{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# [Wilson-Cowan SDE model in Numba](https://github.com/Ziaeemehr/vbi_paper/blob/main/docs/examples/wilson_cowan_sde_numba_cde.ipynb)\n",
"- sweep and inference with MAF\n",
"\n",
"\n",
"
\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Install VBI package in Google Colab (lightweight, CPU-only version)\n",
"print(\"Setting up VBI for Google Colab...\")\n",
"\n",
"# Skip C++ compilation for faster installation in Colab\n",
"%env SKIP_CPP=1\n",
"\n",
"print(\"Environment configured.\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Install the package\n",
"# !pip install vbi"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(\"VBI package installed successfully! Ready to proceed.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Imports & global config
\n"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import multiprocessing as mp\n",
"from copy import deepcopy\n",
"from scipy.signal import welch"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [],
"source": [
"import vbi\n",
"from vbi.cde import MAFEstimator\n",
"from vbi.models.numba.wilson_cowan import WC_sde"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reproducibility and paths"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"GLOBAL_SEED = 42\n",
"np.random.seed(GLOBAL_SEED)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [],
"source": [
"OUTPUT_DIR = \"output/wilson_cowan_sde_numba_cde_\"\n",
"os.makedirs(OUTPUT_DIR, exist_ok=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Matplotlib font sizes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"LABEL_SIZE = 10\n",
"plt.rcParams[\"axes.labelsize\"] = LABEL_SIZE\n",
"plt.rcParams[\"xtick.labelsize\"] = LABEL_SIZE\n",
"plt.rcParams[\"ytick.labelsize\"] = LABEL_SIZE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Frequency control tips (for reference)
\n",
"
\n",
"To shift oscillation frequency:
\n",
"1) Coupling strengths (weights) 2) Time constants
\n",
"3) External inputs 4) Refractory periods
\n",
"5) Sigmoid parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Sweep over external input P (2-node toy network)
\n"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"N_SWEEP = 30\n",
"P_grid = np.linspace(0.0, 3.0, N_SWEEP)"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [],
"source": [
"W_conn = np.array([[0, 1],\n",
" [1, 0]], dtype=np.float32)"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [],
"source": [
"params = dict(\n",
" weights=W_conn,\n",
" dt=0.1,\n",
" t_end=2000.0,\n",
" t_cut=101.0,\n",
" noise_amp=0.001,\n",
" g_e=0.0,\n",
" g_i=0.0,\n",
" P=1.22,\n",
" RECORD_EI=\"EI\",\n",
" decimate=1,\n",
" seed=GLOBAL_SEED,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"def run_wc_with_P(params_dict: dict, P_value: float):\n",
" \"\"\"Run Wilson–Cowan SDE once with a specific external drive P.\"\"\"\n",
" sim = WC_sde(params_dict)\n",
" sol = sim.run({\"P\": P_value})\n",
" return sol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Parallel sweep"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"with mp.Pool(processes=4) as pool:\n",
" sweep_results = pool.starmap(run_wc_with_P, [(params, p) for p in P_grid])\n",
" sweep_results = [sol for sol in sweep_results if sol is not None]"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [],
"source": [
"t = sweep_results[0][\"t\"]\n",
"E_traces = np.array([sol[\"E\"] for sol in sweep_results])\n",
"I_traces = np.array([sol[\"I\"] for sol in sweep_results])"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(18990,) (30, 18990, 2) (30, 18990, 2)\n"
]
}
],
"source": [
"print(t.shape, E_traces.shape, I_traces.shape) # (ntime,) (nsim, ntime, nnodes) (nsim, ntime, nnodes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Visualize sweep: time series, spectra, and phase portrait
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Welch PSD across sweep for node 0"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"freq, psd_E = welch(\n",
" E_traces[:, :, 0],\n",
" fs=1 / (params[\"dt\"] * params[\"decimate\"]) * 1000,\n",
" nperseg=8 * 1024,\n",
" axis=1,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mosaic = \"\"\"\n",
"AA\n",
"BC\n",
"\"\"\"\n",
"fig = plt.figure(constrained_layout=True, figsize=(10, 5))\n",
"axs = fig.subplot_mosaic(mosaic)\n",
"\n",
"colors = plt.cm.Reds(np.linspace(0.1, 1.0, N_SWEEP))\n",
"\n",
"# Time series (E, node 0)\n",
"for i in range(N_SWEEP):\n",
" axs[\"A\"].plot(t, E_traces[i, :, 0], alpha=0.5, lw=0.5, color=colors[i])\n",
"\n",
"# Spectra (E, node 0)\n",
"for i in range(N_SWEEP):\n",
" axs[\"B\"].plot(freq, psd_E[i, :], alpha=0.5, lw=1, color=colors[i], label=f\"{P_grid[i]:.2f}\")\n",
"\n",
"# Phase portrait (E vs I, node 0)\n",
"for i in range(N_SWEEP):\n",
" axs[\"C\"].plot(E_traces[i, :, 0], I_traces[i, :, 0], lw=0.1, alpha=0.5, color=colors[i])\n",
"\n",
"axs[\"B\"].set_xlabel(\"Frequency (Hz)\")\n",
"axs[\"B\"].set_ylabel(\"Power\")\n",
"axs[\"B\"].set_xlim(0, 100)\n",
"axs[\"C\"].set_xlabel(\"E\")\n",
"axs[\"C\"].set_ylabel(\"I\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Peak frequency vs P"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [],
"source": [
"peak_idx = np.argmax(psd_E, axis=1)\n",
"f_peak = freq[peak_idx]"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAckAAAErCAYAAAC1s3j4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAU1BJREFUeJztnXlUXNedoL9iKQoosQooEKsACRACxGp56diOupVMxh3bOhN3Julx3HKSzpHdluVM2pnTiVoZ91GcSWQrOV56cds9nXYn4/TYTuKOPYkcq71IYhNCCCQBWhBCBYhVLFXF8uaP53pmlapKVa+We79zOAVVt17d791X78d7777fz6AoioJEIpFIJJJlhPm7AxKJRCKRBCoySEokEolEsgoySEokEolEsgoySEokEolEsgoySEokEolEsgoySEokEolEsgoySEokEolEsgoySEokEolEsgoySEokEolEsgoySEokEolEsgoBFSQvX77Ml7/8ZZKTk4mOjmbz5s00NjZqryuKwne/+13S09OJjo5m27ZtdHZ2+rHHEolEIgllAiZIjoyMcNtttxEZGclvfvMb2tvb+dGPfkRiYqLW5gc/+AE//vGPefHFFzl27BixsbFs374dm83mx55LJBKJJFQxBEqC8yeffJIPP/yQ999/f8XXFUUhIyODJ554gm9+85sAjI2NkZaWxiuvvMKf/Mmf6NldiUQikQhAwBxJ/vKXv6S6upr/8l/+C6mpqWzZsoW///u/114/f/48VquVbdu2ac/Fx8dTV1fHkSNHVlym3W5nfHxc+xkbG2NwcJAA+b9AIpFIJAFOhL874OTcuXO88MIL7Nmzh//xP/4HDQ0N/MVf/AVGo5EHH3wQq9UKQFpa2qL3paWlaa8tZf/+/ezbt2/Z84cOHSI2NpbKyko6OjqYnp5mzZo15OXl0draCkBOTg7z8/NcunQJgIqKCrq6upiYmCA2NhaLxUJ3dzcAmZmZhIeHc/HiRQDKysq4cOEC4+PjmEwmNm3aRFNTEwAZGRmYTCbOnTsHQGlpKb29vYyOjmI0GqmoqKC+vh4Ai8WC2Wymq6sLgOLiYvr7+xkeHiYiIoKqqirq6+tRFIWUlBQSExM5e/YsABs3bmR4eJjBwUHCwsKoqamhsbGRubk5kpOTSU1NpaOjA4DCwkLGx8fp7+8HoK6ujubmZmZmZkhMTGTNmjX09PQAkJ+fz9TUFFeuXAGgurqatrY2bDYb8fHxZGdnc/LkSQByc3OZnZ2lt7cXgMrKSk6fPs3U1BRms5n8/HxOnDgBQHZ2NoD2OeXl5XR3dzMxMUFMTAxFRUU0Nzdr6zsiIoILFy4AsHnzZnp6ehgbG8NkMlFaWqpdy05PTycmJkYbq02bNtHX18fIyAiRkZFUVlZy7NgxAOLi4khLS9OucxcXFzMwMMDQ0BDh4eFUV1fT0NDA/Pw8KSkpJCUlcebMGQA2bNjAyMgIg4ODGAwGamtraWpqYnZ2lqSkJNLS0rT1XVBQwMTEhLbd1tbW0tLSgsPhICEhgczMTNra2gBYv349NpuNvr4+AKqqqjh16hQ2m424uDhyc3MXbbNzc3Pa+t6yZQtnz55lcnISs9lMQUEBLS0tACQnJ2M2mxdts+fPn+fatWtER0dTXFysre9169ZhNBo5f/68tr4vXbrE6OgoUVFRlJWV0dDQoG2zsbGx2vouKSnBarUyPDy8bH2npqYSHx+vre+ioiKuXr3K1atXtW3Wub7Xrl3L2rVrOX36tLbNjo2NMTAwsGybTUpKwmKx0N7ervUJ0NZ3TU0Nra2t2O12EhISyMrK0rbZvLw8HA4Hly9f1rZZT/cRGzZs4Pjx49o26+t9xMzMDGVlZX7ZR2RkZHDq1ClAn33EzMwM1dXVN72PqKur40YEzOlWo9FIdXU1H330kfbcX/zFX9DQ0MCRI0f46KOPuO222+jr6yM9PV1r84UvfAGDwcDPf/7zZcu02+3Y7Xbt7/HxcbKyshgbGyMuLu6m+nvs2DGXVnAoIIqrKJ4gXUMRUTxBX9eAOd2anp5OSUnJoueKi4u1Iwvnf4PO/2Sc9Pf3a68tJSoqiri4uEU/EolE4gmKAlNTMDqqPt7o8CLQ2gdinzxtf+1auMvON0vAnG697bbbtFNXTs6ePUtOTg6gngaxWCwcOnSIiooKQD0yPHbsGN/4xjf07i6FhYW6f6a/EMVVFE+Qru5gs0FLC3zwAXR1wewsRERAQQHcfjtUVIDJ5P/26emlwPL2weTgavvJyVJ+8YvV23uTgDnd2tDQwK233sq+ffv4whe+QH19PV/96lf5u7/7O770pS8B8PTTT/P973+ff/qnfyIvL4/vfOc7tLa20t7ejsmFNTQ+Pk58fLxXTreeP3+evLy8m1pGsCCKqyieIF1dpasLXnoJurvBYIDkZIiMhJkZGBpSj2Ty82HnTnWH7c/2PT0TxMSYF7UPNgdX209NjRETE79ie28TMEES4Ne//jXf/va36ezsJC8vjz179vDVr35Ve11RFPbu3cvf/d3fMTo6yu23387zzz/Phg0bXFq+N4OkPP8feojiCdLVFbq64OBBsFqhsBCMxuVtHA7o7ASLBe69F954w3/te3t7SU3N1No/9pj6fDA5uNq+t7eXzMzMZe0fe8z7gTKggqSvkUHSM0RxFcUTpOuNsNlg3z41UJaUqEcwq6EocPIkXLkCGRlQWuqf9s7AoSjQ3g65uerzFy4Ej4Or7RcGSWf79nY1QO7d691TrwEzcSfYEGUHA+K4iuIJ0vVGtLSop/cKC6+/Mwf1dbMZenvVR3+1dwYNg0ENFs3N6k8wObjafmGAdLYvKFDH7OM7RryGDJIe4rwfRwREcRXFE6Tr9VAUdYKIwbDy6cCV2jtv1b5yxbUZmr5o77wvEdR+X72q/kRGBo+Dq+0XujqJilLH7P33vTvrVQZJD5mZmfF3F3RDFFdRPEG6Xo/pafU0a3Kya+1nZ2F4GOLj1cfZWf+0n5ubW/SehT/B4uBq+4WuC0lOVsduevr6y3cHGSQ9JCkpyd9d0A1RXEXxBOl6PRwOdafsyhEYwNwczM9DeLj6uMr+2+fto6OjF71npd8D3cHV9gtdFxIRoY6dw3H95buDDJIesloCg1BEFFdRPEG6Xg+jUd3ZunoAGh4OYWHqjjwsTP3bH+3NZvOi96z0e6A7uNp+oetCnPdbunKa3FVkkPQQZ15IERDFVRRPkK6weraX6Gh1EsjQkGvLj4iApCQYG1MfI26QosVX7QcHBxe9Z+FPsDi42n6h60KGhtSxW+VA0yMCJuOORCKR6IEr2V5uvx3q69XTdjc6KjEY1Hv0OjogPd21mZu+bA9qv9euVX+fmQk+B0+c7Xb1H5077nCtvavIIOkh+fn5/u6CbojiKooniOu6UvaW2Fg1kDQ0qIExPx++/GX1sbPTtXsMJyYgM1N9VBT/tHdee1UU1bOyUn0+mBxcbb/0OrPTuaAAystXX64nyNOtHjI5OenvLuiGKK6ieIKYrs4MOs6daXExpKZCYqL6WFz8SRq0F1+EbdvUo5n2dvUoZSXsdvX1devgqafUG9/91d7hcGjtLRb48z+Hr389uBxcbe9YMDNnofPDD3s/h6s8kvQQq9WqJV8PdURxFcUTQtNVUdSp/85TpNHR6tGH1WolLS2Hl15S77273lGV0ai+3t4Ov/udGmh++tPFR57OGZTOvKEFBerOOT8fcnKWH6nq1f7s2TmSkha3BzVVm7/65Kv2V69O43AkrNje28i0dB4i03qFHqJ4Qmi53ugao8NRj9FYy4ED6nOuzHy029Wd8hNPqKfvTpxQb1Jfuvw77lBfX1qxwh/tjcaLfOlLOcva+7NPvmrf1zdARkbqqu29iQySHjI/P09YmBhnq0VxFcUTQsfVlYoSeXnzQBgXLqinVF2lowNqatRAaTCsfqS6Gnq3j4qaJzz8+mMa6A6utrfZ5jGZwm7Y3hsE/7fET7S2tvq7C7ohiqsonhAarq5eY2xoGOOtt1y7FWIhS7O3GAwQEwMJCeqjKzM09Wx/8uSNxzTQHVxt39PT6lJ7byCDpIfYV7vqHIKI4iqKJwS/q83GomuMq51CNRohI2OKyUk4c8a1FG1OfJG9xZcE+5i6g56uMkh6SEJCgr+7oBuiuIriCcHhutrN/uBelY7Y2CgSEmBk5JOk2a7gi+wtviQYxtRb6OkqZ7d6SFZWlr+7oBuiuIriCYHteqOJOOXl7lXpSE6OJyVFrYjR06PeWuDKabqhIfWapDezt/iSQB5Tb6OnqzyS9JCTJ0/6uwu6IYqrKJ4QuK5dXWqx4wMH1Jv7w8LUm/3DwtS/DxyA73wHmppcr9IxMNBPdrYaUAcHXTvl6qvsLb4kUMfUF+jpKo8kJRJJQOCciGO1qqdRlx4lpqaq1wdPnVKzyNTUuL5si0Wd0DM0dOMKH77M3iIJPuSRpIfk5eX5uwu6IYqrKJ4QeK7uTMTZtEltf/Kka0eFiYmJRETAxo3qUWln542zvfgqe4svCbQx9SV6usojSQ9xBMuUNy8giqsonhB4ru5MxImMhNxcNdhZrWp+z+vhLNA7Owv/+T+ry3c120swEWhj6kv0dJVHkh5y+fJlf3dBN0RxFcUTAstVUdybiGMwwPr16u/nzi2e9boS4+Pj2jXG++6DvXvVBAE1NWpB36kp9dGZOGDv3uALkBBYY+pr9HSVR5ISicSvTE+r1wBdnYgD6unQlBS4eBFuueX6wXXpNUaTCerqoLbWvWwvEjGRaek8ZGZmhsjrXf0PIURxFcUTAst1dBS++U31emFiouvvO3dOneVaWKhm14mKWt7GboezZ+fJyAhj9+7gPEJ0lUAaU1+jp6s83eohHR0d/u6CbojiKoon6O96vcQARqN6XXBmxr1lms1QVqYeIXZ3q7lWBwZgeFh97OhQn09IGAz5AAly+/UV8nSrh0w7EzoKgCiuoniCfq43SgxQUaGe5lRzrKq3ebiK82b/XbugtfWTChFTU+pn1NSo9zna7RfJz0/zlWLAILdf3yCDpIesWbPG313QDVFcRfEEfVxXqtARG6seMTY0QH29enS3c6caMOvrP7k+eCMW3uwfHX39a4zt7WafuwYCcvv1DfKapIdMT08THSz5qm4SUVxF8QTfu94oMQCowayzU52E4yxu3NV1/aLIoAbH9nb16HPv3hvfyyjKuIriCfq6Bsw1yb/+67/GYDAs+ikqKtJet9ls7Nq1i+TkZMxmMzt27KC/v99v/Q2FUkOuIoqrKJ7gW1d3EgOUlKjtfvpT+PKX1YDZ3u7dm/1FGVdRPEFf14A63bpp0yZ+97vfaX9HLCgA9/jjj/PWW2/x2muvER8fzyOPPML999/Phx9+6I+uSiSSVXAnMYDB8MnEm4kJeOyx5adoQ+Vmf0lwElBBMiIiAovFsuz5sbExXnrpJV599VXuvvtuAF5++WWKi4s5evQot9xyi95dJScnR/fP9BeiuIriCb5zdTcxAKi3bhgM6sQb5838J06sPhHHea+jq4gyrqJ4gr6uARUkOzs7ycjIwGQysXXrVvbv3092djZNTU3MzMywbds2rW1RURHZ2dkcOXJk1SBpt9sXFeccHx/3Wl/n5+e9tqxARxRXUTzBd66eJAYAtX1Xl/r+mBjv3uwvyriK4gn6ugZMkKyrq+OVV15h48aNXLlyhX379nHHHXfQ1taG1WrFaDQuK7SZlpaG9TpVVPfv38++ffuWPd/Y2EhsbCyVlZV0dHQwPT3NmjVryMvL08515+TkMD8/z6VLlwCoqKigq6uLiYkJYmNjuXbtmvZaZmYm4eHhXLx4EYCysjIuXLjA+Pg4JpOJTZs20dTUBKD9E3Du3DkASktL6e3tZXR0FKPRSEVFBfX19QBYLBbMZjNdXV0AFBcX09/fz/DwMBEREVRVVVFfX4+iKKSkpJCYmMjZs2cB2LhxI8PDwwwODhIWFkZNTQ2NjY3Mzc2RnJxMamqqdq9RYWEh4+Pj2jXeuro6mpubmZmZITExkcHBQc01Pz+fqakprly5AkB1dTVtbW3YbDbi4+PJzs7Wytjk5uYyOztLb28vAJWVlZw+fZqpqSnMZjP5+fmcOHECgOzsbAB6enoAKC8vp7u7m4mJCWJiYigqKqK5uVlb3xEREVy4cAGAzZs309PTw9jYGCaTidLSUhobGwFIT08nJiaG7u5uQD2l39fXx8jICJGRkVRWVnLs2DEApqamMJlMdHZ2aut7YGCAoaEhwsPDqa6upqGhgfn5eVJSUkhKSuLMmTMAbNiwgZGREQYHBzEYDNTW1tLU1MTs7CxJSUmkpaVp67ugoICJiQlt262traWlpQWHw0FCQgKZmZm0tbUBsH79emw2G319fQBUVVVx6tQpbDYbcXFx5ObmLtpm5+bmtPW9ZcsWzp49y+TkJGazmYKCAlpaWgD1Gn9YWNiibfb8+fNcu3aN6OhoiouLtfW9bt06jEYj58+f19b3pUuXGB0dJSoqirKyMhoaGgCIjk5nYiIVh2MEh2OOlJQUJiYmmJ6eJjw8nPT0dK1/sbGxmEwmhoaGGB8Px2RK5syZyzgcA9o2e+qUur7Xrl3L2rVrOX36tLbNjo2NMTAwsGybTUpKwmKx0N7eDqh5PmdmZrT1XVNTQ2trK3a7nYSEBLKysrRtNi8vD4fDoaU9u5l9xIYNGzh+/Li2zfp6HzEyMoLZbPbLPiIjI4NTp07pto8YGRkhKSnppvcRdXV13IiAnd06OjpKTk4OBw4cIDo6moceemjRUSGoO5e77rqLp59+esVlrHQkmZWV5ZXZrceOHXNpBYcCoriK4gm+c52agj171PqP7tzzODCg5k89cEA9kvQmooyrKJ6gr2vAzG5dSkJCAhs2bKCrqwuLxYLD4WB0dHRRm/7+/hWvYTqJiooiLi5u0Y+3qKio8NqyAh1RXEXxBN+5OhMDDA25976hIfV9vpjVL8q4iuIJ+roGbJCcmJigu7ub9PR0qqqqiIyM5NChQ9rrZ86coaenh61bt/qlf85ToCIgiqsonuA7V4NBTQygKOq1RFdYmBjAFwnGRRlXUTxBX9eAuSb5zW9+k3vuuYecnBz6+vrYu3cv4eHhfPGLXyQ+Pp6dO3eyZ88ekpKSiIuL49FHH2Xr1q1+mdkKahAXBVFcRfEE37pWVKi3Z3R2upYYYGGFDl8gyriK4gn6ugZMkOzt7eWLX/wiQ0NDpKSkcPvtt3P06FFSUlIAeOaZZwgLC2PHjh3Y7Xa2b9/O888/77f+xsbG+u2z9UYUV1E8wbeuJpOaau7gwU8y46xWoaOry73EAJ4gyriK4gn6ugbsxB1f4M20dA6HA6OrN4IFOaK4iuIJ+riulLt1aWKA/HzfJwYQZVxF8QR9XQP2mmSg45zaLQKiuIriCfq4OnOrPvGEmghgfl6d/To/r/7tTBzg68w5ooyrKJ6gr2vAnG6VSCShh8nk3cQAEoneyCDpIZmZmf7ugm6I4iqKJ+jvajCo9z96+x5IVxBlXEXxBH1d5elWDwkPD/d3F3RDFFdRPEG6hiKieIK+rjJIeogzvZQIiOIqiifcvKuiqNcXR0fVx0Ce/ifKuIriCfq6ytOtEonEZWw2tRTWBx+os1dnZ9UZqwUFahKBigrf3cohkfgDeQuIh8gq4KGHKJ7gmetKt3RERsLMzOJbOnbuVINmoCDKuIriCfq6ytOtHuLMLi8CoriK4gnuu3Z1qckBnNlxiovVBOaJiepjcbH6/MJ2gYIo4yqKJ+jrKoOkh3izNmWgI4qrKJ7gnqvNph5BWq1qmrnV7uE2GtXXrVa1vc3mpc7eJKKMqyieoK+rDJIeYhLowosorqJ4gnuuLS3qKdbCwhvf22gwqEeU3d3wcRlAvyPKuIriCfq6yiDpIZs2bfJ3F3RDFFdRPMF1V0VRJ+kYDKsfQS4lKkpt//77gTHrVZRxFcUT9HWVQdJDnFXERUAUV1E8wXXX6Wn1+mJysnvLT05W3zc97UHnvIwo4yqKJ+jrKoOkRCJZFYdDvc0jMtK99zkTmbtaU1IiCVRkkPSQjIwMf3dBN0RxFcUTXHc1GtWANzPj3vKd908GQlEKUcZVFE/Q11UGSQ+RF8lDD1E8wXXX6Gh1Is7QkHvLHxpS3xcIt+2JMq6ieIKcuBMUnDt3zt9d0A1RXEXxBNddDQY1k46iuH7q1G5X299xR2BU+hBlXEXxBH1dZZCUSCTXpaJCzaTT2Xnj2aqKok7Yyc+H8nJduieR+BSZls5DJicniY2N9VLPAhtRXEXxBPddnZl0rFb1NGpU1PI2drvazmKB3bt9X0zZVUQZV1E8QV9XeSTpIb29vf7ugm6I4iqKJyx3vVFVj4ICeOyxTxIFdHTAwAAMD6uPHR3q8wUFgRUgQZxxFcUT9HWVVUA8ZHR01N9d0A1RXEXxhE9c3anqUVAAe/eqmXTef19tPzWltq+pUa9BlpcHXhUQUcZVFE/Q11UGSQ8xBsLcdp0QxVUUT1BdV6rqERur3u7R0AD19curephMUFcHtbVqogCHQ73NIzo6MCbprIQo4yqKJ+jrKq9JeoiiKBgCda/gZURxFcUToLNT4cc/NmC1qjlZV9rnOBzqZB2L5ZNTrcGIKOMqiifo6yqvSXpIfX29v7ugG6K4iuJps8FTT/UFbVUPdxFlXEXxBH1dZZCUSASjpQV6e01BW9VDItETGSQ9xGKx+LsLuiGKqwiezqoe0dGmoK3q4S4ijCuI4wn6usog6SFms9nfXdANUVxF8HRW9UhNde+rH0hVPdxFhHEFcTxBX1cZJD2kq6vL313QDVFcRfB0VvWYmBh1633BXNVDhHEFcTxBX9eADZLf//73MRgM7N69W3vOZrOxa9cukpOTMZvN7Nixg/7+fv91UiIJMpxVPebm3JsZGEhVPSQSPQnIINnQ0MDf/u3fUlZWtuj5xx9/nF/96le89tprHD58mL6+Pu6//36/9LG4uNgvn+sPRHEVwdNZ1UNRktx6XyBV9XAXEcYVxPEEfV0DLkhOTEzwpS99ib//+78nMTFRe35sbIyXXnqJAwcOcPfdd1NVVcXLL7/MRx99xNGjR3Xvp0hHsKK4iuDprOoxPW0P2qoe7iLCuII4nqCva8AFyV27dvG5z32Obdu2LXq+qamJmZmZRc8XFRWRnZ3NkSNH9O4mw8PDun+mvxDFVRTPigpITR0XpqqHKOMqiifo6xpQael+9rOf0dzcTENDw7LXrFYrRqORhISERc+npaVhtVpXXJ7dbsdut2t/j4+Pe62vEREBtep8iiiuoniaTHDffSMcOrSO9nbXqno8/HDg5WR1FVHGVRRP0Nc1YNbqpUuXeOyxx/jtb3/rtarT+/fvZ9++fcueb2xsJDY2lsrKSjo6OpienmbNmjXk5eXR2toKQE5ODvPz81y6dAmAiooKurq6mJiYIDY2ls2bN3Ps2DEAMjMzCQ8P5+LFiwCUlZVx4cIFxsfHMZlMbNq0iaamJgAyMjIwmUxa0dDS0lJ6e3sZHR3FaDRSUVGhZZOwWCyYzWZtJldxcTH9/f0MDw8TERFBVVUV9fX1KIpCSkoKiYmJnD17FoCNGzcyPDzM4OAgYWFh1NTU0NjYyNzcHMnJyaSmptLR0QFAYWEh4+Pj2imMuro6mpubmZmZITExkY0bN2qu+fn5TE1NceXKFQCqq6tpa2vDZrMRHx9PdnY2J0+eBCA3N5fZ2VktY39lZSWnT59mamoKs9lMfn4+Jz6+Qz07OxuAnp4eAMrLy+nu7mZiYoKYmBiKiopobm7W1ndERAQXLlwAYPPmzfT09DA2NobJZKK0tJTGxkYA0tPTiYmJobu7G4BNmzbR19fHyMgIkZGRVFZWam5paWkMDw/T2dmpre+BgQGGhoYIDw+nurqahoYG5ufnSUlJISkpiTNnzgCwYcMGRkZGGBwcxGAwUFtbS1NTE7OzsyQlJZGWlqat74KCAiYmJrR/7mpra2lpacHhcJCQkEBmZiZtbW0ArF+/HpvNRl9fHwBVVVWcOnUKm81GXFwcubm5i7bZubk5ent7URQoKtpCe3sXMzOTJCfHUFhYQEtLy8efmUVa2iAvvuigvt5EQkI8RuM4c3N2DIZI5ucTGR4eJTPTxgMPhLFmTTjHjp3X1velS5cYHR0lKiqKsrIy7R9bi8VCbGystr5LSkqwWq0MDw8vW9+pqanEx8dr67uoqIirV69y9epVbZt1ru+1a9eydu1aTp8+rW2zY2NjDAwMLNtmk5KSsFgstLe3a9vsxYsXtfVdU1NDa2srdrudhIQEsrKytG02Ly8Ph8PB5cuXtW3W033Ehg0bOH78uK77COf3WO99REZGBqdOndJ1H2Gz2W56H1FXV8eNCJjcrW+88Qb33Xcf4eHh2nNzc3MYDAbCwsJ455132LZtGyMjI4uOJnNycti9ezePP/74smWudCSZlZXlldyt9fX11NbW3tQyggVRXEPB09WqHk5Xm21xVY+F7QO1qoe7hMK4uoIonqCva8AcSX7605/W/rtw8tBDD1FUVMRf/uVfkpWVRWRkJIcOHWLHjh0AnDlzhp6eHrZu3briMqOiooha6TySFwiQ/y10QRTXYPd0p6qH0zUYq3q4S7CPq6uI4gn6ugZMkFyzZg2lpaWLnouNjSU5OVl7fufOnezZs4ekpCTi4uJ49NFH2bp1K7fccovu/U1JSdH9M/2FKK7B7NnVBQcPsmpVj9TUT6p6HDwI992Xvuh1gwFiYtSfUCOYx9UdRPEEfV0DJki6wjPPPENYWBg7duzAbrezfft2nn/+eb/0ZeHtKaGOKK7B6mmzqUeQzqoeqx0BOqt6tLfDr36Vwq23Bv+pVFcI1nF1F1E8QV/XgLsFZCHvvfcezz77rPa3yWTiueeeY3h4mMnJSf7v//2/fkvq67z4LQKiuAarZ0uLeorVnaoera1TwlT1CNZxdRdRPEFf14AOkhKJ5Po4q3oYDK6njAv2qh4SiZ7IIOkhGzdu9HcXdEMU12D0dFb1SE527305OeagrerhLsE4rp4giifo6yqDpIfI7BahRzB6Oqt6REa6977ZWVvQVvVwl2AcV08QxRP0dZVB0kMGBwf93QXdEMU1GD2dVT1mZtx738TEtDBVPYJxXD1BFE/Q11UGSQ8JCxNn1YniGoyezqoeQ0PuvW98PDJoq3q4SzCOqyeI4gn6ugZMxh09GB8fJz4+3isZdySSQOHoUThwQA2WrhwZ2u3qbNgnnlATCUgkktUR518PL+PMDSoCorgGq2dFhZpJx52qHjExV4K2qoe7BOu4uosonqCvqwySHjI3N+fvLuiGKK7B6mkyqanmLBY1UcCCdMWLsNvV1y0WuOeefiESCUDwjqu7iOIJ+roGVcadQCLZ3Tn3QYworsHsWVAAjz22PHdrRIQ6+3VoSD2KLChQy14pitnfXdaNYB5XdxDFE/R1ldckb2JZolzXFMU1FDxdreoRCq6uIoqrKJ6gr6s83eohzjprIiCKayh4Oqt6PPGEOpnnhz9UH52TdJynWEPB1VVEcRXFE/R1ladbJZIQJJSrekgkeiKPJD2ksLDQ313QDVFcRfEE6RqKiOIJ+rrKIOkh4+Pj/u6CbojiGsieigJTUzA6qj7e7EyCQHb1NqK4iuIJ+rrK060e0t/fT25urr+7oQuiuAaip82mlsL64IPlE3Fuv129R9KTWzkC0dVXiOIqiifo6yqDpEQSoHR1Lb+lIzZWzdPa0AD19WoSgZ071aApkUi8j7wFRCIJQLq64OBBsFrVYsorpZtzONQsOxaLeo+kDJQSifeR1yQ9pLm52d9d0A1RXAPF02ZTjyCtVigpWT0fq9Govm61qu1tNtc/I1Bc9UAUV1E8QV9XGSQ9ZMbd2kRBjCiugeLZ0qKeYi0sVE+zXg+DQT2C7O5Wkwi4SqC46oEorqJ4gr6uMkh6SGJior+7oBuiuAaCp6Kok3QMBtdrPUZFqe3ff9/1Wa+B4KoXoriK4gn6unolSA4MDCx7rrOz0xuLDlgyMjL83QXdEMU1EDynp9Xrke6mpkxOVt83Pe1a+0Bw1QtRXEXxBH1dvRIkb7/9dl599VUAFEXhf/2v/8X999/vjUUHLKdOnfJ3F3RDFNdA8HQ41Ns8IiPde58zkbnD4Vr7QHDVC1FcRfEEfV29EiTff/99Xn/9df74j/+Y2267jd7eXo4dO+aNRUskQmE0qgHP3UsuzvsnXT1FK5FIXMMrQTIlJYUtW7bQ2dlJf38/n/nMZ4gJ8aSR+fn5/u6CbojiGgie0dHqRJyhIffeNzSkvi862rX2geCqF6K4iuIJ+rp6JUhu3bqV0dFRWlpa+P3vf8/Bgwd58MEHvbHogGVqasrfXdANUVwDwdNgUDPpKIrrp07tdrX9HXfceDask0Bw1QtRXEXxBH1dvRIkDx48yA9+8AOioqLIzs7m7bff5lOf+pQ3Fh2wXLlyxd9d0A1RXAPFs6JCzaTT2Xnj2aqKok7Yyc9Xa0W6SqC46oEorqJ4gr6uXklLd8sttzAzM0NPTw92u117TiKRuI/JpKaaO3gQ2tvV06hRUcvb2e1qgLRY4OGHPcvhKpFIro9X0tL967/+K0899RSXLl1i48aNnDhxgurqaj766CNv9NFreDMt3dzcHOHh4V7qWWAjiquenoqi3q7hcKiTbaKjl58qXSl3q3MW69CQuoz8fDVAunuJRpQxBXFcRfEEfV29crp1//79NDQ0sH79ehoaGqivrycrK8utZbzwwguUlZURFxdHXFwcW7du5Te/+Y32us1mY9euXSQnJ2M2m9mxYwf9/f3e6L5HtLW1+e2z9UYUVz08bTY4ehR+9CPYswe++U318Uc/Up9fmFquoAD27oUnnoCaGpifV8tkzc+rfz/xhPq6J3MYRBlTEMdVFE/Q19Urp1ujoqK02awzMzNUVFS4fR9LZmYm3//+9yksLERRFP7pn/6Jz3/+8xw/fpxNmzbx+OOP89Zbb/Haa68RHx/PI488wv3338+HH37oDQW3sbmTKDPIEcXV156eVPUwmaCuDmprb3zk6Q6ijCmI4yqKJ+jr6pUgabFYGB0d5Z577uGzn/0sycnJbh9J3nPPPYv+/pu/+RteeOEFjh49SmZmJi+99BKvvvoqd999NwAvv/wyxcXFHD161C/XP+Pj43X/TH8hiqsvPW9U1SM19ZOqHgcPLq/qYTBATIz64w1EGVMQx1UUT9DX1eulst577z3Gx8f5zGc+g9HDO5vn5uZ47bXXePDBBzl+/DhWq5VPf/rTjIyMkJCQoLXLyclh9+7dPP744ysux263axOJQL0mmZWV5ZVrklNTUyF/L6gTUVx95Wmzwb59aqAsKbn+EaCifDJZZ+9e303GEWVMQRxXUTxBX1evF12+8847PX7vyZMn2bp1KzabDbPZzOuvv05JSQktLS0YjcZFARIgLS0Nq9W66vL279/Pvn37lj3f2NhIbGwslZWVdHR0MD09zZo1a8jLy6O1tRVQA/D8/DyXLl0CoKKigq6uLiYmJoiNjeXatWuEhamXdDMzMwkPD+fixYsAlJWVceHCBcbHxzGZTGzatImmpiZAzTloMpk4d+4cAKWlpfT29jI6OorRaKSiooL6+npAPUI3m810dXUBUFxcTH9/P8PDw0RERFBVVUV9fT2KopCSkkJiYiJnz54FYOPGjQwPDzM4OEhYWBg1NTU0NjYyNzdHcnIyqampdHR0AFBYWMj4+Lh2jbeuro7m5mZmZmZITExkcHCQiAh1U8nPz2dqakqbgl1dXU1bWxs2m434+Hiys7M5efIkALm5uczOztLb2wtAZWUlp0+fZmpqCrPZTH5+Pic+Ll2RnZ0NQE9PDwDl5eV0d3czMTFBTEwMRUVFWnmczMxMIiIiuHDhAgCbN2+mp6eHsbExTCYTpaWlNDY2ApCenk5MTAzd3d0AbNq0ib6+PkZGRoiMjKSyslLLDjU1NUV5ebmWd7i4uJiBgQGGhoYIDw+nurqahoYG5ufnSUlJISkpiTNnzgCwYcMGRkZGGBwcxGAwUFtbS1NTE7Ozs/T0ZHD6dBpxcYNcvqyQlJSEw+FgYmICgHXr1mG1Wpmbm8NkMpGdHUd9/TX+5V+u8Md/nIbNZqOvrw+AqqoqTp06hc1mIy4ujtzc3EXb7NzcnLa+t2zZwtmzZ5mcnMRsNlNQUEBLSwugnq7auHHjom32/PnzXLt2jejoaIqLi7X1vW7dOoxGI+fPn9fW96VLlxgdHSUqKoqysjIaGhq0bTY2NlZb3yUlJVitVoaHh5et79TUVOLj47X1XVRUxNWrV7l69aq2zTrX99q1a1m7di2nT5/WttmxsTEtb/TCbTYpKQmLxUJ7ezsADoeD7OxsbV9RU1NDa2srdrudhIQEsrKytG02Ly8Ph8PB5cuXtW3W033Ehg0bOH78uLbN+nofMTIywq233uqXfURGRoZ2iU2PfcTIyAh33nnnTe8j6urquBFeOZLs7u7mJz/5CRcvXmRubk57/pe//KVby3E4HJrIL37xC/7hH/6Bw4cP09LSwkMPPbToqBCgtraWu+66i6effnrF5fnySPLYsWMureBQQBRXX3gqijopp6EBiotdf19HxyeTc27m2uNqiDKmII6rKJ6gr6tXjiTvu+8+HnnkER544AHt6MoTjEYjBR9fiKmqqqKhoYGDBw/ywAMP4HA4GB0dXXQ02d/fj8ViWXV5UVFRRK10g5kXyM3N9clyAxFRXH3h6Y2qHr44qyTKmII4rqJ4gr6uXgmSMTExfO1rX/PGohYxPz+P3W6nqqqKyMhIDh06xI4dOwA4c+YMPT09bN261euf6wqzs7N++Vx/IIqrLzydVT1iY917X0SEeruHw+GbICnKmII4rqJ4gr6uXgmS3/72t/nLv/xLtm3btujI7Q/+4A/cWsZnP/tZsrOzuXbtGq+++irvvfce77zzDvHx8ezcuZM9e/aQlJREXFwcjz76KFu3bvVbZp/e3l7WrVvnl8/WG1FcfeEZqFU9RBlTEMdVFE/Q19UrQfKdd97hvffeo6urSzvdajAY3AqSAwMD/Lf/9t+4cuUK8fHxlJWV8c477/CHf/iHADzzzDOEhYWxY8cO7HY727dv5/nnn/dG9yUSn+Gs6tHQoN7m4SpDQ+o1SVerekgkEt/glYk7GzZs4MyZMxh8McPAi3gzLd3MzAyR7lbGDVJEcfWV59GjcOCAGixdOTK029WEA088oSYS8AWijCmI4yqKJ+jr6vIsm29961urZjmora3VpnyLgnMqugiI4uorTz2qeriLKGMK4riK4gn6urocJJ999lnGxsYA+MpXvrKonldbWxulpaWUl5dTW1tLTU0NtbW13u9tACFrt4UevvJ0VvWwWNREAUvuZNKw29XX9ajqIcqYgjiuoniCvq4uX5PMyMigpaWF7du388///M/84Ac/0DIevPnmmz7rYKBiNpv93QXdEMXVl54FBWqquRtV9Sgo8Kyqh7uIMqYgjqsonqCvq8vXJH/yk5/wxBNPUFdXx0cffcQPf/hDbrvtNjZv3kx0kMwu8OY1SZvNhkmQAn6iuOrhabPBiRPw/vvqaVXnLNaCArjjDvUUqx6rWpQxBXFcRfEEfV3dmrjT2trKr371K77zne+wfv16Lly4gMFgoKCggPLycioqKigvL+ezn/2sL/vsMd4MkjK7Reihp6cr9SR9iShjCuK4iuIJAZxxp6ysjLKyMl555RWOHDlCbGwsra2ttLS00NLSwptvvsnf/M3fcO3aNV/1VyIJCbxd1UMikfgGj+6TdCYkBjXR7cKI7uWiIgGLM9muCIjiKoonSNdQRBRP0NfV80SrqxDo90pKJBKJROIqXg+SouAs6SQCoriK4gnSNRQRxRP0dZVBUiKRSCSSVfBKWrpgQd4C4hmiuIriCdI1FBHFE/R1lUeSHiJSGj5RXEXxBOkaiojiCfq6yiDpIRMTE/7ugm6I4iqKJ0jXUEQUT9DXVQZJD4kR6AY3UVxF8QTpGoqI4gn6usprkh4iy9KEHqJ4gnQNRUTxhAAtlSVZTHNzs7+7oBuiuIriCdI1FBHFE/R1lUFSIpFIJJJVkEHSQzIzM/3dBd0QxVUUT5CuoYgonqCvqwySHhIR4VHa26BEFFdRPEG6hiKieIK+rjJIesiFCxf83QXdEMVVFE+QrqGIKJ6gr6s4/3pIJD7E3/UhJRKJb5C3gHjI1NSUMPclieLqiafNBi0t8MEH0NUFs7MQEQEFBXD77VBRAYGYKUyUMQVxXEXxBH1d5elWD5EZ90MPdz27umDfPjhwABoaICwMYmPVx4YG9fl9+9R2gYYoYwriuIriCfq6ytOtHjI2NubvLuiGKK7ueHZ1wcGDYLVCYaF6inUhqanqqdfOTrXdY4+pR5eBgihjCuK4iuIJ+rrKI0kPESXbPojj6qqnzQYvvaQGyJKS5QHSidGovm61qu1tNi929iYRZUxBHFdRPEFfV3lN0kPm5uYIDw/3Us8CG1FcXfU8elQ9lVpQsHqAXIjdDt3d8MQTUFfnhY56AVHGFMRxFcUT9HWVR5Ie0tjY6O8u6IYorq54Koo6ScdgcC1AAkRFqe3ff199fyAgypiCOK6ieIK+rgETJPfv309NTQ1r1qwhNTWVe++9lzNnzixqY7PZ2LVrF8nJyZjNZnbs2EF/f7+feiwRkelp9XpkcrJ770tOVt83Pe2bfkkkEt8QMEHy8OHD7Nq1i6NHj/Lb3/6WmZkZ/uiP/ojJyUmtzeOPP86vfvUrXnvtNQ4fPkxfXx/333+/X/qbnp7ul8/1B6K4uuLpcKi3ebhbgCAiQn2fw+Fh57yMKGMK4riK4gn6ugbM7Na333570d+vvPIKqampNDU18Qd/8AeMjY3x0ksv8eqrr3L33XcD8PLLL1NcXMzRo0e55ZZbdO2vKPcjgTiurngajWrAm5lxb9nO+yddPUXra0QZUxDHVRRP0Nc1YI4kl+Kc4puUlARAU1MTMzMzbNu2TWtTVFREdnY2R44cWXEZdrud8fHxRT/eoru722vLCnREcXXFMzpanbAzNOTesoeG1PdFR3vYOS8jypiCOK6ieIK+rgFzJLmQ+fl5du/ezW233UZpaSkAVqsVo9FIQkLCorZpaWlYrdYVl7N//3727du37PnGxkZiY2OprKyko6OD6elp1qxZQ15eHq2trQDk5OQwPz/PpUuXAKioqKCrq4uJiQliY2OZn5/n2LFjgJqRPjw8nIsXLwJQVlbGhQsXGB8fx2QysWnTJpqamgDIyMjAZDJx7tw5AEpLS+nt7WV0dBSj0UhFRQX19fUAWCwWzGYzXR/fjV5cXEx/fz/Dw8NERERQVVVFfX09iqKQkpJCYmIiZ8+eBWDjxo0MDw8zODhIWFgYNTU1NDY2Mjc3R3JyMqmpqXR0dABQWFjI+Pi4dn23rq6O5uZmZmZmSExMZHZ2VnPNz89namqKK1euAFBdXU1bWxs2m434+Hiys7M5efIkALm5uczOztLb2wtAZWUlp0+fZmpqCrPZTH5+PidOnAAgOzsb+OQm4fLycrq7u5mYmCAmJoaioiKthlxmZiYRERFa/sbNmzfT09PD2NgYJpOJ0tJS7cJ+eno6MTEx2pdq06ZN9PX1MTIyQmRkJJWVlZrb1NQUw8PDdHZ2aut7YGCAoaEhwsPDqa6uprGxgcTEGK5dy2F8PILx8asAJCcnY7PZmJycxGAwsG7dOvr6+pifnyc8PBqHYw2JiWepr5+koKCAiYkJbbutra2lpaUFh8NBQkICmZmZtLW1AbB+/XpsNht9fX0AVFVVcerUKWw2G3FxceTm5i7aZufm5rT1vWXLFs6ePcvk5CRms5mCggJaWloA9fq+1WpdtM2eP3+ea9euER0dTXFxsba+161bh9Fo5Pz589r6vnTpEqOjo0RFRVFWVkZDQ4O2zcbGxmrru6SkBKvVyvDw8LL1nZqaSnx8vLa+i4qKuHr1KlevXtW22YaGBubn51m7di1r167l9OnT2jY7NjbGwMDAsm02KSkJi8VCe3s7AA6Hg4sXL2rru6amhtbWVux2OwkJCWRlZWnbbF5eHg6Hg8uXL2vbrKf7iA0bNnD8+HFtm/X1PmJkZET7Huu9j8jIyODUqVOAPvuIkZERbDbbTe8j6lyYbh6Qt4B84xvf4De/+Q0ffPCBVhLl1Vdf5aGHHsJuty9qW1tby1133cXTTz+9bDl2u31R+/HxcbKysrxyC8jExARms/mmlhEsiOLqqqfN9kkmnZKS6+doVRRob1ePIvfuDZwUdaKMKYjjKoon6OsacKdbH3nkEX7961/z+9//flHNMIvFgsPhYHR0dFH7/v5+LBbLisuKiooiLi5u0Y+3cP5nLwKiuLrqaTLBzp1gsagBcMn/bRp2u/q6xQIPPxw4ARLEGVMQx1UUT9DXNWCCpKIoPPLII7z++uu8++675OXlLXq9qqqKyMhIDh06pD135swZenp62Lp1q97dZWRkRPfP9BeiuDo9FQWmpmB0VH1c6VxLQcEnqea6u6GjAwYGYHhYfezoUJ8vKIDduyE/X1eVGyLKmII4rqJ4gr6uAXNNcteuXbz66qu8+eabrFmzRrt+EB8fT3R0NPHx8ezcuZM9e/aQlJREXFwcjz76KFu3btV9ZitApLv3AAQxorjOzxs5etT1ih7OU6gnTqiJArq61KAaEQE1NXDHHVBeHlhHkE5EGVMQx1UUT9DXNWCuSRpWubDz8ssv85WvfAVQJxs88cQT/Ou//it2u53t27fz/PPPr3q6dSneTEsnCS26utT8qt3d6jXG5GT1XsiZGXVmqqKoR4M7d66cqFzWk5RIQpOACZJ64M0geezYMZdmRoUCoe7qrOjR3j5EXV3yivcyOit6WCyBV9HDE0J9TBciiqsonqCva8Bck5RI/MHCih65udNBWdFDIpH4DhkkPSQtLc3fXdCNUHZtaVFPsRYWwpo1159SbjB8MlHn41u3gpZQHtOliOIqiifo6yqDpIeIdE0zVF2XVvSIioq64XsCsaKHJ4TqmK6EKK6ieIK+rjJIeogzS4gIhKrr0ooeQy7mmguFih6hOqYrIYqrKJ6gr6sMkhJhCZWKHhKJxHfIIOkhxcXF/u6CboSq69KKHikpKS69L9AqenhCqI7pSojiKoon6Osqg6SHOBMri0Coui6t6LGwdun1CLSKHp4QqmO6EqK4iuIJ+rrKIOkhrl6/CgVC1dVgUDPpKIp66nRqauqG77Hb1fZ33BHcyQJCdUxXQhRXUTxBX1cZJD0kPDzc313QjVB2rahQM+l0doLBcP2vg6KoE3by89V0c8FMKI/pUkRxFcUT9HWVGXckwuPMuGO1qqdRV7oTxG5X21ksgZmwXCKR+AZ5JOkmzgoR777bvGqFiJXaX6+ihJ7tPXlPfX1DwDl4E2dFj9jYvqCs6OEJziLJIiCKqyieoK9rwFQBCXRsNjU7i7NCRF9fJhkZq1eIWNr+RhUlfN3+Zj7j1VdTtdsl/O3gKwoK4M/+rJeoqIygq+jhCfPz8/7ugm6I4iqKJ+jrKk+3usBKFSKmpsaIiYlfsUKEuxUlfN1+NQdXP2Nq6hrZ2Wv87uBrzp07x/r164Wo6OF0FQFRXEXxBH1dZZC8AQuvVxUWfnJvnM1mw/TxYcXCChH33gtvvLG8/UL0bP/YY+pzKzm4+hnz85+4+stBj0A5OjpKQkKC7z8oAJCuoYconqCvqwyS18Fmg3371EBZUrL4aKK3t5fMzEztb0WBkyfhyhXIyIDS0usffejRvr0dcnPVvy9cWO7g6mcsddXbwVnc2NenOmWpodBEFFdRPEGWygoYFlaIuNHpNoMBzGbo7VUfA6F9QQE0N6s/wewQClU3JBJJcCKD5CosrRCxlGRnVuwF7a1W9fcrV1yb0enL9qD2++pV9ceV/KSrfcZSVz0d9Ky6sWHDBt9+QAAhXUMPUTxBX1cZJFdhaYWIpdiWVN2dnVVvGYiPVx9nZ6+/fF+3d75n4Y8r7Vf6jKWuejqAflU3RkZGfPsBAYR0DT1E8QR9XWWQXIUbVYhYmudzbg7m5yE8XH2cm7v+8n3d3vmelX539zNWy2mqhwPoV3VjcHDQtx8QQEjX0EMUT9DXVQbJVVhaIWIphiUX1MLDISxM3fGHhal/Xw9ft3e+Z6Xf3f2Mpa56OoB+VTdW8wxFpGvoIYon6Osqg+QqLK0QsZR169Yt+jsiApKSYGxMfYy4QZoGX7d3vmfhjyvtV/qMpa56OoB+VTdqa2t9+wEBhHQNPUTxBH1dZZBchaUVIpbS19e3rL3Fov6enu7azE1ftge132vXqj+rHRG78hlLXfV00LPqRlNTk28/IICQrqGHKJ6gr6sMktdhYYWIpTMrl6ZFUhSYmIDMTPXRlZmevm7f1QWVlerPSg6ufsZqKaD0ctCr6sasqzOJQgDpGnqI4gn6usogeR1MJjUtmsWi3tRut3/yWvSCc392u/r6unXw1FPqjfJL2y9Er/YWC/z5n8PXv76yg6ufEb3CeU49HR5+WJ+cqUlJSb7/kABBuoYeoniCvq4y444LrJRndH7eTlhY1KI8ow8/rD6u1N45Q9Mf7VdzcPUzZmcdWCxGvzv4mvHxcWFKqEnX0EMUT9DXVQZJF7HZ1KwvzgoRfX0DZGSkUlCwcoWIpe0XVrjwR/ub+Yx/+ZeLOBw5AeHgS2Rar9BEFFdRPEFfV1kqy0VMJqirg9pa9ab2jz7q4dZbU1etELG0/Y0qSvi6/c18hqJYKSvLCQgHiUQi0ZOAuib5H//xH9xzzz1kZGRgMBh44403Fr2uKArf/e53SU9PJzo6mm3bttHZ2alrHw0GiImBLVvyiIlxbUZnTAwkJBAQ7T15T2FhQcA5+IICvWpyBQDSNfQQxRP0dQ2oIDk5OUl5eTnPPffciq//4Ac/4Mc//jEvvvgix44dIzY2lu3bt6+aNs2XTExM6P6Z/kIUV1E8QbqGIqJ4gr6uARUkP/vZz/LUU09x3333LXtNURSeffZZ/uqv/orPf/7zlJWV8b//9/+mr69v2RGnHlidmboFQBRXUTxBuoYioniCvq4BFSSvx/nz57FarWzbtk17Lj4+nrq6Oo4cObLie+x2O+Pj44t+JBKJRCJxlaCZuOP8zyEtLW3R82lpaav+V7F//3727du37PnGxkZiY2OprKyko6OD6elp1qxZQ15eHq2trQDk5OQwPz/PpUuXAKioqKCrq4uJiQliY2OpqKjg2LFjAGRmZhIeHs7FixcBKCsr48KFC4yPj2Mymdi0aZOWISIjIwOTycS5c+cAKC0tpbe3l9HRUYxGIxUVFdTX1wNgsVgwm810dXUBUFxcTH9/P8PDw0RERFBVVUV9fT2KopCSkkJiYiJnz54FYOPGjQwPDzM4OEhYWBg1NTU0NjYyNzdHcnIyqampdHR0AFBYWMj4+Dj9/f0A1NXV0dzczMzMDImJiZSUlGiu+fn5TE1NceXKFQCqq6tpa2vDZrMRHx9PdnY2J0+eBCA3N5fZ2Vl6e3sBqKys5PTp00xNTWE2m8nPz+fEx4Uis7OzAejp6QGgvLyc7u5uJiYmiImJoaioiObmZm19R0REcOHCBQA2b95MT08PY2NjmEwmSktLaWxsBCA9PZ2YmBi6u7sB2LRpE319fYyMjBAZGUllZaXmlpqayvDwsHadu7i4mIGBAYaGhggPD6e6upqGhgbm5+dJSUkhKSmJM2fOAGrpnpGREQYHBzEYDNTW1tLU1MTs7CxJSUmkpaVp67ugoICJiQltu62traWlpQWHw0FCQgKZmZm0tbUBsH79emw2m5b1qKqqilOnTmGz2YiLiyM3N3fRNjs3N6et7y1btnD27FkmJycxm80UFBTQ0tKirUOr1bpomz1//jzXrl0jOjqa4uJibX2vW7cOo9HI+fPntfV96dIlRkdHiYqKoqysjIaGBm2bjY2N1dZ3SUkJVquV4eHhFdd3fHy8tr6Lioq4evUqV69e1bZZ5/peu3Yta9eu5fTp09o2OzY2xsDAwLJtNikpCYvFQnt7u7bNXrx4UVvfNTU1tLa2YrfbSUhIICsrS9tm8/LycDgcXL58WdtmPd1HbNiwgePHj2vr29f7CEVRtO+x3vuIjIwMTp06pa1vX+8jFEXBZrPd9D7ClRmyAXsLiMFg4PXXX+fee+8F4KOPPuK2226jr6+P9PR0rd0XvvAFDAYDP//5z5ctw263Y19wt/r4+DhZWVke3QKylOPHj7Nly5abWkawIIqrKJ4gXUMRUTxBX9egOd1q+Tjpp/M/GSf9/f3aa0uJiooiLi5u0Y+3cPi6blMAIYqrKJ4gXUMRUTxBX9egCZJ5eXlYLBYOHTqkPTc+Ps6xY8fYunWr7v1JSEjQ/TP9hSiuoniCdA1FRPEEfV0D6prkxMSEdv0N1Mk6LS0tJCUlkZ2dze7du3nqqacoLCwkLy+P73znO2RkZGinZPUkMzNT98/0F6K4iuIJ0jUUEcUT9HUNqCPJxsZGtmzZop1r3rNnD1u2bOG73/0uAN/61rd49NFH+drXvkZNTQ0TExO8/fbbmPTMXfYxzokVIiCKqyieIF1DEVE8QV/XgDqSvPPOO7nePCKDwcD3vvc9vve97+nYK4lEIpGISkAdSQYT69ev93cXdEMUV1E8QbqGIqJ4gr6uMkh6iD9S4fkLUVxF8QTpGoqI4gn6usog6SHOm7tFQBRXUTxBuoYioniCvq4ySEokEolEsgoBm3HHF9xM0eWlzM7OEhERUPOefIYorqJ4gnQNRUTxBH1d5ZGkhzjzFIqAKK6ieIJ0DUVE8QR9XWWQ9BB5kTz0EMUTpGsoIoonyIk7QYE388AGOqK4iuIJ0jUUEcUT9HWV1yQ9ZHp6mujoaC/1LLARxVUUT5CuoYgonqCvqzyS9BBnTTkREMVVFE+QrqGIKJ6gr6sMkhKJRCKRrIIMkh6Sk5Pj7y7ohiiuoniCdA1FRPEEfV1lkPSQubk5f3dBN0RxFcUTpGsoIoon6Osqg6SH9Pb2+rsLuiGKqyieIF1DEVE8QV9XMdIzSEIKRYHpaXA4wGiE6GgwGLzXXiKRSJzIW0A8xOFwYDQavdSzwCZQXG02aGmBDz6Ari6YnYWICCgogNtvh4oKWFh/2932geKpB9I19BDFE/R1ladbPeTs2bP+7oJuBIJrVxfs2wcHDkBDA4SFQWys+tjQoD6/b5/azpP2EBieeiFdQw9RPEFfV3m61UMmJyf93QXd8LdrVxccPAhWKxQWqqdMF5Kaqp5K7exU2917L7zxhuvtH3tMPbr0t6eeSNfQQxRP0NdVHkl6iNls9ncXdMOfrjYbvPSSGvBKSpYHPCdGo/r65cvwV38FfX2utbda1eXbbHJMQxVRXEXxBH1dZZD0kIKCAn93QTf86drSAt3d6hHhjSbbGAxgNkNvr/roSvuCAnX5J07IMQ1VRHEVxRP0dZVB0kNaWlr83QXd8JeroqiTbgyG1Y8Il7a3WtXfr1xR/74RUVHq8t9/H44fb7mp/gYTcvsNPUTxBH1dZZCUBCzT0+r1yORk19rPzsLwMMTHq4+zs669LzlZ/Ry7XX4dJBLJYuRewUOysrL83QXd8Jerw6EGushI19rPzcH8PISHq4+uJuWIiFA/JzU10/POBhly+w09RPEEfV1lkPSQsDBxVp2/XI1GNYDNzLjWPjxcvcVjbk59DA937X3O+yejosTJMCC339BDFE/Q11WcteplLl686O8u6Ia/XKOj1Yk1Q0OutY+IgKQkGBtTHyNcvMFpaEj9nIEBOaahiCiuoniCvq4ySEoCFoNBzYyjKOqpV1faWyzq7+nprqWes9vV5d9xh0xVJ5FIliOTCXhIWVmZv7ugG/50raiA/Hz1xv+SkhvnaJ2YgMxM9VFRbty+q0s9iiwvB0WRYxqKiOIqiifo6xqUR5LPPfccubm5mEwm6urqqK+v170P58+f1/0z/YU/XU0m2LlTPUJsb1eP/FbCbldfX7cOnnoKMjJca2+xwMMPq58jxzQ0EcVVFE/Q1zXojiR//vOfs2fPHl588UXq6up49tln2b59O2fOnCE1NVW3fly7dk23z/I3/nYtKFBTx730knrjv8Gg3rbhnJU6NKQeFRYUqAEvPx9yctxrHwieeiJdQw9RPEFf16ALkgcOHOCrX/0qDz30EAAvvvgib731Fv/4j//Ik08+qVs/oqOjdfssfxMIrgUFsHevmhnn/ffV06RTU2rgq6lRrymWl39S1cPd9hAYnnohXUMPUTxBX9egKpXlcDiIiYnhF7/4Bffee6/2/IMPPsjo6Chvvvnmdd/vzVJZMzMzRLp6A1+QE2iuvqonGWievkS6hh6ieIK+rkF1TfLq1avMzc2Rlpa26Pm0tDSsznxkC7Db7YyPjy/68RbNzc1eW1agE2iuBgPExEBCgvroSo5WV9oHmqcvka6hhyieoK9r0J1udYf9+/ezb9++Zc8fPnyY2NhYysvLOXPmDDabDbPZTE5ODqdOnQLUjA7z8/NcvnwZgM2bN3Pu3DkmJyeJiYlhYmKCd999F4CMjAzCw8O5dOkSAJs2baKnp4dr164RFRVFcXGxlmvQYrFgMpm4cOECAMXFxfT19TE2NkZkZCRlZWU0NTUBkJqaitls5ty5cwBs2LCBwcFBRkZGCA8PZ8uWLTQ2NgKQnJxMQkIC3d3dgJoAeGRkhKGhIQwGA1VVVTQ3NzM/P09iYiIpKSlaTbb169dz7do1BgcHAaiurqalpYXZ2VkSEhIYGxvTXPPy8piamqK/vx+ALVu20N7ejt1uJy4ujszMTNrb2wHIzs5mdnaWvr4+AMrLyzl79izT09PExsaSl5dHW1sbAJmZarab3t5eAEpLSzl//jyTk5NER0ezYcMGTpw4oa3viIgIenp6ACgpKaG3t5fx8XGioqIoKSnh+PHjgPoPVExMjHahv6ioCKvVyujoKBEREVRUVGjrcGpqigsXLqy4vsPCwqisrKSpqQlFUUhOTiYxMZGujwtS5ufnMzo6ytDHN3VWV1dz/Phx5ubmVlzfExMTDAwMAFBVVUVrayszMzPEx8eTkZFBR0cHALm5udhsNu2fwIqKCjo6OrDb7axZs4bs7OxF2+zc3Jy2vsvKyujq6mJqaorY2FjWr1/PyZMnAbDZbHR2di7aZi9evMjExAQmk4mNGzdq6zs9PR2j0ajdm1ZSUsLly5cZGxvDaDRSWlqq7bRSU1OJjY3V1vfGjRsZGBhgZGRk2fpeu3YtcXFx2vouLCxkaGiI4eFhbZt1ru+kpCSSk5Pp7OzU1uH4+DhXr15dts0mJiaSmprKmTNnAPUMVFtbm7a+KysraWtrw+FwEB8fz7p167RtNicnB4fDwZUrV7Rt1tN9REFBAa2trdo26+t9xMjICOvWrfPLPsJisXD69GlAn33EyMgIeXl5N72PqK6uZs2aNRiu8592SJ9utdvt2BdMb7x8+TIlJSV6dVcikUgkAc6NLr8F1ZGk0WikqqqKQ4cOaUFyfn6eQ4cO8cgjjyxrHxUVRVRUlPa32Wzm0qVLN/zP4UaMj4+TlZXFpUuXbvraZqAjiqsoniBdQxFRPMH7rmvWrLnu60EVJAH27NnDgw8+SHV1NbW1tTz77LNMTk5qs12vR1hYmHbI7g3i4uJCfoN0IoqrKJ4gXUMRUTxBP9egC5IPPPAAg4ODfPe738VqtVJRUcHbb7+9bDKPRCKRSCQ3S9AFSYBHHnlkxdOrEolEIpF4k6C6BSRQiIqKYu/evYuud4YqoriK4gnSNRQRxRP0dw2q2a0SiUQikeiJPJKUSCQSiWQVZJCUSCQSiWQVZJCUSCQSiWQVZJCUSCQSiWQVZJBcBXcLO7/22msUFRVhMpnYvHkz//7v/65TT28ed1xfeeUVDAbDoh/TwnpTAcp//Md/cM8995CRkYHBYOCNN9644Xvee+89KisriYqKoqCggFdeecXn/fQG7rq+9957y8bUYDCsWDQgkNi/fz81NTWsWbOG1NRU7r33Xi1f6/UIxu+qJ67B+F194YUXKCsr0xIFbN26ld/85jfXfY+vx1MGyRVwFnbeu3cvzc3NlJeXs337di1B8lI++ugjvvjFL7Jz506OHz/Ovffey7333qsl5g1k3HUFNdPFlStXtB9n4utAZnJykvLycp577jmX2p8/f57Pfe5z3HXXXbS0tLB7924efvhh3nnnHR/39OZx19XJmTNnFo2rnkXMPeHw4cPs2rWLo0eP8tvf/paZmRn+6I/+iMnJyVXfE6zfVU9cIfi+q5mZmXz/+9+nqamJxsZG7r77bj7/+c9rSeWXost4KpJl1NbWKrt27dL+npubUzIyMpT9+/ev2P4LX/iC8rnPfW7Rc3V1dcrXv/51n/bTG7jr+vLLLyvx8fE69c43AMrrr79+3Tbf+ta3lE2bNi167oEHHlC2b9/uw555H1dcf//73yuAMjIyokuffMXAwIACKIcPH161TTB/VxfiimsofFcVRVESExOVf/iHf1jxNT3GUx5JLsHhcNDU1MS2bdu058LCwti2bRtHjhxZ8T1HjhxZ1B5g+/btq7YPFDxxBZiYmCAnJ4esrKzr/pcXzATrmN4MFRUVpKen84d/+Id8+OGH/u6O24yNjQGQlJS0aptQGVdXXCG4v6tzc3P87Gc/Y3Jykq1bt67YRo/xlEFyCe4WdgawWq1utQ8UPHHduHEj//iP/8ibb77JT3/6U+bn57n11lu1OpChwmpjOj4+zvT0tJ965RvS09N58cUX+bd/+zf+7d/+jaysLO68886gKuI7Pz/P7t27ue222ygtLV21XbB+VxfiqmuwfldPnjyJ2WwmKiqKP//zP+f1119ftcShHuMZlLlbJf5j69ati/6ru/XWWykuLuZv//Zv+Z//83/6sWcST9m4cSMbN27U/r711lvp7u7mmWee4Z//+Z/92DPX2bVrF21tbXzwwQf+7orPcdU1WL+rGzdupKWlhbGxMX7xi1/w4IMPcvjwYb/VApZHkktYu3Yt4eHhWlVtJ/39/VgslhXfY7FY3GofKHjiupTIyEi2bNlCV1eXL7roN1Yb07i4OKKjo/3UK/2ora0NmjF95JFH+PWvf83vf//7G5bCC9bvqhN3XJcSLN9Vo9FIQUEBVVVV7N+/n/Lycg4ePLhiWz3GUwbJJSws7OzEWdh5tfPiW7duXdQe4Le//e2q7QMFT1yXMjc3x8mTJ0lPT/dVN/1CsI6pt2hpaQn4MVUUhUceeYTXX3+dd999l7y8vBu+J1jH1RPXpQTrd3V+fh673b7ia7qMp9emAIUQP/vZz5SoqCjllVdeUdrb25Wvfe1rSkJCgmK1WhVFUZQ//dM/VZ588kmt/YcffqhEREQoP/zhD5WOjg5l7969SmRkpHLy5El/KbiMu6779u1T3nnnHaW7u1tpampS/uRP/kQxmUzKqVOn/KXgEteuXVOOHz+uHD9+XAGUAwcOKMePH1cuXryoKIqiPPnkk8qf/umfau3PnTunxMTEKP/9v/93paOjQ3nuueeU8PBw5e233/aXgsu46/rMM88ob7zxhtLZ2amcPHlSeeyxx5SwsDDld7/7nb8UXOIb3/iGEh8fr7z33nvKlStXtJ+pqSmtTah8Vz1xDcbv6pNPPqkcPnxYOX/+vNLa2qo8+eSTisFgUP7f//t/iqL4ZzxlkFyFn/zkJ0p2drZiNBqV2tpa5ejRo9prn/rUp5QHH3xwUfv/83/+j7JhwwbFaDQqmzZtUt566y2de+w57rju3r1ba5uWlqb8p//0n5Tm5mY/9No9nLc5LP1xuj344IPKpz71qWXvqaioUIxGo7J+/Xrl5Zdf1r3fnuCu69NPP63k5+crJpNJSUpKUu68807l3Xff9U/n3WAlR2DROIXKd9UT12D8rv7Zn/2ZkpOToxiNRiUlJUX59Kc/rQVIRfHPeMpSWRKJRCKRrIK8JimRSCQSySrIICmRSCQSySrIICmRSCQSySrIICmRSCQSySrIICmRSCQSySrIICmRSCQSySrIICmRSCQSySrIICmRSCQSySrIICmRCMJXvvIVDAYDBoNBSyL9ve99j9nZWX93TSIJWGSpLIlEID7zmc/w8ssvY7fb+fd//3d27dpFZGQk3/72t/3dNYkkIJFHkhKJQERFRWGxWMjJyeEb3/gG27Zt45e//KW/uyWRBCwySEokAhMdHY3D4fB3NySSgEUGSYlEQBRF4Xe/+x3vvPMOd999t7+7I5EELPKapEQiEL/+9a8xm83MzMwwPz/Pf/2v/5W//uu/9ne3JJKARQZJiUQg7rrrLl544QWMRiMZGRlERMhdgERyPeQ3RCIRiNjYWAoKCvzdDYkkaJDXJCUSiUQiWQUZJCUSiUQiWQWDoiiKvzshkUgkEkkgIo8kJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZBRkkJRKJRCJZhf8PzESNooaBkMAAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(5, 3))\n",
"ax.plot(P_grid, f_peak, \"bo\", ms=10, alpha=0.5)\n",
"ax.grid(True, ls=\"--\", lw=0.5)\n",
"ax.set_xlabel(\"P\")\n",
"ax.set_ylabel(r\"$f_{\\max}$\")\n",
"ax.spines[\"top\"].set_visible(False)\n",
"ax.spines[\"right\"].set_visible(False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Single run (cleaner visualization)
\n"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [],
"source": [
"W_conn = np.array([[0, 1],\n",
" [1, 0]], dtype=np.float32)\n",
"P0 = 1.025"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [],
"source": [
"params_single = {\n",
" \"g_e\": 0.0,\n",
" \"seed\": 42,\n",
" \"dt\": 0.05,\n",
" \"t_end\": 2000.0,\n",
" \"t_cut\": 101.0,\n",
" \"noise_amp\": 0.0005, # small noise\n",
" \"decimate\": 1,\n",
" \"P\": P0,\n",
" \"RECORD_EI\": \"EI\",\n",
" \"weights\": W_conn,\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [],
"source": [
"sim_single = WC_sde(params_single)\n",
"sol_single = sim_single.run()\n",
"t1 = sol_single[\"t\"]\n",
"E1 = sol_single[\"E\"]\n",
"I1 = sol_single[\"I\"]"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(37980,) (37980, 2) (37980, 2)\n"
]
}
],
"source": [
"print(t1.shape, E1.shape, I1.shape)"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [],
"source": [
"fE, psd_E1 = welch(\n",
" E1,\n",
" fs=1 / (params_single[\"dt\"] * params_single[\"decimate\"]) * 1000,\n",
" nperseg=5 * 1024,\n",
" axis=0,\n",
")\n",
"fI, psd_I1 = welch(\n",
" I1,\n",
" fs=1 / (params_single[\"dt\"] * params_single[\"decimate\"]) * 1000,\n",
" nperseg=5 * 1024,\n",
" axis=0,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mosaic = \"\"\"\n",
"AA\n",
"BC\n",
"\"\"\"\n",
"fig = plt.figure(constrained_layout=True, figsize=(10, 5))\n",
"axs = fig.subplot_mosaic(mosaic)\n",
"\n",
"axs[\"A\"].plot(t1, E1[:, 0], label=\"E\", color=\"red\", alpha=1, lw=0.5)\n",
"axs[\"A\"].plot(t1, I1[:, 0], label=\"I\", color=\"blue\", alpha=1, lw=0.5)\n",
"\n",
"axs[\"B\"].plot(fE, psd_E1[:, 0], label=\"E\", color=\"red\", alpha=1, lw=1)\n",
"axs[\"B\"].plot(fI, psd_I1[:, 0], label=\"I\", color=\"blue\", alpha=1, lw=1)\n",
"axs[\"B\"].set_xlabel(\"Frequency (Hz)\")\n",
"axs[\"B\"].set_ylabel(\"Power\")\n",
"axs[\"B\"].set_xlim(0, 100)\n",
"\n",
"axs[\"C\"].plot(E1[:, 0], I1[:, 0], lw=0.5)\n",
"axs[\"C\"].set_xlabel(\"E\")\n",
"axs[\"C\"].set_ylabel(\"I\")\n",
"\n",
"f_max_single = fE[np.argmax(psd_E1[:, 0])]\n",
"axs[\"B\"].legend([f\"fmax={f_max_single:.2f}\"])\n",
"plt.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Inference setup (goal: estimate global coupling g_e)
\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from vbi import (\n",
" report_cfg,\n",
" update_cfg,\n",
" extract_features,\n",
" extract_features_df,\n",
" get_features_by_domain,\n",
" get_features_by_given_names,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [],
"source": [
"INFER_SEED = 2\n",
"np.random.seed(INFER_SEED)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Structural connectivity from the VBI sample"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"number of nodes: 84\n"
]
}
],
"source": [
"D_loader = vbi.LoadSample(nn=84)\n",
"W_empirical = D_loader.get_weights()\n",
"n_nodes = W_empirical.shape[0]\n",
"print(f\"number of nodes: {n_nodes}\")"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(4, 4.5))\n",
"ax.imshow(W_empirical, cmap=\"gray\", vmin=0, vmax=1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Base params for inference simulations"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
"params_inf = dict(\n",
" weights=W_empirical,\n",
" dt=0.1,\n",
" t_end=2000.0,\n",
" t_cut=101.0,\n",
" noise_amp=0.001,\n",
" g_e=0.0,\n",
" g_i=0.0,\n",
" P=1.22,\n",
" RECORD_EI=\"EI\",\n",
" decimate=1,\n",
" seed=INFER_SEED,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wilson-Cowan (Numba) parameters:\n",
"nn = 84\n",
"dt = 0.1\n",
"t_end = 2000.0\n",
"t_cut = 101.0\n",
"decimate = 1\n",
"noise_amp = 0.001\n",
"g_e = 0.0\n",
"g_i = 0.0\n",
"a_e = 1.3\n",
"a_i = 2.0\n",
"b_e = 4.0\n",
"b_i = 3.7\n",
"k_e = 0.994\n",
"k_i = 0.999\n"
]
}
],
"source": [
"wc_model = WC_sde(params_inf)\n",
"print(wc_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Feature extraction config (spectral stats via Welch)
\n"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [],
"source": [
"def preprocess(x):\n",
" \"\"\"Optional preprocessing hook (here: identity).\"\"\"\n",
" # x = x - np.mean(x, axis=1, keepdims=True)\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [],
"source": [
"def simulate_to_features(params_dict: dict, ge_value: float, cfg, return_labels: bool = False):\n",
" \"\"\"\n",
" Run WC SDE with a given g_e, then extract feature vector for E.\n",
" \"\"\"\n",
" sde = WC_sde(params_dict)\n",
" sim = sde.run({\"g_e\": ge_value})\n",
" stat_vec = extract_features(\n",
" [sim[\"E\"].T],\n",
" fs=1.0 / params_dict[\"dt\"] / params_dict[\"decimate\"],\n",
" cfg=cfg,\n",
" preprocess=preprocess,\n",
" preprocess_args={},\n",
" n_workers=1,\n",
" verbose=False,\n",
" )\n",
" values = stat_vec.values # shape: (1, n_features)\n",
" if return_labels:\n",
" return values[0], stat_vec.labels\n",
" return values[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Build a spectral config focused on summary stats"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Selected features:\n",
"------------------\n",
"■ Domain: spectral\n",
" ▢ Function: spectrum_stats\n",
" ▫ description: Computes the spectrum of the signal.\n",
" ▫ function : vbi.feature_extraction.features.spectrum_stats\n",
" ▫ parameters : {'fs': 10000.0, 'nperseg': 1024, 'indices': None, 'verbose': False, 'average': True, 'method': 'welch', 'features': ['spectral_distance', 'fundamental_frequency', 'max_frequency', 'max_psd', 'median_frequency', 'spectral_centroid', 'spectral_kurtosis', 'spectral_variation']}\n",
" ▫ tag : all\n",
" ▫ use : yes\n"
]
}
],
"source": [
"nperseg = 1024\n",
"cfg = get_features_by_domain(domain=\"spectral\")\n",
"cfg = get_features_by_given_names(cfg, names=[\"spectrum_stats\"])\n",
"cfg = update_cfg(\n",
" cfg,\n",
" \"spectrum_stats\",\n",
" parameters={\n",
" \"fs\": 1.0 / (params_inf[\"dt\"] * params_inf[\"decimate\"]) * 1000,\n",
" \"method\": \"welch\",\n",
" \"nperseg\": nperseg,\n",
" \"average\": True,\n",
" },\n",
")\n",
"report_cfg(cfg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Batch simulations → features (with LOAD_DATA switch)
\n"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [],
"source": [
"from vbi.utils import BoxUniform\n",
"import tqdm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Prior over g_e"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"N_SIM = 500\n",
"g_min, g_max = 0.0, 1.0\n",
"prior = BoxUniform(low=[g_min], high=[g_max])\n",
"theta = prior.sample((N_SIM,), seed=INFER_SEED).astype(np.float32) # (N_SIM, 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Toggle this to skip recomputation and load saved features instead"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [],
"source": [
"LOAD_DATA = True # set to False to regenerate data, load otherwise if available\n",
"SIM_DATA_PATH = os.path.join(OUTPUT_DIR, \"simulated_data.npz\")"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [],
"source": [
"def run_batch_features(params_dict: dict, theta_values: np.ndarray, cfg, n_workers: int = -1):\n",
" \"\"\"\n",
" Parallel feature extraction across theta samples.\n",
" Returns a list of feature vectors.\n",
" \"\"\"\n",
" def _tick(_):\n",
" pbar.update()\n",
" n = len(theta_values)\n",
" with mp.Pool(processes=n_workers) as pool:\n",
" with tqdm.tqdm(total=n) as pbar:\n",
" async_results = [\n",
" pool.apply_async(\n",
" simulate_to_features,\n",
" args=(params_dict, float(theta_values[i]), cfg),\n",
" callback=_tick,\n",
" )\n",
" for i in range(n)\n",
" ]\n",
" return [r.get() for r in async_results]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute or load features"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(8,)\n",
"['spectral_distance_0', 'fundamental_frequency_0', 'max_frequency_0', 'max_psd_0', 'median_frequency_0', 'spectral_centroid_0', 'spectral_kurtosis_0', 'spectral_variation_0']\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 500/500 [00:36<00:00, 13.77it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved features to output/wilson_cowan_sde_numba_cde_/simulated_data.npz → X shape (500, 8)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"if LOAD_DATA and os.path.exists(SIM_DATA_PATH):\n",
" data = np.load(SIM_DATA_PATH, allow_pickle=True)\n",
" X_features = data[\"X\"]\n",
" theta = data[\"theta\"]\n",
" feature_labels = list(data[\"labels\"])\n",
" print(f\"Loaded features from {SIM_DATA_PATH} → X shape {X_features.shape}\")\n",
"else:\n",
" feature_example, feature_labels = simulate_to_features(params_inf, float(theta[0]), cfg, return_labels=True)\n",
" print(np.array(feature_example).shape)\n",
" print(feature_labels)\n",
" X_list = run_batch_features(params_inf, theta, cfg, n_workers=10)\n",
" X_features = np.array(X_list)\n",
" np.savez(SIM_DATA_PATH, theta=theta, X=X_features, labels=np.array(feature_labels, dtype=object))\n",
