{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(GLM-truncated-censored-regression)=\n", "# Bayesian regression with truncated or censored data\n", "\n", ":::{post} September, 2022\n", ":tags: censored, generalized linear model, regression, truncated \n", ":category: beginner\n", ":author: Benjamin T. Vincent\n", ":::\n", "\n", "The notebook provides an example of how to conduct linear regression when your outcome variable is either censored or truncated." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "from copy import copy\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import xarray as xr\n", "\n", "from numpy.random import default_rng\n", "from scipy.stats import norm, truncnorm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "rng = default_rng(12345)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Truncation and censoring\n", "\n", "Truncation and censoring are examples of missing data problems. It can sometimes be easy to muddle up truncation and censoring, so let's look at some definitions.\n", " \n", "- **Truncation** is a type of missing data problem where you are simply unaware of any data where the outcome variable falls outside of a certain set of bounds.\n", "- **Censoring** occurs when a measurement has a sensitivity with a certain set of bounds. But rather than discard data outside these bounds, you would record a measurement at the bound which it exceeded.\n", "\n", "Let's further explore this with some code and plots. First we will generate some true `(x, y)` scatter data, where `y` is our outcome measure and `x` is some predictor variable." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "slope, intercept, σ, N = 1, 0, 2, 200\n", "x = rng.uniform(-10, 10, N)\n", "y = rng.normal(loc=slope * x + intercept, scale=σ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example of `(x, y)` scatter data, we can describe the truncation process as simply filtering out any data for which our outcome variable `y` falls outside of a set of bounds." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [], "source": [ "def truncate_y(x, y, bounds):\n", " keep = (y >= bounds[0]) & (y <= bounds[1])\n", " return (x[keep], y[keep])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With censoring however, we are setting the `y` value equal to the bounds that they exceed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [], "source": [ "def censor_y(x, y, bounds):\n", " cy = copy(y)\n", " cy[y <= bounds[0]] = bounds[0]\n", " cy[y >= bounds[1]] = bounds[1]\n", " return (x, cy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on our generated `(x, y)` data (which an experimenter would never see in real life), we can generate our actual observed datasets for truncated data `(xt, yt)` and censored data `(xc, yc)`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [], "source": [ "bounds = [-5, 5]\n", "xt, yt = truncate_y(x, y, bounds)\n", "xc, yc = censor_y(x, y, bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualise this latent data (in grey) and the remaining truncated or censored data (black) as below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "for ax in axes:\n", " ax.plot(x, y, \".\", c=[0.7, 0.7, 0.7])\n", " ax.axhline(bounds[0], c=\"r\", ls=\"--\")\n", " ax.axhline(bounds[1], c=\"r\", ls=\"--\")\n", " ax.set(xlabel=\"x\", ylabel=\"y\")\n", "\n", "axes[0].plot(xt, yt, \".\", c=[0, 0, 0])\n", "axes[0].set(title=\"Truncated data\")\n", "\n", "axes[1].plot(xc, yc, \".\", c=[0, 0, 0])\n", "axes[1].set(title=\"Censored data\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The problem that truncated or censored regression solves\n", "If we were to run regular linear regression on either the truncated or censored data, it should be fairly intuitive to see that we will likely underestimate the slope. Truncated regression and censored regress (aka Tobit regression) were designed to address these missing data problems and hopefully result in regression slopes which are free from the bias introduced by truncation or censoring.\n", "\n", "In this section we will run Bayesian linear regression on these datasets to see the extent of the problem. We start by defining a function which defines a PyMC model, conducts MCMC sampling, and returns the model and the MCMC sampling data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [], "source": [ "def linear_regression(x, y):\n", " with pm.Model() as model:\n", " slope = pm.Normal(\"slope\", mu=0, sigma=1)\n", " intercept = pm.Normal(\"intercept\", mu=0, sigma=1)\n", " σ = pm.HalfNormal(\"σ\", sigma=1)\n", " pm.Normal(\"obs\", mu=slope * x + intercept, sigma=σ, observed=y)\n", "\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we can run this on our truncated and our censored data, separately." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" ] } ], "source": [ "trunc_linear_model = linear_regression(xt, yt)\n", "\n", "with trunc_linear_model:\n", " trunc_linear_fit = pm.sample()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" ] } ], "source": [ "cens_linear_model = linear_regression(xc, yc)\n", "\n", "with cens_linear_model:\n", " cens_linear_fit = pm.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By plotting the posterior distribution over the slope parameters we can see that the estimates for the slope are pretty far off, so we are indeed underestimating the regression slope." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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4a9ZUatTQWPfTClabAAAAALCf9bb2tWq5Pw6sUD5nnXU8CgAAAMA+JOcBoASyXjV/fXOpcWOS88WZyWTKsXp+6zbpQiQJegAAAAD5y8gwKzzCWFcYK+d9fEwKCTbWRXHuPAAAAOAUkvMAUMKcOGHWrt3GOuukL4qnW7tJ/v7/ljMypFWri6w7AAAAAEqQqGgpKclYVxjJeSnn1vasnAcAAACcQ3IeAEqYJT8aV1qXC5W6dSmizsAhfn4m9exurFvxs1kZGayeBwAAAJA36/Pm/fykChUK59kVrZ7DynkAAADAOSTnAaAEiYsza80aY13fPpK3NyvnS4q+dxo/q/MXpL//KaLOAAAAACgxrM+br1kz8/iswpBz5TwTjAEAAABnkJwHgBJk9S9SYrZtDD09pLv6kpgvSRo1kq6rb6xb/jMDWwAAAADyFh5ujBsKa0t7SapY0Rh3snIeAAAAcA7JeQAoIcxms5YuMw7GdO4sVapEcr4kMZlMOVbPb/xDiokhQQ8AAADANuuV87VqFl4smGPlPMl5AAAAwCkk5wGghPj7H+mU1RmDA+4mMV8S9ewp+Xj/W05Lk9b8WnT9AQAAAFD8WZ85X7MwV85bnTkfHV14zwYAAABKE5LzAFBCLLFaNV+nttSmdRF1BgUSFGhS167GuuU/m2U2s3oeAAAAQE7JyWZdiDTWFe629sZyzJXMPgEAAABwDMl5ACgBLkSatelPY13/u0wymVg5X1JZb20fFibtP1A0fQEAAABQvJ09J1nP5a1Zo/Ceb71yXpKiLxbe8wEAAIDSwquoOwAAyN/yFWZlZPxb9vOTbu9VdP2BdPLkSZ08eVJRUVFKTU1VhQoVVL16dTVr1kweHvnPfWvVUqpeTTpz9t+65T+b1bwZEy4AAAAAGEVEGMvlQiV//8KLHQICJL8yUmLSv3VRUZkxjSsVNM4qDMnJyTp48KDCwsIUGxur9PR0+fv7q3Llyqpdu7Zq165dbPoKAACA4ofkPAAUc+npZq1cbazrdZsUEEASt7CZzWb9+OOP+uGHH3Ts2LFcr6lYsaJ69+6thx9+WH5+fjbb8vAwqc+d0uy5/y5/Wbdeemqs2e5Btg4dOjj2AvIwYsQIPfroowVuZ8aMGZo/f36O+i1bthS4bQAAAOBaFW6VnK9RiKvmJclkMqliRbNOh/9bF+Wic+ddGWe506FDh/TNN99o48aNSk5OtnldQECAbrjhBg0ePFht2rSxed3cuXP1v//9z2X9I+YCAAAoGZjGCQDF3D87pUirswXv6kNivrBdvHhR48aN0zvvvGNzwEiSoqKi9NVXX2nYsGE6ePBgnm32vl3yzPb/xElJ0u9/uKrHjvH19S1wG4cOHdKCBQtc0BsAAAAA2UWcMe5pX9jJeSnnufNRUQVv0x1xlqslJSXp3Xff1cMPP6xff/01z8S8JMXHx2vjxo3666+/CqmHronnAAAAUDhIzgNAMffzKuMgTIPrpAYNSM4XpsTERD377LPavn27ob5SpUrq1KmTunXrpnr16hl+FhERoaeeekqnTp2y2W6F8ia1a2es++VXc+4Xu1m3bt0KdH9aWprefPNNpaenu6ZDAAAAACzOnDGWa9Yo/JgwZ3K+YLGLu+IsV4qJidETTzyhpUuXymz+9/V6enqqUaNG6ty5s2677TbddNNNqlWrVpFtZ1/QeA4AAACFh23tAaAYu3rVrI1WK6nv6E1ivrC9/vrrOnz4sKXs7++v8ePHq0ePHobBl3379un111+3DBTFxsbqueee09dff60yZcrk2nav20zasvXfQZ6//5Gio82qUCH/z3nJkiVOvZ6ZM2dq7dq1lnLr1q1Vq1Ytp9rK8tVXX+no0aOSMt+fhISEArUHAAAA4F/W29pXr174fahYwVgu6Mp5d8ZZrpCUlKRnn31WBw4csNQFBgZqxIgR6t27t4KDg3Pcc/XqVW3ZskWrV6/ON1E/ePBg3XnnnQ736+LFi3rssccMkwX69evncDsAAAAoGiTnAaAYW7deSkn5t+zlJfXsXnT9uRbt2rVL69evt5S9vb01Y8YMNWnSJMe1zZs315w5czRixAhFRGSOnkVEROi7777Tgw8+mGv7N98k+ftLWbnsjAzpl7XSA4Pz71u1atUcfj3JycnaunWroa6gAzknT57UF198YSmPHj1aH3zwQYHaBAAAAJApOdmc46izmkWRnK9okvRvQrggZ867O85yhblz5xoS83Xr1tW0adNUoUIFm/cEBgaqZ8+e6tmzp9LS0vJsPzAwUIGBgQ73a+3atYbEfI0aNfI82x4AAADFC9vaA0Ax9vNq4zaBN3WSQkJYOV+YZs+ebSg/9NBDuQ4YZQkODtaECRMMdfPnz1d8fHyu15cpY1K3Lsa6NW7c2n7Dhg26evWqpVy2bFndcsstTreXkZGhN954Q6mpqZKk7t2766abbipwPwEAAABkOnM2Z11JXznv7jiroA4cOKBFixZZyqGhoZo+fXqeiXlrXl7uWRO1fPlyQ7lPnz4ymRgnAAAAKClIzgNAMXUyzKyDB411d9xOwF2Yzp07p507d1rKvr6+uu+++/K974YbblDTpk0t5atXr2rjxo02r+91m/FzPX5cOnbcPQn6FStWGMo9e/Ys0FaQixYt0v79+yVJQUFBevbZZwvUPwAAAABGEVZb2pcvL/n7F/2Z8xcvSunpjscthRVnFcTs2bOVnp5uKY8bN07ly5d3y7McsWvXLoWHh1vKnp6euuOOO4qwRwAAAHAU29oDKNXMZrP279+viIgIRUVFycPDQ9WrV1ebNm0UFBSU571JSUnavXu3wsLClJCQoMDAQNWuXVutW7cu8Az4hIQE7dmzR9HR0bp8+bI8PDxUrlw51alTR40aNZKHh4dWrjIOcpQvJ93Y3r72IyIidOrUKZ07d85y9ndQUJAqVKigZs2aKTQ0tED9z01ycrJ2796t8+fP6/LlywoICFCVKlXUunVrBQQEuPx5heH33383lLt27Zrv9yZLnz59DFsg/vbbb+rdu3eu17ZuJVWqKEVmW3nyy69mXVfftQNuZ8+e1d9//22oK8iW9hEREZozZ46lPHbsWJUvX15nz+aytAcAAAClRkmOswqiqOKszX/tUkbaeUmXJQWorH8Vxce3KfQ4y3rlfHqGdPmy5MBickmFF2c56+zZs9q2bZulXKVKFfXq1culz3DWTz/9ZCh36NBBlSpVKqLeAAAAwBkk5wGUaH///bfGjBljKY8YMUKPPvqoUlNTtXDhQi1dulTnzp3LcZ+Pj4/69eunJ554Qv7+/oafxcTEaO7cufr555+VlJSU496goCA98sgjGjRokMP93bJli+bPn6/du3fbPH8uJCREd97ZV2vWDpH07wBFr9skL6/ck7WJiYnatGmTfvvtN/3zzz+6fPlynv1o1KiR7r//fvXs2VOenp529X3y5MlauXKlpbxkyRJVq1ZNV69e1ezZs7VmzRrDdulZPD091atXLz3++OMlbtBgy5YthrIj5/hZX7tt2zZlZGTkOiDo4WFSzx5mfbPw37pf1kqjHjXL09N1Cfrly5cbzia87rrr8tw6Mi9ms1lvv/225XekTZs26tu3r0v6CQAAgKJVlHHWfffd53AS3d44q2/fvho2bJjdieDiGmcdPyrddlvhx1mhoZKnR2ZSPkv0RceT84UVZznrp59+MsRNd955p0vbd1Z8fLzWr19vqCvIZGsAAAAUDZLzAEqdK1eu6Nlnn7VstZ2blJQU/fDDD9qzZ49mzJihwMBASdLhw4f1/PPPKyqPw/NiY2P18ccf6/Dhw/rwww/tCtJjYmI0ceJEbd++3a5rv/lmvqSf5OnzlkwerSVJd/S2naSdOHGiNm3alG/bWQ4fPqxXX31VK1as0Ouvv+70Co/9+/frpZde0vnz521ek56erpUrV2rbtm366KOP1KBBA6eeVRSOHz9uKDdv3tzue+vUqaOgoCDFxsZKyhzYO3funKrbOByyV0+Tvln47wBQdLT0z06pXVsnOp6LjIwMw6CfVLCBnGXLlllW4fv6+mr8+PGccwgAAFCKFWacNXHiRLfEWfPnz9dPP/2kd955R61bt873HuIsIw8Pk8qXNxt2/Iq+6Hg7hRlnOcN6t7F27dq5rO2C+PXXXw0TW8qVK6ebbrqpCHsEAAAAZ5CcB1CqpKWlGQaMfH191axZM5UvX15JSUk6dOiQYUDoyJEjeuONN/Tuu+/q9OnTevLJJy1BfnBwsJo0aWIJ/Pfs2WPZulCSVq1apVatWmn48OF59ik8PFxPP/20zpw5Y6j39/dX48aNVa5cOWVkZOjcuXM6fPiwMjKyliFcUXrK0/LwflfNm3dQndq2E5/ZZ/VLUkBAgOrWravQ0FD5+/srJSVFkZGROnbsmJKTky3X7dixQ08//bTmzp0rHx+fPF9Hbq9r4sSJlvcrKChIjRs3VkhIiBITE3O819HR0Ro/fry+/vpr+fn5OfSsohAfH59j8LBGjRoOtVG9enXL+yNJJ0+etDloVK+eSQ2uM+vosX/r1vxqVru2rkl4b926VRcuXLCUfXx8nN6aMTIyUtOnT7eUH374YdWqVavAfQQAAEDxVNhxVqNGjTR48OA8++RsnHXlyhWNGzdO77//vjp06JDnM4pLnJWc3EgpqSGSEmXOOCQp2nJ9YcdZ5SsYj+OKtj3fIleFHWc5Ki0tTUeOHLGUvby8LLuNXb16VevWrdO6desUHh6uS5cuqUyZMgoNDVWTJk104403qnv37g5/5vZavny5ody7d+8CHwUBAACAwse/4ACUKkuXLlVsbKx8fHw0cuRI3XfffSpTpozl52azWcuWLdOUKVOUnp4uKfO8u23btmnatGmKjY1VpUqV9PTTT6tbt26G1RqJiYmaOnWqli5daqn75JNPNHDgQJv9SUpK0vjx4w0DRrVr19aoUaPUtWvXHFsdRkdHa8aMuVq16sf/r0lVRupk3dz5S0mV83ztDRo00O23365OnTqpbt26NvuzZs0affrpp5YtGQ8fPqy5c+catq20xyuvvKLY2FhVqVJF48aNy/F6zGaz1qxZo3feeccyu//MmTNauHChHnnkkTzbjomJMQzQuUtgYKBlNY+18PBwQzkkJMTwXbJH5cqVdfDgQZttWut1m0lHj/07APj7Rum5p83y8yt4gt56IKdr164KDg52qq13331X8fHxkqT69etr6NChBe4fAAAAiq/CjrPmzJmjvn372jxT3Zk4a+7cufrxx8w4KzU1Va+++qq++uqrfLeEL+o4q0OHLrrtDg95/n++12w267ERv+qLz4smzgrwN8ucbVv7k2HS2bPGeKW4xVmOOHnypGGiRdWqVeXr66v169fr/fffz3G0QUpKimJjY3Xq1CmtXr1an376qcaOHauePXu6rE9Z/bLetYJjxQAAAEomkvMASpXY2Fh5eXnpww8/VNu2OfcDN5lM6t+/v+Li4jRjxgxL/csvv6zY2FhVq1ZNs2fPVsWKFXPc6+fnpxdeeEEXLlzQ5s2bJUkJCQlatWqVzcB72rRphi37OnbsqLffftvm4EOFChXUqs14rfm1ljLSpv1/bYyOHZkjaaLN1/3cc8+pWrVqNn+epUyZMrrrrrt04403atSoUZaV1EuWLNHw4cNtDn7lJiYmRvXq1dOMGTNy3a7RZDLp9ttvt7xvWX766Sc9/PDDeW6BPnXq1BxbsLtD1tmZuYmLizOUndmS0voe6zat9eguzfxUyto8ITFR+uNP6bYeDj/a4MqVK/rjjz8Mdc5uab9q1Sr9+eefkiQPDw9NmDCB1RoAAAClXFHEWevWrbP5b1Zn4qwJEyaodu3amjp1qqTMeGbOnDl6+eWXbb7u4hBnnThhlvTvBF6TyaT77u2lOrWLR5z17cLM/2VX3OIsR0RHRxvKFStW1KJFi/Txxx/bdf+FCxc0ceJEHT16VE888YTL+vXTTz8Zyi1btlSdOnVc1j4AAAAKT/4HeAFACTN8+PBcB4yyu/fee+Xv728pZ22JN2nSpFwHjLIbNmyYobxly5Zcr4uKijIE0FWrVs1zwCjLr2vN8vC6XyaPjpa69et/0cWLtg/zs2fAKLsqVaroqaeespTj4+NzJG/z4+npqTfffDPfwZSuXbtatgGUpPPnz7t0ZYO7WK8o8fX1dbgN63vyW6VSobxJbW8w1q1dZ879YgesWrVKqamplnLVqlXz/R3JzaVLlwyDUgMHDnTofEgAAACUXIUdZ+3YsSPX65yNsyTpgQceUKdOnSzlNWvWFPs4K9y4a78qVJD8/EzEWXm0WRDWif7w8HB98sknlnL9+vX17LPP6vPPP9d3332nTz/9VCNHjswRF3/11Vf6/vvvXdKntLQ0rV692lDHqnkAAICSi+Q8gFKlTJkyGjRokF3XtWjRwlDXsmVLtWrVKt97W7ZsaRgMyL6dXnZLly41JERHjBiR74BRZKRZu/dk/rfJ835LfWpqqv766698++aIm2++Wd7e3pby3r17Hbr/lltusbmto7WbbrrJUM5+hl9xlZiYaCg7c26g9aCRdZu5ua2ncaXLtu1S7NWCJeitt7Tv27dvnitqbPnggw905coVSZlbST7++OMF6hcAAABKhqKIs2zFDM7EWdk98MADlv8uCXFWRITx5zWyHa1OnJV7mwVx9epVQzkqKkpmc2Y8NnjwYH311Ve677771LRpU9WqVUutWrXSyJEj9e233+b4nk+dOtVw9IKzNm7caNhO39/fX927dy9wuwAAACga7EMLoFRp3ry5zbPtrNWoUcNQ7tChg133eXh4qEaNGpZtFG2ttNi2bZvlvz09PXXrrbfm2/a6DdL/x/0yebSU5Ckp88zG3bt3q0+fPnb1MUtGRoYSExOVkJBgGMDKEhQUZOl/WFiYQ21bDwTlxXq7Petz+qxNmjRJkyZNcqg/7uZMMtuZe26+SfLxllL+/+NKS5P+2CTd2dvhpiRJBw4cMGz56eHhoTvvvNPhdn7//XetW7fOUv7Pf/5jWBUFAACA0qso4qxLly7lep0zcVZ2LVu2lKenp9LTS0acFXHGOFG3Zra3tyjirG3bzXr2P//2KSREWrHM+bU/hRVn2Ssj64wxK127dtXTTz9t876goCB98H/s/Xd8nXd9//8/r7M0PTRsS94rsWPLeyWOs5yEDDaUUUYJEFZZH1JK2QXaL7NpoS2EAiXwYxRKmRlkOjtx4m1LXrHjeMnakofWWdfvD2FJ7+sMHUlHus543G+33sr7fa5zXS/JOore1+t6vd533qm3v/3tamhokNT38MfPfvYzffrTnx5VTPfee68xvvHGG1VUVDSqcwIAAMA9JOcB5JTh7LlWWlo64vcO3jMw3v52vb29OnjwYP946tSp6ujoUEdHR9Lz3v9nW/agewGBwAQFg33vOeUsmYiju7tbTz/9tJ566ikdPnxYJ0+e7L/pNBRnhcBQUq2alxRzIy+dewKOFefNjt7e3mGfw/meVG6glJRY2rDB1lNPD8w9usXWK28Z2Q0oZ9X8+vXrNW3atGGd49y5c/rWt77VP77++uu1adOmEcUDAACA7OPGOquzszPm9ZGus5wmTJjQ/55MX2c5w5sxY2Bd4MY6q7LCHHd0SKGQLb8/tfWKW+usVMV7ANnj8RjbFSRSUlKiD3zgA/ryl7/cP/fQQw/p7//+7+X1ekcUT1NTk55//nljjpb2AAAA2Y3kPICcMnHixJSPdS6OU60Ecb43HA7HvN7a2mrMnzlzRm94wxtSPv9Fg2/3XNyvMZE//vGP+v73vz9ktUQiw72RM5zvl89n/ucm3vcs0zhvyqTjplGqleY3bLb01NMD1Sg7dkjtHbbKJg8vQd/T06OHH37YmHvNa14zrHNI0ne+8x21tLRI6vuM3XHHHcM+BwAAALKXG+useMnvdK2zBsv0ddbpevP1wZXzbqyzKitj51rbpKoUn/91c52ViniJ/hUrVmj69Okpvf/666/X17/+9f4Yu7q6dOjQIS1ZsmRE8dx3333GZ2HBggWqqakZ0bkAAACQGdhzHkBOGU17u3S2xhvqBs9IdHV1JXzt29/+tr72ta+N+IaRlLh9XyJj2UowEzgrfoZbjSPFtpV0njORjVdIg7fNjESlJ54c9uX12GOPGTcDy8rKdPXVVw/rHM8//7zuu+++/vFHPvIRVVRUJHkHAAAAcg3rLHfWWcGgreZm8/Xp1SMOJS0mTOjbhmuwvzzHmxI311mpiPcwyXCS4YFAQJdeeqkxN9ytDS6ybdtYi0lUzQMAAOQCKucBYAzE23dwtGzbjjv/6KOP6le/+pUxN3/+fN1www1aunSpqqurVV5erkAgoEAgYBz3ute9rn8/vEzS0dGR9CZZukyYMCFhJc+sWbOMcXt7u3p6elQ4OGs+BOf31nnORIqKLG28wtaWxwbmHt1i63WvGd6NzT/96U/G+Oabb46prhnKD3/4w/7/vXDhQq1du1b19fVJ3tHXetHp4nssy9KFCxdI8AMAAGDY8m2d1dgkOcOrHkVyPl3rrEmTbA3+k//wYUvlZQPjTF1npWL27Nkxc5Xx2gUk4Tz+7NmzI4pl586dxrYLfr9fN99884jOBQAAgMxBch4AxsCkSZOM8YYNG/Sd73wn4fFHjtq67b3mXZfvf9dSzdKhk7GDk6eS9P73v1/vfve7U6pQGY8E+Ej8+7//u+6///4xv8573/teve9974v7WklJiaZMmaLmQaUqp06d0sKFC1M+vzOJPZz9Nq/fbGnLYwM/E7v3SC2ttiorUkvQnzp1Srt37zbmRtLSfnDLyCNHjoy4bajzfd/97ne1du3aEZ0LAAAA+Wm466zRyIR1lvOZ2IkTpdLSkXciGKt11je/YY4zeZ01lKlTp6q0tNToQOb3+5O8I5bz+GAwOKJY7rnnHmN89dVXa/LkySM6FwAAADIHbe0BYAw4q4JPnDiR9PgnnjQT89OmSUtT2JLuxIkTRou8VatW6T3veU9KN4x6enp0/vz5oS+Sx+bPn2+Ma2trU37vyy+/bFRIFBYWprxPoSRdvl4avHWibUuPPZ7y23XPPfcYVUDLli3TvHnzUj8BAAAAkGGGu84aqUxZZ505Y46rq9JyWte5uc5KxYIFC4zx4ER9KpzHOx8qSfUcjz32mDE3koetAQAAkHlIzgPAGCgpKTFuOJw5cybpjaPHnzDH116d2t6Mg1vcSdKVV16Zcoy1tbUJWziiz+WXX26Md+7cmfJ7ncdu2LBBHk/q/9ktKLB0leOfc3AlfTKRSCSmIoa9CQEAAJDthrvOGqlMWWfVN5jnSXMO2jVurrNSsXHjRmP80ksvDev9zuOnTp067Bgeeugho4tZVVWV1q1bN+zzAAAAIPPQ1h4AxsiGDRuMRfkf//hHffSjH4057vhxW8deNueuuTq1VoXOiozS0tKU47vvvvtSPna8ffGLX9QXv/hFt8PQNddcY7TJfOKJJ3T+/PmE+ycO5vz+XnvttcO+/vWbLT348MANuX21UkOjrappyX8+tm7darSJLCoq0g033DDs60vSz372s2G/p76+PqaN/datWyX1PXRysRVjR0fHiGICAABA/kp1nTUambLOcra1H81+81L61lm/+B9bd/3XwDpl7Rrp23emniB3e501lOuuu0533XVX/3j79u0Kh8Py+Ya+jXrs2DE1NDT0jz0ej5YtWzbsGJwt7V/5ylem/SEEAAAAuIO/6gBgjLzhDW+Q1+vtH//f//1f3CfuH3/SHFdUSDVLU7uG8+bF4NaLyRw4cEAPP/xwahfJY9OnT9fKlSv7x729vfr1r3895Pt27typurq6/vGECRN01VVXDfv669ZKzvtTWx6Lf+xgzhs5N9xwg4oH98gHAAAAslSq66zRyJR1lrOt/fSqke83n05TKs1xS+vw3u/2Omsos2fP1vLly/vHLS0teuihh1J67y9/+UtjvGLFipQeOhjsyJEjOnDgQP/Ysiy96lWvGtY5AAAAkLlIzgPAGJk1a5axgO7t7dUdd9yhY8eOGcc595u/5irJ4xm46RIMBnXvvffGvcYll1xijO+//361tia/M3L69Gl99rOfVTgcTunryHcf/OAHjfFPf/pT40aJ09mzZ/XVr37VmHvnO985ZLVNfX29Lr/8cuP/mpvP6GrHvaahWtu3t7fr6aefNuZoaQ8AAIBckeo6ayjZsM4602COM6WtfaUzOd8y/HO4uc6qd7YkiOMjH/mIMf7Od74z5BYKW7ZsiXlQ+l3veteQ13JynmPdunWqHm3bBAAAAGQMkvMAMIY+/vGPa+HChf3jhoYG3XbbbbrrrrvU2Nio0/W2Dr9ovufaayz19PTohRde0J133qnXvva1+ud//ue4558yZYpWrFjRPz537pz+9m//VrW1tTHHBoNB/fGPf9Ttt9+uM2fOqKCggGrqFKxcuVKbN2/uH4dCIX3kIx/Rww8/rGg0ahxbW1ur97///cYelTNnztSb3/zmEV//hs1mdczBQ1JDQ+IE/f3332/cEJw7d65R9QEAAABku6HWWYlk0zrrwgVb586Zc5mSn62sMMcXLkg9PckfInZye501lOXLl+vmm2/uH589e1Yf+MAH9Mgjj8TE19PTo5/85Cf6whe+YMxfc801uvzyy4d13VAopAceeMCYe81rXjPM6AEAAJDJ2HMeAMZQcXGx7rzzTn3sYx/T8ePHJfVVdvz0pz/VT3/6U02cNEOR4GxJEyRF5PNd0Ne/dkanT59WJBJJ6Rof/vCH9aEPfaj/+OPHj+v222/XnDlzNH/+fPn9frW1tWn//v3q6urqf98dd9yhu+++25hDfF/4whd06tQpHT58WJLU2dmpL3zhC/rP//xPLVy4UH6/XydPntTRo0eN902cOFF33nmnCgsLR3ztVSulSROls4NuzD35lPTmN8U/3ln9Q9U8AAAAcs1Q66wZM2Zozpw5Ki0tVSQSUWdnp86cOaNTp05lzTrL2dLesqSqaaM6Zdo4K+clqbVVmjFjeOdxc52Vis985jOqr6/X3r17JfV1Kfv85z+vsrIyLVmyRCUlJWpra1Ntba16enqM9y5YsEBf/OIXh33NJ598UmfPnu0fT5o0SVdfffXovhAAAABkFCrnAWCMTZs2TXfffbduuummmNfOnT0tO/qc7OhDsqOPKhR8XidOnIi5YZRsj7rly5frM5/5jHw+83mr48eP67HHHtNDDz2k7du3998c8nq9+sQnPqHXvva1afjq8kNRUZH+7d/+TWvXrjXmGxsb9cwzz+jxxx+PuWE0c+ZMffvb39acOXNGdW2fz9KVG825J5+OX5VSW1trtPP0+Xy65ZZbRnV9AAAAIBMlW2edPn1azz77rB566CE9+uij2rp1q44fP55V66x6R0v7KVMkvz8z9pwvLrZUVGTONY+gtb2b66xUFBQU6F/+5V90zTXXGPPt7e165pln+n8GnIn5K6+8Uj/4wQ9UUlIy7Gs6W9rffPPNCgQCww8eAAAAGYvKeQAYB8XFxfryl7+sd7zjHfrFL36hZ599VuecPQodpkyZotWrV+uaa67Rpk2bkh77qle9SnPnztX3vvc97dy5M+4xBQUF2rhxo971rndp8eLFI/5a8lVFRYX+4z/+Q3/4wx/0f//3fzE3iS6qrKzULbfcove85z0qct6xGqGrr7Z0/wMDCfk9e6X2dltlZebNuT/96U/GeNOmTSovL09LDAAAAECmyeV1lnNb9OkZ0tL+ospK6eTJgfFI9p2X3F1npWLixIn6xje+oUcffVS/+tWvVFtbK9uOfVjasiwtWbJE73rXu0Zc6d7Y2KgXXnjBmKMTGgAAQO6x7Hh/UY5Ce3t7Ok+HcWBZliZPnixJ6ujoiLvIABBrNJ+daDSq//7xi7r7p8ck+5yk8woECvTRD5do5szpmjt3rqZNG1nPwoaGBu3du1fNzc2KRCIqKytTZWWlli9fPqIn9xHfsWPHdPToUbW0tCgUCqmyslIzZsxQTU2NPJ70Nqbp7bX1qtfa6h5UkPEPn7T06ldlRuXMcPDfHGBk+OwAw5fNn5uysrK0no91evbJ5p9fN0WjUR05ckTHjh3TuXPndP78eRUUFKikpETV1dVZtc76129H9bs/DIxvvVn67KczpwHmR/9fVLt2D4w/8reW3vrm0a9PRrPOGo/PTWNjow4ePKjm5mZduHBBpaWlqqys1IoVK9L+uxsYL/w3Bxg+PjfAyGTrZyfdf+dROQ8ALvB4PDry0iXyeC/pn7v6GumNbxz9zZaqqipVVVWN+jxIbt68eZo3b964XKugwNLll9t67PGBuSeesrMyOQ8AAACMFY/Ho0svvVSXXnpp2s893uusesee89XVmfW3v3Pf+ZYWW9LoYxzPddZITJs2bcQPeAAAAAASe84DgCt6emxt227ObdqYWTdbkFmuvsr8+dixU7pwITueLAQAAAAwPGdikvPuxJFIZYU5bml1Jw4AAAAg25CcBwAXbN8pBYMDY69HunyDe/Eg8228XPL7B8ahkPTc8+7FAwAAAGBsRKO2zjSYc5m25/yUSvPh4ZHuOQ8AAADkG5LzAOCCZ541K56XLZMmTqRyHomVlFhas9qce/IpKucBAACAXNPWZj7MLWVecr7C2daeynkAAAAgJSTnAWCcRaO2nn3OnNt4BYl5DO0aR2v7rVul3l4S9AAAAEAuce43H/BL5eXuxJKIs619a4tk26xNAAAAgKGQnAeAcXb4sNTqqCrYdKU7sSC7bLpS8gz6L3d3j7Rtu3vxAAAAAEi/ePvNezyZ9UB3paNyvrtH6ux0JxYAAAAgm5CcB4Bx9sxzZjXBrFnS7FmZdaMFmamszNLyZeYcre0BAACA3OKsnK/OsJb2UmzlvERrewAAACAVJOcBYJw9/Yw5vvIKd+JAdrp6k/kgx9PPSuEwCXoAAAAgV5w5Y/59n4nJ+YICSxMmmHMtLe7EAgAAAGQTkvMAMI4am2y9eMScu3IjVfNI3dVXmeNz56Tde9yJBQAAAED6xVTOV2XmmtFZPU/lPAAAADA0kvMAMI6efc4cT5ggLatxJxZkp6oqS5deas498yyV8wAAAECuaGw0x9VV7sQxFOe+81TOAwAAAEMjOQ8A48iZRL1ig+TzZWYVBDLXVVeaPzPPPCfZNgl6AAAAINtFIraams25qkxNzsdUzrMmAQAAAIZCch4Axkl3t62dO805WtpjJK7caI7r66XjJ9yJBQAAAED6tLZKkYg5VzXNnViGUjnFHFM5DwAAAAyN5DwAjJNt26VgaGDs9Uob1rsXD7LXJQulKY4Wks4tEwAAAABknwZHS/tAQJo82ZVQhlRZYT5s3sqe8wAAAMCQSM4DwDjZ+oLZ4m/lCqm0lMp5DJ9lWdp4hTnHvvMAAABA9mtsMsfTpvX9/Z+J2HMeAAAAGD6S8wAwDmzb1gsvmHOXb8jMGyzIDhuvMH9+9tVK586RoAcAAACyWUODOc7UlvZSvD3n+9a+AAAAABIjOQ8A4+DEidj2hBvWuRMLcsPaNVJBwcA4GpW2Pu9ePAAAAABGr7HRTG5Pm+pSIClwVs6HQtLZs+7EAgAAAGQLkvMAMA6e32aOp1RK8+a5EwtyQ0GBpbVrzLlnnqNKBQAAAMhmzrb2VVWZ23Gtojx2roV95wEAAICkSM4DwDh4YZuZNF2/PnP3DUT2cLa2f/55KRwmQQ8AAABkK2db+0yunPf5LJWVmXPsOw8AAAAkR3IeAMZYb6+tXbvNufXrSMxj9DZebo4vdEp797kTCwAAAIDRsW07Zju0aRm857wUf995AAAAAImRnAeAMbZ3n9TbOzD2eKR1axIfD6RqyhRLl15qzm19gcp5AAAAIBudPy91d5tzVVXuxJIq577zVM4DAAAAyZGcB4Ax5kyWXrZYmjiRynmkxxUbzPHzL7gTBwAAAIDRaXRUzVuWNKUy/rGZIiY538rDwgAAAEAyJOcBYIy94EiWrl/nThzITRvWmw96HD0qtbRwQwwAAADINs6W9pUVkt+f2Q92O9vat1I5DwAAACRFch4AxlBjk61jL5tzzmQqMBpLLpNKS82557e5EwsAAACAkXMm5zO9pb0kVVaa69tmkvMAAABAUiTnAWAMbdtujidM6GtrD6SLz2dp3VpzbuvzVM4DAAAA2aax0fw7fupUlwIZBmflfEurO3EAAAAA2YLkPACMoe07zJsra1ZLXi+V80gvZzeGbdulcJgEPQAAAJBNYirnp7kTx3A495xva5MiEdYiAAAAQCIk5wFgjNi2rZ07zbm1a0jMI/02rDPHFy5IBw66EwsAAACAkWmMaWuf+etHZ+V8NCq1d7gSCgAAAJAVSM4DwBg5dkxqazfn1q52JxbktilTLC2Yb849/wLVKgAAAEA2cSbnp2VBW/vJkyWv4+5iC/vOAwAAAAmRnAeAMbLdUTU/bZo0Y4Y7sSD3bVhvjp9/wZ04AAAAAAxfb68d83B3NrS193otlZebc+w7DwAAACRGch4AxsiOnbH7zVtW5rclRHZy7jt/8JDU3kH1PAAAAJANGpti56ZlQXJeit13nsp5AAAAIDGS8wAwBsJhW7v3mHNrV5OYx9hZViMVFQ6MbVvatt29eAAAAACkztnSvrRUKinJjjWkMznf2spDwgAAAEAiJOcBYAwcPCR1dppzq9lvHmMoELC0Zo05x77zAAAAQHZwJuezoaX9RVTOAwAAAKkjOQ8AY2CHY7/5uXOlyorsqHpA9nK2tn9hmxSNkqAHAAAAMl1Do/l3e7a0tJdi17rNJOcBAACAhEjOA8AYcO43v5aqeYyD9evMcXu79OIRd2IBAAAAkDoq5wEAAID8QHIeANKst9dWba05t4b95jEOZky3NGuWObf1eXdiAQAAAJC6pmZzPHVq9qwhKyvMcUurO3EAAAAA2YDkPACk2d59UjA0MPZ4pJUr3IsH+WXDenPMvvMAAABA5nNWm0+Z4k4cI+GsnO/okEIh1iEAAABAPCTnASDNnC3tFy2SJkzInqoHZDfnvvN1+6WuLm6MAQAAAJnKtm01NZlzU7MpOV8RO9faNv5xAAAAANmA5DwApNmOneaY/eYxnlYul3y+gXEkIu3e4148AAAAAJLr7JS6e8y5bKqcnzhR8vvNOfadBwAAAOIjOQ8AaXT+vK1Dh8059pvHeCoqslSz1JzbvoPKeQAAACBTOfebl+JXo2cqy7Ji4m1l33kAAAAgLpLzAJBGu3ZL0ejAOOCXltW4Fg7y1No15gMh23e4FAgAAACAITU7kvOTJ0kFBdn1kLdz33kq5wEAAID4SM4DQBo595tftiz7bqog+61dY45fOia1tlI9DwAAAGSiZkciO5ta2l/kTM43t7D+AAAAAOIhOQ8AabRjlzmmpT3csHiRVFJizu3Y6U4sAAAAAJJzVs5nZXLe0da+hbb2AAAAQFwk5wEgTdo7bL38sjm3epUroSDP+XyWVq8059h3HgAAAMhMTc3m3+pTKhMcmMEqK80H02lrDwAAAMRHch4A0mTvXnNcVNhXwQy4wbnv/Lbtkm2ToAcAAAAyTWzlfPZ1YKNyHgAAAEiNz+0AACBX7N5jJj5ravoqmAE3OPedb26RTpyQ5sxxJx4AAMab58wehR//Y9//XvRaRaqWuxwRAMTn3HN+aja2tXdU+1M5DwAAACfW6X2onAeANNnjqJxfsZzEPNwze3ZsO8ztO9yJBQCAcWdH5av9nRTsloLdff/bjrodFQDElYt7zl+4IPX00LkLAAAAf8E6vR/JeQBIg/Pnbb14xJxbtdKVUABJkmVZMdXz7DsPAMgbwS5ZwQv9Qyt4QQp2uRgQAMTX02Pr3DlzLiuT85Wxc620tgcAAMBFrNP7kZwHgDTYVysN3s474Ge/ebjPue/8zt1SOEyCHgAAAMgUzpb2Una2tS8ulooKzTn2nQcAAABikZwHgDTYtdtMeC5ZIhUU0NYe7lrjqJzv7JQOHnInFgAAAACxnC3tS0qk4uLsW0talqVKx0MF7DsPAAAAxCI5DwBpsHuvmZxfucKlQIBBKisszZtrzrHvPAAAAJA5cmG/+Yuc+87H6woAAAAA5DuS8wAwSp1dtg45qpFXLM++SgfkJvadBwAAADJXkzM5H2fv9mzh3He+pYW1BwAAAOBEch4ARmnPnpAikYGx1yvVLHUvHmAw577ztXVSdzc3yQAAAIBM0Nxs/m2eS5Xz7DkPAAAAxCI5DwCjtG1H2BgvXiQVFVE5j8ywamXfAyMXhcPSnr2uhQMAAABgEGfr96lZnJyvqDDXwa0k5wEAAIAYJOcBYJR27AgZY/abRyYpLra05DJzbvceKucBAACATBC753z2Puhd4aicJzkPAAAAxCI5DwCj0Ntra+8+s3J+5YrsvZmC3LRqpTnetduNKAAAAAA4xSTns3jP+Ypyc9za5k4cAAAAQCYjOQ8Ao7B3X1ihQYXzHo+0rMa9eIB4Vq00Hxg5eFDq6qJ6HgAAAHBTKGSrrd2cy+o95x0PFnR2St3drDsAAACAwUjOA8AobHe0tF+4UCotpXIemaVmqeTzDYwjUWlfrXvxAAAAAOhr+247ctfZvOd8ZUXsHK3tAQAAABPJeQAYhe07HC3tl7sUCJBEUZGlyxabc7t2U8ECAAAAuKm5xRwHAtLEie7Ekg7FxZaKCs05WtsDAAAAJpLzADBCoZCt3XvMynn2m0emWrnSHLPvPAAAAOCupjj7zVtWdq8pKxzV8y1UzgMAAAAGkvMAMEKHDks9Pebc8mXuxAIMZTX7zgMAAAAZpdmZnM/ilvYXOfedb22JfxwAAACQr0jOA8AI7d1nJjbnzZUmT87uKgfkrpqlktc7MGbfeQAAAMBdzc3mmjKb95u/qKLcHLe08UAwAAAAMBjJeQAYoX2O5DxV88hkRUWWllxmzrHvPAAAAOAe557zuVA572xr30pbewAAAMBAch4ARsC2be11VB0vW0bVPDIb+84DAAAAmSO2rX32rykrKsyvgeQ8AAAAYCI5DwAjcPKU1NFhzi2rcSUUIGXsOw8AAABkjqZc3HPeUTnfQnIeAAAAMJCcB4ARcO7VXVEhTa92JxYgVew7DwAAAGSGaNRWi6OtfU7sOU9bewAAACApkvMAMAIx+83XSJaV/S0Ikdvi7Tu/ew+V8wAAAMB4a2+XIhFzbkqlO7GkkzM5f/681NvLmgMAAAC4iOQ8AIzA3n3mmP3mkS1WrjDH7DsPAAAAjL/WNnPs8UhlZe7Ekk7O5LwktbXFzgEAAAD5iuQ8AAxTR4etEyfNueU1JOeRHVY59p0/wL7zAAAAwLhztnsvmyx5vdm/rpxQKgUC5pzzQQQAAAAgn5GcB4Bhqq0zx0WF0iWXuBMLMFwx+85HYn+mAQAAAIwtZ8K6vNydONLNsqyY6vmWFndiAQAAADIRyXkAGKa9tWaV8bJlPvl82V/hgPxQXGzpssXm3K7dVM4DAAAA48lZOR+vHXy2qnR8Lc6vFQAAAMhnJOcBYJj2OfabX7XS704gwAitWmmOd+9xJQwAAAAgb7W1mQ/I5krlvCRVOL6WljYeBgYAAAAuIjkPAMPQ22vr4CFzbtUqnzvBACO0YnnsvvO9vdwwAwAAAMZLTlfOV5pjKucBAACAASTnAWAYDh2WQqGBsWVJK5eTnEd2WVYjeQb9BRAOS/sPuBcPAAAAkG+ce85XlufOVmkVFebXwp7zAAAAwACS8wAwDPtqzfEll3g1YQK/SpFdSkosLVxgzu3Z604sAAAAQD5yJudzua2982sFAAAA8hkZJQAYhn21ZuvvVSupmkd2Wr7cHO/dR1t7AAAAYDzYtp3Tbe2dXwtt7QEAAIABJOcBIEW2bWvfPnNu9Uq/O8EAo7Rimdlqcl+tFA6ToAcAAADGWleX1NtrzjmrzbOZc8/5jg7WGgAAAMBFJOcBIEUnTkhnz5lzVM4jW61wVM53d0tHjroTCwAAAJBP4lWS51TlfJwHDWhtDwAAAPQhOQ8AKXLuNz9lijR9Or9GkZ3Kyy3NnGnO7WXfeQAAAGDMtTiS8yUlUmGhFf/gLDRpkuRzPMdOa3sAAACgD1klAEjRXsd+88tqLFlW7txAQf5xVs/vYd95AAAAYMy1OarIy3Oopb0kWZYV8zWRnAcAAAD6kJwHgBTtdew3v7zGnTiAdHHuO79nr2TbJOgBAACAseRs8Z5L+81fVOlo009yHgAAAOhDch4AUtDebuvUKXNu2TKq5pHdnJXzHR3SyZOuhAIAAADkjdY284HYXNpv/iLn1+T8mgEAAIB8RXIeAFLg3G++qFBauMCdWIB0mT499qbZHvadBwAAAMaUs4o8FyvnneuMlhZ34gAAAAAyDcl5AEjBPsd+80uWSD4flfPIbpZlse88AAAAMM5ikvMVube2rHR8TbS1BwAAAPqQnAeAFDgr55cvcycOIN3i7TsPAAAAYOy0OfacL8/BynnnnvMtbfGPAwAAAPINyXkAGEJvr62Dh8y5ZTW5V9mA/LTcUTl/5ozU3Ez1PAAAADBWnFXkzkR2LojZc57KeQAAAEASyXkAGNLBQ1I4PDD2eKSlS9yLB0in+fOk0hJzjup5AAAAYGyEQrbOnjPn8mHP+fZ2KRLhIWAAAACA5DwADKFuvzmeP08qKaFyHrnB67W0zLFNA/vOAwAAAGOjrT12Lhfb2jsfOIhGpfYOV0IBAAAAMgrJeQAYQm2dmaisWepSIMAYWe7Yd34vlfMAAADAmHC2d/f5pIkT3YllLE2eLHkddx1pbQ8AAACQnAeApGzbVl2dObd0KVXzyC0rHPvOv3RMOnee6nkAAAAg3drazHF5meTx5N4a0+u1VOaonic5DwAAAJCcB4CkGhqkVsfNEyrnkWsWL5ICgYGxbcdu5wAAAABg9FocCWrn3uy5xNna3vm1AwAAAPmI5DwAJLHPUTU/eZI0c4Y7sQBjJRCwtHiROVdbS+U8AAAAkG7OyvlcTs5XVppjKucBAAAAkvMAkFSdY7/5JUsky8q9loNATY05rq2LfxwAAACAkWttNdeY5eUJDswBzgcPnF87AAAAkI9IzgNAEs4EZQ37zSNHLXP8bO8/IIXD3DwDAAAA0sm5bZqz9XsucX5tVM4DAAAAJOcBIKGeHltHjppz7DePXOX82e7ulo4dcycWAAAAIFfFJudz9wHwigrza2PPeQAAAIDkPAAkdPCQFIkMjD0exezLDeSKsjJLM6abc/tobQ8AAACklbN6nD3nAQAAgPxCch4AEnC2tF8wXyouzt2qBsC573xdHW3tAQAAgHSxbVttzsr5XE7OO9vat0nRKGsMAAAA5DeS8wCQgDMxuZSW9shxNY5956mcBwAAANLn3DkpHDbnynN5z3nHgweRiHT2nDuxAAAAAJmC5DwAxGHbtmr3m3POxCWQa5z7ztfXS62tVLYAAAAA6RCvrXt52fjHMV7KyiTLsYxuaXEnFgAAACBTkJwHgDjqz0jt7eZczRJ3YgHGy/x5UlGROed8SAUAAADAyLQ6WtpPnCgFArn7ELjPZ6lssjnHvvMAAADIdyTnASCOOkc778mTpBkz3IkFGC9er6WljodQ2HceAAAASA9ncr4ih1vaX+Rsbe/8HgAAAAD5huQ8AMRRG2e/ecvZjw/IQc7W9vtq3YkDAAAAyDVtzuR8RfzjckllpTmmrT0AAADyHcl5AIiD/eaRr5w/64cOScEg1fMAAADAaLW2mn9X50XlvONrdH4PAAAAgHxDch4AHLq7bR09Ys45W30Ducr5sx4MSYdfdCcWAAAAIJe0OPZbz4fKedraAwAAACaS8wDgcPCQFIkOjL0e6bLF7sUDjKcJEyzNm2vO1e2PeygAAACAYXC2tS8vz/0ObZWV5tdIW3sAAADkO5LzAOBQW2eOFyyQiopy/6YJcFHsvvO0ngQAAABGqzUfK+dj2tq7EwcAAACQKUjOA4BD3X4zEbl0aYIDgRxVU2M+jFJbJ9k2CXoAAABgNJyV8/mw53xlpTlubWNtAQAAgPxGch4ABrFtO6ZyvmYJVfPIL8scD6S0tEiNje7EAgAAAOSC3l5bFzrNuXxIzju7A4RC0rlz7sQCAAAAZAKS8wAwSH291NFhzjlbfAO5btYsaeJEc8750AoAAACA1LXEaeeeD23ty8ti5+J9LwAAAIB8QXIeAAZxJiDLyqTp092JBXCLZVmqWWLO1dbRehIAAAAYKWdL+0BAKilxJ5bx5PdbmjzZnGPfeQAAAOQzkvMAMEitY7/5miV9iUog3zj3nd9X61IgAAAAQA5wJqQrKvJnrensEEByHgAAAPmM5DwADFLnqJxfujQ/bpYATs7tHI4ckbq7qZ4HAAAARqLVUTlfmQct7S9yfq20tQcAAEA+IzkPAH/R3W3r6FFzjv3mka8uWyx5B/2VEIlKBw+5Fw8AAACQzVpbzQddy8tdCsQFsZXzPPQLAACA/EVyHgD+4sDBvgTkRV6vtHiRe/EAbioqsrRgoTlXWxf/WAAAAADJOSvnK/IoOR9TOd/iThwAAABAJiA5DwB/UbffHC9cIBUW0tYe+WuZo3PEvloqXAAAAICRaHMk58vL82etWVFhfq3OBxUAAACAfEJyHgD+orbOTDzS0h75rqbGvIlWVyfZNgl6AAAAYLhaHfuss+c8AAAAkJ9IzgOA+hKOdY6W3UuX5k8lAxBPzRJzfPacdPKUO7EAAAAA2SymrX0eJedj9pxv4aFfAAAA5C+S8wAg6fRpqeOsOUflPPJdVVXsXpj7D7gTCwAAAJCtIhFb7e3mXHke7zkfDEnnL7gTCwAAAOA2kvMAIGmfo2q+vEyqrnInFiBTWJalJZeZc/v3U+ECAAAADEdHhxSNmnP5VDkf70GElpbxjwMAAADIBD63AwDgDk/zYVkdx2V1tcrqOSu7cJLs4grZk2crOmVRzlwzVXWO/eaXLpUs2fI01Mk6d1qerhYp2Cm7cLLskkpFy+dJ5fNHf+GuNnlPb5fnfKMU6pJdOFH25DmKTF8t+QtHfM7A7l8aU+EF1yk6jVYAGL4lSyw99czA52P/AUm95+Vt2Cers0VWV6sku++zXFKpSNVyqWCCa/Em1NUmb2Nd3++frhbJ45NdXCm7ZIoi1StG/nm7KBqRp2m/PM0HZXV3/OX8FYpUr5BdNmfEp/UefkDeliP9Y7ugVKE1t40uVgAAMGZYZ6XAjsrTuD/hOssumzf6a2TYOqvN0dLesqTJk0YWRjYKBCxNmmjr7LmBudZWaX4a/qlzCuusWKyzAABADiI5D7jAOntansZ98jbsk6ehVt6mOlnBzoTHd773EdmTZoz+uufq5d/+Y/mObpHn/JmEx0UnVCs8/zqF1r1X9sTpWXfNkagdVDm/YMIRfXjGT1T8X0/K09Wa8D3RsrmK1Lxank0f0nAbkXiaDynwzLflfekJWYqtRLa9BQot+ysFr/iwVFQ2rHMXPPlN+ff/cSDOCdUKrn33sM6Rq6wLTfI07JO38S+fvcZaWT1nEx7f/aafKjJr/ThGmHkGKudt3TrzXr224g8quWu7rGg47vG2x6/IzDUKL3m9wpe9uu/Oo1siIfn3/q98h+6T58weWXY07mG2r1CR2VcotPzNisy/dnjXiIbl3/kz+bf/uO/mcrwwKhcpeOXHFFmweVinttqOqfDPn5IVCfXP9V772eHFBwBAHmGdNbbXHC1Py4vy7/iJvMeeGHKdFV54Y98aZphroUxdZ7U4kvNlkyWfz8W/k9MslXXWE9cO/O/bn7lbLa0bxjXGjGXb8h24R779v5f31A5Z0VD8w1hnxYbBOgsAAGQpkvPAOPE0H1LgqTv7Fqnd7UO/IZ2iYfmf/y8Ftv1IVrhnyMM9588osOeX8tf9XsH171No/fsljzfzrzlCXV22XjomFXq79LHLvqM3zf2V/N3xE4+DedpfVvSp/1B0+8/lu/LjCi1/S0rX8x26XwUPfFZWpDfhMVakV4Hdv5Dv6Bb1vP77ilZemtK5Pae2GzeMJKn32s9IgZKU3p+LrPONKtjyT/I01spzodHtcLLO4kXSokkH9LllX9Hy8r19k/HvvUiSrGhIvhNb5TuxVZE9v1TvDV9SdMri8Ql2EO+J51Ww5SvytL005LFWuEe+lx6T76XHFJ53tXo3fzG1G/W951X4x4/Id+qF5LG0HFLRHz+s4JrbFLzmH1L9ElSw5SvGDaPI1MsUWvm2lN8PAEA+YJ01DtccrVCXAk9/W/49/5PwAc/BPO0vK7Dth/Lv+1/1Xvn/FF7x1pQuk8nrLGflfC60tB/tOqs18fMZecPTdEAFj3xJ3oa9Qx7LOitOLKyzAABAlmLPeWCcWGdPyvfyU+N/wygSUuF9f6eC5/4zpZs3g1nhbhU8++8quP+TUgo3UVy95igcOCgVWp266/L3623zfy6/Z5jX7W5XwSNfUuCJbwx5qOf0ThX8+dMxN4zCC65XcN3tikxbZh5//owK//AhKZWfm2hYBY9+xTzvvGsUueTGod+bw6zuNvmOPkpifoQmtG/XTzb9zUBifhi8Z/ao6NfvkOf0zjGILDHfoT+r8He3p3TDKOa9x55U0a/+WtZQ77VtFd7/9zE3jKKlVQqufpdCNX8l219svBbY8RP5t/13anEcvE++E1sHLmd51Hv9P47/zXQAADIc66wxvuZoBTtV9Nv3KbDrZykl5gezes6q8NEv58Q6y5mIjrcHe7YZ7TqrtTW2s0E+8ZzapqJfvyOlxLwT6yzWWQAAILuRnAdyXOH9n5TvxYdGdQ7/4QdU8OdPZfQ1R2N/bVB3XfF+rarYNarzBHb8RIGn7kx6TMGWf4ppU9d77WfU89r/VPCqv1P3236l8ELzJo/nXL0CW+8a8vr+HT+Vt/XF/rHtK1Tv5s8P4ysATJ4ze1T0uw+oyNs14nNYwU4V/e598jTUpjGyxLxHHlHB/X8/7Ju/g3k6m1X0v++SdfZ0kus8LN+xJ4y56KRZ6nrn7xW89tPqfcU/qfuv7pbt8RvHBJ79D1kXmpIH0Hsh5iZ0eNmbFK1eMbwvBAAAjBnWWSmIBFX029vlrR9dAjEX1lnORHQuVM6PVkseV85fXGdZIdZZsddhnQUAAHIfyXkgh/n2/yHpzRtbliLVKxVadIsi01fLVuI9y/yH/izfgXsz8pqjNfPlH2pF+e6Er9sen8Iz1/fFPHVJ0nP5t/13wqfXPSdfkLf5oDEXnTRToVXvGJiwPOq9+u9jz7vv/6RwkvaM588osPV7xlxwwwdlT5qZNF4goUhQhQ9+Vla4O+Eh0eJKhRdsVnjB9YqWTEl4nBXqUsGDn5Ei8fdPTJvudhU8/I+y7EjCQ6ITpyu88EaF510ju2BSwuM8XS0qeOQfE77u3/WLmLng5R+SiiYPXKt6ucKLbzWOsSK98u37TZIvQgo88x15OpsHzlNcod5Nn0j6HgAAMH5YZ6XG/8IP5T2zO+Hr+bTOas3Btvajlbdt7Vlnsc4CAAB5jz3nAZfYvkJFpyzqa6/nDSiw48fpvUB3uwoeT9z+LzqhWj2v+56xR5mn+bAK//BBec6fifuewONfU3jeVVJhgoWWG9ccrbZjekXxDxO+HKm8VD2v/Z6xL5rn5Asq+tPHZPWejTnekq3Ch7+ornf+XvKaT3L7TjwXe/65myTLfE7KnjxL0fIF8rQdHThvuFve+t2KzN4QN86Cx75qPHUfLZ+v0Np3J/y6coF1oUme1hcVmXPlsN5ne/yKVl6i6LQaRSdOV8Ez3x6bAMeY1XFCVmeLojNWj8n5/S/8MGm7wnNLb5Pnhk9I3kDfRCSkwLP/rsC2H8U93tt6RP5tP1L4ir8di3AlSQVPfkue7ra4r9myFLzmUwqt/puBz1yoSwWPfEn+A/fEfY/v+DPy7f+TwkteY74Q6pH3TGynjci8q+PMXROzP6nvxFaFrvhw3Gt6mg7Iv+d/jLng1X8/dr8DAQDIMayz0nTNUbLajynwwg8Svp5v6yxnIrqiPPHDE24br3VWplbOu73OCq55t4Kb/t+w11mhyz80BtH2YZ0FAACQXlTOA+PELq5QaNmb1XPDl9X1jt+p8yPb1P3Xv1Jw8+cUmX9N2q/nr/2drJ6O+LHIUs8r7zRu3khSdMql6nnlvyassvB0t8lf9/uMuuZoBZ/6mQo8wbiv2b5C9bz2u8YNI0mKzlqv3hsSP+ntaTsq70uPx8xb7S/HzEXL5sY9R7RsTuz7O2LfL0neY0/Kd+QRY6538xcHFvO5pPeCfHW/V+H/vVvFP7xO/t3/M+Rb7ECJQktep97Nn1fXX/9KnR/Zru53/Fa9N35Z4cWvGoeg06irTf5dv1DR/7xVJT++Sb7DD4zNdcJBBXb9LOHLTzdu0rMTPmX+jHn9Cl71dwrPvSrh+wK7fiZF4n/eRsvqbJYvwc0fSQovf7NCa24zb9L6i9V701cVqbw04fv822Nv6FvnTstyVKfYBRNkF8eWQA3nsyzbVsEjXzIqUsIz1yu85LUJ4wMAIN+xzsrMdZZ/589kJfi7Lx/XWW3OyvlM23PehXVWa6tk2xmy73yGrLPCc69S8BrWWYOxzgIAALmIynlgnESnr1Lv9FXjdr1kN1oiM9cpmiCW6PSVis5cK++pbXFf99X+tm/hlSHXHJVwUKXH7kv88qJbErYrDC+6RdGn7pTnXPy90vy1v1XkEnNPQ6v3XMxxdqA07vvtQEnMnNUTW0GicK8KtvyzMRW67NUJKz+yUiQo77Gn5Dt4r3xHH5MVSdx2Mh578mz13vy1MQpuHIS65DuyRb4Df5L3xHOj2uMvVb6jj8T/efuLu4/criX7bW3aGHuzN7Tudvlefiru+6zudnmPbpEq3pq2WC/y1f0h6fcmuO598V/w+BRac5u8D3427svelkPyNNQqWlXTPze8z3LsfKLvrW/fb+Rt2DvwXo9fvdd/MX7cAABAUn6ss3y1vxv3a45KOCj/wfsTv5xn6yzbtmPa2pdnQnLe5XVWb6904YI0YcKITzE6GbjOCq67PeFrQ6+zHlPk0ptGHaMT6ywAAID0IzkP5CBP0wGjVZ9TZMF1Sd8fXrA54Q0cb+sReZoPKTplkevXHC3vy08qEI1d/PXHNP/apO+PLLhOnl0/T3Dup6XuDmNfNHkLYg9MtMiNN++LfX/g+e/Lc/Zk/9gumKjg1Z9KEnWWsG15Tu+Q/8A98h1+MG5ry5wWDct7/Fn5Dtwr39FHjVaa48GX5GbqueBE7WxdI+2P/3pk5lrZBRNk9Z6Pf+4D90nrxyA5fyhxzJHKS2MqswYb6rPuO3ivgoNuGsWtloom2Ocx7me5MHauu10FT/+rMRVa+27ZFQuSxgYAAMaPG2se+0xtVq6zkv39PtTfXuH51ymwO3fWWV1dUk+POVfp1p7zGbbOam0b5+R8Bq+z7IKJis5cm/D1odZZ/oP3jk1ynnUWAABA2pGcB3KQZ9ATwfFEpy5J/vqUy5Kf/8ye2OS8C9ccLe+ZoWJeOsTriWO27Ii8TXXGPn12SWXMcZ4LzXHfH2/eLjbfb7W/HNMKrnfT/4t7nWzhaTncd6Pk4L0J98fMZZ4ze+Q7cI98h/6ccE+/cYmjYU/C1w6fWyRbHh08JEWjtjweR/W85VG0cpG8p7cP+9wjFuqWp+XFhC8P9ftHRWWKTqhO+DPndfx+s0umxBxjdXdIkVDMHqjxP8uxd2MLnvyWUekRnThDwQ0fTB43AAAYV26seaKndo77NUeLdZbJWTUvjX/lfKaus1pbpbmx3cnTLhvWWdEpi8zW8E5DrbOG+NyNCOssAACAMUFyHshB3sYEJa1/kWj/vVRf9zbtl/MZZTeuOVr2mcQx216/7InTk74/WjYv6euexv3GTaNI9Ur59/3GPCbeDb5ISJ7mA7HT1SuNccGWfzL2cYxMW6bw8rckjSkTWefPyHfwPvkO3Ctvy6GU3xctmarI7CvGMLLxYbUdk//gvfIduFeesydSfl900mxFZqxOfzwXmuTpbEn4+vELfXfPOjul4yekeXPjxFY2N/FNowtNsi80yyqNvfEyUp7mg8b+gfHiGUq0bG7Cm0ae5kOSHe2/WWaXTo25yWRFw/I0HVC0ern53jifcedn2XN6p3x1fzDmejd/TvIXDRk3AAAYP66seer3jf81R8nTNNp11tzk58+ydVZrqzkuLpaKimK3h0q3bFhntSRedoya1faS/AeyZ52V6pol4Tqrs0lWZ0taH9ZnnQUAADA2SM4DOciTZOFty5JdnPwxfbu4XLYsWbLjn7859vxuXHPUmpLEXFQhWclvmMR7KnswZ8zh+dfK9hXKCg/0NPSeeE5Wx0nZk2f1z/kO3Scr2Gm8NzKtxmgX5zt0v3zHnx2IxfKq94Z/TP6kfSbpOSffiw/23Sg6tS3hv7tTtLhS4Utu7NuLcsaa7Pl6HazO5r5/wwP3yttYm/L7ohOnK3zpzQovulXRackrjkbK03I46eutvQM/9/sPxE/O2yXJPxt2Q52shdeOILr4hop5qM9q3zGJb2JZoS5ZHcdlD3ogJ3zpzQrsuNs4zr/31+odfNMoEpK/LnaP2PDgdpPRsAoe/bLxGQgvuF6R+clb1AIAgPHnxprHTvJAQKaus5J+n/JwndXmKNSuGMuW9lm2zorXVWA0rM5mRfb/r+y9v1Xx6dQ7dmXCOiulNcsQ6yxP8yFF0pmcZ50FAAAwJkjOAznI6m5P/GJBqeQZ4qPv9fcdl2AvM6unIyOuOVq+YOJz2oP3MEx4TFnS12NiLi5XaMXbFNgx0CLRioZV+KePqvfmrylaPl/eE8+q4LGvx5wreMWHBw06FXj8G8broRV/PWY3EdImHJT3pcflP3iPvMeeNKpRkrELJ/ffKIrMXC95vGMc6BgJdsp35OG+G2UntiatQBgsWjpN4UtvUvjSWxSdvnJsY9QQn2VJZ0OT+//3/v22XnlL7M3VoT4b6kp+jeEaKubUPs/Jj7G6O2QP+rJCa26Tf9//Gjd4fXW/V7R8nkLL3yor2KnAU/8iT/vLxnkiVcsVGbT3on/n/0/eQTe9bH+xeq/77JDxAgCA8efGmsfuTJK9zNB1ltWdeB/zfFxnOSvnK9Ld0j6L11ktLbakUXYRcKyzolm6zhqTz8Yosc4CAAAYGyTngVzUeyHhS7Y3kNIpbI8/8RI53vnduOZohLrlTdbAMZWYHXueOVlxboAFN31c3vqd8p7ZPXCalkMq/vkbEp4nuObdxiIz8Mx35Ols6h9HS6YoeOXHh47XDXZU3pPb5Dt4j3wvPhT3exL3bQUTFV54vcKX3qLInCuGvumYqSIheV9+uu/rP/qYUc2TTF/lyisGVa6MfdvLfkP8GwWjA5+NugSFXLYn+WfD7jk37LCSGfLnKi2fZ/N3kF06VT03f12F93xclh3tO0a2Cp66UwVP3Rn3HHZRmXpeOfCadb5Bgee+axwTvPxvh2z1CgAAXOLKOivx302Zus6yoqHEr+fhOqulzaxeT0tyPkfWWc4HF1KWg+usVD7PQ62zhrrGcLHOAgAAGBtZmu0AkIwVTHKDJcUbOMmOi7dAc+OaozLkInOIRa805NcV93viDaj7r/5bBQ99Uf5D9yV9v+0NKHjFRxRa/77+OU/zQfl3/9I4LnjNP/RVwwy+zEuPyXf4QXnrd8vqapUivbILJytasUCROZsUWvYmqXDiEF/gyFnnG+Tf+TP5Dt0nz4XGlN5jB0oUnr+5r3Jj7pWp/9xkIKv1qAK7fy7foQdSrl6wi8oUXviXypVZ611r2e9s9ekUjAz8u7x0TOrutmP3zBzq3y7dyfkhYk7tptFQn+fY3xmRhTeo5/X/pYIHPi1PV/I7i5Gpl6nnVd+RPWlm/1zB41+TFeoaOKbiEoXWvMu8bmezfPt+I9/x52S1vyyr56zkL5RdMkWR6asVvuzVfT8vAABgzLmy5kmWPM/AdVbS75GUl+usdLa1z7V1Vsswk/O5vM5Ky5ol7Z9n1lkAAABjgeQ8kJOS7Ctnp7bnXNJzxH3NjWuOXP1p6dJRn2WImBJ93f5i9b7yXxRac5t8db+T99T2vhsroW7ZBRNkT56tyOwrFFr+FtkTphnnK3jky0Y79PCcjQovfmX/2Dp7WoX33SFvw96Yy1qdzfJ0Nst3YqsCz39fvZu/oPCS1wzrK06V98RzRlvJRGxfkcLzr+m7UTLvGslXMCbxjDf/oT/Lv+dXQx7XV7lyQ9/XP/ty1ytX+iT/ufZ6Bl6PRqVDh6WVK4Z3jrQb8ndMKvGM7PMcmbtJXe99WP7a38l77Al5mg/13Sj0+GQXVyhSvULhS25UZOGNRmWO99hT8r340KCrW337mQ76GfDv+IkCz3wnthKoNySr97w8bS/JX/t/Cs+5Uj23fksaajsBAAAwSi6seZKdNwPXWanHlPQkI7tGhq6znNXh5eUjr9bOtXXWcCvnU11nqXCSQguuz6p1VmqfHdZZrLMAAEAuyIS/TgGkmR2YIKs7wd6EyVoMDpJsnzq7YEJGXHM09h0pTZ6cj6QQ8xB7+Q0Vc7SqRsGqmqGv8xe+fb8x2jTa3oB6N3+hf2ydPa2iX75ZnkT/DoNYwQsqfOAf1Nt7TqFV70g5hnSwvQWKzLtK4UW3KDz/OslfNK7Xd5sdKFV4wXV9N4rmZFblitQXXzLVU0PS8YHx/gOxyfkh97ksTO/n2S5IHnNKn+dw8mOSfp79RQqtertCq94+9HUkKdyrgi3/bE4tfX1fa82/CDz5LQW2D33jVZJ8x59R8f+8VV1v+1+pcFJqMQAAgGFzZc1TOEHqTJDBzMB11pDny8N1Vjor55PJxnVWa6tk27asNLSXtwOliizYrII1fyVrwbXqvNAlOy0Pi6THUOusVD7PQ62zhlwXDRPrLNZZAABgbLjTywnA2EqygLLCvamdI9miL97iyY1rjsKeg4UKRZM8n5RKzOHR3TQalu52FTz9b8ZUaN37ZJfN7R8X3ndHzA2j8CWvUOd7H9GFj+5Qzw1fjtmjLvDEN+RpSrBx+BiJVi3r2+dw7lVZccMo3SKz1iu84AZFZl2RcYl5SUN+1mZVmZ+N/fvj3PAa4iaNleYbG0N+1lL5PI/yJvBwBF74gTxnTwycu3Cyeq/+ZP/Y+9ITMTeM7IIJ6n7Vt3Xho7vUedv9isxcZ7zu6Tihwoe/mLYYAQBAHK6ssxJvRZWJ6yz5i2Qnq1LOw3WWszo8LXvOx5GN66zuHqmra+jjUhGZtV7hhdfLmn+VLF/2rbNS+jwPlQxP8vtiJFhnsc4CAABjg+Q8kIPswskJX7OCF4ZcHCkcTLq3WLzzu3HN0airk84GEycIre72Ic+RsGrmL9IZc8GT/2LsqRedPFvBQXskel96LKbFYrRsrnpu/ZbsSTMkf7HCy9+s0Pr3G8dY0bACW+9KW5yp8J7ersIHPqOS729S4R8/LN+Be6Sh9rLLIb6jW1R078dV8v0rVXDfJ+U98khqNzXGyVA/t7MrO4xxXZxnO6yuIaqKitPbFnComNPyeS5Kfo1UWe3H5d/2I2Ou96q/M1olBp77j5j39V77WUUuvalvH8Tyeep+zX/ILjB/h/lefEie5oNpiRMAAMRyY81jJfm7KRPXWUOdM7W/y5Ifk03rrFDIVsdZ85pjVTmfreus4ba2T8R3dIsK7/m4wl+vUfh/PyTvi9m1zrK6O4Y8x1DrrHR/nlln9WGdBQAA0o3kPJCDolMWJX19qAWd1dUy7PO7cc2R6uy09dIx6cVzic9pdbcNub+a1ZX8LkK6YvbU75Kv7vfGXO/mLxj7BvoOPxjzvlDNG2Mqs0Mr3iJbZstA77EnpZBjr7VRipYvUGTK4qTHWJFg3w2UP39KJXddqcI/fVS+g/dJoTSVTrgoUlWj6OTZSY+xQl3yH7pPRX/6aF+i/s+fkvfoY0PfYB1jQ/3cVk0wf+6bW6TmZvOzMtRnw5q2ZGTBJTD075+h7/glO8b2FcmelPzfM1UFW/7JaEcZmb5K4Zo3DsRx9pS8jXXm9QOlCl/2KvNEhZMUXnRzzPl9Lz6cljgBAEAsV9Y8Vcn/bsqkddbAORNvIJbaOmt8Yh6PdVZHc+w6azSV87m4zmoZRnI+lXWWgp2y9/1ehX/6SFats4b6ue87Zqh7EEk37xs21lkDWGcBAIB0IjkP5KDItKVJX/e0H0v+elvy1yNTY28QuXHNkdp/oO9+0P6zic9pRcOyzp5Meh5P20tJX4+mIwEZDavgkS/L0sANrNClNysyd5NxmLd+d8xbI1XLY+bskimyJ1QZc1YkKE/zgdHHOki0erm63/l7df3NnxRc/35FJ05PerwV6ZXvyCMqvP+TKrlrkwrv+X/yHn5ACnWnNa7xEpl/rbre86C6/vrXCq58h6LFyctjrGCn/AfuUdEf/1Yl39+kggc+I+9LT6S2h1+a2aVTFS2pTPj6xOAxlZaYc/sdPz7JPhvR0qmyJkwdTYix55yyWLblTfj6UL9/pCFinrpY8iQ+f6p8h/4s3/Fn+se2x6fe6/9RGrTHZtzP8tQlUpz2sPE+455B+6UCAID0cmPNY02P/e/9WF9ztKJTE3+fUltnJY85m9ZZPcfNP5S9XmniKDqP5+I6a1jJ+RxeZ3naXx7yHEnXLCVTZZdMGUloic/JOqsf6ywAAJBOJOeBHBSNs5AYzNOUPBE71B7k0erY87txzZG62Ia7tn2UMTcmjtm2vIokuSmVKv+un8vbcmjgvIESBa/9TMxx8Z6yT7QwjzdvdQ79lP5IRCsvUXDTJ9T13kfU9eafKbT8LbKH2G/cCnfL9+KDKrr3E303UO67Q94XH8qoloSpilYvV3Dz59T1/ifU/fofKHTZq2X7i5O+x+o9L//+P6joDx9UyfevUsGDn5P35aelaHicopaiVSsSvuZtOazLFkeMuboDg6qfomF5Wg4nOXf6Psv9/EWKVl6S8OWhPstWZ4s8nc0JX49ULRtxaP2CnQo88Q1jKrTqnTHVKPE/y/Fv4sX/LKepLygAAIjhxprHM3P1uF9ztCJDnHOomL1JYs62dVa3o2d7Rbnk8Vgxxw1XLq2zWkawFM3FdZan+ZAUjSR8feh1VhrWLE6sswbezzoLAACkUezjgQCyXnTqZYqWL5Cn7Wjc131Htyi09j0J3+87+mjC1yIVCxWN00bPjWteVPS/fyPvqW1xXwsteZ16b/6aMVdb15dIfKZpk84GJ2pS4FzCmCOX3hT/orYt70uPJ4557iZplHunWecbFXjuP4254MaPyS6NU3Ucr0VfnCfAJUlef+y1xrrFn2UpOnOtemeuVe91n5P35afkO3CPfC89LiucuKV+X+v3P8t/6M+yAyUKz79O4UtvVmTuVZIvkPB9GcfjVWTeVYrMu0q9oW75jm6R78Cf5D3+rKwkN4Os3rPy1/1O/rrfyS6crPAlN/Z9/bM2pKXCIJHw4lsTfiat4AW94pJt2rbj8v65/YPun3pPbJWVpGVmTNvAQbwnX1DRb96V8PXO9z7St7dnvPMuulXeBPsAeluPyOo4KXvyrPivJ/n9I0nhxa9O+noqAs/+hzwXGvvH0dIqBa/4cOyBw/osx85bkex7iAUAgGzhxprHqq7JmnVW/3nnXiW7YJKs3rNxX8+ndVbXOfNvs/JRtLSPKwfWWa1ttqQRPrAQZ51VdOTPso88kTTpnqnrLO+pbYrMvjzu60Ots0KXJV6zsM4S6ywAAJBRqJwHclRo6esTvuY5vVOe+l3xXzu1Xd4zexK+d/CeXZlwzeGKRu3+yvlgtEAPnL414bG+ww/KOnsq/msH7jEWgE6hNMRc8PjXZAU7+8eRKZcptPLtcY+NVyVhBS/EP3Fv7LxdOHlEMY6I16/Igs3qfdW/qfODT6vnpq8qPPsK2Vby/yRZwU75D96rov69A/9BnlPbxynoNPIXKbz4lep5/X+p8wNPqnfz5xWpXjnk26yeDvn3/UZFv32vin9wjQoe+ZI8CW6SjFZ4wQ1JK2+u9d9tjA8eksLhvode/Nv/O+H77KIyRRZsTk+QDuElr03acjGQKK5ISIGdP0v4vkjlIkWrakYVm6f5kPy7f2HM9V73GSlQEnNs/M9yZ8xc30lc/iwDAJCH3FjzhGveMO7XHBVfgUKLWWdJUkvnZGNckbwL++hk6TqrNV0Fyf4iRS57lXzv/IV8n9qj3s1fyLp1ln9b4rXU0Ous60YVWyKssy6+f/KIYgQAAIiH5DwwXqJhWWdPx/+/JG2+JMm60JDwvYmeBg/VvCHh4sGSrcL7/i6mBZmn6YAK7//7xF9CUXnSm1FuXHO4Tp6Uzp8fGP/ypXfI9sRWOEh9T0YX/vHDfd/nQbwnnlPBY/+c8BrR8vmKzL92VHF6X35Gvhcf7B/bstR7wz8mfIo/WjY/Zi7u/m/RiDxx9niMls8bebCjEShReOnr1fNXP1bX+x5T7zX/MORenlLfDTH/gT8psOMnKV0m4WfvQkPy93U2J/7spaP9Y1GZQivfru6//h91vuch9W78mKLlsf+WTp6uVvn3/lq+2t+NPoZ4fAGFVr4j4ctTzj6tTyz5lnxWX/VBT4/08ktBBZ74hnwntiZ8X3DVOyXv2FTi2KVTFU5SLeLb+7/y7/iJZEcHBdSpggf+IWElmqSklWipBWar4NEvGx0SwvOuVuSSV8Q9PFoW+1lMtJdjvH0pU/n5AQAgp7DOyoh1llNo1Ttlx6kkl/JrnXXs/FxjPKbJ+cEyfJ1VUdCi6UWnNb3otNSe/nWWVVKh8KrsW2f5jj+twBPfNKu8I6yz4gfGOgsAAGQv2toD48Q636iS/75hRO8t/nXixVvC9mNFZeq95h9U+GDsvnmS5Dl/RkU/f6Oi01cqOqFanvMN8tTvkiU77vGS+vbgS7aPnRvXHKZax/aFXUXzFNzwARU42hpe5G05rOK7b1ZkxhrZxeXydJyQt7Eu4fltWeq58StxWxqmLBxUwZavmFPL36xodeL96SJzNsp36gUz9peeUHiRWbHiPbU9phVetGyu7InTRx5vmtilUxVac5tCa26T1XZM/gN/ku/gfXFvcg3XSD97hfd/MuFr3W/6qSKz1o80pBj25FkKXf4hhS7/kDyNdX3tKA/dn3SPvrEUXP9++Q7/WZ62l+K+/q6FP9GtM+9Vbfty2bK06M97FIgk3jAyUrFQoXXvHWnDypT0XvMpeY89KU93W8xrlmwVPPEN+Xf9XNFpS6VIUN7TuxK2W5Wk8JwrFV7ymlHF5Kv9rbyDqtlsX6F6r/t8wuOj1Stl+4uNz6mn7SVZHSdkT55tnvvYkzHvj8zZOKp4AQDINqyzMmOd5WSXz1NwPeusl46Y66yKdLe1T0EmrrO+sdbx4Mig4ut8X2cFdtwt38F7+ven9zTskadz6HXWWGKdxToLAACkF5XzQA4LL32dwgmeGpb6FlHe+l3yH7pf3vqdSW/ehBbdknSvaDevORy1teb1li6VQuvfp0iSGzJWNCzfyeflP/TnpDeMJCm07r2Kzlgzqhj9234oT8eJ/nG0qFy9mz6R/LrL3iTbV2TM+Q792WxxGe5V4Jl/i3lvcNU7RxXvWLDL5yl45cfV9d6H1PXWXyq44m2KFrlwJ8sl0WlLFbz20+p6/+PqfuN/K7T09bIDpeMbhC+gnpu+GvNzNdiUwhZdV71Fm6sfVVGSxLztL1bvTV8bs2qOfkVl6r3xy0nbLnrOnZbvxYf69uFMcsMoWlyp3hu+PLp4uttV8PS/GlPBDR9IuCejpL5qmuVvjZkueOIbUjTSP/YeeUTe02a70WjpNIUvuXF0MQMAgCGxzkoN66x3qtWRy6woH8tHVYfGOis71lmezhb5jj4q39FHkybmWWcNYJ0FAACyCcl5IMf13PovCi8c3SIidOnN6r3lmxl9zVTVOu751Cy1JG9A3W/4kSLTV43q3MHVf6PgVX83qnNYHScUeOGH5nmv+fuhq1qKyxW86g7zXNGQiv7vPSp48HMKPPktFf/s9TF7TkaqVyi87K9GFfNYi05fpeD1X1DXB55Q9+u+r9DiV8n2F7sd1viwPIrM2ajem76qzg88pZ5X/qvCCzYnbBGabtHqFep+/fdH9f22AyXqfsMPRr2fYKoiC29Q763flO0ZeXOgaMkUdb/5p/Gr5Yah4Kk7ZXW3D5y3bF5K7RuDGz6g6CRH9cbRLSr65ZsUeOpOFdz/9yq817yRbMtS7/VfHPsbcwAAQBLrrJSwzopJzpdnUB6cdRbrrOFgncU6CwAApA9t7YFc5/Wr51X/Kv/z/6XAth/JCvek/FbbV6jgutsV2vDBhHvwZcw1U3Dhgq2Xj5tzNRe33SsoVfcbfqjA0/8m/55fybIjMe9PqGiyejd+XKEVsU9hD1fBln+WFRnYYy8yY63CS16X0ntDq94h60KTAtsGbjpZ4R756+LvlxeZukQ9r/737FlkenyKzL9GkfnXqDfUJd+Lj8jqSlxFkHP8hQovukXhRbdI3R19e2WO4sZIqqKz1qv7LT9TwSNflrdh77DeG6lart4bvqTo1MvGKLr4wotulV1UroJHv5JwH8GE7517lXqv/6LsSTNHFYOnflfMXpUp39QpnKju19+lot9/QJ6zp/qnvU0H5HXsJytJtuVV73WfVWTB5lHFDAAAhoF1VmpGsc6yCyapd9PHFV7x16MPw4V1lu3xq63N7GAwbnvODwfrLNZZKWKdBQAAkB4k54F84PEpdMWHFV76Ovm3/Vi+o1vkudCQ8PBoaZXCCzYrtO69I9+L3I1rDmH/AckedG/E75cuvWTQAYESBTd/XuHlb5Z/x0/kfemJuHuq9cdcNke+mlfLs+lv1Rn0mCcfAe/hB+V7+an+se3xq+eGfxzWOYJX3aHIjDUKPPcfCVtD2gWTFFz9ToXWvlfyF44qZtf4i0e9R11WK5qs8PK3jNvlolOXqPuvfyXfgT/JV/cHeU/vkBUNxT3W9vj6bnYufZ3Cl71Gstxp3RmZfbm6/uaP8u/9X/kO3iNPwz5ZdjTusba3QJHZlyu04i2KzL9u9BePRlTw6FeMdrKhxa9WZPblKZ/CLp+vrrf9RoHn75J/729khbvjHheetUHBKz+u6Cgr0gAAwAiwzkrNcNdZk+cofMmNCq59j1RUNurLu7XOOn/OVsjxJ3NGJucHY53FOmsIrLMAAABGz7LtUWaTHNrb24c+CBnFsixNnjxZktTR0aE0/0ggQ3maD8pqPyGru1VWzznZBRNkF1fKLput6JTFOXPNwX78E1s//snAz/fSJdJ/fS/J7h52VJ6GWlnn6+XpbJWCF2QXTZZdXKFo+QKpYn5aPzu+fb+R53xj/zhaMV/hRbeO+HzW2VPy1u+S1dkiRUOyCycpWrFQ0arl0ji160OO6j0v75m9+vF3mxRsa5UktfZWaMN1U3Td25dLhRMTvtWt/+ZYXa19n+euVlndbZLHJ7uoXHbp1L69UP2J93wc9rXaj8t/4B5jLrTirbJLKkd2wnBv32e5/ZisnnOSr6Av7hlrZZdOTUPEyAb8vQYMU+8FFT76Jfn9fZV0oVBQPdd/SSoY572FR6isbPQJycFYp4+fdK15hvN73+111rANsc6yy+el9XJurbNeOmbrb95t/rttechSIODuvvOZ4G3vjOrEyYHxl75g6YbrR/99yfq/l/6yzrK6mmV19q2z7JIK2cVTFKlalnSd5RbWWbkh6z87gAv43AAjkMXr9HSv0amcB/JUdMpiaZxv1LhxzcFq68w/kvpb2idieRStXi5VL1e85ovpvqUSXvamtJ7PnjRT4VG2jAPiKpigyNwr1TYzqt9uG5jueEm6rjDJAy8usosrFJl/zfhcq2yOghs/kr4T+voqTjSMihAAAOCOfFxnDdsQ66x0c2ud1eZoDjBxokjM/0VFhYzkfEure7FklL+ss7IJ6ywAAIDhy8w76ACQZtGorf2OLcSWLuXGCDAaSy4zP0P794snhQEAAABJrY6Ec3m5O3FkokpHoXNrK2sIAAAA5A+S8wDywvET0oUL5lzNEndiAXLFEsdnqK1damyMfywAAACQT1odlfMVJOf7Ob8XVM4DAAAgn5CcB5AX6urM8dSp0tSpVM4DozFzRl97zsHq9rsTCwAAAJBJWtvMavDKCpcCyUCVleZa3NllAAAAAMhlJOcB5IV9w91vHsCQLMvSZY7tTfcfoCUlAAAAQFv7xCocDyq0tLgTBwAAAOAGkvMA8oKzcr6G/eaBtFi6xLHv/AGXAgEAAAAySJuzrX0Fa9CLnF0EnFsAAAAAALmM5DyAnHfunK2Xj5tzVM4D6bHkMnN86LAUDlM9DwAAgPxG5Xxizsr5zk6pu5s1BAAAAPIDyXkAOc+5B3YgIF2y0J1YgFzjTM4Hg9KRo+7EAgAAAGQKZ3KePecHxPtesO88AAAA8gXJeQA5r9ax3/ziRZLfT0tBIB0mTrQ0c6Y5R2t7AAAA5LPeXlsXOs25Cirn+xUXWyoqMudobQ8AAIB8QXIeQM6rde43X+NOHECuWuqonq/bT0tKAAAA5K94iWba2pucre1bWtyJAwAAABhvJOcB5LRw2I6p4q1ZQtU8kE5LHJ8pKucBAACQz9ocyflAQCotdSeWTOVsbU9bewAAAOQLkvMActqxY1J3tzlXs9SdWIBc5aycP3lSOnee6nkAAADkJ2eiuaJcsiweEh8spnK+lfUDAAAA8gPJeQA5rXa/OZ4+XSov56YIkE4LFkgBvzl3gOp5AAAA5KkWZ3K+Iv5x+YzKeQAAAOQrkvMAclptrfn0/TKq5oG08/stXXqpOUdrewAAAOSrVkcVOMn5WBUV5kPzzgcaAAAAgFxFch5ATqutM8dLl1I1D4yFJY7W9vsP0JYSAAAA+cm553xFuTtxZDIq5wEAAJCvSM4DyFnt7bZO