hJMxY3X7dqBtW/s968+yChnrwDrDwoX2a+XKdv5MTHIgBWZFPJ8CsyIi3nYqnpmz7ChAn35qo5gPGxtEF1myAGvXAqlT24ntq68Cc+bYzxRMFI7qZp5DhgAffmivx3/YI0FLv0Qkolgfdtu2bUFuGzZsGPbt2xfqzzRu3DjM+0VEnlrNmrb46JUrNlrINffiVAkSAOy99u23ABdD/PUXwMo1zpiyO8olBK6G8/LL9mMDkxwOHYr65xSRqKPArIiIt+E6Ja6JatfuUXrnvXuIbthEmBNNNhr/+WcGL2zdLCYMv/aabXAQFf74A/joI3t90CCgeXN7fdOmqHl8EREREbdHCceNA3LksDWi3n/f9i0Qp2N5rFWr7MK3FSuAMWPs7VwNxrYRXBnG+rSRxRIJv/5qr1es+Oj2ZMmAMmXsdT6viHguBWZFRLw1OMtI5bBhtjBqNG3swHqz7HPGDADWyuLkNWFCdpm1ScP37z/9czgyY6tUsQHacuWC3i4iIiLi9ZIkASZOBDJmtPWaeIL/0iV375XPlDYYPdpe794dGDkSyJvXxsqZhFCypG0idu1axB+b9Wy5kix9eht3D54oTf37A4cPR8EvIiJOocCsiIg3e+klmwVBXBvFdf63biE6KVIEWLzY1sj67jtg+XKbdfDll0CbNk+/JGzHDvuVtb+obNlHmbSuqG0rIiIi4hKpUtkSWGnS2I5RjAayb4E4HZOUa9Wyi9wYnGVs/Nln7W2O3mz58gE//hixx92wwX6tUMHmbQTGeXKpUnY+++67tn+wiHgeBWZFRKILFmBlQzBmQFy9iugci2aTA3acnTYN6NkzagKzhQvbr+nS2YwDBnx/+eXp91dERETEYzC1kpmzLOTPGlGcUInTMWg6fTrw3HO29iuDs7t2AV98YRMPsmUDjh615Qj69Al/ENURyC1f/vH7uKCOc2aWBWNmbb9+Ufs7iUjU0LuwiEh0UbAgkCgRsHMn0KoVcPEioisuzZo61V4fPhwYMSJyj8NJL5sxBA7MBs6aVZ1ZERERiXYYBeQSpEqV3L0nPldNgv0hT52y81dHw1mW6mKQtmlTmxjAngcsrfWkvpBcJMeAa2iBWcqa1QaEiRXQ2FxXRDyLArMiItEpMMtoZYoUwD//2C5WnPlFU82aPQrIfvihzZ6NqD17bF0uZhLwM4qD6syKiIhItBY37qPrp08D48errIELsAIZk5WDY27FjBm2fBfnpWzoxak9A7ih9fjlNmyG+8wzQK5coT/nO+8ALVvaoG+jRtE6d0PEKykwKyISnXBWxtPiXI/P9VCMXrKGWDTVrRvQo4e93ro1sGRJ5MoYsMlY4LpcjozZrVvthFdEREQkWuIZaq60mjPHnvF+2uL98lTY8JbZs8yi5RyU81w2B+NtYZUxCF5fNrhPP7UfE1jbNip6NIhI1FFgVkQkusmc2Z5yZwro2bN2sh2ZNq9eYsgQmwXAxgn16gFr1kS+vqwDJ67MZuASsd9/j9r9FREREfEY7Kjatq2N7PEMN5uDidun8t9+C8yeDSRLZueiRYsCffsGTRhwNP4KrYxB8Ezd+fOBWLFsXdsFC5y3/yISMQrMiohER+y2y7X9efPawCzXR0VT/BzBzxDMMGDN2DfffFRvK7KBWT6mI2v2p5+ieIdFREREPMnLLz/qpjprls2eFbfiXJRlB1h26623bDmDjz8GihR5VMLA0aS2QoXwPWaxYja4S4zFHz7svP0XkfBTYFZEJLriKfaZM21hKYf79xEdsbvtvHn2c8WNG8ArrwB//hn2zzDDln3SQgrMBq4zqwZgIiIiEu29/TbQoYO9znqzS5e6e48EtjrZV1/ZLFfmXTBQW7o0UKeOXdnF2/LkCf9QMf7O0ghXrgDFi9uatiprIOJeCsyKiERnXK/kcPkyUL8+sGoVoutKPH6GKFUK+O8/4KWXgL//Dn17lt69etX2vghpQusIzHKZ2KVLzttvEREREY/QsCHQtKm9PnToo7Xy4vbs2Vq1bFCWU3kmF6xYEf76ssE/GixaBOTLB5w7B9Sta1ebnTjhtN0XkSdQYFZExFcwarl/P9Cvn52RRUMJE9q4M5t5sbxupUrAvn1hlzEoUACIHfvx+7lUjJNWludVuTURERHxCewMxShgzpzA88+7e28kkJQp7Qqxb74BMmSwt1WvHvEhypoV2L4d6N/fzoG//tpWP5s61QZ9RcS1FJgVEfEVLFTF7lg0ahTw2WfRcu1S8uTA2rX2s8Tp0zY4O3KkrcvFCSizDcKqL+sQI4bthOvoZMsSCSIiIiLRGtMvu3UDpk8HUqRw995ICF591a4K27jRJjlHdqUZczU4Hy5RwpY2YFsKrjg7etR5YSI+39atTnt4Ea+kwKyIiK9gpLFzZ+D99+33bA72ySfR8tQ4MwoYnGXG68mTQPfuttnBgAG2rhabJTwpMEtc3sWsgvPn7ecTEREREZ+YMyZI8Oh7LkdynNkWj5A4sS27xT4LT4Nz5Z9/tkkI/JNv2OCHt99OaMp9RTU+5osv2v1W6QSRRxSYFRHxtSwI1g5jpJJY8Z9ppGz1Gs2kTg2sWwd07GjrcbVoYZsccFJYtSqwefOTA7Osw/Xhh/Y6s27v3HHNvouIiIh4hPXrbWplu3a2QL9EOwzudupkG+dmyuSPAwdimj93VGPSBEuEcT4dTauqiUSKArMiIr6odm1g0CA7E9u5065fiobSpgXGjLH1uFg3i58tKlSwwVn+ykwIeVL5tMaNgWeeAY4fBxYscNWei4iIiHgALjViWiUnTlx1pVTHaCt7djvXjRHDH/Pm+WHu3Kh9/NWrH13XnFrEQwOz69atQ7FixSL0MxMmTEDu3Lmdtk8iItFWtWp23dLEiT5TQ4zNwdgwgcuo6Lnngq7UC0m8eMAHH9jrrFN76ZLz91NERETEI3CiNH48kCOHre3E4Oy5c+7eK3GSsmWBnj1vmev8U4fWRDei2NYicGCWeSG7d0fNY4t4O48JzG7fvh3dunWDfwQa0fzzzz+YMmWKU/dLRCRaK12aa5Yefc8iU//9h+genGWpNNacnTw5fD/DZggZMwKHDgHvvAPcvevsvRQRERHxEEmS2BP5GTLYjNm2bYHLl929V+IknTvfRqVK/rh+3TbR3bTp6R9z1y7b9yF+fODll+1typoV8ZDA7J07dzBt2jQ0bNgQsVjML5zu37+PXr16IYWPZHmJiDgdi6526QI0bw6cOROtBzxRItsIjM0HwttgYeVKG9Rl3do2beyZfxERERGfkCqVPaPNIv6sNdu+PXD7trv3SpyAlc5YBowryxhMrVgRGDbs6foFf/ut/Vq5MtCsmb2+cGG07EEs4n2B2Y0bN2Lq1Kno3r076rM7SzjNnj0b169fj9DPiIhIGJgSysn2kSO2QRi/SoBChWyvNNalnTEDGD5cgyMiIiI+JH16mzmbNKlddRUnjrv3SJwkXTpg61bbQPf+fZY3AF55xQZqI8NRxoCP8frrNumBHzW4WE/E14U/RdVJChQoYGrLJkmSBONZuyYcjhw5YradPn06/vrrryduf/bsWZwLoQ7OvUBdyCNSQiGi+NiOi2i8dHy5l16PYWBJg+nTbdfdw4fN6Wz/cePgny6d3r/waDI5ejQ71/qZCert2/7o0wfw89Pxpdej82kuISIiHtEh6ssvfaY/gS/jCjM2ACtf3iZIf/894zcAq0nWqhX+x2GVNC7Mo+rVbTmDmjWZbGfLGYR3BZv4tlu3bmHy5MlYvXo1zp8/jyxZsqBly5Z4hR/QwM9ltzFy5Eh8++23uHHjBsqVK4fevXsjTZo08HRuD8ymZcvsCH4o4eDWqFEDL7zwQrgCs4sXLzZNwoIrXbo02rVrZ/5oMZmv7yTcZz4H+Tk+vYvGS8eXW+j1+ATx4sHvk08Q/8MPEeOff+DfvDnu9u2LyyVK6P3roUaNmC0QDyNGxEP//n44fvw2hg+/aTJpdXzp9ejs9y+WgBIREXGrwEHZW7eAr74C3n3XLiuSaIXhC1Y5K1PGZs9u3w7Urm0DsyNHAlmyPPkx1qyxWbd58wJZs9rb3nvPBma/+AIYM8Y22xUJy4ABA7BmzRp06tQJ2bNnx/r169G5c2fzGbV69ero168ffvjhB/To0QPx48fH6NGj0bp1ayxZsgQxPPy9ye2B2Yj6/PPPTcYsI+XhVadOHVRi1eoQMmZ5SZAgAZJyOYaTODJl+RwKzGq8dHy5l16P4cD3Q67V79wZ2LEDKfr2RYwFC+D37LPO/wN5CdbZypjRHx07Msk4Lq5fj2MyCmLE0Pt9ROj1GPHxunr1agR/SkRExEn4OZfzxd9+A44fB7p3f7SMSKIV1pv95Rfg44+BIUNs0jT7L3zwga2AxtIEzLBlNmxYZQwcWLeWi/WOHbMB2tatXfe7iPe5ePEili5dikGDBqHWw3RtJloePXrUlDnNly8fli9fjrFjx6Jq1arm/jx58qBatWomWFuZxY09mFcFZk+dOmVSk4cOHYp48eKZoKrjQx2vMwoeUiScqcshpS9fuHABh7lc1wWZrHx8x0U0Xjq+3Euvx3DgzGrCBPj36IG7CRIgXo4cev8Khku6+K+lQQNg0SI/MyHlOUMdX3o9OpPmESIi4jH42fbNN4Ft22ykjpOh9993916Jk7CkMAOzLEPAePyGDcDgwfbiULIkMGcOkCuX/f7AAWDVqscDs1yw3LUrTJID+zawIVjs2PrTScjYX6pu3booW7ZskNuzZcuGVatWYcuWLSYWWJ51Nx7KmjUrcubMiU2bNnl8YNaz83mD+eWXX8wfpEOHDiYizsswpi0B5vpEFiIXEZGoETcuMGIEbnfp8ij7Qa1Tg6hThys57Mq9qVOBvn118ImIiIgPYXYaC+/TzJm2KKlE+4a469cDy5bZmrOBs2S3bAGKFLHB2c8+AwoWBM6ft9mxLIcQGEsksO8wc+UWLXL5ryFeJFOmTKaUQTp2pXvo/v372LhxownOHjp0yJRJZQJnYBkzZgxIxvRkXpUxW7FiRVMfIjBGx2fNmmVu94aiviIiXiVWLHtKm1gc6sMPgdy57UxKKwCMt9+2mbKtWjFjwA9JksRBt25u/auJiI958OCB+YDiDFyd5nh8ZWxrvHSMuZ9HviZr1IDflSvwY1+XcePwIEEC4K234Ak8crw8WETG6/XX7YX4L4jVLNq0AX7+GWjbNmjsftIk+5Ei8L8q5oBwzjxggK0z641linV8RW68iAHT06dPP7ZN6tSpwxXbYx+pgwcPmpqy69atQ8KECR/bhredO3cOns7jA7OsGcF6EoUKFULy5MnNJbDff//dfC3AUzUiIuI8P/1k1yzxcuWKXcPkbbMnJ2nZEjh7FujTh7HrBEiZ0t8syRIRcdV8mRcREbcpUACpK1VCym++Afr1w4kzZ3CV69rFp7D+bEj++89egmMrIEc7oF27nLtv4ll69eoVYjZru3bt0J4148IwY8YMTJo0Cc2bNzflC9auXRvqiQRPb/zlFYFZDvayZcuwb98+d++KiIhvY80eFoP65BO73ojBWa7dd2TU+riPPuJSLX+MHeuHFi1sHS7WnxURcbbMmTMjReAu6VGc3XLlyhUkSZJE2WYaLx1jHsCjX5MFC8KPDa/XrUOOF18E8uZ19x559nh5oKgar4MHbUZshgzhC+ayzmz+/MCaNQATrr2Fjq+Ij9eJEydw/vx5DBky5LHSA46M2bB+fsSIEZg5cybq16+Pbg+XKSZKlMiUPQ2OtyVm7WsP51GBWUbFg0fGWUPWUUc2JI0bNzYXERFxgbp1gSRJgP79bSV/dojnezSjkD6Oc9fRozkktzFzZlzwXxObGHDIoopjmViWLFH3mOIbbt26hcmTJ2P16tVmMpwlSxa0bNkSrzzsxHH79m3TYPXbb7/FjRs3UK5cOfTu3VtlorwEs0FiOukkGT8EOR5fQQ2Nl44x9/P41yTrzTZtipiBakG6k8ePl4eJqvHKmTP827Jf3IgRwK+/2pq0U6YAL78Mr6DjK3Lj5WjOlTJlynD/LEsgsGzBihUr0Lp1a3Tm6s2H+Fhnz57FnTt3ECfQ59Ljx4+jRIkS8HSen9MrIiKehYEcZs3yn97GjUCHDsCNG+7eK4/A+evIkTfRrBnrJwH169sz/1GFfdiyZgVWrIi6xxTfwIYJCxYsQKNGjUyz1BdeeMFMaBmIpX79+mHlypXo2rUrhg4dir1795pJr6MOmIiISLgw6BI4KLt7N/D33xo8CRVjc5zbskHYoUO2Ji1XnXlBaVBxoeHDh5ugLIOzgYOyVKpUKdy9excbWHLvIZZJ2L9/P0p6QUkVj8qYFRERL8HlaePH2zqzf/0FHDkCPPecu/fKYz6PsAvtzZvAwoXAO+8Av/zy9Kv5Tp60TcaInW5r1IiS3RUfwFr9S5cuxaBBg1CrVi1zW+nSpU1N0tmzZyNfvnxYvnw5xo4di6r8NAQgT548qFatGn744QdUrlzZzb+BiIh4JQZl2Q2KS4imTQOyZ3f3HomHYp3ZPXuA3r1N/zjMnw/w3DFXozFIq2Rn37Z3717MmTMHZcqUQeHChbFz586A+5jdzZ5TnLeybu3ly5dN+YLRo0cjb968qOQoYuzBFJgVEZHIKVrURiBZa1ZB2ceCszNnsiGP7Zn26qt2eVY4GoyGit1q796117//nkvTgRDKMomEWF+rbt26KFu2bJDbs2XLhlWrVmHLli1mWRmbJwReEpYzZ05s2rRJgVkREYmcbNnsUh9G3Nq2ZcceIH16jaaEKFEiO9+tVw+mXwObgTVqZG9jEjYX6/EjB/s6JEyoQfQla9euNWUQfv75Z3MJjEHYbdu2mZq1XPXFGrTclkkILMul5l8iIhK9BQ/I/vOPjRZmzgxfx4YHy5YBXD1z4IDNcF23LnINDS5ftvW2iEknrBzxww9A9epRvtsSDWXKlMmUMgjs/v372LhxownOHjp0CGnTpn2sAUPGjBlD7JYrIiISLpz0cIUVo2zsBsViotOnA6lSaQAlVMWLA9u22WxZtrXYscNeaPly4PRpmwAhvqNdu3bmEpaECROa1WG8eBtlzD4sIswPKM7CaL3jOVRwXOOl48u99Hp04ngdPYoYnHD7+eEB1yDlygVfH6/kyYFvvgG4EvzPP4F33wUWLbJB24jgZxiW+mSScqlSwKxZdnmXtzRGCI1ej5EbL2LA9DQ/mYTQyTZNOFKzJ0yYgIMHD5o6XevWrTOT2eB42zkVeBMRkaeRNCkwcSLQrJntYMrMWZY1YDNZkVAwEeHDD+3cedMm4M4d4OxZ21uO8+AqVex9ItGBArMmlnDUXEREJPJiXr6MzLFiIe7Ro3hQvz6OdemCm3nyaEgBfP31o2GITP+LChWAH3989H3jxvZroPJK4mNYQyukbFZmE7Rv3z7Mn50xYwYmTZqE5s2bm/IFXB4W2okXb1j+JSIiHi51alson8FZLiNi49hJkyK3jEh8Chfhvffeo++vXwc+/hho1QooUUJliyV6UGDWvNgzI0WKFE7NcLly5QqSJEmijFmNl44vN9Pr0cnjVbQo/D74AH47d+K5CRPwYPhwoEwZ+IqwxoulB9h3iXVi69a1n0dixnzyY86dCzDOxtparLXFhEmWbGM5AwZrCxWC19LrMeLjdeLECZw/f97U0QpeesCRMRvWz7Pu1syZM1G/fn1069bN3J4oUSJThzY43sa6XSIiIk8tQwY7+WneHEiWLHyTIJFg+vYF1q8HWGaUGbPs5cDsWnfw97fz9Hz5YphVbSKRpcDsw2wQdnJzFn4QcjyHShlovHR8uZdej04eL8dyNa49+uknxGTgZ+BA4GGnd18er5deAubMAd5+2/a+uHnTfh8rjP/EDMIyts2YWevWQPz49vZy5YClS4GVK215A2+l12PkxsvRnCtlypTh/lmWQGDZghUrVqB169bo3LlzwH18rLNnz+LOnTuIw84aDx0/fhwlmI4iIiISFbJnt+vQGaQNawIkEgoeNgsW2MSErVuBPn2AYcPcM1yrVnEVmx8KFkwQUANXJDK0Pk1ERKIWC6h+8glQrRo7DAG9ewMbN2qUAbzxhq0xy0nlwoVA7drA7duhDw0Dr/v22Xh3y5ZBHyd4iQSRsAwfPtwEZRmcDRyUpVKlSuHu3bvYsGFDwG0sk7B//36UZPc6ERGRqJIly6OgLFMO16yxZ6JFInAIsf8CMYGBh5A7sPYt/fFHLFM+WSSydJpKRESiHifczJRlYwcWVX3hBY3yQyxnwMzXd94Bli0DypcH8ue392XNCnTp8qjk2ogR9it7qgVeUf7KK6bHmjk7f+wYkCmThldCt3fvXsyZMwdlypRB4cKFsTNQcWJmdxcoUADVqlUzdWsvX75syheMHj0aefPmRaVKlTS0IiLiHDyRv3ixPVPNVVbhWZ0lAqBmTVtn9rPPgIYNGRwFwtH7NEoxY9dh9Wq7PyKRocCsiIg4B5dcc5LNlFBHLUxmRpCPT7xfew345hugRg3g11/txWH7dmDJEmDzZnvhynL2yAiMZURLl7b1tbh8a8IEnx9SCQObe7EMws8//2wugTEIu23bNlOzdujQoaYGLbctXbo0evfureZfIiLiPAUKAF98YS88A92mjUZbwu3TT22N2d27bYMwJjLw40fy5EDZsva6s3BR4O+/P/r+228VmJXIU2BWRESchwHYwA2KWFz15Engo498vukDa87+9pstR8AVfLdu2eVYzKJliV6WMKBGjYBnnnl8aDt1soFZ9tFgqYPBgxWclZC1a9fOXMKSMGFCDBo0yFxERERcgmWvrl2zZ5k5R0yUCGjQQIMv4cIVaJ9/DhQrxpPQ9uJQoQIwc6ZtmOsMnKdfvcq5tz/8/f3MczMXhRXdRCJKgVkREXGNI0eAqVNtFJKTcAaAAjUa8kV589qLQ5489ow/V/Y54tpdu4b8syyFwExZxtuGDrUTwX79XLPfIiIiIlGCExpGuNg8duxYG5x96y0NroQLy4HNmweMHw/cu2cX57GsAcvmP/+8TVzIl89muDJXJKoyaR1lDMqUAf799wFOn46BH38EXn5ZfziJODX/EhER11XqZ9HU2LGB9ettyueNGxr9QOrVAwYMePQ9P5fkyhX6ELVtC4weba/37w/MnavhFBERES/TuLEtFEpDhgD/+5+790i8LLbPoChXkrEM2K5dQLlyNg+kY0eYVWpVq9q+Dt27R81zOgKzxYsDVarcDagzKxIZCsyKiIjrcF3RuHG2uxVnNKwldvmy/gKB9OkDtG4NJEsG9O375KHp3Bno3dteZ1CX2QIiIiIiXoNLhNq3B95+217XZEaeQo4cwA8/2Bq0hQrZrFpmz9KoUcCqVVEbmH35ZTv5jorHFd+kwKyIiLgWC0FNngwkSWKr9bdoAZw9q7/CQ/w8wuG5eBEoWDB8w9KjB5AyJXDwIPDll94zlEyYvnzZtxvBiYiIyMMJECc0LAz6yisaEnkqMWPaxXk7dgB//mnLGzia6bJ/w4kTkX9s9oXg4zkCs+XL30Xs2P7491/gn3/0h5OIU2BWRERcj8Wepk8H0qSx0cTAbU0l4PNJeCVMaJdqEftnsL6WN+DSshdeSIwLF9y9JyIiIuJ2LP7J9EaH8+cV6ZIow4pqhQvDzDvZ04F1ZyODQVkmdadObSu1JU4MvPiivU/lDCQyFJgVERH3yJ7dBmc/+gioXl1/hafEJmDsl8G6Wt4wKWSfjy1b/HD+fAyz3ExEREQkwOnTQPPmwPvvA4cPa2DkqbFR7uLFdr7MmrR16gCXLj1dGQNHIoXjo8yKFfpDScQpMCsiIu6TPn3Qzrv//Qf89Zf+IpGQPLmtTevImvV0TJR22LjRnXsiIiIiHodpiCx7xcgZg7MnT7p7jyQayJkTmDXL9iL+6iubQbtlS+QDsw4sj8yE7w0bgG3bonafJfpTYFZERDzD9eu28UOrVralqkQYG4HFiQP89BMbEQBlywIFCgB58tiJKCtILFjgGQN74MCj69xfERERkSB1mtgwlius2IugbVu7Bl3kKb3zDvDzz/bQYjJ2uXJA//7A7duRD8xmzQrUq2evDx6sP5FEjAKzIiLiOVX6U6Sws6IuXYD//c/de+SVCchNmtjra9bYSScTkPftg2lIsGcP0KCBXcblSYFZ1uq6fNmdeyMiIiIeJ1kyYMIEO8E5dszWbbpyxd17JdGkF/H27bacAevFDhhgs2c5dw4LF/c5GnzxMQLr1cuWNli+3JYWEwkvBWZFRMQzxIsHjBplUz05Q2Lt2aVL3b1XXmfkSGDKFGDaNGDJEhugZR0tZqW2aGEbg9WvD6xa5TmBWX9/vydOhEVERMQHsVHspElAypTA/v1Ap07AjRvu3iuJBpImBRYtAj7/3B5mf/9tV5uxzAEvrEXLKhrsi0APHgBjxtjrOXLYQzKw556z2bg0ZIiLfxnxagrMioiI5+AsaNAgoGZNG0HkrGb2bHtdwl2SjdUg2C+Dw/jSS7ZTbJkyNmDLZVaMe3PiyICtu2vMJkxo/7abNrlvX0RERMSDZcxog7OsOcslNteuuXuPJJpghiuzZhmUbdrU3sZ5Mi+ssjZ5MvD888AXX9g59cCBdpv33gv58Xr3tl+5/d69LvolxOspMCsiIp6FlfN79Hg0O+IStnnz3L1X0WZoGed+/XXg1i371V0NChwZs2++ecd8VQMwERERCRVTFBmc5ZIgpjeKRCFWU5sxw5YqOH7cXr77DsiSxdahZfD2hx+ABAmAqVNtTdqQMIhbo8aj/BKR8FBgVkREPPP0NdcOdewIpE5tT1FLlCUl8yx+xYp2aVbVqsDu3a4d3Lt3gSNH7PV337WB2d9+A27edO1+iIiIiBdhN1NG0BxYSJ/ry0WisKxxhgz2wjnyn3/alWhUogSwc6ctDcaPKqFxZM0uXBi0dJdIaBSYFRERz8VOVV9+aZs+OKisQZSU812xwnaTvXgRqFLlUWkBVzh6FLh/H4gb1x+lSt1HunT+Jljr6HIrIiIiEqavv7arq9ifQHNDcWKJMJYCO3cO+OUXIGfOJ//MCy8A1arZue6wYfrTyJMpMCsiIp6NlfcduN5dTR+ibKL57bdA/vzAqVM2KfnECbiEI3sge3ZbXoE1cEnlDERERCTcS4AYkF28GPjsMw2aOFWqVGFnyQbXp4/9OmeOTUgQCYsCsyIi4h3YgZcV93/+GWjbFrhyxd175PW4GvB//7Nl2w4dssHZs2ddF5jl8xI74JIagImIiEi4VK8OdO9ur0+fDixYoIETj1G6NFCpki3fNWKEu/dGPJ0CsyIi4h1YbX/MGNuRlwWfWODp/Hl375XXS5cOWLcOyJTJdo9lPa0dO2x3WgZQnbE6MHDGLDkyZjdvtl1wRURERJ6oVi3bk4A+/dTWaRLxEI5aszxvwNVpIqFRYFZERLwH192zGy/XEzG616yZ69bfR2PsOLt2LZA2rW1qUKQIkDcv8OyzQLlywOXLzs2YzZfPZu9evw6sWRO1zyUiIiLRWJMmQMOG9vrgwXZCI+IBKlQAypQBbt8GPv5YpZAldArMioiId2E0b+ZM2y6VQVkGZ9Xy9KnlymWDomwIxgBtypS2fBsrR7z8MnDpEqKMo9GYIzDLOrONG9vrw4dH3fOIiIhINMfCn+3bA2+9BTx4AOze7e49Egk4NB21ZidPBl59FTh2TIMjj1NgVkREvE/69MCMGTalk+UMVq509x5FCwUKAL/+Cpw+bYd161abycqvURWcZWmE4Bmz1LmzDQT/+KPteisiIiIS7ghYz57AsGFAhw4aNPEYnD+PHAnEiWOb7nKV2NSpyp6VoBSYFRER78RyBpzZtGypSbiTFCoErF9vs2d/+83Wn7169ekek83FWLKAn6GyZn10e8aMQIMG9jo/V4mIiIiEG5ffsIspJxh05w5w9KgGUNyKh2PXrrZUWMmSdh7dqhVQo4ZrGu6Kd1BgVkREvBcbgTEwy8k4sXMUO1dJlClY8FFwlpmznEjeuhX5x3NkyzIQGzdu0PvYXJkT2K+/Bv766+n2W0RERHzUzZvABx8ATZsChw+7e29E8NxzwE8/AZ98YrNnudiPK9W++06DIwrMiohIdMG6YgMG2NPQ6sobpZ5/3i6/SpQI+OEHoE4d4O7dyD1WSGUMHHLnBt5+214fMeIpdlhERER8e07I+ku8tG0LP9ZoEnGzmDHt+QKuQmM/Y2bMvvGGckpEgVkREYlO4sWzk3G2Pp03z917E60UK2bP7jPLlRmtTELhUEdlYJY+/NB+XbgQ2LbtKXZYREREfFPChMD48bZm0tmziM+15BcvunuvRAISHhicfe01m+hQr54t8yW+S6UMREQkemA5g169gEaN7PdjxwITJ6q6fhSqUAH48kt7xn/+fFval828ojIwywAwyyXcvw9Urw7s2/f0+y0iIiI+JlkyYNIkIF06xDhxAmjfHrhyxd17JRKQSzJ7tu1nvHevbYIrvkuBWRERiT5YoJQTb15o1ixg6NDIpXZKiF5/HZg71w414959+0ZtYJaY7PzCC8D580CVKsCxY57/x+Ahxq6769a5e09ERETESJPGTFb8kycH/vkH6NTJ1p8V8QDs38A5L+fU06YBX33l7j0Sd1FgVkREoh9mzX70kZ3pLF0KDB7s7j2KVrjkikFZGjQIGDUqfD/HBsn79z85MJs4MbB6ta05y6Dsyy8D587Bo61aZZuX9enj7j0Rd1q3bh2KMe37CX744QfUqlULhQsXRqVKlTBo0CBcu3bNJfsoIuJTMmXCTXZcYsNYnh0+etTdeyQSoFKlR2W8+PGFWbQRXY0m3k+BWRERiZ7eegsYMgRIkACoWtXdexPttGljh5dYum3GjLC35ySzRQubBcvPRnnyhL196tTA//4HZMxol3gxOOvJ5eEc/eaY6Su+afv27ejWrRv8n/CJ6tdff0WbNm3w7LPPYvz48eb6qlWr8AE7goiISJR7kD27LXH12Wf2rK+IBxk40M5zWWe2SRPg3Xdt3zrxHQrMiohI9MV18OxYVby4u/ckWurRA+jWzV5v2dLWnw0NM0lZAoH1aT//3PbleJLMmYG1a4G0aYGdO4Fq1YDLl+FxWA+Xhxmxu674ljt37mDatGlo2LAhYsWK9cTtZ86ciSJFimDo0KEoW7asyZzt27cvNmzYgIMHD7pkn0VEfE7+/EHPCp86pVJX4hFix7YrxZjwwHny4sVAgQLA8uXu3jNxlSfPHkVERLxZ0qSPrh8+DIwYAXz8sS3sJE+FlSKGD7dn9Vkb67337CpBTip5GwOW8eMDFy7Y5sjEZBU29QovJrYwOMvGY+xg+8orwPffA4kSec4f79dfTdNnc6iVL+/uvRFX27hxI6ZOnYru3bvj0qVLmMszEGF4/vnnkZWdwgPJli2b+XrixAlkZ2aXiIg4z65dQMeOwKuvAlytwAmNiBtx7tyzJ1C5si0Zxvk0F/+xtwPn0Fmy6M8TnSkwKyIivoHLi9mpas8eoFkz26mXrVDlqfCzzOTJttExz/BzUhmafv3s0EcmyWXNGluHa/NmO0llTVdWqfCkMgYMGjPrQXxLgQIFTG3ZJEmSmNIET9K2bdsQa84GDtAGd/bsWZwLodDyvXv3Aq4/qYRCZPFxHRfReOkYcz+9JqNgvFjA/upVu4SHhe257Ed0fHnA65Fl6v/4w7bHYGnklSv9sGmTP7ZuBZ591vsPUs0nQqbArIiI+E4EkbMcBkWOH7cRQnawUnZalJzlZ5IgG3r99ZfNHOWFt7P5MS+lSgGtW0f+OQoXtpmyL70EbNhgswgYEI0XD2739df2q8oY+Ka0rLXxFPbu3WsybqtXr46MLKocgsWLF2PChAmP3V66dGm0a9cON27cQEy+4Jz0IYqPT37KKtN46RhzO70mo2C8ypRB7LZtEXfcOGDKFNyOEQN3a9WK+j+WF9Lx5RnjxYayb7wRA61aJcCuXbFQq9Y9fP/9NcSNC68fL5aAkqAUmBUREd+RKRMwfTrQrh3AWo7Nm9v1QfnyuXvPvF6cODbu7UwsFcwaXOzlxsZgNWoAb79tm4lxZXjJkq5fjfjPP7Y5GTNlI1KiQYT279+PZs2a4ZlnnsGAAQNCHZQ6deqgElPGQ8iY5SVBggRIGrhsSxRyZAHx8RWY1XjpGHM/vSajaLwaN7Y1ZidPRgLWWUqTRmdYdXx51OuxRAngm2+YnOCPP/6IhcGDk5oedt4+XleZrS5BKDArIiK+hRNvFkTt0AHYvRto0wYYNcquHRKPV7asbbTFsnAMzvLi0LUrMHKke8oYsAauk+JiEk1t27YN77//PlKkSIFZs2aFGVhNkyaNuQR34cIFHGbtbCdns/KxHRfReOkYcz+9JqNovJo2Ba5dA+bNs2eXWcCeRT59nI4vzxkv5pTMmQO89hpzSfxMWa8334RX01zicTFCuE1ERCR6YwCEhVGZgsnlRzNn2hq04hU4KV2/HmjSxJY0YFCUWIvL1YFZlTGQyFi/fj2aNm2K9OnTY8GCBSZjVkREXIyBNJ6oZ6SL2bM826r5oHgYJiMw+YAaNQK++srdeyRRTRmzIiLim9g5aswYgMvXuJxNmWBehTVreXFgQJb1uHhhYiEnrs7GXkxsRkaqLyvhtWvXLnTs2NE0DWNt2UTM0BIREffg/K9XL3ZfBFhnVvNB8UBDhgC//Qb8+CPwzjtAw4YASyRH9Wqt27fh9XVsvZFHZcyyo22xcCwl3bJlC2rVqoVChQqhSpUqmMelByIiIpEpjNq+ve3I67Brl8bRC3XrBnzwgb3Ovm6uyCZYt84m2BQsCGTO7PznE+909OhR7Ny5M+D7fv36IVasWGjVqhX+/fdfc5/jcvnyZbfuq4iIT4oRA3jvPTsvJGbNXrzo7r0SCcBeBizfxXMIPFzZdJfzz40bozb4mzCh7ecgPhqY3b59O7p16xZQPDk0e/bsQYsWLZAtWzZMmjQJdevWxbBhwzCXR6aIiMjTWLjQ1htjmQMtZfM6I0bYTNn799ksyf45nennn+3XF1907vOId+N8lc276OTJk2Yuyw7OLVu2NLcHvvzGdBgREXEfzv/YGJbv20eP6i8hHtdol8FYJngfOWLLeX34oc10fRrMxO3d286hlTHrg6UM7ty5gzlz5mDs2LGmo+wDpp6EgdtmypTJBGNjxIiB0qVLm2yDhQsXoiHzuUVERCLLMauZMQO4csWmYfK0tHgF/qn4p+MqxNmzgfr1gevXgerVgf/+A5iMeO+ezXLl6nEu0nmaFYuOMgZlykTZryBern379uYSGOesvBBryu7bt89NeyciIk906xbw66924sAGsZxYqA64eBDOO//4A+jUybbJYGLC998D8+cD+fNH/PF4qHPOzHMS7N+g/neu5/ZPmxs3bjT1tbp37476PBqeoEuXLhg3bpwJyjrEjh3bBHhFRESeCmcjPXvaaN2XXwJ9+9pInniNmDHtZ6jWre0Es2VL29H2+eeBcuWAihXthLNECeDdd22QNjLYxJmTYlJgVkREJJqIHx+YMAHImhU4cwZ4/32VNRCPwypsnO8uWwakSmXnpEWLAqNHR2xuy7lyq1bA8ePAs8/aurXig4FZNj5gbVlmu/qFI20lbdq0eJZHDICrV69i+fLl5sKSBiIiIk+tZk27TogRvu++s21QmT0hXoPnbidNsku7WJMrViw7ac2RA8iTB8iXz96+eDFP+EauagWTabjci0HfjBmd8VuIiIiIWyRPbicS6dLZcgbt2jH4oD+GeJw33wT++gt49VWuRrf9Fl5+Gbh5M3w/zyxb5qJwrswSYOpH6qOlDBhojYwzZ87gxYdF3RjcrV27dqjbnj17FufYOjmYe4GyoJ5U2/Zp8LEdF9F46fhyL70eNV7hUqUKkCAB0L078NNPtkEY684yWKvjy2tej0OHAgMH2slm8HO/n38O1Kvnh7Fjubzc31StiHh9WT+UKcP9h0toLiEiIuIiadIAEycCzZsD//wDdOxov2dGrYgHYUht5Upg2jSgc2fbnHbOHLt6LCx37wJ9+tjr/fvbEl/io4HZyIofP76pN3vhwgWMGTPGNExg5ixvD27x4sWYwOUIwbA+bbt27UwDhphP+LD9tB+k+BwUnqxgX6fx0njp+PIcPv16zJ8fMYcPR/yePXG7eHHc5dr1J/Dp8YoEd44X684OGhQXvXvHx4cf+uHTTx/gxg27D23a3MaHH94Ks/7sxo0JWUwJhQvfxOXLd1w2XirdJCIi4iKZM9tgLOsi/fknwAaN6vgpHohzVh6m/LjCrNnwBGaZpMAGYjwHwRVk4j5eG5hNkiQJSpYsaa6ztMEbb7yB77//Hm8ylzsYBm0rVaoUYsYsL2w6ljRpUqftqyMTiM+hD+oaLx1f7qXXo8YrQsqWBZYvR4KUKXV8RcPXY69ewKVL/vjkEz+cPv2outPw4fFw6VJc81kspN5vrN3Fz2ZUuXJ8JE0a32XjxTJOIiIi4iI5c9rCmydOKCgrHq9ePbvgb8sWm+idK1fI23Eu+7AvqWkipkRw9/K6wOz69euRPHlyFC5cOOC2XLlymQZgLFkQkjRp0phLcMy2PXz4sLnu7A+EfHzHRTReOr7cS69HjVeEsDipA4NibAjG5WxsCqHjy+tfjyNH2gwDJu6yesX//mcrV3z2mR+uXLEZB6xHG9iePTD3JUwIFCzIfXfd/j7NOC1atAgzZ8405aCee+459OzZE4UKFYrS/RMREYl2ChSwF4fr120kK6SztyJu9MwzQNWqwOrVwLx5wMcf29u3bgWWLAE6dLC9EVj6gPPZJElsfztvsSiazmW97p1k1qxZGDp0aJB6dFu3bsXdu3dNgFZERMRpPv0U2LTJ1hvjbEaiTTJMwYL2a9u2nPTZurT8+u67tsnX4/VlAS7c4XbeYOnSpRg4cCBq1KiB8ePHI3HixGjWrBlOnjzp7l0TERHxHuxd06QJMGZM5LqHijhZw4b269y5NjP22DGgWjWbjMD57tdf2z4MxKCsExePR6ml0Xgu6/GB2aNHj2Lnzp0B37dq1Qq7du1Cr169sHnzZnz++efo3LkzihcvjvLly7t1X0VEJJrjaea8ebn+3RZu+v13d++ROEGdOnbSGicO8NVXthlz4M9emzfbr6VLe8fw82Q2a+3Xq1fP1NbnfGny5MlIliyZqdcvIiIi4cTYxMGDtoX99OkaNvE4b7xhM2GPHgV++AFo0AD47z+bTHDxIlCjBvDrr0C8eLaMgTfwj+ZzWY8PzE6aNMnUiHUoW7YsPvvsM/z77794//33zR/n1VdfNbepTICIiDhVsmTAlCnACy/Yte9c875xowY9GmJzsAULbDMF/skdS8ECZ8yWKQOvcOTIEZw4cSJIvX2WgKpQoQI2MQNcREREwqdKFaBrV3v9s8/s8hoRD8IqG7VrP6o5++OPtvwWzykEbvLVrBmQNi28wpFoPpf1qAV47du3N5fAhg0bZi6BMTqu7FgREXELFiJlE4iePe1Mh5Pzzp3tmncHTtJDqwWaPj3/kT36/ssv2Y0y5G1ZH71y5UffL10K3L4d8rYpUtiiUg5M+WQNtJBwzdIrrzz6noWoLl8OeVvO5Hjq3YFFWC9cCHnbuHGBt99+9P369cCZMyFvGzMmUKvWo+85lmEtRapb99GYMjLKNIDQvPPOo8KwTAlgZkto3nrLpgzQtm3A/v2PHgbAd41ZRgn4ux/w9k+vI3W2RObhCmEnyh3/G1gULHDPiK6HcdTTz8zu0oFkypTJrDxiFoJObouIiIQT5yTXrtkzt6NG2fIGqVPbJTeOurNcXsOW96GpWdMuzXEUAD1wIPRtmeLI+Sdt3w7s2xf6tq++atMladcuYPfu0Lfl+vbkye11bsft/f0R21F4P/Bc9qWX7O9IfH7uR2gqVrTFTom/F3+/0JQrZ4ueEucrv/wS+ralSj3q8XD8uC0vFprixYEcOez106dt6mhoihQBcue21/m3XLs29G2ffx7Il89eZxrqt9+GPF7E7bg9sTnBqlWhPy6fn/tBfLwVK0Lflr8Xfz+6c8cu7wrmg/TANQY0z2bBWZQ2DW3zPfcAo15YjEY9gD//BGqwNGvgeWyGDB7b4O5wNJ/LelRg1l0ePHiA+8ELyEUhHiSO5/Dmg8VVNF4aLx1fnkOvR4QeVBw6FH6DBsFv9Wr4//47/GvXDhgvTtL9Q3m/9y9VCv5lywZ8H2PsWODWrZC3LVwY/hUqPNp20iRbRiGkbfPkgT8nzY5tp00DTp0Kef+zZsWDQEFcv1mz4HfoUMjbpk2LB5zkO7adNw9+f/8d8rZJkuABPzw4tv38c/iFNnGPEwf333474P9jjKVL4edIRQ3BAwZxH46p34oV8GPQN7RtX3st4IMR/z5+YUyEH3DMHgZx/dauhR87IwRSBUD+9HZOX/unsji9Ob6JVddPuQHxJ89H4Opy/jlzwv/ll+EsAcfXwwnqae5UMKlTp36s4ek1fng0MfaEQW7n9/fu3cOtW7cQX+14vZoz57L6P6DxcjYdYxovrzy+GjeG3+XL8OPJeBbz5HsxT04/LD7v98038OPJ7FA84Ilczie57XffwY8n1EPblnNBnvzmtuvWwW/x4tC3ZQH8h//v/TZuhN/s2aFvy6ZJD4O4fr/8Aj8Gmv39EZf/T2LGDDKXfcDAIZMAuO1vv8GPNXZDe9wsWR4FcXfuRAwGr0PblnOWdOnsN3/9Ffa2/fszEme/2bcv7G2ZQOEI4h48GOa2/p06wf/ZZ+03x46FvW3r1mbObZw+bbYNabzMto0bw98RxL1wIezHrVMH/iwAS5erAsMAAQAASURBVJcvh73tG2/Av2hR+82NGyFum8sf+CgesPr+y8hVrwTeew+4f/ee2ZZt7EwrO/65Az9uuXLwd/JyMM1lQ6bA7MM6tryIiIhEyOuvIzkDWg8e4L9A9dBvOyZWIbiVKhUuBto2Xb588Lt7N8Rt76RNi/OBtn0md27EuHkzxG3vpkmDc4G2TZsjB2I6JsXB3EuRAmcDbZs6a1bETpw4xG3vJ06MM4G2TZUxI+I4slGDeRAvHk4H2jZl2rSI68gUCMY/Viyc+uOPgO9TpEiBeKFsSyf5uA8nvMmTJkX8MLY9tXs3/B/uY7KECZEgjG1P792LBw+zUJLGjYuEIWzr9zzAjwxL6u/H/aRnzW1JNsfE6R1Bt72bKlWQv4Ezsda+I3sgMNbdCr76yNEwNbQPpDHUVdrraS4rIuIG5csj+e3biP/vv+bbk5zXPAy2Jk+S5MlzlYcrdpIlSBD2XOWff/Dg4aqiJHHiIFEY2545eBD3WUgUQGI/PyQOY9tzR47gLrMzASS6fx9Jwtj2/MmTuPNwPpHwzh0kDWPbC2fP4vbD+VCC69eRLIxtL168iFsPt41/5QqSh7Htf1eu4ObDbeNdvIgUYWx76fp13Hi4bdyzZ5EyjG0v37mD6w+3jXPqFFKFse2V+/dx7eG2sc+dQ+ow5vxX/fxw9eG2MS9dQtowHvdanDi48nDbGNeu4Zkwtr2RIAEuPdzW79YtpAtl25QFgXdyJcF/VXbCTLnv30f6MB73VooUQT6jOJvmso/4+Ttm6z7owoUL5kMN06H5gdBZOMRXrlxBkiRJlDGr8dLx5WZ6PWq8dHx5Dr0eIz5erK91/vx58308RwmGJ2TMbtiwwTRPXbduHTI6lgsCmD17Nj755BP89ddfkfwLii/MZfU61Xg5m44xjZeOL8+h16PGy9nHl+ayj1PG7MNMkZgPz2w56+BzPIdKGWi8dHy5l16PGi8dX55Dr8fIjRdlzZoVKVOmDNfPZeGSQrM671iQwCy/z5YtWwT3QnxtLqvXqcbL2XSMabx0fHkOvR41Xq44vkhz2UceVqYWERERkeiIE9906dKZjFmHu3fvmkzaUmykISIiIiLiobJG87msMmZFREREojGu1mnRogU+/vhjJEqUCIULF8b8+fNx+fJlNGrUyN27JyIiIiLis3NZBWZFREREorn33nsPt27dwrx58zBr1iw899xzmDFjBjJkyODuXRMRERER8dm5rAKzIiIiIj6gWbNm5iIiIiIi4m2aRdO5rGrMioiIiIiIiIiIiLiYArMiIiIiIiIiIiIiLqbArIiIiIiIiIiIiIiLKTArIiIiIiIiIiIi4mIKzIqIiIiIiIiIiIi4mAKzIiIiIiIiIiIiIi6mwKyIiIiIiIiIiIiIiykwKyIiIiIiIiIiIuJiCsyKiIiIiIiIiIiIuFgs+LD79++br9euXXP6c924cSPg+UTjpePLvfR61Hjp+PIcej1GzM2bN81XzSnElXNZvU41Xs6mY0zjpePLc+j1qPFyJs1lH+fTgVnHAXH+/HlzEREREfGmOYz4Ns1lRURExBtpLvuITwdm06ZNa77Gjx8fMWPGdNrzHD9+HGPGjEGnTp2QMWNGpz1PdKHx0njp+PIcej1qvHR8edbrccqUKWjZsmXAHEZ8myvmsvo/oPFyNh1jGi8dX55Dr0eNl7OPL81lH+fTgdl48eIhS5YsTn+e06dPY/PmzejatStSpkzp9OfzdhovjZeOL8+h16PGS8eXZ70e169fj3bt2pk5jIgr5rL6P6DxcjYdYxovHV+eQ69HjZezjy/NZR+n5l8iIiIiIiIiIiIiLqbArIiIiIiIiIiIiIiLKTArIiIiIiIiIiIi4mIKzIqIiIiIiIiIiIi4mAKzLpA6dWrTqINfReOl48u99HrUeOn48hx6PWq8xPPpdarx0jHmWfSa1Hjp+PIcej1qvKKCn7+/v3+UPJKIiIiIiIiIiIiIhIsyZkVERERERERERERcTIFZERERERERERERERdTYFZERERERERERETExRSYdbJFixahSpUqeP7551GnTh3s3LnT2U/pFW7duoVPP/3UjE3hwoXx5ptvYvXq1QH3b9iwAblz537sMn/+fPiq69evI0+ePI+NSYcOHcz9LBc9YcIElC9fHgULFkSTJk1w8OBB+KJff/01xOPHcTlx4gT2798f4n3Dhw+HL1m3bh2KFSsW5LbwHEu3b9/GoEGDUKZMGfMa5nF49uxZ+OJ4Xbp0Cf3790fFihXNWPC9/pdffgmyzYIFC0I83n744Qf42niF57Xnq8dXSGO2dOnSMN/PHPR/U5xFc9mQaS4bMZrHhp/msRGjuezTj5fmshEbL81lwz9emseGT6xwbieRwINw4MCBaNu2LQoUKIB58+ahWbNmWLlyJdKnT+/TYzpgwACsWbMGnTp1Qvbs2bF+/Xp07twZfn5+qF69Ovbu3YsMGTJg9OjRQX4uY8aM8FX79u0zAbOpU6ciadKkAbcnS5bMfGUgbfr06ejatas5viZPnmwCaqtWrUKiRIngS/Lly4fFixc/9gGqY8eOyJ8/P9KlS2fGJW7cuJg7d26Q7dKkSQNfsX37dnTr1g0xYgQ9RxeeY6lfv34mqNijRw/Ejx/fvFZbt26NJUuWPPZ40Xm8+JrkcXXo0CHzfsbjh+/9TZs2xeeff24C28T3NAYYOV6B8f3P144vjsWTXnu+eHyFNmYVKlR47P3s/Pnz5njjSU0H/d8UZ9BcNnSay0aM5rHhp3ls+GkuGzGayz79eJHmsuEfL81jw8lfnOLBgwf+FStW9B84cGDAbXfu3PGvVKmS/5AhQ3x61C9cuOCfK1cu/y+++CLI7S1atPCvXbu2ud6pUyf/du3auWkPPdPChQv9ixcvHuJ9V69e9S9UqJD/jBkzAm67dOmSf+HChf3nzJnjwr30XB9//LF/iRIlzPFHI0eO9H/rrbf8fdHt27f9p06d6p8vXz7/YsWK+RctWjRCx9KRI0f8c+fO7f/dd98FbHPo0CFz29q1a/19abx27dpl3s82b94ccNv9+/f9X3vtNf/OnTsH3FarVi3/oUOH+vuCsMYrPK89Xzu+wjNmwbVu3dq/atWq/jdv3gy4Tf83JappLhs6zWUjTvPYp6N5bFCay0aM5rJRN16kuWzExis4zWMfF33TTtzsyJEjZrl0pUqVAm6LHTu2OWOwadMm+DIuZapbty7Kli0b5PZs2bKZMXOcVc+VK5eb9tAzhTUmf/zxB27cuBHkeGNWbfHixX3+eKN///0XCxcuNBlmKVKkeOJ4RncbN240mdfdu3dH/fr1I3wsbdmyxZwJZakDh6xZsyJnzpzR8ngLa7yY5V+7dm0UKVIk4DaOTZYsWQLez5hVyyVPvnK8hTVe4Xnt+drxFZ4xC4xjwFUmH330EeLFixdwuy+/p4lzaC4bOs1lI07z2MjTPPZxmstGjOayUTdepLlsxMYrMM1jQ6bArJMcPnzYfM2cOXOQ2zNlymQmuvyg7qs4Blz+xeXkDvfv3zcvaAZn79y5Y8aPb3jVqlUzy3lef/11/Pjjj/BlHA+OTb169UxpjBdffBHTpk0zxxLHi4GM4KUe+L3jWPRlrGfMwA4DaIHHkzUruRSY5Q1eeuklLFu2DL6Axw/r/zRs2NAEFgMLz7HEZftp06YNEhQKvo2vjBePnY8//tgszXe4du0afvvtt4AyBUePHjXB7s2bN5uAN9/TWIeWQfDoKKzxCs9rz9eOr/CMWWCjRo0yJzbLlSsXcJv+b4ozaC4bOs1lI07z2MjTPPZxmstGjOayUTdepLlsxMYrMM1jQ6Yas07CD+aUMGHCILfz+3v37pl6l6ybJ49qWrK5EOsJMrOMgdpjx46ZGiXMNGa2I+sLzpkzx2Tu+aJ//vkHMWPGNGeiWNOSjV5Yd/Hu3bvmdgYxYsWK9djx5jgWfRWPI2aXsZGQo94NC9yfOXPGjBfrqCZPntzUfubxx21q1KiB6IxBr9DweHnSscRMoeDvbY5tzp07B18ar5CwtjjHqFGjRgGTN+Ixx/vY2IonVXg/6zdGtzqzYY1XeF57vnZ8ReQYY0OYv//+2/wvDEz/N8UZNJeNGM1lw6Z5bORoHhsyzWUjRnPZqBsvzWUjf3xpHhs6BWadxJERG9oZg+jcvCSiZsyYgUmTJqF58+Zm6erVq1dNKnyhQoUCmlyxMzc/sE+ZMsUnA7MPHjzAxIkTzZses4qpRIkSJguPAR42lQuNrx9rX375pWmQxqxrB54UmTlzJnLkyIFnnnnG3FaqVCmTxcdjMboHZsMSVja/41jiNnpvC3nsBg8ejBUrVpjmVXny5DG3Fy1a1Lx38X0sTpw4Aa/fl19+GbNmzTIZt74iPK89HV+h++KLL5A7d26ULFkyyO1cnaP/mxLVNJcNP81lw6Z5bORpHhtxmstGnuayT6a5bORpHhs6347YOFHixInNV2b+BMbvmQEaeNmrL7/xDx8+HCNGjDC1SJgd6xg7BmgdQVliRmjp0qUDMs98DQNi/CDuCMo6cCkrg7PMOmMWHjONgx9viRIlgi9bu3YtqlSpEhAQI77+GCRzBIYCjyeXbnIsfRVff086lvg1+HubYxvHe5+v4VJyZoDOmzfPvJex5IhDypQpUbFixSDHIMewcOHCPveeFp7Xno6vkHF1BFdKvPbaa4/dp/+b4gyayz6Z5rLho3ls5GkeG3Gay0aO5rLho7ls5GgeGzYFZp2EjV8cy08C4/fBg2u+iGfOP/zwQ5M5xRIFffr0CbiPgYrFixc/9jMs/8DMR1904cIFc4aJWWWBOQKIDMwykHby5Mkg9x8/ftynjzeOx4EDB0xmYvDX4aJFi0xQO/h4JkiQwKdPnPC960nHEuv18ljkBC60bXwJ35tatWqF1atXo3///ib7P7AdO3bg66+/DvHnfO09LTyvPR1fIdu5c6dZWs4TTcHp/6Y4g+ayYdNcNvw0j40czWMjR3PZiNNcNvw0l40czWPDpsCsk/CDJZtbsQhy8LMEXLbp65gpy+W+rCvYuXPnIPcxkNa3b18TzAj8z4LNwV544QX4Kgavgzen+v777019SmYYM6DBs+oOly9fxtatW336eNu1a5dZcl+wYMEgt//3338mgMbas4GzXv73v/+ZZee+jFmcTzqW+NXxfubAbEfWuQy+xNoXMFOW48Ni9u++++5j92/bts281506dSrgNtZK3b59u8+9p4XntafjK/T3M64kCenkh/5vijNoLhs2zWUjRvPYiNM8NnI0l404zWXDT3PZyNE8NmyqMeskDAa1aNHC1A50LFmdP3++CXA4GsL4qr1795rGJVzOynHh2ZPAJQsqV66MnDlz4oMPPkCXLl1MFhVrdzHDitm1vohLod955x1Tg5GlMHLlymWCsgxm8DY2xWE5CAaGHPUGWdMySZIkqFmzJnwVA4WpUqV6bHk9O0eyNAZfnzyuWLuXNbyYdcZsPl8WnmOJt1WrVg29evUy72kcXzaiy5s3LypVqgRfwpNva9aswZtvvon06dMHeT9jDSrWA+W48T2PWbUdOnQwDSBZM5qZ7u+99x58SXheezq+Qn8/Cy0jXf83xRk0lw2d5rIRo3ls5GgeGzmay0aM5rIRo7ls5GgeGzYFZp2IH7iZ6cmag2zw8txzz5kAY4YMGeDLmInHDKmff/7ZXAJjgIfZZRynTz75BEOHDjV1K5lJxcA2s5B9FbOI06RJgwULFphl5GyeM378+IBAGIPY/BDFZmA3b95EkSJFTDaHL9eY5dK5kGqecpzGjh2LMWPGmAAZz3wyqMjXaf78+eHrwnMsDRkyxLw+WSOar2cG23r37u1zzeYcmcXLly83l8DY/IsrA1KkSIG5c+easfroo49MYJYnpphFyw8PviS8rz0dX+F/PyNmuev/pjiD5rIh01w24jSPjTjNYyNPc9nw01w2YjSXjRzNY8Pm5x9W20IRERERERERERERiXK+ldokIiIiIiIiIiIi4gEUmBURERERERERERFxMQVmRURERERERERERFxMgVkRERERERERERERF1NgVkRERERERERERMTFFJgVERERERERERERcTEFZkVERERERERERERcTIFZERERERERERERERdTYFZEPMbhw4cxaNAgVK1aFQULFkSZMmXQqFEjrFmzxinPV6lSJbRq1eqpH+fXX39F7ty5UbduXdy/fz/EbXj/wIED4So9evRA4cKFXfZ8IiIiIr5M89ioo3msiPgSBWZFxCN88803ePPNN7F161Y0btwYU6ZMwYABA5A8eXK0a9cOgwcPhqfbsWMHpk6d6u7dEBEREREX0jxWREQiK1akf1JEJIrs2bMHPXv2RKlSpTBhwgTEiRMn4L6XXnoJadKkwZw5c1C6dGlUrFjRY8c9SZIkmDhxIl588UXky5fP3bsjIiIiIk6meayIiDwNZcyKiNsxy5QlAPr37x8kKOvQvn17vPvuu4gbNy4ePHiAChUqmKza4IYOHYoSJUrgzp075vt9+/bh/fffN7cVLVoUDRo0wLZt28Lcl4ULF+K1115DgQIFULZsWVN+4Nq1a+H6PTp06ICECROiW7duuHXrVoTLKBw/ftyUPJgxY0aQ71esWIGuXbua34EXBrFv3ryJmTNnmscpVKgQ3nvvPezfv/+x5/n2229NaYj8+fPjjTfewKpVqyL8Oy9dutTsx1dffWXGniUSQnocEREREV+jeayleayISOQoMCsibrdhwwY899xzSJ8+fYj3J06c2ARtmTEbI0YMvPPOO9iyZQtOnDgRsA2DscuXLzfBRwZ3Dxw4gDp16uDYsWPo06cPxowZg9ixY6Np06b4+++/Q3ye4cOHm6BkyZIlMXnyZLRp08YEIJs0aRIQ7A1L6tSpTfkFPvcnn3yCqMJ9Spo0qcnGrVevngmU1qxZ09Te7d27N4YMGYJDhw6hS5cuQX6OwVuOW8OGDc3PZsyY0WzD5XaR+Z3HjRtngsLcntnNIiIiIr5O89iwaR4rIhI2lTIQEbe6ePGiCSBmzpw53D9Tq1YtTJo0CcuWLTP1Z2nt2rW4dOkSateubb7n/QzisgRCihQpzG3FihUzdWx/+eUXEwgOjAHc2bNnmyBmr169zG3MHs2bN69p6sWgr+Oxw1KtWjXUqFED8+fPN9msDCY/LWa7MrhMzP7l733q1CksWrTIBGwd2cGsy3v16lUTyCZ/f3+MGDEC5cuXN9+zxAID1wywMkM2or8zg7XMvhURERERzWM1jxUReXrKmBURt4oZM6b5ylIG4ZU2bVqzpJ6Zoww+0pdffmmW2OfMmdN8/+uvv6J48eIBQVmKFy8evvvuO5M1G9zmzZtNmQTWtL13717Ahcv7mQm7cePGcO9f3759kS5dOtNR9vLly3haRYoUCbju5+eHlClTInv27AFBWWKTNAr8fLzfEZR1/CwDq0eOHDGB3Yj+zsGD2SIiIiK+TPPYJ9M8VkQkbMqYFRG3YvCQGZ6sSxUWBhKfeeYZE1wklilo2bKlKWmQKVMmkwU7ePDggO2ZPZsqVaoIZe4S69CG5PTp0+F+rESJEmHYsGGmDi5LCXz66afh/tnQHi+4BAkSPPHnQvr9GdR1BHAj+juH5zlFREREfIXmsU+meayISNgUmBURt2NW5+rVq3HmzBmTDRvcjRs38Morr5hSBGywQOXKlUOGDBmwcuVKZMmSxTTdql69esDPMNh74cKFxx5r+/btJsCYJ0+eILcnSZLEfJ0wYYIJAAcXP378CP1OLDnAwCwbdFWsWDHEbZitGtj169cRla5cufLYbefPnw8I0Eb17ywiIiLiazSPtTSPFRGJHJUyEBG3a968uakHy+zSu3fvPnb/qFGjTHD27bffDriN27PW7Lp160xQ99VXXw2S0ckg7tatW4Ms7b99+zY6dOhg6s6GFEh1ZIlyKb/jwoZZo0ePxm+//Rbh36tz587IlSsXPv744xCzB4JnpG7btg1R6dy5c9i1a1fA9ywX8e2335pyDyxV4IzfWURERMSXaB5raR4rIhI5ypgVEbdj7dKPPvoIgwYNMs2m2Hgqa9asJruTdWR/+ukn03iKjbUCq1mzpsn23Lt3b5AyBsSmYJs2bTI/x5IHzP6cO3euOZsfUo3ZZ5991jz3yJEjzfMyaMlyCJ999hmOHj2Krl27Rvj3ihMnjnm8d95557H7WNd14sSJAc25du/ebQLGsWJF3dty3Lhx0alTJxMgZnbsvHnzcPjwYdMkzFm/s4iIiIgv0TxW81gRkaehwKyIeIR69eqZie38+fNNYJCBQgYTmXHKQGJI5QDSpEljMjyZCZs/f/4g9/HnFi5caOq79uzZ0zRnKFiwoAlOOhqEBTdgwADkyJHDNBKbMWOGyWotVKiQCfrmy5cvUr8XSyYwOMrgZ2AMFjObd9myZeZ35r7x9+Q4RJX06dOjdevWZgzOnj1r9mXatGkoU6aMU39nEREREV+ieazmsSIikeXn72hpLiLiZViTtnLlyujbt6/J/BQRERER8Qaax4qICCkwKyJe5/fff8cvv/yC77//HteuXcN3331nlu2LiIiIiHgyzWNFRCQwNf8SEa/DYCyX3bOZ1bhx4xSUFRERERGvoHmsiIgEpoxZERERERERERERERdTxqyIiIiIiIiIiIiIiykwKyIiIiIiIiIiIuJiCsyKiIiIiIiIiIiIuJgCsyIiIiIiIiIiIiIupsCsiIiIiIiIiIiIiIspMCsiIiIiIiIiIiLiYgrMioiIiIiIiIiIiLiYArMiIiIiIiIiIiIiLqbArIiIiIiIiIiIiIiLKTArIiIiIiIiIiIi4mIKzIqIiIiIiIiIiIi4mAKzIiIiIiIiIiIiIi6mwKyIiIiIiIiIiIiIiykwKyIiIiIiIiIiIuJiCsyKiIiIiIiIiIiIuJgCsyIiIiIiIiIiIiIupsCsiIiIiIiIiIiIiIvFcvUTioh4igYNGmDr1q1BbvPz80O8ePGQLl06vPHGG2jVqhVixLDnsK5fv45Ro0bh+++/x5UrV5AjRw60a9cOL730UpDH+OuvvzBixAj88ccfiB07NsqUKYMePXqYxwxszpw5WLBgAU6ePIk0adKgdu3a5vm4D1SpUiWcOHEi1P2fO3cuSpQoEYUjIiIiIiLewN3zWIc2bdpg/fr1aNiwIT766KMg9/37778YPXo0du3aZZ4/Y8aMqFu3LurVqxcw3xUR8XUKzIqIz4sbNy6SJUtmxuHBgwdmsnrw4EGMGTPGXP/www/NfZ07d8aPP/5oJrgJEiTA33//bSa006ZNQ7ly5cw2x44dMxPlGzdumG1u3bqF7777Dnv27MHKlSvNZJn4M5988om5njRpUhOA/fTTT3Hz5k3zPJQ6dWrcu3cvyN+Hk9pr166ZiXKqVKl8/m8nIiIi4svcMY91mDRpkgnKhuT8+fPmsS5evGjmrfzZf/75BwMHDjTz3ebNmzt9bEREvIFKGYiIzytbtiw2btxoLj/99BO2bdtmslVp0aJFZpK7Y8cOM5mlWbNmmQyFypUrw9/fH+PGjQsYQ05uOZl99tlnzWMxK4ET26NHj2Lp0qVmm9u3b2PKlCnmetu2bc1jOSbNM2fONJNoWrx4ccB+8bJu3TpkyJDB3MeMBGY6iIiIiIjvcvU81pEJ27p1a4wdOzbU/WLAlkFZrgrjvv32228mU5ZWr17txBEREfEuCsyKiAQTJ04cM8mlO3fu4P79+2ZCSZkyZULJkiURM2ZM1KpVy9zG5VmXLl0y1x3bvfLKK0iYMKEJpDqyEBz3bd++3WS9kuMxWMaAS7r4fFu2bAnxb8KshH379qF06dJ499139XcTEREREZfOY4nz0B9++AH58+cPyNYNjs9NnN86yikwSEwM1oqIiKXArIhIIJwwBs4KePnll83yKy4JI9bGcnBkr9KhQ4dMhsGpU6dC3Y7bkOOxYsWKhWeeecZcT5QokSlpEHi7wFiHllkMnNj26dNHfzMRERERcfk81hFY/eCDD/D555+bAG5IqlevbrY7c+aMCRQXK1bMbF+wYEH07dtXfzkRkYdUY1ZEfB5LBOTOnfuxcWCzg0GDBpnrV69eNV8D19aKHz9+wHXe79gm+H2On3FkyTq2Y02wwI0P+DPMWAj8OA4scXD37l1UrVoV2bNn9/m/mYiIiIjA5fNY+vrrr03WbVhSpkxpSh00adLE1KrlPJbYP8FxXURElDErImICpGnTpjUXNtTiEjBi/S2WD2D9LYfQOsgG3ia07cKzTUjbsebsV199Za6z462IiIiIiLvmsU8KyhIbhjVr1swEdr/88ktTqqtChQrYvXu3aToW/DlFRHyVMmZFxOdxeRUnrg6sxcUM1U8++QQzZsww9bNYaoB4xt+BHWUdkiRJErBN8PscP5M4cWLz1bEdm4AF5vgZPlZgrOnF5WWpU6dGkSJFfP7vJSIiIiLumceG1/jx48389a233sLzzz9vbmNAdsOGDfjnn39MA7GcOXPqzygiPk81ZkVEgmEWQIMGDQK+ZxfZLFmymOsnTpwIUvfVIVu2bKbGFoOnwbdzXOc25HgsLuNi3S26fv06Ll++HGQ7h02bNpmvL774YkDzBBERERERV89jw8tRkzZw9m3gTNvAwV8REV+mT/giIsFwadXy5csDvmeDrtKlS5vrR44cwS+//GKyERzlBZgF4OhI69iOtbeYJcBJ708//RQQWCVmvTrqdS1atMh85RIvPi8bNLBbbmCcUFOBAgX0txIRERERt81jwytr1qzm67fffotjx46ZxmTz588PqGGrbFkREUulDETE53HC6ZhscjLL5gacjFLy5MlRs2ZN08CAk9XNmzejadOmJquATRKYBcBlWQ6tWrXCmjVrTPdbNl1gViwvmTJlMku5iD/L7dgQYfLkyVi4cGFAtmzjxo2DlDLg/pw9e9Zc1wRWRERERNw5jw2v999/3wSBL1y4gJdfftkkJTj2i/cFbjAmIuLLlDErIj6PtV5ZUoAXBkHv3LmDFClSmEkkg6ZspMCJ64QJE8zSMN7Helt58uTBuHHjUL58+YAxzJEjh8kGKFWqlJkcsyEDH2fOnDlBJqCckPbu3dtkE3CSmiFDBnTs2BFdunQJ8vf477//AjrXcnItIiIiIuLOeWx4MBOXK8KqVq1qAsOcz+bKlQuDBg1Cy5Yt9QcUEXnIz1/tEEVERERERERERERcShmzIiIiIiIiIiIiIi6mwKyIiIiIiIiIiIiIiykwKyIiIiIiIiIiIuJiCsyKiIiIiIiIiIiIuJgCsyIiIiI+ZN26dShWrFjA90uXLkXu3LlDvThs2LAhxPvZwVtERERExB1zWfL398eECRNQvnx5FCxYEE2aNMHBgwcR2O3btzFo0CCUKVMGhQsXRocOHXD27Fm4Wyx374CIiIiIuMb27dvRrVs3xIjx6Nx8hQoVsHjx4iDbnT9/Hp06dcKbb74ZcNvevXuRIUMGjB49Osi2GTNmdMGei4iIiIiv2x7CXJYYlJ0+fTq6du2K9OnTY/LkySY4u2rVKiRKlMhs069fP/zwww/o0aMH4sePb+a0rVu3xpIlSx57PFfy6cDsrVu3cObMGfMHiRkzprt3R0RERCRM9+/fx82bN5E2bVrEixcv3KN1584dzJkzB2PHjkWCBAnw4MGDgPtSpEhhLoG1adPGBFx79+4dcNu+ffuQL18+FCpUSH8lD6G5rIiIiPj6XPbatWuYOXMmOnbsiAYNGpjbXnjhBVSsWNGsDGvYsCGOHj2K5cuXm5+vWrWq2SZPnjyoVq2aCdZWrlwZ7uLTgVkGZZkRIiIiIuJtsmTJEu5tN27ciKlTp6J79+64dOkS5s6dG+q2mzZtwvr1603WQeAJMwOz1atXf+r9lqijuayIiIj4+lz2jz/+wI0bN1CpUqWA25ImTYrixYubeS0Ds1u2bDFZsSx14JA1a1bkzJnTbKPArJswU5ZSpUoVkNrsLDxIGNUXjZeOL/fT61HjpePLc+j1GDEXLlzA1atXA+Yw4VWgQAFTjytJkiQYP358mNuOGjUKZcuWRbly5YJkKRw+fNgEZ5lZcOzYMWTPnt0sFws8wZXoOZfV61Tj5ko63jRmOtY8l16fGrenxexWJkhG5Vz28OHDJugavLwWv//xxx/N9UOHDoWYpctt+PPu5NMZs47yBQyYJkuWzGnPwyLEfn5+5gDiV9F46fhyH70eNV46vjyHXo8RHy9OZhmYZWD03Llzj22TOnVqpEmT5rHbORENj19//RV///23WSoW2P79+83SMz4v63rFjh0bCxcuNHW5uC0zEiR6zmX1OtW4uZKON42ZjjXPpdenxi0qOEoQROVc9tq1aybgGitW0BBnwoQJzX10/fp1831wvC2k/XAlnw7MOrDWBC8iIiIi3qBXr14hnt1v164d2rdvH+nH/eKLL5A7d26ULFkyyO2ZM2c2y8dYX5ZLw4gdbWvUqIEpU6YoMOtmmsuKiIiIr85l/f39Q73P0dTLcWIhrG3cRYHZhx82gje9iEo8AK5cuaKMWY2Xji8PoNejxkvHl+fQ6zHi43XixAmz/GvIkCEhNkxglkFk3b17Fxs2bECrVq0euy9x4sSPlSxgtmbp0qVNt1uJvnNZvU41bq6k401jpmPNc+n1qXGLChcvXjQnlKNyLps4cWLcvn3brO5yrCZyZMk6Sj3xK78Pjrfx591JgdmH0fHAfzxnvIE5nkOlDDReOr7cS69HjZeOL8+h12PkxsvRrCBlypRR+vfYuXOnWe5VpUqVx+5jbVneX6dOnSC337p1y6nloMT9c1m9TjVurqTjTWOmY81z6fWpcYsKzpjLZsmSxQRlT548iUyZMgXcfvz4cWTLli3g+c6ePWv6JsSJEyfINiVKlIA7uTdfNxgW8i1WrNgTt/vmm2/w2muvmeK/bEDx+eefu2T/RERERKKrXbt2mTIFjglsYAcOHEDfvn2xY8eOIEFZdsh94YUXXLynIiIiIiJW4cKFETduXKxdu/bhLcDly5exdetWlCpVynzPr47VYQ4spcA+CsFLePlsxuz27dtNM4kn1XZYuXKl6QD88ssvo3v37jhz5gw+/fRTM+ghLb0TERERkSfjxDSkoCxVrlwZOXPmxAcffIAuXbqYZlMzZsww3ZnZAExERERExB0SJkyI+vXrY9SoUQElntgDIUmSJKhZs2bAbUzsZG1bxg9ZvmD06NHImzcvKlWq5NuBWaYRs5vv2LFjzSTf0aEtNGw8wWj4uHHjAsoCsGNbhw4dULt2bSRPntxFey4iIiISfVy4cCHUGlvMQmAg9pNPPsHQoUNNPa6iRYti/vz5SJcuncv3VURERETEgYkDjBFOmzYNN2/eRJEiRTB8+PCAGrPEuracx44YMcKU5mCvhN69e7u9+Zeff1jty1yAqcY9e/Y0XdcuXbqEuXPnYtu2baFunz9/frRp0wZt27YNuI3ZGgzWjh8/3mTSRuQDCFOXnVGnLTAOMSPyXB6oGrMaLx1f7qXXo8ZLx5fn0Osx4uPFOlisj+XsuYt4B1fMZfU61bi5ko43jZmONc+l16fGLSq4Kg7nTdyeMcs6sawtyxRjBlafhFkZp06dCnLbsWPHzFd2Kg4JP8CcO3fusdvv3bsXcN2Z8Wk+tuMiGi8dX+6l16PGS8eX59DrMXLjJSIiIiIi0YPbA7Np06aN0PY1atTA5MmT8fzzz6Nq1ao4ffo0+vTpg9ixY5vM2ZAsXrwYEyZMeOx2pi23a9fO/JyzOtkSP0Q59