" print(f\"Saved features to {SIM_DATA_PATH} → X shape {X_features.shape}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quick diagnostics: feature vs g_e"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAJOCAYAAABBfN/cAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8VFX6+PHPnZJJJslMQjokJIQAoYQOAXRFJFLWFVldRCw09assRcFVQQUFFayALq6Ia2F3VVjFHyoiXVABQar0TkgPCWQmySTTf39ERrKhk8mkPO/Xa15m7r1z7zNxTrjPnHOeo7jdbjdCCCGEEEIIIYTwCpWvAxBCCCGEEEIIIeozSbyFEEIIIYQQQggvksRbCCGEEEIIIYTwIkm8hRBCCCGEEEIIL5LEWwghhBBCCCGE8CJJvIUQQgghhBBCCC+SxFsIIYQQQgghhPAiSbyFEEIIIYQQQggv0vg6gLrK5XKRnZ1NcHAwiqL4OhzRALjdboqLi2ncuDEqlXxn5i3StkVNk7ZdM6Rti5ok7brmSNsWNel62rYk3tcoOzubuLg4X4chGqCMjAxiY2N9HUa9JW1b+Iq0be+Sti18Qdq190nbFr5wLW1bEu9rFBwcDFT80g0Gg4+jEQ2B2WwmLi7O89kT3iFtW9Q0ads1Q9q2qEnSrmuOtG1Rk66nbUvifY3ODWUxGAzSyEWNkmFU3iVtW/iKtG3vkrYtfEHatfdJ2xa+cC1tWyadCCGEEEIIIYQQXiSJtxBCCCGEEEII4UWSeAshhBBCCCGEEF4kibcQQgghhBBCCOFFkngLIYQQQgghhBBeJIm3EEIIIYQQQgjhRbKcmBA+ZrLYySyyYNBpMVvtxIboMeq1vg5LiHphf5aJpbuyyCkq4/jpUhoFadGoVZhK7YTq/Qg36ogPDeTo6WKyTWU4nS7sTjcatZrOcUayTeWcKCjBjUKr6GD+lNKYLccL2ZtdRJQhAJWikFVkoaDURlxIABlnLYTqtQT7awkN8KPE7qBRgJZgvY7BHRrTponR178SIeqFC7VtgDMldhIjAmkUpCMq2N/Ttq02J1aHm0ZBfnSOC+FgXjEnTpcQqNPQKsZAv9bRVdr2qcJS8kvKadfYyKG8YgL8NMQ3CiBIp+VsmU3adj20P8vE+iP5dIlrRKnVQfoZC3FherrFN5J7M3HdJPEWwodMFjvvbjjK0fwSCkqshAfpSIoMYkzvJPkDL8R12p9l4oEPt1BYar+m129LP1v5fDnF/L+d2edtqbz/aH7pJc+3ZHsG/x6dKjfoQlyny7XtfbnFl3z9T0cLKz3flWlm8S+Z522p3LbTz5R7ft6TZa5yPmnbdZ/JYueTn0/y93VHKHO4AVADTiBAo9CpaQhpbWO4NTmKuDC9T2MVdVe9HmputVrp2LEjiqKwa9cuz/aTJ0+iKEqVx88//+y7YEWDlFlkIb3Qgt5PTY6pnEA/NemFFjKLLL4OTYg6b/2RfExl15Z0e4OpzM76I/m+DkOIOk/atqgu+7NMTFmymz//4ydeW3XYk3RDRdINUOZws+n4WV5Zvp+/frKdjEK5RxPXpl4n3k899RSNGze+6P41a9aQk5PjeXTp0qUGoxMCYkP0xIfpsdicxBj9KbU5iQ/TExsi36YKcb1ubhGJMaD2jBwxBmi5uUWkr8MQos6Tti2qw/4sE/d98DOf/ZLJ8YLLJ9MuF2QWlbEz8+xljxXiQurtUPPvvvuOVatWsWTJEr777rsLHhMWFkZ0dHQNRybE74x6LWN6J8kcbyG8oE0TI/8enSpzvIWoZy7WtkHmeIsrt/5IPiaL44qOVQFON4QF+tEpNtS7gYl6q14m3nl5eTz88MMsXboUvf7iPYeDBg2ivLycli1b8tRTTzFo0KAajFKICka9FqPeiMlix2ytPUPnhKgP2jQxVvsNcd82UdV6PiHE1ZO2La5Xq0gDGjXYnL9v6xhrwO50cSCnBAWIMuhoEWWgoNSKy+miQ1woxeVyryauTb1LvN1uNyNHjuTRRx+la9eunDx5ssoxQUFBvPnmm9xwww2oVCqWLFnC4MGDWbp06UWTb6vVitVq9Tw3m6sW1xDiWp0rspZeaCE+TC/F1YQQQgghvOTDH48ze81h1CoVapcLjQoSwgP5+7AuGAK0bD95hvzScm5IjABg+jf7+OHIaQ7ll7DmYB7/GtVdRjmIq1ZnEu/Jkyfz6quvXvKYAwcOsGrVKoqLi5kyZcpFjwsPD2fSpEme5926dSM7O5vXX3/9oon3rFmzmD59+rUFL8QFnFtGLDZE7ymyFm3w9xRXM+rlD7oQQgghRHVatCWdGd8e8DwP0qm5q0sTHrqhuadi+S3njX7Yl23i1FkLDpcbtfJ7MT1JvMXVqjOJ9xNPPMHIkSMveUxiYiLr1q1j8+bN6HS6Svu6du3Kfffdx8KFCy/42tTUVFavXn3Rc0+ZMqVSsm42m4mLi7vyNyDEef63h/u+7vHEh+k9z6W4mhBCCCFE9dqfZeLVFQcrb3RTKen+X7Eheto3CeFEQQkOJ4QGaugS14h92SapyyOuSp1JvCMiIoiIiLjscW+//TYvvfSS53l2djb9+/dn8eLFpKamXvR1u3btIiYm5qL7dTpdlWReiGuVWWThaH4JWpXCzvSz3Nwq0lNkTf6ICyGEEEJUr4xCC2M/28nZssoF1YZ1j7vk2txGvZbH+ragyGLjRGEp7RobWLEvl4yzFkL0Wh67paWs7S2uSL1bTqxp06a0a9fO82jZsiUAzZs3JzY2FoCFCxfy2WefcfDgQQ4ePMjMmTP58MMPGT9+vC9DFw2EyWInr6ic7LNlbDhSwMHcYr7elQVA28ZGSbqFEEIIUSu98847JCQk4O/vT2pqKlu3br3osfv27eOuu+4iISEBRVGYO3fuJc/9yiuvoCgKjz/+ePUG/Zt3vj/CiYJSz3O1AjclNWLcLS0v+1qz1Y5Wo+KmFhEUlNj4NbOI4/klrD2Qx8zlB/j5eCEmixRdE5dWZ3q8q9uLL75Ieno6Go2G5ORkFi9ezF/+8hdfhyXqofPncgO8u+EoezJNFJba8NeqCNCqZV63EEIIIWq1xYsXM2nSJObPn09qaipz586lf//+HDp0iMjIquuYWywWEhMTGTJkCBMnTrzkuX/55Rfee+892rdv75XY1+7PY9G2zErbhnSJZcof21xRh0dsiP68KYEBbDx6hlNnKtb+XrM/l2xTGT2bh0lxXHFJ9T7xTkhIwO12V9o2YsQIRowY4aOIRENhstg5mGtmxd4cMs6WEaLXMrBdDOmFFhobA9iTZcLmcOF0uokP02PQaWW+kBBCCCFqpdmzZ/Pwww8zatQoAObPn8+3337Lhx9+yOTJk6sc361bN7p16wZwwf3nlJSUcN999/H+++9Xmi5anZburpx0q4F+baKv+H7LqNd6pgTmFZWzYl8e57ILuxsO55oJ1KmlE0VcUr1PvIXwhYxCC2+tO0zGmTJyTeUE+qn5NbOI08VWmoQEkF5oIVTvR4vIQIrLHdzSOopPtqbLcmJCCCGEqHVsNhvbt2+vtGqQSqUiLS2NzZs3X9e5x44dy2233UZaWtoVJd7XssTvrcnRLP81F+dv2fINLcLpktDoquI06rUY9UaKyx24XJU79cocbo7mlaK4L/JiIaiHc7yFqGkmi5192SbP3B6Txc5b6w7z45ECisvs2JxOcsxluNxwIMfM2VIrt7aO4oakRmg1ajrFhxKs01RZTkwIIYQQojYoKCjA6XQSFRVVaXtUVBS5ubnXfN5FixaxY8cOZs2adcWvmTVrFkaj0fO43CpDGYUW1hzMo3lEEE0bBfBUv1b8fVjna+7gaB1toHfLCDRK5e2FpVamf7OXjEK5hxMXJom3ENfh3LJg89Yd5d0NRz3zuYssdiKDdBSUWmkWHkTraCMqBcKDdOzLKWH1gTx0Gg13dYmlT6tIGhsDiA/Tk2sul+XEhBBCCFHvZWRk8Nhjj/HJJ5/g7+9/xa+bMmUKJpPJ88jIyLjosSaLnZnL97FqXx45pjIUFLokhF7XqEKjXsuMO1J4+c8pxDcK8Gx3umHrySJe/u6AFFoTFyRDzYW4DplFlio91bEhepIig7DYHJjK1YCbhHA94cF+5JnKKbM7CQv0Y+vJM+SYy3E4Xej91KS1jqJPq0iSow0yzFwIIYQQtUZ4eDhqtZq8vLxK2/Py8oiOjr6mc27fvp38/Hw6d+7s2eZ0Ovnhhx+YN28eVqsVtVpd5XVXs8TvgVwzv6QXYXO6sDshyN9FdYwGN+q1tIs10iQ0gIwzZbh+2+4Gdp86y/aTZ7ilTdSlTiEaIEm8hbgOlatc6lHcsOFIPn1aRnIgx0xxuYMii518Pxv3dG9KQbGV9QdPs+5QPnanixMFpYQH+pFfbOWXE2cZ0C6a5GiDr9+WEEIIIYSHn58fXbp0Ye3atQwePBgAl8vF2rVrGTdu3DWds2/fvuzZs6fStlGjRpGcnMzTTz99waT7au3PNnG21Ma5Kdkto4JoXU33WbEhevR+ahQFzs/mT5damb32MC2igmV9b1GJJN5CXIfzq1wqbnhm6R5yTOUE6TRYrA5sDicnCkoJ0mlYsi2TMruTI/nFlNmcqBUoczjJsJWhUqCk3Mb+HLNUxBRCCCFErTNp0iRGjBhB165d6d69O3PnzqW0tNRT5Xz48OE0adLEM1/bZrOxf/9+z89ZWVns2rWLoKAgkpKSCA4Opl27dpWuERgYSFhYWJXt1yKj0MI/fzrhKaimVcHNrSKrbVShUa9lUlorjuaXknHGgssNigKRgTryzeXszDwribeoRBJvIa7TuSqXX+/OIsdUTpjejyyTBbvDjcvtxuGCQ7lmrA434cF+FBSXA2BzgV6rwu50oVGpsLsgNNDPZ/O7HQ4H+/bt8xRJiY6Opk2bNmi1MuxdCCGEaOiGDh3K6dOnmTZtGrm5uXTs2JEVK1Z4Cq6dOnUKler38lHZ2dl06tTJ8/yNN97gjTfeoHfv3qxfv97r8W48VsDZUhvnOqQjgv1JS67e4d9tmhj59+hUVh/MJa/Iymfb0skvsWII0JIUHlSt1xJ1nxRXE+Ia/G8lc4BOsaHEGP0ptNgID/InVK9F76cB3FgdThwuF/lmKxq1mlC9Fp1GoWlYIC2igggO0BCi19LIB3O7XS4Xzz33HBEREXTq1ImBAwcycOBAOnXqRGRkJFOnTsXlcl3+RBfwzjvvkJCQgL+/P6mpqWzduvWSx3/++eckJyfj7+9PSkoKy5cvr7T/hRdeIDk5mcDAQEJDQ0lLS2PLli2Vjjl8+DB33HEH4eHhGAwGbrzxRr7//vtril8IUZW0ayEarnHjxpGeno7VamXLli2kpqZ69q1fv56PP/7Y8zwhIQG3213lcamke/369cydO7daYo0I1uGnVqHTKOi1Kh7rm+SVHui4MD2jb0ikW2IjXE5wu6HU6mB3VlG1X0vUbZJ4C3GVLlTJHMAQoGXcLS2YlNaSv9/Tid6tIvDTqPFTKThc4K9REar3o0OsAUVRCNP70TIqiOE9E4gxBnBjUjhnf6uKXpMmT57MggULeOWVVzh+/DilpaWUlpZy/PhxXn31VRYsWFBp3c4rtXjxYiZNmsTzzz/Pjh076NChA/379yc/P/+Cx2/atIlhw4bx4IMPsnPnTgYPHszgwYPZu3ev55iWLVsyb9489uzZw08//URCQgL9+vXj9OnTnmP+9Kc/4XA4WLduHdu3b6dDhw786U9/uq7lToQQFaRdCyHqiq7xjbitfQytog0M7tSEAe0ae/V6mYUWyuxOnG6wOtzMXnVYlhYTlShut1uWer8GZrMZo9GIyWTCYJBiWA3JvmwT89YdJdrgT665nHG3JBEboufdDUc9RdbG9E5iW/oZ3l57hBiDP7sziwgL0tE+1siZUhu/nDxDlMGfiGAdxgAte7JMgMLNLcN5PK3VBecfeeszFx0dzcKFC+nfv/8F969cuZLhw4dXqWR6OampqXTr1o158+YBFT3rcXFxjB8/nsmTJ1c5fujQoZSWlrJs2TLPth49etCxY0fmz59/wWuc+52sWbOGvn37UlBQQEREBD/88AN/+MMfACguLsZgMLB69WrS0tIuG7e0bVHT6tJnrq626/PPWxd+z6Luk89bzbnU7/rcMq+xIXqvrxiz5kAef/3PNmzO37cN6xrH5D+2ltVq6pHradvS4y3EVTpXyfz8NbcziywczS9Bq1Y4ml/CgVwzPx0pwFxu51B+CX2SI5j6pzYM6tgEh8tNTEgAhaU2tGoFi81Jr8QwGhv9GdAupsb/OBcXF9O48cW/BY6JiaG0tPSqzmmz2di+fXulG2KVSkVaWhqbN2++4Gs2b95c5Qa6f//+Fz3eZrOxYMECjEYjHTp0ACAsLIxWrVrxr3/9i9LSUhwOB++99x6RkZF06dLlguexWq2YzeZKDyFEVXWpXYO0bSFERR2eto2NNXJv1S2+EYnhgZW2fbkrkxeX7ZN1vQUgibcQV82o13Jf93gGpkRzX/d4jHotBp2WghIrW06coaDEiqXcQa653JNQ39ExlsbGAE4WlBIZrCPa4M8fWoQzKa0VSZFBnLHYSYk1+mQpsZtvvpm//e1vFBQUVNlXUFDA008/zc0333xV5ywoKMDpdHoKrpwTFRV10aGhubm5V3T8smXLCAoKwt/fnzlz5rB69WrCw8MBUBSFNWvWsHPnToKDg/H392f27NmsWLGC0NDQC1531qxZGI1GzyMuLu6q3qsQDUVdatcgbVsIUbOMei1P9m+NWvl9m9Xh5ttfs9mWfsZ3gYlaQxJvIa6SyWLnk63pfL0rm7fWVczfMVvthAT4kRQRhFqlUGJzEKhTk1dsJSXWSLBOw18/2c6rKw6y+Xghaa0jGdIljiahFcPSx92SxJjeST4ZijR//nyys7OJiYmhc+fOnuJqnTt3JiYmhuzsbN59990aj+ti+vTpw65du9i0aRMDBgzg7rvv9swvdbvdjB07lsjISH788Ue2bt3K4MGDuf3228nJybng+aZMmYLJZPI8MjIyavLtCCGo/nYN0raFEDUvOsSfFlGVq5mXOdwczCn2UUSiNpHlxIS4QufmCZWUOziaX8KpMxZ+OVFOqdXJyJ4JZJ61kFVkQatSMX/DUSKCK+Zw39c9nk3HCjiSX4LD6cJksfPO90dpFW0gKTKIMb2TaNvYd+t2x8XFsXv3blauXMnPP//s6Ynq3r07M2fOpF+/fpWWB7kS4eHhqNXqKvPC8/LyiI6OvuBroqOjr+j4wMBAkpKSSEpKokePHrRo0YIPPviAKVOmsG7dOpYtW8bZs2c9827+8Y9/sHr1ahYuXHjBOag6nQ6dTndV70+IhqgutWuQti2EqHmxIXpaRgVzNK8Ex29VtBSkp1NUkM+BEFfgXCXzOasP88mWdMqsDo7ll1BidfDj4Xxe+GYv2UVlgIKfRk2e2UpIgJZSqxOz1Y6/nxqn243DXbGWpKnMTqCfmvRCS41XMb8QlUrFwIEDmT59Ou+99x7vvfce06dPZ8CAAVWS7r/+9a8XHJZ+Pj8/P7p06cLatWs921wuF2vXrqVnz54XfE3Pnj0rHQ+wevXqix5//nmtVisAFovF837+9/1d65JoQogK0q6FEOLSjHotT/ZLpnerCHQaBQXQ+6nJLCqTed5CEm8hLsdksbPhSD4Hcszkmcr5+Xghh/KLcblBUcBic3EwtwSL3UW53YUbN42NAZTanJ7ia9EGfyKD/PDXKPipFSKD/Svtr0v+85//XFGRokmTJvH++++zcOFCDhw4wJgxYygtLWXUqFEADB8+vNIyZY899hgrVqzgzTff5ODBg7zwwgts27aNcePGAVBaWsozzzzDzz//THp6Otu3b2f06NFkZWUxZMgQoOImPzQ0lBEjRrB7924OHz7Mk08+yYkTJ7jtttu88NsQomGRdi2EEJcWF6bnhdvb0aVpKMH+apqE+JNXXF4rOlqEb8lQcyHO87/LTpzr6T6aX0KOqZzCUit6rRpTuR29n4pymws3Fb3Y58SGBjDrz+1xK1RKqns2j+BgnpnoYH/u6NiYCIM/raMNdW6JiStdgXDo0KGcPn2aadOmkZubS8eOHVmxYoWn0NKpU6cq9WD16tWLTz/9lOeee45nnnmGFi1asHTpUtq1aweAWq3m4MGDLFy4kIKCAsLCwujWrRs//vgjbdu2BSqGwq5YsYJnn32WW265BbvdTtu2bfnqq688FZKFENdO2rUQQlye2WpHq1ERqvcj12yleURwnetoEdVP1vG+RrI+Y/1jsth5dcUBdmeaiDHoGJYaT5BOw8ebThJt8OdwXjGZZy2Yyx1YbE50GgWNWoUCFJXacQLBOjVd4hvx5IBWtG1srJS455nK8VMr2Jxuooz+nvndV5p415bPXHBwMLt37yYxMdFnMXhTbfk9i4ZDPnM1Q37PoibJ563m1MbfdUahhUf+s81TVC0xPJCPRnUnLkyS77ruej5v0uMtxG+2pZ9h2e5sSm1O9mfDniwzfVtHEG3wJ9dcTkyIPwDpZ0opsTpwugDchAX6EW0MwGyx0zRMT3LM799qZhZZSC+0EOinJr/ESnJ0MAdzi0mMCPTM7zbqfVdYTQghhBBCVC+z1e6ZkugGTp218PXubG5OjvCMqhQNjyTeQvzmdLEVm9PtGTpud7o4ll/KnzvH0r9dNE2MAby17jCH8orxUytYbC4C/MDhcnFXlyYkhAai99dUGj4eG6InPkzP0fwSYowViXuMsWJ+d1JkkAw7EkIIIYSoZ2JD9DQL03MkvxiXC5wuN1/syGBnxtmrHvEo6g9JvIX4zQ3Nw0kMD+RYQSlut5sArQqLzcmKvbmEB/vx2C0tGd2rGbtOFWGy2CrmdbvB7VbYdaqIX06cJT5MT+vo34edGPVaxvROIrPIgkGnxWy1e/4r33gKIYQQQtQ/Rr2WZ/7YBnO5gz1ZJkL0WoosNtILSykottKnVSSpiWG+DlPUMEm8RYP0v0XUoKIK5XsPdGXj8dMEajWU/pZ0F5Ra2Z9joshi457u8Rj9NQT7a7A63GhUCs0jA7HYnEQF69iTaeJgrrnSH1OjXluvhpPff//9tWYOlRBCCCFEbRQXpueVO9vz1rrDHM8vJutMGWctDhTg0y3pJNfBArvi+shyYqLBOVfwbN66o7y74WildRXjwvTc0y2e2zs2YWC7GAwBGrLOluF0udmdaWLJ9kzK7C7KHS7UCvRq3oin+ycTF6pn0/FCsk3lrNibUyfXakxISGDGjBmcOnXqkse9++67hIeH11BUQgghhBB1U1yYnqm3taVljAHXb9vcwO5Mkywv1gBJ4i0anHMFz6IN/p4CZ+eYLHb2ZZvIKLRwINeMn1qNRqVgsTmJCNSRby5HpVLo1TyM1o2NjLwhkTZNjPRvF01jYwA9ExuRa7bWyT+mjz/+OF9++SWJiYnceuutLFq0CKvV6uuwhBBCCCHqLKNeS6fY0ErbnC4XBp30djc0kniLBuFcQm2y2D0Fz3LN5UQbdJSUOzBZ7J6e8JnfHuC+D35m1vL9bD1ZSMvIIAL91Gg1CjaHC3O5g2OnS2kTYyD5t/ncraMNpMQaOWuxEx+mr5NF0x5//HF27drF1q1bad26NePHjycmJoZx48axY8cOX4cnhBBCCFEnhQXr8NdWpF1qBRoF+mG21r3RkeL6yBxvUe+dS6jTCy3Eh+kZ0zuJMb2TOJBr5ptd2by99ggto4Lp3y6aPZkmdmcWUWp1crbUjtvtIt9sxU+jwl+jxuF00T0hlBxTOf3bRVeam3Nzq0gUqPNzdjp37kznzp158803+cc//sHTTz/Nu+++S0pKChMmTGDUqFEoiuLrMIUQQggh6oRgnYawQD/OWuw4XS5CAnTS490ASeIt6r3MIgtH80sI9FNzNL+EzCILbRsbUYBNxwtwudxkm8pIjg7i2OkSSqxO1ApY7A4CtGoM/mq0aoWTZyy4XG4KSu3ckhzhqV7+v4l9cnTdLjxmt9v5f//v//HRRx+xevVqevTowYMPPkhmZibPPPMMa9as4dNPP/V1mEIIIYQQdUJytIFb20Tza2YRpjI7KG4+2Zouy4o1MJJ4i3rPoNNSUGJlj6mcGKO/5xtGNwAVPbd2h5v/bs/E6nCi0yg4XW78NWp0GhXlDheKoqbM7iRIp8bhcvGHpAiMei0mi50NR/I5ml9CXKjeM2e8LlYx37FjBx999BGfffYZKpWK4cOHM2fOHJKTkz3H/PnPf6Zbt24+jFIIIYQQom4x6rU8ntaSDUfyWbS1oojtgRxznb1nFNfGq4n31q1b2bx5M7m5uQBER0fTs2dPunfv7s3LClGJ2WonPEhH00Z6LDanZ05NE2MAKU0MZJ21UFTm4GRBKS436P3URBv8MVkcqFQKWrWLfm2jWX/oNAqgUino/TWenu6j+SUUlFQUIUuKDKqT87sBunXrxq233sq7777L4MGD0WqrfgPbrFkz7rnnHh9EJ4QQQghRdxn1WpLCgzicV0xRqR1/PzW5ReW0bSyJd0PhlcQ7Pz+fu+66i40bN9K0aVOioqIAyMvLY+LEidxwww0sWbKEyMhIb1xeiEpiQ/QkRQaRXmjxJMYmi51PtqZjsTkJCdShUakwldkpszkIC/LjT+0b88nWU4CbAD81vVtGoFZgf46ZKIM/TYwBnurocaEVifagjo3p3SKyzg4ZOn78OPHx8Zc8JjAwkI8++qiGIhJCCCGEqD9+zS6ipNyJ0w0lVifTvtpDy6hg4sLqZqeNuDpeqWr+17/+FafTyYEDBzh58iRbtmxhy5YtnDx5kgMHDuByuRg7dqw3Li2Ex7lK5gBjeicx7pYkz1yac0lzVHBFVXN/PzXgJtBPjdXh5P/tzEKFghvomRhG1/hGjL4hkbjfes0/2ZqOQaf1VEdPigyq00k3VHxhtmXLlirbt2zZwrZt23wQkRBCCCFE/REZ6A+cm+4Ip0tsbDxW4LuARI3ySuK9cuVK3nnnHVq1alVlX6tWrXj77bdZsWKFNy4tBPB7wbN5647y7oajQEXP98FcMz8fL8Sg0xJt8GfT8ULyi60EaNREBOlQVNBIr8Ncbqd1dDDhwTrSkqMw6rWYrXZKrU7PXG6z1V4loa/Lxo4dS0ZGRpXtWVlZ8kWZEEIIIcR1ahEVTHiQH1BRZUirViizOTFZZGmxhsArQ811Oh1ms/mi+4uLi9HpdN64tBAAnh7tUL2WPZkmtqWfYd2BfNYfzkejUnFDUiNiQwMJ1KqJCw1k0/ECFAUURSEs0I8ArZpD+cWAwtLdWbSICvas/32uenlsiB6jXltvimLs37+fzp07V9neqVMn9u/f74OIhBBCCCHqD7PVTvPIINSKQqHFSkSQPxsOn2ZfjonHbmkpQ87rOa8k3kOHDmXEiBHMmTOHvn37YjBULK9kNptZu3YtkyZNYtiwYd64tBBARe92tEHH+sMFgJsvtmey69RZisrsaFQKaw+cRqU6jcXqJNdcjs3pIi5UT1GZjd7JEbSMMvDu90c4Y7Hz8/FC3lp3mKm3tWVM7yQyiyyepLs+0el05OXlkZiYWGl7Tk4OGo0sgCCEEEIIcT1iQ/S0jjGgVatIcAZistjJKSrj16wibA4XL96RUu/uL8XvvHI3PXv2bFwuF/fccw8OhwM/v4ohFTabDY1Gw4MPPsgbb7zhjUsLAVRUjhzQLobDeSUkhOk5erqiYrlKUbA5nKhVCno/NYYALUE6NSFON6ZyO41DArg9pQkAxVYn2UVlBPtrKSi2edb/ri893P+rX79+TJkyha+++gqjseI9FhUV8cwzz3Drrbf6ODohhBBCiLrNqNcypncSB3LNfL0ri4O5ZgqKbeg0KnaeOsuBXDM9EsN8HabwEq8NNX/33Xd59dVX2b59e6XlxLp06eLpARfCm5KjDaTEGiuqmUcEUVRqo9TmQKvRoFIUTGUOQvV+9EgMY0iXOI4WlNApNpS4MD37sk3EGP1xudyYy+2EB/vV2WXCrtQbb7zBTTfdRHx8PJ06dQJg165dREVF8e9//9vH0QkhhBBC1H1GvZZgfw35xVbUqHC6oczuwlTmwFLu8HV4wou8On7UYDDQp0+fyx6XkpLC8uXLiYuL82Y4oh4zWexkFlkw6CqKoJ0bCn5f93g2HivgTKmNDYcdaNUK5jIHDrUKl9tNk1D/imrlYXraNPm9J/v8oUAhei2P3dKy3g/9adKkCb/++iuffPIJu3fvJiAggFGjRjFs2LALrukthKgb9u/fz7x589i8eXOlL8J79uzJuHHjaNOmjY8jFEKIhiU2RI/eT01hqRUFUBTQqBXciq8jE95UKyZunjx5Eru9+qr5JSQkkJ6eXmnbrFmzmDx5suf5r7/+ytixY/nll1+IiIhg/PjxPPXUU9UWg/Cuc4n2uV7odzcc5Wh+CQUlVsKDdMSF6rmhRTgr9uSy+XgBDpcbi82Jv7biL5rN6UIBTp2xkG0qq1LM4txQoPo6n/tiAgMD+b//+z9fhyGEqCbfffcdgwcPpnPnztxxxx1ERUUBkJeXx+rVq+ncuTNfffUV/fv393GkQgjRcBj1WgZ3aMKWE4WcLbFhc4HD5WLtgTy6xjdqMPedDU2tSLy9YcaMGTz88MOe58HBwZ6fzWYz/fr1Iy0tjfnz57Nnzx5Gjx5NSEiIJB11wLmlws5VF+/TKpL0Qgt6PzU5pnJiDP6sO5jHD0fyySkqx+l2o1WrCPRTExGsw1+jIb+4HD+1Cj+12rOW4v+qTxXLr9SRI0f4/vvvyc/Px+VyVdo3bdo0H0UlhLhWkydP5umnn2bGjBlV9r3wwgu88MILPPnkk5J4CyFEDWsRFUxIgB/5ZhsAFquTHw4XcEdHM6kyz7teqreJd3BwMNHR0Rfc98knn2Cz2fjwww/x8/Ojbdu27Nq1i9mzZ0viXQecWyos2uBPeqEFNxBt0LE/20xkkI78EitFFjsatYLF7kKtgNPlpEvTUAa2j6ZZoyA+2ZpOnrmcNjEGWkdLzQGA999/nzFjxhAeHk50dDSK8vt4J0VRJPEWog46fPgw991330X3Dxs2jFdffbUGIxJCCAEVS4tpVQoaFdhd4HSB1eG8aIeQqPtUvg7AW1555RXCwsLo1KkTr7/+Og7H78UKNm/ezE033eSptg7Qv39/Dh06xNmzZ30RrrgK59bTzjWXEx+mp4kxAFBAUWgSGkBaq0iMei0alQq1AsH+GhrpdQT4qdlwqIDvD+fzZL9kJt7aigHtYnz9dmqNl156iZdffpnc3Fx27drFzp07PY8dO3b4OjwhxDVISEjg22+/vej+b7/9lvj4+BqMSAghBFTcz7aPCyHAT4Ma0GlU9EwMkw6heqxe9nhPmDCBzp0706hRIzZt2sSUKVPIyclh9uzZAOTm5tKsWbNKrzk37y03N5fQ0NAq57RarVitVs9zs9nsxXcgLuV/519nFlnIOGvhbKmNA9kmzpTaSG3WiFNnyggL8iNAq0KnUXO62EpydDDphRayTGWsP5TvGa4+pndSg59Pc/bsWYYMGeLrMIQQ1WjGjBnce++9rF+/nrS0tEpzvNeuXcuKFSv49NNPfRylEEI0PEa9lqcHtKZHYhiLfsmg1GoHBcxl9gZ/T1pf1Zke78mTJ6MoyiUfBw8eBGDSpEncfPPNtG/fnkcffZQ333yTv//975US56s1a9YsjEaj5yEV2H3LqNfStnHF/Ovicgdu4FhBCcVWJ9vTz3Km1MakW1vy/J/aEuSvIb2wlKP5Jfx0tJBogz8KVBqunllk8en7qQ2GDBnCqlWrfB2GEKIaDRkyhA0bNqDX63nzzTcZPnw4w4cP58033yQgIID169dz1113+TpMIYRokIx6Lc0jg9D7qXG5YMuJM7y17jAmS/UVnRa1R431eJeXl+Pv73/Bfe+9957nW/iLeeKJJxg5cuQlj0lMTLzg9tTUVBwOBydPnqRVq1ZER0eTl5dX6Zhzzy82L3zKlClMmjTJ89xsNkvy7WPnF1krszo5fwWGPLMVN/DFjgz2ZJlxON0E6dSE6LX0bxdNcrSB+DC9p8e7vq/RfSWSkpKYOnUqP//8MykpKVWWEJswYYKPIhNCXI9evXrRq1evKzp248aNdO3aFZ1O5+WohBBCwO9Li2WbyogK9qfot5V7GlqB34bAq4m3y+Xi5ZdfZv78+eTl5XH48GESExOZOnUqCQkJPPjggwDce++9lz1XREQEERER1xTHrl27UKlUREZGAtCzZ0+effZZ7Ha7J7lYvXo1rVq1uuAwcwCdTic3IrXM+UXWzGV2AvzUlJQ7USmQHG1AAYosdqJ+69VWFIXOTUNpHW1osMuFXcqCBQsICgpiw4YNbNiwodI+RVEk8RaiARg4cCC7du266BfZQgghql+QTo2/Vk2pzUFcqHQI1VdeTbxfeuklFi5cyGuvvVZpaa927doxd+5cT+JdnTZv3syWLVvo06cPwcHBbN68mYkTJ3L//fd7kup7772X6dOn8+CDD/L000+zd+9e3nrrLebMmVPt8QjvMFnsFJc7iDb4k3HWghs3fmoVIQEKfhoVA1IqerWTIoNwON1EBOsY0jmWm1pGepLshrhc2KWcOHHC1yEIIXzM7ZZ6ukIIUZMyiyyctTjo3TKC9EIL/dtFS4dQPeXVOd7/+te/WLBgAffddx9qtdqzvUOHDp752NVNp9OxaNEievfuTdu2bXn55ZeZOHEiCxYs8BxjNBpZtWoVJ06coEuXLjzxxBNMmzZNlhKrI84NMV+46SRWhxOtCo7ll2Iqs+NwufHXqgnWaTDqtdzXPR5DgAarzcmOU0W+Dr1OsNlsHDp0qNJKAEIIIYQQovqdW60nv9hKWJAfpVaHzPGup7za452VlUVSUlKV7S6XC7vdOx+ozp078/PPP1/2uPbt2/Pjjz96JQbhXeeGmIfqtfyaaaLEasflduOvUaNSKXSICyH5t6UYsk1l7Mky4XK5yS+xMqBdNKmJYT5+B7WTxWJh/PjxLFy4EMAzNWT8+PE0adKEyZMn+zhCIYQQQoj65VxH0eurDrI7w8SeLDM3twzn8bRW0vNdz3i1x7tNmzYXTG6/+OILOnXq5M1Li3rMoNOiVSv8eKSA9MJSsorKOFNqw+V20z0hlCf7JXv+ULkBpwtsDjdOV8VzcWFTpkxh9+7drF+/vlIhxLS0NBYvXuzDyIQQQggh6i+z1U5hiQ1w43K5OZxXIivu1ENe7fGeNm0aI0aMICsrC5fLxZdffsmhQ4f417/+xbJly7x5aVFPZRRaeGvdYdILSymxOtCoVLjdFRXNVSoFtUpFtqkMqPgjZtBpMPpryDaVER7kRxNjgG/fQC22dOlSFi9eTI8ePVCU32vEt23blmPHjvkwMiFETTm/7QshhKgZsSF6WkYF/3YPq9AyKkgKrNVDXu3xvuOOO/jmm29Ys2YNgYGBTJs2jQMHDvDNN99w6623evPSoh4yWey8te4wPxw+zakzFkqsdorK7Dhc4HADbif7sk3MXnWI8Yt2MGf1YT7cdIJGQX7cmBROlNEfs1XmzFzM6dOnPZX/z1daWnrNN+PvvPMOCQkJ+Pv7k5qaytatWy95/Oeff05ycjL+/v6kpKSwfPnySvtfeOEFkpOTCQwMJDQ0lLS0NLZs2VLlPN9++y2pqakEBAQQGhrK4MGDryl+IRqaKymuJu1aCCGql1Gv5fG0lkzq25LbO0QzoG0MmUUWmetdz3g18Qb4wx/+wOrVq8nPz8disfDTTz/Rr18/b19W1EOZRRZOF1vRqFUUWRzgrjx0vNQGNoeLRoF+5JjKCfRTU2SxExGsw+Z0kxQp3x5eSteuXfn22289z88l2//85z/p2bPnVZ9v8eLFTJo0ieeff54dO3bQoUMH+vfvT35+/gWP37RpE8OGDePBBx9k586dDB48mMGDB7N3717PMS1btmTevHns2bOHn376iYSEBPr168fp06c9xyxZsoQHHniAUaNGsXv3bjZu3HhFSxYKUZ89//zzpKenX/a44uLiSy4lJu1aCCG8w1xm54NNJ/h0yyke+c82nvpiN1O/2kNGoQw5ry8UtxfXDvnll19wuVykpqZW2r5lyxbUajVdu3b11qW9zmw2YzQaMZlMGAwGX4fTIGQUWvjrJ9s5WVhKmd2FMUDN2VIHLkABtGqFbvGNCNCpKSixEh6kIykyiPu6x2O22uv8et3e/sz99NNPDBw4kPvvv5+PP/6YRx55hP3797Np0yY2bNhAly5drup8qampdOvWjXnz5gEVRRXj4uIYP378BQu1DR06lNLS0krTUHr06EHHjh2ZP3/+Ba9x7neyZs0a+vbti8PhICEhwbNc4LWQti1qWk185jp27MjevXvp3bs3Dz74IHfddRc6ne6qz1NX2/X555W2LWqCfN5qTn35XX+9O4sXl+3HandhLnegKOCngv7tYnjxjpQ6fQ9bn1zP582rPd5jx44lIyOjyvasrCzGjh3rzUuLeijbVIa53I5ep8Ffq0JRFCKCtQT5qTH4a2gVFcyzt7Vm4q0t+fs9nZl4a0vG9E4iLkxP28ZG+YN1GTfeeCO7du3C4XCQkpLCqlWriIyMZPPmzVeddNtsNrZv305aWppnm0qlIi0tjc2bN1/wNZs3b650PED//v0verzNZmPBggUYjUY6dOgAwI4dO8jKykKlUtGpUydiYmIYOHBgpd41IRqiXbt28csvv9C2bVsee+wxoqOjGTNmDL/88ssVn0PatRBCeE+n2FBC9RXLiQG43WB1wrHTUmitvvBq4r1//346d+5cZXunTp3Yv3+/Ny8t6iE3FTd5/ho1wf4aoowBpLWOpktCKI/cnMg/7utCmyZG2jY2SrJ9jZo3b87777/P1q1b2b9/P//5z39ISUm56vMUFBTgdDqJioqqtD0qKorc3NwLviY3N/eKjl+2bBlBQUH4+/szZ84cVq9eTXh4OADHjx8HKuaMPvfccyxbtozQ0FBuvvlmzpw5c8HrWq1WzGZzpYcQ9VGnTp14++23yc7O5oMPPiAzM5MbbriB9u3b89Zbb2EymS75+rrUrkHathDecDU1Hvbt28ddd91FQkICiqIwd+7cKsfMmjWLbt26ERwcTGRkJIMHD+bQoUNefAe1V1yYnhcHtSM4oPK9a765HEWW5akXvJp463Q68vLyqmzPyclBo/FqQXVRz5wrLtEzsRGxoQHc0DyM5uGB5BVbaR1j4L7uCcSFyfzt63Hq1KlLPmqLPn36sGvXLjZt2sSAAQO4++67PfNLXS4XAM8++yx33XUXXbp04aOPPkJRFD7//PMLnm/WrFkYjUbPIy4ursbeixC+4Ha7sdvt2Gw23G43oaGhzJs3j7i4OJ8tHVjd7RqkbQtR3a62xoPFYiExMZFXXnmF6OjoCx6zYcMGxo4dy88//8zq1aux2+3069eP0tJSb76VWisoQEN8I32lBM1qd/HhphNSaK0e8Gri3a9fP6ZMmVLpW/SioiKeeeYZqWouLslksbMv24TJYsdksfPuhqMs3HQSnUbF6BubEezvh8XmJESv5b7u8dKzXQ0SEhJo1qzZRR9XIzw8HLVaXeWLt7y8vIv+4xsdHX1FxwcGBpKUlESPHj344IMP0Gg0fPDBBwDExMQA0KZNG8/xOp2OxMTEi355cO5v1LnHhabHCFEfbN++nXHjxhETE8PEiRPp1KkTBw4cYMOGDRw5coSXX36ZCRMmXPT1daldg7RtIarb7Nmzefjhhxk1ahRt2rRh/vz56PV6Pvzwwwse361bN15//XXuueeei9aUWLFiBSNHjqRt27Z06NCBjz/+mFOnTrF9+3ZvvpVaKzZET+emoUQZ/FH9tqCMWq3idLFVhpvXA15NvN944w0yMjKIj4+nT58+9OnTh2bNmpGbm8ubb77pzUuLOuxcoj1n9WGmfrWHJTszOJBjRqtWyDhbRqnNQa65nLhQPaVWpywRVk127tzJjh07PI8tW7Ywf/58WrZseclepQvx8/OjS5curF271rPN5XKxdu3ai1ZI79mzZ6XjAVavXn3Ziuoulwur1QpAly5d0Ol0lYap2e12Tp48SXx8/AVfr9PpMBgMlR5C1DcpKSn06NGDEydO8MEHH5CRkcErr7xCUlKS55hhw4ZVqiT+v+pSuwZp20JUp2up8XAtznXWNWrUqNrOWZecW1bs/3onEhboh16jUG53YgzQyso89YBXx3s3adKEX3/9lU8++YTdu3cTEBDAqFGjGDZsGFqt9FCKC8sssnAgx8zJ06XkFpex+VhBxfxuRaFxSABJ4UHEh+lJL7QQH6aXP0TV5Fwho/N17dqVxo0b8/rrr3PnnXde1fkmTZrEiBEj6Nq1K927d2fu3LmUlpYyatQoAIYPH06TJk2YNWsWAI899hi9e/fmzTff5LbbbmPRokVs27aNBQsWABXrib/88ssMGjSImJgYCgoKeOedd8jKymLIkCEAGAwGHn30UZ5//nni4uKIj4/n9ddfB/AcI0RDdPfddzN69GiaNGly0WPCw8M9w7ovRtq1EHXXuS+zrmVFg0vVeDh48GC1xOdyuXj88ce54YYbaNeu3UWPs1qtnvcC1Lv6DUa9lrhGerQaFUa9Hw6Xm7TWUTK6sx7w+kTrwMBA/u///s/blxH1iEGnJfNsGRlFZbjdYC53oNOo6NQ0FK1ahVuBMb2TyCyy1PklwuqCVq1aXVXl43OGDh3K6dOnmTZtGrm5uXTs2JEVK1Z4/tE+deoUKtXvg2569erFp59+ynPPPcczzzxDixYtWLp0qecfX7VazcGDB1m4cCEFBQWEhYXRrVs3fvzxR9q2bes5z+uvv45Go+GBBx6grKyM1NRU1q1bR2ho6HX+JoSou6ZOnVot55F2LUTdsnr1aubMmcPmzZs9CarBYKBnz55MmjSpyqoDvjR27Fj27t3LTz/9dMnjZs2axfTp02soqppnstjZeKQAFVBkdRCq17LzVBG9W0bKPW8d59V1vAGOHDnC999/T35+fpVv0qdNm+bNS3tVfVkzsDbal21i2tJ97Ms2Ue5woQDGAA1tGxuJCfHnsVtaNshCat7+zP3vN8Zut5ucnBxeeOEFDh48yK5du6r9mrWRtG1R02riM3fXXXfRvXt3nn766UrbX3vtNX755Zernk5SF0nbFjWpNnzeFi5cyEMPPcRf/vIX+vfv7/mCLC8vj1WrVvHFF1/wwQcf8MADD1z2XDabDb1ezxdffMHgwYM920eMGEFRURFfffXVJV+fkJDA448/zuOPP37B/ePGjeOrr77ihx9+uGxdmQv1eMfFxdWbtr0v28S8dUfB7WbryTN0iguhzO5iQt8WpCaG+Tq8Bu962rZXe7zff/99xowZQ3h4ONHR0SiK4tmnKEqdTryFd5gsdo7mlwAu3LhRgEA/NSEBWuwOJxlnLHy48TiPp7WSb/2qWUhISKU2ChXJd1xcHIsWLfJRVEKI6vDDDz/wwgsvVNk+cOBAqbkiRD318ssvM3fuXMaOHVtl38iRI7nxxhuZMWPGFSXe59d4OJd4n6vxMG7cuGuO0e12M378eP7f//t/rF+//oqKuep0umsaLl9XxIboiQ/TczS/hMbGAI7kl6BSqVixN4fkaIPc/9ZhXk28X3rpJV5++eUq37ALcSEmi51XV+xn2a+5lJQ7cAM6DZTanJSdKSPLVE5ksI78Yhv928XQQ771q1bff/99pecqlYqIiAiSkpJk+T8h6riSkhL8/PyqbNdqtfVufqQQosKpU6cuOZS8b9++PPHEE1d8vqut8WCz2di/f7/n56ysLHbt2kVQUJCnsOPYsWP59NNP+eqrrwgODiY3NxcAo9FIQEDANb3vus6o13qmVOaYynn/h2M00vuRcbaMzCILRr3R1yGKa+TVu+mzZ89K4RNxxTKLLOzLLsZqd3JuUoLVAW4ABexON2U2J34aFcolziOuTe/evX0dghDCS1JSUli8eHGVkWaLFi2qtEyXEKL+aNu2LR988AGvvfbaBfd/+OGHV9X+r7bGQ3Z2Np06dfI8f+ONN3jjjTfo3bs369evB+Ddd98F4Oabb650rY8++oiRI0decWz1jVGvxag3orjhrMXOiYJSGocEYNBJb3dd5tXEe8iQIaxatYpHH33Um5cR9UBGoYU9mSbiG+k5kl8CTifq37JrtxtcbtCoIMrgT+emobip6CGX4TbV5+uvv77iYwcNGuTFSIQQ1W3q1KnceeedHDt2jFtuuQWAtWvX8tlnnzWI+d1CNERvvvkmf/rTn1ixYgVpaWmV5nivXbuW48eP8+23317VOceNG3fRoeXnkulzEhISuFwpKS+XmqrTTBY78384Rr65nEA/NXo/tSyhW8d5NfFOSkpi6tSp/Pzzz6SkpFRZQmzChAnevLyoIzIKLfz1k+1km8oI1fvRIiKQ9EILajW43AplNifgpnPTUIZ1a8rmEwX8fe0RWkYFyVzvajR48GAURanyj+D/blMUBafTWdPhCSGuw+23387SpUuZOXMmX3zxBQEBAbRv3541a9bIaBch6qmbb76ZvXv38u677/Lzzz97hnFHR0czcOBAHn30URISEnwbpLioA7lmdp4qwmJzYi53oCgKJWUO9mWbZFWfOsqrifeCBQsICgpiw4YNbNiwodI+RVEk8RYAbDxWwLGCUhTgREEpAX5qIoJ1+GtU6HUaQgO07MspxumG1Qfz2JVhQgGyTeUy17sarVq1iqeffpqZM2fSs2dPADZv3sxzzz3HzJkzufXWW30coRDietx2223cdtttvg5DCFGDEhISePXVV6/o2M8++4xBgwYRGBjo5ajElVAAl9uNolT8fLq4nImf76JlZDDJMcGM6Z0kyXcd49XE+8SJE948vagnIoJ1aFUKZXZnxXxut5vsojJiQ/V0jjJwsrAUf62KpIhAjp4uxeFyoVVVjEOXud7V5/HHH2f+/PnceOONnm39+/dHr9fzf//3fxw4cMCH0QkhqoPNZrvg8p5Nmzb1UURCiNrikUceITU1lcTERF+HIoDkaAO9mofxze4cnG43TidkF5WjUSlo1IoUWquDpFSx8Lmu8Y24uVUEK/fl4HaDxeaiSUgAIf4a+rSOBODrXVnkFVtpE2Og+W9D0VtGBZMcXffXa6wtjh07RkhISJXtRqORkydP1ng8Qojqc+TIEUaPHs2mTZsqbXe73TJ9RAgByHzr2sao13JXlzi2pZ/hZEEZ5/7vFJbY0MepiQ3R+zQ+cfW8nnhnZmby9ddfc+rUKWw2W6V9s2fP9vblRR0RoFXjcIGfWsHudGO22dCUKaw7kIdOo8ZicxKi1zL6hmYYArRkFllkfks169atG5MmTeLf//53pQIsTz75JN27d/dxdEKI6zFy5Eg0Gg3Lli0jJiYGRZHxQkIIUdu1jjbQMzGcguJsSq1OFKXiXjm90MLBHDOpzWW6ZV3i1cR77dq1DBo0iMTERA4ePEi7du04efIkbrebzp07e/PSoo4wWey8uGw/y37NxuECB+6K4eMuhZTGRtILLQC0jAom11yO2WonLkwvQ2u84MMPP+TPf/4zTZs2JS4uDoCMjAxatGjB0qVLfRucEOK67Nq1i+3bt5OcnOzrUIQQQlwho17L0wNa07NZGP/86TjHCkowlzv4NdPEI//ZxqcP9aBNE7knriu8mnhPmTKFv/3tb0yfPp3g4GCWLFlCZGQk9913HwMGDPDmpUUtl1FoYWfmWRQXbDicT7nj9/mGbsDqcLHt1FlubhmOTqMh11xOfJhehtV4UVJSEr/++iurV6/m4MGDALRu3Zq0tDTpHROijmvTpg0FBQW+DkMIIcRVMuq1JEYFEWHwJ9tUTom1YgSxuczBiv05knjXIV5NvA8cOMBnn31WcSGNhrKyMoKCgpgxYwZ33HEHY8aM8eblRS21P8vE4//dRZHFhr9Gjc3hRAWcX+qnUZAfcSEB3NExluRogwwtryGKotCvXz9uuukmdDqdJNxC1BOvvvoqTz31FDNnzrzg8p4Gg9TLEEKI2io2RE9SZBDphaWcLvlt6q4CTQwBvg1MXBWVN08eGBjomdcdExPDsWPHPPvkm/eGyWSxM3vNIdILS7HanWQVlVFqc6I+75OoViAmWEen+FCSow0Y9VraNjZK0u1lLpeLF198kSZNmhAUFORZlWDq1Kl88MEHPo5OCHE90tLS+Pnnn+nbty+RkZGEhoYSGhpKSEgIoaGhvg5PCFELxMfHV/lSTtQORr2W+7rH0zgkAJ1awU8DUcE6EiKCfB2auApe7fHu0aMHP/30E61bt+aPf/wjTzzxBHv27OHLL7+kR48e3ry0qKUyiyyYy+xo1SqKy524ADXgcINGqVhazOp00bdtFPd1T5Bkuwa99NJLLFy4kNdee42HH37Ys71du3bMnTuXBx980IfRCSGux/fff+/rEIQQtdzevXt9HYK4hCxTGeU2J/HhgRSWWOnWrBGNjQHsyzbJqNA6wquJ9+zZsykpKQFg+vTplJSUsHjxYlq0aCEVzRsoxQ3HC0opsznRqAAFbL+tYuMGyh0u4sP03J7SRP6A1LB//etfLFiwgL59+/Loo496tnfo0MEz51sIUTf17t3b1yEIIWpQaGjoFU8XO3PmjJejEdfLZLGzcm8u+SVWnC64ISmcR29qzidb00kvtBAfpmdM7yS5d67lvJp4JyYmen4ODAxk/vz53rycqAN+zS6iuNwBgMMFIXoNxVYHOrUKY4Afd3WJZUiXOOLCpIhaTcvKyiIpKanKdpfLhd1u90FEQojq9OOPP/Lee+9x/PhxPv/8c5o0acK///1vmjVrxo033ujr8IQQ1Wju3LmenwsLC3nppZfo378/PXv2BGDz5s2sXLmSqVOn+ihCcTUyiyzkmsvplRjGyUIL96XG41YgvdBCtMGf9EILmUUWWfWnlvPqHO/ExEQKCwurbC8qKqqUlIv6z2Sxsy/bRJnVhcPpxumu6OGOMgTQKzGCtk1C6Nc2mgdvTJSk20fatGnDjz/+WGX7F198QadOnXwQkRCiuixZsoT+/fsTEBDAjh07sFqtAJhMJmbOnOnj6IQQ1W3EiBGex8aNG5kxYwafffYZEyZMYMKECXz22WfMmDGDDRs2+DpUcQViQ/TEh+k5Y7GTEmuksTGAvKJytGqFjLMWWfmnjvBqj/fJkydxOp1VtlutVrKysrx5aVGLZBRaeGvdYU4XWzmeX4LTXbHdDTQODeCJtJYcLSihU2yoDJHxoWnTpjFixAiysrJwuVx8+eWXHDp0iH/9618sW7bM1+EJIa7DSy+9xPz58xk+fDiLFi3ybL/hhht46aWXfBiZEMLbVq5cyauvvlpl+4ABA5g8ebIPIhJXy6jXMqZ3EplFFhQ3zFx+gG2nCnE63XRqGsp93ePlHroO8Eri/fXXX3t+XrlyJUbj78MenE4na9euJSEhwRuXFrWMyWLnrXWH+eHwaTRqFXmmcs8+BYg1+vPmmsM4nW72Z5tlfooP3XHHHXzzzTfMmDGDwMBApk2bRufOnfnmm2+49dZbfR2eEOI6HDp0iJtuuqnKdqPRSFFRUc0HJISoMWFhYXz11Vc88cQTlbZ/9dVXhIWF+SgqcbUq7o/1TP1qD2sP5npqJG08Wsih/GIZMVoHeCXxHjx4MFCxJvCIESMq7dNqtSQkJPDmm29649KilsksslBQbMPpdHOmtBy3+/d9Oo3Cqv15FJTaMOg0nuNlfkrNczgczJw5k9GjR7N69WpfhyOEqGbR0dEcPXq0ypfeP/30k0z9EqKemz59Og899BDr168nNTUVgC1btrBixQref/99H0cnrkZmkYU8s5Xzbqcpd7j4NeMsaa2jfBaXuDJemePtcrlwuVw0bdqU/Px8z3OXy4XVauXQoUP86U9/8salRS0TG6LHEKDBYneiVatQFNCqFPy1KlpFB3PWUrHO+9kyO243Mj/FRzQaDa+99hoOh8PXoQghvODhhx/mscceY8uWLSiKQnZ2Np988gl/+9vfGDNmjK/DE0J40ciRI9m4cSMGg4Evv/ySL7/8EoPBwE8//cTIkSN9HZ64CrEhetrEGPBXV07hzBa5f6sLvDrH+8SJE1W2FRUVERIS4s3LilrEqNdyR8cmbEs/i83hxOV2kxgehF6npm9yJCcLLFgdTnRaNXd1kSXEfKlv375s2LBBpoEIUQ9NnjwZl8tF3759sVgs3HTTTeh0Ov72t78xfvx4X4cnhPCy1NRUPvnkE1+HIa6TUa/l8bSWOF0u/vXzKaBi6mbTcL2s510HeDXxfvXVV0lISGDo0KEADBkyhCVLlhATE8Py5cvp0KGDNy8vaomu8Y3o0zKSNQdycbnheEEJzSOCuLllJJlny9iXbaZtYwO9W0b6OtQGbeDAgUyePJk9e/bQpUsXAgMDK+0fNGiQjyITQlwvRVF49tlnefLJJzl69CglJSW0adOGoKAgX4cmhPCyHTt2oNVqSUlJASrmdn/00Ue0adOGF154AT8/Px9HKK5WUZkdnVrB5XYTovdjV0YRv5w8K+t513JeTbznz5/v+XZt9erVrFmzhhUrVvDf//6XJ598klWrVnnz8qIWMFnsZBZZ6NM6kl9OFlJkseNyuzlbaqPY6uDpAa3JLLLIN3S1wF//+lcAZs+eXWWfoigXXKFACFG3+Pn50aZNG1+HIYSoQY888giTJ08mJSWF48ePM3ToUO68804+//xzLBZLpTW/Re2XWWTBVGYnyF+DudyBv1aFqcxOk5AA9mSaOJBrpkeiFM2rjbyaeOfm5hIXFwfAsmXLuPvuu+nXrx8JCQme4g7ekJCQQHp6eqVts2bN8iyZcPLkSZo1a1bldZs3b6ZHjx5ei6uhMVnsvLvhKOmFFgL9NOSYyrA63SiASqXgpmLIjBRTqx1cLpevQxBCeEmfPn1QFOWi+9etW1eD0QghatLhw4fp2LEjAJ9//jm9e/fm008/ZePGjdxzzz2SeNcxsSF6IoJ1qFUK8Y30RBn8MQZo2Xz8DOBm5d5cWkcbpEOrFvJq4h0aGkpGRgZxcXGsWLHCs1ao2+32eu/ZjBkzePjhhz3Pg4ODqxyzZs0a2rZt63kuSypUr8wiC+mFFqIN/mw9eQab041aAZcb4sMCaB1t8HWIDV6jRo04fPgw4eHhjB49mrfeeuuCbUUIUbedu+k+x263s2vXLvbu3Vtl9REhRP3idrs9X66vWbPGU+A4Li6OgoICX4YmroFRr+WxW1oCUGSxExeqp2kjPXmmcpIig8g1l8sqQbWUVxPvO++8k3vvvZcWLVpQWFjIwIEDAdi5cydJSUnevDTBwcFER0df8piwsLDLHiOuXWyInvgwPemFFpqGBpBxxoKiONGoVAzrFi/fxNUCNpsNs9lMeHg4Cxcu5NVXX5XEW4h6aM6cORfc/sILL1BSUlLD0QghalLXrl156aWXSEtLY8OGDbz77rtARRHkqChZgqouigvTM/W2thzMNbNibw4bjxVQbHWwK9NEh1ijrBJUS3k18Z4zZw4JCQlkZGTw2muveYq45OTkeOaTessrr7zCiy++SNOmTbn33nuZOHEiGk3ltzto0CDKy8tp2bIlTz31lBSPqmZGvZYxvZM4kGum1OogyF/D4fwS2sUYuUkKqdUKPXv2ZPDgwXTp0gW3282ECRMICAi44LEffvhhDUcnhPC2+++/n+7du/PGG2/4OhQhhJfMnTuX++67j6VLl/Lss896Or+++OILevXq5ePoxLUy6rUE+WvINVsJDfBj87ECHC435XYn5jK7dHDVQl5NvLVaLX/729+qbJ84caI3L8uECRPo3LkzjRo1YtOmTUyZMoWcnBxP0aigoCDefPNNbrjhBlQqFUuWLGHw4MEsXbr0osm31WrFarV6npvNZq++h/rCXGbni+0Zvw2FCeCZga1JlnkntcZ//vMf5syZw7Fjx1AUBZPJRHl5ua/DEkLUkM2bN+Pv7+/rMIQQXtS+fXv27NlTZfvrr7+OWq32QUSiupwbXbruQD6ltorpBMdPl7JsdzZjbvHu6GJx9ao98f76668ZOHAgWq2Wr7/++pLHXk0P8+TJk3n11VcvecyBAwdITk5m0qRJnm3t27fHz8+PRx55hFmzZqHT6QgPD690TLdu3cjOzub111+/aEyzZs1i+vTpVxyvqCiu9ta6w/x4pICIYB0AQf4aSbprkaioKF555RUAmjVrxr///W+pdSBEPXTnnXdWeu52u8nJyWHbtm1MnTrVR1EJIWrStm3bOHDgAACtW7ema9euPo5IXK9zo0vzi8s5nF8xbcgNnC23+TYwcUHVnngPHjyY3NxcIiMjGTx48EWPu9rliZ544glGjhx5yWMSExMvuD01NRWHw8HJkydp1arVRY9ZvXr1Rc89ZcqUSsm62Wz2VGwXlZ1bQqy43EGRxU5kkI78YivJ0cEy56QWO3HixBUdl5KSwvLly+XzL0QdYjRWLrKjUqlo1aoVM2bMoF+/fj6KSghREzIzMxk2bBgbN24kJCQEgKKiInr16sWiRYuIjY31bYDiuhj1Wh66IZH1h05jLrNjCNAyuEMTX4clLqDaE+/zlySqzuWJIiIiiIiIuKbX7tq1C5VKRWTkxecV79q1i5iYmIvu1+l06HS6a7p+Q3L+EmLRBn8ig3UUl9lJbdaIx25pKb3d9cDJkyex2+2+DkMIcRU++ugjX4cghPCRhx56CLvdzoEDBzwdUIcOHWLUqFE89NBDrFixwscRiuvVpomR/4xOZeW+XBIjgwj217Iv20RsiF7uvWsRla8DqG6bN29m7ty57N69m+PHj/PJJ58wceJE7r//fkJDQwFYuHAhn332GQcPHuTgwYPMnDmTDz/8kPHjx/s4+rrNZLGz4Ug+R/NLiDb4k3HWQonVgUatIizQD0OANPyG5p133iEhIQF/f39SU1PZunXrJY///PPPSU5Oxt/f39Ozfr4XXniB5ORkAgMDCQ0NJS0tjS1btlzwXFarlY4dO6IoCrt27aqutySEQNq2EHXJuUrm54/6bNWqFX//+9/54YcffBiZqE5NQvWYy+18uiWdMZ9u57UVB3nx231kFFp8HZr4TbX3eL/99ttXfOyECROq+/LodDoWLVrECy+8gNVqpVmzZkycOLHSMHGAF198kfT0dDQaDcnJySxevJi//OUv1R5PQ3Gup/tofgkFJRVF6EL0WoosdlpGBcuagg3Q4sWLmTRpEvPnzyc1NZW5c+fSv39/Dh06dMHRJ5s2bWLYsGHMmjWLP/3pT3z66acMHjyYHTt20K5dOwBatmzJvHnzSExMpKysjDlz5tCvXz+OHj1aZUTMU089RePGjdm9e3eNvF8harPQ0FAURbmiY8+cOXPJ/dK2hahb4uLiLjhSzel00rhxYx9EJLzhQK6Z9YcLsFgdFFlsFAXr2JNlwuZw8eIdKdLzXQsobrfbXZ0nbNasWaXnp0+fxmKxVJpTotfriYyM5Pjx49V56RplNpsxGo2YTCYMBoOvw/G5n48X8ve1R4gP05NfbGVQx8Z0ig3lk63ppBdaiA/TM6Z3kjT661BbPnPBwcHs3r37ojUVzklNTaVbt27MmzcPqJh6EhcXx/jx45k8eXKV44cOHUppaSnLli3zbOvRowcdO3Zk/vz5F7zGud/JmjVr6Nu3r2f7d999x6RJk1iyZAlt27Zl586ddOzY8YreX235PYuGoyY+c7Nnz+all16if//+9OzZE6gYIbZy5UqmTp1Ko0aNPMeOGDHikueSti3E5dWmz9tXX33FzJkzeeeddzwF1bZt28b48eN5+umnL1mTqS6oTb9rX9pyvJCnvthNQYmNUpsTBdBrVYQH+/PqX9rTI1GK51aH6/m8VXuP9/kFmj799FP+8Y9/8MEHH1SaU/Lwww/zyCOPVPelhY+YLHZW7s0l21RG5tkykiIDOVNcUU1xTO8kMossMsekgbHZbGzfvp0pU6Z4tqlUKtLS0ti8efMFX7N58+YqI1P69+/P0qVLL3qNBQsWYDQa6dChg2d7Xl4eDz/8MEuXLkWvl2J+QgBs3LiRGTNmMG7cOM+2CRMmMG/ePNasWXPRdva/pG0LUfeMHDkSi8VCamoqGk3Frb/D4UCj0TB69GhGjx7tOfZyI15E7ZUcbaBNYyNrD+SiUFHd3Op04XS5ubLxTsLbvLqO99SpU/niiy+qzCmZM2cOf/nLX7jvvvu8eXlRQzKLLJwoKCUySMfR0yVsPlbIxqMF/HtLOvenxpPWOkqS7gamoKAAp9NJVFRUpe1RUVEcPHjwgq/Jzc294PG5ubmVti1btox77rkHi8VCTEwMq1evJjw8HKhYImnkyJE8+uijdO3alZMnT142VqvVitVq9Tw3m81X8haFqFNWrlx5wSU5BwwYcMFe6ouRti1E3TN37lxfhyBqgFGvZWC7aH48nI/NWVHg2uGC5pGBJEc33JEAtYlXE++cnBwcDkeV7U6nk7y8PG9eWtQgxQ37c0ycLbVXfKumVHzLdvx0KW+sPMiSnZm8e28X4sKkh6I+eO+996rcRNekPn36sGvXLgoKCnj//fe5++672bJlC5GRkfz973+nuLi4Um/c5cyaNYvp06d7MWIhfC8sLIyvvvqKJ554otL2r776irCw2jH8UNq2EN5xuekj57zyyisUFRV5poeKusVksfPz8UIcjsqrSg1sGy0dYLWEVxPvvn378sgjj/DPf/6Tzp07A7B9+3bGjBlDWlqaNy8tatDRghJcbjc6jYoSm7Mi6/6N0+3m+OlSNh4/zT1h8b4LUlzQtRRDvPfeey97bHh4OGq1usoXbHl5eURHR1/wNdHR0Vd0fGBgIElJSSQlJdGjRw9atGjBBx98wJQpU1i3bh2bN2+usvRf165due+++1i4cGGV606ZMqXSMFiz2SxrlIt6Z/r06Tz00EOsX7+e1NRUALZs2cKKFSt4//33r/g80raFqL9mzpzJ3XffLYl3HZVZZCG90IJKrYLzlnTeeLyAgSmNJfmuBbyaeH/44YeMGDGCrl27otVW/M92OBz079+ff/7zn968tKhBnWJDCdZpKSyxoAIUBdQqBYfTjRs3WrVCZKC/r8MUFzBnzpwrOk5RlKtahcDPz48uXbqwdu1aT9EWl8vF2rVrK80xPV/Pnj1Zu3Ytjz/+uGfb6tWrPYWgLsblcnmGk7799tu89NJLnn3Z2dn079+fxYsXe5KN/6XT6arczAtR34wcOZLWrVvz9ttv8+WXXwLQunVrfvrpp4u2jQuRti1E/VXN9ZZFDYsN0RMfpmfnqd/n6auArDMW3t1wVIoc1wJeTbwjIiJYvnw5R44c4cCBAwAkJyfTsmVLb15W1DBDgJYYoz8nCi24qRh63rGJkVxTGYH+WrrFN6JLQqPLnkfUvPOLIVa3SZMmeb546969O3PnzqW0tJRRo0YBMHz4cJo0acKsWbMAeOyxx+jduzdvvvkmt912G4sWLWLbtm0sWLAAgNLSUl5++WUGDRpETEwMBQUFvPPOO2RlZTFkyBAAmjZtWimGoKAgAJo3b05sbKzX3qsQdUFqaiqffPLJdZ9H2rYQQtQ+Rr2WQR2bcCjHTKnNyckzFrQqBbsTjuaXyLK+tYBXE+9zWrRoQYsWLS6632AwsGvXrssuTyRqp23pZ9iXY6q0zeFy0a9tNAPaxZAcbZBv2BqgoUOHcvr0aaZNm0Zubi4dO3ZkxYoVnvnhp06dQqVSeY7v1asXn376Kc899xzPPPMMLVq0YOnSpZ51ftVqNQcPHmThwoUUFBQQFhZGt27d+PHHH2nbtq1P3qMQdcmxY8f46KOPOH78OHPnziUyMpLvvvuOpk2bXlUbkrYthBC1UxNjAE4gv8SKVqUQrNNw8oyFJqEBxIZIrSVfq/Z1vK/Fla4LXJvImoEVTBY7U7/aw3d7crD/Np1Eq1YYc3MiD97QXBLualQTn7nMzEy+/vprTp06hc1mq7Rv9uzZXrlmbSNtW9S0mvjMbdiwgYEDB3LDDTfwww8/cODAARITE3nllVfYtm0bX3zxhVeuW5tI2xY1qS5+3uri/TjUzd+1t+zLNjFn9WHsDidbT5z1VDdvHhnEB8O7SaHjalCr1vEWDUtmkQWLzUlsiJ4TZywABOk0DGgTI0l3HbN27VoGDRpEYmIiBw8epF27dpw8eRK32+0pjiiEqJsmT57MSy+9xKRJkwgODvZsv+WWW5g3b54PIxNCCFFdYkP0xIXqWbU/F4fLhRvw16o4XWzlmz1Z3Nc9Qe7PfUh1+UOEuLjYED1JkUE0CtIRoFEI9FPhxs2x0yW+Dk1cpSlTpvC3v/2NPXv24O/vz5IlS8jIyKB3796eeZZCiLppz549/PnPf66yPTIykoKCAh9EJISobf7whz8QEBDg6zDEdTDqtfRvF01saADxjQJRKQpOlxuVAmv35zN3zWFMFruvw2ywJPEW18Wo13Jf93i6xoegUhQsNhdFFgezVx8mo9Di6/DEVThw4ADDhw8HQKPRUFZWRlBQEDNmzODVV1/1cXRCiOsREhJCTk5Ole07d+6kSZMmPohICFFTPv744wtudzgcTJkyxfN8+fLlxMTE1FBUwltaRxvo1DSUhIhA0lpHMqxrHP4aNdlFZaw7mM/BXLOvQ2ywakXirSiKr0MQ1yij0MJb6w6z7eQZnK6KcgEaBYrK7OzMPOvj6MTVCAwM9MzrjomJ4dixY5590iMmRN12zz338PTTT5Obm4uiKLhcLjZu3Mjf/vY3zxduQoj6acKECQwZMoSzZ3+/Lzt06BCpqal89tlnPoxMeINRr2VM7yQm3tqSZ//YhviIIIrL7RSV2Smy2CixOnwdYoNVKxLvWlDfTVwlk8XOluOFvLx8P+sO5lNicxKi1+KvVaHVqIgNCaBTbKivwxRXoUePHvz0008A/PGPf+SJJ57g5ZdfZvTo0fTo0cPH0QkhrsfMmTNJTk4mLi6OkpIS2rRpw0033USvXr147rnnfB2eEMKLdu7cSWZmJikpKaxevZp33nmHzp07k5yczO7du30dnvACo15LbIieT7ams2JvLm5FweCvxaj3I1AnJb58pVb85r/77jsZ6laHmCx23t1wlJ2nijiQY8btdpNxtoybWoQzMCWGcpuTXs3DpXJiHTN79mxKSirm5k+fPp2SkhIWL15MixYtGkxFcyHqI7fbTW5uLm+//TbTpk1jz549lJSU0KlTp0su9SmEqB+aN2/Oxo0befzxxxkwYABqtZqFCxcybNgwX4cmvCizyEJ6oYWkiEByTWWE6P3o3DSE1tENu/K7L1V74j1p0qQrPvbczfyNN95Y3WEILzBZ7GQWWSgpd5BeaKGRXovN4USrURHsp+buLnHc0ibK12GKa3T+8iGBgYHMnz/fh9EIIaqL2+0mKSmJffv20aJFC+Li4nwdkhCihn377bcsWrSInj17cvjwYT744AN69+5N48aNfR2a8JLYED3xYXrSCy3cmBRBSpyBGxIjpKq5D1V74r1z584rOk7mddct53q5D+RUFGSICNKRYyoHFMqsTvzUKqKN/r4NUlyXxMREfvnlF8LCwiptLyoqonPnzhw/ftxHkQkhrodKpaJFixYUFhZKD7cQDdAjjzzCwoULefnll5k0aRJ5eXmMHj2alJQU3n33Xe6++25fhyi84Nxc74O5ZlbszWHDoQJOFlgY0ztJkm8fqfY53t9///0VPdatW1fdlxZelFlk4UCOmf3ZZn4+XsiujCKSIgIBN2q1gsXm5Ncsk6/DFNfh5MmTOJ3OKtutVitZWVk+iEgIUV1eeeUVnnzySfbu3evrUIQQNWzjxo1s2bKFJ554AkVRiI6OZvny5cyYMYPRo0df1bneeecdEhIS8Pf3JzU1la1bt1702H379nHXXXeRkJCAoijMnTv3us8pro5RryXIX0Ou2UqoXsvO9LN8tzdHlhTzkVoxx1vUfgadlnK7E1OZHX+tmqIyOwrgAhxONxo1BGrVvg5TXIOvv/7a8/PKlSsxGo2e506nk7Vr15KQkOCDyIQQ1WX48OFYLBY6dOiAn59flbV6z5w546PIhBDetn37dnQ6XZXtY8eOJS0t7YrPs3jxYiZNmsT8+fNJTU1l7ty59O/fn0OHDhEZGVnleIvFQmJiIkOGDGHixInVck5x9WJD9EQbdKw9eBqTxca7649xKLeYx9NaSs93DfN64r1t2zb++9//curUKc9SRed8+eWX3r68qAYmi51PtqbjcLhxAxabA53Gj+TGBiKD/Cl3OPDXaIiQoeZ10uDBg4GK6R8jRoyotE+r1ZKQkMCbb77pg8iEENXlYj1NQoj670JJ9zmtWrW64vPMnj2bhx9+mFGjRgEwf/58vv32Wz788EMmT55c5fhu3brRrVs3gAvuv5Zziqtn1GsZ0C6GHaeKfltJys3hvGIyiywY9cbLvl5UH68m3osWLWL48OH079+fVatW0a9fPw4fPkxeXh5//vOfvXlpUY0yiywczS/hdKkVu9ONCnDjRu+noXN8CHnmctrEGKRKYh3lcrkAaNasGb/88gvh4eE+jkgIUR0mTZrEiy++SGBgIM2aNaNXr15oNDLQTYiG6IsvvrhoR9iOHTsu+3qbzcb27duZMmWKZ5tKpSItLY3NmzdfU0zXek6r1YrVavU8N5vN13T9hiQ52kDnpiGsP1wAuGkZFUxsiKw+VNO8uo73zJkzmTNnDt988w1+fn689dZbHDx4kLvvvpumTZt689KimpgsdorLHWjUKnKKyoCK4eWFJXaWbM/AYnMS10jP6BsSZbhKHXfixAlJuoWoR/7+9797lgjs06ePDCcXooF6++23GTVqFFFRUezcuZPu3bsTFhbG8ePHGThw4BWdo6CgAKfTSVRU5dVroqKiyM3Nvaa4rvWcs2bNwmg0eh6yUsPlGfVaRt+QyCO9mzH1j20YfUMzMossMte7hnn1q+9jx45x2223AeDn50dpaSmKojBx4kRuueUWpk+f7s3Li+t0rpJ5eqEF3G40agW7yw2AGzhRUErf1tHkmssxW6Xh1gdr165l7dq15Ofne3rCz/nwww99FJUQ4lokJCTw9ttv069fP9xuN5s3byY0NPSCx9500001HJ0Qoqb84x//YMGCBQwbNoyPP/6Yp556isTERKZNm1Ynv5CbMmVKpeWLzWazJN+XcW7aaHqhhWiDjh+PFpBrLic+TC9VzmuQVxPv0NBQiouLAWjSpAl79+4lJSWFoqIiLBaLNy8tqkFmkeW3BupPxlkL8WGBHMwt8eyPNuo8jVaGq9R906dPZ8aMGXTt2pWYmBhZ8k+IOu7111/n0UcfZdasWSiKctEpXoqiXHBFAyFE/XDq1Cl69eoFQEBAgOfe/IEHHqBHjx7MmzfvsucIDw9HrVaTl5dXaXteXh7R0dHXFNe1nlOn011y3rqo6vx7+v05JsodLtrFGEgvtMhc7xrk1cT7pptuYvXq1aSkpDBkyBAee+wx1q1bx+rVq+nbt683Ly2qQWyInvgwPUfzSwjRaxnWLZnpy/ZRUGwltpGeF25Pwa1UHCfflNV98+fP5+OPP+aBBx7wdShCiGowePBgBg8eTElJCQaDQaoEC9FARUdHc+bMGeLj42natCk///wzHTp04MSJE78V27o8Pz8/unTpwtq1az1FWV0uF2vXrmXcuHHXFJc3ziku7Nw9/YEcMwUlNsrtTtaZ8+kYG4pBJ/fwNcWrife8efMoLy8H4Nlnn0Wr1bJp0ybuuusunnvuOW9eWlQDo17Lfd3jeWvdYYosdn5JP8P8+7pwtKCETrGhxIVJL3d9YrPZPN+ICyHqj6CgIL7//nuaNWt22eJqr7zyCo8++ighISE1E5wQwutuueUWvv76azp16sSoUaOYOHEiX3zxBdu2bePOO++84vNMmjSJESNG0LVrV7p3787cuXMpLS31VCQfPnw4TZo0YdasWUDFfcX+/fs9P2dlZbFr1y6CgoJISkq6onOK6nHunn76sr2cKbVhszuwudz8kl7I/A3HeGpAsnSi1QCvJd4Oh4Nly5bRv39/oKJKoSwLUPdkmcrIKSonxujPnkwTN7eKpHeLSE9BBmmk9cdDDz3Ep59+ytSpU30dihCimvXu3fuKjps5cyZ33323JN5C1CMLFizw1G0ZO3Ys4eHhbNy4kUGDBvHoo49e8XmGDh3K6dOnmTZtGrm5uXTs2JEVK1Z4iqOdOnUKler3us3Z2dl06tTJ8/yNN97gjTfeoHfv3qxfv/6Kzimqj9lqp7jMQXG5HcdvZXyKyx2sP5zPoI6NSU0M822ADYDXEm+NRsOjjz7KgQMHvHUJ4WUmi52Ve3PJOGvh1ywTQTo1S7ZnEKTTkGu2SkGGeqa8vJwFCxawZs0a2rdvj1Zb+f/r7NmzfRSZEKKmXOmwUyFE3aFSqbDZbOzYsYP8/HwCAgJIS0sDYMWKFdx+++1XfK5x48ZddBj4uWT6nISEhCv6m3Kpc4rqY9BpyTKVeZJuANxuXG4osTp8FldD4tWh5t27d2fXrl3Ex8d78zKimpksdjKLLBSXO8g1l9MyMogfjxZgVSn8dLSApo30tIkxSkGGeubXX3+lY8eOAOzdu7fSPim0JoQQQtRNK1as4IEHHqCwsLDKPimu2HCYrXbCA3Xkmspx/pZ8K1R84frTkdN0jW8knWle5tXE+69//SuTJk0iIyODLl26EBgYWGl/+/btvXl5cQ1MFjtz1xxmf44ZjQIlNgcWmxOH04253I6/Q0Wo3k+qmddD33//va9DEEIIIUQ1Gz9+PHfffTfTpk2TIdwNWGyInk5NQzldYqWgxIbV4aLcCYUlVvZlm6QzrQZ4NfG+5557AJgwYYJnm6IouN1u+YatljqYa2bdwXwKSsoptVV8HaYCXABusDpd9GkVQbvYEKlmXk8dPXqUY8eOcdNNNxEQEOBpr0IIIYSoe/Ly8pg0aZIk3Q2cUa/l8bSWtIoOZt66I2QWVRTAtrsg42yZVDevAV5NvE+cOOHN0wsvcAMOlwvreRNAzv2kACpFhRuFto3lG7H6prCwkLvvvpvvv/8eRVE4cuQIiYmJPPjgg4SGhvLmm2/6OkQhhBBCXKW//OUvrF+/nubNm/s6FOFjRr2Wge1i2J5+hv+3MwuHC9RAZLCOTccKiDcF0jraIB1rXuLVxDs9PZ1evXpVWb7E4XCwadMmmftdC7WONtC7ZQQr9uZyxmKvtE9RICEsgBuah/soOuFNEydORKvVcurUKVq3bu3ZPnToUCZNmiSJtxANwB/+8AcCAgJ8HYYQohrNmzePIUOG8OOPP5KSklKleOr5I1NF/WfUa5lwS0uyz5az5UQhbjecKCjl7XVHAOjdMoKnB7SW5NsLvJp49+nTh5ycHCIjIyttN5lM9OnTR4aa1zLniqrdnxpPVlEZ208WYnNWVDsMD9IRGujHk7e2kvW766lVq1axcuVKYmNjK21v0aIF6enpPopKCFEdPv74Y0aOHFllu8PhYOrUqZ51d5cvX17DkQkhvO2zzz5j1apV+Pv7s379+krTxxRFkcS7ATJb7ZTY7LjcFSNbzeVObA4XiqKw/vBp7ujYRJYX8wKvJt4XmxtaWFhYpdCa8C2Txc67G46SXmghUKfG7nQRZdRzxmLFoNPSLDyI5JhguiQ08nWowktKS0vR66t+qXLmzBl0Op0PIhJCVJcJEybw7bffsmDBAkJDQwE4dOgQ9957L4WFhZ7EWwhR/zz77LNMnz6dyZMnV1pnWzRcsSF6NCo1568sZnW4CfRToVGpkIUlvcMrifedd94JVHyLNnLkyEo37U6nk19//ZVevXp549LiGmUWWUgvtBBt8OdwXjGZZ8uw2BxEBPnz4qB2BAVopJhaPfeHP/yBf/3rX7z44otARft1uVy89tpr9OnTx8fRCSGux86dO7n//vtJSUnho48+4vDhwzz11FMMHjyYf/zjH74OTwjhRTabjaFDh0rSLTyMei1P9W/Fw//+BXN5xQhkhYo6TzHBWgw6r/bNNlhe+a0ajRWFt9xuN8HBwZXmi/n5+dGjRw8efvhhb1xaXCODTkugTs3+bBOnzloot7sIC/QjxuhPUIBGiqk1AK+99hp9+/Zl27Zt2Gw2nnrqKfbt28eZM2fYuHGjr8MTQlyH5s2bs3HjRh5//HEGDBiAWq1m4cKFDBs2zNehCSG8bMSIESxevJhnnnnG16GIWiS1eRjP/rEN07/ZR5ndhQLYnG7255XyzNI9/P2ezjK9tJp5JfH+6KOPAEhISODJJ5+84PBVUXtkFFp4a91hMgrL2J9bTJnNgUatUFSm0LFpiKzV3UC0a9eOw4cPM2/ePIKDgykpKeHOO+9k7NixxMTE+Do8IcR1+vbbb1m0aBE9e/bk8OHDfPDBB/Tu3ZvGjRv7OjQhhBc5nU5ee+01Vq5cSfv27asUV5s9e7aPIhO+FhasQ62qmBbspGIJ4fBAP3JM5ezMPCuJdzXz6piT4cOHk5WVVWX7kSNHOHnypNeu++2335KamkpAQAChoaEMHjy40v5Tp05x2223odfriYyM5Mknn8ThcHgtntrMZLHz1rrD/HikgMyzpZTZHAT4aXC5oHlEII/d0lKGlzcgRqORZ599lv/+978sX76cl156SZJuIeqBRx55hCFDhvD000/z448/8uuvv+Ln50dKSgr//e9/fR2eEMKL9uzZQ6dOnVCpVOzdu5edO3d6Hrt27fJ1eMKHgnUaQgP9aBSoQacGnVpFXnE5kUE6OsWG+jq8eserA/hHjhzJ6NGjadGiRaXtW7Zs4Z///Cfr16+v9msuWbKEhx9+mJkzZ3LLLbfgcDjYu3evZ7/T6eS2224jOjqaTZs2kZOTw/Dhw9FqtcycObPa46ntMossFFnsGAO0pBeUghvKrA5ijP7cmxqPIUCS7oakvLycX3/9lfz8fFwuV6V9gwYN8lFUQojrtXHjRrZs2UKHDh0AiI6OZvny5bzzzjuMHj2au+++28cRCiG85fvvv/d1CKKWSo420Dc5ih2nzlJksdM6OpjjBaU8dFOi9HZ7geJ2u71WuM5gMLBjxw6SkpIqbT969Chdu3alqKioWq/ncDhISEhg+vTpPPjggxc85rvvvuNPf/oT2dnZREVFATB//nyefvppTp8+jZ+f3xVdy2w2YzQaMZlMGAyGansPNc1ksfPisv2sPpBLqdWB2w0uNwT7a+jUNITWMQbG9E6SXu9awNufuRUrVjB8+HAKCgqq7FMUpcEs/1df2raoO2riM2e1Wi+6OsGhQ4do1aqVV65bm0jbFjVJPm81R37X18dksXMg18zXu7LYfPwM4KZnYhh3dGxCcrRBcoD/cT2fN68ONVcUheLi4irbTSaTV27id+zYQVZWFiqVik6dOhETE8PAgQMr9Xhv3ryZlJQUT9IN0L9/f8xmM/v27av2mGo7c5mdnRlnKbU6cLjA6QY3UFLuwOFwkV5oIbPI4uswRQ0YP348Q4YMIScnB5fLVelxre31nXfeISEhAX9/f1JTU9m6deslj//8889JTk7G39+flJSUKmsKv/DCCyQnJxMYGEhoaChpaWls2bLFs//kyZM8+OCDNGvWjICAAJo3b87zzz+PzWa7pviFqC8utSTgtSTd0raFEKJ+MOq19Pgt0W5s9KdL01A2Hz/D22uP8O6Go5gsdl+HWG94NfG+6aabmDVrVqWbdqfTyaxZs7jxxhur/XrHjx8HKv4Bf+6551i2bBmhoaHcfPPNnDlzBoDc3NxKSTfgeZ6bm3vRc1utVsxmc6VHfbAz8yymMhua/1liQlGg3O4kPkwvxdUaiLy8PCZNmlSlfVyrxYsXM2nSJJ5//nl27NhBhw4d6N+/P/n5+Rc8ftOmTQwbNowHH3yQnTt3MnjwYAYPHlzpi7OWLVsyb9489uzZw08//URCQgL9+vXj9OnTABw8eBCXy8V7773Hvn37mDNnDvPnz5dKrkIAX3zxBXfffTc9evSgc+fOlR5XQ9q2EELUP8nRBhLCAvk1y0S53YEbOJhTLB1w1cntRfv27XOHhYW5mzdv7h45cqR75MiR7ubNm7sjIiLce/bsueLzPP30024qOmIv+jhw4ID7k08+cQPu9957z/Pa8vJyd3h4uHv+/Plut9vtfvjhh939+vWrdP7S0lI34F6+fPlFY3j++ecveF2TyXSVv5XaZV9mkbvbS6vciZOXueOfrng0e3qZ+573Nrp/PlbgLiq1+TpE8RuTyeTVz9yoUaPc//znP6vtfN27d3ePHTvW89zpdLobN27snjVr1gWPv/vuu9233XZbpW2pqanuRx555KLXOPc7WbNmzUWPee2119zNmjW74ri9/XsW4n/VxGfurbfecgcFBbnHjRvn9vPzcz/yyCPutLQ0t9FodD/zzDNXdS5p20Jcnnzeao78rqvHqYJS921v/+Bu89y37oSnl7mbT1nm7vbSKve+zCJfh1arXM/nzavF1dq0acOvv/7KvHnz2L17NwEBAQwfPpxx48bRqFGjKz7PE088wciRIy95TGJiIjk5OZ7rnqPT6UhMTOTUqVNARUGZ/x0Sl5eX59l3MVOmTGHSpEme52azmbi4uCt+D7VVsdVBXKieZmGBnDpjQa9T0yIymGf/2EaKKjQw8+bNY8iQIfz444+kpKRUWW5kwoQJV3wum83G9u3bmTJlimebSqUiLS2NzZs3X/A1mzdvrtTGoGIayNKlSy96jQULFmA0Gj0Foy7EZDJd1d8bIeqjf/zjHyxYsIBhw4bx8ccf89RTT5GYmMi0adM8I8KuhLRtIYSon3ZmniW7qAyL3Y0bcLjA6nBytKCENk2Mvg6vXvBq4g3QuHHj664WHhERQURExGWP69KlCzqdjkOHDnmGstvtdk6ePEl8fDwAPXv25OWXXyY/P5/IyEgAVq9ejcFgqJSw/y+dTnfJOXJ1kcliZ8XeHM5Y7ICbW5KjuL1jY1pLIYUG6bPPPmPVqlX4+/uzfv16FEXx7FMU5aoS74KCApxO5wWndRw8ePCCr7nYNJD/nQKybNky7rnnHiwWCzExMaxevZrw8PALnvPo0aP8/e9/54033rhorFarFavV6nleX6aRCHG+U6dO0atXLwACAgI89VceeOABevTowbx5867oPNK2hRCifuoUG4pOreL8qtvldhdl5Q5MFrvkBtXAq3O8AX788Ufuv/9+evXq5VnT+9///jc//fRTtV/LYDDw6KOP8vzzz7Nq1SoOHTrEmDFjABgyZAgA/fr1o02bNjzwwAPs3r2blStX8txzzzF27Nh6l1hfTmaRhVyzlZ6JjWhsDOD2jo3pkRgmDauBevbZZ5k+fTomk4mTJ09y4sQJz+Nc/YTaoE+fPuzatYtNmzYxYMAA7r777gvOLc3KymLAgAEMGTKEhx9++KLnmzVrFkaj0fOoDyNZhPhf0dHRnp7tpk2b8vPPPwNw4sQJ3N5b3OSqSNsWQgjfiQvTM2VgazTnZYdWh5s3Vh9m7ppDUmStGng18V6yZAn9+/cnICCAHTt2eL55NplMXlsz+/XXX+eee+7hgQceoFu3bqSnp7Nu3TpCQysWgVer1Sxbtgy1Wk3Pnj25//77GT58ODNmzPBKPLVZbIieaIOO9EILLaOCaB0tSzA0ZDabjaFDh6JSXf+fhfDwcNRqtWcaxzl5eXkXndIRHR19RccHBgaSlJREjx49+OCDD9BoNHzwwQeVjsnOzqZPnz706tWLBQsWXDLWKVOmYDKZPI+MjIwrfZtC1Bm33HILX3/9NQCjRo1i4sSJ3HrrrQwdOpQ///nPV3weadtCCFF/NY8KokVkcKUE8YzFxq+ZJimyVg28mni/9NJLzJ8/n/fff7/SfNEbbriBHTt2eOWaWq2WN954g7y8PMxmM6tXr6Zt27aVjomPj2f58uVYLBZOnz7NG2+8gUbj9VH3tZLN4abE5sDmqB09HsJ3RowYweLFi6vlXH5+fnTp0oW1a9d6trlcLtauXUvPnj0v+JqePXtWOh4qpoFc7Pjzz3v+cNKsrCxuvvlmunTpwkcffXTZLxJ0Oh0Gg6HSQ4j6ZsGCBTz77LMAjB07lo8++ojWrVszY8YM5s+ff8XnkbYthBD1l0Gnxel24zpvm9MF5Q4XBp2MiL1eXs02Dx06xE033VRlu9FopKioyJuXFpdgstjJLLKQV1TOpuMFuFxuNh0v4GCumdTEMF+HJ3zE6XTy2muvsXLlStq3b1+luNrs2bOv6nyTJk1ixIgRdO3ale7duzN37lxKS0sZNWoUAMOHD6dJkybMmjULgMcee4zevXvz5ptvctttt7Fo0SK2bdvm6dUqLS3l5ZdfZtCgQcTExFBQUMA777xDVlaWZyrJuRvz+Ph43njjDc9SRHDp4olC1HcqlQqbzcaOHTvIz88nICCAtLQ0AFasWMHtt99+xeeSti2EEPVTlqmM4jI7GgXO75PLM5fx4cYTPJ7WUqakXgevJt7R0dEcPXqUhISEStt/+uknEhMTvXlpcREZhRbeWneY08VW7E4XFpsTP7UKFQrS592w7dmzh06dOgFUWl8XqFRo7UoNHTqU06dPM23aNHJzc+nYsSMrVqzwFFk6depUpR6rXr168emnn/Lcc8/xzDPP0KJFC5YuXUq7du2AimkiBw8eZOHChRQUFBAWFka3bt348ccfPaNaVq9ezdGjRzl69CixsbGV4qkt81iF8IUVK1bwwAMPUFhYWGWfoig4nc4rPpe0bSGEqJ8UwE+jwt9PjcXqRFFAp1GhVhT255j5Jf0MFpuDTrGhsvrRNVDcXvwXa9asWfznP//hww8/5NZbb2X58uWkp6czceJEpk6dyvjx4711aa8zm80YjUZMJlOdGb5msth58dt9fH8oH4fDTZndASgYA7Tc2iaKpwe0lm+xarG6+Jmri+T3LGpaTXzmWrRoQb9+/Zg2bVqVCuMNhbRtUZPk81Zz5HddfUwWO3PXHGZ/jpkgfw1lVge7M4pwut1EBvsT4KemqMxOjNGfv9/TuUEm39fzefNqj/fkyZNxuVz07dsXi8XCTTfdhE6n429/+1udTrrrIpPFzoYj+WQXleFwuDCVn+vdcFNS7pBq5kIIUY/l5eUxadKkBpt0CyGEuDyjXsvjaS3JLLJg0Gl5efl+UECFQn5xOS43NG2kJ8dUzqZjBbSzGokN0UsOcYW8mngrisKzzz7Lk08+ydGjRykpKaFNmzYEBQV587Lif5gsdt7dcJSj+SXkma2UOVyV9rvcFUPOhdi2bRv//e9/OXXqFDabrdK+L7/80kdRCSGu11/+8hfWr19P8+bNfR2KEEKIWsyo12LUG/n5eCH7ss1Y7S7PfG8FOHXGQrPwQHZnnmX1gTxC9Foeu6Vlg+z9vlo1Usrbz8+P4OBggoODJen2gcwiCwdyzJRbHZTbnfipFGznzeiONPhzQ/NwH0YoaoNFixYxfPhw+vfvz6pVq+jXrx+HDx8mLy/vqpYbEkLUPvPmzWPIkCH8+OOPpKSkVCmeOGHCBB9FJoQQojZSAJfbzfmTkt2ASnFjDNCQXWSloNTKniwTAFNvays935fh1cTb4XAwffp03n77bUpKSgAICgpi/PjxPP/881X+4Rfeobhhb5aJwtKKhe8DtSo0qorlAQL91Lxwezv5lkowc+ZM5syZw9ixYwkODuatt96iWbNmPPLII8TExPg6PCHEdfjss89YtWoV/v7+rF+/vlLBREVRJPEWQghRSXK0ga7xoSwz5XB+BWZFUZFdVE7zCC2ni61EBuko+m3FJKPe6LuA6wCvJt7jx4/nyy+/5LXXXvOs17l582ZeeOEFCgsLeffdd715efGbowUllJ83lLzU7iJYp0arVhGo0xDk3zDXMBeVHTt2jNtuuw2oGKVSWlqKoihMnDiRW265henTp/s4QiHEtXr22WeZPn06kydPvuz610IIIYRRr6Vn83C+P5iPxe7E4QKVAno/NaCQmhiKUa/BYnOSFBlEbIh04l2OVzOuTz/9lEWLFjFw4EDPtvbt2xMXF8ewYcMk8a4BGYUWjuQV43D+Pq9bAbQaFcE6LSqVLCMmKoSGhlJcXAxAkyZN2Lt3LykpKRQVFWGxWHwcnRDiethsNoYOHSpJtxBCiCvWvokRtVqFw+pEqwYVUG534XDaWbkvj3aNjdybGk/raIMMM78CXv0XWKfTVVnDG6BZs2b4+fl589KCiqT7r59sZ8EPx7G7Kv5nqxSIaxTALa0iiQ0N4OaW4bSOlqUXBNx0002sXr0agCFDhvDYY4/x8MMPM2zYMPr27evj6IQQ12PEiBEsXrzY12EIIYSoQ9wKtI4JpnGIPwqAouByuTCXOzicV8xPRwtQQJLuK+TVHu9x48bx4osv8tFHH6HT6QCwWq28/PLLjBs3zpuXbvBMFjvf7Mni5JlS7A43LkCjgg6xRl68I4UmoXoyiyyyBIDwmDdvHuXl5UDFsFStVsumTZu46667eO6553wcnRDiejidTl577TVWrlxJ+/btq9RYmT17to8iE0IIUVvFhuhpHxuC0+nG7QK1AlmmintFm8OFzeGUkbNXwauJ986dO1m7di2xsbF06NABgN27d2Oz2ejbty933nmn51hZqqh6mCx2NhzOZ8mOTIpKbZRanZwbZG4I0DD25ha0aVJR+EAKIIjzNWrUyPOzSqVi8uTJPoxGCFGd9uzZQ6dOnQDYu3dvpX3nF1oTQgghzjHqtYzpncTBXDMr9ubwa6aJs2V23G43TrebZhGBNDEG+DrMOsOriXdISAh33XVXpW1xcXHevGSDZrLYeXHZPr7dk4PV7sJPo+A672uoAK2GFlHBvgtQ1Dpms/mKjzUYZEqCEHXV999/7+sQhBBC1EFGvZbUxDCSow0cyDXzza5sDuaZMVnsaNUqPtmazpjeSTKC9gp4NfH+xz/+gcvlIjAwEICTJ0+ydOlSWrduTf/+/b156QbpQK6ZDYdPY7W7cAHljt+zbgUI0fthttp9Fp+ofUJCQq64t8vpdF7+ICGEEEIIUe8Y9Vp6JIbROtrAhiP5fL0rm7hQPUfzS9hwJJ/eLSIl+b4Mrybed9xxB3feeSePPvooRUVF9OjRA61WS0FBAbNnz2bMmDHevHyDowA6jRpFAdygU4MbBQVQqRSaRwRKqX9Ryfm9YCdPnmTy5MmMHDmy0vJ/CxcuZNasWb4KUQghhBBC1BJGvZbeLSLZn23mQI6ZrLNlLNx0kp3pRTye1lKS70vwauK9Y8cO5syZA8AXX3xBVFQUO3fuZMmSJUybNk0S72rW2BhAq+ggiq12rHYnoXo/QvV+BOjUNAkJ4Ml+ydIYRCW9e/f2/Dxjxgxmz57NsGHDPNsGDRpESkoKCxYsYMSIEb4IUQghhBBC1CJGvZY+LSPZcCifjDOl5Js1FBRbGdAumtTEMF+HV2t5NfG2WCwEB1fMKV61ahV33nknKpWKHj16kJ6e7s1LNzgZhRZe+GYvPx8vpNzuIsboT5NQPY/8IZGoEH+pXi4ua/PmzcyfP7/K9q5du/LQQw/5ICIhhBBCCFHbZBRamPr1Xo6fLsHpArfbgcWmotjq8HVotZpX1/FOSkpi6dKlZGRksHLlSvr