15tzVM4DY2PpEvPBl/37JdsmQQ8AAID80+pIzrO1WqzKSnNM5TwAAADyBcl5ADnLWTVfVCjNm+dOLECuc1bOnz0nnT7tTiwAAACAm5xV4M4qccR2E7hwQert5eFeAAAA5D6S8wBy1r46c2G/ZInk81GxAIyFqiqprMycY995AAAA5CNncp4952M5K+clqucBAACQH0jOA8hZdY7K+Rpa2gNjxrIs9p0HAABA3otEbLV3mHMk52MVF0uFheYc+84DAAAgH5CcB5CTQiFbBw6aczVLqZoHxtKSy8zPWB2V8wAAAMgzHR1SNGrOOVu4o+/hXuf3hcp5AAAA5AOS8wBy0otHpGDQnFu6xJ1YgHzh/Iy9+CL7RgIAACC/tLaZY49HmjzZlVAynrO1PZXzAAAAyAck5wHkpFpHS/s5s6WJE6mcB8bSZYsla9DHLBzue1AGAAAAyBfOBHPZZMnrZS0aj7Pdf0sLD/YCAAAg95GcB5CTauvMRX1NjUuBAHmkpMTSnDnm3H5a2wMAACCPOJPz7DefWKXje+PsOgAAAADkIpLzAHKSs3K+ZgmVCsB4WHKZOd5/gOoXAAAA5A/nvukk5xOrqDDX6S0tLgUCAAAAjCOS8wByTlOTraYmc47KeWB8LHU8CEPlPAAAAPJJW5v5cGpFuUuBZAHngwvsOQ8AAIB8QHIeQM6p3W+OS0v79pwHMPaclfP19VJ7B9XzAAAAyA/O1uzlJOcToq09AAAA8hHJeQA5p7bWTAQuXSJ5PLS1B8bDvLlSYaE5t39/3EMBAACAnBO75zxr0USclfPnzkm9vTzYCwAAgNxGch5AzonZb34pN0OA8eLzWVq8yJxj33kAAADkC2dy3lkdjgHxvjdtVM8DAAAgx5GcB5BTenttHX7RnKtZ6k4sQL5ytrZn33kAAADkA9u241TOuxNLNigtlQIBc66FfecBAACQ40jOA8gphw5L4fDA2LJiE4UAxtbSJWa3igMHpGiU6nkAAADktgsXpGDInGPP+cQsy1JlpTnnfLgBAAAAyDUk5wHkFGdL+/nzpZIS2toD48n5QMyFTunkSXdiAQAAAMZLa5yW7BUk55Nyfn+onAcAAECuIzkPIKfU1pnVuTVLXAoEyGNTplia4qiAobU9AAAAcp2z6ru0VCoo4GHxZJxt/1tb6bgFAACA3EZyHkDOsG1btbXmXE0NN0IANyxxPBhTt5+bbAAAAMhtzuR8JfvND4m29gAAAMg3JOcB5IwzDVJbuzm3bKk7sQD5bsll5oMxVM4DAAAg1zlbsjurwhGrotxcN9DWHgAAALmO5DyAnOGsmp88SZoxw51YgHy31FE5f/So1NND9TwAAAByV1ub+fduOfvND4nKeQAAAOQbkvMAcsY+537zNZJl0dYecMOiSyXvoL8yIlHp0GH34gEAAADGWmubOa4gOT8kZ+v/lhZ34gAAAADGC8l5ADmjrs4cL11CYh5wS1GRpXnzzDla2wMAACCXOau+KypYkw7F+QDD2XNSMEjHLQAAAOQukvMAckJXl60jR825ZTXuxAKgzxJHa/u6/dxkAwAAQO6KTc67E0c2cba1l6S2ttg5AAAAIFeQnAeQEw4ekqLRgbHXKy1e5F48AKQll5mVQlTOAwAAIJc5k/POlu2INWGCFPCbcy3sOw8AAIAcRnIeQE7YV2uOL1koFRbSQhBw01JH5XxTk9TSSvU8AAAAck9vr60LneZcOXvOD8myrJgOA61UzgMAACCHkZwHkBPq6syEX81SlwIB0G/ObKmkxJzbv9+dWAAAAICxFC+h7NxPHfE5k/MtLe7EAQAAAIwHkvMAsl40aqvWkfCrWUrVPOA2j8eK2V6ito7KeQAAAOQeZ0v7QEAqLXUnlmzjbP/f0sKaAQAAALmL5DyArHf8hHTunDlH5TyQGZbVmGOS8wAAAMhFzuR8RUVfy3YMbcoUc9zU7E4cAAAAwHggOQ8g6+3dZ46nTpWqqrgJAmSCpY4uFgcOSsEQCXoAAADkFmdbe1rap27qVHPN0NTkUiAAAADAOCA5DyDr7d1nJvqWL3MpEAAxli4xx8GgdPBg2J1gAAAAgDHS2mquS537qCOxqY7K+WYq5wEAAJDDSM4DyHr7as3x8mVUzQOZYuIES3PnmHN79pKcBwAAQG6hcn7kpk41x03Nkm3TbQsAAAC5ieQ8gKzW0mKrvt6cc+5xDcBdNUvN8e7dJOcBAACQW2L3nOeh8VQ595wPBqWzZ92JBQAAABhrJOcBZLW9jqr5khJp/jx3YgEQX02NeWNy9x6S8wAAAMgtMcl5KudTVlkheRx3KGltDwAAgFxFch5AVnPuN1+zVPJ6qVAAMomzcr6hMaozDRF3ggEAAADGQIsjOV9Z6U4c2cjns1TueJihkeQ8AAAAchTJeQBZbe8+c8x+80DmmT1LmjDBnNtD9TwAAAByRChkq73dnCM5PzzO1vZUzgMAACBXkZwHkLW6umwdOWLOLV/mTiwAEvN4rJjq+V0k5wEAAJAjWtti56aQnB+WaY7kfFOzHf9AAAAAIMuRnAeQter2S9HowNjnky5b7F48ABJbusTsakHlPAAAAHJFS4s5DviliRPdiSVbOSvnm5rciQMAAAAYayTnAWQt537ziy6VCgtpaw9komU15vjAwbB6e6mGAQAAQPZztmCvqJQsi7XpcEydan6/aGsPAACAXEVyHkDWcu4370z+Acgcly2WPIP+6giHpQMH3YsHAAAASJeWVnNMS/vhmxrT1t6dOAAAAICxRnIeQFYKh23t32/OLV9GZQKQqYqLLS2Yb87V1VE5DwAAgOzX3GL+XVtJcn7Y4rW1t23WCwAAAMg9JOcBZKUjR6TuHnNu2TJ3YgGQmhpHd4t9JOcBAACQA1ode85TOT98U6ea42BQOnfOnVgAAACAsURyHkBWcra0nz1LKptM5TyQyZYtNT+j+2qphgEAAED2a3Yk5ysrWZsOV2WFZDm+bU1N7sQCAAAAjCWS8wCy0t5aM6G3nKp5IOMtXWqOOzqk+npXQgEAAADSpiUmOe9OHNnM57NUUWHOse88AAAAchHJeQBZx7Zt7XNUzrPfPJD5pldL5eXm3L46d2IBAAAA0sVZOU9b+5Fx7jvfTHIeAAAAOYjkPICsU18vtbaZc1TOA5nPsizVOKrna2tpaw8AAIDs1dVlq7vbnKusiH8skpvqSM43NrNWAAAAQO4hOQ8g6zj3my8rk2bMcCcWAMNT49x3nsp5AAAAZLF41d20tR8ZZ3KeynkAAADkIpLzALLO3n2x+81bFm3tgWywrMb8rL70knThAhUxAAAAyE4trea4tFQqLGR9OhJTppjft6YmlwIBAAAAxhDJeQBZZ1+tOWa/eSB7LF4kBQIDY9uWaqmeBwAAQJZiv/n0mTbVHDdROQ8AAIAcRHIeQFbp6LD18nFzjv3mgewRCFiqWeoz5pzdMAAAAIBs0eJMzk+JfxyG5vzeNTdLts1aAQAAALmF5DyArOKssC0slC5Z6E4sAEZm9Spnct6lQAAAAIBRamkxk8eVFS4FkgOmOirne3ulc+fciQUAAAAYKyTnAWQVZ4Xt0iWSz0dbeyCbrF7lN8b7D0ihEBUxAAAAyD7OtvaVtLUfscoKyXIs72ltDwAAgFxDch5AVnFW2C6rcScOACO3cqVZOR8MSocOuxQMAAAAMArOtvaVlTw8PlI+n6XycnOumeQ8AAAAcgzJeQBZo7fX1sFD5tzyZdz4ALLNpIkeXbLQa8zR2h4AAADZyFk5P4XK+VFxtrZvanInDgAAAGCskJwHkDUOHpLC4YGxx9PX1h5A9nHuO79vH23tAQAAkF2iUVutreYcyfnRmTrFHDc1s04AAABAbiE5DyBrOCtrFy6QSkqonAeykXPf+b37JNvmxhsAAACyR0eHFImYc+w5PzqxyXl34gAAAADGCsl5AFljr6OydvkylwIBMGrOyvmz56QTJ1wKBgAAABgBZ8t1r0cqK3MnllwxZYr5AD57zgMAACDXkJwHkBWiUVv7HJXzy9hvHsha1dWemKoY9p0HAABANml0JI4rp0heL+vU0aByHgAAALmO5DyArHDsZelCpzm3vMaVUACkgWVZWu54wMbZHQMAAADIZM7KeWdiGcM3dao5bmxk+ysAAADkFpLzALKCs6K2uiq23R2A7LJ8uTnevdedOAAAAICRaGoyk8bOxDKGb9o0cxwMSh0droQCAAAAjAmS8wCywj72mwdyzorl5gM2Z85IDY1UxQAAACA7OCvnp5GcH7XKCsnrNecaG92JBQAAABgLJOcBZAVn5Tz7zQPZb/48aeJEc273HndiAQAAAIar0dnWfirr1NHyeq2Y7QEaSM4DAAAgh5CcB5DxGpvsmMU4lfNA9vN4LK1wtrbfTeU8AAAAsgN7zo8NZ2t7kvMAAADIJSTnAWS8fY6q+QkTpLlz3IkFQHqtWmFWF+3a7U4cAAAAwHCEw7ZaWs05Z1IZIxObnOcBXgAAAOQOkvMAMt5ex37zy2r6Km4BZL9VK83x6XqpuZmbbwAAAMhsrW1SNGrOTWXP+bSociTnGxvciQMAAAAYCyTnAWS8mP3ma0jMA7li/nyptNSc28W+8wAAAMhwzpb2gYA0eZI7seSaqmnmmr+xKcGBAAAAQBYiOQ8go507b+voS+Yc+80DucPrjd13fhf7zgMAACDDxdtv3rJ4kDwd2HMeAAAAuYzkPICMtnevZA/K0wUC0mWL3YsHQPqtWmnexNxN5TwAAAAynLOam5b26eNsa3/unNTVxQO8AAAAyA0k5wFktN17zAV4zVIpEKAaAcglK1eY45MnpZZWbr4BAAAgczU1mX+vkpxPH2flvET1PAAAAHIHyXkAGc1ZQetsfw0g+12yUCopMed273YlFAAAACAlMZXzU9yJIxcVFFgqKzPn2HceAAAAuYLkPICM1dVl6/CL5pyz/TWA7Of1WlqxzJxzds0AAAAAMolzz/lp01irptM0RyeCxgZ34gAAAADSjeQ8gIy1d58UjQ6MfT5p6RL34gEwdlY6HrzZtdudOAAAAIBUNDWbY9rap5dz3/mGRh7eBQAAQG4gOQ8gYzkrZy9b3NfeDkDuWbXSHB8/IbW1cQMOAAAAmScYtNXebs5No619Wk2rMsfsOQ8AAIBcQXIeQMbas9ccr1zpShgAxsElC6XiYnNu9974xwIAAABuam6OnaNyPr2qHNsENJKcBwAAQI4gOQ8gI/X02Dpw0JxbuZyqeSBX+XyWljv2nd+1m8p5AAAAZJ5Gx37zxcVSaSnr1XSK2XOe5DwAAAByBMl5ABmptk4KhwfGXo+0rMa9eACMvZUrzBuau3e7EwcAAACQjDM5T9V8+lU52tq3tErhMA/vAgAAIPuRnAeQkfbsNRfdly6SioupRABy2coV5vjYy1J7BzfgAAAAkFmcVdxT2W8+7aqmmeNoVGqKs50AAAAAkG1IzgPISLt2m+OVy10JA8A4WrxIKio055y/CwAAAAC3nWkwHyCdXu1SIDlswgSpqMica2hwJxYAAAAgnUjOA8g4waCt/fvNOWe7awC5x+eztNzxIM6OHVTOAwAAILM4k8TV1axX082yLE1zVM+z7zwAAAByAcl5ABnnwEEpGBoYW5a0fJl78QAYP2tWmzc2t+9wKRAAAAAggfoz5ti5PzrSw9navrHJnTgAAACAdCI5DyDjONtYL1wgTZhAJQKQD9atMcen66UzZ6ieBwAAQGYIh201OZLEtLUfG87kfEMD6wIAAABkP5LzADLOnr3mgnvFCpcCATDuFiyQJk8y53bsdCcWAAAAwKmlVYpEzDkq58fGtGnmQ/oNtLUHAABADiA5DyCjhMO2amvNuVXsNw/kDY/H0urV5tz2nVTIAAAAIDOccbS0LyyMfbgU6eF86KGhwZ04AAAAgHQiOQ8goxw8JHX3mHPLl7sTCwB3OPed37FTsm0S9AAAAHCfM0FcXSVZFg+Uj4VqR3K+sUmKRlkXAAAAILuRnAeQUZz7zc+dK5VN5kYHkE/WOvadb2+XXjrmTiwAAADAYGfiJOcxNpyV86GQ1NbmTiwAAABAupCcB5BRdu4yn4Jfs8qlQAC4ZsZ0K+Ym5/Yd7sQCAAAADHbmjLlmZb/5sVNeJgX85lz9mfjHAgAAANmC5DyAjBEM2tq7z5xbvYqqeSAfrXHsO79jB+0rAQAA4L6Yyvlq1qxjxeOxNI195wEAAJBjSM4DyBgHDkq9vQNjy5JWrnAvHgDuWbvGvMm5a48UDpOgBwAAgLtoaz++nN9f5/cfAAAAyDYk5wFkjJ27zPHCBdKkSVQhAPnIWTnf3S3V7XcnFgAAAEDqe1i0udmcq652J5Z84UzONzTwwC4AAACyG8l5ABljx05zkb2a/eaBvFVWZmnBAnPuhW3ciAMAAIB7mpqlaNSco3J+bFVVmQ/sUzkPAACAbEdyHkBG6O21Y6piV7HfPJDXNqwzxy9scycOAAAAQJLOnDHHxcXShAnuxJIvYtran4l/HAAAAJAtSM4DyAj7aqVQaGDs8Ugrl7sXDwD3rV9nPqBz8JDU0UH1PAAAANwRs998tWRZPFQ+lqocyfnGJikSYU0AAACA7EVyHkBG2LnLXFwvulQqLeUmB5DPli+TCgsHxrYtbdvhXjwAAADIb879zmlpP/amV5vjcFhqbXUnFgAAACAdSM4DyAi7dpvjVew3D+S9QMDSqpXm3AsvUCUDAAAAdzhbqjurupF+ZWVSIGDOse88AAAAshnJeQCu6+qytf+AObeG/eYBKLa1/QvbJdsmQQ8AAIDxV+9Izk+vYt061izLit13nuQ8AAAAshjJeQCu27tPikQGxl6vtKzGvXgAZI4N68xxa6t09CV3YgEAAEB+O33aHM+Y4U4c+cbZoaCB5DwAAACyGMl5AK7budusgl1ymVRcTAUCAGnWLKlqmjn3wjZ3YgEAAED+6uy01dZuzs0kOT8uYivn6aQFAACA7EVyHoDrdu40x6vZbx7AX1iWpfXrzbnn2XceAAAA4+x0vTm2LKm62p1Y8k11tfnwPpXzAAAAyGYk5wG46sIFW4dfNOdWs988gEE2OPad37tP6u4mQQ8AAIDxc8rR0n7aVCkQYO06Hpxt7dlzHgAAANmM5DwAV+3eK0WjA+OAX6pZ6l48ADLPmtWSd9BfLKGQtGOXe/EAAAAg/7DfvHucbe0bG6VIhId1AQAAkJ1IzgNw1c6d5oJ66VKpoIDqAwADSkstLVtmzj37HDfjAAAAMH5OnTb//mS/+fHjTM5HIlJzizuxAAAAAKNFch6Aq7bvMMe0tAcQz8YrzN8Nzz4n2TYJegAAAIyP2Mp51q7jZfJkqbDQnGPfeQAAAGQrkvMAXNPSauulY+bc2jXuxAIgs228why3tEgvHnEnFgAAAOQf557zVM6PH8uy2HceAAAAOYPkPADXOKvmS0qkyxa7EwuAzDZntjR9ujn37HPuxAIAAID80t1tq8XRRp3k/Phytranch4AAADZiuQ8ANds2262pF69UvL5aA0IIJZlWTHV88+w7zwAAADGQf2Z2Dnng6MYWzGV82dYCwAAACA7kZwH4ArbtmMq59euJTEPILErHfvOHzggtbVxUw4AAABjy9nSfkqlVFjI+nU8VVeZ32/a2gMAACBbkZwH4Ipjx6TWVnNu3Vp3YgGQHVYsl4qKzLnnnncnFgAAAOSPU6fM8Qxa2o872toDAAAgV5CcB+CKF7ab46pp0qyZ7sQCIDsEApbWrzPnnqW1PQAAAMbY8RPm35yzZrkUSB5zJuebmqRwmLUAAAAAsg/JeQCucO43v25t357SAJDMRkdr+xe2ScEgN+UAAAAwdo4fN8dzZrN2HW/OPecjUam52Z1YAAAAgNEgOQ9g3AWDtnbvMefYbx5AKq7YIA1+jqe7W9q5y714AAAAkNts29bxE+bcnDnuxJLPJk2SigrNOfadBwAAQDYiOQ9g3NXWSb29A2PLktaudi8eANmjvNzSksvMuSeeonIeAAAAY6OtTbpwwZybM9udWPKZZVmqrjbn2HceAAAA2YjkPIBx52xpf+kl0qRJVM4DSM01V5u/L55+RopESNADAAAg/ZxV8wUFUtU0d2LJd87W9mcaWAMAAAAg+5CcBzDuXthmjtetdScOANnp6k3muL29ryMHAAAAkG7O5PzsWZLHw8Plbqh2JOepnAcAAEA2IjkPYFydPWvr8Ivm3Pp13NgAkLqZMy0tmG/OPUlrewAAAIyB48fNvzNn09LeNVVV5r0D9pwHAABANiI5D2Bcbd8p2YPubRQWSjVL3YsHQHa6+ipz/ORTkm2ToAcAAEB6OSvn587h4XK3OCvnSc4DAAAgG5GcBzCutjv2m1+xXAoEuLkBYHiu3hRbNXPkiEvBAAAAIGcdP26OqZx3T3W1OW5ulsJhHtAFAABAdiE5D2Dc2LatbdvNuXVrScwDGL6FC2Nvzj1Ba3sAAACkUVeXraZmc27uHHdiQWzlfDSqmH8fAAAAINORnAcwbk6ekhoazbl1a92JBUB2sywrbmt7AAAAIF1OOFraezzSzBnuxAJpwgSpuNicO3PGnVgAAACAkSI5D2DcbN1qjisqpPnz3IkFQPZztrZ/6Zh08hTV8wAAAEgP537z1VVSQQHd39xiWRb7zgMAACDrkZwHMG62vmAmzTas71tcA8BI1CyVysvMOarnAQAAkC4vnzDXsHPYb951zq2tGhp4OBcAAADZheQ8gHHR3W1r925z7ooNJOYBjJzXa2nTJnPuSfadBwAAQJo429rPYb9511VROQ8AAIAsR3IewLjYuUsKhgbGXo+0do178QDIDc7W9nX7peZmEvQAAAAYvePHzfGc2Txg7rbqKvPfoIHkPAAAALIMyXkA48LZ0r6mRpowgRsbAEZnzWqppMSce/Jpd2IBAABA7giHbZ08Zc5ROe++mMr5M+7EAQAAAIwUyXkAY862bW3das5dTkt7AGng91vaeIU59/gTVM4DAABgdOrrpUjEnGPPefdVO5LzzS1SKMTf/wAAAMgeJOcBjLkTJ2L3gbt8gzuxAMg9115tPuyze4/U0soNOgAAAIzcy46W9mVl0sSJPGTuNmdy3ralpiZ3YgEAAABGguQ8gDG39QVzXFkpLVzgTiwAcs/lG6SiooGxbUtPPOFePAAAAMh+x0+YY6rmM8OECZZKHdtaOYsBAAAAgExGch7AmHtuq1nBevl6ybKoOACQHgUFlq660px79DEq5wEAADByx0+Yf0+SnM8czn3nG0jOAwAAIIuQnAcwprq6bO3Za86x3zyAdNu82fy9snef1NREgh4AAAAjE1M5P4d1bKZwtravP8Pf/QAAAMgeJOcBjKmdu6VQaGDs9Upr17gWDoActX6tYtpbPk5rewAAAIyAbds67thznsr5zFFdbY6pnAcAAEA2ITkPYExtdbS0X1YjlZZScQAgvQIBS1dtMudobQ8AAICRaG2VurrMuTlz3IkFsaqqzHsK7DkPAACAbEJyHsCYsW1bW58352hpD2CsOFvb1+2XGhpI0AMAAGB4XnZUzRcWSlOnuBMLYjnb2lM5DwAAgGxCch7AmHn5uNTQaM5dcbk7sQDIfWtXSxMmmHNbHnclFAAAAGQx537zs2dLHg8PmmeKKkdyvqVVCgZ5KBcAAADZgeQ8gDHjrJqfUinNn+dOLAByn99v6ZqrzLkttLYHAADAMB0/bv4NyX7zmcVZOW/bUmOTO7EAAAAAw0VyHsCYefY584bG5Rsky6LaAMDYud7R2v7gIel0PQl6AAAApM5ZOT9nNuvYTFJaasV0zKK1PQAAALIFyXkAY+LceVt795pzG6/ghgaAsbVqpTR5kjm35TFXQgEAAECWcibn585xJw4k5qyeP0NyHgAAAFmC5DyAMbH1eSkSHRgH/NLaNe7FAyA/+HyWrrnanKO1PQAAAFJ14YKtlhZzbjZt7TOOc9/5Mw38zQ8AAIDsQHIewJh45llzYbx2jVRUROU8gLHnbG3/4hHp5ePcrAMAAMDQTpw0x16PNHOGO7EgsZjK+TPuxAEAAAAMF8l5AGkXDtt6/nlzbuNGEvMAxseK5VJFhTn34EMk5wEAADC048fNcfV0KRBgPZtpqqvNfxP2nAcAAEC2IDkPIO327JUudJpzV17hTiwA8o/Xa+nG6825hx6RolES9AAAAEju+Anzb0b2m89MsW3t3YkDAAAAGC6S8wDSztnSftGl0pQpVBoAGD83vcL8ndPY2PfgEAAAAJCMs3Ke/eYzk7OtfWur1NvLw7gAAADIfCTnAaSVbdt65llz7kpa2gMYZwsXSPPnmXO0tgcAAMBQjp8wx3Nns57NRFXTYucam8Y/DgAAAGC4SM4DSKvjJ6TT9ebclRvdiQVA/rIsK6Z6/rEnqKYBAABAYqGQrdOnzTkq5zNTSYmliRPNuTNn3IkFAAAAGA6S8wDS6ulnzPGUSunSS9yJBUB+u/F6yRqUn+/slJ5+NvHxAAAAyG+n66VI1Jxjz/nM5Wxtf6aBB3EBAACQ+UjOA0gr537zV27sq2AFgPE2daql1avMuYce5oYdAAAA4nPuN19RIZWWsp7NVLHJeXfiAAAAAIaD5DyAtOnosFW335xjv3kAbrrpRvN30NbnpfYOEvQAAACI5dxvfg4t7TNawFbKJQAAr2ZJREFUlSM530BbewAAAGQBkvMA0ua556XooBaAhYWKqVoFgPF07TVSQcHAOBKRtmxxLx4AAABkruPHzYc459DSPqNVV5kP4tbT1h4AAABZgOQ8gLR55hlzIbxurVRQQOU8APcUF1u6apM59wCt7QEAABBHbOU869lMVl1tjhtoaw8AAIAsQHIeQFoEg7ae32bObbqSGxkA3OdsbX/ggHTiJAl6AAAADLBtWydOmnO0tc9szrb2bW1STw9/5wMAACCzkZwHkBY7dkrd3QNjy5Ku2OBePABw0bq1UlmZOfcQ1fMAAAAYpLVN6uoy52bNcicWpKZqWuxc/Zlo7CQAAACQQUjOA0iLJ58yE101S6XycirnAbjP57N0w2Zz7sGH+6qjAAAAAEk64WhpX1AgTZ3iTixITXGxpcmTzLnT9RF3ggEAAABSRHIewKhFIraeftacu/oqEvMAMoeztf2ZM9LefS4FAwAAgIzjbGk/c6bk8bCuzXTO1vanT1M5DwAAgMxGch7AqNXWSe3t5tzVm9yJBQDiWbQods9QWtsDAADgopMnzb8NZ9PSPitUV5vj06epnAcAAEBmIzkPYNSefNq8ibFgvjRjBhUGADKHZVm66RXm76VHH5OCQRL0AAAAiK2cJzmfHaodlfP19VTOAwAAILORnAcwKrZt68mnzLmrr3InFgBI5hU3mOMLF6Rnn3MnFgAAAGQW557zs2fxwHk2qKoy/51Ok5wHAABAhiM5D2BUjr7Ut3fzYFdv4iYGgMxTVWVp1Upz7oGHqJwHAADId6GQrTMN5tzs2fGPRWZxVs7T1h4AAACZjuQ8gFFxVs1XTZMWLnQnFgAYys03mQ8PPbdVau8gQQ8AAJDPTtdLUUfB9ayZ7sSC4XHuOd/Wbquri7/vAQAAkLlIzgMYlSefMhe9V1/Vt7czAGSia6+WCgoGxpGI9Mij7sUDAAAA9zlb2peXSaWlrGuzwbSpsXONTbS2BwAAQOYiOQ9gxE6ftnXkqDl39VXcwACQuUpKLF19lTn3wINU1gAAAOSzEyfNMS3ts0dRkaUJE8y5M2dobQ8AAIDMRXIewIhtedwcl5VJy2pcCQUAUnbzK8yHiA4dll46RoIeAAAgX504af4tOGuWS4FgRJzV8w0NVM4DAAAgc5GcBzBijz1h3sC45irJ66VyHkBmW7Naqqgw5x58iOQ8AABAvjrprJyfxbo2m0x1JucbSc4DAAAgc5GcBzAip+ttHT5szl13LTcwAGQ+n8/SK24w5x56WIpESNADAADko9jkvDtxYGScyfkzZ0jOAwAAIHORnAcwIo89bo4nT5ZWLHcjEgAYvltuMh8mam6Rdu5yKRgAAAC45tw5Wx1nzTna2meXaVPNv+1paw8AAIBMRnIewIg89nhsS3ufj8p5ANlh/nxLl15izj1Aa3sAAIC8c+q0OfZ6pOnV7sSCkYnZc5629gAAAMhgJOcBDNvpeluHaGkPIMvd/Arz99YTT0pdXSToAQAA8snpenM8rYoHz7NNbFv7iGybv+sBAACQmUjOAxi2x58wx5MnSStXuBMLAIzUDdf3VUZd1NPTl6AHAABA/qh3JOdnTHcnDoycs3K+u0c6f96dWAAAAIChkJwHMGyPP2E+gX4VLe0BZKHycksb1ptztLYHAADIL6frzb//SM5nnylTJMtxS6KxyZ1YAAAAgKGQnAcwLGfO2Dpw0JzbTEt7AFnqppvM3187d0kNjSToAQAA8oWzcn76dNa32cbns1Rebs41NroTCwAAADAUkvMAhuUxR0v7SROlVStdCQUARm3TRqm0ZGBs29LDj7gXDwAAAMYXbe1zg3Pf+aYmHrgFAABAZiI5D2BYHnO0tL+alvYAslhBgaXrrjPnHnjQlm1zMw8AACDX9fbaam4x56aTnM9Kzn3nG5vdiQMAAAAYCsl5AClraLB14IA5dx0t7QFkuVscre2Pn5AOHnIpGAAAAIybMw19nZMGo3I+OzmT803sOQ8AAIAMRXIeQMq2PG6OJ06UVq9yJRQASJtlNbEVUg88SOU8AABArjt92hxPniwVF/MAejaaOtX8d2ts5O95AAAAZCaS8wBS9ugWc3F71SZa2gPIfpZl6eZXmL/LHnlUCoW4oQcAAJDL6s+YY6rmsxeV8wAAAMgWJOcBpOTkKVuHDptzN2wmMQ8gN9z0CnN89pz03FZ3YgEAAMD4OF1vPoxJcj57TXUk55tbpEiEh20BAACQeUjOA0jJI4+a4/IyWtoDyB0zpltavsyce+AhbuYBAADksnpHW/sZM9yJA6PnTM6Hw1J7uzuxAAAAAMmQnAcwJNu29cijZpLqumslr5fKeQC54+abzN9pzz4nnT1Lgh4AACBXOdvaT69mjZutysskn8+ca6S1PQAAADIQyXkAQzpyVDp+wpy74XpuWgDILdddIwX8A+NwWHr0MffiAQAAwNiJRm3V15tz02lrn7U8HktTp5hz7DsPAACATERyHsCQnFXzVdOkmqUuBQMAY2TCBEubNplzDzxI5TwAAEAuammRgiFzjrb22c3Z2p7KeQAAAGQikvMAkrJtW49uMec2b5Ysi8p5ALnnFkdr+/0HpBMnSNADAADkmtOOqvmCAqmi3J1YkB5Tp5p/yzc18Xc8AAAAMo9v6EMA5LO6/VJDozl342YS84l0dnZqz549ampq0tmzZ1VcXKzKykotWLBAs2fPdju8lAWDQe3YsUMnTpxQb2+vKioqtGrVKk0fRZ/HnTt3aseOHZKk6upqvepVr0pXuEDarFsrlZVJ7e0Dcw88ZOv9t/N7DwAAwC1jsc6K3W9+7B9CZ501tqY5Kudpaw8AAIBMRHIeQFLOlvazZ0kLF7oUTAbbs2ePfvzjH2vbtm2KRCJxj7nkkkv0+te/Xq9//evH5KbPkSNHdNtttykcDhvzn//854d1g+bXv/61fvSjH+n8+fMxr11xxRX65Cc/qRnD7PfY2dmpL37xi2ppaZEk/eu//uuw3j9S9fX1esMb3mDMbd26ddzO9aEPfUi7du1Keozf75ff79fEiRNVVlam6dOna968eVq6dKmWL1+ukpKSEcUrSV/5yld0//3394/f+9736n3ve9+Iz5cPfD5Lr7jB1q9/MzD34MPS7e+x5fGQoAcAABhPe/bs0d133z0m66yGBnOtmyg/zjorVjassyS/tjzi1+v2ss4CAABAZiE5DyChSMTWlsfMuRuut2hpP0goFNI//dM/6de//vWQx7744ov65je/qYcfflhf+tKXNG3atLTFEYlE9P/9f/9fzA2j4fr617+uP/zhDwlff+6553T77bfru9/9rubPn5/yee+6667+G0bXXXedNm7cOKo4c0koFFIoFFJXV5caGhp04MCB/tcCgYDWr1+vN7zhDbriiiv47I2Tm19h6de/GbhZ29go7d4jrV7lYlAAAAB5JBwO684