k0ZsxovHV/updejxkvHl+fQ6zHi48USUCIiIiIiEj24PTAbUWzw9d9//6Ffv34mIMsiv2wGxiza+PHjh/gzderUCbGYLzNmeWFtW5YZcBZHdotKGWi8dHy5n16PGi8dX55Dr8eIj9fVq1ed9NcQERERERFX87rALDNjGZBlV+CTJ08iQ4YM5raPP/441OAqm4PxElptC1dksvLxHRfReOn4ci+9HjVeOr48h16PER8vERERERGJHrwuMPvrr7+aDyXFixfHs88+a27bvXs3Hjx4gOeee87duyciIiIiIiIiIiLyRDHgZb799lsMGTIkyG3z5s1D+vTpkTt3brftlzdavXo1GjZsiBIlSuCFF14wJR9WrVoFT8MO1Pzbrl271nzPshVNmzbFlStX3L1rIiISDTRo0MD8nwl8yZcvH8qUKYPOnTubeva0dOlSc19o/3943+zZs0P83yUiUU9zWRER8XWax3o/j8+YPXr0KC5evIhChQqZ72vXro0vvvgCgwYNQuXKlbFu3TosX74co0ePdmoDr6dx/DjgB384sYxthPXq1QvffPMN6tWrZ4KczELmWHbp0gX//POP+SDqKViGgg3csmXLZr7/5Zdf8PPPP7t7t0REJBopVqyYqVnvwCZbe/fuxcSJE/H++++boKyIL7p/HzhwIAaKFIFH0VxWRETE0jzWu3l8YHbSpElYtmwZ9u3bZ77Pmzcvxo0bh7Fjx2LJkiXIkiULPv30U1SvXh2e6ORJoNiz/2Fu4veRfkkb+FUo7+5dwpdffmk+YM6YMcNkAzmUL18eyZMnx5QpU/DKK694TAZynDhxAgLzIiIizpAkSZLH/tewbBIbi/bu3Rv79+/XwItPmjAB+LLznxhVfS1KruwNeEAihOayIiIij2ge6908KjDbvn17cwls2LBh5hLYSy+9ZC7eIGFCoOGD2Uhx4V/caP0BEr1XA/jgAyBBArftE5dZVqxYMUhQ1qF58+am4/N9pkcAJht57ty5+PfffxEjRgyztPPDDz/E888/HyRtPlasWGaSzCBqjRo1THM2NmUjPh6D5+vXr8f58+fNmwaznXv27IkED8fh1q1bZhsuSbt27Zp5TGZC8Hm4HJTbM2uJy0f5c46zQu3atcOePXtMI7gVK1YE/B6sOczfkRnWbdu2dcm4iohI9JOQ/8hFfNgzCa5gKHoi3pobuNvlCmKPHMqz5m7dJ2+YyzKZhHPQUqVKaS4rIiJuoXmsd/C6GrOewt8fuH79yZdYsYAz77TFfNTHmXN+uL9sBe7Vqoubm3eE6+dDu/D5I+PMmTNmYsrs2JAkTpwYffv2NZPJ7777Dj169EClSpUwbdo0Uz7i7NmzZqmnf6Ad4IR327ZtGDlyJFq2bIkFCxZg8ODBAfdz+x9//BHdunXD9OnT8d5775ls51mzZgVs06lTJ5PF27p1a4wfPx7x4sUzE2vub2AVKlRAmzZtzHX+fK1atczkmctNDxw4ELDd1q1bTU3AN954I3IDJSIiEXfzZuiXO3fCv+3t25HfNpL4f+3evXsBl+vXr5uGowy0sLlo9uzZo+R5RLxpHstL1VpJMDbVQNy4FwcXlv6Iu2074fr5m081j43uc9kJEyaYbPuOHTtqLisi4k28dC6reax386iMWW/BeVzZssDmzeH9ibicrmHjxRcx4GI/pNtxEv6rW2IeGmAKWuMuIp51wASBTZsAP7+I/Zwj0MlmaeGp78ssAmalOty+fdtksp47d87UfnVkp3KSmixZsoCMAQZXOUHlpPTu3bsYOHBgQFZDyZIlTZ3Y7du3m+8ZVP3hhx8watQovPbaa+ZNJUeOHGjUqBH++OMPM7F2SJEiBTJnzmyu58+f32QscLKdNGlS07isQ4cO5r6VK1eicOHCyJQpU8QGSEREIq9cudDv4/+AsWMffV+lCv9hIBGz2oIvjWYxy6lTH33/+uvApUshPy7/R8yd+9R/NWbCMZMuMJ4kZPDno48+8tg69iLOn8dyslkBRzEWo493wfHpW7Frelt0xFhcQ+JI/wGi81yWWBqFyQOcywZ+b9FcVkQkes1lQxRsLpvw3XeBa9ecNpfVPNa7KWM2kiI6iaQdKIK6+Bxf4w3TDKwh5qIZZsCVHB8sA2cJhIYZA/wwevnyZTPx/Oqrr/D999+b+zhBdShbtmzARJa4tIvLxzgRjRs3LmbOnInSpUvj2LFj2Lhxo5n4sjwBG6uQY1LLJWkOnATzuV5++eUn7ieXnFWrVs0EZomPy59VtqyIiIQX68kyA45LmZkp51iqzEBL2rRpzTZslPkk4dlGxN0ic5huQzG0wWRcQRI8j134DK2QHBfhat4yl2WJA76naC4rIiLOpnmsd1PGbCQnszzDf+NG+LbnxHHSpJv48MMESJcjIbrt6ItYP5dHrLkz8MmnDfBJoojvA8tZRWZSnS5dOvOVNVnDykTgh1B+5WT2p59+MsHPnDlzInXq1AG/k4PjtsCZAMR6sLR27VoMGTIEJ06cMPcVLFjQZCE5cLLM75+m/smbb76JxYsXo1273Th27LjJdPDUhnAiItEW/zmGJnjG6Zo1JnXv2uXLZtVDkH9qMYKdN165MvTHDb5tJHH5c4ECBcx11p7k/zYGdbhv/fr1M7czQBM8oOPgCNDwxKJIdJvHcq42Z05SfPRRfgzO9Bm+e7YtCl/6BzUbfYF7zVtHaj80lw15Lrt7924T9NVcVkTEC+ay4ZyfXl+06PH5bijbRobmsd5NgdlI4uspvHFExjDr1buDQYPi48ABP2zdClSuVh6o+iJiO16Y3GjyZIA1UTNmDPPxuOpzwwbbdyGEngdhYmA0T5482LRpE95lOn0wrKnHM/t169bF33//bepwMXuI9fXYFOGbb74xS7UCuxRoeSmvrl9/wVzfvTslbt8+jH79OqFWrXdMbVhH1lGzZs0CPsTyTYSTz5s3bwb5QPv777+bD8bhWT5apEgRZM6cBYsX/w+xYh1HxYrlkDx58ogNjoiIPJ2IBCW5Lf/38X8Br4d1ttENwU6WMHj99dexaNEiszS5aNGiSJUqlbmPzX9SpkwZZHv+v6Tgt4tEh3nsvXsAq0WNHg2sP5YTq7tNR407XyJm+5aI6+L1d86ey9KFCxcCXs+HDx82JQ3eeSfic9mdO3cia9as5nnDM5fNkiUL/ve//5nAbLlymsuKiHj8XDYi2z5pvhuFNI/1Lipl4CKJErHrq71erx7ApJzn8vohZ04gWzageeoV2PvhTBwr9y5OTliKf/b5m8kvV/Iz+Nq6NTBpEtCzJ5AlC1CpEvDii8CePRHfF9baYg0S1sYKbsqUKWZi+eqrr5rJJD+MMoPIMaH8+eefH8uY3bJlC37//RZy5AAYC23TZi0ePIiLXr0KokmTPbh37y4OH24ZMJFlJu2ff/4Z8BiswUVsquDAfWAnW8dys8DYUTck5cq9gYQJ1yBhwp+QPr2afomIyNNhox+u6Bg2bJj5n8Xa5lxBsm7duse25f9V/q9kfXOR6IiB3E6d7PXeUzPjQecPHmX5MGvg+HGX7Ysz5rL8GQeu9mKGPFd57dmzx2TJM4M+onPZ7t27m0BreOeyLMO1Zs0as1pNJblERORpaB7rPZQx60Lvv2/rPzOp5mFiTYBVKIFiKIqi134H2g/Bz/gRQ9AHF2Czc0Jq0PDgATBvHjB0aMT24+2338aGDRvQqlUrM7EtVaqUmTyycy2bZjEgymWc/ADK7rIsYZAoUSJ8++23WLZsmXmMwJNXZhV06fI+Tp9uhOTJ/0XKlFOQJElzlCqVEGfO5IG/f0ysWTMSq1fXgb//BUydOtVMaJlVQHyeF1980SwV5e0st8BaXsyUfeutt0yThsBY94+4v6z3lfFhhnGuXDUQJ84EPHiQCJcuVYrYoIiIiATDIEyTJk0wadIkU8ecAR7+72TH9WvXrpmMNv6PYjf3OXPmoGnTpgHlfBwYPGL2W2CsPVm7dm2Nt3gd9tAaORL46y+bcDBmDJA65QNg4EBg40Zg3DibfeBkzpjLvv/++6bx7L///muCu82bNzdltpidyznpyJEjUadOHbPtk+aybEw2d+5cE4BliQJHZu2T5rJsFsb3F+4rm9uKiIhEluax3sPPPzyV86MpTqy4PIlLjJy59NBRm4s1Rfbu9cOxYwBP2jsuXKnPE+e//foAVz5bhPJ/TUQcvzvwS5YUh+r2wp1ylfHnn8CuXewQDXDVFueS9esDmTIBhw9HvCwJGxpweSYnq+xYy2Ylzz77LBo3boyqVauabY4cOYL+/fubbANmDOXNmxetW7c22/D2WrVqmckwP2Du3ZsJJ09+hUSJkqBNm/fQokWLgAYoRYsux8WLkxA//mmkS5faNFTgm8S4ceNM1gInnzdu3MAnn3xiJsycKHOC27t3b+TOndt8oOXPTJw4ES+99JJZosb92LFjh/lg27dvX/M806cDgwZVx61bRZAu3WDs2AGfEPj4UtMZjZeOL70evYmnvH/xfxmXIjMAGxz/5/D/IjNlGUThVy6L/vzzz3Ho0CHzO3AewYANl047OP53hYQlERxZexHB5+Ljcmm2s+cu4h1cMZcN/jpl5a22bW2JAz7lmCE38N4v7eD35y67TJNLvooVg7NF9Vw2U6ZMpjkYg6bvvRd0Lrt8+XLz/nD69GlTZis8c1lm0bZr186UKGCfhfDMZYk9EvgzbELoizzl/4I30Zhp3HSs+fZr1Fvmsa6Ow3kTBWZdHJgNzwvxxl8HEefjPoh1YJ+9oXFjm6IQCAOzXE3F/lqsN1u+PNzC8Sawe/ckkyixcKENHAfG2957D0if3gaRY8d2zhtXly4n8c03lXHs2HzcvVsUV6+6pSyhy2kypvHS8eU59HrUeDn7+FJgVtwdmCX2S2jRwiYN0GuVbmBp9q6IvWOrbYIwbJitueUFwvpA6+r/B2zOyw/C8+fPN3WtfZH+j2rMdKx5Lr0+NW5RQYHZx6nGrAdKkD87Ys2fDTRtaqOYIUxsmTlbq5a9znIG7nbwoP2aPfvj973zjg0inzzJjIOof25+IOGyr/XrW+P27by4dauoKXW2c2fUP5eIiIiIryteHNi2DRg+3M5Jv1mfAD3ijQEqVLAN/bp25Tp9d++m13DMZZlFy6xeXw3KioiI+CIFZj0VA7IsSrtiBfD8849u377dpsuaM/z2pi+/DLjJLVjr9sQJe52NzIJj4kTLlvb6hAnOeP4HprbfnTv3cfr08ICMXH5gEBEREZGox/lW9+6PTrp/OjEOttYcDrzyip0c9ukDPKznKuGby7I8w3BGu0VERMRnKDDr6dKkeXT90CFb0oDFZffsQblytsYsyxl88417dm/evHno0mWSqTPGbr2pU4e8XatWtpYuyx04lr1FlezZs+O3337D1aurcOfOs3jpJXv7b79F7fOIiIiISFAs58qpKeeCzVvFxN2P+ttlXWykkC6dxw8X57JRXcYgsnNZNhlknVwRERHxHQrMepNLl9jG1RZqbdwYMaZPRYN375m75s4FTp2yQc+ffrIX1mM+cMC1ZQxCK6GVIQM76Nrr/MoMWs6Bx4+32RYNGwJLl0Z+H7hqzpG1y9IJpMCsiIiIiPOx3xdL3LJZ7SejY9jJ3fz5QMmSJmDru62GRURERMIW6wn3iycpXBhYvNg2VFizBpg6Fd3S/4QFGIiVK7Ni5crHfyRGDGDLFuc2x3UEZkMqYxDYBx8AX31lg8UhBYy5FI5ZFwkSRHwfjh2zk37WOXv1VXvbvn02m5ixbBERERFxDq6Y+vRTe6J9wACgZk0//PdfDiwYC3zxBfB80iOYWXMVMg5qbSenIiIiImJoZuRtkiYFhg4FBg8GEidGspN7sCppPdTEEjPPZeUDroDKmRNIlcqW+Bo3zrm7xAoLoTX+CqxECZvsywl6r17Aa6/Z7NZOnYCMGYGrV23gNjKOHLFfs2a1jcYyZ7aBWpbkFRERERHnYjmDKlWA27dte4SSJe3KqEtnbqHDP21xZthM/Pb6QPjfu68/hYiIiMhDCsx6K6aWMnu2ZEnkffYOZo+5bJbznzkD7N8P/PMPsHq13ZSB0PPnXVPK4ElYE5dlxxhXZoYvG5cxw6J1a3v/jBmR2wcGfB2BWXJkCKucgYiIiIjzsZzVZ5/ZlU8MzvJrvXrA58viYVux93HfPwb8Vn+D5Xl74r8zd/QnEREREVFg1ssxPXb8ePgNGYJE7Rqb5loGU0/9/U1wsmhRW3911iznZ8w+qZRBWBo1sivb2ByMgeXIBmazZLFfX3jBflVgVkRERMQ1OBdkn4MlS2yywIIFwJtvAv1+fQVH2o7EPb/YyLR/Pb7N2wXXzt3Un0VERER8njJmo0N6wssvIyAqyyhsixZAjx7A5csBmajMYGBZg6jGcgGOerHhyZgNDUsZMAmYIhNEVsasiIiIiGe0RKhZE0iUKOh0tdaE8kg6ayzux46PXBe34LcS7eB/5ao7d1VERETE7RSYjW527rQprOvWAbVr472sP5uytAyerl0b9U/333+2wVbgMgKR1bSp/TpnDnDv3tMFZpkp7LidGRsiIiIi4l7PNSqOONMm4ppfYiQ+9Ae2vDtWfxIRERHxaQrMRjfFiwOzZ9u1ZBcuIH6Pjpj33BDExw1Mnuy8MgbPPGNriT2NN96wDctOnfLDunWxzG03b4YvSBu4+RclS/YoOLto0dPtl4iIiIhEjcKNnsfhHp9hC0ri1e87YPPm8P/siRPAvHkRP4EvIiIi4qls9Euil+eeA+bPByZOBBYuxEtXl2IRfkX/FQNRr15B5Mhhm3DFjQvEimVLHLA52LlzwLVrNriZKxeQL9+T68ZGpPHXk8SJYzv6jhkDtGyZEC1b2mzc+PHtsjjWjWXjsLJlg/7c3bvA8eNBa8xSs2bA778DU6cCHTvaZXQiIiIi4l6NBufCuwcn4L/Fdm63fTuQNsFVIHHiMH+OJbq++cYmBvTt67LdFREREXEaBWajK0Zdu3QBXnwR8fv1w3NHT6DV1clos4hps+GPUDK++957Tw7MPk3jr8BYHnfCBH9cufJoH5k1y2wKXqZPt9kSzIh1YFCWwWX+ymnTPrqdnYC7dgX+/tv+bJkyUbOPIiIiIhJ5PFnOOd2uXXaeNrHc5+ibeRZifTYJJoMgBOxt+7//2eujRgHt2gEpUuivICIiIt5Ngdnojmmmixcj84hxyJSpMYb/52eCqSdP2mVgjqVgLCGQOrXNTuX9LFW7fz8wdmzYgVlHKYOoyJilvHlt1sSRI9fw7LMJkS6dH06fBrZts5kR3DeWJmjT5vH6ssyWjRGoOAdr69apY5uJMWtWgVkRERERz8DmYF99BbxY6i7y7P8aB09fwLPNWiDGxPF22VYwDMqyxy1xRdXIkcDQoa7fbxEREZGopMCsL0iUCPEG9sKrgLkYrBfANAPWDggczXyIZQ0yZAB++w344w+gYEHnlzJwyJ+fpRbumcAqMyr4NXdu4OxZmwQ8Y0bIgdmQmo+xHAIDs19+aYPMgTNtRURERMS91bdWfhcbb1WegiFXOyLGH38iR+s28Bvz6aNmAQ+tXGm/ck7Kuem4cUCnTkFXS4mIiIh4GzX/8kVcM8YaBZzRtmpl02eDYfbsm2/a6wyEuqqUQVgaNABix7Z1YzkhD63xV2AlSthAL8shLFjg/H0UERERkfArWRKY/3USdI49EWsuFcPhPTfg37498NNPAdvcvw+sWvUot4C9bm/cUMasiIiIeD8FZn1RnjxAnz5AggTAjh1A3brAihWAv3+QzZo3t1/Z/ZaBzeA4SXYERaMyYzY0LLdQo8bjweLApQyCY8Yts2aJ5QyC/YoiIiIi4maVKwNzvkyALjHGYtnFF3HqyB3ggw8Cispu2WIb1SZPbktTDRpkf27yZODYMffuu4iIiMjTUGDWFzFayQgni7UWKmRTDj7+2E6AL14M2Oyll4DMmYFLl4Blyx5/GDbdYo3aOHGA9Olds+vNmtmvTPi9devJpQyI1RrixbMNJljWQEREREQ8C6emE6fFQXeMwNyz1XH31n2YRgMAvv7ablO9ul09xTlq+fK25qwjSCsiIiLijRSY9WUsIss00g4d7Cx340abJvvggbmbpWebNrWbsnNuaI2/mKkaM6ZrdrlKFSBjRuC//2yS7+3bj8ophBaYZXbFRx/Z661bB1kZJyIiIiIeokkToGjxWOh1bwAm5xwNNGwYpL7s668/yjFwBGRnzgT++stdeywiIiLydBSY9XWMvnLSO3cukDOnjVwGagbGCTInvz/8AHTubCfEbJT7/POPSh24ooyBAwPAjRvb623b2qCrYwlbaIFZ6tULqFULuHsXeOutR1m2IiIiIuIZOOccMgTwRwx0W/miKZn177/Akb+vo1aMr1Ct6qOaVGXL2nkpV29xjnftmlt3XURERCRSFJgVi0FZFpN9+eVHI7JlCzKf+x1Vqz5qtvDNN8CePcCffwIHDtjbixRx7SAyi5ex4wsXbO3bNGmArl3DLqfA7WfPtvvKGmWcyIdUN1dERERE3FtvtlIlW6Zg4EDgmxX38Sk64+OEQ5FsxqiAlV2OFV2c/+3da3sKqJeAiIiIeJtY7t4B8SCxAh0OrBXQt6/5OqNCPXSK2xap0scx2bKM4TKjgYFNBjw5gXalbNlsZ15mvb74IvDcc3Z/noS9zlj+4IUX7JI3Jgm3auWKPRYRERGR8Bo8GChVyp5Uz5kzJp7HS6iRdDvw+efA9etA795mGRVPzn/xha03y9YJ5coBbdponEVERMR7KGNWQhY3rp3l+vsj/Q8L8EWc+pjUcZ8pH8CkWtZ6feMN4LXXgPjxXT+I1arZqgt584YvKOvA+rQffmivT5yozAoREfE969atQ7FixYLctn//fuTOnfuxy/DhwwO2uX37NgYNGoQyZcqgcOHC6NChA86ePeuG38C7xjYkv//+O+rWrWvGsUqVKpg6dSru37/vkn30BiVL2tVNTI7dtw/4ErXxoP9AmxHAgrOsUcX6VADKlAFGjLA/16kT8Ntv7t13ERERkYhQYFZCTy9lxyzWL0iRwnbYYi1adljw8g8OrFHLX4/lGDZtcvfeiIiIuM727dvRrVs3+Adb8713717EjRsXixcvDnJp0KBBwDb9+vXDypUr0bVrVwwdOtT8TOvWrfEg0NJyXxba2AZ39OhRNG/eHIkTJ8b48eNRr149jBs3DtOmTXPZvnoDR3Mv4on4dM1eAXiigA1r160DPvgAuHXL3M8+COwhwPIHrDd744b79ltEREQkIhSYlbCxswLXiLHYFwOykybZrl8PJ8LeiA3D3nvPXp8wwd17IyIi4nx37twxgb+GDRsiVuDSRQ/t27cPzz77LAoVKhTkkv5hAXcGE5cvX46BAwfirbfeQrVq1UyW5549e/ADO4T6sCeNbXDfffedCWYzGFu2bFk0adIEtWrVMoFweYSNZuvVs9dr1nx4Y8WKNmkgXjxg82ZgwABzM1dPMXcgUyaYhmEsayAiIiLiDRSYlSdLlsxmKLADQ6JEQNasdkLsxViSgZYtA06ccPfeiIiIONfGjRtNILV79+6oX79+iIHZXLlyhfrzW7ZsQYwYMVCeZY4eypo1K3LmzIlNPr785EljG1IgN2bMmCZD2SFp0qS4fPmyk/fU+zCJmEFWVi4IUKKETRRgfaoWLYJMV9u3t9cnT3b9voqIiIhEhpp/SfgwFeGVV4CiRYGECR/dfuGCzaRl9wUvUrCgbRDBz5JTpwYkXIiIiERLBQoUMPVPkyRJYpbPh5Yx++abb+Lff//FM888g7Zt25rsWDp06BDSpk2LeMFOzGbMmBGH2Y3Thz1pbIN74403MGfOHIwePRotWrTAwYMH8cUXX+A1Fu4PBWv5njt37rHb7927F3D9SSUUIouP67i4GvsY1Knj2I9AdxQoACxZYhqABdzx4AEaN46BPn1Yw9cPW7f6Ixzlfp3GnePmzTRuGjMda55Lr0+NmziHArNmHvfAqQ0X+AbmeA6/iHSq8kSpUtmvHC9/f/j17w+/v/7Cg+7dbVcwLxqvdu1YD852/L14ETh/3iYCMzk4ZUp4jWh1fLmAxkvjpePLc+j1GLnxIgZDT58+/dg2qVOnRpoQTpYyqBqaS5cu4cyZM2YZPuvHJk+e3NSS7dGjh8mSrVGjBq5fv46EgU/MPsTbQgoY+pKwxjYkmTNnNtm1ffv2DagrW7RoUXzE2v6hYJmDCSHUXypdujTatWuHGzdumCxcZx13fHzy1HlGzB07EHfcOMQZPBg1ajyLL76Ig3Hj7mDChJtu2ydvGDdPpHHTmOlY81x6fWrcooLjf6M8osDsw7ppvEjExLh2DZkPHkS8M2dMA4YrJUvidKNGeMByB14gRw7gxx8fv/3YMXsRERHxVL169QoxU5VBuvaO9dzhFD9+fMycORM5cuQwmbJUqlQpk6U5adIkE5jlh7HQgksM3kr4MTu2T58+ePfdd1G1alUTYB8zZoz523322WchjmedOnVQifX+Q8iY5SVBggSmHIIzODI++fgeGWDkyYrp083kLXaXLujWdCK++CIHvvoqDsaOjWN62LqDx4+bh9K4acx0rHkuvT41blHBmUmR3kqB2YeZCymcOGvjG9iVK1fMErdoNzErWRJ+s2bBb8YMJNi1C88MHYoHvXvzE51XjNeWLcDy5bYuGePJgwfbTr5du8IshfMG0fr4cgKNl8ZLx5fn0Osx4uN14sQJnD9/HkOGDHmsrIAjYzaiWOu0TJkyj91erlw58zy3b99GokSJTNZscLwtceLEEX5OX8YsWQZZ+/fvH3Abg+JsAMZGapUrV37sZ5gFHVIm9IULFwIC9M6cA/CxHRePw0zhceOA998HDhxA0c9a4q3c47FsX17MnQt07uy+XfPocfNgGjeNmY41z6XXp8ZNop4Csw8zPZy1/MvxQcrxHNFuYsZxa93aFmxlJPPoUcTs1AmoVQvo2DFSTcJcOV78HBr4syg/87ADMGvOspzu66/D40Xr48sJNF4aLx1fnkOvx8iNl6PxVsooqrtz7Ngx/PTTTyYzlpmXDgzI8nsGbvl8zKBl46o4ceIEbHP8+HGUYDMmCbdTp07hnXfeeaxObezYsXHgwIEQA7PyBHwtsCxE+/bw270bE++3xmGMwZQpRcBpqaZHIiIi4qm09kyiRr58wMKFjzo0MBXVC5sdvPvuo46+DRqYOLOIiEi09t9//5nszfXr1wcJAv/vf/8ztU8dpQ3u3r2LDRs2BGzDTM39+/ejZMmSbtlvb5UtWzZsZ5H7QHbv3m3GN0OGDG7bL6+XJAkwebI5s54m8Q1MjtEOqf75GYEOaxERERGPo4xZiTrMju3WDXjxRXYDsa10HbW/eInlHYfbJ58Av/4KbN0KjB0LjBrl7j0SERFxHmZrsonUxx9/bBoysJnVl19+iX379mHRokUBZZ+qVatmattevnzZlC8YPXo08ubNG2LtU3mEfQwuXryIQoUKme/ff/99dOrUyTT/ql69uqkxO27cOOTMmRNVqlTR0D0NZnyPG4eYPXrgmeObUPXc95g8uQyUhCwiIiKeShmzEvW4pDF//kfff/450LgxcPCgV4w2V2j27Wuvz54N3Lrl7j0SERFxHpbBGTt2LF599VVMnDjRNA9jHdtZs2Yhf6D/56w3y+DsiBEj0Lt3b+TJkwdTpkxR868nYAM1Nu9yYDCWgdhdu3ahRYsW5vqLL76IBQsWBCkTIZEUNy4wciRidOmMgeiLZcuAdes0miIiIuKZ/PwdrfV8kKNhQlTWaQsJh5jZJT7ZlfXOHeDNN4GzZ23Es107oG5dFvb16PFio8Ds2W0pg3nzgPr14bE8Yby8icZL46Xjy3Po9Rjx8WJNV9Z6dfbcRbyDK+ay3vw6bd4cmDEDSJPqAf6avgWpa5R22XN787i5k8ZNY6ZjzXPp9alx86Y4nDdRxqw4F4Oxc+YApUvbIO3o0bZr7unTHt/TrEULe/2zz9y9NyIiIiISUePHA4UK+qPx+ZG48F4H3Js81St7IIiIiEj0pcCsOF/q1LZYa8+etg7ttm22SdiqVR49OW7a1AZof/oJ+Osvd++NiIiIiEQE2x0sWQJcj58a164Dp/pPBT791KPnnyIiIuJbFJgV1+ASrpo1gYUL2WUEuH4dGDgQOHHCY/8C6dMDNWrY68qaFREREfE+OZ71w8ufN8VIdMOZs8D5cQvh//Eg25hWRERExM0UmBXXypwZmD7dljNo2xbImNGj/wKtW9uvrDPLWLKIiIiIeJc33gCyfVgHA9APB4/EwJ5hK/DnGx/hzvW77t41ERER8XEKzIrrsT4A6wQ0bPjotn/+AQYP9rjoZ+XKtgnY5ctA377u3hsRERERiYxBg4A8XV9H/7jDcPVmLNxetQYz0vbCsqUqayAiIiLuo8CsuB+XkvXvDyxbBrz7LrB9OzxFjBg2XkzsWzZypLv3SEREREQiKlYsO4+bf7IS9rf5FPfiJMAX119Bw0Z+OHlS4ykiIiLuocCseEb0s2tXW9SVM+PWrRFnyhTgzh14grp1gREj7PXu3YFZs9y9RyIiIiISGSlSAA0mlUKR4ytxq2RFXLsG9OihsRQRERH3UGBWPEORIsCiRbbblr8/4ixebEsdsMSBB+jWzV6oeXNg1SrXPfd//wFbtwIcksOHXfe8IiIiItFVnNRJMW6cvb5m3imcqtUeOHfO3bslIiIiPkaBWfEcCRMCffoAo0bBP1ky4MABG5zdvRueYPhwoEkTW3mBFRecvVvnzwN58tjMjhIlbObuq6869zlFREREfEWxYrbtQX/0x3+rf4F/s+Z29ZaIiIh4lPv372Pq1Kl46aWXULhwYdStWxfbA5XB9Pf3x4QJE1C+fHkULFgQTZo0wcGDB+ENFJgVz/Pii7gxcyZQvjzw/PPAc8/BE/j5AZ99BlSoAFy9Crz+ug2ehoWJFz17Av/+G/Hn27gR2LfPXmeVB/ZM27PHxqtFRERE5OkNGQKMTtQP+29kwPldJ4BmzQAv+SAnIiLiK2bMmIExY8agdu3aJgCbOnVqNG3aFEeOHDH387Zp06ahefPmGD16NK5evWqCs9dYs8jDKTArHsk/eXLboWHMGFuDlm7dAlavNqUO3CV2bGDJEiB7duDQIeDtt4G5c4GJE2GWw126FHT7li2BYcPsdnfvRuy5HGULatcGTpwAypa133//fRT9MiIiIiI+Lm1aoNWA9GiO6dh8OjvunT4HtGgB/P23u3dNREREHlq2bBlef/11tGzZEmXKlMGoUaMQJ04crFixwgRfZ86ciY4dO6JBgwaoXLmyCeQyOLt06VJ4OgVmxXMxRTVBgkffM/LZty/QuTNw4YLbditlSmDlSiBxYmDTJqBRI6BdO6BjR+Cdd5hib7f77jtg+XJ7/c8/7e5HxMMTP8ia1X59+WX79X//i7JfRURERMTncR6XKk9qNLo9Fd8dzYuLhy/Dv1VrYMcOnx8bERERT3Dnzh0kZPnLhxiUTZAgAa5cuYI//vgDN27cQKVKlQLuT5o0KYoXL45NDNp4uFju3gGRcMuYka8+4KefbBppr15A5cpuGcC8eW0DMC5/Y81ZBmm//RZYtw7o3x/o3Rvo0MFuy2oMu3YB/frZ3c6UKWIZs1my2K9VqwIffQSsX2+zb5m9KyIiIvLgwQNTe80ZWLPN8fh+PGkeDbFcFMtVvf12YjS9OQHDj36A4id3IEbbccjxwzTEjBXx39sXxs0ZNG4aMx1rnkuvT41bVOD/Rjp8+DBOnz792P0sUZAmTZrHbn/vvfcwceJEVKlSBfny5cPChQtx9uxZVKtWDfv27UOMGDGQkTGjQPj9jz/+CE+nwKx4j3r1bBcsNgj75x/gww+BV14BunWzkVEXK1fOBmMdFi7kmwUwaJDNkN2/3y6P4/sAm3Zt3myTfVkKITIZs4ULA6lS2bq2W7bY5xcRERE5evSouUjkMQnHUS7K705TJF20COfffBN//vWHhlVERCSK9erVywRng2vXrh3at2//2O1s9rV582Y0btw44LbevXvjhRdewO+//4548eIhVqygIU5m2HpDjVmPCsyuW7cOPXr0wG+//Rbmdhz0kSNHmqh4qlSpUKtWLTRr1gwxebpborccOYA5c4Bp04DZs23N2W3bgE8+sWmsbo4b//wzMGkSsGKFvY1lcpMlAyZPBooUAb76yu4y48nhDcw6MmZZardKFWDRIvvBQYFZERERocyZMyNFihROy5DiMsEkSZL4TObnjRvAp6mKY8QbwDPP2OarMY8eArJlC/dj+OK4RQWNm8ZMx5rn0utT4xYVLl68aE4mDxkyxARTQ8qYDenYY1OvAwcOYMCAAciWLZvJhB02bBiSJUtm7g8NM2k9nccEZrdv345u3bo9cdD4B+QfhFHx8ePHY//+/aboL9OhW7du7bL9FTfiGv7337fdsFgf4PJlvno94k8yejSwdauNFXP36td/VM6gUydg1Chg4MAnB2b5KzkaiTkCs446swzMss4sM3NFREREOH92VoICP+w4Ht9XAoxciNWjh+0PcOAA8Ofgr1F09cfABx8wZSdcj+GL4xYVNG4aMx1rnkuvT41bVHDE/LJmzYqUbOATDkzO5GXChAmmlAGVKFHC1JUdPHiwybC9ffu2KR8UeD50/fp1JEqUCJ4uhicU8J02bRoaNmz4WNpxSL777jsThB03bhzKli2LJk2amIzZxYsXu2R/xYMw2sn6AePHBw3Mnjzptl2KGxf4+mtbbYG7FngezooLjCn/+uuTe0k4smX5PhX4fcTRAIyBX5Y0EBEREZGox7YGLFFFu74+xIiEXaE1fbq9LiIiIi5x+mEt2oIFCwa5vXDhwvjvv/9MyQIGZU8GiwUdP37cZNd6OrcHZjdu3IipU6eie/fuqO9IL3xCIJcR8LiMgAXqtnaZKYbie+LHB/Lle/T9xo3Am28CU6cC9+65ZZfSpbNZscGbfLHe7Ntv2+tTpkSsjIFD+vRA/vz28wAbjYmIiIiIczRpYr+23t0B199r+WgSx1RaBWdFRERcIuvDxjtcaR/Yrl27TFD2pZdeMjHCtWvXBtzHGOHWrVtRqlQpj/8ruT0wW6BAAVNblhmz4Vnm88Ybb5jA7OjRo81A79ixA1988QVee+01l+yveDh2xWKXPwZmmzZlqz94kjZt7NcFC4ArV0LfzrHbwQOzgbNmHQ0qRERERCTqFSpkL3fu+mFW7JZAly72jnnzgKFD7ZxTREREnCp//vyoUKEC+vXrh0WLFuGXX34xJU0XLlyIFi1amHIFTPTkbbNmzTIxRpZAZZ33mjVrevxfx+01ZtMyjTCCzQ2YXdu3b19TAoGKFi2Kjz76KNSfOXv2LM6dO/fY7fcCZVSGVSz4afGxHRdx8nixXgDT24cNs50a2JGLHf1q17bds9yMDbueew74+28/zJvnb0rlhh6Y9UOWLByHxwOzo0f7YfVqf9y5A8SKpeMrIvR6jBiNl8bLmXR8RW68RMS1WbMdOwKzZgHtfq9na0yx0P/SpQA7PfO6B8wxRUREorMxY8aYy8SJE3H16lWTRcv6sm8/XJbcpUsXk+zJOOHNmzdRpEgRDB8+3CtqzLo9MBtRzI7t06cP3n33XVStWtXUmuAfp127dvjss89CbB7G+rMsEhxc6dKlzc+xYLCzGiYQP0TxOUjF/10wXiVKwG/qVMQbMQIxWYx1xAjcX7sWtz78EP5p0sDdGjWKgx49EmDSpAeoV+9qkDq0DgcOJGB1M6RNexOXL98Jcl/hwjyhkQRnzsTA/PnX8dZbd3R8RYBejxGj8dJ4OZOOr4iPF0s6iYjr8Bx/165cPsklk8Dzb7wBJEgA9O5tlzYpKCsiIuJ08ePHR8+ePc0lJOxZ1a1bN3PxNl4XmGX0u1KlSujfv3/AbTly5DANwH744QdUrlz5sZ+pU6eO+ZmQMmZ5SZAggalT6yyO7BY+hwKzLhov/j0/+wxYsgQYOxYx//gDcVgIOmdOuFvLlsCAAf7Ysycmdu9OijJlHt/mxAn7NXfu+EiaNP5j97dqZevYzpiRAI0b2/t1fIWPXo8Ro/HSeDmTjq+IjxczBETEdVKlYik14KuvbNbsp58CeOklIHt2wAsaioiIiIhn87rA7KlTp/DOO+88Vqc2duzYOHDgQIiB2TRp0phLcBcuXMDhh8U8nR0w5eM7LuKi8eLPsoRByZLADz8AFSo8uo81wdyU4ZA8OfDuu8DMmcDkyX4oWzb05l/ZsnEMHr+/dWtb2mzzZj+TwfHsszq+IkKvx4jReGm8