16wdAfn6+FGqqRiaLnZeX72fdwdOU2lw43ZBZVE6wTkOXhEa0bWyUpFtcVlxcHO+//36V7f/85z+lKKIQQgghhABgZ+ZZzpTaUCsKbsDuArWisO5AHluOF2KySE2pC/Fqj/e0adO49957mThxIn379vXMG121apVnWRNx/TKLLBzKLa6yjl6TkABJuMUVmzNnDnfddRffffcdqampAGzdupUjR46wZMkSH0cnhBBCCCFqg06xoTQK9MNcZkerUnC53ahUsGJfLtvSz5IcHcyT/ZKJC5PaUufzao/3X/7yF06dOsW2bdtYsWKFZ3vfvn09c7/F9cstKudkoaXSNq0KuiSE+igiURf98Y9/5MiRI9x+++2cOXOGM2fOcPvtt3P48GH++Mc/+jo8IYQQQghRC8SF6Zl7d0c6NQ0h0F+N3k9DtsnKmVI7h/NKWLUvj9dXHZSe7//h1R5vgOjoaKKjoytt6969u7cv26As35tdqbc7UKswMKXx/2fvzuObqtLHj3+SNE2b0qQb3aBQsIVSQEDQAjqCWgFFEXVYlJ8gIoyOKIgDigsILgwgiIgj4lcEHRncGVcUCohK2Sn7vnahO03apk2z3N8ftRlrW4TSNF2e9+uV15h7z715ksmhee495zn06xDqsZhE49S6dWteffVVT4chhBBCCCEasPhWRmbe0ZnJn6SQUVBSaV+Zw8nZvGLSCiwY9UYPRdjwuD3xFu5hsthIK7Bg0Gk5X1BaaV9chJFJt0g5f3H5CgoK2L59O9nZ2Tidzkr7Ro8e7aGohBBCCCFEQ6OooE2QnkC9lu2nL7huBDoVMJfYMegkF/k9SbwbodQ8C29sOEaBxYbeW8OZ3GI0KnAo4OetoYWPF2arDO0Ql+frr79m1KhRFBUVYTAYUKlUrn0qlUoSbyGEEEII4dI6QE9MaAv2p5nw0qiwOcpTb28NBLXwlnzkD9w6x1vUPZPFxhsbjvHTsRwOZ5jZfiqPojIbKsBLBV4aFS39dbQOkGIG4vI89dRTPPTQQxQVFVFQUMCFCxdcj/z8fE+HJ4QQQgghGhCjXsuj/WK4PjYYg48XLXQaVEALnRctW+jIKiiVed6/I3e8GxGTxcbne9LYd66AEquNnLLKdcy91HBt2yAm3SzDzMXlS09P54knnkCvl4s2QgghhBDizxn1Wu7s2oofD2aRUVBCS38dbQJ9OXy+kJe+O0Sf9sHc1b0VceGGZp+fyB3vRsJksTFv7REW/niU4znFFP0h6daoQKNW0Tc2WEr3i1oZOHAgO3fu9HQYQgghhGig3nrrLaKjo/Hx8SEhIYHt27dftP2nn35KXFwcPj4+dO3ale+++67S/qKiIiZOnEjr1q3x9fUlPj6epUuXuvMtiDpmstgwW228OrQrz98Rz3OD47H/VibIZnfy07EcFicd5+2fTpCaZ+FghqnZ3gWXO96NRFqBhR1n8imyOqrdryjgo9UQHehXz5GJpmLw4MFMnTqVQ4cO0bVrV7TaylclhwwZ4qHIhBBCCOFpH3/8MVOmTGHp0qUkJCSwaNEiBg4cyNGjRwkNrbqSzpYtW7jvvvuYM2cOd9xxB6tWrWLo0KHs3r2bLl26ADBlyhQ2bNjAv//9b6Kjo/nxxx/5+9//TmRkpPzuaARMFhtv/3SCs3kW2gbrebRfDOYSGwYfDVZ7ec6i89IQHaznRHYR8388Ql5RGR3CWjA5sWOzuwOuUhRF+fNm4o/MZjNGoxGTyYTBYHDra5ksNnaczee5L/aTVWitst9LDe1btuDatkFMGxTX7L7EzYW7v3Nqdc0DYFQqFQ5H9Rd9mpr67NtCgHzn6ot8zqI+NcXvW0JCAtdeey1LliwBwOl0EhUVxeOPP84zzzxTpf2IESMoLi7mm2++cW3r3bs33bt3d93V7tKlCyNGjOCFF15wtenZsye33XYbL7/88iXF1RQ/68biYIaJJRtOEG7wIdNcypi+0fxwIJMfD2VSbLUTH2EgOsSPCxYbWo2KlFQTKkCtVjHnnq70bh/s6bdw2a7k+yZDzRu4iitJ724+SXGZHdXv9mnV0CHUj3f+Xy9eH9Fdkm5xRZxOZ42P5pJ0CyGEEKKqsrIydu3aRWJiomubWq0mMTGR5OTkao9JTk6u1B7Kp7X9vn3fvn356quvSE9PR1EUNm7cyLFjxxgwYIB73oioU60D9LQN1pNpLqVtsB4VsC+tgGxzKaYSO7vPFdCtdQATb47hru6tAIUyuwOH01kpp2kuZKh5A5dWYOFsnoVAvTdOp4LOS43V7kStgnYtW9AmSE94gA+dI2VxeiGEEEIIUfdyc3NxOByEhYVV2h4WFsaRI0eqPSYzM7Pa9pmZma7nb775JhMmTKB169Z4eXmhVqt59913ufHGG2uMxWq1YrX+bwSo2WyuzVsSdaCiqnlagcW1opKXWoXttznepXYnn+9OJTrEjwiDDy28vUi3lNBK702k0deDkXuGJN4NXMWVpBPZRUQE+JJfbKVVoC/FVjuBvlpiQlvI0mGiTsyePfui+2fMmFFPkQghhBCiOXjzzTfZunUrX331FW3btmXz5s089thjREZGVrlbXmHOnDnMmjWrniMVNTHqtRj15TcATRYbLXy1qAAFUAEncopZuO4YYQYdhVYbep2G4jIH6aaSZlcQWhLvBsxksbHzbD6h/j5c1zaIcKMPy7ecpsBiIypQz8Au4XSS0vyijnz55ZeVnttsNk6fPo2XlxdXXXWVJN5CCCFEMxUSEoJGoyErK6vS9qysLMLDw6s9Jjw8/KLtS0pKePbZZ/nyyy8ZPHgwAFdffTUpKSm89tprNSbe06dPZ8qUKa7nZrOZqKioWr83UXfSCizYHU6Mvl6YSuyoVWCx2ikssVFcaqew1I5Wo8Zbgww1Fw2HyWJj7trDfLPvPGV2J+1b6nnn/13LC4M7u4ZzSMIt6tKePXuqbDObzTz44IPcfffdHohICCGEEA2Bt7c3PXv2JCkpiaFDhwLltWGSkpKYOHFitcf06dOHpKQkJk+e7Nq2bt06+vTpA5Rf4LfZbFWKu2o0GpxOZ42x6HQ6dDrdlb0h4RatA/S09Nfh7aUm0uhDkdVOcAtvsousWG12iq1OFCAqSIO/rvmloVJcrYFKK7CwL82ExWrH5nByKsfCrydzMeq1dI40StIt6oXBYGDWrFmVqo0KIYQQovmZMmUK7777LitXruTw4cM8+uijFBcXM3bsWABGjx7N9OnTXe0nTZrE2rVrWbBgAUeOHOHFF19k586drkTdYDDQr18/pk6dyqZNmzh9+jQrVqzggw8+kAv+jZRRr2XSzR24sUNLYsP8adfSj6ggPW2DfCm1lSfdCpBfXMbyLaeb3Xreze9SQyPROkBP60BfjmSaUQFaLzUt/eXqnqh/JpMJk8nk6TCEEEII4UEjRowgJyeHGTNmkJmZSffu3Vm7dq2rgNq5c+cq3b3u27cvq1at4vnnn+fZZ58lNjaWNWvWuNbwBli9ejXTp09n1KhR5Ofn07ZtW1555RUeeeSRen9/om5EBetdI3QNOi1mq43tp/LZk2qiYg1ro48XBRYbaQUW1/zw5kAS7wZseM8obA4nWaZSro4KoFfbIE+HJJqwxYsXV3quKArnz5/nww8/5LbbbvNQVEIIIYRoKCZOnFjj0PJNmzZV2TZs2DCGDRtW4/nCw8N5//336yo80UD8vuAawLbT+XipwAk4FNCo1ei9NRh0dTeC1/RbIl+R7F/KtNyKY+prCq8MNW9ATBYbBzNMHEo38dK3B1m14xxtgvx4/s7OPD2okwwvF3Vu3759rnlUr7/+eqXH4sWL2bRpE2PGjOGdd96p1fnfeustoqOj8fHxISEhge3bt1+0/aeffkpcXBw+Pj507dqV7777rtL+F198kbi4OPz8/AgMDCQxMZFt27ZVapOfn8+oUaMwGAwEBAQwbtw4ioqKahW/EKJ60reFEEJcCpPFxqF0E4pKhUMBb40Ki81OSqqJ5b+eIjXPwsEM0xUNOzdZbLz90wleX3eMx1fv5vV1x3j7pxMXPWfFMUs2nPjTtnWlSSbe3377LQkJCfj6+hIYGOgqAlFBpVJVeaxevdozwf7GZLGxaP1RZn91kCdW72HzsRwyCko4lFE+xFeSbuEOPXr0IDc31/V8x44dnD59mtOnT3Py5Em2bt3Kq6++ir+//2Wf++OPP2bKlCnMnDmT3bt3061bNwYOHEh2dna17bds2cJ9993HuHHj2LNnD0OHDmXo0KEcOHDA1aZDhw4sWbKE/fv388svvxAdHc2AAQPIyclxtRk1ahQHDx5k3bp1fPPNN2zevJkJEyZcdvxCiOpJ3xZCCHGp0gosnDeVEuqvw+DrhbeXGq1ajQo4lGHmjQ3H/jT5rbg5WbH/j8/TCiyczbPg563hvKkUvbeGs3kW0gosF43rbJ6FcINPpbZ/PHddUimKovx5s8bj888/Z/z48bz66qvcfPPN2O12Dhw4wPDhw11tVCoV77//PoMGDXJtCwgIwMfH55Jfx2w2YzQaMZlMGAyGK457/eEsnv1iHyVlDkptDsIMPuQVl+GjVZPYKYznB3eW5LuZq+vvHEBwcDDfffcdCQkJaDQaMjMzadmyZZ2cOyEhgWuvvZYlS5YA5dVPo6KiePzxx3nmmWeqtB8xYgTFxcV88803rm29e/eme/fuLF26tNrXqPhM1q9fzy233MLhw4eJj49nx44d9OrVC4C1a9dy++23k5aWRmRk5J/G7Y7PWYiLaWzfOenbQvw5+b7VH/msG7aKm4ubjuXidCrotGouFFtRFBXdo4ygUhEVqCfTXMrEm2PoHGmscvzctYc5mGGmc6SBR/vF8NH2s5zNs9A2WM+j/WIAePunE5zILiK3yEpICx0xoS14tF9MtfmTyWLjcKaZHw5kkmkurXSeReuPciyriA5hLZic2LHK8VfyfWtSc7ztdjuTJk1i/vz5jBs3zrU9Pj6+StuAgIAa1x2sbyaLjeU/nyK7sMy1LaewFIcCTsXJj4eyuK1zBDfHh3kwStEU3XvvvfTr14+IiAgAevXqhUajqbbtqVOnLvm8ZWVl7Nq1q1J1U7VaTWJiIsnJydUek5ycXGldToCBAweyZs2aGl9j2bJlGI1GunXr5jpHQECA64c5QGJiImq1mm3btlVbJdVqtWK1Wl3PzWbzJb9PIZob6dtCCCEuh1GvZXJiRwZ2icBSamdNShrrD5dgdzo5k2ehR5sAjmUV0iHMn9YB+irH/3Qsm6/2ZmB3KJzJLSYm1J8T2UVo1Sr2nL3A4UwzvdsH82i/GNIKLKgU2JduqrEodXkif4iDGYXEhvox7JrW6H3KU+IdZ/P58VAWapWKDFMpA7tE0Lt9cJ19Fk0q8d69ezfp6emo1Wp69Ojhqrg4f/78ShUUAR577DEefvhh2rdvzyOPPMLYsWNRqTyzlPtPx7LZcSa/0jaro/x/dV4abA6F7OJSD0Qmmrply5Zxzz33cOLECZ544gnGjx9fq2Hlf5Sbm4vD4XBVOq0QFhbGkSNHqj0mMzOz2vaZmZmVtn3zzTeMHDkSi8VCREQE69atIyQkxHWO0NDQSu29vLwICgqqcp4Kc+bMYdasWZf1/oRorqRvCyGEuFxGvZbe7YM5mGHieHYRVrsDRYGzecUogLeXCqu9atJtstj4fHcaljKHa350qc1OlqmUk7nFaNUqvkpJp1O44bc703oWrT/GpmPZgIr+HUIq3bU2WWx8vieNb/aex+ZUOJ1bTJHVgUqlItzgw3lTCRcsZXip1AT6aanrzLBJJd4Vd+RefPFFFi5cSHR0NAsWLKB///4cO3aMoKDyquCzZ8/m5ptvRq/X8+OPP/L3v/+doqIinnjiiRrP7a4r56l5Ft5Yfxybs/J21e8e7Vr6cX37uhn+K8QfVUy52LVrF5MmTaqTxNudbrrpJlJSUsjNzeXdd99l+PDhbNu2rcqP8ks1ffr0SnfjzGYzUVFRdRWuEOISSd8WQoimzaDTUmp34vhtorPTCadyitGqoajUzl3dW5HwuzvMaQUWbA4nWo0aq92Jn5eaYL03CuCv0+ClUbMvzcT3B85zW5cIjmSa2XEmnyKrHTUqDp03/zZ3W+8aWr7jTD4WmwO1ChxOhaOZhcSF+5fX1VJBdLAfWeZSukUFEBdet1MXGkXi/cwzzzB37tyLtjl8+LCrOvNzzz3HvffeC8D7779P69at+fTTT/nb3/4GwAsvvOA6rkePHhQXFzN//vyLJt7uuHJustiY9fUBTuYWV9mn81LRNsiPEQltuDUujKjgqleBhKhLdbmcR0hICBqNhqysrErbs7KyapziER4efknt/fz8iImJISYmht69exMbG8t7773H9OnTCQ8Pr1LgyW63k5+fX+Pr6nQ6dLrqhyMJISqTvi2EEKK2zFYbbYP8cDgVsgut2O1OFMDuhMISOwczzMT9dvfaZLFRWGrH6OONCgUfLxV6bzWbjudSWGqnxObEabVTUFzG4vXH+eloFlqNhtM5xRTbHGhUEOznTVGJnZd+PcjpHAuZ5hJiWrbA6QQ7oFYpZJlLOW8qn+fdtZWB1PwSYmJCmDogrs7razWKquZPPfUUhw8fvuijffv2rnmqv5/TrdPpaN++PefOnavx/AkJCaSlpVW6o/1H06dPx2QyuR6pqalX/L4OZ5o58FvV8gpaNfTrEMK02+L4vzHX8tD17STpFo2Ot7c3PXv2JCkpybXN6XSSlJREnz59qj2mT58+ldoDrFu3rsb2vz9vRd/t06cPBQUF7Nq1y7V/w4YNOJ1OEhISavt2hBC/kb4thBCitloH6ImL8KdDmD/Xx4Tg7+uFUylf37vUZmf5L6d56ZtDvLXxOE9/vpf/+/kUCgpGX2+Mvt44FRWp+RaujQ6kVYAvGo0au9NJdlEpG4/msOloDsW28vm6DgUsNgf/+ukEm4/lcDqviAvFZexNK0ClKs+5nAo4FAUFhQKLjQKLnVKHE3+dFoNv3Re1bhR3vFu2bHlJlZZ79uyJTqfj6NGj3HDDDQDYbDbOnDlD27ZtazwuJSWFwMDAi14Zr+sr5yaLjVVbz5JT9L+Car5eKqYN6sQ917SWCuai0ZsyZQpjxoyhV69eXHfddSxatIji4mLGjh0LwOjRo2nVqhVz5swBYNKkSfTr148FCxYwePBgVq9ezc6dO1m2bBkAxcXFvPLKKwwZMoSIiAhyc3N56623SE9PZ9iwYQB06tSJQYMGMX78eJYuXYrNZmPixImMHDnykqoeCyH+nPRtIYQQtWHUa11F0ApL7bztcJJbVMaxrEKcQF6xlW/3Z2B3OHE4IaiFliBfbzQqKCqzoygqMk2l5BVb6RDqT26RlSIHOAC7U6HUbq/0eukXLNjsDvx0XmQUlBBp9EWrVlFmd+BQQONUcDoVvDRqSu0Odp3Lx8/bi5+Lc7j6gJFBXSLqNCdrFIn3pTIYDDzyyCPMnDmTqKgo2rZty/z58wFcf7y//vprsrKy6N27Nz4+Pqxbt45XX32Vf/zjH/Ua6+Zj2Ww6lo3TCRoVeGlUTLy5A2NvaFevcQjhLiNGjCAnJ4cZM2a4Ch2uXbvWVWTp3LlzqNX/G3TTt29fVq1axfPPP8+zzz5LbGwsa9ascRVG1Gg0HDlyhJUrV5Kbm0twcDDXXnstP//8M507d3ad56OPPmLixInccsstqNVq7r33XhYvXly/b16IJkz6thBCiNoy6rUY9UZMFhudIgzsOXcBHy81pWUOSn6b/K1Rld8Fzy2ykVtkw0sD3ioVpXaFkjLQqFWcUhfhUJzlBbEUXIXQfr9OdgudF6hU6L01BOq9CdR7EWrwxQlkm0vxUiuU2pyU2pzYfhv2brMrqFTw4bazHMksZHJihzpLvpvcOt42m43p06fz4YcfUlJSQkJCAosWLXL98V67di3Tp0/nxIkTKIpCTEwMjz76KOPHj6/0Q+HPXMkabql5Fkb931bOXSgBQK2CdiF+rHjwOhlWLmok61TWD/mcRX2T71z9kM9Z1Cf5vtUf+awbr4r1tN/9+RS/HM9BDZQ5FFfxtT9SU55Y67zUOJ1O9N5eFNvs2H9bDcpbDf6+WgpL7XipVQT7+9C9tYFD5wu5YCnDqUCbIF8KLHYC9V6kpP2vWLZWDVqNmvJFrlQE+mnRatT8856rKxV8k3W8f0er1fLaa6/x2muvVbt/0KBBrirO9S01z8KetAsczyoivaDEtb1diJ43R/aQpFsIIYQQQgjRLFQsM1ZstXP4vBkUBXOJDVQqLFYHv1/0SaMqv1mpKKDTgqVMRaHVjkMpT8hD/L1pHeBDC19viksdBPpp6XtVCGpg6+l8vDVqcovK8FJrsDvLyC4qryHy2w1zFFS00HkR3dKPjAulaFTl60vV5R3qJpd4N1SpeRYeX72bc/kWSmyOSldybokLI76V0XPBCSGEEEIIIYQH9GobxMD4cHanXkCr0RDbsgWbjpdPyYXypNvgq8Xg44WpxEbrQF/SC0ooKrXj/C2nMpfY8Y/wRqtRExXuy5ZTeZSUOYgw+uBwKuRayutqHcooIMhPR4cwf4pKbZhLy19EgwKoaBPoR0xLP87mldAhrAWd6nBJMUm83cxksbH5aDbfHsjgRFYhxWXOSldONCqIMPp6LD4hhBBCCCGE8ASTxUZagYWHrm/HIFM4/01JY93hbBy/1cFyKuV3s7u2CmB/uonIAF8KLDa8NRo0GidOxYmvVo2/r5a/9mjNwUwz+9NMOJ3g7+NFar6Flv4+OJ0KJWV2bI7yKuY2h0JchJH9aSbKJ14raNRw3lTCE7fE0sLHi9YBeimu1lik5ll4+vO9JJ/Kr3aYggpoE6QnsVNYfYcmhBBCCCGEEB5jsth4+6cTnM2z0DZYz6P9YqB7a45mFuFwKhSW2Gjpr+ONET2IDPDljQ3HSM2zUGJz0rt9AKdzi9Fp1TicEB9hoHubQFoafegcYeCdn0+xJ7WA0BY6ukQaMJfaKLE58NKoyoecayxEBeppF+zH6bxiNCo13l4aOoT5u9YSr2uSeLtJap6Ff3yawrYzF6rdr1bBtW0DmXlnZ5nbLYQQQgghhGhW0gosnM2zEG7w4WyehbQCC3HhBq5tF4S/jxaNRsVTiR1cU3JfGNyZI5lm1h44T6bZyrXtghhydSQncouICWnBR9vPcjbPgp9OQ4ifjqtC/Cguc3Bb1wg6tzKy7lAmRzLN6L29CDfoiAjwwddbQ0xYCxI7hRFm8HFb0g2SeLuFyWLj1e8Osutc9Uk3wM0dQ1gw/BpZr1sIIYQQQgjR7LQO0NM2WO+6410xtLtire8/DvU26rUktA8mLtxAWoEFg05bKdkusNiICtSTesFCiL83xVYHUYG+/HI8l0xzKSF+OvRaLaU2B2UOhYf6tkNRUedDymsiibcbfHcgg83Hc7E7q99v9PFiyq1xknQL0cgcSjfx761nOG8uIdzfl0xzKXnFZYQbdJzKtdA2UE/rIB/2Z5hpZfBFUSlkmcswl5bhpVLRKlBPXIQ/Pl4a9qaZ8PP24qa4loT6+/DJzlRO5hTir9NSZLVR5nDSIczA0UwzBSVlBPh6Yy6xER7gw197RoECn+xKxVutKl+jUutFTKgfJ3OKKCx1oFYrBPh6o9dpKLMrHM8uRKtR4+/jha9Wjc0Beq0aS5mT3KJSnIpCQYmNmzqGMiA+gj2pF9h8LAetBvKLbZhKbYT4eRPdsgU3dQjlSKaZ3CIrOi81iqLidG4xhaVlFJY6iA3zJz7Cn+1n8ykotmGzO9FoVIT66ygpc2JXHBh0Olr4qnE4wODrRbCfjvziMnKKSvFWawjx15FhLsFsKV8SxIlCx7AW9OsQxomcIkyWMnadvYCXBvx1WuxK+Sgiq83B8ZwivDVqwgw+jLi2jRSvFH/q93070Nebc/nFv83/M7A31UQro+8V920fLw3mUjs6LzUdw/3Zl1ZQbd+2WB18vjuVUIMPdoeCVq0mJtSPI+cLKSixEtzChxY6LVovKvVtHy8vtBrw99Hio1FzocR22X07ITqYA+fNeKtVqIFSu5PjOYWYistwOKFjuIGYUL9q+3ZhiQ2rw0mbID0ajZriUgftWuox+npzvqDE1beNvlpSTRZUCtidYLU76NkmkG5tAigtc5JRYOHn47moVBBu8KHYaufGjqGk5VvIKiolrIUP/r5ahnZvJX1biEaupiS7Yq3vix1n1Bs5mGFy3TFPvWAhQK8l01xKTGgLRl3XFrPVRlZBKe/9eppIoy9bTuViKbMT7KcjwNcbRQWdI//3OhXzzQ06LWarrc4T8ia3jnd9qWkNt0PpJu57dyumUrtrm78OWge2wNtLjY9Ww5TEjiRcFVzdaYWokaxTWT8u1rfv/7+tFJTYL3L05VMBXmoVNmfD+ae4YmmNpiBQ78VH43o36B/o0rfrh/TtptW3g/20fPhQQoPt29Kv64981s3XH+eIVyTbFQmzyWJj0fqjbDqWS5ndgVpVfrE+z1LGX2JDeGFwZ1diXXGuE9lF5BZZCWmhIya0BY/2i6mUfMs63g3IpuPZWMocrudeaugQamTqbZ3wd0N1PCFE/dh0PBtzad3+MIfyH8EN6Yc5NJ0f5lC+vMim49kN9se58Dzp242TqcQmfVuIZu5iw9KhfA55ptlKn/ZBnMwpIszgg6XMQXwrA5Nu7lCpfcV8c723hvOmUtoG6V3zzi929/1yqOvkLMKlf2woAXotan5bzN1Px9VRAXQKN9A50ihJtxCNVP/YUAw+dX+tUgVo1ao6P++VaFjRXBmDrxf9Y0M9HYZowKRvN05GX630bSEERr22xhyrYg75BYuNHm0CmTogjidv7cALg6sWt65oa/lt7e/iModr3nldkTvedSy+lZGVY6/jh4OZRAT4EB1SvvC6JNxCNG7xrYyseri3zPGWOd6iiflj35Y53jLHWwjRNPzZHfGa2soc7wZG5pOI+ibfufohn7Oob/Kdqx/yOYv6JN+3+iOftahPV/J9k6HmQgghhBBCCCGEG0niLYQQQgghhBBCuJEk3kIIIYQQQgghhBtJ4i2EEEIIIYQQQriRJN5CCCGEEEIIIYQbSeIthBBCCCGEEEK4kazjXUsVq7CZzWYPRyKai4rvmqwA6F7St0V9k75dP6Rvi/ok/br+SN8W9elK+rYk3rVUWFgIQFRUlIcjEc1NYWEhRqPR02E0WdK3hadI33Yv6dvCE6Rfu5/0beEJtenbKkUuxdWK0+kkIyMDf39/VCpVpX1ms5moqChSU1Mve2H1pk4+m4u72OejKAqFhYVERkaiVsssEXeRvl078tlcnPRtz5O+XTvy2VxcTZ+P9Ov6U1Pflu/uxcnnc3Hu6Ntyx7uW1Go1rVu3vmgbg8EgX+QayGdzcTV9PnLV3P2kb18Z+WwuTvq250jfvjLy2VxcdZ+P9Ov68Wd9W767Fyefz8XVZd+WS3BCCCGEEEIIIYQbSeIthBBCCCGEEEK4kSTebqDT6Zg5cyY6nc7ToTQ48tlcnHw+DZv8/1Mz+WwuTj6fhk3+/6mZfDYXJ59PwyX/31ycfD4X547PR4qrCSGEEEIIIYQQbiR3vIUQQgghhBBCCDeSxFsIIYQQQgghhHAjSbyFEEIIIYQQQgg3ksRbCCGEEEIIIYRwI0m8a+mtt94iOjoaHx8fEhIS2L59+0Xbf/rpp8TFxeHj40PXrl357rvv6inS+nc5n82KFStQqVSVHj4+PvUYbf3ZvHkzd955J5GRkahUKtasWfOnx2zatIlrrrkGnU5HTEwMK1ascHuczZ307ZpJ366e9O2GT/r1xUnfrp707YZP+vbFSd+unqf6tiTetfDxxx8zZcoUZs6cye7du+nWrRsDBw4kOzu72vZbtmzhvvvuY9y4cezZs4ehQ4cydOhQDhw4UM+Ru9/lfjYABoOB8+fPux5nz56tx4jrT3FxMd26deOtt966pPanT59m8ODB3HTTTaSkpDB58mQefvhhfvjhBzdH2nxJ366Z9O2aSd9u2KRfX5z07ZpJ327YpG9fnPTtmnmsbyvisl133XXKY4895nrucDiUyMhIZc6cOdW2Hz58uDJ48OBK2xISEpS//e1vbo3TEy73s3n//fcVo9FYT9E1HIDy5ZdfXrTNtGnTlM6dO1faNmLECGXgwIFujKx5k75dM+nbl0b6dsMj/fripG9fGunbDY/07YuTvn1p6rNvyx3vy1RWVsauXbtITEx0bVOr1SQmJpKcnFztMcnJyZXaAwwcOLDG9o1VbT4bgKKiItq2bUtUVBR33XUXBw8erI9wG7zm8r1pKKRv10z6dt1qLt+bhkD69cVJ365bzem742nSty9O+nbdqqvvjiTelyk3NxeHw0FYWFil7WFhYWRmZlZ7TGZm5mW1b6xq89l07NiR5cuX89///pd///vfOJ1O+vbtS1paWn2E3KDV9L0xm82UlJR4KKqmS/p2zaRv1y3p2/VH+vXFSd+uW9K364/07YuTvl236qpve9V1YEJcjj59+tCnTx/X8759+9KpUyfeeecdXnrpJQ9GJoS4EtK3hWiapG8L0TRJ33Y/ueN9mUJCQtBoNGRlZVXanpWVRXh4eLXHhIeHX1b7xqo2n80fabVaevTowYkTJ9wRYqNS0/fGYDDg6+vroaiaLunbNZO+Xbekb9cf6dcXJ327bknfrj/Sty9O+nbdqqu+LYn3ZfL29qZnz54kJSW5tjmdTpKSkipdJfq9Pn36VGoPsG7duhrbN1a1+Wz+yOFwsH//fiIiItwVZqPRXL43DYX07ZpJ365bzeV70xBIv7446dt1qzl9dzxN+vbFSd+uW3X23bncym9CUVavXq3odDplxYoVyqFDh5QJEyYoAQEBSmZmpqIoivLAAw8ozzzzjKv9r7/+qnh5eSmvvfaacvjwYWXmzJmKVqtV9u/f76m34DaX+9nMmjVL+eGHH5STJ08qu3btUkaOHKn4+PgoBw8e9NRbcJvCwkJlz549yp49exRAWbhwobJnzx7l7NmziqIoyjPPPKM88MADrvanTp1S9Hq9MnXqVOXw4cPKW2+9pWg0GmXt2rWeegtNnvTtmknfrpn07YZN+vXFSd+umfTthk369sVJ366Zp/q2JN619Oabbypt2rRRvL29leuuu07ZunWra1+/fv2UMWPGVGr/ySefKB06dFC8vb2Vzp07K99++209R1x/LuezmTx5sqttWFiYcvvttyu7d+/2QNTut3HjRgWo8qj4PMaMGaP069evyjHdu3dXvL29lfbt2yvvv/9+vcfd3Ejfrpn07epJ3274pF9fnPTt6knfbvikb1+c9O3qeapvqxRFUWpxx10IIYQQQgghhBCXQOZ4CyGEEEIIIYQQbiSJtxBCCCGEEEII4UaSeAshhBBCCCGEEG4kibcQQgghhBBCCOFGkngLIYQQQgghhBBuJIm3EEIIIYQQQgjhRpJ4CyGEEEIIIYQQbiSJtxBCCCGEEEII4UaSeAshhBBCCCGEEG4kibdwq23btnHDDTfg6+tL9+7d2bx5MyqVigMHDng6NCHEFZC+LUTTJH1biKZJ+rbnSeIt3ObAgQPccsst9O/fnz179vDCCy8wbNgwdDodcXFxng5PCFFL0reFaJqkbwvRNEnfbhhUiqIong5CNE0333wz4eHhrFq1yrVtyJAhpKWlsXv3bg9GJoS4EtK3hWiapG8L0TRJ324YvDwdgGiazp49y8aNG6sMX9HpdHTr1s1DUQkhrpT0bSGaJunbQjRN0rcbDhlqLtwiJSUFb29vOnfuXGn74cOHXZ38+PHjDB48mJ49e3LjjTeSnZ3tiVCFEJdB+rYQTZP0bSGaJunbDYck3sItNBoNdrud0tJS17akpCQOHjxIt27dsFqt/P3vf+edd95h165d3H///SxbtsyDEQshLoX0bSGaJunbQjRN0rcbDhlqLtyiZ8+eaLVapk6dypNPPsnBgweZPHkyAN26dWPNmjUcPHiQO+64AwCr1cqDDz7ouYCFEJdE+rYQTZP0bSGaJunbDYcUVxNus2rVKp555hny8/MZMGAA3bt358MPP+T48eM8//zzdO7cmfvuu8/TYQohLpP0bSGaJunbQjRN0rcbBhlqLtzm/vvv59y5cxQVFfHZZ5+xfv16hg0bBkB4eDg//PCDq+2+ffs8FaYQ4jJJ3xaiaZK+LUTTJH27YZA73sItNm/eTE5ODj169CA3N5f58+ezfft29uzZQ1BQEMXFxYwaNYojR46g0+kYOHAg8+bN83TYQog/IX1biKZJ+rYQTZP07YZD5ngLt8jKyuKZZ54hPT2dsLAwEhMT2b59O0FBQQD4+fmxZs0azwYphLhs0reFaJqkbwvRNEnfbjjkjrcQQgghhBBCCOFGMsdbCCGEEEIIIYRwI0m8hRBCCCGEEEIIN5LEWwghhBBCCCGEcCNJvIUQQgghhBBCCDeSxFsIIYQQQgghhHAjSbyFEEIIIYQQQgg3ksRbCCGEEEIIIYRwI0m8hRBCCCGEEEIIN5LEWwghhBBCCCGEcCNJvIUQQgghhBBCCDeSxFsIIYQQQgghhHAjSbyFEEIIIYQQQgg3ksRbCCGEEEIIIYRwI0m8hRBCCCGEEEIIN5LEWwghhBBCCCGEcCNJvIUQQgghhBBCCDeSxFsIIYQQQgghhHAjSbyFEEIIUWubN2/mzjvvJDIyEpVKxZo1a1z7bDYbTz/9NF27dsXPz4/IyEhGjx5NRkZGpXPk5+czatQoDAYDAQEBjBs3jqKiokpt9u3bx1/+8hd8fHyIiopi3rx59fH2hBBCiDrh5ekAGiun00lGRgb+/v6oVCpPhyOaAUVRKCwsJDIyErVarpm5i/RtUd8ae98uLi6mW7duPPTQQ9xzzz2V9lksFnbv3s0LL7xAt27duHDhApMmTWLIkCHs3LnT1W7UqFGcP3+edevWYbPZGDt2LBMmTGDVqlUAmM1mBgwYQGJiIkuXLmX//v089NBDBAQEMGHChEuKU/q2qE+NvV83JtK3RX26or6tiFpJTU1VAHnIo94fqampnv76N2nSt+XhqUdT6NuA8uWXX160zfbt2xVAOXv2rKIoinLo0CEFUHbs2OFq8/333ysqlUpJT09XFEVR/vWvfymBgYGK1Wp1tXn66aeVjh07XnJs0rfl4YlHU+jXDZ30bXl44lGbvi13vGvJ398fgNTUVAwGg4ejEc2B2WwmKirK9d0T7iF9W9S35ta3TSYTKpWKgIAAAJKTkwkICKBXr16uNomJiajVarZt28bdd99NcnIyN954I97e3q42AwcOZO7cuVy4cIHAwMA/fV3p26I+Nbd+7UnSt0V9upK+LYl3LVUMZTEYDNLJRb2SYVTuJX1beEpz6NulpaU8/fTT3Hfffa7+lZmZSWhoaKV2Xl5eBAUFkZmZ6WrTrl27Sm3CwsJc+6pLvK1WK1ar1fW8sLAQkL4t6ldz6NeeJn+3hSfUpm/LpBMhhBBCuJ3NZmP48OEoisLbb7/t9tebM2cORqPR9YiKinL7awohhBA1kcRbCCGEEG5VkXSfPXuWdevWVborFR4eTnZ2dqX2drud/Px8wsPDXW2ysrIqtal4XtHmj6ZPn47JZHI9UlNT6/ItCSGEEJdFEm8hhBBCuE1F0n38+HHWr19PcHBwpf19+vShoKCAXbt2ubZt2LABp9NJQkKCq83mzZux2WyuNuvWraNjx441zu/W6XSuoacyBFUIIYSnSeIthBBCiForKioiJSWFlJQUAE6fPk1KSgrnzp3DZrPx17/+lZ07d/LRRx/hcDjIzMwkMzOTsrIyADp16sSgQYMYP34827dv59dff2XixImMHDmSyMhIAO6//368vb0ZN24cBw8e5OOPP+aNN95gypQpnnrbQgghxGWR4mpCCCGEqLWdO3dy0003uZ5XJMNjxozhxRdf5KuvvgKge/fulY7buHEj/fv3B+Cjjz5i4sSJ3HLLLajVau69914WL17sams0Gvnxxx957LHH6NmzJyEhIcyYMeOS1/AWQgghPE0Sb9GomSw20gosFJXY+WTnOU7mFHJVyxb06xDGiZwiSssc7DqbT4ndgcFHi0ql4tq2gVhtDo7nFOGtURNm8KFn2yAOZJg4X1DCqZxiglpo8fX2orDEBioVEUYfYlr6cyKnkOxCKyoF8ixWdFo117YJIsNUyuncIhRUdAz3546ukWw7lceBjALCDL6oVSrSCyzkFpfRPtiP9AILGrUag68XYS18KLLZCfLV4q/XMbRbJPGtjJ7+aIUQ4pL0798fRVFq3H+xfRWCgoJYtWrVRdtcffXV/Pzzz5cd36Wo+FvSOkCPUa91y2sIIRq+bSfz+O5gBp3CDOSXlNE/NlR+k4k6I4m3aLRMFhtv/3SCfWkF7DxzgTJH+Y+7lLRCPt9zvsbjkk/lV9m2cuu5Wsex55y50vND5wv5ck/G77ZcqLT/RHbxRc/3+a5UPnwoQf6hF0KIemCy2Fi0/ijHsoroENaCyYkdJfkWohlKOpTF31ftxmp3AuClhhW/nmHFg9fJbzJRJ2SOt2i00gosnM2zYLU5XUl3U2AqsbHpePafNxRCCHHFDmea2XAkh1O5RWw4ksPhTPOfHySEaFJMFhuv/XjElXQD2J2QW1jGP9ceJjXP4sHoRFMhibdotFoH6GkbrEenVeOtufxF7Bsqo6+W/rGhng5DCCGaBUupnYKSMgosNgpKyrCU2j0dkhCinu08m0+mqaTKdiew+Xge97+bzNd70jFZbFUPFuISyVBz0WgZ9Voe7Rcjc7yFEELUmt7HiwBfb0ptDtQqUJrOdVwhxCUwWWx8uiuNQqujxjapBaXM+vYgd6YWMDmxg0xHEbUiibdo1Ix6LUZ9eZKacFXwn7S+uCE9WtVFSC63xIfV6fmEEELUvU7hBq6PCWb9oWzKnE6+33+eXm2D5Ie1EM3EzrP5HM8qROelQilTqCn9Lrba2ZdeQFqBxfXbU4jLIYm3EEIIIZoto15L7/bBfLU3A7tDYd2hLG7rGsEtneTiqRBN3baTeTz7xX5yi6yoVBBi0BEX1gInEOqn40KJjZ1nL2Aps2O1KeQXl2HQyUU5UTuSeAshhBCiWbOUOXA4FVQqhVK7k7P5UkhJiKYuNc/CE6t3k1VYVr5BgZs7tOSZ2+NdI15MFhtPf7GPjYezUKsVssylrDucyUM3tPdg5KKxkuJqQgghhGjWrm5lxNdbg9WmoCgKh9LNUkRJiCbu11M55BWXVdrmr9dWmmZi1GsZ1rM1LXy8KHOCpczJ3LVH2HYyr77DFU2AJN5CCCGEaNYUFbQL1hPUQktIC2/Om0pIK5C73kI0ZaF+Pvh4/S8VaqHTMLRb1Xo/vdoGEervA5QnTmV2he8OZtRXmKIJkcRbCCGEEM1a6wA9V7cOQO+tBZWKtsF6WgfoPR2WEMKNwo0+XB0VSHSwnm6tDbw3+tpqV5Ux6rX8Y0BHdF5qFMBXq+bGmFAOZphkZIy4LDLHWwghhBDNmlGv5aHr25NXXEaW2YrOS+PpkIQQbpR0KIvn/7ufUpuTlv465tx99UWXcr0lPowPxl7HdwczuDEmlF9O5HAsq4gOYS2YnNhRVkEQl0QSbyGEEEI0e2arDZtDIT7CQKa5VJYMEqKJOpRuYuKq3ZTYnagAtQpO5BZdNPGG8mVrE64KZuupPDYdy6XM7uBYdiHXRAVyZx0vSSuaJhlqLoQQQohmr3WAnrbBejLNpTLUXIgm7P9+PkWJ3QmAAjgVhR6tAy/5eBVQZneQWVBKTmEZ8344Qmqe1IQQf04SbyGEEEI0e0a9lkf7xXB7l3C8vVSkX5Af0kI0NYfSTfxyIqfSth5RAUQFX/qFtkijL3aHguO356kFpXy1V4qtiT8nibcQQgghBJB+wcLsbw7xr40nGfV/W2XJICGakNQ8C49+tJvcov8VRNOq4W83xlzWecxWGzpt5RTqyHlZglD8OUm8hRBCCCGAtQczyS0qw+GECyV2Xv3+sPyYFqKJWLTuKGfzLTh/e96yhZal/68XCVcFX9Z5WgfoSWgXhFatcm37+UQOc9fKvxfi4iTxFkIIIYQAYkJboFGVz/sESL1g4Uim2aMxCSGuXNKhLD5PqTwcfHCXCG6JD7vscxn1Wp4f3Jmx10ej+S33NpXYSTqSzWH590JchCTeQgghhBBAvw6hXNMmwPW8sNROtqnUcwEJIerEmr1plZ57qWH4tW1qfT6jXkv7li3w0pSnUgpgczhQXfww0cxJ4i2E8Ji33nqL6OhofHx8SEhIYPv27Rdt/+mnnxIXF4ePjw9du3blu+++q7HtI488gkqlYtGiRXUctRCiqTLqtfTvGIaK8srFDodCjsXq6bCEEFfo1rhw191pFfDsbZ3+dPmwP3P9VSG0DdajVpUvSRak1xFp9L3yYEWTJYm3EMIjPv74Y6ZMmcLMmTPZvXs33bp1Y+DAgWRnZ1fbfsuWLdx3332MGzeOPXv2MHToUIYOHcqBAweqtP3yyy/ZunUrkZGR7n4bQogmJirQF+1vv9C9NCpa6nUejkgIcSVMFhuHMs10bx3AVS31vDGiOw/9pf0VnzcqWM/j/WMI0Hvh560hu7CULSdz6yBi0VQ1iMS7ru96vfjii8TFxeHn50dgYCCJiYls27atUptjx45x1113ERISgsFg4IYbbmDjxo11/t6EENVbuHAh48ePZ+zYscTHx7N06VL0ej3Lly+vtv0bb7zBoEGDmDp1Kp06deKll17immuuYcmSJZXapaen8/jjj/PRRx+h1Wrr460IIZqQUKMPYQYfglt4E2bwIdTo4+mQhBBXIK3Awtk8C1dHBdAhzMBVYS3q7Ny+Pl6U2RUKrQ7MpQ5e/Gq/rIYgauTxxNsdd706dOjAkiVL2L9/P7/88gvR0dEMGDCAnJz/rdt3xx13YLfb2bBhA7t27aJbt27ccccdZGZmuv09C9HclZWVsWvXLhITE13b1Go1iYmJJCcnV3tMcnJypfYAAwcOrNTe6XTywAMPMHXqVDp37nxJsVitVsxmc6WHEKL5igs3kNgpjI5h/iR2CiMu3ODpkIQQV8Cg06LVqDh03ky4wYfWAZe+Zvef8dd5oXKVY4QSO7z6/SGpbi6q5fHE2x13ve6//34SExNp3749nTt3ZuHChZjNZvbt2wdAbm4ux48f55lnnuHqq68mNjaWf/7zn1gslmqHrQoh6lZubi4Oh4OwsMrVRMPCwmq8+JWZmfmn7efOnYuXlxdPPPHEJccyZ84cjEaj6xEVFXUZ70QI0dQY9VomJ3bg2cGdGNazNT8dzyY1z+LpsIQQtWCy2Hj7p+PsOJ3PubxirHZHnZ4/LtxAh7DKF+cuFNtkNQRRLY8m3u666/XH11i2bBlGo5Fu3boBEBwcTMeOHfnggw8oLi7GbrfzzjvvEBoaSs+ePas9j9wVE6Jh27VrF2+88QYrVqxApbr0uqLTp0/HZDK5HqmpqW6MUgjRGBj1Wgw6LU9+nMKzn+/n4ZU7JPkWohE6nGlm/eEccovLMJfaOJlTTFpB3fVlo17LS3d1ISrABy81eKlVWO0O/puSLne9RRUeTbzdddcL4JtvvqFFixb4+Pjw+uuvs27dOkJCQgBQqVSsX7+ePXv24O/vj4+PDwsXLmTt2rUEBgZW+7pyV0yIuhMSEoJGoyErK6vS9qysLMLDw6s9Jjw8/KLtf/75Z7Kzs2nTpg1eXl54eXlx9uxZnnrqKaKjo2uMRafTYTAYKj2EEOKrvRkczS6iqMzB0ewivtqb8ecHCSEalGxzKQWWMmwOBUuZE38frzodag4Q38rIqvF9GHdDewL1XgD8eiJX7nqLKjw+1NxdbrrpJlJSUtiyZQuDBg1i+PDhrnnjiqLw2GOPERoays8//8z27dsZOnQod955J+fPn6/2fHJXTIi64+3tTc+ePUlKSnJtczqdJCUl0adPn2qP6dOnT6X2AOvWrXO1f+CBB9i3bx8pKSmuR2RkJFOnTuWHH35w35sRQjRJafnFF30uhGj4TmQX4VQUvNXg7aXm+pgQjPq6L7waFazn2nZBlNoVCkrs5FtsFFrtdf46onHz8uSLu+OuVwU/Pz9iYmKIiYmhd+/exMbG8t577zF9+nQ2bNjAN998w4ULF1x3t/71r3+xbt06Vq5cyTPPPFPldXU6HTqdLCkiRF2ZMmUKY8aMoVevXlx33XUsWrSI4uJixo4dC8Do0aNp1aoVc+bMAWDSpEn069ePBQsWMHjwYFavXs3OnTtZtmwZUD6FJDg4uNJraLVawsPD6dixY/2+OSFEo9c6WI8KXGWTQgzyG0CIxuRQuomPtp3F7ixfu/uqYF8S48L+9LjaUgEoCg6nE4cDLJJ4iz/w6B1vd9z1qonT6cRqtQJgsZTP7VCrK799tVqN0+m87PchhLh8I0aM4LXXXmPGjBl0796dlJQU1q5d65pKcu7cuUojUPr27cuqVatYtmwZ3bp147PPPmPNmjV06dLFU29BCNGEDbm6FVe19EOrhhbeGvKKymTOphCNyKbj2RRZ7Rh8vNCo4ZZOYUQF1+0w899TKeWjah1OKLE5+XhHqvybISrx6B1vqPu7XsXFxbzyyisMGTKEiIgIcnNzeeutt0hPT2fYsGFAefIeGBjImDFjmDFjBr6+vrz77rucPn2awYMHe+aDEKIZmjhxIhMnTqx236ZNm6psGzZsmKsfX4ozZ87UMjIhRHMXFaxn+u2deG3tEQy+WtILSkgrsGDUGz0dmhDiEvSPDWXFr2cwldgI8vPmrm6Rbn09pwrsTsU1Sib5VB5rD5xnxHVt3Pq6ovHweOI9YsQIcnJymDFjBpmZmXTv3r3KXa/f35muuOv1/PPP8+yzzxIbG1vprpdGo+HIkSOsXLmS3NxcgoODufbaa/n5559d6/qGhISwdu1annvuOW6++WZsNhudO3fmv//9r6vyuRBCCCGatwiDD3mWMk7lFWP01aJS/vwYIUTDEN/KyIoHr2PT8Wz6x4YS38q9F838dV5oNWpKf1uyzKnAO5tP0feqELfeaReNR4MorjZx4kTOnj2L1Wpl27ZtJCQkuPZt2rSJFStWVGo/bNgwjh49itVq5cCBA9x+++2ufT4+PnzxxRekp6djtVrJyMjgv//9L9dee22lc/Tq1YsffviBvLw8zGYzycnJ3HbbbW59n0IIIURTsnnzZu68804iIyNRqVSsWbOm0v4vvviCAQMGEBwcjEqlIiUlpco5SktLeeyxxwgODqZFixbce++9VWq5nDt3jsGDB6PX6wkNDWXq1KnY7e6fP3kitwiAVgG+lZ4L0Vy99dZbREdH4+PjQ0JCAtu3b7+k41avXo1KpWLo0KGVtj/44IOoVKpKj0GDBtVZvPGtjPy9f6zbk24oX9O76x9e53RuMU9/vleGnAuggSTeQgghhGh8iouL6datG2+99VaN+2+44Qbmzp1b4zmefPJJvv76az799FN++uknMjIyuOeee1z7HQ4HgwcPpqysjC1btrBy5UpWrFjBjBkz6vz9/FGP1oFEBvhSXOYgMsCXHq2rX3JUiObg448/ZsqUKcycOZPdu3fTrVs3Bg4c6Fo1qCZnzpzhH//4B3/5y1+q3T9o0CDOnz/vevznP/9xR/huZ9Rreegv7THo/pdeKUDyqXy+PyDLEYoGMNRcCCGEEI3TbbfddtHRYg888ABQc70Fk8nEe++9x6pVq7j55psBeP/99+nUqRNbt26ld+/e/Pjjjxw6dIj169cTFhZG9+7deemll3j66ad58cUX8fb2rvP3VSEqWM+bI69hT9oFerQOlOGiollbuHAh48ePd9VhWrp0Kd9++y3Lly+vdkUgKL9wNmrUKGbNmsXPP/9MQUFBlTY6na7G1Ywam2vbBtE3piU/HMxyzfVWgL2pJkZe58nIREMgd7yFEEII4RG7du3CZrORmJjo2hYXF0ebNm1ITk4GIDk5ma5du7pqvwAMHDgQs9nMwYMH3R5jVLCefrGhHM8qZPWOs6TmWdz+mkI0NGVlZezatatSX1Wr1SQmJrr6anVmz55NaGgo48aNq7HNpk2bCA0NpWPHjjz66KPk5eXVaez1yajX8tzt8fRpH1i+vBig1UBiJ/ctYyYaD7njLYQQQgiPyMzMxNvbm4CAgErbw8LCyMzMdLX5fdJdsb9iX02sVqtrGVEAs9lcqxhNFhvz1h7h630ZlNmdtA/x450Hesndb9Gs5Obm4nA4qu2LR44cqfaYX375hffee6/a2g4VBg0axD333EO7du04efIkzz77LLfddhvJycloNJpqj6mrvu0uUcF65t7bnSmf7uFguhl/Hy2/nMilV3QQRr3W0+EJD5I73kIIIYRocubMmYPRaHQ9oqKianWetAILe9MKKCq1Y7U7OZFTyJaTuXUcrRBNS2FhIQ888ADvvvsuISEhNbYbOXIkQ4YMoWvXrgwdOpRvvvmGHTt2VLukaIW66tvulGEqIb2gFAUoKbNz6LyZtAIZLdPcSeIthBBCCI8IDw+nrKysyrzPrKws15zP8PDwKlXOK55fbF7o9OnTMZlMrkdqamqtYmwdoCeohTdOyudq2h3gRNYVE81LSEgIGo2m2r5YXT88efIkZ86c4c4778TLywsvLy8++OADvvrqK7y8vDh58mS1r9O+fXtCQkI4ceJEjbHUVd92JwXwUqvxUqspcygE+XnTOkBGyTR3kngLIYQQwiN69uyJVqslKSnJte3o0aOcO3eOPn36ANCnTx/2799fqXLyunXrMBgMxMfH13hunU6HwWCo9KgNo15Ln+gg1BUTNlVQUFRWq3MJ0Vh5e3vTs2fPSn3V6XSSlJTk6qu/FxcXx/79+0lJSXE9hgwZwk033URKSkqNd6nT0tLIy8sjIiKixljqqm+7U6dwAzfEBKPTqtB5qdFKxiWoxRzvsrIy1qxZQ3JysmtuVXh4OH379uWuu+5ya3VRIYQQQjQcRUVFle5MnT59mpSUFIKCgmjTpg35+fmcO3eOjIzypXSOHj0KlP9uCA8Px2g0Mm7cOKZMmUJQUBAGg4HHH3+cPn360Lt3bwAGDBhAfHw8DzzwAPPmzSMzM5Pnn3+exx57DJ1OVy/vMzbCgN7bi5IyOyoV7E03YbLYZL6maFamTJnCmDFj6NWrF9dddx2LFi2iuLjYVeV89OjRtGrVijlz5uDj40OXLl0qHV9Ry6Fie1FREbNmzeLee+8lPDyckydPMm3aNGJiYhg4cGC9vre6ZtRrSWgfzFd7M7A7FDYczeGWY9nc1b2Vp0MTHnRZifeJEycYOHAgGRkZJCQkuAos7Nmzh6VLl9K6dWu+//57YmJi3BKsEEIIIRqOnTt3ctNNN7meT5kyBYAxY8awYsUKvvrqK9ePciifzwkwc+ZMXnzxRQBef/111Go19957L1arlYEDB/Kvf/3LdYxGo+Gbb77h0UcfpU+fPvj5+TFmzBhmz55dD++w3LVtg7ghJpjkk3mEG3ywOxXSCiwY9cZ6i0GI2srMzGTbtm2VbpglJCRc9hJeI0aMICcnhxkzZpCZmUn37t1Zu3atKx84d+4cavWl39rVaDTs27ePlStXUlBQQGRkJAMGDOCll16qt4tq7lRa5sDhVHA4nZQ54IvdafTvECoX7JoxlaIolzxR6dZbb8XPz48PPvigyrAOs9nM6NGjKSkp4YcffqjzQBsas9mM0WjEZDI1yCEuoumR71z9kM9Z1Df5ztWPK/2cU/MszP/xCFlmK/ERBiYndpAf0KJGDaFfFxcX87e//Y3Vq1ejUqkICgoCID8/H0VRuO+++3jnnXfQ6xv33OOG8FlXJzXPwtgV2zmbb8Hg40XHcH9GXteGfrGSfDdmV/J9u6wZB7/++isvv/xytS9iMBh46aWX+Pnnny8rACGEEEKIhs7gqyXYzxsvtQqkuJpoBCZNmsT27dv59ttvKS0tJSsri6ysLEpLS/nuu+/Yvn07kyZN8nSYTVZUsJ7FI3vQr0MIHcP9sZQ5+Colg7d/OoHJYvN0eMIDLivxDggI4MyZMzXuP3PmTJW1OIUQDVdubi7z5s3j7rvvpk+fPvTp04e7776b+fPnk5OT4+nwhBBu9sf1cEXN0gosZJqtRBp92Z1awK4z+Z4OSYiL+vzzz1mxYgUDBw6stCa2RqNhwIABLF++nM8++8yDETZ98a2MLBjWg5HXtUGnUZNTVEryyVyOZDastcdF/bisxPvhhx9m9OjRvP766+zbt8915Wzfvn28/vrrPPjgg0yYMMFdsQoh6tCOHTvo0KEDixcvxmg0cuONN3LjjTdiNBpZvHgxcXFx7Ny509NhCiHq2Lp167j99tsJDAxEr9ej1+sJDAzk9ttvZ/369Z4Or8FqHaAnSO/Nj4czOZ5VxMKkY6Tmybq8ouFyOp0XLXrs7e2N0+msx4iaJ6NeS1gLH/ammdibamZ/upmPtp6Tu97N0GUVV5s9ezZ+fn7Mnz+fp556CpWqfG0NRVEIDw/n6aefZtq0aW4JVAhRtx5//HGGDRvG0qVLXX25gqIoPPLIIzz++OMkJyd7KEIhRF1buXIlDz/8MH/96195/fXXXUWRsrKy+PHHH7n99tt57733eOCBBzwcacNj1GvpGmXguwMZhLTwJttcyp60C0QFN+75saLpuuOOO5gwYQLvvfcePXr0qLRvz549PProo9x5550eiq552XIyF6u9/CKHU4H96QVSoLEZuuzlxJ5++mmefvppTp8+Xak6Yrt27eo8OCGE++zdu5cVK1ZUSboBVCoVTz75ZJU/1EKIxu2VV15h0aJFPPbYY1X2Pfjgg9xwww3Mnj1bEu8aXB0ZgFajJstcitFXS0xIC0+HJESNlixZwv3330/Pnj0JDAwkNDQUgOzsbAoKChg4cCBLlizxcJTNg1GvrVQZoszmwKCTAmvNzWUn3hXatWv3p8m2wWAgJSWF9u3b1/ZlhBBuEh4ezvbt24mLi6t2//bt2113w4QQTcO5c+dITEyscf8tt9zCU089VY8RNS6KCjpFGKgor6ZUvW4pRIMRGBjI999/z5EjR0hOTq50w6xPnz41/v0XdU/v7YVWDbbfRvYb9N6YrTLUvLmpdeJ9KS5jpTIhRD37xz/+wYQJE9i1axe33HJLpSGnSUlJvPvuu7z22msejlIIUZc6d+7Me++9x7x586rdv3z5cuLj4+s5qsajdYCeThEGdp/Nx1LmILOglM6RMlRUNGxxcXGXlGQPHjyY//u//yMiIqIeomperr8qhNhQf07lFuPtpeaaNoG0DpBpKs2NWxNvIUTD9dhjjxESEsLrr7/Ov/71LxwOB1Be7bRnz56sWLGC4cOHezhKIURdWrBgAXfccQdr164lMTGxygW3U6dO8e2333o4yobLqNdybdsg3v/1DGV2J4//ZzfvP3gdCVcFezo0Ia7Y5s2bKSkp8XQYTVJUsJ53HujFr6dy8NN60dLg4+mQhAdI4i1EMzZixAhGjBiBzWYjNzcXgJCQELTaqvOO0tLSiIyMRK2+rMUQhBANSP/+/Tlw4ABvv/02W7durTT09LbbbuORRx4hOjras0E2cJtPZFNmd6JVQ4nNyZq9aZJ4CyH+VFSwntt8I5m39ggHzpvoEmFk2qA4jHqZ691cSOIthECr1f7p0LL4+Hip2SBEExAdHc3cuXMvqe1//vMfhgwZgp+fn5ujajxu7xzJxzvSKP1tsubZXAsmi01+PAsh/tSuM/l8sz+DMruTM7nF3BIXys3xUk+nuXDrravqqiULIRonqdkgRPPzt7/9jaysLE+H0aAkXBXM6IQ2rudbTuXz0dazHoxICNFYZBeXYnMoeKlV2BwK2cWlng5J1CO3Jt7yQ10IIYRovOTvePXMZfZKz5dtPklqnsVD0QghGovr27ekfUs/vDQqIow+XB0Z4OmQRD2qVeK9cePGS2r3/fff06pVq9q8hBBCCCFEg3R3t9Z4/W5Qn9lqJ+mwjAwQQlxcVLCeJ2/pQMsWOlAU/r3tDCaLLCvWXNQq8R40aBBXXXUVL7/8MqmpqTW2u+GGG9DpdLUOTgghhBCioUm4KphhPf93Y0FRwFLm8GBEQly5Z599lqCgIE+H0aSl5ll4+btDHMsu5lSuha/2nmfH2XxPhyXqSa2Kq6Wnp/Phhx+ycuVKZs2axc0338y4ceMYOnQo3t7edR2jEKIBkJoNQgjxP7d0juCbfecpdTjx0ajpEOHv6ZCEqNHx48fZuHEj2dnZOJ3OSvtmzJgBwPTp0z0RWrOyJ+0CeUVlAChAmd1JXqHVs0GJelOrO94hISE8+eSTpKSksG3bNjp06MDf//53IiMjeeKJJ9i7d29dxymE8DCZ6ymEEP9zbdsg7uweSUzLFnSNMhIp6/KKBurdd9+lU6dOzJgxg88++4wvv/zS9VizZo2nw2tWerQOpHWgL15q0Kgg1F+HXquR4ebNxBUXV7vmmmuYPn06EydOpKioiOXLl9OzZ0/+8pe/cPDgwbqIUQjRABw6dIi2bdt6OgwhRD1q27YtWq0sk1Udo17L/0uIxuZQOHy+iKc/3ycF1kSD9PLLL/PKK6+QmZlJSkoKe/bscT12797t6fCalahgPe/8v15MubUDPdsEACoWJh1j0fpjknw3A7Vex9tms/Hf//6X5cuXs27dOnr16sWSJUu47777yMnJ4fnnn2fYsGEcOnSoLuMVQtSBe+6555LbfvHFFwBERUW5KxwhRD1LTU1FpVLRunVrALZv386qVauIj49nwoQJrnYHDhzwVIiNwr50ExmmUtQqOJ5dxLojWTx0fTtPhyVEJRcuXGDYsGGeDkP8JipYT7+Oofx6Ig+NWoXTqXAsq5C0AgtGvdHT4Qk3qtUd78cff5yIiAj+9re/0aFDB/bs2UNycjIPP/wwfn5+REdH89prr3HkyJG6jlcIUQeMRqPrYTAYSEpKYufOna79u3btIikpCaNR/gAI0RTdf//9rhVKMjMzufXWW9m+fTvPPfccs2fP9nB0jUdLfx1eahWlZQ7sTifbT+XJXSvR4AwbNowff/zR02GI32kdoKdDWAvU6vL6OcEtvDHoZHRRU1erxPvQoUO8+eabZGRksGjRIrp06VKlTUhIyCUvOyaEqF/vv/++6xEWFsbw4cM5ffo0X3zxBV988QWnTp1i5MiRhISEuDWOt956i+joaHx8fEhISGD79u0Xbf/pp58SFxeHj48PXbt25bvvvnPts9lsPP3003Tt2hU/Pz8iIyMZPXo0GRkZbn0PQjRGBw4c4LrrrgPgk08+oUuXLmzZsoWPPvqIFStWeDa4RqRX2yD6XhWM3ltDqwBfSmwO0gpkuLloWGJiYnjhhRd48MEHWbBgAYsXL670EPXPqNcyObEjkxNjaRXoS/qFEpb/ekou3DVxtRpqnpSU9Ocn9vKiX79+tTm9EKIeLV++nF9++QWNRuPaptFomDJlCn379mX+/Plued2PP/6YKVOmsHTpUhISEli0aBEDBw7k6NGjhIaGVmm/ZcsW7rvvPubMmcMdd9zBqlWrGDp0KLt376ZLly5YLBZ2797NCy+8QLdu3bhw4QKTJk1iyJAhle7mCyHKL1RVLPe5fv16hgwZAkBcXBznz5/3ZGiNilGv5YmbYzmVW0x+cRnnTaWopA6laGCWLVtGixYt+Omnn/jpp58q7VOpVDzxxBMeikwkHc4iJdWEl1pFblEZA7tE0Lt9sKfDEm5Sqzvec+bMYfny5VW2L1++nLlz515xUEKI+mO326udFnLkyJEqS47UpYULFzJ+/HjGjh1LfHw8S5cuRa/XV/tvC8Abb7zBoEGDmDp1Kp06deKll17immuuYcmSJUD58Pl169YxfPhwOnbsSO/evVmyZAm7du3i3LlzbnsfQjRGnTt3ZunSpfz888+sW7eOQYMGAZCRkUFwsPzouxyKCiKNvgT4aimwlLF8y2m5ayUalNOnT9f4OHXqlKfDa7bSCiyczbPgdDopKbNTXGbDUmr3dFjCjWqVeL/zzjvExcVV2V7xh/xy1eVwU4AXX3yRuLg4/Pz8CAwMJDExkW3btlU5z7fffktCQgK+vr4EBgYydOjQy45diMZu7NixjBs3joULF/LLL7/wyy+/sGDBAh5++GHGjh3rltcsKytj165dJCYmurap1WoSExNJTk6u9pjk5ORK7QEGDhxYY3sAk8mESqUiICCgTuIWoqmYO3cu77zzDv379+e+++6jW7duAHz11VeuIeji0rQO0BPi702h1U6Yvw8FFpsMNxcNlqIosjxoA6FSIPVCMaV2BZsTiqwOvjtwXi7cNWG1GmqemZlJREREle0tW7a87CFqdT3cFKBDhw4sWbKE9u3bU1JSwuuvv86AAQM4ceIELVu2BODzzz9n/PjxvPrqq9x8883Y7Xap3iqapddee43w8HAWLFjg6r8RERFMnTqVp556yi2vmZubi8PhICwsrNL2sLCwGosyZmZmVts+MzOz2valpaU8/fTT3HfffRgMhhpjsVqtWK1W13Oz2Xypb0OIRqt///7k5uZiNpsJDAx0bZ8wYQJ6vd6DkTU+Rr2WSTd3ACCjoARQZLi5aHA++OAD5s+fz/Hjx4Hy38pTp07lgQce8HBkzdeJ3CIUBbzVUOYEu93JllN5HMk0kyDDzZukWt3xjoqK4tdff62y/ddffyUyMvKyzlXXw02hvFprYmIi7du3p3PnzixcuBCz2cy+ffuA8qG1kyZNYv78+TzyyCN06NCB+Ph4hg8fflmxC9EUqNVqpk2bRnp6OgUFBRQUFJCens60adMqzftuTGw2G8OHD0dRFN5+++2Ltp0zZ06lKu+ybJpoLjQaTaWkGyA6Orrai97i4qKC9TzUtx3ZZiu7zhbImt6iQVm4cCGPPvoot99+O5988gmffPIJgwYN4pFHHuH111/3dHjNVo/WgUQYfLFXzOpTgRoVct2u6arVHe/x48czefJkbDYbN998M1BecG3atGmXdYesYrjp9OnTXdsuZbjplClTKm0bOHAga9asqfE1li1bhtFodA2l2717N+np6ajVanr06EFmZibdu3dn/vz51VZoB7krJpqHi90ZrkshISFoNBqysrIqbc/KyiI8PLzaY8LDwy+pfUXSffbsWTZs2PCn72n69OmV/k0xm82SfIsm6ZprriEpKYnAwEB69OiBSqWqse3u3bvrMbKmYX+6ifSCElTAiZwitpzMZURwG0+HJQRvvvkmb7/9NqNHj3ZtGzJkCJ07d+bFF1/kySef9GB0zVdUsJ6/9b+KWV8fpMTqwIlCl1YGOoXXz28xUf9qlXhPnTqVvLw8/v73v1NWVgaAj48PTz/9dKUk+s+4c7jpN998w8iRI7FYLERERLBu3TrX0kgVhSRefPFFFi5cSHR0NAsWLKB///4cO3aMoKCgKq87Z84cZs2adcnvTYiGzNM/wL29venZsydJSUmu2gpOp5OkpCQmTpxY7TF9+vQhKSmJyZMnu7atW7eOPn36uJ5XJN3Hjx9n48aNl1QkSqfTuao7C9GU3XXXXa7vutQ0qXs+3hocTgWbQ0GjhuIyKZIkGobz58/Tt2/fKtv79u0rqxh4WLjBB6OvFh8vNTaHwuAuERj1sp53U1WrxFulUjF37lxeeOEFDh8+jK+vL7GxsQ3qx+tNN91ESkoKubm5vPvuuwwfPpxt27YRGhrqqtT83HPPce+99wLl6xq3bt2aTz/9lL/97W9Vzid3xURT0hB+gE+ZMoUxY8bQq1cvrrvuOhYtWkRxcbGroNvo0aNp1aoVc+bMAWDSpEn069ePBQsWMHjwYFavXs3OnTtZtmwZUJ50//Wvf2X37t188803OBwO1wW5oKAgvL29PfI+hWgoZs6cWe1/i7oRbvAhSK8lp6gMhxM+3HqOWzuFExUsc+aFZ8XExPDJJ5/w7LPPVtr+8ccfExsb66GoBEBcuIE+7YP56VgOOi81645k0b1NoPy70UTVKvGu0KJFC6699tpaH+/O4aZ+fn7ExMQQExND7969iY2N5b333mP69OmuwnDx8fGu9jqdjvbt29e47JDcFRNNSUP4AT5ixAhycnKYMWOGa7rH2rVrXSNazp07h1r9vzIUffv2ZdWqVTz//PM8++yzxMbGsmbNGtf0kPT0dL766isAunfvXum1Nm7cSP/+/evlfQnRGKSmpqJSqWjdujUA27dvZ9WqVcTHxzNhwgQPR9c4xYUbuKqlP9mFeahVkFFgYf3hLMbe0M7ToYlmbtasWYwYMYLNmzdz/fXXA+V1mZKSkvjkk088HF3zZtRruat7K45mFpJbZOXn47nAEV66q6vc+W6CalVcrbi4mBdeeIG+ffsSExND+/btKz0u1e+Hm1aoGG76++Gjv1cx3PT3/jjctDpOp9M1R7tnz57odDqOHj3q2m+z2Thz5gxt27a95PiFaEp27drFv//9b/7973+zZ8+eennNiRMncvbsWaxWK9u2bSMhIcG1b9OmTaxYsaJS+2HDhnH06FGsVisHDhzg9ttvd+2Ljo52LZPyx4ck3UJUdv/997Nx40agfApXYmIi27dv57nnnmP27Nkejq5xMuq1DL8uCl/v8p9WDqfCtjP5sjSQ8Lh7772Xbdu2ERISwpo1a1izZg0hISFs376du+++29PhNXuRRl9MJTZSL5RQXGpjz7kCjmRKLammqFZ3vB9++GF++uknHnjgASIiIi46P/TP1PVw0+LiYl555RWGDBlCREQEubm5vPXWW6SnpzNs2DCgvIDUI488wsyZM4mKiqJt27bMnz8fwNVGiOYiOzubkSNHsmnTJtd61wUFBdx0002sXr3atQSfEKLpOHDggGu97k8++YSuXbvy66+/8uOPP/LII48wY8aMSz7X5s2bmT9/Prt27eL8+fN8+eWXlaawKIrCzJkzeffddykoKOD666/n7bffrjTENT8/n8cff5yvv/4atVrNvffeyxtvvEGLFi1cbfbt28djjz3Gjh07aNmyJY8//jjTpk278g+jDvXvEMqNsSFsOZlPmEGH3eEkrcCCUW/0dGiimevZsyf//ve/PR2GqIbZasPo44WvVoPD6aTU7qDIKjUimqJaJd7ff/893377rWu4ypWo6+GmGo2GI0eOsHLlSnJzcwkODubaa6/l559/pnPnzq7zzJ8/Hy8vLx544AFKSkpISEhgw4YNVZZWEaKpe/zxxyksLOTgwYN06tQJgEOHDjFmzBieeOIJ/vOf/3g4QiFEXbPZbK7pU+vXr2fIkCEAxMXFXXaxpeLiYrp168ZDDz3EPffcU2X/vHnzWLx4MStXrqRdu3a88MILDBw4kEOHDuHj4wPAqFGjOH/+POvWrcNmszF27FgmTJjAqlWrgPK6KgMGDCAxMZGlS5eyf/9+HnroIQICAhrU0HijXsuzt3fmjQ3HKLDYiAltQesAmasp6p/ZbHat6vFnK/HU14omonqtA/RcHRVAVmEZBSVl6DQafjmeQ6+2QTLcvIlRKYpy2cvFtWvXju+++871I705MpvNGI1GTCaT/IMl6oW7vnNGo5H169dXqdewfft2BgwYQEFBQZ29VmMgfVvUN0985xISErjpppsYPHgwAwYMYOvWrXTr1o2tW7fy17/+lbS0tFqdV6VSVbrjrSgKkZGRPPXUU/zjH/8AwGQyERYWxooVKxg5ciSHDx8mPj6eHTt20KtXLwDWrl3L7bffTlpaGpGRkbz99ts899xzZGZmugolPvPMM6xZs6bGVVD+qD4/Z5PFRlqBhdYBevnh3Ex5+m+JRqPh/PnzhIaGolarqx2dqigKKpUKh8NR7/HVJU9/1nXBZLHx/cEMvtydzlUtW3DBYmPizTF0jpTRMg3NlXzfanXH+6WXXmLGjBmsXLkSvV6u5ArRmDmdTrTaqj8MtVqtawUAIUTTMnfuXO6++27mz5/PmDFj6NatGwBfffWVawh6XTh9+rRrDnkFo9FIQkICycnJjBw5kuTkZAICAlxJN0BiYiJqtZpt27Zx9913k5yczI033lhpdYKBAwcyd+5cLly4UO1oNavV6qrtAn9+168uGfVaGV4uPGrDhg2u5XEr6jmIhsuo13Jb50iOni/kWFYRHcJktExTVKvEe8GCBZw8eZKwsDCio6Or/Gh3x7q/Qgj3uPnmm5k0aRL/+c9/iIyMBMorhD/55JPccsstHo5OCOEO/fv3Jzc3F7PZXClpnTBhQp1eUK9Y0q9i+liFsLAw177MzExCQ0Mr7ffy8iIoKKhSm3bt2lU5R8W+6hLvOXPmMGvWrLp5I0I0Mv369XP9d7t27YiKiqpy11tRFFJTU+s7NHERZXaFojI7ZfbLHpAsGoFaJd6eWvdXCFH3lixZwpAhQ4iOjnatTZ+amkqXLl2kEIsQTZhGo8Fut/PLL78A0LFjR6Kjoz0bVB2aPn06U6ZMcT03m82uf+Pqy6F0E5uOZ9M/NpT4VnIHXHhGu3btXMPOfy8/P5927do1+qHmTcWRTDNbTuVisztZX5CFn07DA72jZU3vJqRWiben1v0VQtS9qKgodu/ezfr1611zJTt16lRpaKgQomkpLi7m8ccf54MPPnBNKdFoNIwePZo333yzzu56h4eHA5CVlUVERIRre1ZWFt27d3e1yc7OrnSc3W4nPz/fdXx4eDhZWVmV2lQ8r2jzRzqdzlVAzhMOpZt4cMV2TCU2Vvx6hhUPXifJt/CIirncf1RUVOQqcCg8TwEcTrhgKaO4zMn7W06TdCSbN0f2kH87mohaJd5QvtzQZ599xsmTJ5k6dSpBQUHs3r2bsLAwWrVqVZcxCiHcxGaz4evrS0pKCrfeeiu33nqrp0MSQtSDKVOm8NNPP/H111+7Vij55ZdfeOKJJ3jqqad4++236+R12rVrR3h4OElJSa5E22w2s23bNh599FEA+vTpQ0FBAbt27aJnz55A+fxUp9NJQkKCq81zzz2HzWZzTW9bt24dHTt2bLCrkWw6no2pxIZe64WpxMam49ny41nUq4oRHyqVihdeeKHSBTWHw8G2bdtc/VJ4XqdwA/ER/iQdLgHA7oAzucUsXH+UBcN6SKHGJqBWife+fftITEzEaDRy5swZxo8fT1BQEF988QXnzp3jgw8+qOs4hRBuoNVqadOmjQwzE6KZ+fzzz/nss8/o37+/a9vtt9+Or68vw4cPv6zEu6ioiBMnTrienz59mpSUFIKCgmjTpg2TJ0/m5ZdfJjY21rWcWGRkpGvaWqdOnRg0aBDjx49n6dKl2Gw2Jk6cyMiRI111J+6//35mzZrFuHHjePrppzlw4ABvvPEGr7/+ep18Hu7QPzaUFb+eocBiw0eroWNo46y2LBqvPXv2AOV3vPfv31+pOKG3tzfdunVzrTYgPM+o1zK8ZxS7zl0gp7AMBVAUSMsv4XCmmd7tgz0dorhCtUq8p0yZwoMPPsi8efPw9/d3bb/99tu5//776yw4IYT7Pffcczz77LN8+OGHrgqoQoimzWKxVCl4BhAaGorFYrmsc+3cuZObbrrJ9bziLtuYMWNYsWIF06ZNo7i4mAkTJlBQUMANN9zA2rVrKw1x/eijj5g4cSK33HILarWae++9l8WLF7v2G41GfvzxRx577DF69uxJSEgIM2bMaFBreP9RfCsjc+6+mme/3EeJzc6i9cfoEOYv8zVFvamoZj527FjeeOONRrvUVnPSMzqIbq0C2HAkGyfgBI5nF/HZzlQ6hRvkrncjV6vEe8eOHbzzzjtVtrdq1cpVgVQI0TgsWbKEEydOEBkZSdu2bfHz86u0X1YpEKLp6dOnDzNnzuSDDz5wJcAlJSXMmjWLPn36XNa5+vfvj6LUXIFXpVIxe/ZsZs+eXWOboKAgVq1addHXufrqq/n5558vKzZPyy2yYiqxo6BwPLuILSdzGRHcxtNhiWbm/fff93QI4hIZ9Vr6xgaz6Vg2FSu6OpXywmtpBRZZprCRq1XirdPpql0P89ixY7Rs2fKKgxJC1J+77rqr2qIrQoima9GiRQwaNIjWrVu71vDeu3cvPj4+/PDDDx6OrulwolDmcOJUQK1SKC6zezok0Uzt3LmTTz75hHPnzlFWVlZp3xdffHHJ53nrrbeYP38+mZmZdOvWjTfffJPrrrvuT49bvXo19913H3fddRdr1qxxbVcUhZkzZ/Luu+9SUFDA9ddfz9tvv01sbOwlx9TU3BoXzvLNp0kzlQKgAsIMPrKudxNQq8R7yJAhzJ49m08++QQov5p97tw5nn76ae699946DVAI4V4vvviip0MQQtSzrl27cvz4cT766CPXagb33Xcfo0aNwtfX18PRNR1qVHhrVJTZFZwKJB3K4t5romS4qKhXq1evZvTo0QwcOJAff/yRAQMGcOzYMbKysrj77rsv+Twff/wxU6ZMYenSpSQkJLBo0SIGDhzI0aNHqyxV9ntnzpzhH//4B3/5y1+q7Js3bx6LFy9m5cqVrhoQAwcO5NChQ8224rrBV0ufmGDWHc6ipMyBwUdLuEH+XW4K1LU5aMGCBRQVFREaGkpJSQn9+vUjJiYGf39/XnnllbqOUQjhRu3btycvL6/K9oKCAtq3b++BiIQQ7rZ582a8vb0ZP348CxYsYMGCBTz88MNotVo2b97s6fCajL5XhRARoEcBvNRwOtfC4cyqIwaFcKdXX32V119/na+//hpvb2/eeOMNjhw5wvDhw2nT5tKnPixcuJDx48czduxY4uPjWbp0KXq9nuXLl9d4jMPhYNSoUcyaNavKbwpFUVi0aBHPP/88d911F1dffTUffPABGRkZle6KNzdpBRaKrA76tAumhc6LXm0DybeUkVZwefU3RMNTq8TbaDSybt06vv76axYvXszEiRP57rvv+Omnn6rMDxVCNGxnzpyptqq51WolLS3NAxEJIdztpptuIj8/v8p2k8lUqVCauDJRwXr+dmM7fLRq1CrIs1g5lGHydFiimTl58iSDBw8GyquZFxcXo1KpePLJJ1m2bNklnaOsrIxdu3aRmJjo2qZWq0lMTCQ5ObnG42bPnk1oaCjjxo2rsu/06dNkZmZWOqfRaCQhIeGi52zqWgfoaRusx+ZUiAoq/9+2wXoZat4E1Hodb4AbbriBG264oa5iEULUo6+++sr13z/88ANG4/8KdjgcDpKSkmjXrp0nQhNCuJmiKNXWdsjLy5ML6HWsXUgLAny1nDdbAYU31h+nd7tgWdNb1JvAwEAKCwuB8kLIBw4coGvXrhQUFFzyKga5ubk4HI4qqyGEhYW5pqv80S+//MJ7771HSkpKtfsrCjJXd86LFWu2Wq1YrVbX8+rqTjVmRr2WR/vFkFZgwaDTkmEqoebylaIxqVXifbHKpAAzZsyoVTBCiPpTsYauSqVizJgxlfZptVqio6NZsGCBByITQrjLPffcA5T3+wcffBCdTufa53A42LdvH3379vVUeE1SXLiBUIMP581WVICp1M4PBzMl8Rb15sYbb2TdunV07dqVYcOGMWnSJDZs2MC6deu45ZZb3PKahYWFPPDAA7z77ruEhITU6bnnzJnDrFmz6vScDY1Rr8WoN5KaZ+GjbWfJMluJjzAwObGD1IhoxGqVeH/55ZeVnttsNk6fPo2XlxdXXXWVJN5CNALO39apaNeuHTt27KjzP4xCiIanYmSLoij4+/tXKqTm7e1N7969GT9+vKfCa5KMei13dY9kX5oJBVCrkB/Ool4tWbKE0tLyCtnPPfccWq2WLVu2cO+99/L8889f0jlCQkLQaDRkZWVV2p6VlUV4eHiV9idPnuTMmTPceeedrm0Vvzu8vLw4evSo67isrCwiIiIqnbN79+41xjJ9+nSmTJniem42m4mKirqk99GYmCw2XvnuEJuOZqNVq8k0lTCoSzgJ7YM9HZqopVol3nv27KmyzWw28+CDD15WdUQhhOedPn3a0yEIIerJ+++/71pz+80336RFixYejqh56BxpJNygI7fQiqKCX0/kSnVzUW+CgoJc/61Wq3nmmWcu+xze3t707NmTpKQk14g5p9NJUlISEydOrNI+Li6O/fv3V9r2/PPPU1hYyBtvvEFUVBRarZbw8HCSkpJcibbZbGbbtm08+uijNcai0+kqjdZpqg5nmtmbWoDNoWBzONDbHTLkvJG7ojnev2cwGJg1axZ33nknDzzwQF2dVghRD5KSkkhKSiI7O9t1RbrCxaqVCiEaH0VR+Oijj3j22Web9Vq59Sku3EB8pIFNR3NQnLDtdD47zuaT2Cnszw8WohbMZjMGg8H13xdT0e7PTJkyhTFjxtCrVy+uu+46Fi1aRHFxMWPHjgVg9OjRtGrVijlz5uDj40OXLl0qHR8QEABQafvkyZN5+eWXiY2NdS0nFhkZ6UrumzMV4KUpL8zocIKPRkO2uZRtp/KICzfIhbtGqM4SbyivhmoySbVOIRqTWbNmMXv2bHr16kVERES1BZeEEE2HWq0mNjaWvLw8SbzriVGvpUukkQ1HclCAYquD45lmSbyF2wQGBnL+/HlCQ0MJCAio9m97RZHF6lY2qc6IESPIyclhxowZZGZm0r17d9auXesqjnbu3DnU6stbMGnatGkUFxczYcIECgoKuOGGG1i7dm2zXcP79+LCDfRoE8DmYza0GjUXSq288u0h9Dov+ncIlfnejVCtEu/FixdXeq4oCufPn+fDDz/ktttuq5PAhBD1Y+nSpaxYsUJGqgjRjPzzn/9k6tSpvP3221XuSgn3MPpp0ajBqZTP89Z5azwdkmjCNmzY4BpivnHjxjo778SJE6sdWg6wadOmix67YsWKKttUKhWzZ8/+08LNzZFRr+WRG6/iQJqJM3kWnIBFVYZTgUPnzaQVWDDqpUhjY1KrxPv111+v9FytVtOyZUvGjBnD9OnT6yQwIUT9KCsrkyrGQjQzo0ePxmKx0K1bN7y9vSsVWQOqXeNbXJlb48L5dGcaaRcsGH20WK1OUvMsRAXL2ryi7vXr1w8Au93OTz/9xEMPPUTr1q09HJW4XIoKdN7q8nHnCtgVKLDYyCuyopIJ341OrRJvKcYkRNPx8MMPs2rVKl544QVPhyKEqCeLFi3ydAjNTlSwngV/7cbL3x1ib6qJ15OOsWZvOv83+lpJvoXbeHl5MX/+fEaPHu3pUEQttA7Q0zbIj+NZRTh/S7Q1aoVMcymLNxxn7r3dZLh5I1Knc7yFEI1PaWkpy5YtY/369Vx99dVotZX/AV+4cKGHIhNCuMuYMWM8HUKzpKjggsVGcVn5nNqjWUX8O/k00+/o7OHIRFN2880389NPPxEdHe3pUMRlMuq1PHd7POZSG3tTL+BwQqldQWV38MvxXCnS2MjUKvG+++67L7kA0xdffFGblxBC1JN9+/a5lvE4cOBApX1SaE2IpuncuXMX3d+mTZt6iqR5aR2gx9+n8k+vlclnuKtHa+JbyVxN4R633XYbzzzzDPv376dnz574+flV2j9kyBAPRSYuRVSwnudvj+eJ1Xs4nVMMUF6ksczB8fNSpLExqVXibTQa+fLLLzEajfTq1QuAXbt2YTKZGDp0qPxYF6IRqcuiK0KIxiE6Ovqif6svtcqxuDxGvZb/l9CWnacvULFwY6kDPt55llmtrvZobKLp+vvf/w5UP4LtcqqaC89RVBDcQkeWuZRCa/n/X2oVKCoVBzNMtA7Qy5DzRqBWiXdYWBjDhw9n6dKlaDTlVTkdDgd///vfMRgMzJ8/v06DFEK434kTJzh58iQ33ngjvr6+rmVGhBBNz549eyo9t9ls7Nmzh4ULF/LKK694KKrmoV+HUNqF+HIyt8S1rajU7sGIRFPndDr/vJFo0FoH6ImPMJB+wUKpzQGq8m370grYfe4CMaEteLRfjCTfDVytEu/ly5fzyy+/uJJuAI1Gw5QpU+jbt68k3kI0Inl5eQwfPpyNGzeiUqk4fvw47du3Z9y4cQQGBrJgwQJPhyiEqGPdunWrsq1Xr15ERkYyf/587rnnHg9E1TwY9VrG33gVz315AMdvxZLOm6yYLDb50SyEqJZRr2VyYgcGdQnnVG4R+1ML2Hoqj81Hs4kMKC/OKMuLNXy1SrztdjtHjhyhY8eOlbYfOXJErqoJ0cg8+eSTaLVazp07R6dOnVzbR4wYwZQpUyTxFqIZ6dixIzt27PB0GE3ebV0i+SrlPMmn8gA4kGFm15l8bo6XuZrCPYqLi/npp584d+4cZWVllfY98cQTHopKXA6jXktcuIGvUjL4MiWDElt5znUit5i2IXpaB8jqCA1drRLvsWPHMm7cOE6ePMl1110HwLZt2/jnP//J2LFj6zRAIYR7/fjjj/zwww9V1veMjY3l7NmzHopKCOFOZrO50nNFUTh//jwvvvgisbGxHoqq+TDqtSR2DmX3uQsAWKx2kk/lSeIt3GLPnj3cfvvtWCwWiouLCQoKIjc3F71eT2hoqCTejUhagYUD501YbZVvdAb4amXETCOgrs1Br732GtOmTWPBggXceOON3HjjjSxcuJCpU6fKMHMhGpni4mL0+qpXSfPz89HpdG597bfeeovo6Gh8fHxISEhg+/btF23/6aefEhcXh4+PD127duW7776rtF9RFGbMmEFERAS+vr4kJiZy/Phxd74FIRqlgIAAAgMDXY+goCDi4+NJTk7mX//6l6fDaxZujQsnwuBDqd2JXSmvbp50KMvTYYkm6Mknn+TOO+/kwoUL+Pr6snXrVs6ePUvPnj157bXXPB2euAytA/R0iTCi/kMGp9PUKqUT9axW/y+p1WqmTZtGeno6BQUFFBQUkJ6ezrRp0yrN+xZCNHx/+ctf+OCDD1zPVSoVTqeTefPmcdNNN7ntdT/++GOmTJnCzJkz2b17N926dWPgwIFkZ2dX237Lli3cd999jBs3jj179jB06FCGDh1aaQm0efPmsXjxYpYuXcq2bdvw8/Nj4MCBlJaWuu19CNEYbdy4kQ0bNrgemzZt4tChQ5w8eZK+fft6OrxmISpYzzXRga7nZQ6FuWsPY7LYPBiVaIpSUlJ46qmnUKvVaDQarFYrUVFRzJs3j2effdbT4YnLYNRreaTfVcRHGlzbvFSQEBOCyWLjYIZJ/g1pwGp9ecRut7N+/Xr+85//uCofZ2RkUFRUVGfBCSHcb968eSxbtozbbruNsrIypk2bRpcuXdi8eTNz58512+suXLiQ8ePHM3bsWOLj41m6dCl6vZ7ly5dX2/6NN95g0KBBTJ06lU6dOvHSSy9xzTXXsGTJEqD8bveiRYt4/vnnueuuu7j66qv54IMPyMjIYM2aNW57H0I0Rk6nk379+rkef/nLX4iLi8PLy4u33nrL0+E1G9e2Daz0/Gy+hR1n8z0UjWiqtFot6t9ukYaGhnLu3DmgfHng1NRUT4YmasFstRGo98bo64VGBZGBvsS2bMHbP51gyYYTvP3TCUm+G6hazfE+e/YsgwYN4ty5c1itVm699Vb8/f2ZO3cuVquVpUuX1nWcQgg36dKlC8eOHWPJkiX4+/tTVFTEPffcw2OPPUZERIRbXrOsrIxdu3Yxffp01za1Wk1iYiLJycnVHpOcnMyUKVMqbRs4cKArqT59+jSZmZkkJia69huNRhISEkhOTmbkyJFXHPehdBP/3nqG8+YSwv19yTSXkldcRrhBx6lcC20D9bQO8mF/hplWBl8UlUKWuQxzaRleKhWtAvXERfjj46Vhb5oJP28vboprSai/D5/sTOVkTiH+Oi1FVhtlDicdwgwczTRTUFJGgK835hIb4QE+/LVnFCjwya5UvNUqUKnQa72ICfXjZE4RhaUO1GqFAF9v9DoNZXaF49mFaDVq/H288NWqsTlAr1VjKXOSW1SKU1EoKLFxU8dQBsRHsCf1ApuP5aDVQH6xDVOpjRA/b6JbtuCmDqEcyTSTW2RF56VGUVSczi2msLSMwlIHsWH+xEf4s/1sPgXFNmx2JxqNilB/HSVlTuyKA4NORwtfNQ4HGHy9CPbTkV9cRk5RKd5qDSH+OjLMJZgtdrzUKpwodAxrQb8OYZzIKcJkKWPX2Qt4acBfp8WulCcxVpuD4zlFeGvUhBl86Nk2iAMZJs4XlHAqp5igFlq8NGpMxeU/XEKMOtoG+nEip5AMUwkOhxObQ8FLo+GaKCMZplJO5xahoKJjuD93dI1k26k8DmQUEGbwRa1SkV5gIbe4jKgAX1IvWAjUa/H30RLo602RzU6QrxZ/vY6h3SKJb9UwKs7ec889rF+/np49e1ba/sYbb/DCCy/w2GOPeSiy5iW/pAw1uNb0LrMrHM80k9hJ5nqLutOjRw927NhBbGws/fr1Y8aMGeTm5vLhhx/SpUsXT4cnLlPrAD0t/XXovNS0DPEjzODDpuPZ7E8z4aVRceR8oVQ4b6BqlXhPmjSJXr16sXfvXoKDg13b7777bsaPH3/Z53vrrbeYP38+mZmZdOvWjTfffNNVtK06n376KS+88AJnzpwhNjaWuXPncvvtt7v2v/jii6xevZrU1FS8vb3p2bMnr7zyCgkJCVXOZbVaSUhIYO/evezZs4fu3btfdvxCNHZGo5Hnnnuu3l4vNzcXh8NBWFjlH5dhYWEcOXKk2mMyMzOrbZ+ZmenaX7GtpjbVsVqtWK1W1/M/Fp2qcCjdxP3/t5WCkqrr7e5LL//fEznFrm27MVVpdzCziB8PVx5K/2VKOl5qFTanUrX9+f+NIMowlVehTTNZ2Xm26rkBNhzLqXb75Vi9M52Pd6ZTNRrIK7ZzNNvCDwernw5QIasoj19O5lXZfu7C74f8Wy47tgMZhXy+53yN+5NPVb1TuHLruct+nQo7z16o9PzQ+UK+3JPxuy2V95/ILuZiPt+VyocPJTSI5Hv+/PncdtttbN68mbi4OAAWLFjA7Nmz+fbbbz0cXfPRPzaUpZtOYi51AKBSwd40kywtJurUq6++SmFhIQCvvPIKo0eP5tFHHyU2NrbGUWai4TLqtUy6uQMAuYVlFJSUkXQwmwPnTTgcCgF+3qiq+yMuPK5WQ81//vlnnn/+eby9vSttj46OJj09/bLO5Y55nh06dGDJkiXs37+fX375hejoaAYMGEBOTtUfpdOmTSMyMvKyYhaiKXn//ff59NNPq2z/9NNPWblypQciql9z5szBaDS6HlFRUdW223Q8G3Np1aT7SilQbdLtSQ0rmqbDVGJj0/GLX7SoLw8//DD/+Mc/SExM5MyZM8ydO5fZs2fz3Xff8Ze//MXT4TUb8a2MvPvAtcSG+uHnrSK2ZQvsToW0gsu/MCVETXr16uWq2RIaGsratWsxm83s2rWLbt26eTg6URtRwXpeGNyZe3q2wuirJdNcgtWu4FCg0FLGvowCT4coqlGrxNvpdOJwOKpsT0tLw9/f/7LOVdfzPAHuv/9+EhMTad++PZ07d2bhwoWYzWb27dtX6Vzff/89P/74o1R0FM3anDlzCAkJqbI9NDSUV1991S2vGRISgkajISurcgXfrKwswsPDqz0mPDz8ou0r/vdyzgkwffp0TCaT61HTfLf+saEYfGo1SOiiVIBWrarz816JhhVN02H01dI/NtTTYbhMmzaNUaNG0atXL/75z3/yww8/cP3113s6rGYn4apglo+5jtu6RhIVrCcmtIWsxyvq1Msvv8zp06c9HYaoY0a9ln6xobT011H4240BBbApoHJe/FjhGbX6FTlgwAAWLVrEsmXLgPIqyEVFRcycObPSkO8/4455ntW9xrJlyzAajZWu6mVlZTF+/HjWrFlT7VJKQjQX586do127dlW2t23b1lWApa5VTAFJSkpi6NChQPkFvaSkJCZOnFjtMX369CEpKYnJkye7tq1bt44+ffoA0K5dO8LDw0lKSnJNGTGbzWzbto1HH320xlh0Ot0lLZsW38rIqod7yxxvmePdaOd4L168uMq2Vq1aodfrufHGG9m+fbtrST9Z17d+Vdy9SiuwUFRi56PtZ+gfG9ogpiWIxu/TTz9l5syZJCQk8P/+3/9j+PDh1V5wF41PxbDz0znF7DlXAICXWkW+pYyDGSZaB+hl2koDUqvE+7XXXmPQoEHEx8dTWlrK/fffz/HjxwkJCeE///nPJZ/HHfM8K3zzzTeMHDkSi8VCREQE69atc/0joygKDz74II888gi9evXizJkzfxrrpc4DFaKxCQ0NZd++fURHR1fa/scaDnVtypQpjBkzhl69enHdddexaNEiiouLGTt2LACjR4+mVatWzJkzByivLdGvXz8WLFjA4MGDWb16NTt37qx0AXDy5Mm8/PLLxMbG0q5dO1544QUiIyNdyf2Vim9l5NV73TMsL+Gqy/+sRya0dUMk5W6OD+OpgXFuO399GtKjVZ2e75b4xln46vXXX692u0aj4ddff+XXX38FyvuSJN71z6jXkn4B/vbRTgpL7CzbfIpV43pL8i2u2N69ezl48CAfffQRr732GpMnT+bWW29l1KhRDB06VG5ANXJRwXpeuqsLj/1nD+kXyqepvPvzSTYezeaatkE82i9Gku8GolZDzaOioti7dy/PPfccTz75JD169OCf//wne/bsITS0YQyju+mmm0hJSWHLli0MGjSI4cOHu+aNv/nmmxQWFla60/5nLnUeqBCNzX333ccTTzzBxo0bcTgcOBwONmzYwKRJk+qkEnhNRowYwWuvvcaMGTPo3r07KSkprF271nVh7dy5c5w//79CWn379mXVqlUsW7aMbt268dlnn7FmzZpKFVmnTZvG448/zoQJE7j22mspKipi7dq1+Pj4uO19CNFYnD59+pIep06dqvPXLiwsZPLkybRt2xZfX1/69u3Ljh07XPsVRWHGjBlERETg6+tLYmIix48fr3SO/Px8Ro0ahcFgICAggHHjxjW5JUw/3nmOAosdhwIFFjsrt57xdEiiiejcuTOvvvoqp06dYuPGjURHRzN58uSLTsUSjUd8KyN/u7EdKhTKHAr5Fge7zxaw7mCmLFHYgFx24m2z2bjqqqs4fvw4o0aNYt68efzrX//i4YcfxtfX97LO5Y55nhX8/PyIiYmhd+/evPfee3h5efHee+8BsGHDBpKTk9HpdHh5eRETEwOUF58YM2ZMta97qfNAhWhsXnrpJRISErjlllvw9fXF19eXAQMGcPPNN7ttjneFiRMncvbsWaxWK9u2bau08sCmTZtYsWJFpfbDhg3j6NGjWK1WDhw4UGVqi0qlYvbs2WRmZlJaWsr69evp0KGDW9+DEE2ZwWCok0T84YcfZt26dXz44Yfs37+fAQMGkJiY6CrIOm/ePBYvXszSpUvZtm0bfn5+DBw4kNLS/1XCHzVqFAcPHmTdunV88803bN68mQkTJlxxbA2JzVZ5YmbyiTxS86TQmqhbfn5++Pr64u3tjc0m6z03HSocv6uOalfgZK6FhT8clX9HGojLTry1Wm2lP4RX4vfzPCtUzPOsmLf5RxXzPH/v9/M8a+J0Ol1DxRcvXszevXtJSUkhJSWF7777DiivsP7KK69Ue7xOp8NgMFR6CNEUeHt78/HHH3P06FE++ugjvvjiC06ePMny5currFwghGheFOXKa9yXlJTw+eefM2/ePG688UZiYmJ48cUXiYmJ4e2330ZRFBYtWsTzzz/PXXfdxdVXX80HH3xARkaGq37L4cOHWbt2Lf/3f/9HQkICN9xwA2+++SarV68mIyPj4gE0Ir1jQtD8rrph2oUSnl+zH5NFkiNxZU6fPs0rr7xC586d6dWrF3v27GHWrFkXXW5TNC7XXxVC22C/KtvP5BWx5WSuByISf1SroeaPPfYYc+fOxW6/8qV1pkyZwrvvvsvKlSs5fPgwjz76aJV5nr8fEj5p0iTWrl3LggULOHLkCC+++CI7d+50FWQqLi7m2WefZevWrZw9e5Zdu3bx0EMPkZ6ezrBhwwBo06YNXTEk/VsAAFbdSURBVLp0cT0q7ohdddVVtG7d+orfkxCNUWxsLMOGDeOOO+6gbduqc4fr6s6XEKJ5sdvtOByOKlM+fH19+eWXXzh9+jSZmZkkJia69hmNRhISElyFVpOTkwkICKBXr16uNomJiajVarZt21Y/b6Qe9OsQyg0xwa4fZ07g15O5bD7aMJahE41T7969iYmJ4bPPPmPs2LGcPXuWpKQkxo0bh9EoNQSaiqhgPW+O7EGIX+WbJqU2hR1n8uQCXgNQq+JqO3bsICkpiR9//JGuXbvi51f56soXX3xxyecaMWIEOTk5zJgxg8zMTLp3715lnqda/b/rAxXzPJ9//nmeffZZYmNjK83z1Gg0HDlyhJUrV5Kbm0twcDDXXnstP//8M507d67N2xVCUDd3voQQzY+/vz99+vThpZdeolOnToSFhfGf//yH5ORkYmJiXHfcLlY4NTMzs0oNGS8vL4KCgmq8Y9cYi6Ia9VpeHno14z7YwbGs8vnrdidsOZnLnXVcJFA0H7fccgvLly8nPj7e06EINzNb7diVyks+e3uVrzySVmDBqJcLLZ5Uq8Q7ICCAe++9t86CmDhxYo1LCG3atKnKtmHDhrnuXv+Rj4/PZSX+ANHR0ZJUCCGEEG7y4Ycf8tBDD9GqVSs0Gg3XXHMN9913H7t27XLba86ZM4dZs2a57fzuEhWs56UhXXh45XYKy8rnfH+z/zxDe7Su1eoHQtQ0jfKPDAYDKSkptG/f3s0RCXdRAX5aLQX8L/kusyuczS9BJamOx11y4v3VV19x2223odVqef/9990ZkxBCCCEaAJVK9eeNLsFVV13FTz/9RHFxMWazmYiICEaMGEH79u1dxVGzsrKIiIhwHZOVlUX37t2B8sKqFSuTVLDb7eTn59dYjHX69OlMmTLF9dxsNjeaFUkSrgpmcLdIVu9IA6DQ6mDeD0dY/uB1siyQcBu5CdX4xYUb6BkdSNGxHBRFocjqIKSFDlA4kVskyxN62CXP8b777rspKCgAyodz//EPoBBCCCGalrr+Ie7n50dERAQXLlzghx9+4K677qJdu3aEh4dXKpxqNpvZtm2bq3Bqnz59KCgoqHSHfMOGDTidzkqrIfxeYy+K2veqELS/VVpTA4Wldg5nNvzh8kIIzzHqtUwdEEe/Di1p4a3FS62isNRGmL8PPVoHejq8Zu+SE++WLVuydetWoPwPcV1dBRdCNA7S54Vofr7//ntatbryucU//PADa9eu5fTp06xbt46bbrqJuLg4xo4di0qlYvLkybz88st89dVX7N+/n9GjRxMZGcnQoUMB6NSpE4MGDWL8+PFs376dX3/9lYkTJzJy5EgiIyOvOL6G6P+3d+fxTVXp48c/2dt0SRfoSqGUxRZkE6SAjihUijIuA4IoI4sMzjjiiLj8cAPX4euGqCDo6Lghoo4OM6IDIqiDwoBA2ctSlkLpRrekTdqs9/dHIVJKK5SkKe3zfr3y0t7cmzy55CR57jnnOUO7x3BdzzgigrQEaVWU2Rx8vuWYFEgSQjQqKdrIhPROdG4fwsiecXSPDeO+a7uTFG0MdGht3jkPNf/Tn/7ETTfdhEqlQqVSNTi0C8Dtdjd4nxDi4iRD0IS4uJ0+7PrXzJs3D4Arr7zSJ89tNpt55JFHyMvLIyoqijFjxvDcc8+h09UOm3744YexWq3cddddVFRUcOWVV7Jy5co6ldA/+ugjpk+fzvDhw1Gr1YwZM4bXXnvNJ/G1RCajjmdu7sWSjUdY+F0OlmoHX+8s5Kpu7bmhrxRaE0I0LDUunF4dTOQUV9EtNpRLYsICHZLgPBLvJ598kvHjx5OTk8ONN97Iu+++S0REhB9DE0K0JL7q+RJCBEZWVtY57eeP0S3jxo1j3LhxjT7n008/zdNPP93gPlFRUSxdutTnsbVkJqOOYJ0Wh8uDywMOt5sPN+RyVfcYmestfE5GtrUeJqOOCQM78era/VTYnCz+4SC9ksK5IqW99HwH0HlVNU9NTSU1NZU5c+YwduxYjMbG/+F++uknBgwYgMFguKAghRC+FcieLyFEYHz33XeBDkE0QadoI3q1CpendtTR/hOVbM4tY3ha7K8cKcT5kZFtrYvF7sRqdxMZrGfFznz+s7uAjlHHeH38ZZJ8B0iTlhObM2fOOe133XXXybIEQrRAgez5EkIIce4GdIri8s5RrDtQigcw21y88s1e4sODpEKx8CkZ2da6dIgw0inayIZDpThdHiLCDORXVJOVVy6Jd4A0KfE+V3LlTIiWSXq+hBCbN2/m008/5ejRozgcjjr3ffHFFwGKSpzJZNRxfa8EfswpBQUUYFdBFX/4cDNv3zFAkm9xVjKyTZiMOu4e2pWe8eE8+eVu8s01RATr6NouNNChtVl+TbyFEEII0fIsW7aMiRMnkpmZyTfffMOIESPYv38/RUVF/O53vwt0eOIMikpBo1bhdv/SoVFQUcPzq/by2vjLZL63qEdGtgmoTb5jwoMI1mlQAQatmkq7K9BhtVmSeAshpOdLiDbmr3/9K6+88gr33HMPYWFhvPrqq3Tu3Jk//vGPxMfHBzo8cYYrUtqTGBHM4VKbd5tGraKq2klehQ2TUXq9RV0ysk2cogA6rQaNWo0CHC6xkmAKxmJ30iHCKBfumtE5r+MthGidli1bxpAhQ8jOzuaf//wnTqeT3bt3s3btWkwm+TEnRGt08OBBRo0aBYBer8dqtaJSqbj//vt56623AhydOFNStJGFt1/GkJRoIkO0GLQqgnUqdFo1KpnVJ4RoRFpcOFd3b0eEUYuiePjn1jzuXbaVV1bvZ9EPOZhtzkCH2Gb4tcdbhq8I0fJJz5cQbU9kZCSVlZUAJCYmsmvXLnr16kVFRQU2m+1XjhaB0CPRxKLf9+eH/cW88J+9FFhq+PlIOfd8nMXC2/rJXG/RKBnZ1naZjDrG9k9izd5iiix2zNUu1CoVceFB5JbaZNRMM/Jrj7cUVxOi5ZOeLyHanquuuorVq1cDMHbsWO677z6mTZvGbbfdxvDhwwMcnWiIyagDFVhOztF0K3CkxMoT/9olvVaiQTKyTeSUVFHtdBOs12CpcWF1ONl+rAKAAnONfH40E78m3pWVlbKUmBAt3Nl6vgDp+RKiFVuwYAHjx48H4LHHHmPmzJkUFRUxZswY3nnnnQBHJxrTr0MkiZHBnOraUIAtRyt4/us9HCuVz2xR36mRbV9++SV6vZ5XX32VvXv3Mm7cODp27Bjo8EQz6NchkriwIGwnL9q53FBUaWfd/mKe/Ndu5n+7T5LvZtCkxLuoqIg77riDhIQEtFotGo2mzk0IcfGQni8h2haXy8WKFSu839dqtZpZs2bx73//m5dffpnIyMgARygakxRt5K3fD6BPh/A62/+RdZx7l22V5FvUIyPbRFK0kRnXdqddWBBQe8HOo0CVw0OhpZodeRXkVchnh781aY735MmTOXr0KE888QTx8fEyl1uIi9iCBQuoqakBanu+dDod69evZ8yYMTz++OMBjk4I4WtarZY//elPZGdnBzoU0URJ0UamX9OdaR9uxnOy69vhVjhWZiMrr5ykaGNgAxQtitR0EAADOkXRIz6MInMNntO2uzzg9Ch0iJDPDX9rUuL9448/sm7dOvr27evjcIQQzelUz1dmZibwS8+XEKJ1GzhwINu2baNTp06BDkU0UVxEEHHhQeSba7zb7E4PITpZKVbUdWpkW69evbwj29auXcvq1atlZFsbExceTFSInlKrg9MrcRWUV2OpdsrSYn7WpE/npKQkKZwmRCsgPV9CtE1//vOfmTlzJseOHaN///6EhITUub93794Bikycqw4RRnokhFNgrvH+gK5yuHnwH9tZPKE/6V2iAxqfaDlkZJsAyKuwUWZzcHlyJOsOlFDlcHvvq6hx8tOhE4yPloux/tSkOd7z589n1qxZHDlyxMfhCCGa26meLyFE2zF+/HgOHz7MX/7yF6644gr69u1Lv379vP8VLZ/JqGPOb3syOCUKzWkz/sptTp78cpfM9RaA72s6LFy4kOTkZIKCgkhPT2fTpk0N7vvFF18wYMAAIiIiCAkJoW/fvnz44Yd19pk8eTIqlarObeTIkef/QsWv6hBhpFO0EadHoXO7ECKCf+l/VTzIaJlm0KQzfOutt2Kz2ejSpQtGoxGdru6whLKyMp8EJ4TwP+n5EqLtOXz4cKBDED6QFG3kxr6J7DxuptL+S+/V/qIqnlyxm3lj+8rQ0TbOlyPbPvnkE2bOnMnixYtJT09n/vz5ZGZmsm/fPmJiYurtHxUVxWOPPUZqaip6vZ4VK1YwZcoUYmJivFPcAEaOHMm7777r/dtgMFxwrKI+k1HH3UO7kldhI9yg4987jrNgTQ4uRUGvUfNTTgknqhxcmxYrdSL8pEmJ9/z5830chhAiUE4tKfSXv/zFu02lUqEoCiqVCrfb3dChQoiLVG5uLkOGDEGrrfszwOVysX79epn7fRG5oks74iOCsRVX4T455tytwIaDJWw5UsawHrGBDVAEnK9qOsybN49p06YxZcoUABYvXsxXX33F3//+97PWh7n66qvr/H3ffffx/vvv8+OPP9ZJvA0GA3FxcRcUmzg3JqMOk7F27fYBnaKICTdgc7gptzr4ZHMeKmDJhiMsuP0yeiTKGu++1qTEe9KkSb6OQwgRINLzJUTbc80111BQUFCvl8psNnPNNdfIBbeLSFK0kfnj+vLEv3ax7ViFN/l2OD18k12IMUhLWly49Hy3Yb4Y2eZwONiyZQuPPPKId5tarSYjI4MNGzb86vGKorB27Vr27dvH888/X+e+77//npiYGCIjIxk2bBjPPvss0dEN1yiw2+3Y7Xbv3xaL5VefX9SXGhfOsNRYvs0uwq3ULjGmAEfKbLz87X4ZMeMHFzyYv6amBofDUWdbeHh4A3sLIVoa6fkSou05NaLlTKWlpfV+lIuWr0eiifm39uOpL3fx44ET1LjBpcDnW4/z44FSru0Rw4yMS+RHdBvli5FtJSUluN1uYmPrjqCIjY1l7969DR5nNptJTEzEbrej0Wh44403uPbaa733jxw5ktGjR9O5c2cOHjzIo48+ynXXXceGDRu889LPNHfuXJ566qlfjVk0zmTUMbZ/B1buKqxT4VytgqpqJ3kVNm/vuPCNJiXeVquV//f//h+ffvoppaWl9e6XK+VCXDyk50uItmP06NFA7Y/uyZMn15lL6Xa72bFjB0OGDAlUeOICJEUbeXlcPxZ+l8OS/x3B6fLgdCuUVdWwI88sP6LbsECObAsLC2Pbtm1UVVWxZs0aZs6cSUpKincY+qmLAgC9evWid+/edOnShe+//77Bpc4eeeQRZs6c6f3bYrGQlJTk19fRWu08bqai2o5GVTtFRa0CFVBe7STcIBfqfK1JiffDDz/Md999x6JFi7jjjjtYuHAhx48f58033+T//u//fB2jEMKPpOdLiLbDZKpNvBRFISwsjODgYO99er2eQYMGMW3atECFJy6Qyajj5r4JfLr5KDanBwCbS2FfoZmqaleAoxOB4ouRbe3atUOj0VBUVFRne1FRUaPzs9VqNV27dgWgb9++ZGdnM3fu3Hrzv09JSUmhXbt25OTkNJh4GwwGKcDmI9FhBvQaDR6PGzwKwXo1EUY97UMNWOzOQIfX6jQp8f7yyy/54IMPuPrqq5kyZQq/+c1v6Nq1K506deKjjz5iwoQJvo5TCOFj0vMlRNtzqnJwcnIyDz30EEajVK5tbRQVhOq1VJyWaFc5FJ7/Tzbv3pkuw83bIF+MbNPr9fTv3581a9Zw8803A+DxeFizZg3Tp08/51g8Hk+d+dlnysvLo7S0lPj4+HN+TNF0l3eKYlTvOHbnVxIfbiDnhBVLjRNzjZOiiho6RBjlM8OHmpR4l5WVkZKSAtTO5z61fNiVV17J3Xff7bvohBB+Iz1fQrRdEydO5Pjx43Tr1q3O9gMHDqDT6UhOTg5MYOKCdYgwkhARTJ65ps72bcfN/GdXPuMHSt2OtsZXI9tmzpzJpEmTGDBgAAMHDmT+/PlYrVZvlfOJEyeSmJjI3Llzgdq52AMGDKBLly7Y7Xa+/vprPvzwQxYtWgRAVVUVTz31FGPGjCEuLo6DBw/y8MMP07Vr1zpVz4X/mIw6/t/IHuRV2KiqcfG3dYdAUdieZ+a5/2QzqHM0D49MleTbR5qUeKekpHD48GE6duxIamoqn376KQMHDuTLL78kIiLCxyEKIfwhkD1fZWVl3HvvvXz55Zeo1WrGjBnDq6++SmhoaIPH1NTU8MADD7Bs2TLsdjuZmZm88cYb3kIv27dv5//+7//48ccfKSkpITk5mT/96U/cd999zfWyhLhoTJ48mTvvvLNe4r1x40befvttvv/++8AEJi6YyajjyRt78qclW8grr8ZzcrtHgU1HyiXxbkN8PbLt1ltv5cSJE8yePZvCwkL69u3LypUrvd/DR48eRa1We/e3Wq38+c9/Ji8vj+DgYFJTU1myZAm33norABqNhh07dvD+++9TUVFBQkICI0aM4JlnnpGh5M3o1BJjZpuTmDADK7bnY7G7OVHlIL+imkEpUdzQNzHQYbYKTUq8p0yZwvbt2xk6dCizZs3ihhtuYMGCBTidTubNm+frGIUQfhSInq8JEyZQUFDA6tWrcTqdTJkyhbvuuoulS5c2eMz999/PV199xWeffYbJZGL69OmMHj2an376CYAtW7YQExPDkiVLSEpKYv369dx1111oNJrzGgYnRFuQlZXFFVdcUW/7oEGDpL20Aj0STXz0h0G8sDKbL3cWereH69WYbU7pvWoj/DGybfr06Q1+Rpx5we7ZZ5/l2WefbfCxgoODWbVq1Xk9v/Cv3FIrFvsvUw+qnR4W//cgV3WPkc8NH2hS4n3//fd7/z8jI4O9e/eyZcsWunbtek5rAQohWo7m7vnKzs5m5cqV/PzzzwwYMACA119/neuvv56XXnqJhISEeseYzWbeeecdli5dyrBhw4DaHvu0tDT+97//MWjQIO688846x6SkpLBhwwa++OILSSSEOINKpaKysrLedrPZLCsZtBJJ0Ub6JUeyYucvSwWtP1xO0A85TBjYCYvdKfM3Wzmp6SDOx95CC7vz66+Jvregku/3F3OT9HpfMPWv7/LrOnXqxOjRoyXpFuIi1FjP17Zt23z+fBs2bCAiIsKbdEPtBTy1Ws3GjRvPesyWLVtwOp1kZGR4t6WmptKxY0c2bNjQ4HOZzWaioqJ8F7wQrcRVV13F3Llz6yTZbrebuXPncuWVVwYwMuFLyZEhhBo0nJrda3e62Zln5qkVu3juqz088FkWe46bAxqj8L9TI9vOdODAAY4cOdL8AYkWSQFC9L98XpziUSDrSBm7882YbVLp/EKcc4/3a6+9xl133UVQUBCvvfZao/v+5S9/ueDAhBDNo7l7vgoLC+tVVtVqtURFRVFYWNjgMXq9vl4NidjY2AaPWb9+PZ988glfffVVo/HY7fY6FVYtlvpXe4VobZ5//nmuuuoqLrnkEn7zm98AsG7dOiwWC2vXrg1wdMJX+idHcWXX9vx08AQatZoqu4uc4kqsdid2N3g8CnsKKnn7jgH0SJQ1vlsrqekgzkVaXDhDL2nPih35WGo83u0aNazdd4LDZTbS4sO5e2hXGSnTROfc4/3KK69gtVq9/9/Qbf78+ecdxMKFC0lOTiYoKIj09HQ2bdrU6P6fffYZqampBAUF0atXL77++us69z/55JOkpqYSEhJCZGQkGRkZdXrSjhw5wtSpU+ncuTPBwcF06dKFOXPm4HA4zjt2IS52vur5mjVrFiqVqtHb3r17/fES6tm1axc33XQTc+bMYcSIEY3uO3fuXEwmk/eWlJTULDEKEUg9evRgx44djBs3juLiYiorK5k4cSJ79+7l0ksvDXR4wkdMRh2PXp/GiJ5xpMWHEazXUGp1UOVQcLoV3ArkV9Tw8D+2cazUFuhwhZ8098g2cXEyGXUMT4sjRK8jzKBBpwajTk1YkIa88mr2FVaSXWAhr0I+K5rqnHu8Dx8+fNb/v1CffPIJM2fOZPHixaSnpzN//nwyMzPZt29fvV4xqO3Fuu2225g7dy6//e1vWbp0KTfffDNbt271/ljo3r07CxYsICUlherqal555RVGjBhBTk4O7du3Z+/evXg8Ht588026du3Krl27mDZtGlarlZdeeslnr02Ii4Gver4eeOABJk+e3Og+KSkpxMXFUVxcXGe7y+WirKyMuLi4sx4XFxeHw+GgoqKiTq93UVFRvWP27NnD8OHDueuuu3j88cd/Ne5HHnmEmTNnev+2WCySfIs2ISEhgb/+9a+BDkP4WVK0kSdG9eSHA8W8+cNB8spr6u2zt6iKF7/ZyzM39ZKerFZIajqIcxVq0BKk16DRqDC6NXg8cKKqtmOy0GJHr1XL+t4XQKUoivLru/lPeno6l19+OQsWLADA4/GQlJTEvffey6xZs+rtf+utt2K1WlmxYoV326BBg+jbty+LFy8+63NYLBZMJhPffvstw4cPP+s+L774IosWLeLQoUPnFPepxzSbzYSHh5/TMUJcCH++5/Lz81mwYAHbt28nODiY3r17M336dL/Mj87OzqZHjx5s3ryZ/v37A/DNN98wcuRI8vLyGiyu1r59ez7++GPGjBkDwL59+0hNTWXDhg0MGjQIgN27dzNs2DAmTZrECy+80KT4pG2L5hao99y6det48803OXToEJ999hmJiYl8+OGHdO7cuVXO827rbdtsczLt/U1syq2od58K6BYTyjM3X0p6SnSzx9YataT32w033EBwcDAff/wxGo0GqB3Zduo39X/+85+AxnehWtK5vtiZbU7mf7uf/UWVhAfpWH+oBHO1y3u/KVhLcnQIl3WMYEbGJW0y+b6Q99s593if3iP0a851STGHw8GWLVt45JFHvNvUajUZGRkNFkzasGFDvVgyMzNZvnx5g8/x1ltvYTKZ6NOnT4OxSBEm0ZY1Z89XWloaI0eOZNq0aSxevBin08n06dMZP368N+k+fvw4w4cP54MPPmDgwIGYTCamTp3KzJkziYqKIjw8nHvvvZfBgwd7k+5du3YxbNgwMjMzmTlzpnfut0ajoX379s3y2oS4WHz++efccccdTJgwga1bt3rrHJjNZv7617/Wm8J1IdxuN08++SRLliyhsLCQhIQEJk+ezOOPP45KVVvGR1EU5syZw9/+9jcqKiq44oorWLRoUZ05qWVlZdx77718+eWXqNVqxowZw6uvvkpoaKjPYm3NTEYd11wSw+ajFXjO6HJRgCOlVj7bfIzUuNofknkVNunVaiWkpoM4VyajjhkZ3cmrsJFTXMWPOSV17q+qcXG0zEZxpZ3LkiJJiQ2Vz4nzcM6Jd1ZWVp2/t27disvl4pJLLgFg//79aDQabw/WuSgpKcHtdhMbG1tne2xsbINzQQsLC8+6/5kFllasWMH48eOx2WzEx8ezevVq2rVrd9bHzMnJ4fXXX290mLkUYBKtWXP3fH300UdMnz6d4cOHe39An1600el0sm/fPmy2X+YRvfLKK9597XY7mZmZvPHGG977//GPf3DixAmWLFnCkiVLvNs7deokVVuFOMOzzz7L4sWLmThxIsuWLfNuv+KKKxpdd7cpnn/+eRYtWsT7779Pz5492bx5M1OmTMFkMnmLsb7wwgu89tprvP/++3Tu3JknnniCzMxM9uzZQ1BQEAATJkygoKCA1atX43Q6mTJlCnfddRdLly71abyt2W/7JPLp1jyOldlQq8Bx2ihjp1thXU4Jm3PL+PlIGXsLKtFoVDyQ0V0Kr13kTtV0OH1k28SJE/02sk1c3ExGHSajiaoaF2EGDVa7i1Ol1twKlNucqHHywjd7iQkLIjEymIdGpJIULcvV/ZpzTry/++477//PmzePsLAw3n//fSIjIwEoLy9nypQp3itpgXbNNdewbds2SkpK+Nvf/sa4cePYuHFjvXnjx48fZ+TIkYwdO5Zp06Y1+Hhz587lqaee8nfYQjS75uz5OiUqKqrRH8vJycmcOQsmKCiIhQsXsnDhwrMe8+STT/Lkk0/6MkwhWq19+/Zx1VVX1dtuMpmoqKjw6XOtX7+em266iVGjRgG17fvjjz/2FlJVFIX58+fz+OOPc9NNNwHwwQcfEBsby/Llyxk/fjzZ2dmsXLmSn3/+2bsU4euvv87111/PSy+9dNYpKqK+pGgjC2+7jHnf7iO3xMqBE79c3FSAsioHO46Vs+FgKYdLrNQ43Rwrs/HOxMvlR/VFTmo6iPOVGhdO53ahFFjs9e7zAMfKazhRWUN2YW39AKkR8euatI73yy+/zNy5c71JN0BkZCTPPvssL7/88jk/Trt27dBoNBQVFdXZfraCSafExcWd0/4hISF07dqVQYMG8c4776DVannnnXfq7JOfn88111zDkCFDeOuttxqN9ZFHHsFsNntvx44dO9eXKUSLdqrn629/+xs63S8fmFdccQVbt24NYGRCCH+Ji4sjJyen3vYff/yRlJQUnz7XkCFDWLNmDfv37wdg+/bt/Pjjj1x33XVAbcHWwsJCMjIyvMeYTCbS09O90842bNhARESEN+kGyMjIQK1W11m15HR2ux2LxVLnJqBHoomXx/Zj6lUpmILr9r8oKKzaU8ieAguWGhcqFZRU2fnbukPM+2afrPl9EVu3bh2///3vGTJkiHdN7w8//JAff/wxwJGJlspk1DFuYBJGvabBhLHGBSpFochcI9XOz0GTEm+LxcKJEyfqbT9x4sRZqyY2RK/X079/f9asWePd5vF4WLNmDYMHDz7rMYMHD66zP8Dq1asb3P/0xz19qPjx48e5+uqr6d+/P++++y5qdeOnwmAwEB4eXucmRGvQnD1fQoiWYdq0adx3331s3LgRlUpFfn4+H330EQ8++CB33323T59r1qxZjB8/ntTUVHQ6Hf369WPGjBlMmDABwDtVrLFpZIWFhfVGrGm1WqKioupNNTtFlgpsmMmo47qeCVybFkOwrrbYlhowaNXkFFlxumtHHNldCg6nh4825vL62hzGvbWBNXuKGnlk0RJ9/vnnZGZmEhwcfNaRbUI05OruMfymWzvCgrTEhevRqkFTW5qDk//BrUCXmBA6RMiomF9zzkPNT/e73/2OKVOm8PLLLzNw4EAANm7cyEMPPcTo0aPP67FmzpzJpEmTGDBgAAMHDmT+/PlYrVamTJkCwMSJE0lMTGTu3LkA3HfffQwdOpSXX36ZUaNGsWzZMjZv3uztsbZarTz33HPceOONxMfHU1JSwsKFCzl+/Dhjx44Ffkm6O3XqxEsvvVTnIkJDPe1CtFaner6Sk5PrbPdHz5cQomWYNWsWHo+H4cOHY7PZuOqqqzAYDDz44IPce++9Pn2uTz/9lI8++oilS5fSs2dPtm3bxowZM0hISGDSpEk+fa7TyVKBjTMZdTzx20sZ2SuBAwUWCivtfLn9OFZH7WxOFWDQgs3h9s7vrLK7efSfO/hH7BUy9Pwi0pw1HUTrYjLqeOz6Hry6dj8llQ5Kq+x4UMgttWF3eTDqNCS3M3JT3w4yzPwcNCnxXrx4MQ8++CC33347Tqez9oG0WqZOncqLL754Xo916623cuLECWbPnk1hYSF9+/Zl5cqV3ivfR48erdMbPWTIEJYuXcrjjz/Oo48+Srdu3Vi+fLl3DW+NRsPevXt5//33KSkpITo6mssvv5x169bRs2dPoLaHPCcnh5ycHDp06FAnngCvriZEszvV8/X3v//d2/O1YcMGHnzwQZ544olAhyeE8AOVSsVjjz3GQw89RE5ODlVVVfTo0cMvFcIfeughb683QK9evcjNzWXu3LlMmjTJe8G7qKiI+Ph473FFRUX07dsXqL1AWFxcXOdxXS4XZWVlDV4wNxgMGAwGn7+e1sRk1JGRFktGWiz/2nacjzcd9d4XoldR41K8Sfcp1honb/90kD9c0UWS74uEjGwTFyIp2sgTo3qSV2Ej3KDDYndSVe3ijR9yqKpxkRoXjkLtUmSSfDeuSYm30WjkjTfe4MUXX+TgwYMAdOnShZCQkCYFMX36dKZPn37W+77//vt628aOHevtvT5TUFAQX3zxRaPPN3nyZCZPnny+YQrRKjVnz5cQomXR6/WEhYURFhbmt2W5bDZbvelcGo0Gj6c2pevcuTNxcXGsWbPGm2hbLBY2btzoHfY+ePBgKioq2LJli3f1lLVr1+LxeEhPT/dL3G1NjcONRq0iWK3C41HoHhfO1qP153TbPfDVjkK2HzPz+vjLJPm+CMjINnGhTlU6P8Vsc5LSLoQ9BRa2Hitnb6HFW90cICuvnH4dIuXz4QxNSrxPKSgooKCggKuuuorg4GAURfGuySmEuDg0Z8+XEKJlcLlcPPXUU7z22mtUVVUBEBoayr333sucOXPqFFq8UDfccAPPPfccHTt2pGfPnmRlZTFv3jzuvPNOoPYzaMaMGTz77LN069bNu5xYQkICN998MwBpaWmMHDmSadOmsXjxYpxOJ9OnT2f8+PFS0dxHhnRpR9f2oeSbq0kwBZORGkfWUTNnjgNUFIUgrZrDJVY+23KMqVemSC9XCycj24Sv5VXYKLTYCTNoyTpaDqjYlW+m0FxNld1NqdVBvClILs6doUmJd2lpKePGjeO7775DpVJx4MABUlJSmDp1KpGRkedV2VwI0TI0R8+XEKJluPfee/niiy944YUXvMVJN2zYwJNPPklpaSmLFi3y2XO9/vrrPPHEE/z5z3+muLiYhIQE/vjHPzJ79mzvPg8//DBWq5W77rqLiooKrrzySlauXOldwxvgo48+Yvr06QwfPhy1Ws2YMWN47bXXfBZnW5cUbeSNCf29PVXHzdXEhhsoqbLjOjnePEyvptrlIa+iBhWwdGMuBeZqxvRPIi0uXBLwFkpGtglf6xBhJC48iH9vP47DDZy8RLftWAUqlYrkqBAKzDVk5ZVL4n0aldKESc0TJ06kuLiYt99+m7S0NLZv305KSgqrVq1i5syZ7N692x+xtigWiwWTyYTZbJYK56JZ+Os915w9XxcDaduiuQXiPWcymVi2bJl3Sa9Tvv76a2677TbM5ta3bJS07fNjtjmZ/+0+9hRYMGjV2F0ejpTYKLPWJuIKtQXY9Fo1Ke2MDEqJZkbGJZJ8n9QS328Oh6NVjmxriee6LViTXcTMT7ZhrnF5t+nVgEpFiEFLp2hjq+zxvpD3W5N6vL/55htWrVpVrzBZt27dyM3NbcpDCiECpDl7voQQLYPBYKg33xNq51vr9frmD0i0OCajjhkZl5BXYaNDhJHsQguvrN6HWgUFltrlqBTA7vJwqMRKvrmakkoHd1/dhR6JpsYfXASEjGwTvhRi0BIWpMPmdON0K6iBYL2GYJ2GWy/vyC39k+ol3Wab0/uZ0hYv0jVpHW+r1YrRWP/qRVlZmVQQFeIis3TpUt577z3++Mc/0rt3b3r37s0f//hH3nnnHZYuXRro8IQQfjB9+nSeeeYZ73q+AHa7neeee67BYqei7TEZdfRMMGEy6kiLC6dr+zAqbI56+9ldCuZqN1/uLGDcW+v5eFMuZpszABGLs3G5XDzxxBOYTCaSk5NJTk7GZDLx+OOPe1cnEuJ8pcWFc22PGHonhnNZRxOhQRqqatxYapxEGPWEB9cm1mabk935Zo6V2lj0Qw4L1uaw6IecNvkZ0aQe79/85jd88MEHPPPMM0BtYRSPx8MLL7zANddc49MAhRD+JT1fQrQ9WVlZrFmzhg4dOtCnTx8Atm/fjsPhYPjw4YwePdq776+tFCLaBpNRR6+kcP61XQWuhmcpVtk9PP/1XvYXVtYZet7We7oCSUa2CX84fVTMpkNlPL9yL27A5lT469d72J1v4b7h3fhoUy65pTZCDBoqbE6SIo3kltrIq7DVqZTeFjQp8X7hhRcYPnw4mzdvxuFw8PDDD7N7927Kysr46aeffB2jEMKPTvV8vfvuu94RK9LzJUTrFhERwZgxY+psS0pKClA04mJxRUp74sKDOXjCWq/a+encisKOPDM/HChmaLcYLNVOXvxmL0UWOz3iw5mR0V2S72a0dOnSejUdevfuTVJSErfddpsk3qLJatuxkZ8pQzntU8HpgZW7C+jSLoTcUhtx4UEcK7cRYdRRaKmhU7SRDhGta+73uWhS4n3ppZeyb98+Fi5cSFhYGFVVVYwePZp77rmH+Ph4X8cohPAj6fkSou1544038Hg8hISEAHDkyBGWL19OWloamZmZAY5OtFRJ0UZeG9+P51fuY09BBSeqzj5U1Opwc7i0is+35PHffcUcKK5iX2EVGjXkV1Qz8tI40lOimzn6tktGtgl/MducLPohh5ziKiKC9RRV/jJ9qcru5uPNR/lN1/YUWmroGhPKjb0TyCmpol+HyDZ58a3J63gHBQVx7bXX0qdPHzye2nUmfv75ZwBuvPFG30QnhPA76fkSou256aabGD16NH/605+oqKhg0KBB6HQ6SkpKmDdvHnfffXegQxQtVI9EE6/d1o/Ps/J46T/ZVLuUer3fBg3Y7C7KrXY2HymjxuHBTW0VdLCzp8BCqiw/1mxkZJvwl7wKG7mlNpIijVQ73KhVUGSx46G2kFihuZqoUB3pXaLo2i6Uz7YcY39RFf87WMqNfRPb3DKETUq8V65cyR133EFZWRlnrkamUqlwu90+CU4I4X/S8yVE27N161ZeeeUVAP7xj38QGxtLVlYWn3/+ObNnz5bEWzTKZNQxpl8H9hyvYM3eE1jtLlQqcLkU3ED1ydWFdh6vRK0CnQbcbtCqQaVSs3JXIUWWGu4e2rVN/egOFBnZJvylQ4SRTtG1c7Z7dTDx2PVpvLPuIJ9vK8ADONywPOs4l8SFY9Rr2JJbTrXTzY48MweLq+jXKZIJAzthsTvbRP2HJiXe9957L+PGjWP27NnExsb6OiYhRDOSni8h2h6bzUZYWBhQu0To6NGjUavVDBo0SJYFFefEZNTxxG8vZWSvMj7fnEfWsXLKbU7UHg/O2oGQKIBHgRp3bW93kE6NUa8hyqhjw6FSBnaKYlgP+R3pbzKyTfiLyajj7qFd6xROvLRDJMu3F+A+2TdbWuVAp1axN7+S/IoaFGo/D4J1WnKKq3jxm72UVjnoHhvW6us/NCnxLioqYubMmZJ0C9EKSM+XEG1P165dWb58Ob/73e9YtWoV999/PwDFxcWEh4cHODpxsTAZdWSkxXJ5pyg255bx2ZY8Nh8upcT6y9xvBdCoIOLkj2mnx8M32UWoVTDrix3MpTfDTybfUvncP2Rkm/Ank1FXpzp5UrSRYL0Gm93NyWtwbD1aTqnVUWdaygmbnY4RQWw8VAYqyCtv/fUfmrSO9y233ML333/v41CEEIEgPV9CtD2zZ8/mwQcfJDk5mfT0dO8SQ9988w39+vULcHTiYmMy6hieFsvzo3sz9YoUjDo16toJ3Rh1ahTA7vKgKFBV48TtAacbiqsc/OmjzSzbmOst0tSW1/j1l5tuuokPP/wQwDuy7eWXX+bmm2+WiubC5y7vFMWNfeLpFB1MVIiWISntsDncuDy/7BNq0HBLv0Scbii12imttFNuc1Blr52ncmrt79b2OdCkHu8FCxYwduxY1q1bR69evdDp6l6V/Mtf/uKT4IQQ/ic9X0K0PbfccgtXXnklBQUF3jmfAMOHD+d3v/tdACMTFzOTUcdlyZG0DwvC5nRhtjnRatSEatQoeKioduI5oxKb0w2P/2sXKhXkltqINOrYmWfmh/3FoIJ+HSJJim57yw75koxsE82pdvh5N6rsbrYfM7OnyEKQTk2V3e3t8ba73LzxfQ7RoQaCdRocbg8heg0hBq33IlxuqY1O0UbuHtoVoFWMhmlS4v3xxx/zzTffEBQUxPfff49KpfLep1KpJPEW4iIye/Zsbr/9du6//36GDx8uPV9CtBFxcXHExcXV2TZw4MAARSNai9S4cIalxrC/qJKEiCCijHqWbztORbW7XtJ9issDy7flYwrWse7ACRwuhae+3I1arSIxIpjXx18myfcFkJFtorlZ7E6cboUrukZzsLgKl0eh3FqBAriV2qJrJ6qcWGtcGA1agvVa+iaZSDQFeyulRxl1ZOWW88XWPPYUmNlfXMWl8SYeHpl60SbfTUq8H3vsMZ566ilmzZqFWt2k0epCiBZCer6EEEL4ismoY0ZGd2/vVHahhf/sLkLv8OB0uVCg3vJjAFlHywkL0mG1u9CqVVQ53HSICKbAXENWXrkk3hdARraJ5nZ6tfN+nSK5pnsMjy7fyfFyG27XL58ADrdCbJAOjVqFpcbNq2v3c+eQzsSFB/HN7kLKbA72F1VSaXehUas4UmJlUEoUKTGhF2Xvd5MSb4fDwa233ipJtxCthPR8CSGE8JXTiy2lxYUzPLU9e/ItRIXoGHpJDAXlNfyYc4Kd+WYc7tqCQwrgdHuwuzy4Tk4QN9c46dwuhH4dIgP3YloBGdkmmtuZ1c4BBnWOZqtGzbFyG1X2k0tPqyAqRM+RUivVDhd7CixU1bjoHhtKaZWdGrdC9cllEhRFwY6bz7bmodeoiTDquG9Y94vqolyTEu9JkybxySef8Oijj/o6HiGEEEII0UrU9oBfUm9+5pBu7Xhh1V6KzDWcqLSjUasxaDU4tW40Gg3BOjW3Xt6Rsf2TLqof1i2RjGwTgXD6Bbjd+WbKbA4GpURjPK6hrMpOmEHL4VIbB4orqXZ6KHMrqFWw7kAJW4+WU+OuOzbGrUCwRoXd4aGkxk7W0XIcLg/P3NTroun5blLi7Xa7eeGFF1i1ahW9e/euV1xt3rx5PglOCCGEEEJc3M5cbghq54L3ToxgbWUxUaEGesSHcWXXdiz4LgdLtQu1Crq2DyUrrxxAku8LJCPbRCCdPvS8d2IEoLC/qApTsAsPCtaaGu/8b6vDTY3TXe8xDBroEBGMRqPiSJkVtUrFz4fL2HKkjGE9Yi+K5QiblHjv3LnTOzRl165dde47vdCaEEIIIYQQZzIZdWReGsf+oko6RRsptzmpdtVWPdZpVFhqXPy/L3agVkGHSCNvT7xckm8hLlJnG3qeXWhh6cZc/neolJAgDVU1brRqcHpqE/DTaVS128zVLmLCIUirxuHyYK5xsXz7cbrFhvHRptw6ldBbYvLdpMT7u+++83UcQgghhBCiDUmLC6dXBxO5pTbiwg1EG/W43Aq2k3M6T83t3F9UxT+2HGPEpXGoFMgpqZJlxoS4yJw58mVQSjSJpmBeXbuf/Ipqiix2grVqjlbYqKp246E24VYUUAEeT20H78HiKtRqFS4PdIwOxuZwk5VXfvJzJIjcUht5FbZ6o2xagiYl3kIIIYQQQlyIU71g2YUWVu0q5N/bCzjbwEkF+H5/MdvyKsgusACQIMuMCXHRS4o28sSonuRV2Ag36MjKK+eLLcfx4GFXnoXwIC3VTg9OtwdLjZMiSw0GrZrLkyPZVWABBYx6DV3bhXqHsseFB1FZ48Jsc7a4Xm9JvIUQQgghRECYjDrCgrQUWmpIjjaSU1xFJS48p+2jU0NVTe1SZGVWB3HhQd5lxsKDdS1+XqcQomGn94SHB+vYk28ht9TGTX0TuaJbO1btKuA/uwrxKLUrIDjcHjYdLkWj0XC8oppqp4vPthzjzitSOFBUyfLtx3l73SG6xoS2uCHnkngLIYQQQoiAOb3w0lXd27HpcBklVXYUBTpEBpNXUUNumQ33yWy8wFxD15gQurYL5YWVe9lVYObSeBMPj0xtUT+yhRDn58y54CajjlCDlkMnqsgrr6ao0oEaqHFBmBZqXG5sdjV7Cizkm6v5encBGw+X0T7MANDihpxL4i2EEEIIIQLm9B/blTUuym1OesSHs6egErcCDpcblNoh5wZNbZElU7CeH/YX8+WOfBwuNweLqxjUOYob+iUG+uUIIS7AmXPB0+LCubxzNDZHMSVVDgxaFXaXgt3lwemGimonBeYaNh8pJ7+imjCDlmJLDalxYd5Cbi2FOtABCCGEEEKIts1k1NEzwURaXDhdY0JBpWJYanvGXJZIkFaN62SVY7sbQvVa8itq+MfW41jtLlwesNndLNt8DLPNGdgXIoTwqVMX5h7ITOWSuDCC9Vo6RofQIcJIeJAWjap2FMx76w+zv6iSUpsdvVbN5Z0if/WxzTYnu/PNzfa5IT3eQgghhBCiRTjbskM/Hihh4+Ey9BoVTo9CREht9fNQgwa1CpweBTVwoKjSu6avEKL1MBl1ZKTFcklMGFl55cSGBvHUl7upsrtOLj2mUG51YNCqMRo0lFQ5mL/mAD8dLOWhEalnLcJotjlZ9ENOsy5BJj3eQohmV1ZWxoQJEwgPDyciIoKpU6dSVVXV6DE1NTXcc889REdHExoaypgxYygqKjrrvqWlpXTo0AGVSkVFRYUfXoEQQgh/OdX7XTvkVMd9w7sTHqzDrUCkUc+4/h2odrrYedzCyRXH8AClNgefbpFeb39auHAhycnJBAUFkZ6ezqZNmxrc94svvmDAgAFEREQQEhJC3759+fDDD+vsoygKs2fPJj4+nuDgYDIyMjhw4IC/X4a4SCVFG7mxTyKhwVrCgrSEBWm897kUsDo9lFY5cbk9mG0Ofsop4dW1+72fCaf3cOdV2OotQeZvkngLIZrdhAkT2L17N6tXr2bFihX897//5a677mr0mPvvv58vv/ySzz77jB9++IH8/HxGjx591n2nTp1K7969/RG6EEKIZhYarKVPhwgGd4mmZ4IJ1OD2nJz0fRo1tUNO/7OrgP8dKuVYqe2sw0ibe3hpa/HJJ58wc+ZM5syZw9atW+nTpw+ZmZkUFxefdf+oqCgee+wxNmzYwI4dO5gyZQpTpkxh1apV3n1eeOEFXnvtNRYvXszGjRsJCQkhMzOTmpqa5npZ4iLUIcJIjwQToQY9Z65AqFaDywPVToVIo54TlXZ+OFDMnuNmnvlqN6+s3s+iH3IIN+joFG2k0FJDp2hjs8wHVymKovz6buJMFosFk8mE2WwmPDw80OGINqC1vOeys7Pp0aMHP//8MwMGDABg5cqVXH/99eTl5ZGQkFDvGLPZTPv27Vm6dCm33HILAHv37iUtLY0NGzYwaNAg776LFi3ik08+Yfbs2QwfPpzy8nIiIiLOOb7Wcp7FxUPec81DzvPF68whoTf2TuDeZVkcOmGtk3vr1BAapEOvVaPXqDEZdcSFB9E1JpQJAzthsTsJN+j4aFOu34eXtsb3W3p6OpdffjkLFiwAwOPxkJSUxL333susWbPO6TEuu+wyRo0axTPPPIOiKCQkJPDAAw/w4IMPArXf97Gxsbz33nuMHz/+nB6zNZ5r8evMNif/3JrH/DX7MVfXLjeoUXFy6HmtiGANSZEhRIcayDdXU2FzEBMeRLsQA6P7J9KvQyQWu/O8liO8kPeb9HgLIZrVhg0biIiI8CbdABkZGajVajZu3HjWY7Zs2YLT6SQjI8O7LTU1lY4dO7Jhwwbvtj179vD000/zwQcfoFaf28eb3W7HYrHUuQkhhGg5Ts37nj6sK3cP7UqPRBOvj+/H4C5RtAvRER6kJtqoo0d8OFa7i3KrnRNVdvLKbGjVKrKOlvPiN3tZsDaHV9fuJ6e4qlmHl7YGDoeDLVu21PkeVqvVZGRk1PkeboiiKKxZs4Z9+/Zx1VVXAXD48GEKCwvrPKbJZCI9Pb3Rx5TvbQG1nwtJ0UYUBfQaCNKq6J8UUWefGqcHvVaNKVhLuc1BeJCOYksNuWVW3vzhEIt+yKmXdPtzRIwUVxNCNKvCwkJiYmLqbNNqtURFRVFYWNjgMXq9vl7PdWxsrPcYu93ObbfdxosvvkjHjh05dOjQOcUzd+5cnnrqqfN/IUIIIZrNmUsM9Ug0sWjCAPYWWqiyu/jPznzW7D2By62gACqPB40Kdhw3oygKR8tsXNGlHRU2JxFGXbMOL20NSkpKcLvdxMbWLVwXGxvL3r17GzzObDaTmJiI3W5Ho9HwxhtvcO211wJ4v7/P9pgN/R4A+d4WvwgxaDEZ9RhdWnRaNeldo9maV4HrZO0HrVpFRIiekioHQVo1Wo2KmFADR0qtuBXIK7MxPC2W4Wm170F/F1yTHm8hhE/MmjULlUrV6K2xL+cL9cgjj5CWlsbvf//78z7ObDZ7b8eOHfNThEK0TcnJyWf9PLjnnnuAcyucePToUUaNGoXRaCQmJoaHHnoIl8sViJcjWhCTUUd6SjQDOkVhdXiotDnxUDv1W69WgQqsNS4UBUqrHHybXUREsJb7hnX39p77u4pxWxcWFsa2bdv4+eefee6555g5cybff//9BT2mfG+LU9Liwhme2p6U9iEMT23PuP4dGdUrnrAgDRoVuDweckus5JXbOFFp5+AJK8fKq6l2evAoCg63hxOVdm8vd3ahxa8F11pE4n0+FRIBPvvsM1JTUwkKCqJXr158/fXXde5/8sknSU1NJSQkhMjISDIyMuoNYW1KVWUhRMMeeOABsrOzG72lpKQQFxdXrxCLy+WirKyMuLi4sz52XFwcDoejXoXyoqIi7zFr167ls88+Q6vVotVqGT58OADt2rVjzpw5DcZtMBgIDw+vcxNC+M7PP/9MQUGB97Z69WoAxo4dC/x64US3282oUaNwOBysX7+e999/n/fee4/Zs2cH5PWIlievwsbhEiunX4pxuBVcLoXKGheFFjsOt0JFtYsfc0qprHF6q6afIgXXGteuXTs0Gk29i2Knfw+fjVqtpmvXrvTt25cHHniAW265hblz5wJ4jzvfx5TvbXGKyahjRsYlPDoqjRkZl5AUbeTpm3px55DOhAdr6RQVyolKOycq7bgVpXZEjKLgVsDuUnC5Pazanc8Ty3eyYG0Oq3YVEmnUsb+okrjwIJ+PiAl44n2+FRLXr1/PbbfdxtSpU8nKyuLmm2/m5ptvZteuXd59unfvzoIFC9i5cyc//vgjycnJjBgxghMnTnj3aUpVZSFEw9q3b09qamqjN71ez+DBg6moqGDLli3eY9euXYvH4yE9Pf2sj92/f390Oh1r1qzxbtu3bx9Hjx5l8ODBAHz++eds376dbdu2sW3bNt5++20A1q1