779Tvf//7IY8d6TqrocEcV8V5G+usbBZSNBpSQwPrLAAAAGQW9pwHkNCu3VJbuzl3w2ZXQslI4XBYH/zgB2MS8z6fTytWrNCNN96oTZs2qaqqynh9165d+tjHPqazZ8+mLZZf/vKXxs2Gkbj33nuNG0aBQEAbNmzQDTfcYFRwtLe367Of/ax6e3tTOu/Bgwf1u9/9TpJUXFysT3ziE6OKM58Eg0E9/fTTuuOOO3TbbbeptrbW7ZDywsKF0gLHPdEHHmS/SgAAgPEQDof1yU9+MiYxn+51lnP7tmnTYhO0rLNyE+ssAAAAuInKeQAJOVvaX3qJNHs2T5Rf9N3vfldPP/20MffmN79Zt99+uyZOnGjMP//88/rmN7+p06dPS5KOHz+uT3/60/re97436qf0T5w4oR/96Ef94+LiYnV1dQ3rHOFwWN///vf7xzNnztR3vvOd/ptF0WhUP/rRj/TjH/9YkvTyyy/r3nvv1Rvf+Mak541Go/rmN7+paDQqSbr99ts1derUpO/JZR/96Ed13XXXGXPRaFQXLlzQ+fPn1dzcrP3792vfvn06dOiQcdyhQ4f0gQ98QB/96Ef11re+dTzDzjuWZemmV0jf+/7A78DHnpA+8XFbRUX8DgQAABhL3/3ud2Pamo/FOqvRsR+5s+CedVb2uLjO6uySbnvPxb/hI5Iu6Aufu6BopIV1FgAAADIGlfMA4urttfX4k+bcDdeTlLro2LFj+tWvfmXMfexjH9Mdd9wRc8NIkjZs2KAf/OAHRmXErl279Mgjj4wqDtu29dWvfrW/umLz5s1atGjRsM+zdevW/naIkvTlL3/ZiNXj8ej973+/1q9f3z937733Dnne3/3ud9q/f7+kvr0g3/KWtww7tlwyadIkTZ8+3fi/mTNnavHixVq3bp1uvfVWffKTn9RPf/pT/fznP9erX/1qeTwD/6mORCL69re/rZ///OcufhX54RU3SIO+9erulp56OvHxAAAAGL1jx47FdCYbi3VWNGqryZGcH9zWnnVWdrm4zrpk4XQVl1TL8lTL8syU5VmsadNYZwEAACCzkJwHENdzW6ULF8y5zdfFPzYf/exnP+uvUpCk9evX621ve1vS91RUVOhzn/ucMXfXXXcpEomMOI7f/va32r17tySptLRUd9xxx4jOs2fPnv7/vWjRIi1dujTucYMrOA4fPqzu7u6E52xtbe2vErEsS5/61Kfk9XpHFF8+WrhwoT73uc/p29/+tsrKyozXvve97+mFF15wKbL8UFlpae0ac+6Bh2htDwAAMJac66x169aNyTqrtVVybiM/ODnPOis7WZal6mrze+F8CIN1FgAAANxGch5AXA86klCrVkpVcfbgy0e2bevZZ5815t7+9ren9N7Vq1dryZIl/eP6+nrt3LlzRHE0NDToe9/7Xv/4Ix/5iCorK0d0rottICUZ8TkNvpkUiUTU0NCQ8NjvfOc7uvCXJzxe+9rXatmyZSOKLd+tX79e//mf/6nCwsL+uYttLEOhkIuR5b5bbjZ/523fIbW1kaAHAAAYC+O5znLuNx/wSxfztKyzslvVNPNWp3P7gotYZwEAAMAtJOcBxDh71tZzz5tzN72CxPxFx44dU0dHR//Y7/dr9erVKb//8ssvN8ZbtmwZURxf//rX+/c8XLlypV772teO6DySdP78+f7/PWnSpITHTZ48OeH7Btu+fbseeughSVJZWZk+9KEPjTg2SAsWLNAnP/lJY+7UqVN68MEHXYooP2zaKBUN3KtTNCo99rhr4QAAAOS08VxnOZPzU6dJHk/fmpd1VnarrjJvdTY1JX64lnUWAAAA3EByHkCMRx8zW/wFAtK1V7sXT6ZpcvTFmzt3rgKBQMrvX7BggTF2Voek4t5779XWrVslSYFAQJ/+9KdlWSN/gGJw/GFnf8dBnK/F+7pDoZC+9a1v9Y8/+tGPJr0RhdTceuutmjlzpjH3hz/8wZ1g8kRRkaVNm8y5R7ZQOQ8AADAWnOusWbNmjdk6q9GRnJ82te//s87KflUxyfnkx7POAgAAwHgjOQ8ghrOl/aYrpdJSKucvOnfunDGeMGHCsN5fWlpqjBsbG/vbEqaitbVV//7v/94/vu222zR37txhxeA0uFJjcOtFp1OnThlj5x59Ut8+kcePH5ckrVq1SrfeeuuoYkMfj8ejN73pTcZcXV2dWltbXYooP9yw2fzdt69WOnOGBD0AAEC6OddZznXTUIazzmpoNP+eq6pinZUrYtraNyc/nnUWAAAAxhvJeQCGk6ds1e035266kcT8YD6fzxgHg8FhvT/e/nXHjh1L+f3f+ta3+m9czZ8/X+985zuHdf14Fi1a1P+/d+zYkfBrGlx9MnnyZE2bNs14/fTp0/rpT38qqe/79KlPfWrUsWHA+vXrjbFt26qtrXUpmvywfp00caI598jIdqIAAABAEs511nD3/R7OOstZOV81zWKdlSOGWzkvsc4CAADA+CI5D8Dw0MNmBcHkydKG9fGPzVfO1oHNzUM8iu/Q0tISM3exAmIojz76qB5//HFJkmVZ+vSnPy2/3z+s68dzxRVX9LdrPHfunO6+++6YY5qamvSLX/yif7xx48aYY771rW+pt7dXkvT2t79d8+bNG3VsGDB37tyYTg0vvviiS9HkB7/f0rXXmHOPPErlPAAAQLo511nx1k3JDGed1dBgjltbWGfliqoqrzE+f17q7k7+9zvrLAAAAIwn39CHAMgXtm3rwYfNuRs2Sz4flfODOVsbNjY2qrGxUVOnTk3p/fGewO/s7BzyfWfPntW//Mu/9I/f+MY3avny5SldcyizZs3Sxo0b9cwzz0iS7r77bnV0dOiVr3ylJkyYoP379+u//uu/dPbsWUl9rf/e/OY3G+d49NFH+/dnrK6u1rvf/e60xJZu9fX1/3/27js+qir94/j3phNKaAmh994FEQWpKigIVsS17tp7r4v+1LX3XezdtSsCihRFQBRBUHpHurTQQgKE1Lm/P7JMciYJpMzk3pn5vF8vXss5c+/kwc2Zuc997jmnXOf57oHpBMuy1LhxY61aVbC8RYrvtB/43WmDLH07qeCG3oaN0sZNtlo057MRAADAX3zzrD179mj37t1+z7Ns29aulMLtdH0/7QVvmzyrfNySZ/kua5//M6SmTUs+hzwLAAAAlYniPACv5Ssk33x6yBkUn3zVqVNHTZs2NWZhTJ06VVdcccVxzz1y5Ih3RkZhpSnOv/TSS0pNTZUkJSYm6oYbbih90KVw9913a9myZTp48KAkacKECZowYUKxx1588cVq166dt3348GG9/PLLxnvFxcX5NT5/Oe+885wOoUJq+KyxfvR3AoHTtYuUWFfaU2gy1o8zbF17NZ+PAAAA/lJZedbBQ9KRIwVtT85LOphFnlVRbsmz4uMt1ahhKT294OHa3XuOXZyXyLMAAABQeVjWHoDX9z+YS701aSy1a1vCwWFuyJAhRvvjjz8u1RP/b775pg4dOlSkPyMj45jnzZ07V9OmTfO277nnHlWtWrWU0ZZO/fr1NXbsWNWpU+eYx40aNUo333yz0ffWW295l/fv37+/+vTpY7yemZmpjz/+WFdffbXOOOMM9evXT+ecc44eeeQRLV261K//jlDnu9zi0eUtETiRkZYGDTL7fpyZP+sKAAAA/lMZeVZKoSXtPXlzZXu+97bJs0KD777zKaWYnE+eBQAAgMpCcR6AJCk729bMn8y+IWdY3v3xYLrwwgtVrVo1b/vgwYO64447jnnj6NNPP9UXX3xR7GsRESV/HB8+fFjPPPOMtz1w4ED169evHFEfX7t27fTll1/q+uuvV4cOHVS9enXFxMQoOTlZQ4YM0Ztvvqk777zT+L1Yt26dxo0bJ0mqUqWK7rzzTuM9169fr4suukivvPKKVqxYofT0dGVnZ2vXrl2aNm2arrvuOr300ksUOkvJ4/EYbcZo5Th9sPnfeccOadVqh4IBAAAIUZWRZx1d0t62D8uT85y3nzwrdNT3Wdq+NCvnk2cBAACgsrCsPQBJ0tx50v9W2fM64zRnYgkG1atX15gxY3T//fd7+zZs2KDRo0fr3HPP1SmnnKK6desqKytL69at06RJk4yZC0lJScYNpsI3oHy98sor3v3uqlWrprvuuisA/6ICVatW1ZVXXqkrr7zyuMfatq1nnnlGeXl5kqSrr75a9erV876+e/du3XTTTd49FOPj49WnTx/VqFFDK1eu1Jo1ayRJX3zxhWJjY3XjjTf6/x/k4+h+jWW1Y8cOVyzV6DsjKDY21qFIwkvbNlKjRtK2bQV902fY6tiBm3YAAAD+Ur16df3zn//UAw884O3zd551tDjvyX1VEnmWv7gpz/KdOb97ty3p2Nft5FkAAACoLBTnAUiSpkw1n6bv2kWqX5+i07EMHDhQ//znP/XUU095n7LPyMjQJ598ok8++aTE80aNGqVDhw5pypQp3j7fJfSOWrhwoSZOnOht33zzzapbt65//gF+MHHiRK1cuVKS1KpVK1100UXG6y+88IL3hlGTJk30yiuvKCkpyfv6f//7X7322muS8pesPO2009SmTZtKij44HfR5iqZmzZrOBBJmLMvS6YNtvf9hQd+sWdItN9qKjOSzEgAAwF8GDhyoO+64Q//+978DkmelpNjy5C2SnfeNt488K7QUKc7vOf455FkAAACoLCxrD0B799n6bYHZd9aZFJtK4/LLL9fbb7+tpk2bHvfY+Ph43X333brjjju8+wYeVdz+g5mZmXrqqae8yxB269ZNI0eO9E/gfrB//369/vrrkvILl/fee6+iogqe+dq+fbt+/vlnb/vhhx82bhhJ+f/9evXqJSl/GcGSlqNEPo/Hoy1bthh99evXdyia8HPaIPNzcd9+afESZ2IBAAAIZRdddJFeeumlgORZ23dkyZP7lKT8PCupXlfyrBCTXC/SaB9vWXvyLAAAAFQmZs4D0Pc/SIW3V6sSJw3s71w8waZv37767LPPNHv2bM2dO1fLly/X/v37lZGRoVq1aqlBgwbq16+fhg4d6r055Jv4t2vXrsj7Tp06Vdv+t4Z2RESErrjiCu3cufO48WRnZxvttLQ07dixw9uOi4tT7dq1y/zv9DV27Filp6dLks4++2x16dLFeH3u3LneBwtatmypTp06Ffs+55xzjhYsWOA9ByXbtGmTDh8+bPS1atXKoWjCT9Omltq0trXuz4K+6TNs9ezBw0wAAAD+dtJJJ+nTTz/Vzz//7Nc8a93aqZK9/X+tCPXrT54Vanxnzqfszt8qoKR95MmzAAAAUJkozgNhzrbtIkvaD+gvxcdTbCqLyMhIDRw4UAMHDjzusSkpKcY+iImJiUVmOkhSVlaW9+8ej0d33HFHuWIbO3asxo4d623369dPzz77bLne66hFixZp6tSpkvKX+7vpppuKHLN27Vrv3zt06FDie3Xs2NH799TUVKWkpBj7KaLA0ZtrR0VERKhz584ORROeThtsad2fBZ+Zs2dLd91uKyaGz0wAAAB/C0SedTA9q1DLo3Ff3qlxX5Y9NvIs9/Itzh85Ih06JJWwmxx5FgAAACoVy9oDYW7VamnLVrOPJe0D6/fffzfaJ5xwgkORlE9OTo5x0+nmm29WQkJCkeNSU1O9fz/WDBLf1wqfhwIej0dff/210depUyfVqlXLoYjC0+BBZvvQYem3+c7EAgAAgAKlybNyc20dzqisiMqGPMt/kusVvd1Z0r7z5FkAAACobBTngTDnO2u+QQOpW1eHggkTkyZNMtojRoxwKJLy+eSTT7R582ZJUrdu3TRs2LBij/Nd9rEkR5dkLOt54WbKlCnebQ6OOuecc5wJJozVS7LU1VxZVD/OtIs/GAAAAJWmNHnW/v2S7dJLN/Is/4mJseRbWy9p33nyLAAAAFQ2lrUHwlhWlq0ZM82+s4ZaJe7DhopbsmSJli5d6m03bdpUPXr0KPbY0aNHa/To0WX+GTfccIMWL17sbY8ZM0bDhw8ve7DF2LFjh95//31JUlRUlO69994Sf1+qVavm/fvevXtLfE/f16qXtNZgGNuwYYOef/55o69JkyY644wzHIoovJ022NLSZQU3O+fOkzIzbcXF8dkJAADghNLmWbv3SBFRFyki6iJJUnS0NPOH0uXA5FnBJSlJKrxYQEoxxXnyLAAAADiBmfNAGJv9S/6SzEdZljR0iHPxhLrMzMwiexBed911DkVTPi+88IKysvL3aLz44ovVokWLEo9t2LCh9+/Lly8v8bgVK1Z4/x4ZGank5GQ/RBo6fv/9d91yyy3KzMz09kVEROjee+9VVBTP2DlhQD8potAVVGYmS9sDAAA4pSx51h6fpc3r1pUrHk4nz/K/eolme/ducyUB8iwAAAA4heI8EMZ8l7TvcYKUXM/5GxPBIjc3t9THZmRk6M4779TGjRu9fQMHDtSgQYOOcZa7zJo1S7/++qskKTk5WVddddUxj+/atWB/hK1bt+qPP/4o9rjx48d7/96mTRtVqVLFD9EGvw0bNuipp57Sbbfdpv379xuv3XTTTerZs6dDkaFWLUvdu5l9M39y6fqoAAAAQSaQeZZvcT4psdjDKhV5VmAkJZn3No7uOU+eBQAAAKfxKCgQpnal2Fq4yOw760wK82UxYcIE/fLLLzrnnHPUvXt31axZs8gxGRkZmjVrlt544w3tKXQnqH79+rrnnnsqMdqKycjI0EsvveRt33XXXYqLizvmOSeffLLq1Kmjffv2SZL+9a9/6T//+Y+aNm0qSfJ4PHr99de1ZMkS7zkl7asYKtLS0rRjxw6jz+Px6NChQzp8+LB2796tVatWafny5VqzZk2R8yMjI3Xbbbdp1KhRlRUySjCwv6WFi1jaHgAAwN8mTpyoWbNm6cwzz1SfPn1Uy3fzcJU/z9q9x3ygMtHh4jx5ln8czbMsy9KhQ4ckSTEx+2V7Dsm2D0nao9/nr9KVV64gzwIAAIDjKM4DYWra95Jd6L5EtapS/1OdiydYzZ8/X/Pnz5dlWWrQoIGaNGmi6tWrKysrS/v27dPatWuVk5NjnNOgQQP9+9//Vu3atR2Kuuzeeecd7d6dv0lf//79deqpx/9liYqK0rXXXqunnnpKkpSSkqJLLrlE3bt3V0JCglavXq3t27d7j2/atKnf9mx0q7Fjx2rs2LHlOrd9+/a6++671bFjRz9HhfLo30968d+Sx5PfPrq0/YD+zsYFAAAQ7Gzb1sKFC7Vw4UK/51l7fLZod3rmPHmWf5Qmz0rZlf/HF3kWAAAAKhvFeSAM2batKdPMGQODB0mxscz4LC/btrV9+3bjJkhxTj31VD344IPFzv5wqz///FNffPGFJKlKlSq64447Sn3uyJEjtWLFCk2aNElS/hKVv//+e5Hjatasqccff/y4s0TCTUxMjHr16qXzzjtPJ598siv2w0S+WrUsdetqa9Higr5ZP9ka0J//jwAAAPzF33mW77L2iYnOXbuRZzmHPAsAAABOojgPhKGlyySflbVZ0r4cunbtqqFDh2revHlKS0sr8bjIyEj16tVLF198sXr16lWJEVacbdt69tlnlZeXJ0m66qqrlJycXKb3ePDBB9WyZUu9++67OnjwYJHXe/XqpXvuuUeNGzf2S8zBJjIyUjExMapevbpq166thg0bqlmzZurUqZO6dOmiqlWrOh0iSjBwgKVFi82l7bOybB50AgAAqICuXbtq8ODB+v3335Wenl7iceXJs9yy5zx5VuBFRkYqLy9GUnXJqi3LaqCLL26mE3t2Js8CAACAoyzbtu3jH1Z6qamp/nw7VALLsrx7ZR84cEB+/pWACz35tEdTphW0mzWVPvrA4mnxMjo6dmzb1rJly7Rx40bt3r1bhw8flmVZqlatmpo0aaKOHTsGbeK/a9cu72yM6OhoXXrppYqKKt9zXVlZWVq4cKH++usvZWVlqVatWurWrVvY3iwKV6H0nbN/v61zLrC9S9tL0hOPWerfj89S+F8ojR2gUmQdUtyMRxQdHSNJysnJVubgR6TYas7GVUr+XmWJPD348LmfX8DeunWrNm3a5Jc8y+OxNegMW7m5BX1vvW6pQ/vKv3YjzwqMwuNm795UDTzdY1yrv/uWpbZtuFYHfPGdA5Qd4wYohyDO0/2dozNzHggzGRm2Zv1k9p11JoX5irAsS02bNlWTJk2cDsXvkpOTdc011/jlvWJjY3XKKaf45b0AN6hdu+jS9jN/sinOAwAA+MHRPKtp06Z+eb8DB2QU5iXnZs6TZwVeVJSlOrWlPXsL+nbvltq2cS4mAAAAQJIinA4AQOWaMVM6klnQjoyQhpzuXDwAEMwGDjAL8XPn5i9tDwAAAHfZ7bOkfWSE5OcJMHCZpCSzvXu3M3EAAAAAhVGcB8LMt5PNolHv3lKdOszyBIDy6H+qFFHoaupIpvTbAufiAQAAQPF895uvU0eKjCQXDmW+xfmUPTxECwAAAOdRnAfCyJ/rba1ebfadPZybEQBQXrVrW+raxeyb9RM3/QAAANzGd+Z8okNL2qPyMHMeAAAAbkRxHggjk74zC0aJdaXevRwKBgBChO/S9r+ytD0AAIDr7PGZNU1xPvTVSzSv0ynOAwAAwA0ozgNhIjPT1g/Tzb5hZ0lRUcycB4CK6H+qZBX6KD1yhKXtAQAA3MZ3WfskivMhj5nzAAAAcCOK80CYmPWTdOhwQduypOFnUZgHgIqqU4el7QEAANxuz16znZhIPhzqfIvze/ZKeXlcpwMAAMBZFOeBMPGtz5L2vU6UkpO5GQEA/sDS9gAAAO7mu+c8M+dDn29xPi9PSk11JhYAAADgKIrzQBjYuMnW8hVm34izKcwDgL8M6Fd0afv5LG0PAADgCrZtF1nWnj3nQ1/tWlJUlNmXwtL2AAAAcBjFeSAMTPKZNV+7ltTnZIeCAYAQVOzS9rOZOQ8AAOAGBw9KWVlmHzPnQ19EhKXEumYf+84DAADAaRTngRCXlWVr2g9m37CzpKgoZs4DgD/5Lm0/d56UnU2BHgAAwGm+S9pLUp06lR8HKp/v0vbF/S4AAAAAlYniPBDiZv+cP0ugsOFnUZgHAH/rf6rZPnxYWrjImVgAAABQwHdJ+9q1pOho8uJwUKQ4v5uHZwEAAOAsivNAiPvWZ0n7nj2khg25CQEA/la3rqVOHc2+2T9z8w8AAMBpvrOl2W8+fPhuX8Ce8wAAAHAaxXkghG3damvJUrPv7OEU5gEgUPr3Mz9jf5kj5eZSoAcAAHDSnj3m9Rj7zYePpCTz+pw95wEAAOA0ivNACJs02bwBUbOm1K+vM7EAQDjo389sp6VLy5Y7EwsAAADyMXM+fNVjz3kAAAC4DMV5IERlZ9uaOs3sO3MI++oBQCA1qG+pTWuz76fZzJwHAABw0t69Zjsxkbw4XPjuOb9vHytbAQAAwFkU54EQNfsX6UCa2Xf2MG5AAECg+S5tP/sXyePhBiAAAIBTfGdLs6x9+PD9/9q2iz6sAQAAAFQmivNAiJow0SwEdesqNWlCcR4AAm2Az9L2+/ZJq1Y7EwsAAACkPSxrH7YSEqSYGLMvhX3nAQAA4CCK80AI2rDRLrLH8bnnUJgHgMrQtKmlZk3NPpa2BwAAcMbhw7YOHzb7mDkfPizLKrK0PfvOAwAAwEkU54EQNOEbswhUp7bUr69DwQBAGOrvM3t+9i+SbVOgBwAAqGx7ilnCnJnz4aWeb3GemfMAAABwEMV5IMQcPmzr+x/MvrOHS9HRzJwHgMriu+/8zp3Sn+sdCgYAACCM+S5pX6OGFBtLfhxOfFdK2L2bh2YBAADgHIrzQIj5frp05EhBOyJCOns4Nx4AoDK1biXVr2/2zf6Zm4AAAACVzXcJc2bNh58iy9ozcx4AAAAOojgPhBDbtjXRZ0n7PqdI9ZIozgNAZbIsSwN8l7b/2ZlYAAAAwpnvzHn2mw8/9eqZ90RS2HMeAAAADqI4D4SQZculjZvMvvPOoTAPAE7wXdp+8xZp8xZmzwMAAFSm3XvM6y9mzoefosvaOxMHAAAAIFGcB0LK+InmTYdGjaQeJzgUDACEuQ7tpbp1zT5mzwMAAFSuojPneYA93Pgua3/ggJSVxUOzAAAAcAbFeSBE7N9vFyn6nDPCUkQENx4AwAkREZb69TX72HceAACgcvkW55k5H37qJRXt8/29AAAAACoLxXkgREyaLOXmFrRjYqSzhjoXDwBAGtDffEBq3Z/Sjp0U6AEAACoLe86jalVLVauafbspzgMAAMAhFOeBEJCba2viN2ax57TBUo0azJoHACd16SzVTDD7WNoeAACgcmRl2UpLN/uYOR+efB/KSGHfeQAAADiE4jwQAn6eI+3Za/adN5LCPAA4LSrKUt8+Zh9L2wMAAFSO4pYuT6xb+XHAeb77zu+mOA8AAACHUJwHQsC4r81CT6eOUrt2FOcBwA36+yxtv2KltHcvBXoAAIBA8126PD4+f4lzhJ+ixXmuxwEAAOAMivNAkFv3p61ly82+C87jZgMAuEWP7iqyx+XsX5yJBQAAIJz4zpxn1nz4qpdk3idhz3kAAAA4heI8EOTGjTef9q5bVxrQ36FgAABFxMRY6nOy2ffzL8zUAQAACDTfAqzv7GmED98951nWHgAAAE6hOA8EsdQDtn780ew7Z4SlqChmzgOAm/gubb94iXTgAAV6AACAQNqzx7zeojgfvurVM9u7UiTb5nocAAAAlY/iPBDEJn0nZecUtKOjpRHDnYsHAFC8k06U4uIK2h6PNOdX5+IBAAAIB0VmzicWfxxCX3Ky2T58WDp4yJlYAAAAEN4ozgNBKjfX1sRvzKe8Bw+Satdm1jwAuE1cnKXevcy+n35mpg4AAEAg+RbnExPJl8NVUqIU4XMXdNcuZ2IBAABAeKM4DwSpn+cUvdFwwbncaAAAt/Jd2v6PhdLBgxToAQAAAmVPkeK8M3HAedHRlurWNft2UpwHAACAAyjOA0Hq6/FmQadTR6ldO4rzAOBWp/TO337kqNxcad5vzsUDAAAQyrKzbaWmmn31KM6Htfo+S9vv3OlMHAAAAAhvFOeBILTuT1tLl5l9559HYR4A3KxqVUsn9jD7WNoeAAAgMPbsLdrHzPnwVr++2d61i2txAAAAVD6K80AQGucza75OHWlAP4eCAQCUmu/S9vMXSEeOcFMQAADA33yXtK8SJ1Wr5kwscIciM+dZ1h4AAAAOoDgPBJkDB2z9+KPZd+5IS9HRzJwHALfre4oUWejqKytL+m2+c/EAAACEqt3F7DdvWeTN4Sw52fz/fxfFeQAAADiA4jwQZCZNlrJzCtrR0dKI4c7FAwAovYQES926mX0sbQ8AAOB/vjPnk5KciQPu4TtzfsdOyba5FgcAAEDlojgPBJHcXFsTJpqJ46CBUu3aPP0PAMFigM/S9nPnSVlZ3BQEAADwpz17zOurJPabD3u+xfkjR6T0dGdiAQAAQPiiOA8EkV/mFF2a74LzKMwDQDDp11cqvKLqkSPSHwudiwcAACAUpew224kU58NeYqK5xZTEvvMAAACofBTngSAybrz55H/HDlL7dhTnASCY1KljqXMns282S9sDAAD4le+y9omJ5M7hLirKKvKQBvvOAwAAoLJRnAeCxNp1tpYuM/suOJ+bCwAQjAb0Mz+/f/k1f+sSAAAA+Idvcb4ee85DUv36ZnvHTmfiAAAAQPiiOA8Eia++Nos2depIA/o5FAwAoEL6nWq2Dx6UFi9xJBQAAICQk5Nja3+q2cey9pCK7ju/axcPyAIAAKByUZwHgsC+fbZmzDT7zh1pKTqamfMAEIySky21a2v2sbQ9AACAf+zdK9k+l1ZJFOeh/OvwwljWHgAAAJWN4jwQBCZ+aysnp6AdEy2NHOFcPACAiuvvs7T9z79IeXkU6AEAACpqt8+S9nFxUvXqzsQCd/GdOb+T4jwAAAAqGcV5wOWysmxN/NbsO+N0qVZNZs0DQDDr77M1yf5UacVKZ2IBAAAIJb77zScmSpZFDo2ie87v3CXZvsssAAAAAAFEcR5wuRkzpVSfvfIuvICbCgAQ7Jo0ttSiudn302xuDAIAAFSU78x5lrTHUck+M+czM6UDac7EAgAAgPBEcR5wMdu29eU4s1DT4wSpZQuK8wAQCnxnz8/+hZk7AAAAFbV7j3k9lUhxHv+TWFeKjDT7duxwJhYAAACEJ4rzgIstWSqt32D2MWseAELHgP7mZ/ru3dKatQ4FAwAAECJ8l7Vn5jyOioy0iuw7v327M7EAAAAgPFGcB1zMd9Z8wwbSKb0dCgYA4HctmkuNGpl9LG0PAABQMUWXtechdxTwvf7eRnEeAAAAlYjiPOBS23fYmvOr2XfhBZYiIripAAChwrIsDfBd2v5nlrYHAACoCN+Z8yxrj8IaNTTb27dz7Q0AAIDKQ3EecKmvx9sqXJupWlU6a6hz8QAAAqN/P/Ohq23bpQ0bHQoGAAAgyOXm2tq3z+xjWXsU1rBh0etvAAAAoLJQnAdc6PBhW99NMfuGnyXFxzNrHgBCTbu2Ur16Zh9L2wMAAJTP3n2S7yJESUnOxAJ38p05v22bM3EAAAAgPFGcB1xoyjQpI6OgHREhnX8ehXkACEXFLW0/YxZL2wMAAJSH75L2MTFSjRrOxAJ38t1zPi1dSj/ItTcAAAAqB8V5wGXy8myN+9pMCvv2kRrUpzgPAKFq4ADzM/6vv6T1GxwKBgAAIIjtSjHbSUn5D0MCRyXXkyJ97ojuYGl7AAAAVBKK84DLzPtN2r7D7Bt1ATcSACCUdexQdGn7mbOYvQMAAFBWu3aZ7eR6xR+H8BUdbalestn3F8V5AAAAVBKK84DLfDnOLMa0aS117eJQMACASmFZlgYNMPtY2h4AAKDsUlLM6yeK8yiO777z2ynOAwAAoJJQnAdcZP0GW4sWm30Xnm+xBB8AhIHBA83P+h07pLVrHQoGAAAgSPkua5+cTD6NonyL89u281AsAAAAKgfFecBFvvLZa75WLWnwIIeCAQBUqrZtpQYNzL4ZLG0PAABQJr7Fed+tgwBJatTQfGiDmfMAAACoLBTnAZdITbU1fbrZd+5ISzExPOUPAOHAsiwNHmj2zfyJpe0BAABKy7ZtpbDnPEqhoc/M+b+2ORMHAAAAwg/FecAlvpkkZecUtKOjpXNGOBcPAKDyDfJZ2j4lRVq5yqFgAAAAgkxamnQk0+yrn+xMLHA332XtDxyQDh3ioVgAAAAEHsV5wAVycmxNmGgmgacNkmrXZtY8AISTVi2lJo3NvhkzuUkIAABQGr5L2kdGSHXrOhML3K1+fSnC567o9h3OxAIAAIDwQnEecIGZs6R9+82+Cy+gMA8A4cayLA0eZPbNmi15PBToAQAAjifFpzhfN1GKiiK3RlExMZbqJZl929h3HgAAAJWA4jzgMNu29cU4s+jSravUpjU3EAAgHPkubb93r7R8hUPBAAAABBHfmfPsN49jKbLv/F/OxAEAAIDwQnEecNiy5dK6dWbfKGbNA0DYat7MUovmZh9L2wMAABzfrl3mNRPFeRxLY5/tpLZu5ZobAAAAgUdxHnDYVz6z5uvXl/qc4lAwAABX8J09P2u2lJvLzUIAAIBj8Z05X4/iPI6hWRPzmnvzVocCAQAAQFihOA84aNcuWz/PMfsuOM9SZCQz5wEgnA0aaLZTU6WFi5yJBQAAIFj47jmfnExujZI1bWq2t26VPB4eiAUAAEBgUZwHHPT1BFseT0G7ShVp2JnOxQMAcIcmjS21a2v2/fAjNwoBAACOhT3nURZNm5jtzExp925nYgEAAED4oDgPOCQjw9ak78y+YWdJ1arxZD8AQDrjNPP74OdfpMxMCvQAAADFyciwlZ5u9lGcx7HUrSvFx5t9W1jaHgAAAAFGcR5wyNTvpUOHC9qWJV1wLoV5AEC+wYOkiEJXakeOSHN+dS4eAAAAN/OdNS+x5zyOzbKsIkvbb9niTCwAAAAIHxTnAQd4PLa++tqc/XjKyVKjRhTnAQD56tSx1OMEs4+l7QEAAIrnu998rVpSbCw5No6tmc/S9pu3cr0NAACAwKI4Dzhg/gJp2zazb9QF3DQAAJh8l7afv0A6cIAbhgAAAL7Ybx7l0aSJeb3NzHkAAAAEGsV5wAFfjjMLKy1bSCd0dygYAIBr9TtViokpaOflSbNmOxcPAACAW+3cZebZLGmP0mjGsvYAAACoZBTngUq2cZOt3/8w+y68wJJlMXMeAGCqWtVS3z5m3w/TmTkPAADga+dOs10/2Zk4EFx895w/kMZKVQAAAAgsivNAJfPda75mgnT6YIeCAQC4nu/S9stXSDt3csMQAACgsO07zHbDBjwAj+NrUF+Kjjb7NjN7HgAAAAFEcR6oRGlptr7/wewbOUKKjeWmAQCgeCf1kmrUMPumz3AmFgAAALfa4VOcb9DAmTgQXKKiLDVpYvZt2OhMLAAAAAgPFOeBSvTtd1J2dkE7Kko6dySFeQBAyaKjLQ3sb/b98KMt22b2PAAAgCSlH7R16JDZ15DiPEqpVQuzvX4D19kAAAAIHIrzQCXJzbX19QQzwRs8UKpbl+I8AODYzjjd/K7YvFn6c70zsQAAALjNju1mOzJCqlfPmVgQfFq2NK+1N2xwKBAAAACEBYrzQCWZNVvau9fsu/ACCvMAgOPr3KnoDeYp05jRAwAAIEnbd5rtpHr5y5UDpdGqpdneuEnyeLjWBgAAQGBQnAcqyZfjzMSucyepXVtuFgAAji8iwtKQ082+H6ZL2dncNAQAACiy33x9Z+JAcGrps6x9ZmbR3ykAAADAXyjOA5VgxUpbq1ebfaOYNQ8AKINhZ5rfG+np0i+/OhQMAACAi+zYYT6w2ID95lEGtWtLNWuafRs2OhIKAAAAwgDFeaASfOUza75ePenUvg4FAwAISg0bWurezeybPIWZ8wAAADt8lrVv2ICH4VF6lmUVWdp+/QauswEAABAYFOeBAEvZbeun2Wbf+eda7H8HACiz4WeZ3x2//yHtSuHGIQAACG/bt5ttZs6jrFoWKc47EwcAAABCH8V5IMDGT7CV5ylox8VJw4c5Fw8AIHj17ydVrVrQtm1p6jTn4gEAAHBaTo6t3XvMPvacR1m1amE+BEtxHgAAAIFCcR4IoMxMW99+Z/adOVSqUZ1Z8wCAsouLs3T6YLNvylRbHg+z5wEAQHhKSZE8HrOvITPnUUa+y9rv3CmlH+QaGwAAAP5HcR4IoGk/SAcPmn0XnkdhHgBQfr5L2+/cJS1a7FAwAAAADtu+w2xXry5V54F4lFGzZlJMtNm3bp0joQAAACDEUZwHAsTjsfXVOPMp65N7S02acJMAAFB+bdtKLVuYfd9NYVYPAAAIT39tM9uNGjoTB4JbdLSllq3MvjVrnYkFAAAAoY3iPBAgv/8hbdlq9o26gMI8AKBiLMvSMJ/Z8z//zLKbAAAgPP31l3kN1KSxQ4Eg6LVra7bXrOX6GgAAAP5HcR4IkC99Zs03ayb17OFMLACA0DLkdCm60LKb2TnS9B+diwcAAMApW/8y240b81A8yqd9W/N3Z80ahwIBAABASKM4DwTAli225i8w+y4835JlcZMAAFBxCQmWTu1r9n37nS3bZnYPAAAIL3/5FucbORMHgp/vzPldKVLqAa6vAQAA4F8U54EA+Gq8mbzVqJE/yxEAAH8Zdqb5wNeGDdKKlQ4FAwAA4ICsLFspu80+lrVHeTVpIsXFmX1r2XceAAAAfkZxHvCz9HRb0743+0aeLcXFMWseAOA/J/aUGjQw+8ZPZGYPAAAIH9u2S74LBzVi5jzKKSrKUutWZt8aivMAAADwM4rzgJ9NmixlZha0IyOkc0dSmAcA+FdEhKVzRpjfL7N+klJTKdADAIDw4LukfVKiVKUK+TfKz3dp+7VrubYGAACAf1GcB/woN9fW1xPMxG3AACkpiZsDAAD/G3amFBNT0M7NzX9IDAAAIBxs9d1vniXtUUHt2pr3b5g5DwAAAH+jOA/40c9zpN0++92NuoDCPAAgMBISLJ02yOyb+K2tvDxm+AAAgND311/mNU9jlrRHBfnOnN+zV9q7j2trAAAA+A/FecCPvhpnJmwdO0gdO1CcBwAEzrnnmN8zu3dLc+c5FAwAAEAl+mub2W7SmPwbFdO4sRQfb/atXu1MLAAAAAhNFOcBP1m12tbyFWbfhedzYwAAEFjt21lFZviMG8/sHgAAEPpY1h7+FhFhqX07s2/5Cq6tAQAA4D8U5wE/+eprM1lLrCsN6O9QMACAsHKez+z5hYuk9Ru4iQgAAEJXaqqt9HSzj2Xt4Q+dO5lt34kYAAAAQEVQnAf8YM8eWzNnmX3nnWspKoqZ8wCAwBs8SKpZ0+z78iuK8wAAIHRt2my2Y2Kk+vUdCQUhpnMn817O2rVSdjbX1gAAAPAPivOAH3w9wVZeXkE7NlYaMdy5eAAA4SU21ioye/6HH6W9+7iJCAAAQtOmTWa7WVMpMpIH5FFxHTtIVqFfpewcad2fzsUDAACA0EJxHqigjAxbE781+4aeISUkcFMAAFB5zh0pxUQXtHNzpfETKM4DAIDQtHGTeZ3TvLlDgSDkVKtmqYXP79Oy5c7EAgAAgNBDcR6ooCnTpEOHzL6LLqQwDwCoXLVqWRoyxOyb+K2UmUmBHgAAhB7fZe2bNyMPh/906mi2l6/gmhoAAAD+QXEeqIC8PFtfjjMTtD6nSE2acFMAAFD5Rl1gfv+kp0tTv3coGAAAgACxbVsbfZa1b97MkVAQojp3Nq+rV6zM/70DAAAAKoriPFABc36Vduww+5g1DwBwSvNmlnqfZPZ9/oWt3FxuJAIAgNCxb1/RFexY1h7+1Nln5nxqqrR9uzOxAAAAILRQnAcq4PMvzWJHmzZS927OxAIAgCSNHmU+JLZ9hzRrtkPBAAAABIDvkvZV4qTkeo6EghDVoIFUu5bZt3yFM7EAAAAgtFCcB8ppxUq7SGI2epQly2LmPADAOT1OkNq1Nfs+/tRmGU4AABAyfJe0b9ZMioggF4f/WJalTp3MvuUruZ4GAABAxVGcB8rJd9Z8UqI0aIAzsQAAcJRlWbrsEvPm9IYN0rzfHAoIAADAzzZtMvNx9ptHIHTuZF5TL1/uUCAAAAAIKRTngXLYsdPWz7+YfRecbykqiif1AQDOO7Wv1LSJ2ffRJ8z0AQAAoWHDRrPdrBm5OPyvs8/M+U2bpfSDXFMDAACgYijOA+Xw1ThbHk9Bu0oV6exhzsUDAEBhERGWLv2bz0yfFdLSZdxMBAAAwS031y5SnG/dyplYENratJZios2+lSudiQUAAAChg+I8UEYHD9r6borZd/YwqXp1ntQHALjH6adJ9eqZfR/8l+I8AAAIblu3StnZZh/FeQRCTIyldu3MvmXLuZ4GAABAxVCcB8ro2++kI0cK2hER0oXnU5gHALhLVJSliy8yv59+/4PZ8wAAILitW2+2k5KkmjXJyREYXTqb7eUrnIkDAAAAoYPiPFAGubm2xn1tFjUG9Jfq1+dGAADAfc4eJtWpY/a9+z7FeQAAELz+/NO8lmnT2qFAEBa6dDbv96xaLWVncz0NAACA8qM4D5TB9B+lPXvNvosupDAPAHCn2FhLl19ifk8tWiwtWswNRQAAEJzW/Wm2WdIegdSpk9nOzi76OwgAAACUBcV5oJQ8HluffGYWM7p0ljp2oDgPAHCv4cOkpESz7933bdk2BXoAABBcbNvWnz7L2rdpTU6OwKlR3VKL5mbfsuXOxAIAAIDQQHEeKKVf50qbt5h9l/6NmwAAAHeLjbV0+aXm99XSZdIfCx0KCAAAoJx27pIOHTL7WrOsPQLMd9/5Zct5yBUAAADlR3EeKAXbtvXRJ2by1aK5dHJvhwICAKAMhp0lJdcz+954y5bHw41FAAAQPP70WU48oYZUL8mZWBA+fPedX75crEIFAACAcqM4D5TCkqXSqtVm3yUXW7IsZs4DANwvOtrSlZeb31lr10kzZjkUEAAAQDmsWWsWRFu3Fnk5Aq6zz77zaenS1q3OxAIAAIDgR3EeKIWPPzVvACTXkwYPcigYAADKYegQqWkTs++tt21lZzPrBwAABAffh+bbtXUmDoSX5GQpsa7Zx77zAAAAKC+K88Bx/PmnrfkLzL6LL7IUFcXT+QCA4BEVZemG68zvrp27pPETnYkHAACgLPLybK1eY/Z17EBejsCzLIt95wEAAOA3FOeB4/j4MzPhqpmQv3cvAADBps8pUtcuZt+HH9lKP8jNRQAA4G5btkgZGWZfh/bOxILw47vvPDPnAQAAUF4U54Fj2L7d1qyfzL4LzrcUF8fT+QCA4GNZlm683vwOO3hQ+vC/FOcBAIC7+S5pX6+eVKcOuTkqh+/M+e07pL37uIYGAABA2VGcB47hk89teTwF7SpVpPPOdS4eAAAqqmMHSwMHmH3jxkubNnNzEQAAuNfK1ea1SscODgWCsNSihRQfb/YtZ/Y8AAAAyoHiPFCCXSm2pkw1+0acLdWozpP5AIDgdv01lqKjC9p5edLL/7Fl2xToAQCAO61aZbY7tCc3R+WJjLTUqaPZt3wF184AAAAoO4rzQAk+/tRWbm5BOyZaungUyT8AIPg1bGhp9EVm38JF0k+znYkHAADgWDIybG3abPax3zwqG/vOAwAAwB8ozgPF2L3b1uQpZt+Is6W6dSnOAwBCw+WXWEpKNPvGvmYrM5MZQAAAwF3WrJWx5VxkpNS2jXPxIDz57jv/55/5D44AAAAAZUFxHijGx5/ayskpaEdHS38bTWEeABA6qlSxdNON5nfb7t3SB//lBiMAAHCXlT5L2rdqKcXGkqOjcrVvl/9gyFF5HmnVaufiAQAAQHCiOA/42LPH1qTJZt/wYVJSEok/ACC0DBogndDd7PvsC2n9Bgr0AADAPVatNq9NOnRwKBCEtSpVLLXxWbGBpe0BAABQVhTnAR8ffWLOmo+Kki79G4V5AEDosSxLt99qKSqqoC8vT3r2eVt5eRToAQCA8zweW8t9CqAd2pOjwxm+S9svX8E1MwAAAMqG4jxQyI6dtr79zuwbdqZUj1nzAIAQ1aK5pUsuNvtWrZYmfuNMPAAAAIVt3iwdSDP7unVxJBRAXTqb94dWrJRycynQAwAAoPQozgOFvPu+rdzcgnZMtHT5ZRTmAQCh7fJLLTVqZPa98batlN3caAQAAM5avNRsJ9eT6tcnT4czunQy20eOSBs2OhMLAAAAghPFeeB/Nm609cN0s+/cc5g1DwAIfbGxlu69y/y+O3JEeuY5W7ZNgR4AADhnyVLzWqRbN2fiACSpVq2iD7Wy7zwAAADKguI88D9vv2urcP2hShXp0ksozAMAwsMJ3S0NP8vsW/C7NH6iI+EAAADItm0t8Zk5370beTqc5bvv/LLlPMwKAACA0qM4D0hasdLWL7+afaNHSbVqkvQDAMLHjTdYSqxr9r32hq2tW7nhCAAAKt+WrVJqqtnXraszsQBH+e47v2y5WG0KAAAApUZxHmHPtm299Y6ZRCXUkEaPojAPAAgvNapbevB+8/svK0v611O2cnO54QgAACrXkiVmOylRalDfkVAAL9+Z8/v2STt3ORMLAAAAgg/FeYS9PxZKixabfZddaqlqVYrzAIDwc2JPS+efa/atXi19/Kkz8QAAgPD1x0Kf/ea7SpZFrg5nNW4k1axp9rHvPAAAAEqL4jzCmsdj6423zGQ/KVE6d6RDAQEA4AI3XGepSWOz7/0Pba1Zy+x5AABQOfLybP2xyOw7sSeFeTjPsiz2nQcAAEC5UZxHWPv+B2ntOrPv71dYio0l4QcAhK+4OEtjHrQUWehKMS9PevRxWxkZ3HgEAACBt2atdOiQ2dezhzOxAL6K23ceAAAAKI0opwNA5duxY4fWrVunvXv3KiMjQ4mJiWrVqpW6d+/udGheubm5Wrt2rTZt2qTU1FTl5OQoPj5eiYmJatKkiZo3b66oqIr9+mZk2HrjbbPA0KSxdObQCr0tAABB7+DBgzqQuly9eqbo17lpkhIkK1Fbt3bWM89X1yMPObekbGZmpv78809t3rxZ6enpys7OVtWqVVWrVi21bdtWjRs3ZrlbAECl8s2x69atq+TkZHXp0qXCeau/VEaO7W+//2G2mzWTEhP5joc7dO5ktjdvltLSbCUklO539ODBg1q+fLl2796ttLQ0JSQkKCkpSZ07d1b16tX9HzAAAABcw12ZFwJq5syZ+uyzz7R8efGP89asWVODBw/WNddco5q+m2dVkq1bt+qTTz7Rjz/+qMOHD5d4XGxsrLp27arzzjtPAwYMKNfP+uhTW/v2FbQ9uRO08c/n1Levedz48ePVoEGDcv0MAACCydq1a/Xee+9p7ty5ysnJKeaIGP0wrbfqJ1+l669tW6mxLV++XJ9//rl+/vnnEmLLl5iYqBEjRmjUqFFKSEjwawzr16/XlVdeqdzcXKN/zJgxGj58uF9/FgDA/Y6XY9eoUUOnnXaarr322rDIsX2NHz9ezz77bLH9pcmxf//DfJi+V0+/hAX4Rds2UmyslJVV0Ld8hdS3z7HPO971dkxMjE4++WRdddVVatOmjZ+jNj322GOaMmWKX94rOTlZEydOLNWxR44c0dq1a7V69Wrvn23btsm2C8Y819cAACCUUZwPAxkZGXrqqac0ffr0Yx534MABff3115o1a5Yefvhh9e7du5IizH+K/7333tOHH36ovLy84x6flZWlBQsWqEaNGuW6cbBjp60vviho23aKLPu1Mr8PAACh4r///a/eeuutIoVnU7Zsz8/64L15yjh0re6887KAx5Wbm6uXX35ZX3/9tXHDriR79uzRu+++qwkTJuihhx7SySef7Jc48vLy9MQTTxznvw8AIByUNsdOT0/X+PHj9dNPP4V8ju0rJSVFr776arnPz8iwtWKl2cd+83CTqChLHTvYWrS4oG/pMlt9+5T8e1qa6+3s7GzNnj1bc+fO1bXXXqvLLgv89bY/xMbGHveYZ599VkuXLtXmzZtL9bkEAAAQqijOh7i8vDyNGTNGc+fONfpr1aqlNm3aqFq1atq2bZvWrVvnveG9f/9+3XvvvfrPf/6jbt26BTzGzMxMPfjgg0VitCxLLVq0UL169VStWjUdOXJEO3bs8MtF/Guv28ou9ICynfusPHklzyIAACCUffDBB3rjjTeMvtjYWHXo0EF16tTRho17tWnjKknZ/3s1R19++apqJEhXXxW4G4a2bevhhx/WzJkzi7zWtGlTNWvWTLGxsTpw4IDWrFmj9PR07+tHr2eeffZZvxToP/30U61evbrC7wMACG7k2KXzzDPPHHOm/vEsWiIVDikqSurWteJxAf7UtYt8ivMlH3u86+29e/dq9erVyvrfVPycnBy9+uqrsixLl156aSDC96uBAwce95gffvhBhw4dqoRoAAAA3I3ifIh77bXXjIQ8KipKt912m8455xxFR0dLyk/Q9+7dqzFjxmjx4vysIjs7W/fdd58++eQT1a1bN2Dx2bathx56yIgxNjZWl156qUaOHKmkpKQi52RmZmrBggWaPn26999QFvMX2Prp54K2J2+qPHnzJEnx8fHKyMgo+z8EAIAgNWfOHL355ptG3znnnKPrr7/eWIL3hZf2ady4N2TnTfL2vfP2a+rQvqVOOeWUgMT2zTffFCnMd+/eXXfffbdatmxp9Ofm5mratGl6+eWXvTf9cnJy9Nhjj+mrr75StWrVyh3H1q1b9c4773jbXC8AQPgqTY4tSZs2bdKTTz7pXfI+lHNsX1OnTvX+/PJ+Z/7+u7laTudOUpUqzJyHu3TpbEkq+F1du07KzLQVF2f+rpb2ejs1NVWvv/66vv32W2/fq6++qpYtW/ptNajCbr31Vl199dVlPm/NmjV68MEHvW3LsnT22WeXO47ExEQdOXKEwj0AAAgbFOdD2Pbt2/VF4bXbJT355JPq169fkWNbtWqlDz74QJdeeqn35kFaWpreffdd3XfffQGL8euvv9Yvv/zibdetW1djx45V8+bNSzwnLi5O/fr1U79+/cq8tGxWlq0XXy5InGx7v+zcf3vbN954o55//vkyvScAAMEqLy9PY8eONZaLHz16tG6//fYix952S22t3/CAliyOl5139PrC1r8eH6vvJp2kyMhIv8f34YcfGu3u3btr7NixiooqegkbFRWl4cOHq2XLlrruuuuUnZ0/yz81NVXjx4/X5ZdfXq4YbNvWk08+6Z3FNGjQIKWmpnofaAQAhI+y5NjNmzfX2LFjdcstt4R0ju1r//79eumll7zt8uTYtm1r/gKzr9eJFObhPh07SJERUp4nv52XJ61aLZ3QveCYslxv16pVSw8++KDi4+P1+eefS8ofD//5z3/Uq1cvv19v16xZ03g4oLQ++ugjo92jRw81bNiwVOfWrl1b7dq1U/v27b1/6tSpoxtuuIHrawAAEDYinA4AgfPuu+8aifWwYcOKvWlwVFxcnB5++GHjSflvv/1W27dvD0h8u3bt0muvFezzHhsbe9ybBr6Kuzl/LB9/amv7joK2J+cF2Xb+EridOnXSeeedV6b3AwAgmE2dOlVbtmzxtps2baobb7yx2GOjoiw9+rClWrVvkKwm3v7U/Zv0n7HT/B7b+vXrtXPnTqPvzjvvPO53f/v27TVixAijb86cOeWO4+uvv9aSJUskSdWqVdOdd95Z7vcCAAS38uTYDz30UEjn2L6ef/557zYz5c2xt2yVtvn8J+p1YoXCAgIiPt5S69Zmn+/S9mW53j7qxhtvVNOmTb3tTZs26fvvv69wvP6QmZmp6dOnG32lnTX/+eefa8qUKXrxxRd1zTXXqG/fvqpTp04gwgQAAHA1ivMhKjMzs8gysJdddvw9YZs0aWLcXMjLywtYAvDBBx8Yy9tdccUVZbppUFZ/bbP18acFbU/eT7I9syTl34B44IEHFBHBkAAAhI8pU6YY7dGjRysmJqbE45OSLP3fQ7GKiBpl9I8bN1UbN9olnFU+O3bsMNr16tVTa9+7nyXwLZT89ddf5YrBt8hx8803B3QpYgCAe5FjH9+sWbO8/40qkmPP+dVsJ9aV2pTuEgCodF27mO2ly8xr4rJeb0tSTEyMRo0yr7d938cps2bNMpafr169ugYMGFCqc7mOBgAAyEclMkTNnz9fmZmZ3nbnzp3VrFmzUp07fPhwo/3TTz/5MbJ8hw8f1g8//OBtV6lSRRdddJHff85Rtm3rhZds5eQcbafLk/OC9/XLLrusyN61AACEsrS0NC1dutTbjo6O1hlnnHHc807qZemaq4eq8O5IebmLdc8DaUpL81+B/siRI0a7uD1yS1KvXj2jffDgwXLF8PTTT3uLHN26ddPIkSPL9T4AgOBHjn1s6enpxvL1Fcmxf51rXk/06ZO/pzXgRl26mL+bK1dKubn5v8Plvd6WpKFDhxorWSxevFhpaWl+iLhivv32W6M9ZMgQxcbGOhQNAABAcKI4H6J+++03o33CCSeU+txu3boZ+1itW7dO+/bt81tskvTjjz8aT/QPHDhQVatW9evPKGzyFOmPhQVtT85/JOX/m5o0aaK///3vAfvZAAC40YIFC5SXl+dtt2vXrtTfxVdeXlU1a7Ut1JOnnTsW6KFHbO/NyIryXeLy6J7vpXF0v/mjatSoUeaf/91333mvp2JiYnT//fdTGACAMEaOfWwvv/yy999UkRw79YCtFSvNvj6n8P0L9+rSyWwfyZTWr8//e0Wut6tWraq2bQuut/Py8rRgwYIKx1sR27Zt8273dJTvdlIAAAA4PorzIWrDhg1Gu1OnTiUcWVSVKlWKPOG+adMmv8R11MKFC432iScGbgO53bttjX2toFDgyftNtid/OTDLsnT//fcfd0kxAABCTUWuFSzL0umndTb6bM8mLVosvTzWlm1XvEDfvn174/t5y5YtxozFY1mzZk2R9yqLffv26T//+Y+3feWVV5Z6diQAIDSRY5fst99+8y65XdEce948qfBlRJU46YRufggSCJBatSw1aWz2LV2e/78V+dyQ8lfoKMzfnxtlNWnSJOM6v23btmrTpo2DEQEAAASnqOMfgmC0efNmo92oUaMynd+oUSOtW7fO2960aZN69uzpj9AkSatWrTLaRxOOzMxMzZ49W9OnT9emTZu0d+9eRUdHq2bNmmrTpo169eql008/vdRPGtu2redetHX48NF2hjw5z3hfHzFiRJlmPAAAECp8b+6V9VqhaVOf4+3895v4jdSooTR6VDEnlUHVqlV15pln6ptvvpGUP3N+0qRJuvDCC495Xl5enr766iujb9iwYWX62c8995zS09MlSS1atCjVnsIAgNBGjl28jIwMPf300952RXPsOT5L2vfqJcXGMnMe7ta1i7T1r4L20mW2LrrQqvD1tu/xThbn8/Lyiux7f/bZZzsUDQAAQHCjOB+C0tLSvDeUj0pOTi7Te/ju1frXX3+VcGTZHTx4UNu2bfO2o6Oj1bBhQy1atEiPP/64duzYYRyflZWlQ4cOadu2bZo5c6Zef/11/eMf/yjV/nnfT5fmFVp90JP7mqQUSfnL5d58881++TcBABBsCn8XSxW/VrDtgvd79XVbyfWkAf0rdjP9xhtv1IIFC7Rz505J0iuvvKKmTZuqV69exR6fm5urZ555xih+9OzZUwMHDiz1z5wxY4Z3L+Cjs/+io6PL/48AAAQ9cuySvfrqq9q1a5ekiufYWVm2Fvxu9vVlSXsEgS5dLE2aXPBgybLl+ZNF/H297c/PjbL67bfftGfPHm87NjZWQ4YMcSweAACAYEZxPgQdOnTIaMfFxalKlSpleo9atWod8z0rwndvvbp162rWrFkaM2aMPB7Pcc9PS0vTSy+9pNWrV2vMmDGKiir+13jfPlv/HluQHNmeJbLzJnjbd911l6pXr17OfwUAAMHN97vd97v/eIocbxe8n21Ljz1hKzFR6tih/DfVExIS9Oqrr+r+++/XunXrlJWVpdtvv10DBw7UoEGD1LRpU8XGxiotLU3Lly/XxIkTtWXLFu/5HTp00JNPPlnqveLT0tL0/PPPe9vnn3++unTpUu74AQChgRy7eEuWLNH48eO97Yrm2PMXSIV3sImIkHr3LvfbAZWmi7n6vA4ckLZu9f/1tj8/N8pq0qRJRnvgwIHcUwMAACgnivMhKCMjw2jHxsaW+T18z/F9z4rwTSaOHDmiRx991HvTIDk5WRdccIG6du2qhIQEpaena+nSpRo3bpx35pwkTZs2TbVr19att95a5GfYtq0XXrZ18ODRdpbycp6WlF+s79u3rwYNGuS3fxMAAMHmyJEjRrus1wu+x8fGZSivUDs7W7rvQVtvviY1bFD+An2DBg303nvv6bvvvtM333yjNWvWaMaMGZoxY0aJ5yQkJOjiiy/WpZdeWuoCgyS99NJLSk1NlSQlJibqhhtuKHfcAIDQQY5dVFZWlp588knv/tP+yLFnzDKXtO/aRapVk5nzcL8G9aW6daW9ewv6li33//W2Pz83yiI1NVVz5swx+ljSHgAAoPwinA4A/ud78R8TE1Pm9/BNAHzfsyIOHq2Y/8+BAweUlZUlSRo8eLA+//xzXXrppercubOaNGmiTp066ZJLLtHnn3+uwYMHG+d++umnWrJkSZGfMe0H6edfCtqe3Hcke6skKT4+Xvfee6/f/j0AAAQj35t7Zb1e8L1W8OQd0dk+W7sfOCDdc5+t9HTzZntZ5eXlyePxKDo6+riz4OvVq6dbbrlFF198cZkK83PnztW0adO87Xvuuafc++8CAEILOXZRb731lrZu9V+OnZlpa+5cs2/QQArzCA6WZamrz+z5pcttv19v+/NzoyymTJmi3Nxcb7tRo0Y64YQTHIkFAAAgFFCcDwOlXcq1oueU1tEn63116NBBjz76qOLi4op9PTY2Vo8++qg6dOhg9L///vtG+69ttl58ufBy9qtl533ubd9www1KSkoqb/gAAISksn73F3f8XXdY6nWi2bf1L+nBh2xlZ5evQL906VKNHj1azz77rJYtW3bc5XlTUlL0+OOP65xzztE333xTqp9x+PBhPfPMM972wIED1a9fv3LFCwAIfeGWY/tavXq1Pv/cvzn2b/OlIz5L2vc/tUJvCVSqLl3MMb50WdFj/HG97YTJkycb7eHDh7smNgAAgGBEcT4E+e59d/SJ+bLwPaes++kdS0nvdcsttxx3hltUVFSRJfbmz5+v/fv3S5Jycmw98pitow8T23au8nKelP630G6nTp10/vnnV+wfAABACIiPjzfaZb1eKO5aISrK0r8esdSyhXnskqXSk8/Y8njKVqD//fffdeuttxpL7iYmJurGG2/Uf//7X/3444+aM2eOJk+erJdffllnnXWWIiMjJeUvv/nUU0/pqaeeKrFocdQrr7yilJQUSVK1atV01113lSlOAEBoC+cc21dubq4ef/xx5eX5N8ee+ZP5Xd29m1S7NsU/BA/ffed37pTi4ir22RHIz43SWrFihTZu3OhtR0ZGatiwYcc4AwAAAMdDcT4EVfRme3Hn+L5nRRSXTCQnJ6t79+6lOr9bt25q2LCh0bd48WJJ0lvv2Fq7rqDfzvtQsjdIyr/p8MADDygigl97AAAqWmgo6VqhalVLzz5tqU4d8/gfZ0ivvGYft1B+VGpqqh5++GHj5/Tt21eff/65Lr/8crVp00bVqlVTVFSU6tSpo969e+vhhx/Wm2++qYSEBO8533zzjT766KMSf87ChQs1ceJEb/vmm29W3bp1SxUjACA8hHOO7euDDz7Qhg3+zbGPHLE1d57ZN3AAhXkElxbNperVzb6ICP8+DOvPz43S+vbbb4127969lZiYWOlxAAAAhBKqlCGoWrVqRjszM7PM+1KlpqYe8z0rorpvtqL8p+3LomPHjkZ78+bN+nWurc++KOizPRvkyfuvt33ZZZepZcuWZQsWAIAQ5fvdfuDAgTKdf6xrhXpJlp59ylIVn1V0vxwnffq5SuWzzz4zfkbTpk31xBNPHHcf+E6dOunxxx83+t59991iZwBmZmYaM+u7deumkSNHli5AAEDYCNcc29eGDRv04Ycfetv+yrHnzZcyfZe0Z3cZBJnISEsn+DwPY9vmdas/r7crw5EjR/Tjjz8afSNGjKjUGAAAAELRsdc3Q1BKSEhQjRo1lJ6e7u3btWuXmjdvXur32LVrl9Fu3Lix3+JLTk5WTEyMsrOzvX1lnaHme/z2HWn6aoLPTDzPh5Kd4z1+6NCh2rFjR5nj3b17t9FOSEg4bmEAAAC3a9SokXfmmyRj6fjSON61Qts2lh5/TLr3AVv/W/lWkvT6m7Zq15LOHHrsGXEzZ8402pdddpliY2NLFduJJ56obt26acmSJZLyZx1Nnz5dF110kXHc1KlTtW3bNklSRESErrjiilL9dyh8DSNJaWlpxjVGXFycateuXapYAQDuF445dlpaWpFjPvjgA+Xk+D/H/mF6dUkFOfYJ3aVaNZk5j+DTs4el2T8X3JvKzmksqWBJeH9fbwfajBkzlJGR4W3Xrl1bffr0qdQYAAAAQhHF+RDVtGlTLV++3Nvetm1bmW4cbN++3Wg3a9bMX6EpMjJSTZo00fr167190dHRZXoP3+Pnzs3SIZ+JC82bZevoj9i7d2+RG/Kldf311xvt22+/XaNHjy7XewEA4BbNmjXT7Nmzve2jRerSKs21wkm9LD14n/SvJ80H6J5+1lZCgnTKycXfeD9y5EiReE488cQyxXfiiSd6i/OStHLlyiLHFF4q1OPx6I477ijTzzhq7NixGjt2rLfdr18/Pfvss+V6LwCAO4Vbju37IJpkfm/6M8eOibtNUsF7DRpIYR7BqWcPs52d09RoB+J6O5AmTZpktM8880xFRXErGQAAoKJY1j5E+S4tt2LFilKfe+TIESOpl6QWLVr4Ja6jWrVqZbQPHTpUpvN9j09LTzDagwdKDRqULzYAAMJBRa4VJGnZsmVGu6RrhSFnWLr5RvMme55HeugRWytWFr///MGDB4v01fHdxP44fI8vbgYgAAClFW45dkJCQglH+l9ubsHfIyOlfn0r7UcDftWooVSvXkHbijDHeaCutwNh69atWrp0qdHHkvYAAAD+QXE+RPXu3dtoL1q0qNTnLlmyRHmF1p9t06ZNmW+IH88pp5xitDdu3FjCkcXzPd6yEr1/b9ZUuu8enrQHAOBYevXqpcjISG97zZo1Onz