nEnHV8THS0RcX86Agdn584Hhw4E4cWADsw63btmGYDxz7sRkDxEREYl+vK4gUrZs2R7rxLZ7927cvXsXGTJkcNt+iQfLnJn1Ax59z3rDdesCP//stl1y1Jb98kvg9Omg97GKg6MkckjNvyhdOqBWLXs9hCodIiIiIhJFqla1c6/z54GFC0PYgHVmv/jCLoviRiIiIiLRJTB79OhR7Ny5M+D7999/Hxs2bDDNv9iJbdmyZWjfvj1y5syJKlWquHVfxUvMmAEcPGg7OQwZYiOhLla0KFCqFHD3rq24EFK2bJIkQLJkoT9Ghw7266JFDOQqg0pERETEGWLFAtq1s9fZU3bv3mAbNG1qax4cOAA0bw6wfJaIiIhIdAjMTpo0ydSIdahevTrGjRuHXbt2oUWLFub6iy++iAULFiCOWVck8gSdO9tODsSOurzObg4uxok9TZkCBO7l4gjMMls2rBWrJUoAxYrxZ/0wZ46OfRERERFn6d4dqFgRuHYNqFkTuH490J0sa8AT/+nTA8eP2+Dsw3JpkcWqWyIiIhL9eVRglpmv27ZtC3LbsGHDsG/fviC3Va1aFcuXL8dff/1lGn4NGDDAqc27JJqJGxfo0sVGRNOmfTSBZk0AprC6CCf1XBbHUgbsURZSYPZJHFmzs2bFdeWui4iIiPhc1ixXKXHutmePLSf7sF+txZJq06fbhmBnz5qyBjH274/Uc61caaerCxZE2e6LiIiIh/KowKyIS73wArB4MfDqqzYtYfZsYN48lz09E7zZxIvYL8LBkWCRNeuTH4N1ZtOm9f8/e3cCJ2P9xwH8s+77yC2ECpEzRyGKlPpXFBE5c5cj95H7PnILuQkRoZIkIldSuRMquZOj3Df7f32en8fOrj1mZmdmZ2Y/79dr2rF2Z8bT7Oxvvs/39/nixIkEWLrUSw9URERERKzz+Vw6JkxoiqYR46jAYcNTpwKPPQb89x+S9+0L3L7t8pH7/HPg1i3ggw900EVERIKdCrMSv6VKBfTrBwwfDhQpAtSp49O7Z7dF4sTAjz8CW7e63jHLbgrOmSANARMRERHxrqef5o4+c53jChxGYRgcEDBpElC+PK727m2quC5iVC3xtu/LsxUREZGgosKsCFWqZLLBkic3x4MdtGPGeH14Azsv7AjlQYPMljhXCrPErttEiUKxcWMItm/33mMVEREREaBjR6BaNTMjoFGjSJKweOJ/9GjcyZ8/7HMXLrhcmKUFC3TERUREgpkKsyI2x0lbXAXPnQu8+abZTxYuRMyzOnUyuWVffGG6Xl2JMiBmnVWrZt4RjB/vtYcpIiIiIneXjIwxyJAB2LkTGDIkhsOyezfw6qvAV1/FePyuXzfjD2zMtfXiMlRERETimAqzIpGpWBEoVgy4cgUYMMC0Rvz7r1eOVdGiYRlivJu//3atY5ZatLhufZw/Hzh92huPUkREREQcdz3ZMVJcKrJAG6VVq4BLl4A+fYBPP432IP71lynEpkgBJEsGHDgQSVyCiIiIBA0VZkUiw8m6U6YAbduaENj164FatYC1a71yvHg3NWuarXBcjDNRIVMm57+/ZMnbKFky1Oqy4EBgEREREfEuxlG99poZ1NW4cSSRBrb27cPmGHCuwYwZUbbBHjxoPj76KPDyy2FdsyIiIhKcVJgVifKnIwHQoAEwZ45ZHZ87B3TubAq2XtgSx4hb3o3dLeuYrODM97dpY66PGwecOuXxhygiIiIiEdZfEycCDzwAK+ffHgoW6ZqyQwegWTPzZ34T86ciKc7a+bJ585pELVq40Iw/EBERkeCjwqxITFgtnT3bTHdIksTEHHhBmjTAZ58Bjz1m7spVbOjlQz15EqheHbh2zRuPUkRERERsWbOGZfwz0mDNmmiquC1aAO+9Z/7ME/8Mp41QcbULsw8/DLz0EpA6NXDkCLBli465iIhIMFJhVsQZLMi2bm0mdDlO2N261Uxp8JDChYG9e4GuXV3/3qRJgS+/BNKlA374AXj7bQ2LEBEREfE2phSwu5VRBjw5/tNP0XxxvXrA+++bQu2ZM9EWZhltxdsjxRmIiIgEJxVmRVyRMWPY9f37TX5A/frAvn1+cRxZM2bXbaJEZgHPzg0RERER8R7WWGfNAp57zsz4evFF4LffovkGBtNychizD7hoi6IwS3acAWeGMctWREREgosKsyLuungRSJvWTGlo2NCExN6+HefHs1IlYNIkc53DfxcsiOtHJCIiIhLcuHNp6VKgdGng7FnghReAo0ejGRhQpozZkUXMml24EHcuXbk3/MsuzFapYjJsOT/gu+988A8RERERn1JhVsRdJUua9gVWQlmQZTW0aVMTBBbH+DA6djTXmVerXDIRERER70qVClixwswLOHYsBLVqpXLunD0Hy44YgauN30GS6xesJtpcucxfJU4c1jU7cKBiqkRERIKNCrMiscFA12HDgP79zWp8926gbl3TMhHH+LBefdVE4FarBhw+HNePSERE/MGaNWtQqlSpcJ87d+4c+vbti2effRbFixdH7dq18QMDyx3MmzcP+fPnv++ydu1aH/8LRPxXhgzAqlUc2hWKffsSYudOJ76pfHlrCuydXXswBc1RNMfZcAkH3bsDyZIBGzYAy5d789GLiIiIr6kwK+KJYDGOzV24EOAb3WvXgKtX4/y4JkzIN9FA0aJm+xuLtMomExGJ37Zt24bOnTsjlFun7+L1du3a4bvvvkObNm0wfvx4PPjgg3j77bex06GqtG/fPqtou3DhwnCXJ554Io7+NSL+KUcOoEIFc33dOie+oVAhYOpUXEicAY/gD4y93BT4++9wt9eunbnerZvWcyIiIsFEhVkRT8mSBfjwQ2DIkLA9Z3ThQpwdYzbxfvmlySbbtctcFxGR+OfGjRuYOnUqGjRogEQRhg3t2bMHW7ZswbBhw/D666+jfPny+OCDD/DII49g9uzZ975u//79KFas2H2XNGnSxMG/SMS/2YXZ9eud/IaHH8a8StNxAtmRA0dNLpXDdicWZLme27sXcPixlGhwttqYMTpEIiLi31SYFfHoT1QCM6WBH4mdsxwM1qNHnBVoc+YEmjc31ydOjJOHICIicWz9+vWYMmUKunTpgnr16oX7u5AQZmHWQokSJe59LkGCBHjooYdw/Pjxe121v//+O/Lly+fzxy4SiJ55Jqww6+xs2O2nc6AppuF61tzAP/8ALVve24XF9Kz33zdf17s3cOWKtx55cOBuMUZAtG8PKG1FRET8mQqzIt60bRvAN7UMG6tdG4iQ1+crLVqYxIXVq4EDB+LkIYiISBwqXLiwlS3LjlkWYh09/vjjGDBgAJJyrPxdly5dwk8//YS8efNafz5y5AiuXLmCzZs3o1KlSihUqJCVQ+sYdSAiYYoXNzmz586FWCMInPHnn8BpZMaBzlOBggWBtm2B5Mnv/f277wIPPQScOAGMHaujHZ3z58OucyDunTs6XiIi4p/C72WLp+7cuYPbzp7KdgO7TOz7iPhmSIL8eD35JDBtGhL06QMcPQq0aYPQGjUQ2qZNuIW2t48Xu2Zffx1YudJ6OFbaQnwVVM8vH9Dx0vHS88v/fh7p0KFDOHny5H1fkylTJmTOnPm+z2dh3I4L+vfvj8uXL6Mhd33cjTGgf/75x/q769evW9EI/PslS5bcK+CKiMHEkDJlbmH16sRWzmyxYs4VZilX0fRA3ZlmYIDt9m0kTZoQAwcC9eubbfrNmgEZM+qIR+by5bDr27cDH39sNrGJiIj4GxVm73aB8CLiLSGdOyPzwoVI/+231srwxrff4kSLFrj2yCM+O+jczsUL7djhs7sVEREv6NGjh1Wcjah169bWAK/YFH8HDRqEzz//HH369EGBAgWsz3PA1+TJk1GuXDkkSZLE+lyZMmXw/PPPY+bMmVbHrYiEV66cKcx+/z3w3nvRH51z54B//zXXrfMcjkXZ06dNu+y776Ju3YoYOdKs5QYNAkaP1lGPqTBLTBWrWRNImVLHS0RE/IsKszwrnSsXHmCavpfwTc6FCxes4Rjq0IvHx6tMGeDHH5FgwACkOH0aaTdvRihXiD46XmwK57Y6zpHgjLIIEYPxRtA+v7xEx0vHS88v//p5ZObrmTNnMHjwYCRLlizSjtnYDAjr3r07li9fjs6dO6Nu3br3/i5Dhgx49tlnw319qlSpULx48XvdtCISXvnyt+7lzLLZ3R5BEF23LBveObw1nE8+AQ4eBDp3RoK+fTF8+Et4/nmznmPaQZ48OvJRFWbz5weuX+cuA1gFbebzioiI+BMVZu8OuEjoeFbaC2+k7PtQISieH6+yZYGFC4EJExDCiVweeN45e7x4V9zC1bWrdffxdjtXUD+/vEDHS8dLzy//+3mk3LlzW8VST7l27RpatWqFLVu2oG/fvqhTp064v9++fTuOHj2KV1999b7vS8epRCJyn6JFbyNlylD8+28I9uwBihSJuTD78MOR/CW7ZdlOu3y5VVms0vUyqlR5A9yI1bMnMG+eDn5UhVn23rBbmaMehg0DmjYFsmfX8RIREf+h4V8ivpYmjdlP5RgKxqAwrqq9PJmgcWOAO1B//hn46Sev3pWIiASQTp06YevWrRg5cuR9RVn6+eef0a1bN/z999/3Pnf69Gls27YNJUuW9PGjFQkMiRMzzsBcZ5xBdNgQG2VhlmfX2erJ6iING4ap5WZZV+fPN7NmJfLCLLuP33gDeOop4MoVdcyKiIj/UWFWJK4xJGzxYhMS1qoV4PCm19O4w7VWLXN90iSv3Y2IiASQNWvW4Ntvv8XLL7+M7NmzY8eOHfcudkxBjRo1rNinFi1aYPXq1Vi5ciXefvttpE+fHm+99VZc/xNE/FbFiuYjB4BFJ9qOWWK3fKdOQJMm1h8f+nICZpUcz156azeURF6YZaYsN0gNHx6WCsFoAxEREX+hwqxIXCta1HTQMivwl1+AN980W9VCQ71yd++8E7YwtYdMiIhI/MVCKy1btgy1a9cOd+nSpYv1dyzKzpkzxyrcvv/++9YlT548mDt3LlJqmo5IjIVZO2fW7cIsscLIk/jt2ll/rJlxHdInvgz+CK9apf8JURVmiZ3LWbOartlNm3SsRETEf6gwKxLXuMh+/XVTKWX4GFeSffsCfDP8338ev7snnzS14GvXgFlmF5yIiMQjbdq0saIJbEOGDLE6YyO7fP755/e+Lm/evJg8eTJ+/PFH/PLLLxg3bpxVqBWRqDHpI0UK4MwZYO9e8zkWaFmo/ecfFwuztvr1gf79kXL2JDRqbSaFcdno5USsgC7McrnNgWmkIraIiPgTFWZF/EXOnMC0aWbAQ6JEwNq1pivCw6tsLkztrlnGGWgRLyIiIuIdzPbn7Fc7zmDpUqB4cdNJW6BA2Nb6o0ddKMzSSy8BmTPj/feBtGmBZDu34MvPbuh/YxSFWVJhVkRE/JEKsyL+hPlhnNA1Z45ZmbOCencCtyfVrWtmkP3xB7MFPX7zIiIiInLXM8+Yjx06mE1Su3aZE+Xnzpk12csvmwQrFhEzZ3btsGXIAIx+cRXGow3utH3P7NWXSAuzVaqYj9u3A6dO6SCJiIh/UGFWxB/ly2fG7FaoEPY57nnjStIDOKG2QQNzfdQoc7O8nD3rkZsXERERkQiF2Zs3zRqMXa4nT5rkqoQJmfNs/j5vXlOwddUrDR/AtZDkyHlyK07Vag1cvBjvj/2lS/cXZln0ZrcyffttvD9EIiLiJ1SYFfFXXKnbeFqfq/fmzYFx44Absd+qxpQEWrkSKFHCXHLkAL75JtY3LSIiEi+tWbMGpUqVivZrKlWqhPz580d6mTBhgs8eq/gOowy4jOvTB/jrL2DgQFMk5J85iOrRR83XPf64e7efsWpJrKo2EReQBhc37QJatIj3E14j65glxRmIiIi/UWFWJBBwVcl2C+5zY8wBhz4cOBCrmyxYEGjbFnjwQXPJmNEMBOMWuy1bPPbIRURE4oVt27ahc+fOCOXv6miw+Lpw4cJwlxdeeAEpUqTAS8wNlaDDLlgWYVmc5XrLUZkyZtcSB7J+8IH79/HmwMfRHFNw8NwDuLb7ANC0afjpYvGMM4XZGH5URUREfEKFWZFAwFVl797AyJFA+vRmdC+zCLiKj8X0rrFjgWPHzOX4ceCFF0w0Gd8X/vqrR/8FIiIiQenGjRuYOnUqGjRogEQc3hmDggULolixYvcuCRIkwOrVq9GzZ0/k5V52iZfLvIYNgezZ3b+NQoWAfC8+grcxHb9fygYcOQI0aQKcP4/4KKrCbLlyQPLkJkpiz544eWgiIiLhqDArEkg4wnfhQtM9e+sW226AZs08Em3AqcGffQY8+STw33+mo4DFWhEREYna+vXrMWXKFHTp0gX16tVz+VANHjwYRYoUwevcsiISCx07AseQE6/+Mw3Xs+ZiboaZ9hoPRVWYTZo0LPOXXbMiIiJxTYVZkUDzwAPAiBFmT1yKFED+/Kaq6gFcvH71lYk5OHECqFkTuH7dIzctIiISlAoXLmxly7JjNsTFyU3slN2+fTu6du3q8veKRMQ6bLFiwKGrWTCuxGygfXv3pokFcWHWMc5AcxVERMQfxLzfSkT8DxfZr7wClCwJpEsXVj3lkLAECe4PMHOx7vvFF+ammTXbrh0webLnHrqIiEgwyZIli9vfO3v2bGtYWHF7VHwUTp06hdOnT9/3+VvcPXNXTNm27uLt2hfx/+PGrtn69UMwYnIqvN4QyJs31Oys6tnTnHEvXRrx4biZwmwIUqbkbYX/uypVzN+tXx9qRXgx2iCQ6WdUx03PNf+mn1GJiQqzIoEsWzYzuYCFWWbNctH9xx9Ajx7Ac8+5fbMPPwx88onJmv3oI4ADphlTJiIiIp5x8OBBbN261RoGFhMOCIvs68qWLYvWrVvjypUrSJgwodfeUPL2SV29/n/cOC8gX77UOHAgIcqVu4PFiy+hxI45SLJ6NfD997japw9uM2g1yI/bpUuMcAjBnTsXcf58+HkMzPLNnj0NTpxIgJUrL6FSpbATHIFIP6M6bnqu+Tf9jIZnv8ZLGBVmRYLFuXOmPeDCBaBbN+DFF4EuXYDUqd26uapVgQEDTK33nXeAp5/mQt/jj1pERCReYvxBqlSpUJH58TGoXbs2KnGfeiQds7ykSJECadOm9crjtDsXefsqzAbGcVu7luu4UOzenQCvvJIay5c0Q9nKh4B165CqXz+AFy70gvi42e/7s2ZNjch+NFjAnjkT2LQpJV57DQFNP6M6bnqu+Tf9jIZ3+/btOPo/4b9UmBUJFswgmDULmDbNrDS//hr45Regb1+3t611726t4cEmC3bOjhzp8UctIiISL23YsAHPPPMMkjiRE585c2brEtHZs2dx6NAh67o3i3+8bfsi/n/c2BH6/fcm9WrTphBU+V9SfPbpMLyYoh+wYgXQuzdw9SrgpwPnYnvc+J7/2jVzPVUq3k7UhdkVK0KCYn2rn1EdNz3X/Jt+RiU6Gv4lEkwSJwZatQKmTwdy5jSZs2x35bAwN6Z4Ma6WGbP08ccmokxERERi3z2zZ88eFC1aVIdSvCJ9emDVKhNLxRps7boJ8V+7vkCtWiYGa/BgYM6coDz6jrtkIxv+RWwY5rJ53z5zERERiSsqzIoEo8KFgfnzzZAH+vlnt6fycuGaNSvAmSPLl3v2YYqIiAS7I0eOYMeOHeE+d/z4cVy+fBl58uSJs8clwS9FCmDZMrMsvHgRmPRRAqBzZ+Dtt80X8ET+mTMINmbwl1n6JksW+dcw3sBOB+ExEhERiSsqzIoEK46YZdbs+PEmLNbeKsn9XQ5TnGOSKBHQsKG5PmOGlx6riIhIkJo4caKVEevo33//tT6mScMBRSLew65QLgdpzBjg6rUQs5vqvfeAsWOBjBmD7vBfuhTWLRtdX4KdLbt0qW8el4iISGRUmBUJdk89FX5q1+zZplPibiadM+zGCsbWnjjhhccoIiISBNq0aYOfuUvFwdChQ7F///5wnytSpIj1OUUZiC8wvSB3brP7ibmqlnr1gGLFwr7o8GFz8j6IOmajijGwvfqqKdxu3coudp88NBERkfuoMCsSnzB0a8ECYO9eoG5dc/3OnRi/jXXd8uXNl7KuKyIiIiKBgbufOnUy1zl24L6NUwcOAI0amamvQTBQwNnCbLZswJNPmuuff+79xyUiIhIZFWZF4lvY2Ny5ZhXKhfcHHwCtWwP//ON01yzjDDgzQkREREQCQ+PGQKZMZsPUp59G+EsOi712DfjuO6BDBzMtLB4UZh3jDJQzKyIicUWFWZH4JnNmkzvbtSuQNKnZv8XsuxUroq24vvEGkCoV8McfwCef+PQRi4iIiEgsz823a2euDx0aYcnHbVHMm+V8gi1bzEl7TguLB4XZ6tXNx7Vrgf/+8+7jEhERiYwKsyLxEQO1WGllhfXxx82UhIEDTcdEFFiUfffdsK4LNlWIiIiISGDgzC+u53bvNnMDwildGvjwQyB1amDnTqBFC06pQ7AXZh99FChUyMQ7fPWV1x+aiIjIfVSYFYnPcuUCpk8HWrUy03mzZIn2ywcNAl5/3aQgVKsG/PKLzx6piIiIiMRC+vRAy5bmOhMLjhyJ8AVFigAffQQ88IDJnW3WDDhzJmALsyxCO0NxBiIiEpdUmBWJ7xImBJo0MSN7bbt2AYMHm2FhEb503jzgmWdMk+2LLwJHj/r+IYuIiIiI6zp2BLJnB/bvB8qUAbZti2Ti67Rp5mQ9L2nSBHXHrGOcAbuIAzxeV0REApAKsyIS3u3bQN++wJIlQJ06Zjubg2TJzOTaokWB06fN/DARERER8X9Zs5oYWSZZnTwJVKgALF8eyY4qTnvlIi9JEgR7YbZECfNPZj/C6tVefWgiIiL3UWFWRHBfW2yPHmblfvy42cY2YYLJL7iLzRPDh5vrM2cCFy7oIIqIiIgEgpw5gY0bgSpVTBGT8VTz50f4InbLcmIYcVLYlCnAr796/LGcPQvcuRO3hVmOXrC7ZtmXICIi4ksqzIrI/UqWBBYsAF5+2ayWZ80CGjYE/vjj3pdwMV+ggBnaO3u2DqKIiIhIoEib1gy7evtts9TjqAG7oHmfL780hVnOJPDggIGffgIyZwbatEGcFmaJMxRo2bJwvQgiIiJep8KsiESOExMYaTBiBJAuHfD770D9+mYYxN3ugtatzZeyodbT3Q4iIiIi4j2JE5tZX3nzmniqSZOi+MLnngNKlzZ7/VlF3bDBI/e/datZP37xBeK8MFu+vGkSPncOWLMGXk8NmzjRKw3IIiISgFSYFZHoPfss8OmnJoSsVCng0Ufv/VWDBibWgLXaVat0IEVEREQCSaJEQM+e5jrPxUeY+2ow0mDMGLMWZDtpp04eWfj984/5eOwYcOIEPIYDal0tzDLJq0YNc33RIngVc2zffRdo0cK79yMiIkFcmD1zxuxy5tD2zp3NL3H+Ajt/3vMPUET8wAMPACNHAsOGmVZZunwZqTeswNuNQ60/jhsXtw9RRETEWVrLioSpVw/Ikwc4dQqYPDmKI8MhYBww8OKLpuXz/feBpUtjdRg5fMyxezYuO2bpjTfC4gxu3oTXHD5sPu7YoR1nIiICJHLlIPz8M9C/P7BiReS/RPj7+qWXgN69gWLFdHhFggoLssmTh/2Zk3q//BJ9iqzGHPTE118/YEXS8svYRcsabo4ccfmARUREwtNaViTySAPWWZs2NbXXli3D5n7d117br5/5y88+A4YMAUqUAB56KFYds3Zh1h7AFVeF2aefNnEGfFyMM6haFV7B2Aj7cbJIy6K4iIjEX051zPKXBoPhy5Qx09c//BDYts1k8PBsIn95MbydHbTsmuXcoMaNw7aRiEiQ4XReriITJ0a6XevxXcZaeAZrrSESy5ebyb48iSMiIuIPtJYViR7jqXLnNu/rOOcrSgkSAN26maGw/OhmUdYfO2YZZ2APAfNmnAE7k2179njvfkREgs3GjRtRo0YNFClSBJUqVcKUKVMQytqEVaIIxYQJE1CxYkUULVoUjRs3xsGDBxE0hVl2v/LfyoHs69aZPBx+jl1x/AWWKRPwxBNAhw7m7OKuXcD160Dx4t7/B4hIHGBbLFfwc+ZYmbOFHjyHxbk7Y9urfTHkfXNGZt48xZuIiEg0ohwB73lay4rE3DXbo4e5zl1PV6/GsA7kEDC7ikns3nFxEqxjxyybfDw1SNbdwmx0cQbbt5uZuJFm8LrZMUsqzIqIOOenn35CixYtkD9/fnz00UeoVasWxo4dizmsSVgDySdg6tSpaNq0KUaNGoWLFy9axdlL3uwY9dBa1qnC7OzZwMyZzm+zKFjQdMzxe0QkiHEQ2OzZSNSkITJkDEHx48vRdcebeOnh/dbC9e5rpIiIiNlu1bYtUKAAkDSpOcPPykmhQqbzbudOrx0lrWVFYsYm2Fy5TCcrd0g6jdsomzQBBgww+bNOYNOPY8cs67r793v2fXKqVK5/L+ebZc4M/Psv8N135nObN5vPM8Uh2m5iJ6ljVkTEdSNHjrS6YQcPHoynnnoKLVu2xBtvvIEffvjBKr7OmDED7dq1Q/369VG5cmVMnz7dKs4uWbLE79eyThVmy5Z167ZRvrx73yciAYTh0uyamDoVePBBhNy4gddaZLb+atIks/AWEZF47MAB4H//M1lXzKXkYpYjydme16gRkDevqXYwq/K11zxXnXGgtayIc0u6Pn3Mdc4M4Y+uU7hdkmGpX34JdO8O3LgR47ewEMsdlsSXBvrxx7jvmI0YZ7Bli8matRuuGNkVW+qYFRFxzdmzZ7F9+3bUrl073Of79u2LyZMnY+fOnbhy5YoVb2BLmzYtSpcujQ0bNvj9Wtal4V+O9u41ZxIj23LCM4oiEs9wn+gnnwBHjqBW9vR4rx/w22+h+GHxCZR948G4fnQiIhIXeIaOhRouUtl+9swzkX8dz+Jx4TxhAlC6tBkq9M47Xn1owbSWvXPnDm472anoKma22bcfwi3sEtTHrX59gM1FjK9r3hz45hsz8yta5cpZw0YS9Oxp/ZyHduiAUOYhJEsW5bf8/bcpnKZODVSuzDWjiQuoVy/2x40vJ7xtzqx158eCcQYffwxrdgIvfI3gyR02QnGAIBuE+bjdxSKvXTQ+csQUqGM8xkH4XItrOm46ZnquxQ2+XtGhQ4dw0nHrxF2ZMmVCZm5dcHDg7pnCZMmSoXnz5ti8ebNVeG3UqBGaNWtm3VaCBAmQI8L0cf75+++/h7+vZV3+FcAcHE5eP3o08sfB3wXurgvXrFmDbt26WdkRUWEF/Pjx45H+XZs2bdC6dWv37lxEYo9TegsUQBpwYQ389dEqZGrZG7jQ3JxJYhuCiIjEHwxq5LqO0TfR4QKS1VBeWDFt185rhVlvrmXjypEjR6yLiCdwy77LGajp0yNFq1bIOXo0Qr77Dlfq1cOxDh1wh2vDKDi+V7azXT2RaMJiMv33n7m4Km3a8I8toj//RKx8+mn4PytnVkTiox49elgF1YhY02Ntz9F/d1/MO3XqhGrVqlnZsZs2bbLiDdKkSWNFGbBomyjCWa6UKVPGPmPWB2tZlwuzvG1mR/Ik6MMPm8GcnrBt2zZ07tzZqnJHh4G+NyJsj2GWBNuTX3rpJc88GBGJtVatgEUf/YQL/97GP30n4e/xG7CybH806p0LWbPqAIuIxAt2hcQVHFbw7bfwFm+tZeNSrly58MADD3itq+zChQvWGx9148Wf48ZNUC1bmk5Ods8WLuzk7qnChZGgfXukOHoUGSZPRui4cUC6dPd9KbtyGzcGnnrK7P7k7fP8/bFjobh50/3jxvffDz4Y1pUbTV04Wl26AB99ZB7f4sUmr7ZrV2DyZDP/dvx4926X3bYPPWSuP/64KcoyA7t6dcTb51pc0XHTMdNzLW78+++/1slkZsWymBpZx2xEN+9OY3zmmWes4iwxZ5YdtxMnTkSdOnUQlZhqjP6wlnW5MMvsH3bycpuLJ7DIOnv2bGuaWooUKe61NUelIP+BDnbt2oXVq1djwIAByMtcBxHxC0WLAu889T62/VACXY4NR6pje/D0zjpY9Ot7aLOupjmjJCIi8RvHsp84YX5p+KhC6um1rD/gm46EXtqVwuKFffsq+sSf4/bWW6Yg+fnnZijY1q1mzkmMmK/HSmvr1gi5eNG0n0fy3OTuVWbBsmabO7fZ2s+hWLt3h6JgQfeP27Vr5nb5rSymunvo+/Y18QUvvhhW3H3+eQ6fMceEw9Hcue0zZ8zjYxQCZ8Xw9Wj3bqBGDcTb51pc0XHTMdNzLW7YhdLcuXMjQ4YMTn0PO1/p6aefDvf5cuXK4csvv0Ty5Mlx/fp1K9LFcT10+fJlpHJnEqSP17IufxezeuyzkJ6wfv16TJkyBV26dEE97n12EavsRYoUwet2SruI+I1Ro0MQWvUlzHlpIc7lK42kuI6yG4bhavO24UfSiohI8GPFhIMS2HJGrG6wdYyDFNhpF0nOmDd4ei0rEoxY32N9NWNGM9tr0CAXvjl/fjMUduJEIEJOoOP7WOIuKt5XmTKeGQBm71hlMTU2NUoWTlksdey45e5U/pnvv3lMYjP4i4eFhVlSlIGISMw7gxw7Z223bt26lyXLouwJvkA7OHbsGPLkyQN/X8u6XJjlNos5c+AxhQsXtrJlGzRo4PIZPnbKcjJb165do/3eU6dO4ddff73vwv9JjmfMdNEx0HPAs8+B0qVDsWJFKKYvz4xKv47HZ7k74npoEpxf+QNC//pLx1s/c3oO6Dmg54Abz4GA1asXMG1aWPdct24mS2D6dJMt8P77PnkYnl7LigQrFg9ZW6WhQ01kntPYBus4hIUDUw4evPdH+71rlizmI+ekUDSjRpzCblSyh2t5EnfcclAZcSiYO+y+BO7UZZQBqTArIhK9Rx55xBoItnLlynCfZ6Tpo48+iieffBJJkya1aoS28+fPY+vWrVbkgb+vZZ2KMhg1Kux6tmxmuBgHJlSsaLaIOGJ9tH175x9AFvu3sRsYgVCqVCkUL1482q9buHChlU0bUdmyZa1g4StXrnht+xfxTRTvg7S9RMcrPj+/sr5XDXXfewrVb2xC70fzI8H58+YvGGHioy2sgXS8/IGOl46Xnl/+9fMYMWc/oDBUkovIZs1MhWf/fmDmTLNPOnFiTnTw2l17cy0rEsxq1gReeQX48kugeXPudnRjycYcBE605g8bw1kLFgzXMUue6pj1ZmGW/vc/cyxWrODgmth1zNqF2T/+ME1YkUQtiogITPzBe++9Zw0M69+/P6pUqYJ169Zh1apVGD16tBV1wB34HAZmd9hOnjzZyt6uEZusGB+tZZ0qzEZ222vXmktEvlrMHjx40Kp+R1Zwjah27dqoVKnSfZ9n2zMvzLZNy/GbXmJ3t/A+VAjS8YrPz6+33+ZJpocw9lRuvLwt1HQdcLsBJ7F06GAmLHhZIB0vf6DjpeOl55d//TxeZGZjLHGnUrdu3fCTQ2sab/vDDz/EokWLcO7cOZQoUQK9evUKl9/P7K4RI0bg66+/tk5wMeerZ8+eVgeDU44fB0qVMtfZ8cDXYIY2Us6cZiqOl/jjWlYkEPDngXmq/FnZtMkkFLRo4eKNFChgLr/+aiaKjRmDkydLWH9l9+hwFygdPBiCs2dD4O5bM28XZpk5Sz/8wAE2gKsz9+zCLDtmeZIofXpOGzfv7RlPKCIikWOBNVGiRFYU6qeffoqcOXNi+PDhePHuC3OHDh2s9/dTp07F1atXrbXssGHDPJsx66W1rFOF2b/+gt/hmwoe4IpsdYgB3zBE9qbh7NmzOHTokHXd2wUa3r59ER2v+Pr8Yl4XJ9lygT95cgieew5mKwB/Dtu2Bd54w3xkAKAXBcrx8hc6Xjpeen75j9i+bm3btg2dO3e+b0ItT3RPmzbNmnSbPXt2TJo0CY0bN8ZXX311b0Hbp08frF271irqcsjCqFGj0LJlSyxevNi5ibesRHBBa0+4ZQ4lKxO0fXvYdS/wx7WsSKDge01mzPI8epcupoM2e3YXbiBNGjNxj2c8fvnFGgyW88gI/Ixy9wqzLFDmywccOMAvSQh3Zzp7uzDLmEN2ujJ+gC9j0QwCjzbKgG9N+XLO29qwwdyeCrMiItGrVq2adYkMi7Zc4/LiNV5ayzq1EYVZts5c2LnLGosvMEvimWeeQZIkSXxzhyLiEXaXxbJlplkWXbuyrd18ctEiMwaY42lFRMRjGIHADgJm+nPh6ujSpUuYMWMG2rVrh/r166Ny5cqYPn261Z27hFu2ABw5cgTLli2zto+99tprqFq1qtWxsHfvXqtY6xTuXmIWF/dDf/tt2Gv/mDFA797Aq6967f+4P65lRQIJZ50wB/bCBVOgdRmnZo0bx5HaCL1xA91Od0BlrL4XZeAYZ/DLL071DsVJYZZeesl8ZJyBqxw7Zkk5syIiAcRLa1mPhDoya4iNbsx4HzwYXsftdnv27EFRnVYUCTiFCwPlygG3bwOjR9+dpMCzWmyjZfvAkSNAkyamsyLC1EUREXHP+vXrrUJqly5drAwuRzt37rSiCRxjnxj3Urp0aetEOG3ZssXqinXcqZQ7d25r4IL9NTFiUeaxx4C5c4GXXzav/TR2rPnF0L9/nP3v9fVaViTQcBwHYwx4XmfxYmD5cjduJGlSYMQIXKvwPBKE3sZg9ECW03vu/XX58ubjt9/GvjDryZ2rkeXM0tdfm/Wsux2zVKiQ+agBYCIiAcBLa1m3C7NXrwJTppgtF88+CyxdaqZULlwIj2KHxo4dO8J97vjx47h8+TLy5Mnj2TsTEZ/gNjhiNvf33zu0SSxYYMK7OAyMkw3ZQSsiIrFWuHBhKwaKHbMR4xAY68Siaw7HCergQPUc9yKf/vrrL2tga7II02kcvyZGDI1kJYMDGL/4wnTQEbNu2XrG7c4+5Ku1rEiwKFLEjAQgJk/xZ8hliRLhUJOBWILXsSrZq0ha4m5lEkD16hzwEort2xPh4EH/7ZjlSAS+nJ09a16+XKGOWRGRAJbWO2tZl09H8pckG9tmzTJB5Vzbc2sLdyM/+CA8buLEiVi6dCn2MxH9rn+ZtG7FFXlmAX/nzh3cdvV0p4sdvvZ9KNNSx0vPL9NpwEgDnmjiQMPNm022mLWK7tvXapkI+ewzhL72muutCPp51PGKQ3q91/HyxfOLWAw9efLkfV+TKVOmSHP1WVSNCqMMWHCNGHHACbf8O+IJcf45In7utF1pcBZHkHNgwrFjQJs2wOHDZmFrL269zNdrWZFg0qsXMH++yW0eNsws21z1z+kEGILuKJArFD3tE0W3byNzpgTWSZI1a8y5ee4W9cfCLCNPOCfhs8/MTtYnn3S9Y9aOMrA7Znl+iy+33uz0FRERD/HwWtbpwizvc8IE85FbWXhGs1Yts+2rZk3PLGTbtGljXRwNHTrUujgqUqRIuEKtJ7pyeRER32FBlhfi6xgv92TMaHJb9u41f759G1nmz8fZF1/ELf6diEg816NHj0g7VVu3bn3fWsqZgm9U7KFe/JqoTi47NfjLxnY7bgNjgZm3x8Vkv34mxoZ5Ana1wgt8sZYVCXYsHDKKij83fItWvz7w8MOu3YY5pxSCLNnCirLWmZHs2fFGzfewZk2IXxdmqUoVU5hdtcoUq53Bl70zZ8x1+/wZl7XM2eUx4bKXOb4iIuLHvLCWdaowywmZf/5pBo7xF3DDhua+zp9HUMiVKxceeOABr90+38xcuHDB6vBVx6yOl55fYZhSwm2jt25ZkWNWLTYyITNnImTjRjy4bRvudOxoWm7dnEweKD+PQ4aY11vG7Y4aFXePI1COl7/Q8dLx8vbzi3FOZ86cweDBg++LFbA7Zl2VOnVqXL9+3drZk5AVy7vYJZvqbvsWP/LPEfFz/H6nsJrDhezAgWY4gj31pnt3U+Vh6x1bWb0g2NeyIr5Uo4YpTLJblJEGzJt1ZYnwzz/m471Gfm4BXbfOuvrWc5fQOsH72LYtodWQ9Mgj/luYpS1bgIsX+Toa8/ewQ9/eCObYZ8CXQhZmmTOrwqyIiB/z0lrWqcIsfykWK2ZOZFatamIVggk7PRzfiHjjjZR9Hyps6Hjp+RXmiSdMl0GnTmYbKc+P2IMNw3nhBZN3sGsXEg4YAGzcyHaxu/kHwfnzyNwyvrk4ccJ0dsWVQDle/kLHS8fLF88ve/BWhgwZPHK7Dz30kFWUPXHiBHLmzHnv88eOHbuX58/7O3XqFG7cuIEkSZKE+5oy9ij1mEyebFrgeHGMqXnmGdNpwH3RXirMBvtaVsSXuBwYP94MdGWkHmP2qlVz/vvtFBZ2ilqYBdCnDzBgAFKu/gKzc1xCwyODsGhRYuu9rj8WZvPmNRdGo7Cm/MorMX+PnfrC1x/OQbPxff3q1cDu3d57vCIi4gFeWss6tfeMW0m43aJuXfML9K23zMCeaHa+iYg4vROAebN8PeF2uG++ieSLWCiYNs1Ub5mBuHatqeByq0CQst9YsLtCRMSbihcvjqRJk2I1KwN3nT9/Hlu3bsVTnHJjDbt5Cjdv3sS6u11txCiF33//HU86G7DIzBoGSEaGQYt2G50XaC0r4lnsPueJdWrXzsxBcbtjlljZZDt7okSoHLoaI9ERyxZcc/lx3Y3F9nph1rFrlp3D7gz+srHATRHmXYuIiL/x0lo2gbPbVZjHxS1gLKJwTV6pElCihDljqm1gIuIuvobwpBLrrDdvAq+/DvzwQ2SvVgmAxo2BOXNMmBmHAPIFafbsoDz4KsyKiK9wgFe9evUwcuRIzJw5E2vWrEHTpk2tCJMaXATejX2qWrWqlW27aNEirFy5Es2bN0fBggVRiYtCZ7AKE1VLGMMVoxlQFltay4p43vvvm3PnfJ86aZLrHbP3/cjztWTUKKTNlARlsRlNdrXF7zvuj1Dxh45Zdwqz9uCviPMZS5UyH3/+2eMzb0VExJO8tJZ1YVoDt7EBgwaZTNvFi82ZUhZVODidReOZM03GjoiIK7hVn/VWbi9lxwW3w4UbBhYxKPDjj017LfMVK1YMyoNtv7Fg/VlExNs6dOiAhg0bYurUqejUqZNVlJ0xY8a9jFliri2Ls8OHD0fPnj1RoEABTJ482fnhX8ze4jYvBlLa1QcuJBmsyAUmz8x5mdayIp7D4ifj9IjNrna3akzshqJ7UQaO2J0/ZgSSpE+JgtiL72ZGtSCM+8Is68h8+du3zwzmdrdjtmBB83h5/Dw431pERDzNS2tZlwqzjkUUFmO//trk6jD75/ffzZCabNncehwiEs8xspAnfIoXNwtXZmlHucDnF3PfHEPN+C7bxhzaGzcQDNQxKyLe0qZNG/zM1iwHiRIlQufOnbF582Zs374d06dPR14GKEborB04cCB++ukn6/vHjRuHzBFbv6LTvz/w2GPm7Fu6dOZzL74IFC1qJuFwoesjWsuKeAbPk3Mj05kzwIQJseyYvet24cI40GEyOmAUJq4r6LeFWY46KFnS+a5Zu2M2YmGWr0fciUpbt3r6UYqIiMd4aS3rVmHWUa5cVk671UW7dKnJvBURcQcX0cuWmYX6rl1AgwbAnTvRfAOnhdn4De+9Z94hHDgQ8P8D7DcWjIrRtjYRCQopUphs8OnTzRn+554zux6YZ8PR5mnSxMnD0lpWxH2JE5u5XTRiBHDhQvRfz3WdXaCMtGP2rmdbFcD2RKWt5R07Uq21HSei+lFh1tU4A7tjNrLzWaVLm48//eTJRyciIoGwlnWqMMtfiDHeUAJTNGZHr00B5iLizhtknuRhUyw/Mr/MKVevmrNWDMNmRZfZKtFWdf2b/caCzp2Ly0ciIuJBHODYqBEwbx6wahWwcCHQsqWJpvEirWVFvIcDogsUMPFLY8ZE/7X8mlu3zPXoGu557t0ueq786LAZAMvtmdyu6cT6ySGFxavsx8jZiTEtO6PqmHXMmVXHrIhI/FvLJnLmi1hw5aVnT9OdG5OjR5lDBqxYEU1OpIhIFDgEfNo0U19lZln27Nx6G8PhKlPGvCgy24UTCnnWasMGs52AkykCuDD7339Ahgxx+WhERNw0apTzX8uMrvbtvXKotZYV8R5uxWfW7Jtvmh95rtm4zT+6fFkWXnkSPjp16pjovAVfpEC7J9IjhEXZZs1MZgK3kvpBxyzXrLwvdsPyBFCxYrHrmN25E7h+HUia1EsPWERE/G4t61Rh9pdfgBYtgBw5gBdeML8k+cuD0Y7slOUvD0YZsAby5ZfAV18BL71kvk9ExB1MJOCJnV69TJwst7sxaztafBfAfXR8ERo+3KyQ2cbRubMJrQ3gwqyISEDq1MkvCrNay4p4F9doPDfOYdV8D8uoO3fyZR1Vrw4kTw78eDATtk+bihIz25ip1+xMYmsuBxPEcWGWxWVG+XHpycYpZwqzkXXM8n01G6CY1cvirF2oFRGR4F/LOhVlwDOaixaZXzjMDWKd49FHTaYQIxZ44fYVnsDk9pSVK01OpDPdtSIiUWGMwTvvAKGhQL16phHWqRfDl1823bNPPGEiDuw9cwFamOXrqohIQPrrL+cvMWxRjg2tZUW8i8069syT0aOBH3+MvmM2unxZW+rUptud5nyeFpg0yUzJ4iKpdWsz9NUBowSuXPFtYdaVnFk7yiCyjlkuX+04A+XMiojEr7WsUx2ztsqVzeXQIXNGkPfJ7EMWYHmWj8PIHnzQrcchIhLpInXcOLOI/+wz043BLgJGG8QoWzazgGc199lnwz7PFy3esB9jIVodsyISFB56KPyfr10zVYennzZ/PnYMWLsWqFnTtMZ5mdayIt7DDlf+jK1ZY+ahMNbO/lGPWJh1pmOW3noLWLDAXD74ICUSjR8PdOkCbNoEdOhgYg1KlrS+lufibXFRmOXuUT6GyF7KWDRmN2xUHbPELllGNzBnlpG6IiISP9ayLhVmbSzCNm/u1v2JiLicWzZ3rpnpxYGC7JxlRwI/71T7RqVKYX++dMnKSEjGXDKGZqdN65f/N/ha7zhAQlEGIhIUmHvFqs3t22EdBYycadiQFRfz4h7dNCAP0lpWxPN43vvzz0161HffAVWrAl98YX7sI0YZONMxS4zRY84+C7q8zeefT2peL3r3Np8sVOje1zqe1PbBeZ57uKzk+3ZGcHGXKWckRMTdT/baLqpdpeqYFRGJn2tZp6IMRETiEgccMpmA3Q88GcXhgm7hma1Tp5CIo3MZlu2no28d31iQogxEJCh062Y+8gXdxqEE27aZNjPm14hIQONabflys5OSsQL/+5/pnHW3Y5bRebVqmescgH3vkwy0ZbesQwXWXj8xZo/n5n1ZkLabljh7Nrp82XTpoh56Zhdm9+0Dzp/3xiMVERF/XMuqMCsiASFfPpNMQJz8u369GzfCSINp03CHkwwZ9MUAWw4LY4uqHxdm1TErIkGB7W5DhoRVH2ycltO/v9nDKyIBj7XSpUtNPiyHRDOK6sAB14d/OcYZ0JIlYRmyVuWVFVjb1KlIPHsaA6F8GmNga9LE1It5zv/nn6POl40qxoDYZMXOW0ZaaYi2iEj8WcuqMCsiAaN+fbNLgFvB2D3BOBeXFS6MK1OmmAwY+2wXV/yc8usnVJgVkaDEFzfHQoojtpFpe4BI0Eia1GzrZ6IUi6lcw9286drwL1vZsiZ+hIlUjEa4z6+/Ah99hHQLJ6MdxiJlilD4GgvNLEDTxIlRd8zGtMOVObOkAWAiIvFnLavCrIgEFO5aK1zYLOzZiXGvc8LVVo6uXQEOkGDQF0PBGGTrJxRlICJBqWhRYObMyP9uzhzz4i4iQYMdpLNnm/eq7CRl+oA7HbOMCqhbN0KcgSPmzHbsaJ24r4e5aH91cPiwfh+xB3Z98glw9mzkhdnoOmbJbsLy07QtEZH4rah31rIuF2bts5wiInEhVSrTLcF6KqNc3n7bbPlyy1NPAZ9+CtSoYSb8+gl1zIpIUOrUCfjsM6B8eWDMGFO9GDsWeOYZs3vBzu3yMq1lRXyH6VF2FNXAge51zDrGGaxcCZw5E8kX1KmD32r2xh0kQJVLS82Q11u34EtcVnI3KxOyIr5vt6MM1DErIhLAOnlnLetyYTZnTlPD4C9Ft4shIiKxwO1sfD1MlMi8/rEDw21p0gDdu5t2DuILG0NsFyyIk24LUmFWRIJS9eqmWsFdCh06mEpL+/bA/v3A9OnAa6/55GFoLSviW2++aTpeOcTafv8YU+doRAULAsWLm1or57dGtmPq4OOvogcGI5QLxFWrzBtohtz6CDt77a5ZFqMdl5HOdsw+8YSJzz16NKy7WEREgnst63Jh9oMPgD/+MIPHWBxhvi1/cYiI+FKFCmGTb3v1imJrmzsY6sVxwnyxa906TlqrHKcKk2IXRSRoMCicC0cuYDdtMtmQJ04AjRr57CFoLSsSN1FU7J4l7npizIGrmEDFwV6rV5v3osycjbh+WoPnMKvwKCBJEmDjRuDHH+FLLEDzXP/Bg6aRydWOWe4Me+wxc105syIi8WMt63Jhtm1bYOdO4IcfgOefB0aOBPLmNb8cly0zZ0JFRHyheXPTDEGNGwNr13rgRhnuxfxZTq1gwFft2sCKFT7dImAXZtnVRf/957O7FhHxnldeAb780rSRPfqo2ffLCgTbzHxIa1kR30uf3uTNsiBbsqR7t1GunGmE5Wan778HXngBOH/+/vXT0ZxlTSWYi0SeyfchnlTnmpT4EFztmHUcAMb32yIiEvxrWbeHf5UpA0ydCvz9N/Dxx2Y7CSMOeCa0d++wXz4iIt40bJiZgstJv9w5wBNWscIXVd4g82Ief9y0Y/BFjXkx587BF+w3FnZnCf9844ZP7lpExHuOHzdTG3nWiVsdDh2K06OttayIb1WqBPz1F7Bkifu3Ubas6ZhlV+rmzUCVKsDVq+HXT+yqRYkSJkPBxrPckYbTel6rVmY5+fXXwOTJ4TtmnSnM2rXk777z4oMUERG/Wcu6XZglFmM5N4dRCuzg5ZlQ/sLlLyAWj3lGU0TEm5jDxQGI7KJg18SLL5qdBLGWK5d5cePqOmFCYM0a02blg85Z+43Fgw+GfU5dsyIS8DixkXtzX33VtJI98ojZfrVokTm7Fge0lhXxLa5tkieP/eYm7pLKkMG8pHDewH2FWUc8yc54qqZNPbRIjB7fB/frZ64zc5ZDa+2mpZiiDOi558xH/tu0/hMRCf61rFuFWcb1NGlipmlyIjo7ubg1hb/nmPPIHNxChUw9Q0TE25IlAz7/HMiXz8S9vPwycPGiB26YBVm+2M2aZTJbuKj3wZZbOzMtdWogbVpzXQtzEQkKnGzDqThcNM6YYc6u1a9vqjWdO5tBBj6gtaxIYCtWzMxdIb4PjbYwe+GCWRgeO2aKsz7o1u/Z09wVd7uycddu1nWmY5Y7pgoUMN/rkZguERHx67Wsy4VZFj4qVjR5sqxXcNswM34YdM6MdeJZUGb+qJAgIr7CrgluGeOCd/t2oFYtM7nXI5gbs2BBWOgXcR/djh3wBsc3Fg88YK5rAJiIBBUuFpmBVa+eyRRg1WLMGFON4KLSiy963lzLrlmzBqXYzheDM2fOoFOnTtbXli5dGm3btsVJjWAXcQlfPni+fN060xgUZWE2e3Zg2jQgTx6TKcCK6b59Xj3afFx83845LIxasDdccfCZMxjRQN9+673HKCIi/rGWdbkwy+0XbB5jcXj06LCpkRHVrGl+SYqI+AqbWpcvN6+RnITL7WMeSx7gmTAbXwD79weaNTMjgj0cAOv4xoIRMaQTXSISNDZsMNNxuPWKE2w5bJHZWOxq40kwZmG99ZbX7t5ba9lt27ahc+fOCI3hF8+NGzfQuHFj7N27F4MHD0b//v2xb98+tGrVKsbvFZHwqVPPPmuuz50btuPovsKs/YPPASn8gefMgBYtvHaC3ZYokYlZsIedcU3H4WeuFGbZByAiIsG9lk3gzhR0nvnj/UbEQWAcxEMFCwJFirh66yIiscOmVr4Wso46ZUrY0AWP4jhgBmrzDTT3zzVs6NHttyrMikhQGjzYtKs+8wywYoU5e3bggFm8sgrKs2r8yMUmF7xe4um1LAutU6dORYMGDZCIlZgYLFu2DMeOHcOMGTNQpUoVVK1aFYMGDcLZs2dxKI4HookEmgYNzEcux6LsmLVxYhjbWIsXN1/M1yBmBXpRqlTAV18BVasCHTs6/33s6meiFpeXelkQEQnutazLhVkWhQ8ejPzv+HutTx9Xb1FExLOYxT1kiLnOeV3MEvT4KrtvX2DECLPI//13kyvDKWQMBIslRRmISFBi6CKn2H7yicl6HDrUbHWI6PHHw8IjvcDTa9n169djypQp6NKlC+pxO1sMVq9ejQoVKiAruyzuYqQBbycPt1qLiNO4izRFCrMU4zDqaAuz9hqOu53KljUn2h0nrXoJm3UZt/X++85/Dx/ak0+a64ozEBEJ7rVszKf1ATz9NLBzp7nOBjFuGXHc1es42TZ/fqfvW0TEa5i7/csvZkcBT1rxusfX3nwxLFoUGDiQ78yBcePMu4KJE02bg5vUMSsiQYkdBZxe6+j6dbO45BRHG3O5PMyba9nChQtb2bJp0qTBeBZ8YnDgwAFUr14dY8eOxcKFC3Hx4kWrUNuvXz9kdDaAUkTu1VlZnP3447A4v2gLs8TXm5EjgdOnTf6sn2KcAZeVLMwyPUtERIJzLetUYZZbuhjJY28TYdduxImSrEEwN+ftt126fxERrw1d4JDE334Ddu8G6tQxw108jtO5uLj/8kvggw/M2bFYFGUdC7N8s2EP/1LGrIgEPC5k2TLGrV08mUWsOlSrBnTtaroQvMSba9ksWbK49PX//vsvFi9ejJw5c2LIkCG4cOEChg8fjtatW+OTTz5BCH+BRXDq1CmcZhEpglsOUy69lU/L27UvouPmbe4837hp6eOPw35uUqTg98fwTYwdyZYtbBgBX5M4gI/TY/3Ec89xg1YI1qwJtQbaRrW81M+oe3TcdMx8Rc+1IPKId9ayThVmudODF2LGDWsPHDQmIuLP2DGxdClQqJB57eQWVSeGZbuOb6KZn8DpDo7dTpwswzNndnU1Fh2zXhxQLiLiG8OHmwppu3Zhn2NOV5MmZqAiXz9btvTKXfvTWpbFVF6YS5uKZ+AAZMiQwRoItmXLFjz11FP3fQ87aydMmHDf58uWLWsVdK9cuYKEsTwpGN0bSt4+RVY0Fh23uH6+lSjBxtc0OHHCboO/hPPnbzt9nyFHjyIlt1rdvIkbp0/jBge2+MFznS+PqVOnxb//hmDjxosoVizyf5N+Rt2j46Zj5it6roVnv8YHpOHeWcs6VZh1tHaty/chIhJnHn7YRBnMm2e6pbxSmLU5bodja0O3bqY4y7Nq9thgJyjKQESC0rRpZtHao0fY53LkAMaMYWUSYOHRS4VZf1rLpkiRAsWKFbtXlKXSpUtbg8MYcxBZYbZ27dqoxKGTURR5eZtp06b1yuO1Oxd5+yrM6rh5m7vPN3bN2oP7smRJBZd+HBjoyjfVU6ci+axZSH77NtCmjV8UZ7l8/OIL4IcfUlkDwSKjn1H36LjpmPmKnmvh3eZrbKCa5p21rFOFWU6knT/f7NCNaTotf3/ZGV4iIv6AuVwszDKjm6kDPsHsgZs3gXPnTODtyy8DnTqZfAI3hn8pykBEAh6HJERSdLSULx82tdEL/GktmytXLtzk7wcHd+7csS5RFaIyZ85sXSI6e/YsDt0d2e7Noilv276Ijpu3ufN8a9AgrDCbKhW/16U7BFq0YHsqMGqUCazlYown2CMLo/ZxziwLs6tXh6B796i/Tj+j7tFx0zHzFT3XgsQx76xlnfpNw8IvY3iIRQL+OaqLizt2RUS8rkIFs8OAa+wFCyL/GnbTfvihB++U4YUMMmzUyCzqly8H3nwT+PnnGL9VUQYiEpSY5/jjj5H/3bZt94e+epA/rWXLlSuHX375BWfOnLn3uU2bNlmF2eLFi3v3zkWCVMGCQMeOQL16QJ48bt4Ih7UwH5CF2iVLgN69zQ6oOC7M0saNZjihiIgE31o2katbvtatc+t+RETiDNfXTZsCXbqY3QcR5zqMHQu8915YTllUJ8FcliQJ0Lq1GQfOxf3x42ZrAxf+/Dz/PgLu4Lt06f6MWXXMikjA44vvwIGm+vnGG0C6dMD586YAwm1h7Fjzkrhcyx45csQa+MX4AmrYsCE+++wzNG3aFG3atMHFixet4V8VK1ZE4cKFffvgRIIIs6NjrXp15o0AvXoBK1cCPFlSowbiChsLcuYEjh41c2Zr146zhyIiIrW8s5Z1a2/GN9+YHbk2FowrV1bRVkT8V8OGplvqp59CsHt32Esfh4O1bx/2daNHe+HOixY1OQqvv27+vGNHlFvjrl/nltbIoww0EFtEAlqfPkCZMmbRygVt0qTmRY7ZjhyeyAWtj/hyLTtx4kQrI9aWMWNGzJ8/H1mzZkWnTp0wZMgQVKlSBWOYTyYice/5502kAQe7vvZanDcX2HVhbsLia5eIiATXWtbl4V/MuGFtwbGjjI+FRQP+DuMvCxdm3IiI+ASj+apVAz77DBg/PplVpD192jSvsuD5yiumE4F//9dfsdgGFxV2XzAknJMbHnwwbE8tcwZZpL07TduOMbALs3ZGGgu2V6+amxERCUjJkgFr1gCrVgHffw9wKz87Dfi6+OKLPhu04821LDtgeXE0dOhQ6+Iod+7cmDx5snt3IiLeV66cudgYacCFGHNofYyRhX/8YVKxWCtevNisW0VEJDjWsiGh9og4J5UuDeTPD8yZc/99vvWW2Waxfj0Cgj0wgYvjDKx2ewkP8fnz5zXNVsdLz684xjfbVave//n//Q9Ytsx85GssYw280jkbGU5uZO4sz67lyoUjR4CHHjIpByzG8hU6cWJOrzRZ46zp+pJev3S89PzyH/x5PHbsGE6dOuX1tUsw01rWNfo94B4dtyA6btzKxEgqVkc5kCAOXntv3DDNBGwg4Ll9bsSqWdOPj1kA0HHTMdNzLbjrcIHE5SiD334DGjeOvBDMz3tziq2ISGwHKDRuHIoCBW4jT55QZMliuqY4EIyL3A4dzNcxh5ZRMV538aLJo9mzB6hTB1i0CJcvmXNlqVKZL+FrrXJmRSRgPfkksH27a9/DXIFSpbz1iLSWFRHXcIsVT6KzMMuhBX//7fMjyBP2XK+yOMvmXaajcKeXiIgE/lrW5cIst9ayKzYyJ0+azi4REX/ExIDp04EffriIP/80r1nsPLCLoNzCyqm+HL7F4qzXcTscWx7YvsX22GHDkKFvG2TCKeu11mYXZv/91wePSUTEk3jGi2fFOFCHWxMY3xKZa9eAzz83L8Tc2mCfKfMCrWVFxCU8k8+FYfbs5o0wi7OHD/v8ILKJgLtWGzQwTbxvvmnqxSIiEthrWZcLs3w8ffsC+/aF/zxPIPbrZ/5eRCQQsTvVfv0cO9Z0JPhksc84g86drXaI5Du3YCFq4/nQsOkO6pgVkYCeXsuBhzwRxem1GTMCFSqYiYzvvGN2CzDHkS903JebNavZfsXPe4nWsiLishw5THE2d27gn39McfbAAZ8fSI4k4MN44QXgyhXg5ZeBQ4d8/jBEROKPWt5fy7pcmB082PwSKFwYKFbM/FIoXtx0mfHzEWYbiIgEFGZlZ8pkGiJ8tkWMrbzckzZ/Ps7nKIjUuIh3zg261yLLQY+kjlkRCdiCxscfmwwBhnjzrBdDv2fMADZsMGfFevUyZ/3ZDpYrl1cfjtayIuL2JNmpU83AFU4LbN4c2LXL5weTO1Q//RQoUsTUiDkj4dw5ZcuKiATqWtblwmzOnCYOkc1d3ArGM3TMvOFj27bNDK0REQnkQYtNmpjrEyf6+M5z58aWZjMwBc2x6KFO9yqy6pgVkaDwyCNme9XmzSZLhlu+ONVw40agRw/g4Yd98jC0lhURt3FR9tFHpkOJMVR8HYsDadIAX31lhsL+9lsI6tdPYQ2KFRGRwFvLJnLnm9hNxm4DEZFg1KKFFfeK1auB338HHn3Ud/d96VoiTEVzvOhwkq3Yja3IibW4eKotgOS+ezAiIkFKa1kRcRuHEzCGip1T3Doahw1cK1ZwB20oNm5MjG++CbW6Z0VEJLC4VZjlzo0ffjAnCUPNAHErgPzyZeD77003r4hIoGJ82EsvmU6EyZOBkSN9d998HaV7w79u3EC1nf1xESeR6NMfgbf6mSwZERFxm9ayIhLrLVaORdm//jJn8zn0xYcYZ8CYww8/tBKxVJgVEYkPhdlvvwVq1AgrHhCLs4xUoHTpPPnwRETiRqtWpjA7cyYwcCCQ3EeNqpcuRSjMJkmC/bV6IdHgfnjo7yMIbdIEIY0bm6ETDBkTEYnBjz/+iAYc4x2F7777DleuXMHLnCITwdtvv42uXbsG1THWWlZEPIpDADgA5vRp4Px5MxzGh+rVM4VZDgvnOpINvSIiEsSFWcYpZMsGDBkCzJ1r6gI8S/fFFyYL/euvvfNARUR8qWpVk5l9+DCwcCHQqFEcdcwCqNC5DAqMXoB3r45ArgtfI/X06cCmTUD//kDevL55YCISsAoVKoSFfCFzcO3aNbRr1w6PP/44smXLhq+++gpJkybFHA4scJCZw26CjNayIuJR7EyqXBlYsMBkYXEx56uFI4DSpbkcvI2DBxNaxVkWakVEJHC4PPxr506gTx/g9dfNVglOLueWX273rV8fGDTIOw9URMSXEiY0WbM0aZLv7jeywizX+6+8lQa9MQDjsg01Ex848ZErb1aORUSikSpVKhQrVizcZfXq1QgJCcGIESOQIEEC7N+/H4888sh9X5c9e3bfHNsbN0zXmQ9oLSsiHpUgAdCxY9j0WObP8mJn/nkZd66+8cZN6/q8eT65SxER8eBa1uXC7M2bZpotcSDOr7+G/V3t2sAvv7j1OERE/A7X19wVsHWrGcDry8JsxG1ojFagfpuew6kJnwJlywIVKgC5HKaEiYg44Y8//sD8+fPx3nvv4YEHHrA+x8Jsvnz54u748QwYJ3L5gNayIuKV6igXa+3amT/PmgUMH24GsfjAG2/csD6uWgX8849P7lJERDy0lnW5MMsaALPN6ZFHgIsXgUOHzJ+TJDHDFEREggF38PbqZa4zOoyRLXHRMUslSgBlypiCwrRlGYGxY4G+fcMCvplpxtG8PurOEJHANXr0aOTOnRu1atW69zkWZk+dOoXq1atb8QbPPfccli5dimCktayIeA23kPboYdZnixYBs2f75GA//PAdlC4datWBIyTXiIhIsGXMci5E9+5AhgwmyoDF2QEDgJ49zY4NZjIGmjt37uD27dteu/3Q0NB798Ftg6LjpedX3HH155Gvd8ePm0ztt98Gli8HSpUK/zXcsXD1KvDgg7F/fCy8siibOjUQ8WXp3XeBPXsARkB26gQkZDsvvyg0FCGDBiHku+8Quno1Qvmg73bBxZZev3S8vEnPL/eOFx06dAgnT56872syZcoUbS7s0aNHrWFfAwcOtCIM6Ny5c/jnn3+QKFEidOrUCenTp8eXX36Jbt26WV9TrVo1BJNgXMuKiB9h5h8Xc/PnAzVr+uxu33rL7PLimrVtW5/drYiIxFJIKFf5LmBTFhexnFDOqbaLFwN16oTt0pg2DeDA8EBw9uxZ642NiEhAu3MHGZYvR8YlSxBy+zZup0mDv5s0wSW22YpIUOrRo0eka5jWrVujTZs2UX7fqFGjsGjRInz//fdIwq1OAK5fv46ff/4ZDz/8MLJmzXrva5s2bWoVcr/55ht4HXcBdOhw/xkpLwjGtSw7oDOw0uwFfKtw/vx5pE2bVg0GOm5eF1TPN76o3D0BZrl1C0jkcl+U08fs+vW0ePDBEOtl9MABEzso8eS55iM6ZjpugbJ2iROxWMu6/JshbVpg40bAbtLgSUDOheCA8CefBJ5+GgEnV65c9zLWvPUCduHCBaRJk0Yv+jpeen7FMXd/HhkxUKMG8MMPUX8Nf69s3gw41DVc9vzzwI8/Ah9/DLz66v1///77pqOrShVTTLiHRdg330RInz4IOXgQqT/6CKEvv4xQ/nKImIvgAr1+6Xh5k55frh+v48eP48yZMxg8eDCSJUsWacdsdDj0q0qVKveKspQ0aVKUK1fuvq99+umnrfth4ZZfEyyCcS0rIn7IsSjL7tnVq4ExY8wQVy/gZgmuI7/+2gwBY+KViIj4P7dP2bHw8PffZgsvZ0VwDk2g4ja9hBzB7sU3UvZ96GycjpeeX3HL3Z9HrqHZNPb77xycYy5XrgBPPAEULgy89BKwYwfQsKEZvOC4FncFX1NZBE6RAojsZYkDyYYNAz7/HDh8GMib1+EvH3vM7F+bPNmq7IYwd2HbNgZKMnzMrcej1y8dL2/S88u940XudBmcOHECf/75p9Vt64hdsRs3brQiC1LwxecuFmT552AqygbrWlZE/Bjb9NmKf+EC0LKlOcPupaYgxhmwMMsT/JyT4MW3uCIi4iFulQ6WLAEKFgRy5ACKFAGyZDGZi+vWeephiYj4H9ZD8uc3W2A5dJcZhexMyJYN+OQTU0xdswYYMcLzw79s3JbG+2QIzUcfRfIF7IJjsNiUKaYFjFsp+CItIvHerl27rBNSRYsWDXcs/vvvP/Tt29fKnnUsAq9atQpP8OxTbDAwm2e2Yrp06+bT/z9ay4qIT9v0uS5jMZYZA02bAv/845W7ql4dSJcOOHjQnJcXERH4/VrW5Y7Zzz4D3ngDePxxsz2CWybYbcAttS+8YIoS5cu7/XhERAJSgQLA+PGmo5UDZF580Zy48nRhllq1Ml25M2YA/ftzG3IkX1S8OLBgAVvkgFSpzOdYzT12DMiZ0/UHJiIB7/fff0fGjBmRmgtMB4ULF0bZsmUxYMAAXLlyBVmyZLFyaPfv349PeNYpNpgB42fZfVrLiojPccrg9OnAO+8AR46YBePEiczU8+jdcP04cmTYepTDDrlGFREJJjdu3LB2erHZYOjQofeaCj788ENrDcvBtiVKlECvXr2QN9wWU/9cy7pcmB04EHjlFWDZsvCPrU8f88LPXwDqnBWR+IjDYr74wsQMMEKMhVNXXboUc2GWr7XcscAaK0+KcdtapNjCyzcCNj4w/uJq0cJkLribtyAiATtsIWJRlthFO3bsWIwZM8Za0LKDtmDBgpg5cyYe55n42Jg1C/5Ga1kRiRM8Mc5IA55hZ3GWnbMffujxKV1cjy5aBKxcaa4zU1uRBiISTCZMmICDBw+G2wXGz02bNg2dOnVC9uzZMWnSJDRu3BhfffUVUtmNSn66lnX5Xfn+/eZ3ScSCMf/cujXw888efHQiIgGEr4NdupjrbDI7e9a172dDq90xG93vDg70bd7cXGezhdOYN8uJwHwTwDcDR4+69gBFJKAxruBrhg9GggMRe/fuje+//96KPFiwYAFKliyJYKS1rIjEGcZLsTjLYGsGXG/f7pX1KJMTuLN2yxbTLCAiEiz27t2Ljz/+GOnTp7/3uUuXLmHGjBlo164d6tevj8qVK2P69Om4ePEiljC/ys+5XJjlbgtm1kSG020ZbeCuNWvWoBTDamPAacSsgvNrS5cujbZt2+KkPVpXRCQOPfUUUKwYcO0aMHOma99744aJhI2pY5ZYV2WBdvNmYOdOJ++gXz+TQcNO2l27gLp1TdAiK8IiIt5QqVLkl8qVgWrVzCActv77kDfXsiIiMWLWLAcF9O4N1KrltebcUaPMde5o5QkpEZFAd+vWLWuIbZMmTazoLdvOnTutOK5KXGPelTZtWqteuGHDBr9fy7ocZTB4sOnU4qKW22ltLA5w8qO7IePbtm1D586d700bji5Lgu3It2/fxuDBg62Po0aNQqtWraxKuCtT1kVEPI0vQYwP4+vkpElAhw7OJwbY3bLOFGY5cOy118xWNd7P5MlOPji+cHOYDwu0v/xiXtSZP8M3BxkzOvdARUScxY6wqNZmHFLA15+pU81Uw+XLfbLf1ltr2bh0584da03sDcxss29f62wdN2+LN883niTnNFn75/biReC334DSpT12zJhaxRQrznXkXNgVKzz5Dwh88ea55kE6ZjpunsCfOzp06FCkDZaZMmVC5ijOkk+dOhU3b95E8+bN8e233977PG+LtcQczPtzwD9zN5i/r2VdLswOGADcvGkKw+wcfvBB4PTpsMGSDBrnhfjYz59HjIXW2bNnW9lmKVKkuPc/KSrLli3DsWPHrK14WbNmtT6XIUMGdOzY0fqfkSdPHlf/SSIiHsVG1M6dTUfWN9+YQWCuFGaTJDHdsDFhrAwLs3PnAsOHmy1rTmFVl9VcDgebMMHsczt+XIVZEfG8HTti/houYuvVMxMU33vP6/8XPL2W9QdHjhyxLiISeEKuX0euoUOR/M8/caJlS1woW9Zjt805MLw4+3IsIuIr7HxlDS+i1q1bo02bNvd9/s8//8TkyZMxa9YsJOEbZgeMMkiWLBkSRXgTnTJlSuvv/H0t63Jhllt0efGU9evXY8qUKejSpYs1OW3OnDnRfv3q1atRoUKFe0VZYqQBb0dExB+w25XDFpjpxThXVwuzMXXL2p55xkza3bfPFGfZqes0tvGygvzkkybfzCE4HTxBpsFgIuIrbFvt2NG8kPmgMOvptaw/yJUrFx7g9mgvdUhduHDByiFWV5mOm7fFy+cbOzaLFEHIiRN4ZM4c3LG3RXnomNWpY7pl+fLKVCtx7riJ6881ce9nNL75999/rZPJ3AHPYmpkHbMRsYHz/fffR82aNVG8ePFIj3FUYtqV7w9rWZcLs65mJsakcOHCVrYsn6TjWV2OwYEDB1C9enWrw3bhwoVWmC8Ltf369UNGbcMVET/BIikLs1wI//67cwN3XS3M8vc6u2bbtTNDwCIbzBijvHnNxXb4MNC+PdCtm1vb6URE3MIOMTsQ0cs8vZb1B3zTkdBLMRB8s2Pfvt5Q6rh5W7x8vvFnt39/IHVqaytUwqFDgStXgAYNPHLM3nzT7LDiax8Lsz5IjAkI8fK5Fks6ZjpunmAXSnPnzm3tfncGh339/fffVlMnc2Ydn5P8c+rUqXH9+nUrmsRxPXT58mWkim6qtp+sZV0uzNr4u+L69bCZMWywYlGB8Q1O/g6xOAb2OltdX7x4MXLmzIkhQ4ZYZx6GDx9utTt/8sknkb6onjp1Cqe5Ry2CiP9DvYW3bV9Ex0vPr7jlq5/HRx4BqlYFVq4MQfXqoWDmuMPgyEiZXRYhSJmSj8+5+6lfH+jeHfj11xBs2BCKp5+O5QNnWC23w7KyXKsWQlu31uuXC/R67xodL/eOV1BKnNjkC/iQp9ayIiKxxkJFly4ACwisoI4bZxaGbp11D49RtmyoP3HC5M1WqaL/XyISWFavXm3l0XK3vKN9+/ZZcaf9+/e3irInTpywaoU2xqD6LO40FmtZlwuzf/xhFqs//hj113hzMctiKi8M/bUr36yycyDYli1b8BRHokfAztoJzFGMoGzZslZBl9PbvNVlQHwTxfsgnY3T8dLzK2758udx+PAQ7NyZGnv3JsD//ncLS5ZcQvLkUX/9qVN8SU6FZMlu4/x557Jw+E+oWTM55sxJinHjbqJIEfNvc1vbtkiaNCkSc1rEJ5/gzoYNuNGhA84XK6bXLyfo9d41Ol6uHy9m8welvXtN/rUPxPVaVkQkykXdu++a4ix3ks6YYYYOcFphLCRNarpmubuKqYEqzIpIoOnXr5/V/eqoU6dOVtH13XfftT4OGjTIKuCyNkjnz5/H1q1b0Y7bS/18LetyYZYn8vbsMb8zNm0yW24ZUfj112aQ5Jdfwqs4IKxYsWLh2pFLly5thfwy5iCywmzt2rVRqVKlKIu8vM20adN67THb3S28DxVmdbz0/Ipbvvx55MvKypVAhQqh2LIlEZo1S2t10XKwI3+vMH2Fr93srnVMDUiTJqFLr0mctMuF9hdfJMa1a2nh4kaE+x80p0RwquSAAUj499/I0KkTEjRrhhBOw3FmKlk8ptd7HS9vP78Y4RR0OJH3gw/MNgMfiOu1rIhItBo2NC9MU6Z4rIrKk00szC5ZYj4yNUFEJFDkdYzeu4v5tOnSpbPiUalevXoYOXLkvex9DgpjZGqNGjX8fi3r8jtsztjiNFsWnceONYtYTgMfNAhg7ZNNVs4OunEHD/DNCO3BDALmJaoiS+bMma1LRGfPnr03Bc7bBRrevn0RHS89v+KWL38eixQxr4usc371VQi++irq4mqJEuZ6ypR8bM7fxxNPAGXKsPsrBNOmAT17eigjZ+FChA4ZYlWXQ6ZNQwiD2H3xiy3A6fVex8vbz6+Awhe3qDBHgHtrubjkdoIePXzykOJ6LSsiEqOaNc0bfA9lI7IBIH9+YP9+4LPPgEaN9P9ARIJLhw4drHUyd9dfvXoVJUqUwLBhw2KfMeuDtazLhdkLFwB7CBqngfM9ux2n0Lo18P778Kpy5cpZwb9nzpy5N+xr06ZNVmE2sulsIiJxrWJFYPlysystSRKT85UiBcDoa76Or1tnosRYXCV3fnew84vbcjk7gotvFoJjLU0aYPBgXCtVCinXrgWqVfPAjYpIvBJJlNQ97AjjtgGODO/VC8ie3ScPKa7XsiIiTnFcEG7dCixYYM4gRZeLFQWe02PXLF/fZs9WYVZEAt/nPJPugLvoO3fubF0CbS3rcmGWtdD//jPXH37YFBbOnmXOq3k8f/8Njzpy5Ig18IvxBdSwYUN89tlnaNq0Kdq0aWNt6ePwr4oVK95rYRYR8TfciRbVbjSusdnlaucd8vXdVXXrmu23nLr72msMSAciSXZxyy22kPFG7U49Zlxy4iTze2KVmyAiQY8TtfyMr9eyIiKxcu2aWSgyC4tnj8aMcSuLoF49czNsCDh8GHjoIf1/ERHxh7VsAnc6v4YNMxEKjHlIl86aD2NZtcosaj1p4sSJVkasjV2y8+fPR9asWa2w3yFDhqBKlSoYw19QIiIBiDseOJTB5k5hlvML584FXnjBTBp/6SVg1y54B/MSFi9mgDewYkXYSHMRkdg4etQnx8/Xa1kRkVhJlsxkF7IYu3Mn0KKFKdK6KFcu4NlnzfWPP9b/ExERf1nLulyY7dvXZNPUqgUkSAC0aWMiF3jGjVvBHGqoLmMH7M8//xzuc0OHDsV+3qGD3LlzW0G+27dvx48//mhNaOMALxGRQMRG1OnTTVYsZc3q3u0wJoG5YYyHPXfOZCQyKsHjXn4ZePxx4NIloHdvoGtXc4ciIpG5dQv45htT9WTnV2SdCCw6FCzok+PnzbWsiIjXhhZ89JHJwzpwAGjWDDh1yq25YsR8bZ6cEhGRuF/LulyYZWj4vn3mvbi9uOUilu/R+/Wz4ghFRMRFPLfE13pOymVerLvYbcs8W/5OYFH21VdNB61HseWCleRWrUyr7nffmUrGxo0eviMRCXhHjgCFCpk2fp4tYrirY1YAM1w4+bBLFyBpUp88JK1lRSQg5ctndi0xRopZBE2auNydxeUaa7xnzgBvv61NTyIi/rCWdbkwSxzM/dxzYX9msxQnjTOzhoMTRETEddw+y1onmyFiI316kzfLHMVffjHdER6PxmFBlm8IZs0C8uQxAY3vvQfMn+/hOxKRgM9q+esvoFMnYMAA4J9/wqZrMWD76adN7gpfqHjm30e0lhWRgGSfHOdHFgYWLnTp21kz4FKNH7/+GvjwQ689UhGR4NDD+2tZlwqzjBJkY1REr7wCLF3q1v2LiIgXMDeRr8uMN2AcbJ8+XjrMjz1mwm05fYztus8846U7EpGAtH49wOm4DHXlwpbbAnjmiH/m9Fq+WHESzcyZ5mySl2ktKyIBj5lX7JytX9+cFHcRG7+GDzfX+fK8d6/nH6KISNBY7/21rNOF2fbtTQF2yZLwnz92zDyGmjVN566IiPiH8uWBqVPN9YEDvXgCjW0XHToAy5YB2bOHfX7DBuDmTS/dqYgEhNOnzbQtG7dcscOemVgcYLNjB1Chgk8eitayIhI0uL2qXTsgUSLzZ26N+uMPp7+d2docGMuoRJ5bv37dO5GMb7xhXns1J1ZEAtZp769lnSrM8r02A8L52h8xQzZHDtPJ+847wMiRZkuEiIj4hwYNzILYvv7bb168M2Yo2LZuNXfMLR0uvFEQkSDDd/vp0oX92b7OF6RJk8y0cR/QWlZEglZoKJKOHm3WXDwp7uTgWbu5a+dO85H526w9MHuWEbaxtX272bU1Zgzw+eexvz0RkWBdyzpVmJ0wwQSFjxoFpEkT+dCa8eOBKlVMAVdERPwHt6sxYeDSJeC114ALF3xwp+yU5S8tTg7mVrs5c7wQdCsiAYfVAGrc2Kd3q7WsiAStW7cQ8t9/wI0bJgORU8OdkC0bMHs2kCqVWSNyycYduyzYstP19u3YPSzHqEUmLly9GrvbExEJ1rWsU4XZX38F6tSJ+ev4uPbs8cCjEhERj+EuN86G4A6H/fuBevViv9iOUbly5k4Zhs4i7bhxZqvHiRNevmMRCQg+6pS1aS0rIkErcWJc69sXqFrVLPA4lMbJ/CoOGT950hRRGU84b55pxPrpJxNjGxtcc9rYgcs4RhGRoJEsmW8Ls+yuiqxTNrIccp6sExER/5I5M/DZZyYOllnlrVv7IO8rQwaz1YKh6NxawT1tb75ppu+ISPzrLIjpc16ktayIBP1Z+H79gBo1zAKPk8I5nNUJnN1qxxgwb5ZDx6l7dxOtGNvCLGce0NChwMGD7t+eiEiwrmWdKszmzGm2NsSEX5MliwcelYiIeFzp0qYTgr9DJk82a3av451VqwZ88glQvDhw5YrPCzIiEseefdac4efFzqJmN739OfuSNq3XHoLWsiIS9BIkALp1M1mzxHBXN9peOTumWDHTcNW1a+wLs3xIlSqZmEbOihURCTjPencte3eMY/Q4sZGZtgwCtwc/RjZ1kW/0y5Z163GIiIgPsJGCmeDsmGUja/bs5rU9Ng4dMoMpn3gimi968EHgo49MeJnjVMt//zWThUUkONkFgjimtayIxAs8+d2mDZA6tXkDny+fyzfB9/sTJ5r39cybbdLEJFS5gokKdmNXgQJm7Vm0qBkCxmHhL77o8sMSEQnataxThVm+tk+fDrz+unl95/trR3//bc6s7d5tXsRFRMR/vfsucPw4MGQI0LIl8NhjwFNPuXdb7H7gyUJGx/7yi+mwiLaTg1PIbOfOmWgD3nnnzmb6hIgEF76r9wNay4pIvNKoEVC5stku4AYuzViQZQ2A7/O5xouqQSsyR46YNWKSJEDu3EDChEDbtibhinG4KsyKSMCY6f21rFNRBo88AkydCnz7LZAnD1CmjMmfqV3bbI3NlQv46isz24V/JyIi/o0xBrVqmblcNWuawQ/uWLQIOHYMuHMHGD3axW/eutUUZ/kLhL9QOGlCRMQLtJYVkXjHsSjLM+gMeb1xw+lv55dzU9OuXcDs2e7FGPC1l0VZ6tjRfORyj8s/ERFxoTBLdeoAmzcDr71mJtsuWGDekP/+e9j7aXZeiYhIYOx0YxdEwYJmrW4XaV3FrWk2xsi6VOB9/nlz1o/bMP75B2jVyrRSsMVCRMTDtJYVkXiJuQLt2gGLF5vq6LVrTn1bxoxAly7muruFWQ4VszE+i3/mbDImW4mIiIuFWeLcloULgUuXzIRGRgMyFJwDH5kZIyIigYPJAUuWmBiyDRtMRixzwPhnTtC9eDHmhldeuE2tSBFT2HU5zoa/PFjRZVYOzZ8P1KsH/Pab2/8uEZGoaC0rIvEOW1Y7dQKSJQN++MEMGuAbeie89ZY5mc91ImcKOGvfPvOR60pHdqLVunXO35aISLBzqTDrKEMGIF06zz4YERHxLXYuzJljrjMnnB0OXKtv2mS6y9hkEVO3LHdNcJAYMYfcyUaMMClSAD16AGPHml8uf/1ltmSIiHiR1rIiEm8wb5Bnz3lWfscOs9WVHVYxyJHDDCOnefNi1zFLKsyKiHiwMCsiIsGhenVg7Vrg44/NR0a+sqmCH+08sIiYPMAdFPZQHd4G88bPnHFt4R4OR/7yRt94A+jQIezz3PMmIiIiIu7j9qaPPgLSpzctrc2aAadOxfht9eubj1wnOrski6owW7Gi+cjasBN1YRGReEGFWRERsToYmCDAjy+9ZBbfNG5cCKZOTXLfEZoyxUQXsAGjVCkzqZcFWhozJha1VG7F6NrVdHQQb6h7d9NBqwKtiIiIiPtYKWW+f+bMJpvggw9i/BamTfGEPYutv/wS810wCovzC+y7c5Qtm4k3UM6siEgYFWZFROQ+NWsCgweb6927J8fGjWF/x8W2HWNgF2OpaVMgZUpgzx5g8mQPHVROh1i9Ghg2zNyZE50dIiIiIhKF3LnNBNgKFUyUVAzSpDE7o8g+ce9Mtyxrv2zOjUhxBiIi4akwKyIikerWDahbNxS3b4fgzTfN0McbN0zSAK8XKmSuOza79u1rrr/3HvDTTx44sE8/bQZWcMLYli2wHsiqVfo/JiIiIuIutq6OGhV+aAwne0eBu6qI81q5Y8qdGAObCrMiIuGpMCsiIpHiFF52vubLdxsnToRYk3nbtgU2bzbr+GXLTL3UETNp2VXBAi67bs+ejeXBTZDAFGPnzwceewy4cMF0d/DC6yIiIiISO0uXmgXctm2R/vXzzwOZMpkT899+65nC7M6d0daCRUTiDRVmRUQkSox6nTXrMpInD7UW4pwZwYItB3w98sj9X8+/mzXL/N2RI6bD4s4dD227mzkTaN7cFGvZNctOWhERERFxHxdqXORduQK0bg1s2nTflyRODNSpY67PnRu7wmyWLOZcu3JmRUQMFWZFRCRajz12BxMnhv25f38zICwqadMCixebQRErV5omDI/ghDEWZlmgzZvXvHkQEfEja9asQSlORIxB27ZtkT9//vsuly9f9snjFBG5hye8ObmV8VHc8tShQ6SxUXacAXdMRbdpad8+85FDvqKiOAMRkTCJHK6LiIhEqmFD4NYt4Px5oH37mA9S0aIm1mDQIGDsWKBGDQ8eWIbbLlhg3kjYVqwAcuQAihTx4B2JiDhv27Zt6Ny5MxI4vjZFYf/+/Xjrrbfw6quvhvt88uTJdchFxPeYTTViBNC7tynKvv++6aC1p34BKFnSFFtZeH3lFVOgjTjci823v/8efcesXZidNAlYt85b/yARkcChjlkREXFK06am2OpEzcHSqpVpct2wAdi+3cMH2fFBHDoEDBxoHiBbe2OaSiEi4kE3btzA1KlT0aBBAyTii14Mrl69iiNHjqB8+fIoVqxYuIszRV0REa/g6xfXU6+/bnIGeJ3ZVQ5xVVOnAmnSAOvXmwbbY8fC38TRo3yNM9EHefLE3DG7a5dyZkVEtPoTERGvePBBMwCMxo3z4kHOkAF47jnTpjFjBtCoEXDwoBfvUEQkzPr16zFlyhR06dIF9ey9vtH4/fffcefOHeTLl0+HUUT8C08Ode8O1K9v/syuWQfly5sT7tmyAb/+Cjz1FLBnz/35spw1EN15qsyZgYIFTf33+++98i8REQkYKsyKiIjXtGtnPs6fD5w65aU7SZ3aBN8OG2baOPiugMURdnl4ZPKYiEjUChcubGXLsmM2hC1lTsQYsLN20qRJKFOmDIoWLWplzp7muHMRkbjG17G2bc0uJO5GioCpUT/8YGIN2DHLzll20Drmy0YXYxCxa3b1ao8+ehGRgKOMWRER8ZoyZQDOwfnpJ2DKFKBnTy8e7MqVTbjtgAFmovDo0cDmzcD48c7nL4iIuCgLR4y7gIXZW7duIXHixJgwYQKOHj2KMWPGoFGjRli6dCmSMOsxglOnTkVauOXt2ELZeuYFvF37Ijpu3qbnmx8dM3uQIW+XnbOLFplO2gQJkCuX6ZytVo1LrRA8/3wo5s61C7MhyJePjyf6m+cg2YkTQzB9eqg1zzW6YWHeoOeajpmea+IvVJgVERGvNl2wa5YNrGy86NrV5I55TcaMZrLw0qWmMFu8uIqyIgAuX76MJ5544r437i+88ALGjRtnff7DDz/EokWLcO7cOZQoUQK9evVC3rx5dfw8jEO/KleujKe4B9iqfZTCww8/jFq1auGbb77BK5yqE8HChQutIm5EZcuWRevWrXHlyhUkTJjQK/+v+Nzg7ZMzHcGi46bnm295/Wc0NBTJu3ZFwp9+wq0dO3CNg8ESJ7aiChYvZlNtSqxYkRi1aoUiQwb+jglBrlxXcf78jWhvtmxZJlGlxOrVidG48S2sWHHJp+fR9dqmY6bnWtywX68kjAqzIiLiVW+8AXTqBPz9NzBqlCnOehXflHBwxZNPspUt7PNHjgCpUgEPPODlByDif9ilyTehzEJNmzbtvc+nS5fO+sii37Rp09CpUydkz57d2mbfuHFjfPXVV0jFnxvxmDx58lgXR4wzSJMmjfX/KbLCbO3atVGpUqVIO2Z5SZEiRbj/r55kF/N5+yrM6rh5m55vfnrMate2JnUl3LgRSRkfNXw4kCwZ+LKzbBnQujV/v4TgzBlz/8WLJ0fatMljvNlp04DHHw/Fjz8mwvz5afHuu/AZPdd0zPRcixu3b9+Oo3v2XyrMioiIV3FX7qBBQJMmQK9eQJUqQIkSPjjo2bOHXb9xA+jSxYz+ZZ5ChQo+eAAi/oMFPxZhK1aseN/fXbp0CTNmzEC7du1Q/+7Al5IlS+LZZ5/FkiVLrOxU8Rx2xbKA8iRPHjkUCG7cuHGvUB5R5syZrUtEZ8+exaFDh6zr3iya8rbti+i4eZueb354zBgXlSKFOdPOgFlm0HKHUsqU1k6oyZOBnDnNOo9/fuwxPpaYb/ahh8yIABZku3cPAc9L8XO+oueajpmea+IPFLonIiJe17gx8NprwM2b3MZ735Bf72NBlh0l/NihgxkWdvmyjx+ESNwWZvPlyxfp3+3cudPaVubYkcnCYenSpbGBIYLiUYsXL8aAAQPCdYx8//33uHbtmhVrICLilxi/wkiVlCmB7duBli2Bc+esv2IRlue9V60CvvwSSJ/e+ZvlzZQvz5OE5rrirEUkvlFhVkREvI4L9qlTgWzZzGCIZs2A3r3NGp+L90cfBdjIx65arwwmz5oV+PhjM7SCD+aLL4A6dYBt27xwZyL+WZhlR2bdunVRuHBhVKhQAVOnTrU6NdlxmSBBAuTIkSPc9/DPdjemuO/IkSPYsWPHvT83a9YMBw8eRPv27bFp0ybMmzcPXbp0sfJ+GWkgIuK3mN3/0UfMwQF++83kUzlUUrkr6oUXXLtJ5soy0iBpUmDlSlhDxERE4hNFGQC4c+eOV3Mu+KbHvg9tAdPx0vMrbunnMe6OF9fws2ebztnPPw//d8yf5eWXX4AMGYAhQ+B5HIzDsb9lyyIBO2ZPnABatEBo3boIbdXKI1PJ9PzS8fIm+/lFLJiePHnyvq/JlClTpFveDxw4YA2HYgGQkQXr1q3DqFGjcPPmTevzyZIlQyJOcnGQMmVKK+ZAYmfixIlYunSpVRwndiIz63f8+PHW4C4e5xo1alj/X0RE/F6BAuZsO4uyHTuaE96xlD+/OWHPuWLt2wMvvmjmuYqIxAchoRHH88YjjrlcIiISfyS4ehWZ581Duu+/x5UCBXCke3fTsiESIHr06BHpGoaFvjZt2oT7HIu5W7duRZYsWcINnerTpw+++OILNGnSBNOnT8d2bk11MHr0aGvbPbs6xb/Xsrlz50YGntXyAr5VOH/+vIZ/6bj5hJ5vAXTMeKLQce3EvKpYnOTmt3MGwZ49JgJrxgx4lZ5rOma+ouea79cugUYdswBy5cqFB7w4pZs/iBcuXLCm7apjVsdLz6+4pZ9H/z1e3LjAHXKHD5sIs7sziLyHOQrr1yPZI4/gAXtQGIeEsbOWFzfo+aXj5U18fh0/fhxnzpzB4MGDrS7XyDpmI2JMgeOgKdvTTz+NBQsWIH369Lh+/brVGc/uWdvly5eRKlUqL/xLREQk4DkWZXfuNO2uI0Zw8pdbN8eaLlMSypUDZs4EGjY0MVciIsFOhdm7b1gc34h4442UfR8qzOp46fkVt/Tz6L/Hiy/DXIRzZ9z48ea61xs/nn023B+vjZyAnz/+Dcea9sObnXO6fHN6ful4eZP9/CJXugzYmbBmzRo888wz4WIOWIwlFmZZlD1x4gRycqz2XceOHQvXYSsiIhKpKVMAxuu0aAGMHWvOtLuhbFkzAGzyZPOR8dzMnhURCWbatykiIn7j7bfNApwzuX76ybf3fefsf/hjzFdIdmAXcnWrg5sLPtNoYAkavXr1snJOHX3zzTfImzcvKlasiKRJk2L16tX3/o7bYhl/8BQ7y0VERKIzfLjJIbhyxeT5b97s9vHinIEsWcywWN6siEiwU2FWRET8Bgc91Kplrk+a5Nv77js2Paqc/QQ/oySS3LmGq32GABzGc+aMbx+IiIexs7ZmzZrWEKoZM2Zg48aNVqF21apV6Ny5szV8ql69ehg5ciRmzpxpddc2bdrUijDhUCoREZFopUxptjuVL8/tGECHDsCaNW4Pi2XTLQ0cCHz2mYm7EhEJVirMioiIX3nnHfNxwQJuwfbNfX76KTBgAHAS2fBBnokYhQ7471IS0/HBSvG33/rmgYh4Se/evfH2229j3rx5aNWqFXbv3o3x48ejUqVK1t936NABDRs2xNSpU9GpUyerKMsirjJmRUTEKdzyxIzZ558Hbt0COFj1iy/cOnhcer34oon+r1nTxNYyf/bqVf2/EJHgo8KsiIj4lTJlTDTZtWumWOptx44BjRqZ6506AX37J8AnqIvW6eYCBQoAFy4AgwebjyIBilEF7dq1s7phWZRdtmwZqlSpcu/vEyVKZHXPbt68Gdu3b8f06dOtmAMRERGXJnixzbV6deDOHWDDBrdioThjgCfoe/QwHbS//24yZ/lradcu/f8QkeCiwqyIiPgVLsbtgiy3snELmzexGZYdGMWKAUOHAs89Zz6/fG9enBo2E2ja1HR9pEnj3QciIiIiEug4pPL9901VddAgtye5ctnFbz961KwHH3rIzBd77TXgv/88/qhFROKMCrMiIuJ3/vc/oEsXc71xY9Mp4S1bt5qPLMgmTAhkzQoULWo+t/r7xKZFg9vybOz+4DQKtvSKiIiISHgsxr7+OpAkifkzu2Y5YNKN7tlUqYC2bc1g2Dx5gIMHgXr1TEOuiEgwSBTXD0BERCQy7JLYsgVYvx7g/CHO4eKwX8cL1/stWgC5crl/DH/8MSxCwfbCC8DOnZxaD9St6/DFLMZyix7Db/mNbO0tWFD/A0VERESiwpbXuXNNxAE7adlV66IHHjC7qMqWBVasAPr3B/r21SEXkcCnwqyIiPilRIlMvhjzZnfvNokCkVm40NRIM2Rw/T4YYWBnlZUuHfZ5NsiyKXbVKtPccW8XXrJk5l0A3w0cPmzCafnA3n7bPGARERERCY/hsCzGLltmzqxzHeXGuolrQg4Ba9gQ6NcPKFkSePllHWwRCWyKMhAREb+VLZtZw3MyL+MNOKWXtdB33jGDupg39uef5vM3b7p++9wWd/u2iS/ImTPs8+XKAcmTmyyzPXsifNNTT5lqMKu33Ec3ZYopzB46FOt/r4iIiEjQefVVM0iVxVie9eYi7vp1t26qQQPg3XfNdUYacC0nIhLIVJgVERG/9uSTZsva8uWmHjpzJvDhh8CIEcCXX5rsse++A957z/18WXbLOs6mYGPsM8+Y63z/EOlECr7B4CV1amDvXpN5cOKEm/9KERERkSDGMP9Ro4CkSYGNG4E2bUz3rBt4M+XLA+fPA5UqmegrEZFApcKsiIgErMKFgXnzTFF14kRziW2+rM2e98Wc2Sjxi1gtZvWYwbTZs7v2AERERETiCwbETpgApEhhWl1ZnHVjihdnDHz1VVhxtkoVM5Mgrvz0E7BmTdzdv4gENhVmRUQkKHbHEaf2snvWnY7ZiKpWNR/XrgX+/juaG8mcGRg/HujePexzZ84AK1e6NX1YREREJGjZQbGc5lW7tluDwOzNS1xqsWP20iWzblu9Gj7HujLvm+fqDxzw/f2LSOBTYVZERAJe167AW2+ZvNiaNYE//oj5e06fBv76y1wvVer+vy9QwDR23LoFTJ0aw42xZZftG8RiLIda9OwJdOsGnDvnxr9IREREJEg99pgZImBvTyI3TmanTGmirjiLgANdebKes1l9iSfv//3XFGgXL/btfYtIcFBhVkREAh7rotOmmc7X//4zC3NubXOmW5YF2LRpI/+a1q3Nx8mTgRs3nHwwfGNRrBiQMKHZ18ZuEGapiYiIiIjBOAPbqVNA8+ZuDVLlsNalS02sAYuzjhuYfMHxIaswKyLuUGFWRESCAgd2sfniwQeB334D6tQxHbQx5ctGFmNgq1EDyJrVdENw0e8Ubsl7+21gzhwgb17g7FkzmWzQILeHXIiIiIgErQ8+ALZvB5o2Bfbtc/nbOU9s3Dhzov6TT3w7DMyxMMt/wp9/+u6+RSQ4qDArIiJBI1s24PPPTffE11+bJIGYOmYjG/xlYzpBixbmOmNkXZI/PzB3rslY4DsFVnZZLXajG0REREQkaPXoYeINGP/EhdeOHW5F1zZqZK536OC7mH87FsumrlkRcZUKsyIiElSeeAKYOTOsAWPWrPu/hov16AZ/OeLOukSJgE2bTCeES1jZbd/eZCGw9ZbdtFmyuHgjIiIiIkEsXTqzVipRArh8GXj3XbfaXgcONLmzP/wAfPopfMI+3/7QQ+bjokW+ud9gwDkOIqLCrIiIBCHGuvbqZa6z8YKdE8wce/99s9Z//XWTRcutb0WKRH9b2bObgWI0YUIsqsULFgCjRpl2XuKUiCNH3LxBERERkSDCiirzCDh59fp1c2L7u+9cugmu2TgQlvjx2jX4rGO2TRtz/v2XX+7vopX7/fQTkDo1MGCAjo6IOmZFRCQo9e1rCrAc2jV6NDB0KDB4MDBxosmipaefNk2tMbGHgDE2lgtJt6RKBeTJE/bnhQtNBZk3yiKtiIiISHwfGDByJPDcc8DNm8DUqdEPDIhEx45AjhzA4cPAmDHwWccsd2A984y5rjiDmK1fbwrn/fsDf/zh1f9FIn4vUVw/ABEREW9g18LHH5vi67FjZl3P+mfatEDGjECmTMDzzzt3W2zeYNcsF9pvvgls22Zux23MUti1y7zpYHfIhg1Av36m1UNEREQkvkqc2JxJz5ULeOMNIGFCl749RQpgyBCgfn1zM40bey9FimtLe/NT7txmrcgmX64XO3f2zn0GiwsXwuIMGDHsq+gJEX+kwqyIiAQtLs7fey/2t8PZXWzaYLfswYMmHoFTf/l5t2+Q7xaeeipsEjErvmzzePXVWNywiIiISBCcXX/nnfCf27fPDFZ1Yo1Uty4wdizw889A797ARx9552EeP24Ki6wl89z6a6+ZyCzOMWDHrp07K1EXZu1cXkYKP/mkjpTET4oyEBERcXIuBWNi2bjBFIIZM2J52PjGgkVY3ihHCV+5YoK2WJz991/9PxERERGhlStNC+z48WbXkRN1XcZY0bRpwO7d3o0xYHMv14ec81qhgvncZ5+5d5vz5pmhs/wnx4fCLNMrqFMnp/7XSjx27do1jB49GlWqVEHx4sVRvXp1rFix4t7fX79+HQMHDkS5cuWsv2/bti1OnTqFQKDCrIiIiJN4Jn/QIHOdHRHr1nng0LHFgq0c7dqZlotNm4AAWUSIiIiIeB0ntrJqx1x+5hQ4kc1fvryJFuCXcgisY9GP3ZmVK7NTM3GsHpY95IsxBjZ7YKy7W/OXLDERCYzjig+FWc5441xcLn/tGRAikenXrx/mzZuHhg0b4sMPP0TJkiXRvn17fP3119bf9+nTB19++SU6deqEIUOGYN++fWjZsiXuBMAsD78qzK5ZswalSpWK8etY+c6fP/99l8uXL/vkcYqISPzFzLBq1czAYDa8cvpurLG1g50gXIW//z5QoEDY3wXAYkJERETEa+rUAXr1MruNWLlkPgEzBGIwbJgZ8rp6NWA31jH/9dlngbVrQ/Deeynw99+x75h1nO1ao4bpnv3xR3O/rvr9d/OR3x8fCrOPPWY2i1HXrmb8gkhE//77L5YsWYKuXbuiXr16KFu2LHr27ImKFSti1qxZOHLkCJYtW4b+/fvjtddeQ9WqVTFlyhTs3bsXa9euhb/zm8Lstm3b0LlzZ4Q60b++f/9+vPXWW1i4cGG4S3KeahEREfEi1lCZPsDJuxcvAlWrmtgzj3jkEVPttR04YFb4DEkTERERia94Vpzbllj15D7/Ll2AGzei/Za8ec2GJHurPAu1nCd27RqQNGkorlwJsWq8sS3MOnbMZstmdlUR79uVQiPPxf/xh7n+55/AmTMI+sJsmjSm6YFDeVmUZvSESERswnzzzTdRnq3wDvLkyYPjx49jy5YtSJAggVWoteXOnRuPPvooNnDIsp+L8+FfN27cwOzZszF27FikSJEixjbjq1evWtVwVsqLFSvms8cpIiJiYx7W558DlSqZjtkXXjCDwbio9KjJk4GjR4GWLc0kC670kybV/wgRCYfr59vc++oFbJqwbz9Egwl13LxMzzcds2gxfyBpUiTo1g1Yvx6hbdogdMwY0xYbBX4pZwNwOcUo/5QpzbLq1VdD8dJLIfj001C0bRuCQoVcP/YnTpjbe/hhEz9gY7F36VIzAGzKFHN/zjh2zDQA8DaJQ8S4xgzGn0/W1PnvZGGWH/v1MwVaDm1r3NikewULva6FZ9f8Dh06hJMnT953vDJlyoTMmTOH+1zOnDmtKANHfB6uX7/eKs7+9ddfyJIlC5LZocV35ciRw7offxfnhVkeSLYYd+nSBefOncMc5sZE4/fff7f+R+bLl89nj1FERCQiLiQZaVSunDnDX7s2sGqVh4/TwIEA33Bw2978+cAPPwD9+5t9XyIid7FpgRcRkaCXKhWSt26NnCNH4r80aXD6119NxEE0uIyKzPffm4/sat2xw/WHMnhw2PWI38/CbFR/Fx37MbnzvYGEBWvHf2Pp0mH/dv4vleDXo0ePSIumrVu3Rps2bWL8/gkTJuDgwYPo1q2bFYua0j6j4YCfO336NPxdnBdmCxcubB3ENGnSYDynLDoRY5AoUSJMmjQJq1evtiazsV25V69eVmU9MpzEFtn/jFsOuTTORCi4i7dtX0THS8+vuKWfRx0vT8qY0QwqKFOGg8BCrGysXr08+HrPiJ7u3c2IX7Z5cMpEo0ZA06amnYDb+QKYfh7dO14iEeXKlQsPPPCAVw4Mn3MXLlyw1urqmNVx8zY933TMnMKds08/jRTZs+NBJzo37WFajz5qTqjbz7WdOy+icuXUuHUrxCqkcieUs1jMZVMfm/8YacUIg4j3ydirXbvM0o2doDGZMcMMw7IxC9efBmJ58uczRw4TCbZtm+k4JvYi9OkDsAePGbvsHg4Gel27Py+WJ5MHDx58X4crRVXXczR9+nRMnDgRTZs2teqBrA1G9ZxkxIG/i/PCLNuNXcHCLAuqiRMntirkR48exZgxY9CoUSMsXboUSSLZxsD8WX5tRAwMZjX+ypUrSOjFN7f8QeR9kBa0Ol56fsUt/TzqeHla9uzAxImJ0aBBSoweHYKHHw5F3brnPft6//jjCJkyBaGDR+PmN+uR/sOJuJYmDW750/42N+jn0fXjxQgokcjedHhrLcvnnX37WsfquHmbnm86Zk7LlSvsOn83MkCWJ64jVkhhzmM3aXL/c+3hh0PQqFFCjB0bYmXQskjo7EspNymwsMiEKa4FI9Z+eDt8SDy3PnGiuf/ixaO/zf37maUJMCaT3aOMxuRy0l/qSp76+WQx+59/eHtA2rRhx7xZM7NZbPt24MsvgddfR1DQ61rkhVJmwGbIkMHlYzl8+HDMmDHDGgLGOVWUKlUqK4c2In4uderU8HdxXph1FYd+Va5cGU899ZT151KlSuHhhx9GrVq18M033+CVV16573tq166NSpGc/mKBlxdm26blK4KX2N0tvA8taHW89PyKW/p51PHyhnr1gL17QzF0aAg6d06PUqVCUaqUBwuzlDYt6l8ahTOHV2HIw9+iWM2a/rNSd5N+Hl0/Xhf5LlBERETCjBplwv+3bDFV0Icecvro9OoFzJ5tOltZnGVhMJId0fexd2DzrqJajj39NFCnDvDJJ0DHjsB330V/m4zGIhYkmS97/rwp1gZbghXrZ/YGIEaD2Xi9dWvz/4AxEa+9FmNKhcQjd+7csWILPv/8c7Rs2RLtHdrLWeTlTnk2MDg2ax47dgxluLXRzwXcOzoG+9pFWVvRokWtdnp200aGwcGFChW678IgYBsLprroGOg5oOeAngN6Drj7HBg4MAQvvhiKq1dDUK1aCI4e9eyxDA0NwdcrE+AbVEXPZCMRcrdbIeT6dYQMHoyQ06f1/I0nz18RERFx8PbbrMyYNkx2zR444PThYQoM06LsrfQFCgDz5oUVDqPCdClTn4j+64YONR2ha9fyJH70X2s/bBZiS5Y017mlP9hcuGA+JkpkBuo6atcOSJHCDNddvTpOHp74qWHDhllFWRZnHYuyxBrhzZs3sW7dunufY34tZ1Q9+eST8HcBV5hlV+wWngmLZGtfunTp4uxxiYhI/MZFNzsiCha8jZMnQ/Dyy2ELT0/gYIR//zXXub3t3o72Dz80EyY4feybbzx3hyIiIiKBgGGvU6cC+fMD//0HNG9uWmCd9O67wKefmu7XY8fMTihm0R4/HnPHLOvBMSUu/O9/5vr06VF/HTNpDx4015mFazf5BXNhlh2yEc83c34DIw0iDleT+G3fvn2YPXs2ypUrh+LFi2PHjh33Lrt377ay9qtWrWoNFFu0aBFWrlyJ5s2bo2DBgpHunvc3AVeYXbx4MQYMGIDbfOW66/vvv7eGgDHWQEREJK5wgblgwSVkzRqK3buBypUBRh+NHm1218XGmjXht4DdW6jXqMFqsAk6e/99jjj1bEVYRERExN+lTw989JEZDHbpEvDOOyYPwAksDr7xBvDbb2FRBj/8ALRtG3PHbEyFWbILjYxMuH496sxannRnZm3OnIDd5Bfb9aO/F2Yjw9iHxIk5WBfYtMmnD0381OrVq62GzE2bNllRpY6XxhyIbBXyB1vFWWbQ9uzZEwUKFMDkyZMDYviX3z9CTmtjFdzWrFkzHDx40Gpd5v+UefPmoUuXLnjhhResSAMREZG4lDNnKL74AkieHPj5Z+CDD4AOHbjFBpgzJ/aFWTs26V6hlu8IOMaX3SFceKxaBdSqBWzeHPt/jIiIiEigSJUK4NBvLrquXQN69jQfncS1G89xsyjLJdWSJVEXRu2O2ZiiDKhqVeDBB4GzZ00UbnT5sg8/bHZh2R2zPNEfyUyjoC7MsjDdsGFYkZbDwiR+a926tRVdGtnlZ77hAk+opMTAgQPx008/WZ8bN26cFWsaCPy+MDtx4kSrCm4rXbo0pkyZgpMnT1r/cyZNmoQaNWpYVXERERF/wFwwTva1i7LPPWc+z9gzh+gjp7G7Yv16c71VK/MxXO4WQ7pYmJ01yxRqz5wxbR6LF3vgXyMiIiISIBhaOnKkyQ/gQixiiKkTChcOKwx26xZ53qwrHbNcpt1t6rMSF6IrzDLGgDgOh8VcbhRm3mp8KsxS//6mzs4dYnPn+uyhicQJvyrMtmnT5l612zZ06ND7hno9/fTT+PTTT7F9+3Zs3LgRXbt2RTI3XnBFRES8hcMjeJaf7w0Y/cotcjdvmgmz+/a5dlvs1rh6FciSxQxFsD93X2IBIw04seLNN81qt0IFj/17RERERAICtxf16wcUKRL2OTuo30n8dsYKMNd/5cr7T5ifOOF8YZaaNDGRCTyxbmfJRjb4yy7MUrDmzDpTmM2WzTQ8U9euJrFLJFj5VWFWREQkGHE7HHPFuLPu3DngpZeAU6ec/347toDZ9dwyx21u7KCwu2jD4buITp3MQDDH7TscB8zKsIiIiEh8wjPir79udhY5idvpW7c217t3D7+d/uhR00XL6ANnd0qzgFulirnOBKqYOmbJzpmNj4VZeu894JFHgJMngUGDfPLQROKECrMiIiI+wMU7c8Xy5jXb36pVM12wrhRmOUyM7GiEcHEGEaVNG3adFVxOIWvUKPI2DREREZFgxcomB4Ixf3b8+MizCSLBgiyLhzt3Ap98EnmMAbtgncVIK5o5E7h1K/LCbL5893fMBtsAMGcLs+w1GDXKXOcg3T/+8P5jE4kLKsyKiIj4SKZMwFdfmcHBXGQ3aBDzQANu3bKHCtuFWftjtIXZiLj6ZTRQvXom7kCTFERERCQ+YGCsnQXFLUzDhjm1DsqQAejSxVzv1ctEGLg6+MsRT8pnzGhiEL7+Ouzz3NBkF3sdO2afeMIMAjt+HDh2DEHj/HnnCrP08svACy8AN26YuQ0iwUiFWRERER9nzzJlIHFiM5urZUtg2jSTRTtlyv0dFGx25efYaWvnmD37rOnQ+PVXs70rRsya/fRToFw5s7Jl2wHv+O+/vfJvFBEREfEr9esDPXqYBRQXYH363L/oimI7fdaspnDKDlYOd3Vl8FfE6Ft7qNhHH4V9noVeRlSlSAFkzx72+ZQpzSAyiphzGx86Zon/u8aMMQPUvvzSZP4GmitXzPJbJCoqzIqIiPhYxYrA9Olh03mbNTOxsC1amGETjthh69glS+y2KF7cXF+yxMk75TdxZcs3JcxV4DuL2rWBVas88U8SERER8W/MmR040LShrlyJZH37xlgxY3H0449N9ywjDUqXBubMca8wS1zrsdjI9Z098Mv+yDzViNEIXKpRt27AP/8g3hVm7aYGDk8jJlEEEnZHM4e4RYsUcf1QxI+pMCsiIhJHjRsc/sDuV27Tql7dfJ7DDb77zlxnZ+3kyeb6q6+G//5atczHjh3Dog5ixNU+35QwKI2TinkKP1kyT/2TRERERPwb98V/8IHVvhpy7ZpT38Js/717gTfeMJ2tjBZwJ8rAjir43//M9bFjox78ZeM6r2hR4OzZsGFk8a0wS23amI/LlgVWrMP27Vxuh+CLLxLjv//i+tGIv1JhVkREJI40bmyKsNyaxSIsuwE4j4IxsOykeOst8+dWrcIW8TZ22PJzfE/Bou3hwy7ccY4cJj+BHbSMObD9+6/H/m0iIiIifunpp60sgasDBph8ASew65GpUExB4HU23ZYo4d7dt29vPs6aBatYF11hltFXHBbGrfy8b17iY2G2UCGz44yFcccYCH9nL63v3Am5N8xXJCIVZkVERPwEOye4XYvRr+yivXoVeOklYNy4+7e28Q2B3fjKrW38enuh65QECYDy5cP+fPo0ULMm0L8/cPmyx/5N4h+uXbuG0aNHo0qVKihevDiqV6+OFStW3Pv7devWIX/+/Pdd5s6dG6ePW0RExCsef9xEOxHPgnMwqhMnqGvUAP780+TMMv/fHdwtZW9cYqSVXZjNly/yr2d8FaMM6J13gDNnEO8Ks/Tuu+Yjj1mgZLY6PqWCKSdYPEuFWRERET/BHLOFC4GkSc2fixUDFiwwXRKRSZ0aWL7cDKXYswd4802n5lhE7scfgYsXgS++MDfEDFoJGv369cO8efPQsGFDfPjhhyhZsiTat2+Pr++Ohd63bx8efPBBLFy4MNylatWqcf3QRUREvIshshyM2rSpU1NVU6UCcuZ0/+54sp1DxezM1H37ou6YtfXsabpGeR69bVvEy8IsY784HI0NCZ99hoArzHKsA88BiESkwqyIiIgfYQcFF5tvv22Kriy+RodvDBiFwKYP1tjs7XEuY8vtlClmxcuWXU6nYNRBoLQkSJT+/fdfLFmyBF27dkW9evVQtmxZ9OzZExUrVsQs7qMEsH//fhQqVAjFihULd8nIoXEiIiLBjC2s2bIBR46YXCl+9LI6dUwkAvNSjx6NuTDLk/aMNOCGJ+6YYhzWpUuIV4VZxjo0b26uf/ghAgKzgW3HjoVYWcUiEakwKyIi4meYHTt9OvDgg859fcmSgL3jfMKEWEys5V45tuhWq2ZO6fNGOaXMHhcsAeny5ct48803Ud4xusIaWpIHx+9OMGFhNl9UeyhFRESCGc9yM3v/oYdMOyY7Z+18AS/h7FXOELDxRDwLtdEpVQoYOdIUZ3le9YknzHCpQMLlpbuFWWJhljvJNm0Cdu6E34uYjvHNN3H1SMSfqTArIiISBF5/HRg2zFzn9ji+t8iUyTSA3G2KdE6KFECvXsCoUcADD5ggNY7AlYCVM2dOK8ogG58Md92+fRvr16+3irM3btzAoUOHrOIsowvYOfvKK6/g+++/j9PHLSIi4jNZspjwUp6kZDWNFcDdu716lyzM2rPH2C0bcZ5AZLjG4+BYnrznefMnnwyc7lHi/AQO8HK3MMulDHN+KRD+3XZh9vHHzT9ahVmJTBSpdfHLnTt3rDco3hIaGnrvPkKcebWN53S8dLz0/PIf+nkMrOPVoYPZfcdCrOPWqXbtgFy5zDRbp5UrB8yfj5Dp0xHKSRP270m2Onjo3xbXxyvQ2MeLWEg9GUkOXqZMmZA5ppYbq7N6Ag4ePIhu3brh999/t/4fHD16FJ07d0bixIkxf/58tGzZErNnz0bp0qW98u8RERHxKzwh/dFHZuG0axfQurXJ3k+b1mu14LfeMhEFHP7qLK7n2C3K2Cs+PD5Mfn/lyvB7drcsl32creAODgHjTAaud1mc5r/d/vcXLgy/LMzWqHEDe/YkB895c+gb+yBEbCrMgm9ij1gXERGRQMfMMV4is2OHGzf43HPc526u37mDHGPG4FKxYjjHPDYVU+NMjx49rOJsRK1bt0abNm2i/d7p06dj4sSJaNq0qZUze/HiRUyZMsXKlE17981nuXLlUK1aNUyePFmFWRERiT+YKcBWzM6dgSpVvFaUtXG3EztHGe3vigwZzIYmfh8bfTljgHNboxoY62+FWR5mRjK4g8lMZcsCmzfDKnTaG3xY7Dx8GPCneHy7MFumzC3kzBmKo0dDsH49oNmq4sjPf2x9I1euXHiAZ8e82OFy4cIFpEmTRh1BOl56fsUx/TzqeMW35xe3jL34oskgK1gQ+PZbM03YLatWIcH+/ci8fz9CjxxBKEcEx2L1e+RIKE6evIhSpVL7zfHy9+cXM2HPnDmDwYMHIxkD6iLpmI3u+4cPH44ZM2ZYQ8DYHUupU6e2CrSOEiZMaA0J++qrr7zwLxEREfFjnKg6blz4yiGHodq5Ax7EX9ucteoOLp2GDjVDY5m6wAKtY26tP4pNvqzjv3vdOtPU/NtvwL59wMcfm11j8+aZhmd/K8w+8EAonn/ezJBYuVKFWQlPhVkG7SZIYL0B8Ra+EbLvQ288dbz0/Ipb+nnU8Ypvzy8WYTnPiwPCfvrJdNMuXuxml8ILLwD//WdNGAv54QczUrhHD9NV6yImIlSpwkJjOmtB/dBD/nG8AuH5Rblz50YGtss4iREIjC34/PPPrYiC9mytuYvZsjt27EDt2rXDfc+1a9eQLl06D/4LREREAoTjQonVtZYtAf6etANO/QT7y/r1A7hZhiMC3nwTSJ8efl+YjW0jcuLEZvgZL3b2LCMdGAvhL4VZpoCdOxdWmOUymoVZ5cxKRBr+JSIiEuQ4IGLJEtPosXQpMGBALN6k1K0LzJ0L5M9vVtfdupl3AvZK20mMR/3zzxBcuxaCFSvcfDzitGHDhllFWRZnHYuy9Oeff6J3797Y7jDamUVZDgcryYq+iIhIfMbdIwcPAkOGAHPmwN+wZsxdUZwv0L9/2OePHjVFW3/a/OKJjtnIsFcgaVKTveuwnIlT58+bRgRKly7U6mNgPyAbEhi5IGJTYVZERCQeeOopYPJkc71vX1OodVvevGbiQpMmplj79dfA+++7dBO//hp2fdWqWDwWidG+ffusIV7MjS1evLjVHWtfdu/ejcqVK+PRRx9Fx44dsXz5cnz33Xdo0qQJrly5YnXXivPWrFmDUqVKuXTIOIgtP090iIiIf6pXz0zaIkYcTJwYVnHzA8yVHT3aXJ8wwSzLmjcHHn7YrPlq1gT++QdBXZhl53D16ub6jBnwqxiD1KlDrQ5fbkIqU8Z8Tl2z4kiFWRERkXiCMQb29q4GDUwemdu4wmSQGfdksVDL/WNuFmbXrAFu3ozFY5ForV692opB2LRpkxVX4Hhp3LgxkiZNag0Ee+KJJzBkyBB06NDByq+dO3cusnFvoDhl27ZtVm4vj7WzDhw4YA1YExERP8Z4qnfeMXkBduVvxAhrKKq/YH7pK68At24BL71k8ma5tkqZkrtggJEjEdSFWbKH386fD1y/Dj/Klw37HOMM6Isv4uYxiX9SYVZERCQe+eADoHJl4PJl4NVXgTNnYnmDhQubEFvHjj+OCXasvEbC8a8vXgzBli2xfBwSpdatW1s5spFdfv75Z+trsmTJghEjRljFW3bSslCbL18+HVUn3LhxA1OnTkWDBg2QyIVx2Ldv30aPHj28OoBWREQ8qGFDE+HEQu2nn5qcAAaJ+gkWX+25oFWrAhs3modJH34InD6NoC7MMiogRw5TEPWHwmdkhVk7zp8xXn/+GTePS/yPCrMiIiLxCOtGCxeaJtdDh4BatTzQreo4IOPAATMimG0LU6aY1o1oCrPc3kXa0iWBilm8U6ZMQZcuXVCP212dNGvWLFy+fNml7xERkTjGXAAGuXLtw0BTFzP2venRR4EdO4A9e0ycQblywIsvmgFZV66ExR0Ea2GW+a2snftLnEFkhVn2MfD/CTfXMBVDhFSYFRERiWcyZAA+/xxIlQpYuxbo2NGDN541q2nJ5fY+FmZZoP3rr3BfwsWoXZht2NDsNVNhVgJV4cKFrWxZdsyGsIvKCYcPH8b48eMxYMAAJOFUPhERCRysrI0aZbJm06eHP2Hhr1ChsD/z1xJntNr5s3axMBgLs9SoUdj8gmPH4HeFWXrvvbDiMQeEiTi/30pERESCxuOPA3PnmkEJ48cDRYuaWV6xxpX2oEFAxYqmc/a334C33jK5bNy/lSABTpwwC9GECUPRrNkNTJiQDL/8YmIVMmb0wGMQ8SHGQLiCGbQ9e/ZEtWrVULJkSexha1MMTp06hdOR7EG95dCR7kq2rSt4u/ZFdNy8Tc83HbOAea6xHdXckPm4ebOJd0qdGv6G2bNFigC7doVgzJhQK4Ehrn4+TWE2xNox5Y1fKxx4VqECd7OEYPbsUPTogThz9iz/G2LV7h2PGyMXChYE9u4NwfTpoWjfPu4eo/gHFWZFRETiqWrVzG683r3NHK8CBcLeZ3hkCkXx4uYOfvjBBJ8xSHbMGPz6q+kqfOQRIFeuOyhcOBS7d4fg22+BOnU8dP8ifmrBggVWx+ykSZOc/p6FCxdiAludIihbtqyVIXzlyhUk5B5OL+AbSd4+OdsRLDpuer75jn5G4/64Jdy0Ccl798adPHlwdcQIhPpZFy116JAYjRqlxNixPBF/HmnTxs0xO3s2JSfIInHiqzh//ga8oXbtJFi/PgVGjw5F7txX8b//xc2E2ZMnkwNIipQpr9133Jo3T4L33kuBsWPvoGHDi1YMQ3xhHwsJo8KsiIhIPPb++yYi7bPPgBo1gJ9+AnLm9NCNZ8pkArR442PGAKVLW3vq7BgDe6sda7i7d5s4AxVmJZj9/fff1pC1IUOGIFmyZFbHq91Bw+sJEiSwLhHVrl0blSpVuu/z/B5eUqRIgbTuvMt2gv34ePsqzOq4eZuebzpmAflcY7hrhgxIeOgQEnfqZCIOMmeGP2Gc+fDhoVaX5vDhaa282cSJfX/Mrl41H7NkSY60aVm49LwGDYBJk0KxZ08C1KuXEq+9FmotRx98ED7FQbuULVvSe7+n7ePWrBkwYEAojhxJiHXr0uL11xFvcPiphKfCrIiISDzGGtCsWcDvv3OLG/Daa2aSLU9m88LiaazO4nMBykEZZcua/Nm7g7/y4CBK5GVHSQheeME01DIPjGt+NeVJsPrhhx+sgV9t27a97+8KFSpkdb+2YexHBJkzZ7YuEZ09exaHOMXPy92svG37Ijpu3qbnm45ZwD3X8uUDpk0z248OHwaaNjXFWY+d6Y49ruX69DGpUhMnhuC778w5c67BfHnM7IzZtGl5G/AKzlDYupWFT2DECGDp0hCsWWMyduvXh4+jDJgxG3LfcUuRAmjZ0qR/jR0bYjVHSPyl4V8iIiLxHBewHAbGoWDMemVHAZs/mDvLJlePDBzOnt1UgQH8sfsqPkAnNPmmNhL+8APKlzcL1L//ZoeDB+5LxE89++yzWLx4cbhLYw7IA6zrtWrViuuHKCIi7siVC5g+3XzkgobF2T/+8Ktj+cYbpn7MPP99+4CqVU3+bIQZrQE9/MuWPDkweDCwbRtQpoy5X3bSslAb18O/bO+8AyRKBGzYYNbfEn+pMCsiIiLIndskDqRMGVasTZrULGi5veqGh2LA2BF7cu+/uIVESHP7XyTv0QPJRg5Cn84mb6p1a2DJEv0PkeBx5MgR7Nixw7qePn16FC5cONwl691Ocl53dZCYiIj4Eb6es/LJs9tsl2ze3BRp/QSbNTnolbukOnQwRcHly4FixYBFi4KrMGvjPLZNm4AuXcyf+bF797CZbXFZmGXPAjuYqW5drhe8/5jEP6kwKyIiIpaKFYH//gNu3gQuXjQLWRZquf2LC3lPLGKPHQP2X3oQjRLORZKGdyd9LVuGztvroH+NndZ9cHG6fr3+p0hwmDhxopURKyIi8QCrcB99ZCqCDNG/e/LNn6RLZyKk9uwxSVMslnLDBrfW2xmwwVKYtWMchg0Dhg41f+ZHpk54O+o0psIsDRxomqwPHDADeH/7zbuPSfyTCrMiIiJyDwdBsIOCnniC26vNgnbuXNNRwdiBZ581DSHusAd/5c6XBAk7d8DVUaOsNy0hx4+j5+Fm+KjIBNy8fhuvvgrs36//MRJYmA/7888/h/vc0KFDsT+aJ3OjRo2i/XsREQkwrDoym4ntmXaQqi9aNF2UPz+wbp3pIOXDZD2Z2/691bl5/bq5+Lowa+vaFZgyJezfyhiHf/7xzn3dueNcYZY71jZuBB57zDQvPP20yceV+EWFWREREYkS88fsIiyHg7GLlot4TpOdP9/9wiyHitHt4sWBTz4BXn4ZIaF38Ha5A3iqbAKcPw9Ur+6hfFsRERERX0qW7F62Pm7dMkXab77xyxPyzGJduZKDJoHdu02slDdwN5YtdWrECa5fFywwcV1ff20am7/8Muzv2UXMmIfnnotdgwD/rSzOUnrOuo0GZ8QxZ5ZzHZiAUakSsH27+/ctgUeFWREREYlWo0amoLpsmemgbdHCfJ7xBq4OK9i7N3xh9l6gbd++wAcfIFG/XvhsSYg1gOzgvuto1ODOvYWtiIiISMDhhNW1a4GePf02SJ+pC99/b3ZJsVC5ebPn78M+2c6YLN5PXGFsAze3FCkCnD4Na5cWY7TYLcxC7ejRJsbLzqV1h90tyyFkvMSEA3h5n4wVu3wZGD/e/fuWwKPCrIiIiMSoYEGgWjWgRg3gww+Bl14Crl0DXnsNOHXK/Y7ZcJ55BsiUCZx/xPctPRIOw0ufN8eE7sf1f0hEREQCExdLXEAxzoDtqR9/DH9UoIA5GU89etyfvvDDD1wDJnU7mzUu8mWj8vjjwI8/mu5Y4uYtRggwzuvll03cwRdfmA5adzgTYxAR+xT69DHXed9stJb4QYVZERERcQm7HBhjkC8fcPQoULMmcONGzN/H7CxukYuyMOugdO5TaJF3NYphB4oNr4M/Ri7zy3w2ERERkWgx0qBbN6BhQ/PnsWNNBq0frmtYGEySxHTPfvtt2OfZQVu5Mpt+k7sVZeVvhVk7bYJD0PjvZPPBBx8Ax4+bjmHW0YlDw3xVmCVmzPJ7GGnA+DCJH1SYFREREZelTWt25nFxzVys996L/utv3jRbx65cMUPF2JURrcyZkXXdApzLWwIpcAUJhww0bQ32SldEREQkULAFs00b4N13zZ+nTzeVQD/La2Le6TvvhO+a/e03Myjr2rWQew89GAqzNubJMq6rY0eTs0sciGZ30v71l+u3aS9XGVHgCnbs8lgTH5PEDyrMioiIiFtYXJ03z7zXYOMHJ91GNwmXW+BY0P3007B5GNHKnh2p507GWLTDP/8mxs21G0x197vv9H9MREREAk/jxmHhpdyvzu1EfoYFWW6r5xwBZp1yECwLjcWKhSJBglCsXx+CAweCpzAbmRIlTO4uYxtYP/dVx6ydfEFLl/plU7V4gQqzIiIi4jbmcA0caK5zii8LtFzAstuCTSHDhwODBplBCjRnDpA3r/O3X/rJBPjtifp4K3Qufkc+4Nw5YOhQ03orIiIiEmh4krl/f2DUKCBXLvibTJnCslfbtQOOHDHxVatWsbvUBJ/OmBHchVli+oT9b/3nH98VZqtUMQPDDh8GduwI+zyLtA0aAA8/7Jf1fIkFFWZFREQkVrjd6403TFwBC7KdO5sC7cSJplOWQ4iJn+fkW1ewG5cF3oN4GK/+Nxt3Gr1tbjBFCv1fExERkcDEKaqlSoX9+eBB4OpV+AsWZu2iYtaswDffABkzsjBohgrMmmXWfa44fz6wCrOcSVumjBl2O2aM7wqzXOKySzlinAGvc24cnyoDBrh+u+K/VJgVERGRWGHxdOZMs/WK7zHefNNsg3v/faBePaB8eeDtt03nrDt4e1zY/nkkMZbnegeoUCHsLzmxgR0n16/r/6KIiIgEHlbamjUzW48uXYI/YPTU5MmmOLlyJZA7t/n888/fRJYsoVYH6VdfBXfHLNe3dtYsmw24acsXhVmqXj0szoC4UcxxngO7ePm0keCgwqyIiIjEWsqUwJIlwNatZlACi7CMOOCZfQ4H46CIxIndu21u52Jhlz780GzlYvfCjf8uA0OGwBoPzAowp1PEET6muXOBbdvi7CGIiIhIIGIxlmGmO3cCLVoA//0Hf8DdUGvXAkWLhn2Oazlup6dp04K7MEscxFWokHnsEyb4rjDLqLCECYHdu4E//wQGDzaREhzOVqkScOuWScOQ4KDCrIiIiPi9Vq1M5wLzzTixlsXatNlT4udqA8zIW47MbdTIvEvgmxsfW74cqF8faNvW53ctIiIigaxIEeCjj4D06YH9+0337KlT8FdNmpiPX38dlnXKh8udUiwgRrUMC8TCLIfV8t9F3KBl/xu8XZjl91WsaK5zdsOIEeY6IxWGDTPX2fywb597ty/+RYVZERER8XscGFa7trl+5475yK7ZlwaVw4nRC4HKlc07Ae67Y3st2wp8iO+nqGxZn96tiIiIBIP8+YGbXdeHAAApk0lEQVSpU4HMmYFDh4CmTf12whMHgTFViuux8eOBvn3NQCoWZVnEbNjQdHQGQ2HWntVWoIBpZHa2aza2hVliRBhxaXvjBmMkzOdKljRRBzz+PPYS+FSYFRERkYDAqAA2xp44YabjFisGnD4N1GqeDjcHDDWTEFKlAn79Fahb1/ylD7AGzK4R4vsoEREREZcxyJXZT9yvzsUOW1N9fKLZWfZ6Z/hwoF8/k8ZQuLDZ1TRvnolBiBj/H6iFWUYK2INsR44ELl6M+XvOno19YbZatfAREiyCc/cYMcaA1xcuBHbtcv8+xD+oMCsiIiIBszDme5Zs2UxDyeLFZjjFpk1Al64huPT0i7g9fyFQujTw6qtApkw+eVx8D8WuhWefNV0kIiIiIm7hIoexTGxBZYGWCx4/VKNGWNGRa59Fi0xELodVJU0KLFtm8lkvXw78wixx19ajj5pOWM47iGnugCc6Zvm/n0ta6tgx/BqTRXB28lKvXu7fh/gHFWZFREQkIPE9y6xZYZlbqVMDiR7MggeXTsA3jzmMrmXXyTffeOUxcKseC7PUvLlX7kJERETiE2bnM9aAi5tkyeCPUqQA1q0zhVhuVKpZ03RwcmjVV1+ZobDffms+z0KlY2GWJ9UDDTuB7a5ZZr6yQzgqLEbfvBn7wixxnTt2bOSRBfwcM3C/+MI8JglcKsyKiIhIwGLG1pAhQJIkYZ87cTIBatRJgm3b7gbScuXK0LMePZyf2uAkRhgcP27eQ9lZYCIiIiKxwrZSxjPZeBZ440a/Oqjs2uQ6jEVLR4z957BWds6uXAmsXh34HbPElKxHHjExBRMnRv11drcs16YsYMfGY4+ZwbI8lhEx95a5vtS5c/SPSfybCrMiIiIS0Lp1M4PArlwxU4GrVDHdCv/7H3D4UKiZksCWAr5L4L6vzZs9dt9TppiPjRpFvmgWERERiZXvvgMmTTL72bmWCQAchtqqlbneu7fpmg30wiwL0DzPTyNGAGfORP51jjEGdiast3TtGvaY3n0XmDnTu/cn3qHCrIiIiAQ8LnyTJzexssyeZRfHyZPAS68kxLlazc1eMAbUchXN1gO22V69Gqv75LDkFSvM9WbNPPPvEBEREQmnQgXg+eeB27dNFY4BrgGARUOuzbZsMfEGPIEeyIVZqlfPZM1yOfncc2FDvhx5Il/WFZx9+97dBC/Oi3vnHfM4+bRhhy83jIl/U2FWREREggoX/CyYZs8O7N0LvP46cOORgmZM8Jtvmi/67DOzJ43VVTetXWuSEsqUAfLn99zjFxEREQnXqjlwoFnQsPWU1+fP9/sDlDWrKRLaW+1tnAkQyP8rPv8cyJLFDDvjLi27EBtXhVk2J4waBbRoYZ4ebK7mknfDBuDPP4GhQ00OsPgvFWZFREQk6OTIYYqzXPyzgNq0KRCaJCnQqZMJ4eKUY4Z/xWLa8c8/m49PPum5xy0iIiJyH0Yyde8ONGhg/sxKHPOU7MlafqpLF5Ozum+f+TNnmTnOBQhEzH1lugSXkNu3m+Lsf//FXWHWLs5yeTthgok0GD4cWLAAqFrVPEUGDfLdYxHXqTArIiIiQaloUWDRIiBhQuDjj03G2blzwOEspfHn4IUIHfFB2LsDbg88csSl2//lF/PxiSe88OBFREREIlbf2rQJa0NlYdbPWyFZvGzdOuzPgRxj4KhgQVOcZYQWh82yAHrrVtwVZu3aPYuyLM6yQ7l2bZPcRSzS2sVx8T8qzIqIiEjQeuEF4KOPzHXu/Euf3kTNPlI8NbpPzBn2hbNnm5iDuXNNPkEMWMdllwSpMCsiIiI+K86+/bZpReUwsMcf9/sDzyJhqlTBVZilQoVMcTZdOmDrVmDp0rgtzEamWDHg1VdN1+zgwXH9aCQqKsyKiIhIUOMgBBZlmQtGSZOaj8OGmWEU1mqVYbQ3bgBjxgAtWwInTkR7m/v3myEWKVMqX1ZERER8rFYtoE6dsD+fPw/cvOmX/xsyZjSNvsQT5MGEdXHOlLXTJfytMEu9epmPzJ3944+4fjQSGRVmRUREJOhxiDFjDK5dMxf7DULDhsCx4yHAiBHmizg+mHvS2D37xRdRZrfZMQbFi5uoBBEREZE4ceEC0KqV6aDlIscPdetmznv36YOgw2QJJmNt2QJs3ux/hdmSJYGXXjIbwuyu2cOHzfwFdvvOnBnXj1BUmBUREZF4gd2tdrcs67AlSgBnzwJ16wJHjobgQKHX8NfgT4AiRUw7bP/+ZlhYxHG7ypcVERERf/HXX6bSxqogzzxfvgx/wwiDSZOA//0PQSdLFqBevbCuWXvZmCED/AbnLNCcOWYn2aOPAtOnm0Zr/p2djytxQ4VZERERiXdYoF24EEidGtiwAXjoIRNJkLdCDrx1dRruvNPaZB/88INptY3g55/NR+XLioiISJxPO5040ZyBZgA+W1MjWbuI97Rvbz4yZ5bpWP7UMUtlypi5C5yRMGOGSb2oXNnETBw7BixfHtePMH5TYVZERETipUceMdu3kiUzW9DSpjWxBPMXJEDH3Y1MWwHbCPLmDfum27c1+EtERET8rzg7ZYrZm/7bb0Dz5sDp03H9qOINZs0+/7yJC7APuz8VZokxBnxM5cuboWWrV5s4A2JdX+KOCrMiIiISb9WoYVILrl83zSVz55rPcwbY6K/yAVWrhn3xrl3WNxxeuk2Dv0RERMS/cOvP1KlA5szAwYNmz/rx43H9qOKNDh3C/9nfCrN2hBd3ij37rPlcixZASAjw7bfAgQNx/QjjL78qzK5ZswalSpVy6XsmTJiA/HwBEhEREXEDF6Q2zvwaPjxsgf3kk0CxYkDBgsCetlOs/V5purRAO4xBySI3NPhLRERE/EeePMC0aUCOHCY4NIFflXyCGjtmCxXy38JsZHLnDsv9nTwZfu+TTz5BlSpVUKRIEdSuXRs7duxAMPCbn9Jt27ahc+fOCI1i+nFkDhw4gMmB8OwRERGRgMF5X61bm+s//gjs3Gl2BT61YTiOPlEdVy6Hoh7mYvTpesD+/XH9cEVERETCZM9uirOslWTLpiPjwxP9dtcso7E4xyAQvPOO+ch4L+4i81dLlixB//79Ua1aNYwfPx6pU6dGkyZNcOLECQS6OC/M3rhxA1OnTkWDBg2QiEM2nHT79m306NEDDwTCaQgREREJqIX1uHHA998Dy5YBq1aZyINLd1Kg4rc90T/tKPyLB5Dz1kGgYUMzRYHTFPxcsHYZiIiISASc6pQrV9if160zg8HEq+rWNWvGzp3D78jyZxwKxkZrRnotWAC/FBoaau2Wr1u3Llq3bo2KFSti0qRJSJcuHWbPno1AF+eF2fXr12PKlCno0qUL6tWr5/T3zZo1C5cvX3bpe0REREScwcV0hQpAtWpAlSrA9Olmu9dffwHTf6+A2lgIPPOs2SbIiQl8w+PHgrnLQERERKLBjPzu3c12oM2bdai8iANlFy8GhgwJnMPMtIuWLc31Dz9kERR+5/Dhwzh+/DgqVap073OJEyfGM888gw0MzQ1wzreoeknhwoWtbNk0adJYbxSc/Z/Cr502bRr27Nnj9ccoIiIi8VvatMD8+cDTT5vm2Bsp0iP91OHANyuATZsAh4Wiv3cZUNmyZVG1alWry6A736xJQLtz5461m8xbzx/79kMCpf3HD+i46bjpuebf4tXP6COPIKR0aYRwvdK+PUIrVgzLnk2YEKH9+9/70pB584C9e6O8qTsdO947ZiGLFgHR7L4Jff99IEWK/7d3J/A2lfsfx38HmSlkJiIzmUKR6tBAuTclKW6lCRUuXRqkQeZU6DbqqgxpvNFASkrDJURd9y/K7RqLMmTKGPv/+j7H2u19zt7bPo69zznW5/167dc5e+11zj77Oc9a61m/9Vu/x5wZMyxl8eLo6959t1nx4mlPZs60lBgB5ED//mkZwfLhh5aiW5yirXvHHWmlHWTePEvRLFfR1u3Rw6xKlbQn8+dbysyZ0dft3t2sRo20J4sXW4pusYricNeudrhSpbR2W7bMUl5/Pfrv7dw5bXID+fbbtP9HtHWVPdC8edqTVass5aWXoq976aVmrVqlPVm3zlKeey7s9Tv2muUraDb723a2aFFrO+ssSxhtd7JmzRrbtGlThtdLly5tZTSBXQitK6eFZoGbWeXKle3VV19123Nu3o6zPTBbtmzZTK2vBh88eLDL+DjrrLPiCsz+8ssvtnnz5gzLf1eWS8jvTRT9bu8B2ov+lb3YHmkv+lfOkdu2R00E9tBDZvffn2ItWwYsT94jA109JMGf41jb6mhZBgRmc79169a5BwAAEXXtahV27bLiX35p9t57fyzPk8dWXnll8GnFOXOs2JIlURtx9RVXmB0pQVlhzhwrvmBB1HW/b9/eDhct6r4vN3eunRLj7qL/tm1rvx8pU1nmk0+s5AcfRF33h9at7WC5cu770p9+aqXeeSf639usme3XLU9mVurTT610jHXXNmxoe3/91X1f4rPPrGyMddfXru3u4JZTvvjCysVYd8Ppp9vuI5HO4vPnW4UY6/5UoYLtPPJ90SVLrFKMdTeVKmXb8+d33xf+v/+z02Ks+3OxYvZrkSLu+0KrVlmVCOv2PN3simsK27Z8xWLF248blSb1Aq6hlETQp0+fsGW7d+92X4sc+QwePVdcb9++fVaoUCHLrbI9MJtZiobrBEP1JOL12muvuUyR9JQton+6/smJjK7rJGrPnj3uykBujuInC+1Fe9G/cg62R9qL/hVOt3rVrJnX6tY9bL/+Gkj69qiBp5BlgFDKIEnUvAvqdzt37nR3tzGOpd0Sjf5GmyWLL/takyZmn3xiKVu2/LEsTx5r5GVoys03W0r79lHb7PTq1a34KaektdmNN1pK27ZR3+5MZXMeCRzadddZyrnnRl23vq5+e9m1ips0axZ13XotW/6RXZsnj6WceWbUdeuoLpV3fMyf31Jq1466bq3UVKVrpj0pXNhSVHg1ihr6vd7EasWKWYqXlRtB9ZYtbWfx4ml9rUQJSylVKuq61Vq0SKudJaV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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "\n", "for ax, bid in zip(axes.flat, rep_bats):\n", " sub = cap_df[cap_df[\"battery_id\"] == bid].copy()\n", " eol = get_eol_threshold(bid)\n", " rul = compute_rul_series(sub[\"Capacity\"], eol)\n", " \n", " ax2 = ax.twinx()\n", " ax.plot(sub[\"cycle_number\"], sub[\"Capacity\"], \"b-\", linewidth=1.5, label=\"Capacity\")\n", " ax2.plot(sub[\"cycle_number\"], rul, \"r--\", linewidth=1.5, label=\"RUL\", alpha=0.8)\n", " \n", " ax.set_xlabel(\"Cycle Number\")\n", " ax.set_ylabel(\"Capacity (Ah)\", color=\"blue\")\n", " ax2.set_ylabel(\"RUL (cycles)\", color=\"red\")\n", " ax.set_title(f\"{bid}\", fontweight=\"bold\")\n", " ax.legend(loc=\"upper left\")\n", " ax2.legend(loc=\"upper right\")\n", " ax.grid(True, alpha=0.3)\n", "\n", "fig.suptitle(\"Capacity & RUL Over Cycles\", fontsize=15, fontweight=\"bold\")\n", "plt.tight_layout()\n", "save_fig(fig, \"v3_capacity_and_rul\", directory=v3[\"figures\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c70a3dd5", "metadata": {}, "source": [ "## 4. Build Per-Cycle Scalar Feature Dataset (v3 — 18 Features)\n", "\n", "Extract 18 per-cycle features from each discharge cycle:\n", "\n", "| # | Feature | Description | Version |\n", "|---|---------|-------------|---------|\n", "| 1 | `cycle_number` | Sequential discharge cycle index | v2 |\n", "| 2 | `ambient_temperature` | Operating temperature (°C) | v2 |\n", "| 3 | `peak_voltage` | Maximum voltage in cycle | v2 |\n", "| 4 | `min_voltage` | Minimum voltage (cutoff) | v2 |\n", "| 5 | `voltage_range` | peak - min voltage | v2 |\n", "| 6 | `avg_current` | Mean |current| during discharge | v2 |\n", "| 7 | `avg_temp` | Mean cell temperature | v2 |\n", "| 8 | `temp_rise` | max_temp - min_temp | v2 |\n", "| 9 | `cycle_duration` | Total cycle time (s) | v2 |\n", "| 10 | `Re` | Electrolyte resistance (Ω) | v2 |\n", "| 11 | `Rct` | Charge-transfer resistance (Ω) | v2 |\n", "| 12 | `delta_capacity` | Capacity change from previous cycle | v2 |\n", "| 13 | `capacity_retention` | Q_n / Q_1 per battery (0–1 ratio) | **v3** |\n", "| 14 | `cumulative_energy` | Cumulative Ah throughput | **v3** |\n", "| 15 | `dRe_dn` | Impedance growth rate (ΔRe/cycle) | **v3** |\n", "| 16 | `dRct_dn` | Impedance growth rate (ΔRct/cycle) | **v3** |\n", "| 17 | `soh_rolling_mean` | 5-cycle rolling mean SOH | **v3** |\n", "| 18 | `voltage_slope` | Cycle-over-cycle V_mid slope | **v3** |\n", "\n", "**Bug fix:** v2 used `fillna(0)` for Re/Rct — physically impossible (0 Ω).\n", "v3 uses forward-fill → backfill → global median imputation.\n", "\n", "**Targets:** SOH (%), RUL (cycles), degradation_state (0–3)" ] }, { "cell_type": "code", "execution_count": 5, "id": "04cec785", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:01.634886Z", "iopub.status.busy": "2026-02-24T17:43:01.634886Z", "iopub.status.idle": "2026-02-24T17:43:07.773114Z", "shell.execute_reply": "2026-02-24T17:43:07.773114Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building per-cycle feature dataset (v3)...\n", "This will read all discharge CSVs — may take a few minutes.\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Extracting features: 100%|██████████| 2678/2678 [00:02<00:00, 1157.52it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Base dataset shape: (2678, 19)\n", "After v3 features: (2678, 25)\n", "\n", "NaN fix — before: 0 total | after: 0 total\n", "Columns: ['battery_id', 'cycle_number', 'Capacity', 'ambient_temperature', 'datetime', 'SoH', 'RUL', 'degradation_state', 'Re', 'Rct', 'peak_voltage', 'min_voltage', 'voltage_range', 'avg_current', 'avg_temp', 'temp_rise', 'cycle_duration', 'delta_capacity', 'coulombic_efficiency', 'capacity_retention', 'cumulative_energy', 'dRe_dn', 'dRct_dn', 'soh_rolling_mean', 'voltage_slope']\n" ] }, { "data": { "text/html": [ "