b5+1ZE0I0v/bt2xMXF+e9rVixgi5dujB06FDMZjPvvPMO8+bNY9iwYfTv3593332X9evX87///Q+Ab775hj179rBkyRL69u3LddddxzPPPMPChQtxOBwBfnWiJegQYaxX2ThYp8atKGjO+KVbZLHz7Nd76iwv9L9Dpcz/dj8L1uaw6IccSb7PQq/X079//zrfwx6PhzVr1ni/h8+Fx+PBbrcD0LlzZ+Li4uo8psViYePGjef1mKJtO335wVN/39I/iU7RIVTUOGkfasCtgNNdOxrGo3i8xzo98N2+Uv69owCb3cnhEivHK6pxeU6NnfGtgCfe8+bNY9q0aUyZMoUePXqwePFijEYjf//738+6/6uvvsrIkSN56KGHSEtL45lnnuGyyy7zVlgEuP3228nIyCAlJYWePXsyb948LBYLO3bsAGqrKq9cuZK3336b9PR0rrzySl5//XWWLVtGfn5+s7xuIdqqtLQ0Ro4cybRp09i0aRM//fQT06dPZ/z48d6K5sePHyc1NdU7+sVkMjF16lRmzpzJd999x5YtW5gyZQqDBw/2VjTv0qULl156qffWuXNn7/OdOadcCBEYDoeDJUuWcOedd6JSqc6pcOKGDRvo1atXnXmgmZmZWCwWdu/e3eyvQbQ8JqOOB0dcgkFbm35r1ZDcPpRQg7beb2cFOFBUSXahBbPNyfxv9zP362zW7i0mRK9hZ17tcFNR38yZM/nb3/7G+++/T3Z2NnfffTdWq5UpU6YAMHHiRB555BHv/nPnzmX16tUcOnSI7OxsXn75ZT788EPvlDCVSsWMGTN49tln+fe//83OnTuZOHEiCQkJ3HzzzYF4iaKVSIo28vr4y3hsVBpj+idi0KqICtERbtBwWccotGdeqQN+yillX1Elu/LN2OxujpVX+3yoeUCLq52qkHh6I/21CokbNmxg5syZdbZlZmayfPnyBp/jrbfewmQy0adPH+9jNFZV+Xe/+129x7Hb7d4rdIBUUBTiAnz00UdMnz6d4cOHo1arGTNmDK+99pr3fqfTyb59+7DZfvnAe+WVV7z72u12MjMzeeONNwIRvhCiiZYvX05FRQWTJ08Gzq1wYmFh4VmLL526ryHyvd22DO8RywdT0vl6dz5XdY3B6nSxbNNR9hdWUmKt24Ntc7j5V1YeK7Vqvs2uHWFpqXby08FS9Bo1SzfmkmgKJilaCq+d7tZbb+XEiRPMnj2bwsJC+vbty8qVK73t8ejRo3VWFLFarfz5z38mLy+P4OBgUlNTWbJkCbfeeqt3n4cffhir1cpdd91FRUUFV155JStXriQoKKjZX59oXZKijYQH63hmxS5qnB5cdjfRIXpu6Z/EsYpqCiqqqXH9cmVOASqrnWg1KvIt1VwSH+bzoeYBTbybUiGxoS/gM798V6xYwfjx47HZbMTHx7N69WratWvnfYzzraosFRSF8J2oqCiWLl3a4P3JyckoSt1uiqCgIBYuXMjChQvP6Tmuvvrqeo8hhAisd955h+uuu847usWf5Hu77UnvEk16l2igdgj5t3uK2GovR8UvHd9qwObw8OnmvNq/1SoijFqCdFoijDpUCvzvUClPrdjFnN9eKsn3GaZPn8706dPPet+ZRdOeffZZnn322UYfT6VS8fTTT/P000/7KkQhvPIqbBSY7bQPM2B3ekiICObbvUVEGfUkmIKptjvZdtyCRwGVClDVXpiLMwVx55DOPi++GPCh5v5yzTXXsG3bNtavX8/IkSMZN25cg/PGz4VUUBRCCCGaLjc3l2+//ZY//OEP3m3nUjgxLi7urMWXTt3XEPnebttMRh039k0kKtRATJgeg0ZFkFblnfPtUcCtgMutYLW7iQ7TkxARTIGlBrdHIetYBU+t2MWxUlnnW4iLVYcII91jQ9FrNYQFa4kI1rMu5wRHy2wcK7dxY98O9EoMJzUuFJ1Gjd3pxqjXkBRpRDnLcPQLFdDEuykVEhv6Aj5z/5CQELp27cqgQYN455130Gq1vPPOO97HON+qylJBUQghhGi6d999l5iYGEaNGuXddi6FEwcPHszOnTvrfG+vXr2a8PBwevTo0eDzyfe2uLxTFJk9YukaE8aw1Bh6Jpq4oks7gnVqbw+4AoTqtUQadaAooChU1ThBgW3HzDy5Yrck30JcpE5VPZ87uhczM7pzqKSKCquLkioH5VYnHhSqnR6KLHY0ahUJEcHotGqiQ/VU1rh8XmgxoIl3UyokDh48uM7+UPsF/GvVD0+votiUqspCCCGEaBqPx8O7777LpEmT0Gp/meV2LoUTR4wYQY8ePbjjjjvYvn07q1at4vHHH+eee+7BYDAE6iWJi8DpSw09en0PLk+OQqtV0y02DP1pvVklVgc1Dhe7jpvRqNWoVCpqnB4cLg/bj1Xw6tr9dX6Ay9JjQlw8TEYdg1KiUVRQZXeiPZn96rQqfth/gnKbg0ijjohgPXHhQQxOiUavUfH6mgPM/3afT9t5QOd4Q22FxEmTJjFgwAAGDhzI/Pnz61VITExM9K75d9999zF06FBefvllRo0axbJly9i8eTNvvfUWUFvI4bnnnuPGG28kPj6ekpISFi5cyPHjx71rhp5eVXnx4sU4nc56VZWFEEII4RvffvstR48e5c4776x3368VTtRoNKxYsYK7776bwYMHExISwqRJk2ROqDgnJqMOk9EEwISBnXh17X6qHW70Og0OhxsArQqqnR5KrY5Tnd5oNG5cDggN0nK01MoPB4oZ2q22PtCiH3LILbXRKdrI3UO7+nweqBDC9/p1iCQx0sjB4ioMOhWXdYzE6fbQLtRAkaWGgclRjOufxJFyK+//lAtAvrmGzEvjGZQS7ZMYAp54n2+FxCFDhrB06VIef/xxHn30Ubp168by5cu59NJLgdov6L179/L+++9TUlJCdHQ0l19+OevWraNnz57ex/m1qspCCCGE8I0RI0Y0WOzwXAondurUia+//tpf4Yk2wmJ3YrW7SY42klNcSY3TDSqINwWj12owaDXYHO7atX5rc3Iqa1xkF1Qx75v9/GdHId3iQthbUEnndiHkltrIq7B5E3shRMuVFG1k0e39+enQCWJCgugWG8bffzrEkRIbwToNYUFa1uWcYE+BhYpqB2FBWtSo8eVUb5UiZX+bxGKxYDKZMJvNMm9MNAt5zzUPOc+iucl7rnnIeRZmm5NFP+SQlVtOdmElbo+C0+NhcOdo2ocZ+M+uAqwOT50q6Do1OD2/PEaYQUOwXkOPeBOp8WEN9njL+635yLkWTbXxUCmvrTlAcrSRIydrOXSKNvJTTikRITouS4pkRkb3Om38Qt5vAe/xFkIIIYQQwt9MRh13D+3Kyl0FzF+znwqbkyCthhqXmwHJURwutVJgruFEpR2dRoXLrdQuMeRRvMm4TqPC6fbQu4OJsf2TyKuwAUYZbi7ERSg1LpxeHUzkFFcRHaon1KCl3OZkWGp7Rl4aT2pcuE/btiTeQgghhBCiTTAZdYy8NJ4deWa+31+MVq2mR3w4V3Rpx5FSK9kFFkINWsIMWvYVVlLjqh1zfqoH3FLtwqDTcKTEyt9/OkyhpUbmegtxkTIZdd7aDxU2J9EheiYPSfZ5wn2KJN5CCCGEEKLNMBl1PDwylRv7JqAAaSd/ZN89tCt5FTbCDTr+9uNBthyt8B6jAVD9koCvP1RCYoTx5HzxKpnrLcRF6lTth6RII8fKbRRV1pAa558pC5J4CyGEEEKINsVk1JF+RqXi0yugn7nerhu8WXe1w43T7cbltlJgriYhIphwg/R2C3Ex6hBhpNPJC2glVXb+vS2fPfkWv4xiCeg63kIIIYQQQrQ0/TpFodOcvZ6xSgXhwXpQQVp8OO1CDVjssqa3EBejU6NdbuybQLtQA0mRRu+KBb4mibcQQgghhBCnubp7DDf1iadjZDBhBk2d+3QaFRVWB9V2FyWVNSRFBtMhwhigSIUQF8pk1DG0WwxdY0K9dRv80aZlqLkf7Dlu5tOfj1JS5UClgvJqJ5ZqJ3HhBg6V2OgUaaRDVBA78y0khgejqBSKLA4sNQ4MGhVdYsIID9JjCtaxr6iSEL2Wa1LbExMWxKebj3HwRCVhBh1VdiduRSG9czSbDpdSZLFj1KlxuBU6twtlcJd2BOnUrNiZj16tApUKo07LpYnhHCqpIr+iGlOwHr1WjcutEKzXkFtqxe2BdqE6nG4FBTAFabE5PJRU1eBRFCqqnVxzSQwjesSTdaycn3JKMQVryC21UW5zEmcy0D4smKu7t+domRVLjZMwg55Sq51Cs40TlQ5sDjeXJkYwIDmSr3bkU+1w41HA6XYTazLgcIKi8hBtDMLpcaNSqYgO0RMdYsBa46K02oG1xk2HyGCqHE4qq12M6BnH6MuSpLiJEEIIIS6Iyajjid9eSnahhc+3HGPlrkLsLg/RITpsLjdaF1gdbo5X1OBwycq8Qlzszqzz4I8VC2Qd7yZqaA23PcfNTHhnI+U23w45UgFatQqnp+X8c52+zmVLcV3PWP5vTJ9WmXzLOpXNQ86zaG7ynmsecp5FU5ltTrYcKaPYWkPnqFAeW76TgyesAIQYNPRMMDH7hh70TPiluJq835qPnGvhS2abk0U/5JBbajvrigUX8n6ToeY+9v2BYizVvp/no0CLSrqh5SXdAFnHKvwyJ0MIIYQQbZPJqGNYj1jGX96J9C7R/GV4N6JCdIQYNHgUiA03yFBzIVqJvAobuaU24sKDfD7XWxJvH7u6Wwzhwb7vbVUBOvXZi3wESsuKpla/pAj58hNCCCGE3wztHsONfRLoGR9ORloMD41IbZUj7YRoi05VOffHXG+Z4+1jPRJNfDQ1XeZ4yxxvIYQQQrRCJqOOGRmXkFdho0OEb+eACiEC6/S53r5u35J4+0GPRBNPJvbyy2Ond4n+9Z3OcOdvUvwQSa1hPWJ5IPPCHuOeYd18E4wQQgghRDM4fc1vIUTr4q/2LUPNhRBCCCGEEEIIP5LEWwghhBBCCCGE8CNJvIUQQgghhBBCCD+SxFsIIYQQQgghhPAjSbyFEEIIIYQQQgg/ksRbCCGEEEIIIYTwI1lOrIkURQHAYrEEOBLRVpx6r5167wn/kLYtmpu07eYhbVs0J2nXzUfatmhOF9K2JfFuosrKSgCSkpICHIloayorKzGZZO1Qf5G2LQJF2rZ/SdsWgSDt2v+kbYtAaErbVilyKa5JPB4P+fn5hIWFoVKp6txnsVhISkri2LFjhIeHByjClknOTeMaOz+KolBZWUlCQgJqtcwS8Rdp200j56Zx0rYDT9p208i5aVxD50fadfNpqG3Le7dxcn4a54+2LT3eTaRWq+nQoUOj+4SHh8sbuQFybhrX0PmRq+b+J237wsi5aZy07cCRtn1h5Nw07mznR9p18/i1ti3v3cbJ+WmcL9u2XIITQgghhBBCCCH8SBJvIYQQQgghhBDCjyTx9gODwcCcOXMwGAyBDqXFkXPTODk/LZv8+zRMzk3j5Py0bPLv0zA5N42T89Nyyb9N4+T8NM4f50eKqwkhhBBCCCGEEH4kPd5CCCGEEEIIIYQfSeIthBBCCCGEEEL4kSTeQgghhBBCCCGEH0ni3UQLFy4kOTmZoKAg0tPT2bRpU6P7f/bZZ6SmphIUFESvXr34+uuvmynS5nc+5+a9995DpVLVuQUFBTVjtM3nv//9LzfccAMJCQmoVCqWL1/+q8d8//33XHbZZRgMBrp27cp7773n9zjbOmnbDZO2fXbStls+adeNk7Z9dtK2Wz5p242Ttn12gWrbkng3wSeffMLMmTOZM2cOW7dupU+fPmRmZlJcXHzW/devX89tt93G1KlTycrK4uabb+bmm29m165dzRy5/53vuYHahekLCgq8t9zc3GaMuPlYrVb69OnDwoULz2n/w4cPM2rUKK655hq2bdvGjBkz+MMf/sCqVav8HGnbJW27YdK2GyZtu2WTdt04adsNk7bdsknbbpy07YYFrG0r4rwNHDhQueeee7x/u91uJSEhQZk7d+5Z9x83bpwyatSoOtvS09OVP/7xj36NMxDO99y8++67islkaqboWg5A+ec//9noPg8//LDSs2fPOttuvfVWJTMz04+RtW3SthsmbfvcSNtueaRdN07a9rmRtt3ySNtunLTtc9OcbVt6vM+Tw+Fgy5YtZGRkeLep1WoyMjLYsGHDWY/ZsGFDnf0BMjMzG9z/YtWUcwNQVVVFp06dSEpK4qabbmL37t3NEW6L11beNy2FtO2GSdv2rbbyvmkJpF03Ttq2b7Wl906gSdtunLRt3/LVe0cS7/NUUlKC2+0mNja2zvbY2FgKCwvPekxhYeF57X+xasq5ueSSS/j73//Ov/71L5YsWYLH42HIkCHk5eU1R8gtWkPvG4vFQnV1dYCiar2kbTdM2rZvSdtuPtKuGydt27ekbTcfaduNk7btW75q21pfBybE+Rg8eDCDBw/2/j1kyBDS0tJ48803eeaZZwIYmRDiQkjbFqJ1krYtROskbdv/pMf7PLVr1w6NRkNRUVGd7UVFRcTFxZ31mLi4uPPa/2LVlHNzJp1OR79+/cjJyfFHiBeVht434eHhBAcHByiq1kvadsOkbfuWtO3mI+26cdK2fUvadvORtt04adu+5au2LYn3edLr9fTv3581a9Z4t3k8HtasWVPnKtHpBg8eXGd/gNWrVze4/8WqKefmTG63m507dxIfH++vMC8abeV901JI226YtG3faivvm5ZA2nXjpG37Vlt67wSatO3GSdv2LZ+9d8638ptQlGXLlikGg0F57733lD179ih33XWXEhERoRQWFiqKoih33HGHMmvWLO/+P/30k6LVapWXXnpJyc7OVubMmaPodDpl586dgXoJfnO+5+app55SVq1apRw8eFDZsmWLMn78eCUoKEjZvXt3oF6C31RWVipZWVlKVlaWAijz5s1TsrKylNzcXEVRFGXWrFnKHXfc4d3/0KFDitFoVB566CElOztbWbhwoaLRaJSVK1cG6iW0etK2GyZtu2HStls2adeNk7bdMGnbLZu07cZJ225YoNq2JN5N9PrrrysdO3ZU9Hq9MnDgQOV///uf976hQ4cqkyZNqrP/p59+qnTv3l3R6/VKz549la+++qqZI24+53NuZsyY4d03NjZWuf7665WtW7cGIGr/++677xSg3u3U+Zg0aZIydOjQesf07dtX0ev1SkpKivLuu+82e9xtjbTthknbPjtp2y2ftOvGSds+O2nbLZ+07cZJ2z67QLVtlaIoShN63IUQQgghhBBCCHEOZI63EEIIIYQQQgjhR5J4CyGEEEIIIYQQfiSJtxBCCCGEEEII4UeSeAshhBBCCCGEEH4kibcQQgghhBBCCOFHkngLIYQQQgghhBB+JIm3EEIIIYQQQgjhR5J4CyGEEEIIIYQQfiSJtxBCCCGEEEII4UeSeAshhBBCCCGEEH4kibfwq40bN3LllVcSHBxM3759+e9//4tKpWLXrl2BDk0IcQGkbQvROknbFqJ1krYdeJJ4C7/ZtWsXw4cP5+qrryYrK4snnniCsWPHYjAYSE1NDXR4QogmkrYtROskbVuI1knadsugUhRFCXQQonUaNmwYcXFxLF261LvtxhtvJC8vj61btwYwMiHEhZC2LUTrJG1biNZJ2nbLoA10AKJ1ys3N5bvvvqs3fMVgMNCnT58ARSWEuFDStoVonaRtC9E6SdtuOWSoufCLbdu2odfr6dmzZ53t2dnZ3kZ+4MABRo0aRf/+/bnqqqsoLi4ORKhCiPMgbVuI1knathCtk7TtlkMSb+EXGo0Gl8tFTU2Nd9uaNWvYvXs3ffr0wW638+c//5k333yTLVu2cPvtt/PWW28FMGIhxLmQti1E6yRtW4jWSdp2yyFDzYVf9O/fH51Ox0MPPcT999/P7t27mTFjBgB9+vRh+fLl7N69m9/+9rcA2O12Jk+eHLiAhRDnRNq2EK2TtG0hWidp2y2HFFcTfrN06VJmzZpFWVkZI0aMoG/fvnz44YccOHCAxx9/nJ49e3LbbbcFOkwhxHmSti1E6yRtW4jWSdp2yyBDzYXf3H777Rw9epSqqir+8Y9/8O233zJ27FgA4uLiWLVqlXffHTt2BCpMIcR5krYtROskbVuI1knadssgPd7CL/773/9y4sQJ+vXrR0lJCS+++CKbNm0iKyuLqKgorFYrEyZMYO/evRgMBjIzM3nhhRcCHbYQ4ldI2xaidZK2LUTrJG275ZA53sIvioqKmDVrFsePHyc2NpaMjAw2bdpEVFQUACEhISxfvjywQQohzpu0bSFaJ2nbQrRO0rZbDunxFkIIIYQQQggh/EjmeAshhBBCCCGEEH4kibcQQgghhBBCCOFHkngLIYQQQgghhBB+JIm3EEIIIYQQQgjhR5J4CyGEEEIIIYQQfiSJtxBCCCGEEEII4UeSeAshhBBCCCGEEH4kibcQQgghhBBCCOFHkngLIYQQQgghhBB+JIm3EEIIIYQQQgjhR5J4CyGEEEIIIYQQfvT/AVhdhj65phOWAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 4, figsize=(10, 6))\n",
"axes = axes.flatten()\n",
"for i in range(min(len(axes), X_features.shape[1])):\n",
" axes[i].scatter(theta, X_features[:, i], s=3, alpha=0.5)\n",
" axes[i].set_xlabel(r\"$g_e$\")\n",
" axes[i].set_ylabel(feature_labels[i])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Feature filtering (drop near-constant features)
\n"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [],
"source": [
"df_features = pd.DataFrame(X_features, columns=feature_labels)\n",
"remaining_features = df_features.columns[df_features.var() > 1e-5].tolist()\n",
"remaining_idxs = [df_features.columns.get_loc(col) for col in remaining_features]"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Kept features: ['spectral_distance_0', 'fundamental_frequency_0', 'max_frequency_0', 'max_psd_0', 'median_frequency_0', 'spectral_kurtosis_0', 'spectral_variation_0']\n"
]
}
],
"source": [
"print(\"Kept features:\", remaining_features)"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [],
"source": [
"theta_true = 0.27\n",
"x_observed = simulate_to_features(params_inf, theta_true, cfg)[remaining_idxs]"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(7,) (500, 7)\n"
]
}
],
"source": [
"print(x_observed.shape, X_features[:, remaining_idxs].shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"Train MAF estimator and analyze posterior
\n"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [],
"source": [
"from vbi.utils import posterior_shrinkage_numpy, posterior_zscore_numpy\n",
"import autograd.numpy as anp"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [],
"source": [
"rng = anp.random.RandomState(INFER_SEED)\n",
"maf = MAFEstimator(n_flows=4, hidden_units=64)"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferred dimensions: param_dim=1, feature_dim=7\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Training: 100%|██████████| 500/500 [00:10<00:00, 45.61it/s, patience=0/20, train=-2.0224, val=-2.3031]\n"
]
}
],
"source": [
"maf.train(\n",
" theta.astype(np.float32),\n",
" X_features[:, remaining_idxs].astype(np.float32),\n",
" n_iter=500,\n",
" learning_rate=2e-4,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [],
"source": [
"n_samples = 5000\n",
"samples = maf.sample(x_observed, n_samples=n_samples, rng=rng)[0]"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [],
"source": [
"shrinkage = posterior_shrinkage_numpy(theta, samples)\n",
"zscore = posterior_zscore_numpy(theta_true, samples)"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True parameters: 0.27\n",
"MAF mean estimate: [0.26878434]\n",
"Posterior shrinkage: [1.]\n",
"Posterior z-score: [0.276]\n"
]
}
],
"source": [
"print(\"True parameters: \", theta_true)\n",
"print(\"MAF mean estimate: \", np.mean(samples, axis=0))\n",
"print(\"Posterior shrinkage: \", np.array2string(shrinkage, precision=3, separator=\", \"))\n",
"print(\"Posterior z-score: \", np.array2string(zscore, precision=3, separator=\", \"))"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [],
"source": [
"from vbi.plot import pairplot_numpy"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [],
"source": [
"limits = [(g_min, g_max)]\n",
"points = np.array(theta_true).reshape(1, -1)"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAfYAAAIhCAYAAAC8OJi2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAGxNJREFUeJzt3XuMnGW9wPHftNtdbuXSgy3FVAgkikEFUwLh5gUbTUDAf9BYwoFEIYb6h5gYiZXUiAJBY0wMXkCNxoD9g0BjtBEDQghRIYE2SgUEy0U8UuxBYqGh7e6+548525lx7rPTfd/n4fNJNm6nM9OnLytfnt+8806tKIoiAIAsLCp7AQDA+Ag7AGRE2AEgI8IOABkRdgDIiLADQEaEHQAyIuwAkBFhB4CMCDsAZETYASAjwg4AGRF2AMiIsANARoQdADIi7ACQEWEHgIwIOwBkRNgBICPCDgAZEXYAyIiwA0BGhB0AMiLsAJARYQeAjAg7AGRE2AEgI8IOABmZKHsBpKUoiti9b3dERByy5JCo1WolrwiAZnbsDGX3vt1x2I2HxWE3HrY/8ABUh7ADQEaEHQAyIuwAkBFhB4CMCDsAZETYASAjwg4AGRF2AMiIsANARoQdADIi7ACQEWEHgIwIOwBkRNgBICPCDgAZEXYAyIiwA0BGhB0AMiLsDG5mJmL37rJXAUAPws7gLrgg4qSTyl4FAD1MlL0AEvLwwxGvv1r2KgDowY6dwe3dW/YKAOhD2BmcsANUnrAzmNnZiOnpslcBQB/CzmDs1gGSIOwMRtgBkiDsDEbYAZIg7Axmz56yVwDAAISdwdixAyRB2BmMsAMkQdgZjFE8QBKEncHYsQMkQdgZjLADJEHYGYxRPEAShJ3B2LEDJEHYGYywAyRB2BmMUTxAEoSdwdixAyRB2BmMsAMkQdgZjFE8QBKEncHYsQMkQdgZjLADJEHYGYxRPEAShJ3B2LEDJEHYGYywAyRB2BmMUTxAEoSdwdixAyRB2BmMsAMkQdgZjFE8QBKEncHYsQMkQdgZjLADJEHYGYxRPEAShJ3B2LEDJEHYGYywAyRB2BmMsAMkQdgZjNfYAZIg7AzGjh0gCcLOYIQdIAnCzmCM4gGSIOwMxo4dIAnCzmCEHSAJws5gjOIBkiDsDGZuxz6xuNx1ANCTsNNfUTTCftjSctcCQE/CTn/T0/W4R0QsPazctQDQk7DTX/OJc4cKO0CVCTv9NYfdjh2g0oSd/ubOiK/VIg4+pNy1ANCTsNPf3I59cjJiarLctQDQk7DTX3PYJ4UdoMqEnf7mRvFTUxGTU+WuBYCehJ3+7NgBkiHs9NcS9iXlrgWAnoSd/ppH8VNG8QBVJuz017xjX2IUD1Blwk5/RvEAyRB2+jOKB0iGsNOfUTxAMoSd/rzdDSAZwk5/LaN4YQeoMmGnPzt2gGQIO/15jR0gGcJOf3Oj+MlJZ8UDVJyw09/cjn1qyvvYASpO2OnPa+wAyRB2+msJu1E8QJUJO/21fB67UTxAlQk7/RnFAyRD2OnPKB4gGcJOfy2jeDt2gCoTdvrzsa0AyRB2+msOuwvUAFSasNNf8yjeJWUBKk3Y6c9Z8QDJEHb6axnFN4V9Zqac9QDQlbDTX7ez4uduB6AyhJ3+un1s67695awHgK6Enf5awr6k/XYAKkPY6a95FF+rNd0u7ABVI+z017xjb2YUD1A5wk5/3cJuFA9QOcJOf82j+JbbhR2gaoSd/uzYAZIh7PTnNXaAZAg7vc3ORkxP179vG8W7QA1A1Qg7vTWP29tG8fsWdi0A9CXs9NYz7EbxAFUj7PTWPG5vC7tRPEDVCDu9ze3KJyYiFi3q/HsAVIaw01u3M+IjvMYOUEHCTm9zo/iOYTeKB6gaYae3uR37f77Vrfn3AKgMYac3o3iApAg7vfUKuwvUAFSOsNNbtw+AiXBJWYAKEnZ66zmKF3aAqhF2eus5ihd2gKoRdnrrNYq3YweoHGGnt147dq+xA1SOsNObs+IBkiLs9NZzFO997ABVI+z0ZhQPkBRhpzejeICkCDu9GcUDJEXY6c0FagCSIuz01jPsRvEAVSPs9OYCNQBJEXZ687GtAEkRdnpzVjxAUoSd3nxsK0BShJ3enBUPkBRhpzcf2wqQFGGnN6N4gKQIO70ZxQMkRdjpreeHwExHzM4u7HoA6EnY6a3XKD4iYp/3sgNUibDTW68de/PvA1AJwk5v/cLuIjUAlSLs9DYXbjt2gCQIO73Nhbvba+zCDlApwk5vRvEASRF2enPyHEBShJ3e+r3dTdgBKkXY6c0oHiApwk53RWEUD5AYYae76el63COM4gESIex01xxto3iAJAg73Q0Sdjt2gEoRdrqb243XahETE53vI+wAlSLsdNd84lyt1vk+RvEAlSLsdNfvjPjm+wBQCcJOd/0uThMh7AAVI+x0N8iO3SgeoFKEne6M4gGSI+x0ZxQPkBxhpzujeIDkCDvdGcUDJEfY6c4oHiA5wk53RvEAyRF2ujOKB0iOsNOdUTxAcoSd7oziAZIj7HRnFA+QHGGnO6N4gOQIO90ZxQMkR9jpzigeIDnCTndzu3FhB0iGsNPdXLR7vcZuFA9QKcJOd0bxAMkRdroTdoDkCDvdDfJ2N6N4gEoRdrqzYwdIjrDTnbADJEfY6c4oHiA5wk53g+7Yi2Jh1gNAX8JOd4OEvSgiZmYWZj0A9CXsdDfIKL75fgCUTtjpbpAde/P9ACidsNOdsAMkR9jprt8ofmqy9X4AlE7Y6a7fjn3JZOv9ACidsNNdv7BPCjtA1Qg73RnFAyRH2OnOjh0gOcJOd15jB0iOsNPZ7GzE9HT9+66j+P+/3SgeoDKEnc6ad+FdR/FL2u8LQKmEnc4GCrtRPEDVCDudNY/Xu4bdKB6gaoSdzuZ24RMTEYu6/JgYxQNUjrDT2SDXiTeKB6gcYaezQT6y1SgeoHKEnc7s2AGSJOx0NlDYvcYOUDXCTmdz4/VeYXeBGoDKEXY6m9uF93qN3SVlASpH2OnMa+wASRJ2Ohsk7D62FaByhJ3OBnq7mx07QNUIO50NsmP3GjtA5Qg7nRnFAyRJ2OnMKB4gScJOZ0bxAEkSdjobaBTvAjUAVSPsdDbQKN4lZQGqRtjpzAVqAJIk7HQ2UNiN4gGqRtjpzFnxAEkSdjrzsa0ASRJ2OnNWPECShJ3OBhnFex87QOUIO50ZxQMkSdjpzCgeIEnCTmdG8QBJEnY6c4EagCQJO50N87Gt09MRs7MHfk0A9CXsdDbMBWoi7NoBKkLY6WyYj21tvj8ApRJ2OhvmNfYIZ8YDVISw09kgo/hFiyImJurf27EDVIKw09kgO/bm3xd2gEoQdjobNOwuUgNQKcJOZ3OhtmMHSIqw09lcqHu9xh4h7AAVI+x0ZhQPkCRhp11ROHkOIFHCTrvp6XrcI4ziARIj7LRrjrRRPEBShJ12w4Tdjh2gUoSddnO771qtcWW5boQdoFKEnXbNJ87Var3vaxQPUCnCTrtBz4hvvo8dO0AlCDvtBvkAmDnCDlApwk67YXbsRvEAlSLstDOKB0iWsNPOKB4gWcJOO6N4gGQJO+2M4gGSJey0M4oHSJaw084oHiBZwk47o3iAZAk77YziAZIl7LQzigdIlrDTzigeIFnCTjujeIBkCTvtjOIBkiXstDOKB0iWsNPOKB4gWcJOO6N4gGQJO+2M4gGSJey0m9t9CztAcoSddnORHuQ1dqN4gEoRdtoZxQMkS9hpJ+wAyRJ22g3zdjejeIBKEXbajbpjL4oDtyYABiLstBsl7BER09MHZj0ADEzYaTfKKL75cQCURthpN+qO3Ql0AKUTdtoNE/bFiyNqtdbHAVAaYafdMKP4Ws2Z8QAVIuy0G2bH3nw/O3aA0gk77YQdIFnCTrthRvHN9zOKByidsNPOjh0gWcJOO2EHSJaw02p2tnEFOaN4gOQIO62ad9127ADJEXZaCTtA0oSdVs3j9EHDbhQPUBnCTqu5XffERMSiAX887NgBKkPYaTXsGfHN9xV2gNIJO62GvThN832N4gFKJ+y0smMHSJqw00rYAZIm7LQyigdImrDTyo4dIGnCTithB0iasNNqbpw+TNiN4gEqQ9hpNbfrHuY1djt2gMoQdloZxQMkTdhpZRQPkDRhp5VRPEDShJ1WRvEASRN2Wo0SdqN4gMoQdlqNcuU5O3aAyhB2WhnFAyRN2GllFA+QNGGnlVE8QNKEnVZG8QBJE3ZaGcUDJE3YaWUUD5A0YaeVUTxA0oSdVkbxAEkTdloZxQMkTdhpZRQPkDRhp9V8RvEzM/UvAEoj7LSazyg+wq4doGTCTqv5jOKbHw9AKYSdVvMNuzPjAUol7LQaZRRfq0UsWVL/3o4doFTCTqtRduzN9xd2gFIJO61GDbuL1ABUgrDTapRRfIQdO0BFCDutjOIBkibstDKKB0iasNNQFI0w27EDJEnYaZiebnzvNXaAJAk7Dc1RHnXHbhQPUCphp6E5yqO+xm7HDlAqYadhLsq1WsTExHCPNYoHqARhp6H5jPhabbjHGsUDVIKw0zDqW90ijOIBKkLYaRj1qnMRRvEAFSHsNMxnx24UD1AJwk6DUTxA8oSdBqN4gOQJOw1G8QDJE3YajOIBkifsNBjFAyRP2GkwigdInrDTYBQPkDxhp2Eco3g7doBSCTsN4xjF27EDlErYaTCKB0iesNNgFA+QPGGnwSgeIHnCToNRPEDyhJ0Go3iA5Ak7DUbxAMkTdhqM4gGSJ+w0GMUDJE/YaTCKB0iesNNgFA+QPGGnYW6M7tPdAJIl7DTM7bZ9HjtAsoSdhnGM4vftiyiK8a0JgKEIOw3jGMVH2LUDlEjYaRjHKL75eQBYcMJOwzhG8c3PA8CCE3Ya5hP2xYsjFv3/j5Mz4wFKI+w0zOfKcxHOjAeoAGGnYT479ggXqQGoAGGnYb5hd5EagNIJOw1G8QDJE3YajOIBkifsNBjFAyRP2KmbnY2Ynq5/bxQPkCxhp645xkbxAMkSdurGEXajeIDSCTt1zTGeb9jt2AFKI+zUzcV4YqJxadhhGcUDlE7YqZvvGfHNjzWKByiNsFM334vTRBjFA1SAsFM3jh27UTxA6YSdOqN4gCwIO3VG8QBZEHbqjOIBsiDs1BnFA2RB2KkzigfIgrBTZxQPkAVhp84oHiALwk6dUTxAFoSdOqN4gCwIO3VG8QBZEHbq5mI8jrDbsQOURtipm4vxfF5jN4oHKJ2wU2cUD5AFYadunGG3YwcojbBTN463uxnFA5RO2KkzigfIgrBTZxQPkAVhp84oHiALwk6dUTxAFoSdOqN4gCwIO3VG8QBZEHbqxj2KL4r5rwmAoQk7deMMe1FEzMzMf00ADE3YqRvnKD7COB6gJMJO3Th37BHOjAcoibBTN46wL1nS/nwALChhp24co/hazVveAEom7NSNY8fe/HijeIBSCDt14w67HTtAKYSdunGM4psfL+wApRB26oziAbIg7NQZxQNkQdipXynOKB4gC8JOxPR043ujeICkCTutu2ujeICkCTutu2ujeICkCTuNCNdqEYsXz++5jOIBSiXstJ4RX6vN77mM4gFKJew0dtfzfX09wigeoGTCTiPC8319PcIoHqBkws74Lk7T/Bx27AClEHbGG3ajeIBSCTvju+pchFE8QMmEHaN4gIwIO0bxABkRdoziATIi7BjFA2RE2DGKB8iIsGMUD5ARYccoHiAjwo5RPEBGhB2jeICMCDtG8QAZEXaM4gEyIuwYxQNkZGLkR9522xiXQakee6z+v+McxW/dGnHwwRHLlrV+/dd/Nb4/8siIxYvn/2cC5OjKK0d62Ohhv+qqkR9KRR166Pyf49RTI44/PuK55yLeeCPif/6n/gXAcBY87BdfPPJDqaAjjoj47/+e//MsWxaxfXvEa69FvPJK4+t//7f916++GlEU8/8zAdhv9LBv2jS+VZCXWi1i6dL613HHlb0agDcVJ88BQEaEHQAyIuwAkBFhB4CMCDsAZETYASAjwg4AGRF2AMiIsANARoQdADIi7ACQEWEHgIwIOwBkRNgBICPCDgAZEXYAyIiwA0BGhB0AMlIriqIoexGkoyiK2L1vd0REHLLkkKjVaiWvCIBmwg4AGTGKB4CMCDsAZETYASAjwg4AGRF2AMiIsANARoQdADIi7ACQEWEHgIwIOwBkRNgBICPCDgAZEXYAyIiwA0BGhB0AMiLsAJARYQeAjAg7AGRE2AEgI8IOABkRdgDIiLADQEaEHQAyIuwAkBFhB4CMTIzyoKIoYteuXeNeCwDQZOnSpVGr1YZ6zEhh37lzZyxfvnyUhwIAA3r55ZfjLW95y1CPGSnsk5OTERHxt7/9LQ4//PBRnoIR/fvf/45Vq1Y59iVw7Mvj2JfHsS/H3HGf6+0wRgr73Fjg8MMP9w+6JI59eRz78jj25XHsyzHsGD7CyXMAkBVhB4CMjBT2qamp2LBhQ0xNTY17PfTh2JfHsS+PY18ex74c8znutaIoigOwJgCgBEbxAJARYQeAjAg7AGRE2AEgIyOF/ZZbbonjjz8+DjrooDjjjDPikUceGfe63tSGOb633XZbnHvuuXHUUUfFUUcdFWvWrPHPYx5G/dneuHFj1Gq1+NjHPnZgF5ixYY/9q6++GuvWrYuVK1fG1NRUvP3tb4/Nmzcv0GrzMexx//a3vx3veMc74uCDD45Vq1bFNddcE2+88cYCrTZ/Dz74YFx44YVx7LHHRq1Wi02bNg3/JMWQNm7cWExOThY//vGPi23bthVXXnllceSRRxY7duwY9qnoYNjju3bt2uKWW24ptmzZUjzxxBPFFVdcURxxxBHFiy++uMArT9+oP9vPPvts8da3vrU499xzi4svvnhhFpuZYY/9nj17itNOO604//zzi4ceeqh49tlniwceeKDYunXrAq88bcMe99tvv72Ympoqbr/99uLZZ58t7rnnnmLlypXFNddcs8Arz9fmzZuL9evXF3fddVcREcXdd9899HMMHfbTTz+9WLdu3f5fz8zMFMcee2xx4403Dv2H026+x3d6erpYunRp8dOf/vRALTFboxz76enp4qyzzip++MMfFpdffrmwj2jYY/+9732vOOGEE4q9e/cu1BKzNOxxX7duXXHeeee13Pb5z3++OPvssw/oOt+sRg37UKP4vXv3xqOPPhpr1qzZf9uiRYtizZo18fvf/374cQEtxnF8d+/eHfv27Ytly5YdqGVmadRj/9WvfjWWL18en/rUpxZimVka5dj/4he/iDPPPDPWrVsXK1asiHe9611xww03xMzMzEItO3mjHPezzjorHn300f3j+u3bt8fmzZvj/PPPX5A1M5ihPgRm586dMTMzEytWrGi5fcWKFfHkk0+OdWFvRuM4vl/84hfj2GOPbfk/K/2Ncuwfeuih+NGPfhRbt25dgBXma5Rjv3379vjtb38bl156aWzevDmeeeaZuPrqq2Pfvn2xYcOGhVh28kY57mvXro2dO3fGOeecE0VRxPT0dHzmM5+JL33pSwuxZAbkrPiM3HTTTbFx48a4++6746CDDip7OVnbtWtXXHbZZXHbbbfF0UcfXfZy3nRmZ2dj+fLlceutt8bq1avjE5/4RKxfvz6+//3vl720rD3wwANxww03xHe/+9147LHH4q677opf/epXcf3115e9NJoMtWM/+uijY/HixbFjx46W23fs2BHHHHPMWBf2ZjSf4/vNb34zbrrpprj33nvjPe95z4FcZpaGPfZ//etf47nnnosLL7xw/22zs7MRETExMRFPPfVUnHjiiQd20ZkY5ed+5cqVsWTJkli8ePH+2975znfGSy+9FHv37h3pM6zfbEY57tddd11cdtll8elPfzoiIt797nfH66+/HldddVWsX78+Fi2yV6yCof4pTE5OxurVq+O+++7bf9vs7Gzcd999ceaZZ459cW82ox7fm2++Oa6//vr49a9/HaeddtpCLDU7wx77k046Kf70pz/F1q1b939ddNFF8cEPfjC2bt0aq1atWsjlJ22Un/uzzz47nnnmmf3/MRUR8Ze//CVWrlwp6gMa5bjv3r27Ld5z/3FV+NiR6hj2bLuNGzcWU1NTxU9+8pPiz3/+c3HVVVcVRx55ZPHSSy8NfeYe7fod38suu6y49tpr99//pptuKiYnJ4s777yz+Mc//rH/a9euXWX9FZI17LH/T86KH92wx/6FF14oli5dWnz2s58tnnrqqeKXv/xlsXz58uJrX/taWX+FJA173Dds2FAsXbq0+PnPf15s3769+M1vflOceOKJxcc//vGy/grZ2bVrV7Fly5Ziy5YtRUQU3/rWt4otW7YUzz///MDPMXTYi6IovvOd7xRve9vbisnJyeL0008v/vCHP4zyNHTR6/i+//3vLy6//PL9vz7uuOOKiGj72rBhw8IvPAPDHPv/JOzzM+yx/93vflecccYZxdTUVHHCCScUX//614vp6ekFXnX6hjnu+/btK77yla8UJ554YnHQQQcVq1atKq6++uriX//618IvPFP3339/x3+n9/p3z3/ysa0AkBFnOgBARoQdADIi7ACQEWEHgIwIOwBkRNgBICPCDgAZEXYAyIiwA0BGhB0y9PDDD8c555wTBx98cJx66qnx4IMPRq1Wi8cff7zspQEHmLBDZh5//PH40Ic+FB/4wAdiy5Ytcd1118Ull1wSU1NTcdJJJ5W9POAAc614yMx5550XxxxzTNxxxx37b7vooovixRdfjMcee6zElQELYaLsBQDj8/zzz8f999/fNnKfmpqKU045paRVAQvJKB4ysnXr1picnIyTTz655fYnnnhif9iffvrpuOCCC2L16tXxvve9L15++eUylgocIMIOGVm8eHFMT0/HG2+8sf+2++67L7Zt2xannHJK7NmzJ66++ur4wQ9+EI8++misXbs2br311hJXDIybUTxkZPXq1bFkyZL4whe+ENdcc01s27YtPve5z0VExCmnnBKbNm2Kbdu2xUc/+tGIiNizZ09cccUV5S0YGDsnz0Fm7rjjjrj22mvjlVdeiQ9/+MNx6qmnxs9+9rN4+umn48tf/nKcfPLJ8clPfrLsZQIHiFE8ZGbt2rXxwgsvxGuvvRZ33nln3HvvvXHJJZdERMQxxxwT99xzz/77/vGPfyxrmcABYscOGXnwwQfjn//8Z7z3ve+NnTt3xje+8Y145JFHYsuWLbFs2bJ4/fXX49JLL40nn3wypqam4iMf+UjcfPPNZS8bGCOvsUNGduzYEddee238/e9/jxUrVsSaNWvikUceiWXLlkVExKGHHhqbNm0qd5HAAWXHDgAZ8Ro7AGRE2AEgI8IOABkRdgDIiLADQEaEHQAyIuwAkBFhB4CMCDsAZETYASAjwg4AGfk/1eAqbY6Tcy4AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = pairplot_numpy(\n",
" samples=samples,\n",
" limits=limits,\n",
" points=points,\n",
" figsize=(8, 6),\n",
" labels=[r\"$g_e$\"],\n",
" diag=\"kde\",\n",
" fig_kwargs=dict(\n",
" points_offdiag=dict(marker=\"*\", markersize=5),\n",
" points_colors=[\"g\"],\n",
" ),\n",
" diag_kwargs={\"mpl_kwargs\": {\"color\": \"r\"}},\n",
" upper_kwargs={\"mpl_kwargs\": {\"cmap\": \"Blues\"}},\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 2
}