4cKnOPXz4sNauXettR0ZGqlevXiUeP3qUpb/5LDqTlZW/5P3mLUUL9MXtnVvWvX0LL8EpSVWqVCnT+QAAFBZuOXZiYmIJRwbWyb2lmixpjyBlWZZ6nFCoHdFLsirnetvffGfNd+3aVU2bNi3haAAAAJQFaxGFqN69eys2Nta77Nzy5cu1efPmUi2BNXnyZKM9YMAAv8fXp08fY0+81atXKy0trVRP56enp2vVqlVGnxXRTZJUpYr0xGOW4uOtci8n63vTZfz48WrANHwAQIipWbOmunTposWLF0uScnJy9MMPP+jcc8897rnff/+9cgtNc+vevftxv8Ovv9bSvv22vv+hoC89XbrzHltvvCIlJRXciK9SpYqqVq1q3Lxct26devTwWSv0GNasWWO0iyuCjB49ulxb1dxwww3e/26SNGbMGA0fPrzM7wMACB7hlmN369atyHH+zrG377B10d/Mh/TOHEJhHsGtZw9LU6bm/15bVk1FRnZRXm7lXG/7S15enqZOnWr0nX322ZXyswEAAMIBM+dDVFxcnAYNGmT0ffTRR8c9b+vWrcb+s5GRkTrjjDP8Hl/VqlU1cOBAbzs7O1vjxo0r1bnjxo0z9rqTkiUrf2mvB++z1LQpyTwAAKVx1llnGe3PP/+82D1mC8vOztYXX3xxzPcpTkSEpQfutdT7JLN/927prnttpR80b86fcMIJRnvixInH/RlH7du3T3PmzDH6iisyAABQWuGUYycnJxdZxj8Qpn1vfvfXqJE/cx4IZj3NS1jZOtNoB/J621/mzp2rvXv3etvx8fEaPHhwpf18AACAUEdxPoRdffXViooqWBxh8uTJ+vnnn0s8PisrS//617+Uk5Pj7RsxYoQaNWp03J/Vu3dv48/ChQuPe851112n6Ohob/vDDz/U8uXLj3nO8uXL9f777xt9EVGXy7Is/f0KaeAACvMAAJTWWWedZSxPuWXLFr3++uvHPOe1117Tli1bvO3mzZtryJAhx/1ZN9xwg/r2PVlzZp+i3MxTlJfzjve1TZul+x6wlZVVcJP+tNNOM87/8ccfi8zgKU52drYeeeQRY1n7+Ph4nXTSScc4CwCA46vMHPukk05S27Zt1bZtW5100kmVmmNfccUVsqzA5tYej61pP5h9pw2SYmLI6RHcate21LLQ1vBW5JlKSGjibQf6ervwvbm333677P8AFV3S/vTTT2eLKAAAAD+iOB/CGjZsqIsuusjoe/DBB/XVV18ZNwckacOGDbriiiu0bNkyb19CQoKuuuqqgMXXoEEDXXrppd52dna2brvtNn399dfG0l2SlJubqwkTJujWW28zY7c6yIocpgH9pL9fQRIPAEBZREZG6pZbbjFuwH/22Wd6+umnlZaWZhx74MABPfXUU/r888+9fZZl6dZbbzX2ri8t31U5l6+Q/u8xW7m5+QX6008/Xa1bt/a+btu2HnvsMb344ovGTJ7CFi5cqKuvvlq///670X/ppZeqRo0aZY4RAIDCypJjb9q0STfffLNRHHdjjn3bbWaO3aFDh0rZqmX5CmnnTrNvKEvaI0T0OrHg75YVqWoJzlxvl8e+ffv066+/Gn0jRozwy3tnZGRox44dxf7xXU0gLS2txGN9P88AAACCDXvOh7gbb7xRGzdu1Lx58yTlJ+AvvPCC3nvvPbVt21ZVq1bV9u3btXbtWtl2wWy16OhoPfPMM6pbt25A47v22mu1detWzZgxQ1L+hfpzzz2nN954Qx07dlSNGjWUnp6ulStX6uDBgz5nJyoy5km1aR2tfz5gKSKCRB4AgLLq27evrrvuOr3xxhvevokTJ2rq1Knq2LGj6tSpo71792rVqlU+28rkX2ecfPLJ5fq5Q063NPtXqXCdfc6v0vMv2rrvHikiIkJPPvmkrr32WqWmpkrKL9B/+eWXGjdunFq1aqUGDRooNjZW6enpWrdunfbt21fk55xyyim6/PLLyxUjAAC+QjnHTkxM1NNPP23Mvg+UqdPMJe2bNpHatwv4jwUqRd8+lj77ouB3PGV3H/3tb9fqk0/e9PZVxvV2eUydOlV5eXnedsuWLdWxY0e/vPfMmTP1+OOPl+rYsWPHauzYscW+Nn78eDVo0MAvMQEAADiB4nyIi4yM1BNPPKEnn3xSP/74o7c/NTVVv/32W7Hn1KpVSw8//HCl7M1qWZb+7//+TzVq1NCECRO8/QcPHiwxvvwTOygy5iklJSbq6SctValCYR4AgPK68sorZVmW3n77be9MlKysLC1atKjY46OionTttdfqsssuK/fPrFZNeuFZSzfdYuvQ4YL+76ZIderYuuYqS40bN9brr7+uRx99VKtXr/Ye4/F4tG7dOq1bt67E97csSyNHjtTtt99uLEEMAEBFhGqO3aFDBz3zzDNKTEwMeIxZWdLMn8y+oUOsgC+lD1SWTh2lhBpSWnpBX/2GV+qGGyIq9Xq7PHyXtD/77LMr9ecDAACEA5a1DwPx8fF6/PHH9eSTT6pTp04lHlezZk2df/75+vTTTyv1qdyYmBjdd999Gjt2rHr16nXspbqsFoqIHqPImDdVrVqinn/WUr0kEngAACrqiiuu0Lvvvqt+/fqVOGMuOjpa/fr103vvveeX2egtW1h65ilLMT4/7sOPpK/H5882atasmd5++209/PDD6ty583Fv3MfGxmrIkCF6++23df/99ysuLq7CcQIAUFhpc+waNWrovPPOc3WO3bJlSz300EN6++23K6UwL0kL/pAyMgraliUNOb1SfjRQKSIjLZ3iM+R/mWM7cr1dFkuXLjX2uo+OjtbQoUMrNQYAAIBwYNmF11nzg6PLjsK9duzYoTVr1mjv3r3KzMxUnTp11KpVK51wwgnKyMiQn38lyiw1NVUrVqzQvn37dODAAa1ZG6+f59SSFdFZlpUkSYqKkl58ztIJ3SnMwzmWZalmzZqS8veGc3rsAMGAcRMc0tPTtXz5cu3Zs0dpaWlKSEhQYmKiOnfuHJC923/+xdaY/7Pl8RT0WZb0yMOWBg80v+sPHTqk1atXa8eOHTp06JCys7MVHx+vGjVqqEWLFmrZsmVIzpRn7ABllHVIcTMeUXR0jCQpJydbmYMfkWKrORtXKdWqVcuv70eeHli+OXbt2rVVv359denSpdxLxPvzc983x46Pj1ft2rXVpUsXJSUllft9y+vOezxa8HtB+8Se0kvPM3cEFeem66XZP9v658MFPz8yUvpuoqXq1fOvbSv7ehs4FjeNHSBYMG6AcgjiPN3fOXro3bnEcTVo0MDYm6nwF0lG4cfXHVKrVi2deuqpkqRJ39ma84GtiEIP+luW9M8HKMwDABAoNWrUUJ8+fSrt5/U71dJdd0jPvVCQzNq29PiTtmomSD1OKPjOr1atmk488cRKiw0AgOPxzbHdpnCO7bQ9e2z9sdDsO3MIuT1Cz4k9pehoKScnv52XJ81fIJ02OL9d2dfbAAAAcA8eTYZrfTfF1rMvFH3i7K47LJ0+mOQdAIBQMvJsS1f/w/x+z8mRHhhja92fPIEOAEAo+H66jJVy4uOlfu54bgDwq/h4Sz1OMPt+nsM1LQAAACjOw6UmfWfr6Wdt+a4Gc+P1ls4ZQWEeAIBQdMVl0rnnmH0ZGdLd99ravp2bmQAABDPbtjXte/P7fOAAKS6OHB+hqW8f83f717lSRgbXtAAAAOGO4jxc55tJtp55vmiycvml0t9Gk7QDABCqLMvS7bdYGtDP7N+fKt1xj629+7iZCQBAsFqzVtq8xexjSXuEsv79pMhCd16zsqQ5vzoXDwAAANyB4jxcZeI3trHf7FGXXSpdcxVJOwAAoS4y0tJD/7TUvZvZv2OHdOfdttLTKdADABCMpk4zv8Pr15e6dHYoGKAS1Kpp6cQTzb4fZ3AtCwAAEO4ozsMVbNvWp5/bev6loknKFZdJ115lybIozgMAEA5iYy099bilVi3N/o2bpLvvs1kOFACAIJOdbevHmWbf0DOkiAjyfIS20webv+Pzf5cOHOBaFgAAIJxRnIfjPB5br7xm67U3iiYnf79CuvofFOYBAAg31apZeuFZS40amv2rVksPjLGVlcVNTQAAgsW836T0dLNvKEvaIwyc2leKjS1o5+VJM2aWfDwAAABCH8V5OCo729ajj9v64quir/3jSktX/T2CwjwAAGGqTh1LL79gKbGu2b9wkfTIv2zl5lKgBwAgGEz93vzO7tpFatiAXB+hLz7eUt9TzL5vJtmyba5jAQAAwhXFeTjm8GFb99xvF/vE8I3XW/rHlSTqAACEu+RkSy+9YKlmgtn/yxzp6edseTzc2AQAwM1SD9ia95vZdyaz5hFGhg8zf983bpJWrHQoGAAAADiO4jwcsXefrZtutbVwkdkfGSk99KClv40mUQcAAPmaNbX0wnOWqlY1+6d9L/3nFWYeAQDgZtN/zF/K+6iYGGngAKeiASpfjxOkBg3Mvonfcv0KAAAQrijOo9Jt3Gjrhptsrd9g9leJk5572tKQMyjMAwAAU9s2lp550lJMjNk/brz03gfc3AQAwK2m+Sxp3+9UqWpV8n6Ej4gISyPPNn/nZ82S0tO5hgUAAAhHFOdRqWb/Yuu6G23t3GX216oljf23pV4nkqADAIDidetq6YnHLEVGmv3vfyh99Ak3NwEAcJsNG22t+9PsY0l7hKOzhkpRUQXt7Bxp6vfOxQMAAADnUJxHpfB4bL33ga1/PmTrSKb5WsMG0huvWGrXlgQdAAAc28m9LT38T0uWz2XDm2/b+uQzCvQAALiJ76z5unWlnj0cCgZwUK1alvqfavaNG28rN5frVwAAgHBDcR4Bl5Fha8z/2cUuOdu+vfTGq5YaNqQwDwAASmfwIEv33FX02uH1N2199gU3OAEAcIPcXFs/TDf7zjhdiowk/0d4Omek+bu/c6c0a7ZDwQAAAMAxFOcRUBs22rr6Ols//1L0tTOHSK+8bKlWLRJzAABQNiOGW7rtlqLXEK++buuLryjQAwDgtN8XSvv2m30saY9w1q2r1L6d2ffJp7Zsm2tXAACAcEJxHgFh27a+m2zrmuttbf3LfC0yQrr1JksP3m8pNpbEHAAAlM+F51u69aai1xJjX6VADwCA06ZNM7+L27WVmjfjHgDCl2VZuvRv5hhYv0Gav8ChgAAAAOAIivPwu/SDth55zNbTz9nKzjZfq15dev5ZS6MutGT5bhYLAABQRqMutHTzjcUX6N/7gJlIAAA4ITXV1myfFfSYNQ9Ip/aVmjQ2+z7+lOtVAACAcEJxHn61cJGtK/9ha8asoq+1bSO986alE3uSkAMAAP8ZPcrSjdcXvb547wNbr7xOgR4AgMo2ZZqUm1vQjomWThvsXDyAW0REWPrbxeZ165Kl0oLfuV4FAAAIFxTn4RdZWbbGvubRbXfa2r2n6OsXnCe9/oqlhg0ozAMAAP/72+jiC/RffCk9+7ytvDxueAIAUBk8HlvfTjK/dwcOlBISuB8ASNKQ06WkRLPv9TdteTxcrwIAAIQDivOosDVr8/eW/+LLoq9Vry498Zil22+NUEwMiTgAAAicv422dNcdlnx3zpk0WXr0cVvZ2dzwBAAg0BYukrbvMPtGns39AOCo6GhL/7jSHBN/rpem/+hQQAAAAKhUFOdRbllZtt5826PrbrC1cVPR13v2kP77nqX+/UjCAQBA5Th3pKWHHrQU6XOVO3OWdMfdttLSKNADABBI33xrfte2aC517uRQMIBLDR0iNWtm9r39rq2sLK5VAQAAQh3FeZTLylW2rrrW1kefSHke87WYaOnWmy29+JylxEQK8wAAoHKdcbqlxx+zFB1t9i9dJl1/s61t27jpCQBAIOzdZ+uXX82+kWdbsnyXtQHCXFSUpeuvNcfFrhTpi68cCggAAACVhuI8yuTgQVsv/8ejG262tXlL0ddbt5LeedPSqAssRUSQfAMAAGec2tfSs09ZqlLF7P/rL+n6m2wtX0GBHgAAf5s8RcrLK2jHxUlDznAuHsDN+pwsde1i9n34ka1dKVynAgAAhDKK8ygV27Y19Xtbf7vc1rjxksdntnxUlHT1Pyy9/YalFi0oygMAAOed2NPSa/+xVLeu2X8gTbrtDlvTfuDGJwAA/pKTY2vCN+Z36+BBUrVq3CMAimNZlm65yVLhhSWysqSxr3KNCgAAEMoozuO41m+wddOttp54ylZqatHX27SR3n3L0pWXW4qKIukGAADu0bq1pbdes9SqpdmfnSM9/qStF172KCeHG6AAAFTUrJ+kvXvNvnNHcI8AOJZ2bS2NGG72zf5ZmvUT16cAAAChiuI8SrR3r62nn/Xo71fbWra86OsxMdK1V+ff8G7JbHkAAOBSSUmWXhtr6aReRV+bMFG66VZbu3ZxAxQAgPKybVtfjjO/S7t0ltq1414BcDzXXm2pRg2z74WXbO3fz/UpAABAKKI4jyKOHLH13ge2Rl9q67spkl1MLtC3j/Txh5Yuv5TZ8gAAwP3i4y0986Sl884p+tqq1dKVV9n64UdugAIAUB7Llktr1pp9F13IvQKgNBISLN1+izleDqRJz71oyy7uphwAAACCGsV5eGVl2Ro33qPRl+YX5zMzix5Tv770zJOWnn4iQg3qk2gDAIDgERVl6c7bI/TPByzFxJivHTosPfa4rUf+5VF6OjdBAQAoC99Z8/WT8x/qB1A6p58m9e9n9v0yR5r4rTPxAAAAIHAozkPZ2bY+/zJTZw4/oJf+bWvfvqLHVImTrvq7pY8/sNTnFIryAAAgeJ05xNKbr1lq2KDoaz/OkC65wtb0GcxUAgCgNLZssfXzL2bfBedbiozk3gFQWpZl6e47LNWsafb/5xVbq9dwTQoAABBKKM6HsSNHbH093tboSzz61xOHlbLbU+SYiAjp7OHSZ59Y+vsVlmJjSa4BAEDwa93K0rtvWRpyRtHXUlOlR/9l6+77bG3dys1QAACO5aNPbWM7vPh4afhZzsUDBKtatSzdd7d53y0nRxrzf7bS0rgmBQAACBUU58PQvn223nrHo/NG2XrpP7ZSdhd/XK8TpfffsXTf3RGqW4eiPAAACC3Vqll66MEIPfqwpWrVir4+f4F02ZW2XnzZo9QD3BAFAMDX9h22pk83+84/T6palXsIQHmc2tfS30abfSkp0v3/tJWZyfUoAABAKIhyOgBUDtu2tXKV9O0kW9Nn5D95W5ITuucvYd+1C8l0IKxevdrpEOAnlmWpRo0akqT09HSWPwZKgXHjP+3bt3c6hJAxeJClzp2kF/9ta86v5mt5Hmn8ROn76bYuv1S64DyxkhAAAP/z4Ue28gotwhcXJ426oHK/J8mxcZS/cw2nrrevvdrSqtW2liwt6Fu+In8G/dNPSFFRXIsCAAAEM4rzIS4tzdb3P0iTJtvatPnYx/Y4IUpXXu5R926VEVn46tOnj9MhAABCwP79+50OIaQkJVl66nHp51/yi/T79pmvHz4svf6mrc+/lM4/VzrvHKlGDW6MAgDC14aNtqZOM/vOGSHVqlm534/k2AgUp663o6IsPfKwdM11tvbsLej/bb705NO2xjwoRURwHQoAABCsKM6HoMOH82d9zfzJ1oLfjz1LXpL6nCxdfVUNndgzSmlpacxiBAAAYcmyLPXvJ/XsIX38qa0vvpSyfa6jUlOld96z9fGn0vCzbI260FKD+twcBQCEn9feMPearxInXXwR34mAP9StY+mF56SbbrV18GBB/w8/SlFRtu67R4qMZLwBAAAEI4rzIeLwYVu/zs0vyM9fcPyCfHS0NPQM6aJRlpo3i1DNmtGVEygAAIDLVa1q6bprLI0cYeutt2398GPRYzIzpXHjpa8n2Op1oq0Rwy31OYVlRgEA4WHe/Px7D4X97WJLderwPQj4S4vmlp57Wrr9LluZmQX9U6ZJ2Tm2xjzAtScAAEAwojgfpHJzba1ZK/2xUPpjoa0VK6Xc3OOf17CBNHyYpWFnSrVrcwEPAABQkuR6lh4eY+nCC2y9+batPxYWPca2pfkLpPkLbNVMkAb0t3XaYEtdOrPcKAAgNGVk2Hr+RXPFvTp1pNGjHAoICGGdOlp6/FHp/n/axn2/H2dIOTm2/m+MFBPDNScAAEAwoTgfJA4ftrVqtbRipbRiZX4x/vDh0p0bEy317y+dPcxSt67cKAYAACiL9u0svfyCpXV/2vrsC1szZ0p5nqLHHUiTJn4rTfzWVt260qABtvqckl+oj47m+gsAEBrefNtWSorZd+3VlqpU4bsOCITeJ1l64jFpzP/ZxkqZs3+W7rzH1lOPS9WrM/4AAACCBcV5l/F4bO1KkTZulDZslDZutLVho7Rlq1SWreCjoqReJ0qDBlrqe4pUrRoX6QAAABXRprWl/xtj6bqrbX05ztaUqdKhEh6W3LtX+nKc9OU4W1WqSD172Dq5t6UTe0j12aMeABCk5s6z9fUEs++E7tJZQ52JBwgXfU6x9OxT+TPos7IK+pcslW68xdbzz0r1krjGBAAACAYU5x1g27b275d27pJ27cr/3x07bG3cJG3cJB05Ur73jYqSevWUBv6vIM9TswAAAP6XnGzp1pstXXu1rVk/Sd9Myl/VqCRHjki/zJF+mZP/pGW9era6d5O6dbXUvZvUoL5kWVy3AQDcbdcuW/960pw1EBsr3Xe3xfcYUAlO7Gnp+Wekex+wjXuHmzZL191o68l/SR3aMxYBAADcjuJ8ABRXfN+1y/a2d6VI2dn++Vktmks9e0g9Tshfsr5qVS7CAQAAKkNcnKUzh0pnDrW0fbutGbOkGTPzVz06lpQUadr30rTv8wscSYlSp0622rez1KG91LZN/nsDAOAWBw/auu+ftg4eNPuvv9ZSw4Z8ZwGVpXs3S6/+R7rnPlv79hf0790r3XyrrbvulIadyZgEAABwM4rzpWTb+U+lZmRIqQektDTpwNH/Tcu/IN4VgOJ7YdHRUpvWUqeOUocOlrp2kerW4YI72Pz6669OhwA/sSxLNWrUkCSlp6fLLsveE0CYYtwgVDVsaOnyS6XLL7W0cZOtWT/ZmvebtGbt8c/dvUeaOUuaOSt/PERGSC1b2mrfTmrd2lKrllKrllLNmoH9NwAAUJyDB23dc7+tDRvM/gH9pQvOcyamwsixcVS45BptWlt641Xprnttbf2roD87R3rqGVt//mnr5hstRUVxzxAAAMCNwro4v2ixre+n20pPlzyegj/Z2flF+Iz/FeMzMqTMzLLt+V5R1atLLVvk/2nRwlLLFlLrVlJsLBfWwa59+/ZOhwA/sSxLNf9XKTlw4EDIJv6APzFuEA5aNLfUormlq/4u7d9va/7v0rzfbC1cKKWlH//8PI+07s/8P1L+GLEsW00ap6pNmyg1beLxFuzr1WNJfABA4OzebeveB2yt9ynMN24sPXCvO5azJ8fGUeGUa9Svb+n1V6SHHrG1aLH52rjx0rLltsY8kH9PEQAAAO4StsX5jRtt3XmPrdxc52KIipKS60nJyVL9ZKlxY0stmucX5OvW5UYrAABAsKtd29KZQ6Qzh1jyeGxt3iwtXiotWWpryVIpNbV072Pb0patHm3Zai7PVK2a1KqlrWZN82fvN2ooNWwoNWzAQ50AgPKzbVvTf5Re/LetQ4fM1+rUll541mJbPcBhCQmWXnxOeu0NW1+OM19b96d01XW2Lv2brb+NtlSlCuMVAADALcK2OL9uvQJemI+Ozp/NVD/5aBHeyv/7/4rxdepIERFcHAMAAISDiAhLLVpILVpI559rybZtbd0qLV8hrVxta/VqaeOm/JWcSuvQIWnJ0vw/R2fZH5WUaKthQ6lBA6luHaluXUt16+Rfg9atI9WuLZY7BQAYcnNt/TpP+uhju9itWerUkV5+wVKD+nx/AG4QFWXp1psttW5t67nnbWXnFLyWkyO9/6E0abKtKy+ThpwhivQAAAAuELbF+e7d8peOP3iw7OdallSjev6+nwkJ+f9bs6aUXM/yFt7rJ+ff8KT4DgAAgOJYlqWmTaWmTaXhw/KvGY8csbV2nbRqtbR2Xf7+vlv/KlvB/qjde/L/LF5ytMcs3luWVLOmrRrV86+Lq1Ur+FO9Wv7M+5gYKSZGiv3f/x79ExFZ6I0Kva3v6rEeW/Lk5cefd3QbqWLaeYW2mMrLM7ecysuzC/5e6Pyjbft//21at7Z0xmncdAaAstq719byFdJvC2zNmyftL2FVlwYNpJeet9SwAZ+zgNucOSR/S8x/PWFr02bztb17pedfsvXG29KQ02317WOpaxcpJoaxDAAA4ISwLc7XS7L07lvSnF/z95S3LCkiQoqMzJ/xHh8vVakixVfJ/7v3T5X8m5eRkVzAAgAAwL+qVLHUravUrask5V9vZmXZ2rTZ0o4dVbR2XZ5WrsrU+vXSocMV+1m2nb+sfslL6wfbPq22li2XHnqQ63QA8JWdbWvfPmn7DmnbNumv7bb+2iqt/VPat+/45582WLrzdks1qvMZC7hVm9aW3nlTevcDW59/UfThzkOHpK8nSF9PsBUTLTVubKtRo/wJSPHx+Q9gZudI2dn5f7KypKxMKTMr/++ZWVJUpDSgv6WLL2I7TgAAgPIK2+K8JDWob2nUBU5HAQAAAJQsNtZS+3aWTu4dJ0k6cCBHHo9HKSnS+g3Sho3S9u22tm2Xtm+X9u13OGAHLVzkdAQAUDG5ubZee8PWvPmSJy9VERGS5MmfUBB59LGt/AkG3rqYZfZ7/9e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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True)\n", "\n", "az.plot_posterior(trunc_linear_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[0])\n", "ax[0].set(title=\"Linear regression\\n(truncated data)\", xlabel=\"slope\")\n", "\n", "az.plot_posterior(cens_linear_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[1])\n", "ax[1].set(title=\"Linear regression\\n(censored data)\", xlabel=\"slope\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To appreciate the extent of the problem (for this dataset) we can visualise the posterior predictive fits alongside the data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "def pp_plot(x, y, fit, ax):\n", " # plot data\n", " ax.plot(x, y, \"k.\")\n", " # plot posterior predicted... samples from posterior\n", " xi = xr.DataArray(np.array([np.min(x), np.max(x)]), dims=[\"obs_id\"])\n", " post = az.extract(fit)\n", " y_ppc = xi * post[\"slope\"] + post[\"intercept\"]\n", " ax.plot(xi, y_ppc, c=\"steelblue\", alpha=0.01, rasterized=True)\n", " # plot true\n", " ax.plot(xi, slope * xi + intercept, \"k\", lw=3, label=\"True\")\n", " # plot bounds\n", " ax.axhline(bounds[0], c=\"r\", ls=\"--\")\n", " ax.axhline(bounds[1], c=\"r\", ls=\"--\")\n", " ax.legend()\n", " ax.set(xlabel=\"x\", ylabel=\"y\")\n", "\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True, sharey=True)\n", "\n", "pp_plot(xt, yt, trunc_linear_fit, ax[0])\n", "ax[0].set(title=\"Truncated data\")\n", "\n", "pp_plot(xc, yc, cens_linear_fit, ax[1])\n", "ax[1].set(title=\"Censored data\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By looking at these plots we can intuitively predict what factors will influence the extent of the underestimation bias. Firstly, if the truncation or censoring bounds are very broad such that they only affect a few data points, then the underestimation bias would be smaller. Secondly, if the measurement error `σ` is low, we might expect the underestimation bias to decrease. In the limit of zero measurement noise then it should be possible to fully recover the true slope for truncated data but there will always be some bias in the censored case. Regardless, it would be prudent to use truncated or censored regression models unless the measurement error is near zero, or the bounds are so broad as to be practically irrelevant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementing truncated and censored regression models\n", "Now we have seen the problem of conducting regression on truncated or censored data, in terms of underestimating the regression slopes. This is what truncated or censored regression models were designed to solve. The general approach taken by both truncated and censored regression is to encode our prior knowledge of the truncation or censoring steps in the data generating process. This is done by modifying the likelihood function in various ways." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Truncated regression model\n", "Truncated regression models are quite simple to implement. The normal likelihood is centered on the regression slope as normal, but now we just specify a normal distribution which is truncated at the bounds." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [] }, "outputs": [], "source": [ "def truncated_regression(x, y, bounds):\n", " with pm.Model() as model:\n", " slope = pm.Normal(\"slope\", mu=0, sigma=1)\n", " intercept = pm.Normal(\"intercept\", mu=0, sigma=1)\n", " σ = pm.HalfNormal(\"σ\", sigma=1)\n", " normal_dist = pm.Normal.dist(mu=slope * x + intercept, sigma=σ)\n", " pm.Truncated(\"obs\", normal_dist, lower=bounds[0], upper=bounds[1], observed=y)\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Truncated regression solves the bias problem by updating the likelihood to reflect our knowledge about the process generating the observations. Namely, we have zero chance of observing any data outside of the truncation bounds, and so the likelihood should reflect this. We can visualise this in the plot below, where compared to a normal distribution, the probability density of a truncated normal is zero outside of the truncation bounds $(y<-1)$ in this case." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "y = np.linspace(-4, 4, 1000)\n", "ax.fill_between(y, norm.pdf(y, loc=0, scale=1), 0, alpha=0.2, ec=\"b\", fc=\"b\", label=\"Normal\")\n", "ax.fill_between(\n", " y,\n", " truncnorm.pdf(y, -1, float(\"inf\"), loc=0, scale=1),\n", " 0,\n", " alpha=0.2,\n", " ec=\"r\",\n", " fc=\"r\",\n", " label=\"Truncated Normal\",\n", ")\n", "ax.set(xlabel=\"$y$\", ylabel=\"probability\")\n", "ax.axvline(-1, c=\"k\", ls=\"--\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Censored regression model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [], "source": [ "def censored_regression(x, y, bounds):\n", " with pm.Model() as model:\n", " slope = pm.Normal(\"slope\", mu=0, sigma=1)\n", " intercept = pm.Normal(\"intercept\", mu=0, sigma=1)\n", " σ = pm.HalfNormal(\"σ\", sigma=1)\n", " y_latent = pm.Normal.dist(mu=slope * x + intercept, sigma=σ)\n", " obs = pm.Censored(\"obs\", y_latent, lower=bounds[0], upper=bounds[1], observed=y)\n", "\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to the new {class}`pm.Censored` distribution it is really straightforward to write models with censored data. The only thing to remember is that the latent variable being censored must be called with the `.dist` method, as in `pm.Normal.dist` in the model above.\n", "\n", "Behind the scenes, `pm.Censored` adjusts the likelihood function to take into account that:\n", "- the probability at the lower bound is equal to the cumulative distribution function from $-\\infty$ to the lower bound, \n", "- the probability at the upper bound is equal to the the cumulative distribution function from the upper bound to $\\infty$.\n", "\n", "This is demonstrated visually in the plot below. Technically the _probability density_ at the bound is infinite because the bin width exactly at the bound is zero." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 3))\n", "\n", "with pm.Model() as m:\n", " pm.Normal(\"y\", 0, 2)\n", "\n", "with pm.Model() as m_censored:\n", " pm.Censored(\"y\", pm.Normal.dist(0, 2), lower=-1.0, upper=None)\n", "\n", "logp_fn = m.compile_logp()\n", "logp_censored_fn = m_censored.compile_logp()\n", "\n", "xi = np.hstack((np.linspace(-6, -1.01), [-1.0], np.linspace(-0.99, 6)))\n", "\n", "ax.plot(xi, [np.exp(logp_fn({\"y\": x})) for x in xi], label=\"uncensored\")\n", "ax.plot(xi, [np.exp(logp_censored_fn({\"y\": x})) for x in xi], label=\"censored\", lw=8, alpha=0.6)\n", "ax.axvline(-1, c=\"k\", ls=\"--\")\n", "ax.legend()\n", "ax.set(xlabel=\"$y$\", ylabel=\"probability density\", ylim=(-0.02, 0.4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the truncated and censored regressions\n", "Now we can conduct our parameter estimation with the truncated regression model on the truncated data..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:01<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" ] } ], "source": [ "truncated_model = truncated_regression(xt, yt, bounds)\n", "\n", "with truncated_model:\n", " truncated_fit = pm.sample()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and with the censored regression model on the censored data." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n" ] } ], "source": [ "censored_model = censored_regression(xc, yc, bounds)\n", "\n", "with censored_model:\n", " censored_fit = pm.sample(init=\"adapt_diag\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same as before and visualise our posterior estimates on the slope." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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DB4358byCggIdOnRImzdv1muvvaYuXbpoypQp6ty5c5XXY+zBeWx4+J8NGzZow4YNRrlevXq66qqrPHJt1j6Bz8r4cQdrH+8gTz+HWAkMzFXwJuYpVIY8HVYhT/c/5OmMP9VBnl5z1j+WPda+oKDAVA4PD3fp/Asfx3HmzBnTHUFWKz3p3XTTTQoKCrKkrbNnz2rZsmUaOHCgUlNTLWkD1Vf6vRrViefyrieV/Z1x9pE0khQcHGx6LE3pa8G/lJSU6B//+IfpztiBAwc6/T5QZzH+BK4tW7botttu05IlS6qsy9gDyfMbHqtXr9bBgwdVUFBgWnDPmDFD/fr108SJE3XixAlPdb9GOnXqlB577DHTsZEjR7r0O1wZ1j6Bzer4cRVrH+8hT3cOseIfmKvgLcxT8ATydLiKPN3/kKcz/lQHeXrNWv9Y9pfzpX/xwsLCXDq/dP38/HyXr+GOs2fPmu4Ekdy7I61Vq1a69tpr1aNHD7Vv315RUVEKCQlRZmamfv75Z61YsUIrV67U2bNnJUlHjx7VPffcow8//JC71GzI0/Fc3sRU+ljt2rVdbiMvL6/C68N/vPTSS6Y7yqKiojRp0iSnz2f8CUyRkZHq1auXrr76anXo0EGxsbGqU6eOcnJy9Ntvv+nbb7/Vhx9+aIwDxcXFmjp1qiIjIyu9o5GxB5JvNjw2bNigl156SQkJCZa0E+ieeOIJ07vm2rZtq7vuustj12ftE9isjh9XsfbxHvJ0YiWQMFfBW5inUBHydFiJPN3/kKcz/lQHeXrNWv9Ytjlf+g760u+uqErpX3pv3ZG/bt06HTt2zCgnJSW5HAjz58/XlVdeWe5k2aRJEzVp0kS9e/fWiBEjdP/99+vIkSOSpJMnT+qhhx7SokWLqvdNwOO8Ec+ebKOwsNClc2Efq1ev1ksvvWSUg4KC9M9//lNRUVFOnc/4E5juu+8+/eEPfyh30R0VFaXu3bure/fuuvPOO/Xggw8ajz8qKSnR5MmTlZSUpIYNG5Z7bcYesOHhf9566y3TBzW1a9fWv/71L49ukLH2CVzeiB9XsPbxLvJ0YiWQMFfBG5inUBHydFiJPN3/kKeXbYPxx3nk6TVv/WPZY+1LB82Fjz5wxunTpyu9nlU88R6Xq666yqm72BISErRgwQLVq1fPOLZlyxatWbPG5TZhLW/EsyfbuPDxMfAfP/74oyZOnCiHw2EcGz9+vHr16uX0NRh/AlO3bt2cmgejo6P12muvKT4+3jiWl5en119/vcJzGHvgqQ2PVatW6eGHH1bPnj0VFxenunXrqnbt2saCe+bMmVq0aJGaNm1qnHd+0Q3nrVy5Us8++6zp2PTp03XZZZd5tB3WPoHJW/HjLNY+3keeTqwEEuYqWI15CpUhT4eVyNP9C3l6+W0w/jiHPL1mrn8s25wv/b4LV++oL13fG+9VyMnJ0ddff22U69atq379+lnaZtu2bXXPPfeYji1fvtzSNuE6T8dzee+DKX2s9GTpShuuvm8Gvvfrr79qzJgxpjsKb7vtNo0fP96yNhl/AlPdunX1+OOPm46tWLGiwvqMPWDDw3+kpKTo73//u0pKSoxjEydOdOtnVhXWPoHHm/HjDNY+vkGe7hxixT8wV8FKzFPwJPJ0uIo83X+Qp1fcBuNP1cjTa+76x2ub8/n5+S6df2H90NBQr9yRv3z5ctPgcd111ykiIsLydgcPHmyaKFNSUixvE64p/aFTdeK5vOtJZX9nzr+bxRklJSU6depUhdeCve3fv1933nmncnJyjGN//vOfNXXqVMvbZvwJTImJiWrfvr1RPnLkiOmdRRdi7KnZ2PDwH6mpqRo3bpwpMb7zzjvL/L/0FNY+gcXb8VMV1j6+Q57uvJoeK/6AuQpWYZ6CFcjT4SzydP9Bnm7G+OMa8vT/qonrH8s252NjY03ljIwMp891OBym+qWvZZVPP/3UVPbW3SmNGjVSixYtjPLRo0ddflwIrFWdeJak9PR049+hoaFq1KiRR9s4duyY8W4g6dx7O+AfMjIyNGLECNOjqq6++mo9//zzCg62bIg2MP4ErsTERFP58OHD5dZj7KnZ2PDwD7t27dLdd9+tgoIC49gtt9xi6aMGWfsEDl/ET2VY+/gWebrzanqs+APmKliBeQpWIk+HM8jT/QN5elmMP84jTzeriesfy/6vtmvXzlQ+dOiQ0+ceP37c9D++bdu2HutXRfbu3autW7ca5WbNmqlHjx6Wt3te6YEwKyvLa22janFxcaZ3pLgSzw6HwzTxtWzZUrVq1SpTrzq/M0eOHDGVvfE7g+rLzMzUyJEjTT/rpKQkzZs3r9wYsQrjT2Aq/XM9efJkufUYe2o2Njzsb//+/Ro1apRpbO7Xr5+mT59uabusfQKDr+KnIqx9fI883TU1OVb8AXMVPI15ClYjT4czyNPtjzy9fIw/ziFPL19NW/9YtjkfExNjek/Jzp07nT53x44dprI3folLT3o33XSTU+9k8ZQLH/chySuPB4TzgoOD1bp1a6O8f/9+px8bs2fPHtPdjhXFc+mJz5Xfme3bt5vKTHz2l5eXp7vuukt79uwxjnXq1EmvvvqqaZHlDYw/gcnZnytjT83Fhof9lXfncs+ePfXCCy9Yfucyax//58v4KQ9rH3sgT3dNTY4Vf8BcBU9inoI3kKejKuTp9keeXjHGn6qRp1espq1/LP1pd+3a1fj3iRMntH//fqfO27x5s6l8+eWXe7RfpZWUlOizzz4zHfPWHWnn27/wMUa1atVS/fr1vdY+nHNhPJ89e1apqalOnbdlyxZTuaJ4rl+/vi6++GKjvHPnThUWFnq0DdhDYWGhRo8ebVqwtG/fXm+88YZXHlN1IcafwHXgwAFTOSoqqtx6jD01Fxse9paZmakRI0aY7lzu1q2b5syZ47U7l1n7+C87xM+FWPvYC3m68+3X9FjxB8xV8ATmKXgLeTqqQp5ub3bIs1j7+C87xM+FWP/4lqWb89dee62pvHLlSqfOW7VqlfHvsLAwXXnllR7tV2kpKSmmR2507dpVrVq1srTNC23evFk5OTlG+dJLL/Va23Ceu/Fcul7p61T0teLiYn399ddVXr+oqEhr1qwxyk2bNlV8fLxTfYP3FRcX6/7779emTZuMYy1bttSCBQsqTMqsxPgTmE6dOqWNGzca5dDQUNPCujTGnpqHDQ97O3/n8t69e41jCQkJevnll7165zJrH/9kl/g5j7WP/ZCnO4dY8Q/MVagu5il4C3k6qkKebm92ybNY+/gnu8TPeax/fM/SzflevXqZ7vhYsmRJle8pSUlJ0e+//26Ue/bsqfDwcMv6KEmffPKJqezNSU+SXn75ZVP5qquu8mr7cE63bt1MA9Py5ctNA0Z50tLStH79eqPcqVMn07t7Suvbt6+p/P7771fZr88//9zUj379+lV5DnyjpKREDz/8sGmh0qRJEy1cuFCxsbE+6RPjT2B66623lJeXZ5T/8Ic/mB5hWxpjT83Dhod9FRYWasyYMaY7ly+55BKf3LnM2sf/2Cl+JNY+dkWe7hxixT8wV6E6mKfgTeTpqAp5un3ZKc9i7eN/7BQ/Eusfu7B0cz46Olq33nqrUd6/f79ee+21CusXFRXpqaeeMspBQUEaO3ZshfUPHjyoDh06GP/16tXL5T7m5eVp9erVRrlu3bq6/vrrXb6OdO4dLBkZGS6dM2fOHK1bt84oh4WF6bbbbnOrfbjG1fipVauW7rrrLqOcm5urZ599tsL6JSUlevzxx1VSUmIcGzduXKVtxMfH65prrjHKGzduLPM4owtlZmZq5syZRrlOnToaNWpUpW3AM9wZf6ZNm6bly5cb5UaNGmnhwoVq3rx5tfvD+OM/XI2dX3/91aXrr1u3TvPmzTMdGzFiRKXnMPbUPGx42NOZM2f0wAMPmP6ipnXr1lq4cKEaNGhQ7euz9glsdosfibWPXZGnV41Y8R3mKriLeQrVQZ4OOyBPtye75VmsffyL3eJHYv1jF5ZuzkvS6NGjddFFFxnluXPnauHChabBQDr3C3zXXXdp9+7dxrE///nPlj/64osvvjC9S6VPnz5u361y5MgR9e7dW1OnTtWmTZvkcDgqrLt//3498MADeumll0zH7777bp/dnYKqDR06VE2bNjXKH3/8sZ577jmdPn3aVC8vL08TJ05USkqKcaxLly7q3bt3lW1MmDBBoaGhRvmxxx7TsmXLytQ7cOCAhg8frhMnThjH7rjjDsXExLj0PcE7Zs6cqcWLFxvlBg0aaMGCBWrbtq1Hrs/4E7huv/123XPPPfryyy9VVFRUYb2cnBzNmTNHo0ePNv31W7du3XTddddV2Q5jj39gwyNwORwOTZ48Wd9++61xLC4uTm+++aaio6N91i/WPv7BjvHD2sfeyNPLR6z4J+YquIN5CtVBno4LkacHLjvmWRJrH39hx/hh/WMfQY7K/u94yLfffquxY8eaEv3WrVurR48eioyMVFpamr755hsVFhYaX2/fvr0WL15caQJ+8OBB0/sv4uLinHr/xYWGDh1qeq/Cm2++qeTkZJeucd7OnTs1cOBAoxwZGan4+Hi1bt1a9evXV3BwsE6ePKnt27fr559/LvPBx/XXX69Zs2YpKCjIrfYD0aFDh9SnT59yv3b27FlTOSQkpNx6b775prp161bmuLvxs337dg0dOtT0YVFMTIx69uypRo0aKT09XV9//bXpMS6NGzfWRx99pCZNmlR5fUn64IMPNG3aNNOxjh07KikpSXXq1NGePXu0du1anTlzxvh6t27dtGDBAtMjKms6O8VPhw4dTOWgoCAFB7t+f9SOHTvKPc7441l2ip2kpCTl5uZKOpecdejQQe3bt1dkZKTq1Kmj3Nxc7d69W5s3bzaNS5LUpk0bLVq0SJGRkRVe/0KMPdbr1auXDh06JMm9dYsn1j5LlizRP/7xD6M8YMAA/etf/3LpGuft3LlTt956qwYNGqQBAwaoa9e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" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True)\n", "\n", "az.plot_posterior(truncated_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[0])\n", "ax[0].set(title=\"Truncated regression\\n(truncated data)\", xlabel=\"slope\")\n", "\n", "az.plot_posterior(censored_fit, var_names=[\"slope\"], ref_val=slope, ax=ax[1])\n", "ax[1].set(title=\"Censored regression\\n(censored data)\", xlabel=\"slope\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are _much_ better estimates. Interestingly, we can see that the estimate for censored regression is more precise than for truncated data. This will not necessarily always be the case, but the intuition here is that the `x` and `y` data is entirely discarded with truncation, but only the `y` data becomes partially unknown in censoring.\n", "\n", "We could speculate then, that if an experimenter had the choice of truncating or censoring data, it might be better to opt for censoring over truncation.\n", "\n", "Correspondingly, we can confirm the models are good through visual inspection of the posterior predictive plots." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 511, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5), sharex=True, sharey=True)\n", "\n", "pp_plot(xt, yt, truncated_fit, ax[0])\n", "ax[0].set(title=\"Truncated data\")\n", "\n", "pp_plot(xc, yc, censored_fit, ax[1])\n", "ax[1].set(title=\"Censored data\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This brings an end to our guide on truncated and censored data and truncated and censored regression models in PyMC. While the extent of the regression slope estimation bias will vary with a number of factors discussed above, hopefully these examples have convinced you of the importance of encoding your knowledge of the data generating process into regression analyses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further topics\n", "It is also possible to treat the bounds as unknown latent parameters. If these are not known exactly and it is possible to fomulate a prior over these bounds, then it would be possible to infer what the bounds are. This could be argued as overkill however - depending on your data analysis context it may be entirely sufficient to extract 'good enough' point estimates of the bounds in order to get reasonable regression estimates.\n", "\n", "The censored regression model presented above takes one particular approach, and there are others. For example, it did not attempt to infer posterior beliefs over the true latent `y` values of the censored data. It is possible to build censored regression models which do impute these censored `y` values, but we did not address that here as the topic of [imputation](https://en.wikipedia.org/wiki/Imputation_(statistics)) deserves its own focused treatment. The PyMC {ref}`censored_data` example also covers this topic, with a particular {ref}`example model to impute censored data `." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further reading\n", "When looking into this topic, I found that most of the material out there focuses on maximum likelihood estimation approaches, with focus on mathematical derivation rather than practical implementation. One good concise mathematical 80 page booklet by {cite:t}`breen1996regression` covers truncated and censored as well as other missing data scenarios. That said, a few pages are given over to this topic in Bayesian Data Analysis by {cite:t}`gelman2013bayesian`, and {cite:t}`gelman2020regression`." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Authored by [Benjamin T. Vincent](https://github.com/drbenvincent) in May 2021\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) in January 2022\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) in September 2022\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) in February 2023 to run on PyMC v5\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) in February 2023 to use `az.extract`, ([pymc-examples#522](https://github.com/pymc-devs/pymc-examples/pull/522))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sun Feb 05 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.10.9\n", "IPython version : 8.9.0\n", "\n", "pytensor: 2.8.11\n", "aeppl : not installed\n", "\n", "numpy : 1.24.1\n", "arviz : 0.14.0\n", "matplotlib: 3.6.3\n", "pymc : 5.0.1\n", "xarray : 2023.1.0\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,aeppl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "pymc_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" }, "vscode": { "interpreter": { "hash": "087adf61916f8b9a562e3919cc7201fe0599d07c87f54bc57443476208d67f09" } } }, "nbformat": 4, "nbformat_minor": 4 }