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battery_idcycle_numberCapacityambient_temperaturedatetimeSoHRULdegradation_stateReRct...temp_risecycle_durationdelta_capacitycoulombic_efficiencycapacity_retentioncumulative_energydRe_dndRct_dnsoh_rolling_meanvoltage_slope
0B000501.856487242008-04-02 15:25:4192.82437112400.0446690.069456...14.6561883690.2340.0000000.01.0000001.8564870.0000000.00000092.8243710.000000
1B000511.846327242008-04-02 19:43:4892.31636212300.0466870.076275...14.3474503672.344-0.0101600.00.9945273.7028150.0020180.00681892.570367-0.013489
2B000521.835349242008-04-03 00:01:0691.76746012200.0448430.067972...14.0845313651.641-0.0109780.00.9886145.538164-0.001844-0.00830392.3027310.031561
3B000531.835263242008-04-03 04:16:3791.76312612100.0461950.074534...14.1100613631.563-0.0000870.00.9885677.3734260.0013510.00656292.167830-0.029347
4B000541.834646242008-04-03 08:33:2591.73227512000.0451010.068528...14.1466923629.172-0.0006170.00.9882359.208072-0.001094-0.00600692.080719-0.022845
5B000551.835662242008-04-03 12:55:1091.78308311900.0459910.073427...14.2372683652.2810.0010160.00.98878211.0437340.0008900.00489891.872461-0.012977
6B000561.835146242008-04-03 17:17:1691.75730711800.0441720.068044...14.2451203650.828-0.0005160.00.98850412.878880-0.001819-0.00538291.760650-0.016722
7B000571.825757242008-04-03 21:28:1491.28784011700.0452170.074648...13.8058063572.453-0.0093890.00.98344714.7046360.0010450.00660391.6647260.088907
8B000581.824774242008-04-04 01:38:1591.23869311600.0437870.068450...13.8977813550.594-0.0009830.00.98291716.529410-0.001430-0.00619891.559840-0.030623
9B000591.824613242008-04-04 05:48:0891.23066311500.0449100.073957...13.9654213551.250-0.0001610.00.98283118.3540240.0011230.00550791.459517-0.025405
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" ], "text/plain": [ " battery_id cycle_number Capacity ambient_temperature datetime \\\n", "0 B0005 0 1.856487 24 2008-04-02 15:25:41 \n", "1 B0005 1 1.846327 24 2008-04-02 19:43:48 \n", "2 B0005 2 1.835349 24 2008-04-03 00:01:06 \n", "3 B0005 3 1.835263 24 2008-04-03 04:16:37 \n", "4 B0005 4 1.834646 24 2008-04-03 08:33:25 \n", "5 B0005 5 1.835662 24 2008-04-03 12:55:10 \n", "6 B0005 6 1.835146 24 2008-04-03 17:17:16 \n", "7 B0005 7 1.825757 24 2008-04-03 21:28:14 \n", "8 B0005 8 1.824774 24 2008-04-04 01:38:15 \n", "9 B0005 9 1.824613 24 2008-04-04 05:48:08 \n", "\n", " SoH RUL degradation_state Re Rct ... temp_rise \\\n", "0 92.824371 124 0 0.044669 0.069456 ... 14.656188 \n", "1 92.316362 123 0 0.046687 0.076275 ... 14.347450 \n", "2 91.767460 122 0 0.044843 0.067972 ... 14.084531 \n", "3 91.763126 121 0 0.046195 0.074534 ... 14.110061 \n", "4 91.732275 120 0 0.045101 0.068528 ... 14.146692 \n", "5 91.783083 119 0 0.045991 0.073427 ... 14.237268 \n", "6 91.757307 118 0 0.044172 0.068044 ... 14.245120 \n", "7 91.287840 117 0 0.045217 0.074648 ... 13.805806 \n", "8 91.238693 116 0 0.043787 0.068450 ... 13.897781 \n", "9 91.230663 115 0 0.044910 0.073957 ... 13.965421 \n", "\n", " cycle_duration delta_capacity coulombic_efficiency capacity_retention \\\n", "0 3690.234 0.000000 0.0 1.000000 \n", "1 3672.344 -0.010160 0.0 0.994527 \n", "2 3651.641 -0.010978 0.0 0.988614 \n", "3 3631.563 -0.000087 0.0 0.988567 \n", "4 3629.172 -0.000617 0.0 0.988235 \n", "5 3652.281 0.001016 0.0 0.988782 \n", "6 3650.828 -0.000516 0.0 0.988504 \n", "7 3572.453 -0.009389 0.0 0.983447 \n", "8 3550.594 -0.000983 0.0 0.982917 \n", "9 3551.250 -0.000161 0.0 0.982831 \n", "\n", " cumulative_energy dRe_dn dRct_dn soh_rolling_mean voltage_slope \n", "0 1.856487 0.000000 0.000000 92.824371 0.000000 \n", "1 3.702815 0.002018 0.006818 92.570367 -0.013489 \n", "2 5.538164 -0.001844 -0.008303 92.302731 0.031561 \n", "3 7.373426 0.001351 0.006562 92.167830 -0.029347 \n", "4 9.208072 -0.001094 -0.006006 92.080719 -0.022845 \n", "5 11.043734 0.000890 0.004898 91.872461 -0.012977 \n", "6 12.878880 -0.001819 -0.005382 91.760650 -0.016722 \n", "7 14.704636 0.001045 0.006603 91.664726 0.088907 \n", "8 16.529410 -0.001430 -0.006198 91.559840 -0.030623 \n", "9 18.354024 0.001123 0.005507 91.459517 -0.025405 \n", "\n", "[10 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Saved to: E:\\VIT\\aiBatteryLifecycle\\artifacts\\v3\\features\\battery_features.csv\n" ] } ], "source": [ "print(\"Building per-cycle feature dataset (v3)...\")\n", "print(\"This will read all discharge CSVs — may take a few minutes.\\n\")\n", "\n", "# Step 1: Build base features (same as v2)\n", "features_df = build_battery_feature_dataset(exclude_corrupt=True, verbose=True)\n", "print(f\"\\nBase dataset shape: {features_df.shape}\")\n", "\n", "# Step 2: Add v3 physics-informed features (6 new)\n", "features_df = add_v3_features(features_df)\n", "print(f\"After v3 features: {features_df.shape}\")\n", "\n", "# Step 3: Proper NaN imputation (bug fix: replaces v2's fillna(0))\n", "nan_before = features_df[FEATURE_COLS_V3].isna().sum()\n", "features_df = impute_features(features_df)\n", "nan_after = features_df[FEATURE_COLS_V3].isna().sum()\n", "print(f\"\\nNaN fix — before: {nan_before.sum()} total | after: {nan_after.sum()} total\")\n", "print(f\"Columns: {list(features_df.columns)}\")\n", "display(features_df.head(10))\n", "\n", "# Save to versioned path\n", "features_path = V3_FEATURES / \"battery_features.csv\"\n", "features_df.to_csv(features_path, index=False)\n", "print(f\"\\nSaved to: {features_path}\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "a87c7ba4", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:07.775369Z", "iopub.status.busy": "2026-02-24T17:43:07.775369Z", "iopub.status.idle": "2026-02-24T17:43:08.419641Z", "shell.execute_reply": "2026-02-24T17:43:08.419641Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Feature correlation heatmap (v3 — 18 features + targets)\n", "numeric_cols = [c for c in FEATURE_COLS_V3 + [\"SoH\", \"RUL\", \"Capacity\"] if c in features_df.columns]\n", "corr = features_df[numeric_cols].corr()\n", "\n", "fig, ax = plt.subplots(figsize=(16, 14))\n", "mask = np.triu(np.ones_like(corr, dtype=bool))\n", "sns.heatmap(corr, mask=mask, annot=True, fmt=\".2f\", cmap=\"coolwarm\", center=0,\n", " square=True, linewidths=0.5, ax=ax, cbar_kws={\"shrink\": 0.8},\n", " annot_kws={\"size\": 7})\n", "ax.set_title(\"v3 Feature Correlation Matrix (18 features)\", fontsize=14, fontweight=\"bold\")\n", "save_fig(fig, \"v3_feature_correlation_heatmap\", directory=v3[\"figures\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "4f08bc3a", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:08.421647Z", "iopub.status.busy": "2026-02-24T17:43:08.421647Z", "iopub.status.idle": "2026-02-24T17:43:08.784065Z", "shell.execute_reply": "2026-02-24T17:43:08.784065Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Pie chart\n", "state_counts = features_df[\"degradation_state\"].value_counts().sort_index()\n", "labels = [DEGRADATION_LABELS[i] for i in state_counts.index]\n", "colors = [\"#2ecc71\", \"#f39c12\", \"#e67e22\", \"#e74c3c\"]\n", "axes[0].pie(state_counts, labels=labels, colors=colors, autopct=\"%1.1f%%\",\n", " startangle=90, textprops={\"fontsize\": 11})\n", "axes[0].set_title(\"Degradation State Distribution\", fontsize=13, fontweight=\"bold\")\n", "\n", "# Bar chart by temperature\n", "ct = pd.crosstab(features_df[\"ambient_temperature\"], features_df[\"degradation_state\"])\n", "ct.columns = [DEGRADATION_LABELS[c] for c in ct.columns]\n", "ct.plot(kind=\"bar\", stacked=True, ax=axes[1], color=colors[:len(ct.columns)])\n", "axes[1].set_title(\"Degradation States by Temperature\", fontsize=13, fontweight=\"bold\")\n", "axes[1].set_xlabel(\"Ambient Temperature (°C)\")\n", "axes[1].set_ylabel(\"Count\")\n", "axes[1].legend(title=\"State\")\n", "\n", "plt.tight_layout()\n", "save_fig(fig, \"v3_degradation_state_distribution\", directory=v3[\"figures\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d0f3c112", "metadata": {}, "source": [ "## 5. Sequence Dataset for Deep Learning (v3 — 18 Features)\n", "\n", "For sequential models (LSTM, Transformer), we create:\n", "1. Per-battery capacity sequences → sliding windows of size 32 → target = next cycle SOH\n", "2. Per-battery multi-feature sequences → 18 features × 32 timesteps → SOH target\n", "\n", "**v3 change:** Sequences now include all 18 features (v2 had only 12)." ] }, { "cell_type": "code", "execution_count": 8, "id": "5b70657d", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:08.787073Z", "iopub.status.busy": "2026-02-24T17:43:08.787073Z", "iopub.status.idle": "2026-02-24T17:43:08.942675Z", "shell.execute_reply": "2026-02-24T17:43:08.941665Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SOH sequence windows: X=(1734, 32, 1), y=(1734,)\n", "Using 18 features for sequences: ['cycle_number', 'ambient_temperature', 'peak_voltage', 'min_voltage', 'voltage_range', 'avg_current', 'avg_temp', 'temp_rise', 'cycle_duration', 'Re', 'Rct', 'delta_capacity', 'capacity_retention', 'cumulative_energy', 'dRe_dn', 'dRct_dn', 'soh_rolling_mean', 'voltage_slope']\n", "Multi-feature windows: X=(1734, 32, 18), y=(1734,)\n", " → 18 features × 32 timesteps\n", "Saved to: E:\\VIT\\aiBatteryLifecycle\\artifacts\\v3\\features\\battery_sequences.npz\n" ] } ], "source": [ "# Build capacity-only sliding windows per battery\n", "all_windows_X = []\n", "all_windows_y = []\n", "battery_ids_seq = []\n", "\n", "for bid in sorted(features_df[\"battery_id\"].unique()):\n", " sub = features_df[features_df[\"battery_id\"] == bid].sort_values(\"cycle_number\")\n", " cap_vals = sub[\"SoH\"].values\n", " if len(cap_vals) <= WINDOW_SIZE + 1:\n", " continue\n", " X_w, y_w = make_sliding_windows(cap_vals, window_size=WINDOW_SIZE)\n", " all_windows_X.append(X_w)\n", " all_windows_y.append(y_w)\n", " battery_ids_seq.extend([bid] * len(X_w))\n", "\n", "X_soh_seq = np.concatenate(all_windows_X, axis=0)\n", "y_soh_seq = np.concatenate(all_windows_y, axis=0)\n", "battery_ids_seq = np.array(battery_ids_seq)\n", "\n", "print(f\"SOH sequence windows: X={X_soh_seq.shape}, y={y_soh_seq.shape}\")\n", "\n", "# Build multi-feature sliding windows (v3: 18 features)\n", "feature_cols_for_seq = [c for c in FEATURE_COLS_V3 if c in features_df.columns]\n", "print(f\"Using {len(feature_cols_for_seq)} features for sequences: {feature_cols_for_seq}\")\n", "\n", "all_mf_X, all_mf_y, mf_bids = [], [], []\n", "\n", "for bid in sorted(features_df[\"battery_id\"].unique()):\n", " sub = features_df[features_df[\"battery_id\"] == bid].sort_values(\"cycle_number\")\n", " vals = sub[feature_cols_for_seq].values # v3: no fillna(0) — already imputed\n", " soh_vals = sub[\"SoH\"].values\n", " if len(vals) <= WINDOW_SIZE + 1:\n", " continue\n", " T = len(vals)\n", " for i in range(T - WINDOW_SIZE):\n", " all_mf_X.append(vals[i:i + WINDOW_SIZE])\n", " all_mf_y.append(soh_vals[i + WINDOW_SIZE])\n", " mf_bids.append(bid)\n", "\n", "X_multi = np.array(all_mf_X)\n", "y_multi = np.array(all_mf_y)\n", "bids_multi = np.array(mf_bids)\n", "\n", "print(f\"Multi-feature windows: X={X_multi.shape}, y={y_multi.shape}\")\n", "print(f\" → {X_multi.shape[2]} features × {X_multi.shape[1]} timesteps\")\n", "\n", "# Save to versioned path\n", "seq_path = V3_FEATURES / \"battery_sequences.npz\"\n", "np.savez_compressed(\n", " str(seq_path),\n", " X_soh=X_soh_seq, y_soh=y_soh_seq, bids_soh=battery_ids_seq,\n", " X_multi=X_multi, y_multi=y_multi, bids_multi=bids_multi,\n", " feature_cols=feature_cols_for_seq, # v3: store column names\n", ")\n", "print(f\"Saved to: {seq_path}\")" ] }, { "cell_type": "markdown", "id": "d463b127", "metadata": {}, "source": [ "## 6. Train/Test Split Verification (Cross-Battery)\n", "\n", "Verify battery-grouped split has no data leakage — all cycles from a battery appear in either train or test, never both." ] }, { "cell_type": "code", "execution_count": 9, "id": "3cebe591", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:08.945680Z", "iopub.status.busy": "2026-02-24T17:43:08.944684Z", "iopub.status.idle": "2026-02-24T17:43:08.963662Z", "shell.execute_reply": "2026-02-24T17:43:08.962654Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train: 2163 samples from 24 batteries\n", "Test: 515 samples from 6 batteries\n", "Train batteries: ['B0005', 'B0006', 'B0007', 'B0018', 'B0025', 'B0026', 'B0029', 'B0030', 'B0032', 'B0033', 'B0034', 'B0038', 'B0039', 'B0040', 'B0041', 'B0044', 'B0045', 'B0046', 'B0047', 'B0048', 'B0053', 'B0054', 'B0055', 'B0056']\n", "Test batteries: ['B0027', 'B0028', 'B0031', 'B0036', 'B0042', 'B0043']\n", "Overlap: NONE ✓ (no leakage)\n", "\n", "Split CSVs saved to E:\\VIT\\aiBatteryLifecycle\\artifacts\\v3\\features\n" ] } ], "source": [ "train_df, test_df = group_battery_split(features_df, train_ratio=0.8)\n", "print(f\"Train: {len(train_df)} samples from {train_df['battery_id'].nunique()} batteries\")\n", "print(f\"Test: {len(test_df)} samples from {test_df['battery_id'].nunique()} batteries\")\n", "print(f\"Train batteries: {sorted(train_df['battery_id'].unique())}\")\n", "print(f\"Test batteries: {sorted(test_df['battery_id'].unique())}\")\n", "overlap = set(train_df[\"battery_id\"]) & set(test_df[\"battery_id\"])\n", "print(f\"Overlap: {overlap if overlap else 'NONE ✓ (no leakage)'}\")\n", "\n", "# Save the split for reproducibility\n", "train_df.to_csv(V3_FEATURES / \"train_split.csv\", index=False)\n", "test_df.to_csv(V3_FEATURES / \"test_split.csv\", index=False)\n", "print(f\"\\nSplit CSVs saved to {V3_FEATURES}\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "93008f2b", "metadata": { "execution": { "iopub.execute_input": "2026-02-24T17:43:08.965662Z", "iopub.status.busy": "2026-02-24T17:43:08.965662Z", "iopub.status.idle": "2026-02-24T17:43:08.979698Z", "shell.execute_reply": "2026-02-24T17:43:08.979186Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "StandardScaler fitted on 18 features\n", " Mean range: [-0.0001, 3282.9991]\n", " Std range: [0.0027, 1313.7033]\n", "MinMaxScaler fitted and saved\n", "\n", "Scalers saved to: E:\\VIT\\aiBatteryLifecycle\\artifacts\\v3\\scalers\n", "\n", "✓ Feature Engineering v3 complete. All artifacts → E:\\VIT\\aiBatteryLifecycle\\artifacts\\v3\n" ] } ], "source": [ "# Fit and save scalers on training data (v3: 18 features, versioned paths)\n", "import joblib\n", "\n", "available_cols = [c for c in FEATURE_COLS_V3 if c in train_df.columns]\n", "X_train_vals = train_df[available_cols].values # v3: no fillna(0) — already imputed\n", "\n", "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", "\n", "scaler_std = StandardScaler().fit(X_train_vals)\n", "scaler_mm = MinMaxScaler().fit(X_train_vals)\n", "\n", "# Save to v3 scalers directory\n", "joblib.dump(scaler_std, v3[\"scalers\"] / \"v3_features_standard.joblib\")\n", "joblib.dump(scaler_mm, v3[\"scalers\"] / \"v3_features_minmax.joblib\")\n", "\n", "print(f\"StandardScaler fitted on {len(available_cols)} features\")\n", "print(f\" Mean range: [{scaler_std.mean_.min():.4f}, {scaler_std.mean_.max():.4f}]\")\n", "print(f\" Std range: [{scaler_std.scale_.min():.4f}, {scaler_std.scale_.max():.4f}]\")\n", "print(f\"MinMaxScaler fitted and saved\")\n", "print(f\"\\nScalers saved to: {v3['scalers']}\")\n", "print(f\"\\n✓ Feature Engineering v3 complete. All artifacts → {v3['root']}\")" ] } ], "metadata": { "kernelspec": { "display_name": "venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }