{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "6754aea2-1ada-4a29-8515-a28986e2114c", "metadata": {}, "outputs": [], "source": [ "from multicorner import mcorner\n", "import corner as corner\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "67becb1b-98bb-45fb-942e-26fca88ff95d", "metadata": {}, "source": [ "## A Short Test\n", "\n", "Let's start by generating a multivariate distribution with random covariances. We'll assume these two distributions are widely spaced with few points in-between them" ] }, { "cell_type": "code", "execution_count": 2, "id": "98f4cef8-b36c-438a-8261-d6c58f164984", "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "\n", "# Generate random covariance matrices with sigmas ~ 1\n", "def random_covariance():\n", " A = np.random.rand(3, 3)\n", " cov = np.dot(A, A.T) # Ensure it's positive semi-definite\n", " return cov " ] }, { "cell_type": "code", "execution_count": 3, "id": "1add7aed-9244-483a-9638-b2edd822de64", "metadata": {}, "outputs": [], "source": [ "mean1 = np.array([0,5,10]) # Random center\n", "cov1 = random_covariance()\n", "\n", "shift = 100\n", "mean2 = mean1 + shift\n", "cov2 = random_covariance()\n", "\n", "# Generate data\n", "data1 = np.random.multivariate_normal(mean1, cov1, 5000)\n", "data2 = np.random.multivariate_normal(mean2, cov2, 1000)\n", "data = np.vstack((data1, data2))" ] }, { "cell_type": "markdown", "id": "7a235686-04dc-4cee-8244-ba862b6581a6", "metadata": { "tags": [] }, "source": [ "## Approach 1: Using Corner\n", "\n", "Using Corner.py in this case produces a corner plot, but without much detail. The individual distributions cannot be seen due to their separation. " ] }, { "cell_type": "code", "execution_count": 4, "id": "86c7eb7e-9e24-4179-a15f-272c8b6bfbdc", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Too few points to create valid contours\n", "WARNING:root:Too few points to create valid contours\n", "WARNING:root:Too few points to create valid contours\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = corner.corner(data,labels=['x','y','z'])\n", "fig.savefig(\"cornerplot.png\")" ] }, { "cell_type": "markdown", "id": "0ab42e70-838c-4692-94b2-263c068c8871", "metadata": {}, "source": [ "## Approach 1: Using MultiCorner\n", "\n", "Instead if we use MultiCorner, the distributions are automatically separated and stored in a grid. The resulting array has 3 main components.\n", "\n", "### 1. The lower triangle\n", "\n", "Much like a traditional corner plot, the lower triangle gives us information about each distribution as a grid of subplots. These are equivalent to a corner-plot for each of the individual 'modes' that make up the dataset. \n", "\n", "### 2. The Diagonal\n", "\n", "The diagonal shows histograms of each individual 'mode' in the dataset - Just like a traditional corner-plot\n", "\n", "\n", "### 3. The upper triangle\n", "\n", "The upper triangle shows the relative positions of each 'mode' in the dataset. It shows the large-scale distribution of data, while the diagonal and lower triangle show the small scale details. \n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "a470cb1c-b947-4495-a624-73343d00583d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = mcorner(data,labels=['x','y','z'],confidence_ellipse=True,nsigma=3)" ] }, { "cell_type": "markdown", "id": "62dd1d79-73ab-4020-a15a-2ab6da80eee6", "metadata": {}, "source": [ "we can also draw percentile bounds by simply raising a flag when we call multivariate_corner" ] }, { "cell_type": "code", "execution_count": 6, "id": "d28978c8-b23e-4a65-8d43-0590fe8be8ee", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = mcorner(data,labels=['x','y','z'],percentiles=True)" ] }, { "cell_type": "markdown", "id": "061ecdc7-c865-4353-a8f8-0c0a099824e9", "metadata": {}, "source": [ "By default, thesea are at the 16th and 84th percentiels. However we can also pass custom bounds to plot whichever we like. Below is an example near the 2 sigma bounds (approximately 3rd and 97th percentiles)." ] }, { "cell_type": "code", "execution_count": 7, "id": "4ef8af9f-0429-450b-86ff-1d301872cd6f", "metadata": {}, "outputs": [ { "data": { "image/png": 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+drR97cybNy/nn39+Ojo68vd///eZPHly/vEf/zEjRozI1772tbz0pS+tdYkAMCBcAwHoL8LMMlu6tAgy58wpQs1Ozc1WHwcYZNasWZMvfvGLufbaa1NfX58kee1rX5urr746K1euzPvf//5cc801fb62ra0tbW1tGx+3trZWpWYA6A+ugQD0J2HmUNDSkhx8cK2rgGGv9yQPzUn8WYFOt99+e8aOHZsTTjghjY2NufjiizNy5Mjsuuuu2XXXXbNs2bLNvvaCCy7IeeedV8VqAaD/uAYC0J9MlAawk5qTNCY5Lckru91akiyqYV0MLk888UQeeuih/OQnP8l73/venHvuuWlqatr4/KhRo7Ju3bo+X3vOOedkxYoVG2+LFy+uVtkAsNNcAwHoT8JMgJ00PUWvzLu63eYkWZ1k6RZex/AyceLEzJw5M/X19Zk1a1Z+85vf9Bgq197evnHoXW8NDQ1pamrqcQOAsnANBKA/CTMB+sH0JAd3u7VseXeGoUMOOSTz589PpVLJPffckwMOOCDt7e155plnsnjx4kyaNKnWJQLAgHANBKA/mTMTAKqgubk5s2fPzmtf+9rU1dXl29/+dh577LEcf/zxqaury8UXX1zrEgFgQLgGAtCfhJlVMGrUqHzwgx/ceJ8u2mb4cuxrR9vXzhlnnJEzzjhj4+MXvvCFue2222pYEQBUh2sgAP3Fb7FV0NDQkK9+9au1LmNQ0jbD12A89ovSc47L3quTDxWDse0BAABgWwgzAVIEmS0pFu3prjHFauUAAABA7Qkzq6BSqWTp0qK/V3Nzc+rq6mpc0eChbYavwXbsl6YIMuek5+I9zSkW9xlKBlvbAwAAwLYSZlbB6tWrs/vuuydJnn322YwbN67GFQ0e2mb4GqzHviXFauRD2WBtewAAANiaEbUuAAAAAABgWwgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASsECQAADaH63+0NxZXQAAACoJmEmwABoTtKY5LRu2xpThJsCTQAAANgxwswqGDVqVN75znduvE8XbTN8DfVjPz1FcLl0w+P5KYLNpal9mDnU2x4AAIChy2+xVdDQ0JBLLrmk1mX0v/nzez5ubk6mb19MM2Tbhq0aDsd+emofXPZlOLQ9AAAAQ5Mwk+3X3Jw0NianndZze2NjEXBuZ6AJAAAAANtCmFkFlUolq1evTpI0Njamrq6uxhXtpOnTi9By6dKubfPnF+Hm0qXbFWYOubZhmzn2taPtAQAAKCthZhWsXr06u+yyS5Lk2Wefzbhx42pcUT+YPr1femAOybZhmwzXY99rcoaarHA+XNseAACA8hNmAlRBX6ubJ1Y4BwAAgO0hzASogt6rmyeDa4VzAAAAKANhZpksWrTpPJVAaQzW1c0BAACgLISZZbFoUdLSkmxYtGOjxsZidXFguyzKpr0kAQAAgMFNmFkWS5cWQeacOUWo2am5uV8W4oHhZFGSliS9/jSQxhRzWwIAAACDkzCzbFpakoMPrnUVUGpLUwSZc1KEmp1qsbI4AAAAsO2EmVUwcuTInHTSSRvv00XbDF/VPPabG1LekmQ4/mnAeQcAAEBZCTOrYMyYMbnyyitrXcagpG2Gr2ode0PKN+W8AwAAoKyEmcCQZkg5AAAADB3CTGBYGK5DygEAAGAoGVHrAoaDVatWpa6uLnV1dVm1alWtyxlUtM3w5djXjrYHAACgrPTMBKix+b0eGwI/eK1bty719fW1LgMAqs41EIDBQs9MYEhZlOTubrfeQeFg0pxiIaLTkryy260lxfdBbR1//PFZtmzZxscPP/xwZsyYUcOKAKA6XAMBGMz0zASGjLKtXD49Rdi6tNu2+SnCzaXRO7PWjjnmmBxyyCGZM2dOFi9enLPOOisXXXRRrcsCgAHnGgjAYCbMBIaMMq5cPj2Dt7bh7qyzzsohhxySo48+Orvttltuvvnm7LPPPrUuCwAGnGsgAIOZYeaD1aJFyd13d93mD+bBsjC4dK5c3nkTFrIj/vSnP+Xss8/OO9/5zuy111753Oc+l7Vr19a6LAAYcK6BAAxmemYORosWJS0tyepeg2UbG5PmwThYFmDoOeKII3LhhRfm5JNPzvr16/Pxj388hx56aO69995alwYAA8o1EIDBTJhZBSNHjszxxx+/8f5WLV1aBJlz5hShZqfm5mT60Opjtt1tw5Dh2G/ZQK5wru23zQ033JAXv/jFSYp2uvDCC3P11VfXuCoAGHiugQAMZsLMKhgzZsyOXfxbWpKDD+7/ggaRHW4bSs+x71v3Fc67a0wRcPZHoKntt03nL3HdveENb6hBJQBQXa6BAAxmwkyAQcQK5wAAALB5wkyAQcYK5wAAANA3q5lXwapVqzJu3LiMGzcuq1atqnU5g4q2Gb4c+9rR9gAAAJSVnplVsrr3yuRspG2GL8e+drQ9AAAAZaRnJgAAAABQCsJMAAAAAKAUDDOnf82f3/Nxc3My3VImAAAAAOw8YSb9o7k5aWxMTjut5/bGxiLgFGgCAAAAsJOEmfSP6dOL0HLp0q5t8+cX4ebSpcJMAAAAAHaaMLMKRowYkde+9rUb7w9Z06dvd2g5bNqGTWzvsV+UZGmvbc1JxOTbz3kHAABAWQkzq2Ds2LGZN29ercsYlLTN8LU9x35RkpYkq3ttb0wyPwLN7eW8AwAAoKyEmcCgtzRFkDknRaiZFCHmaRueGy5hZq/ltfRMBQAAYNgRZgKl0ZLk4F7b5m/m/lDSnKIXaq/ltfRMBQAAYNgRZlbBqlWrstdeeyVJ/vSnP2XcuHG1LWgQ0TbD184e+y0FfM39UN9gMj1FaNl9ztCd6ZnqvAMAAKCshJlVsnRp76VL6KRthq+dOfZ9BXzJ0B16PT39+3057wAAACgjYSZQWv0d8AEAAACD24haFwAAAAAAsC2EmQAAAABAKRhmPlgsWpR0zmE3f6iuyQwAAAAAO06YORgsWpS0tCSrV3dta2xMmofamswAAAAAsOOEmVUwYsSIvOpVr9p4fxNLlxZB5pw5RaiZFEHm9KG/tMlW24Yhy7GvHW0PAABAWQkzq2Ds2LH59a9/vfUdW1qSgw8e+IIGkW1uG4Ycx752tD0AAABlpUsOAAAAAFAKwkwAAAAAoBSEmVWwevXq7LXXXtlrr72yuvsiP2ibYcyxrx1tDwAAQFkJM6ugUqnkkUceySOPPJJKpVLrcgYVbTN8Ofa1o+1r67LLLsvkyZOTJFdeeWVmzJiRWbNm5dFHH61xZQAwsFwDAegPFgBi4M2f3/PxMFmpHaC39evX58orr8y0adPS3t6eiy66KL/85S/z61//Oueff36+/vWv17pEABgQroEA9Bc9Mxk4zc1JY2Ny2mnJK1/ZdWtpSRYtqnV1AFV32WWX5a1vfWtGjBiRhQsXpqWlJfX19Zk5c2buvffezb6ura0tra2tPW4AUCaugQD0F2EmA2f69KJX5l13dd3mzElWr06WLq11dQBVtX79+nz/+9/PySefnCRZvnx5mpqaejy/ORdccEEmTJiw8TZt2rQBrxcA+otrIAD9SZjJwJo+PTn44K5bS0utKwKoiTlz5uRtb3tbRowoLr0TJ07s0btk5MiRm33tOeeckxUrVmy8LV68eMDrBYD+4hoIQH8yZyYAVMEDDzyQ3/zmN5kzZ04WLlyYr3zlK5k/f37WrVuXO++8MwcddNBmX9vQ0JCGhoYqVgsA/cc1EID+JMysgrq6uhxwwAEb79NF2wxfjn3/6LW8VpqTbG15LW1fG//8z/+88f6rXvWqfO1rX8sVV1yRo446KmPGjMmll15aw+oAYOC4BgLQn4SZVdDY2Jj777+/1mUMStpm+HLsd05zksYkp/Xa3pgi4NxSoKnta+/OO+9Mkpx88skb5w8DgOHANRCAnSXMBAadRUm6LxHVu/chRVg5P5u202kbtm2tdyYAAACUkTATGFQWJWlJsrrX9sYUvRHpMj1CSwAAAIYXq5lXwerVq/OSl7wkL3nJS7J6de+IZnjTNsPX5o790hRB5pwkd3W7bW3oNNvOeQcAAEBZ6ZlZBZVKJQ888MDG+1m0KFnabXDo/OE7iHaTtmHY2Nqxb0lycJVrGiq2tiiQ8w4AAICyEmZW2+LFyStfmfTuDdXYmDQbRAvsuJ1ZFAgAAADKQJhZbU8/XQSZc+YkLS1d25ubk+miBmDHWRQIAACAoU6YWSstLcnBBtEC/cuiQAAAAAxlFgACAAAAAEpBmAkAAAAAlIJh5lVQV1eXF7zgBcX9Gtcy2PRomzqtM5w49rWj7QEAACgrYWYVNDY25k9/+lPx4O67a1rLYNOjbRhWHPva0fYAAACUlTCT2pg/v+djq7kDAAAAsBXCTKqruTlpbExOO63n9sbGIuAUaAIAAACwGRYAqoI1a9bkkEMOySGHHJI1a9fWupzamj69CC3vuiu5666sufXWHLL33jlk9eqsefTRWldHFfU4L9asqXU5w4q2BwAAoKz0zKyCjo6O3HnnncX9SqXG1QwC06dv7IHZsWpV7vzjH4v72mZY6XFedHTUuJrhRdsDAABQVnpmAgAAAACloGcmUHP3JBm74f78LewHAAAADG/CTKDmDu/1uDFJcy0KAQAAAAY1YSZQc99M8opuj5uTWNceAAAA6E2YyeDx4IPJ2LFdj5ubNy4UxNC2f5KDa10EAAAAMOgJM6ukudmg2c1pnjQpWbYsec97ej7R2JjMny/QHMImNjfnmVoXMUz5mQQAAEAZCTMH2qJFGbd0aZ762c+Kx/Mtb9LduHHj8tTTTyeLFiVLl3Y9MX9+ctppxTZh5pA0bty43PDUU3lluhb/oTrGjRuXp556qtZlAAAAwHYTZg6kRYuSlpZk9eqe2xsbiyHUdJk+XWgJAAAAwBYJMwfS0qVFkDlnThFqdjIXJAAAAABsN2FmFazZe++8/h/+IUly7bXXZuxYg2o7rVmzJq9//euTaJvhYFGSzskE1q5Zk7/bcOzXXnttz8WfGFDOOwAAAMpKmFkFHZVKfvnLXxb3OzpqXM3g0tHRoW2GiUVJWpJsnHShoyPZcOwnOfZV5bwDAACgrISZQFUsTRFkzkkRaq5JcviG56bVqqhhpPvSY2tqVgUAAADsHGFmf+prRW6gh5YkBydZVetChonmJI1JTtvM8/ekazX55iRm8wUAAGAwE2b2ly2tXL7bbrWpCRj2pqfoldntzyxZnOTEDfcP77a9ccO+Ak0AAAAGK2Fmf9nSyuXCTIah7ov9JD2HOVNd09MzoNyv2/1bUvTMnJ+i9+bSCDMBAAAYvISZ/a2lJTn44J7bVhlQy9DXPbx8Ksmb022xnw0aUwxlZvB4eZJxtS4CAAAAtpEws0oaGxtrXcKgtcW26T7vaHNzMl2fscFok5XKUwSXP00yudu23nMyOi9qR9sDAABQRsLMKhg3blxW6Z3Zp822TXNzMd/oad2WLWlsLMJNgeag03ul8mTri8k4L2pnS22/LdMBWCgIAACAWhFmMjhNn14El52rw8+fXwSbN9+86Zykws1Bo3Olcspna6ued2ehIAAAAGpFmLmjFi3qCtqSnsOh6R/Tp3cFlX311Ez01oR+0teq533ZnoWCei8ClejVCQAAwM4RZu6IRYuK3oGrey1v0thYhG69rF27Nm95y1uSJFdddVXGjBlTjSpLYZvbpndPzaSrt+bSpcLMATRQgZTzonY21/a9Vz3fHr3/nWxpESi9OgEAANhRwswdsXRpEWTOmbNNQ57Xr1+fa665ZuN9umxX23TvqUlV9LWwT9I/gZTzonb6u+239O+k+yJQ29OrEwAAAPoizNwZLS3JwWYIZOjqa2GfzkDq5l7bGF7m97rf+99JYkg5AAAA/U+YuS3Mjzm49T4eFgXqd90X9tncQjGNG55jaNvS8T8iwksAAAAGljBza7ZzfkyqyKJANbG5hWL0whseHH8AAABqaXiHmb17XPZl/vztmh+TKtrSokA339zzePXFMdxhO7NQDOXn+AMAAFArQzPM7Cuk7B1cba7HZV8aG5MjjhB8DUa9FwXaXG/NvvTVg3Nb/u0AAAAAUBOlDDMrlUqSpLW1ddMnFy9ODjkkWbOm5/axY4velZ1DwxcsKILMb3wj2W+/LX/gbrslEycmfX3eNli1atXG+62trVZu7qbf22bixORXv0qefnrL+y1YkLzvfcnPftZ1/JcuLULQvv7t/PrXybRpPTZ3/vvr/PdYRls8l5I82+3rjv3r3zznRe3Uqu239O9pKJxPAAAADLy6Sgl/c3z00UczrVewBLWyePHiTJ06tdZl7BDnEoNNmc+namptbc2ECROyYsWKNDU11bocAHaQn+fbT5sBDA078/O8lD0zp0yZksWLF2f8+PGpq6vb6fdrbW3NtGnTsnjx4qpfEGv12T5351UqlaxcuTJTpkzpl/erhf4+l3ZGLc/D7VWmWpNy1DsUzicAAAAGXinDzBEjRgxIz52mpqaa/aJfq8/2uTtnwoQJ/fZetTBQ59LOqOV5uL3KVGsy+Ost+/kEAADAwBtR6wIAAAAAALaFMBMAAAAAKAVhZpKGhoace+65aWhoGDaf7XMZbMp0jMpUa1K+egEAAGBzSrmaOQAMZ1ZyBRga/DzfftoMYGjYmZ/nemYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjCzD5dddlkmT55ctc/71a9+lde85jU58sgjc+qpp+a5554b8M/8+Mc/niOOOCLveMc7qvJ5SW2+z+6qfVzZsvXr1+e0007L0UcfnXe/+91pb2/PV7/61Rx66KE59NBDc9VVV9W6xKxYsSKHHnpodtlll9x3331JkiuvvDIzZszIrFmz8uijjyZJHnzwwRx55JGZMWNGbrjhhkFf7+mnn54ZM2bk1a9+dX7+85/XrF4AAADYXsLMXtavX58rr7wy06ZNq9pnTps2LTfeeGNuuumm7LXXXvnxj388oJ/329/+No899lhuvvnm7L///vnBD34woJ/XqdrfZ3e1OK5s2dy5c7P33nvnF7/4Rfbff//88Ic/zMUXX5zbbrst8+bNy//3//1/tS4xjY2Nufrqq3PSSSclSdrb23PRRRdl3rx5+exnP5vzzz8/SfLJT34y3/rWt/LTn/40n/70pwd9vR//+Mdz22235dprr80//dM/1axeAAAA2F7CzF4uu+yyvPWtb82IEdVrmj322CNjx45NktTX1w/4Z99222057rjjkiSve93rcuuttw7o53Wq9vfZXS2OK1v28MMP5+Uvf3mS5OCDD85NN92UffbZJ2vWrMnKlSszceLEmtaXJKNHj+7Rm3fhwoVpaWlJfX19Zs6cmXvvvTdJsmTJkuy7775pamrKpEmTsnTp0kFd7z777JMkaWhoSF1dXU1qBQAAgB0h2elm/fr1+f73v5+TTz65Jp//yCOP5LrrrssJJ5wwoJ+zfPnyjcveT5gwIcuWLRvQz+utWt9np1ofV/p2wAEH5MYbb0ySXH/99Vm+fHne8IY3pKWlJS9/+cvzsY99rMYVbqr7uZMU/7aSpKOjY+O2WpxTm7O5ejudc845+fCHP1ztsgAAAGCHjap1AbXw5z//Oaeccsom2//2b/82b3vb2was997mPvfyyy9PY2Nj3vGOd+SSSy7J6NGjB+TzO02cODGtra1Jijn2Jk2aNKCf111ra2vVvs9Oc+bMGdDjyo554xvfmHnz5uWYY47JS17ykuy+++752te+loULF2bdunU55phj8vrXv35Q9Rzsfu4kyciRI5Okx7+tap9TW7K5epPk29/+dtrb23PaaafVojQAAADYIcMyzHz+85+fefPmbbL94x//eH7zm99kzpw5WbhwYf7+7/8+//qv/zrgn9ve3p43velNOffcc7Pffvv12+dtzowZM3LRRRflb/7mb/Kzn/0sM2fOHPDPTIrv85RTTqna99npgQceGNDjyo6pq6vLF7/4xSTJZz7zmRxzzDG5/fbbM2bMmIwePTrr1q1LpVIZVGHmvvvum/nz52fdunW58847c9BBByUpplB4+OGHs/vuu2fZsmVpbm6ucaWFzdV7/fXX56qrrqrqvLUAAADQH+oqlUql1kUMRq961aty5513VuWzvvvd7+bMM8/MS1/60iTJBz7wgQEfEn322WfnjjvuyPTp0/Of//mfqa+vH9DPS2rzffZWzePKlv35z3/OqaeemhEjRmTWrFn55Cc/mc9//vP54Q9/mI6Ojrz73e/O+9///lqXmeOPPz733HNPXvCCF+T000/P2LFj8+UvfzljxozJpZdemmnTpuWBBx7I6aefnvXr1+e8887LscceO6jrfeELX5iJEydm/PjxGTt2bK699tqa1cuOaW1tzYQJE7JixYoeUwkAUC5+nm8/bQYwNOzMz3NhJgBUwa9+9at85CMfyejRo7PnnnvmO9/5Tn70ox/lS1/6UsaOHZtLL700U6dO3ab38oscwNAwXH6euwYC0NvO/Dw3iSAAVMG0adNy44035qabbspee+2VH//4x7nooosyb968fPazn835559f6xIBYEC4BgLQn4SZAFAFe+yxR8aOHZskqa+vz4IFC9LS0pL6+vrMnDkz995772Zf29bWltbW1h43ACgL10AA+pMwEwCq6JFHHsl1112Xww8/vMdwivXr12/2NRdccEEmTJiw8TZt2rRqlAoA/co1EID+IMwEgCppbW3NO97xjlxyySWZPHlyj94lI0eO3OzrzjnnnKxYsWLjbfHixdUoFwD6jWsgAP1lVK0LAIDhoL29PaecckrOPffc7Lfffnnuuecyf/78rFu3LnfeeWcOOuigzb62oaEhDQ0NVawWAPqPayAA/clq5gBQBd/97ndz5pln5qUvfWmS5AMf+ECS5Mtf/nLGjBmTSy+9dJuHzlnJFWBoGC4/z10DAehtZ36eCzMBoGT8IgcwNPh5vv20GcDQsDM/z82ZCQAAAACUgjBzmFmwYEGmTp2aP/zhD0mSCy+8MK973evS0dFR48qgfJxPAAAAUF3CzGFmv/32yxe+8IW87W1vy7x58/LVr3413/3udzNihH8KsL2cTwAAAFBdVjMfhk499dT84he/yF/+5V/mhhtuyOTJk2tdEpSW8wkAAACqR/ehYai9vT333XdfJk2alMcee6zW5UCpOZ8AAACgeoSZw9AnPvGJ7Lfffrn55ptz1lln5aGHHqp1SVBazicAAACoHsPMh5n/+Z//yU9/+tP86le/SmNjYy666KK87W1vy2233ZYxY8bUujwoFecTAAAAVFddpVKp1LoIAGDbtba2ZsKECVmxYkWamppqXQ4AO8jP8+2nzQCGhp35eW6YOQAAAABQCsJMAAAAAKAUhJkAAAAAQCkIMwEAAACAUhBmAgAAAAClIMwEAAAAAEpBmAkAAAAAlIIwEwAAAAAoBWEmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAAAAKAVhJgAAAABQCsJMAAAAAKAUhJkAAAAAQCkIMwEAAACAUhBmAgAAAAClIMwEAAAAAEpBmAkAAAAAlIIwEwAAAAAoBWEmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAAAAKAVhJgAAAABQCqNqXQAAUEVPP51cemly111JfX1y/PHJiScmo0fXujIAGFhLlyaXXJL85jdJQ0Pyhjckb3qTayBAyQgzAWC4mDs3+eu/TtatS+rqitsllyR77538/OfJC19Y6woBYGBceWXyjnckzz3XdQ38z/9MXvSi4hq41161rhCAbWSYOQDU0Mc//vEcccQRecc73pHnnntu4D7o7ruTt70taWtLOjqS9euT9vbiuUWLklmzkrVrB+7zAaCXql0D//d/k1NOKf6Y1/sa+Kc/JX/xF8VzAJSCMBMAauS3v/1tHnvssdx8883Zf//984Mf/GDgPuzCC4uvlcqmz61fnzzySDKQnw8A3VT1GviFLyQjRvR9DWxvTx5+OPnRjwbu8wHoV8JMAKiR2267Lccdd1yS5HWve11uvfXWPvdra2tLa2trj9t2+9GPunqh9GXEiOTHP97+9wWAHVC1a2Clkvz3f2/5GjhypGsgQIkIMwGgRpYvX56mpqYkyYQJE7Js2bI+97vgggsyYcKEjbdp06Zt/4e1tW35+Y4Ow8wBqJqqXQM7Oop5Mre2j2sgQGkIMwGgRiZOnLixh8mKFSsyadKkPvc755xzsmLFio23xYsXb/+HHXhg0ftyc0aOTF72su1/XwDYAVW7Bo4cmey/f7Hgz+bU1SUHHbR97wtAzQgzAaBGZsyYkeuvvz5J8rOf/SwzZ87sc7+GhoY0NTX1uG23D3+46HmyOZVK8t73bv/7AsAOqPo1cEvq6pL3vGf73xeAmhBmAkCNvPzlL8/znve8HHHEEbn//vvzlre8ZeA+7G//Nnnzm4tf2Lr3Thk5svh68cXJC14wcJ8PAN1U9Rr4vvclb3xj39fAurrkG99I9txz4D4fgH5VV6n0taQbADBYtba2ZsKECVmxYsX29VBZvz75+teTf/mXZOHC4he4WbOSj388+Yu/GLB6AejbDv88H8Z2uM3a25OvfS358peL1cvr6pLjjiuugUcfPXAFA9CnnbkGCjMBoGT65ZffNWuSUaOS0aP7tzgAtpkwc/u5BgIMDTvz83zUANUEAAxmY8fWugIAqA3XQIBSM2cmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUAqjal0AALB9KpVKkqS1tbXGlQCwMzp/jnf+XGfrXAMBhoaduQYKMwGgZFauXJkkmTZtWo0rAaA/rFy5MhMmTKh1GaXgGggwtOzINbCu4s+AAFAqHR0dWbJkScaPH5+6urpal1Nzra2tmTZtWhYvXpympqZal1NT2qIn7dFFW/Q0WNqjUqlk5cqVmTJlSkaMMAPYthhK18DB8u9wMNAWPWmPLtqip6HUHjtzDdQzEwBKZsSIEZk6dWqtyxh0mpqaSv+fuv6iLXrSHl20RU+DoT30yNw+Q/EaOBj+HQ4W2qIn7dFFW/Q0VNpjR6+B/vwHAAAAAJSCMBMAAAAAKAVhJgBQag0NDTn33HPT0NBQ61JqTlv0pD26aIuetAeDgX+HXbRFT9qji7boSXsULAAEAAAAAJSCnpkAAAAAQCkIMwEAAACAUhBmAgAAAAClIMwEAErlV7/6VV7zmtfkyCOPzKmnnprnnnsuV155ZWbMmJFZs2bl0UcfrXWJVXfZZZdl8uTJSTLs22LevHmZNWtWjj766MydOze33HJLZsyYkcMPPzy/+93val1eVXV0dORd73pXjjjiiBx++OF58MEHh117rFixIoceemh22WWX3HfffUn6PkcefPDBHHnkkZkxY0ZuuOGGWpbMEOb6tSnXry6uX11cv1y/tqoCAFAiS5YsqaxevbpSqVQqn/jEJypXXnll5dWvfnWlra2tcsstt1Te97731bjC6mpvb6/Mnj278opXvKLy3HPPDeu2WL16deWNb3xjpa2tbeO2I488srJs2bLKI488Unn9619fw+qq76677qqccsoplUqlUrnpppsq733ve4dde6xbt67y5JNPVt75zndWfve73232HJk9e3bl97//fWXFihWVGTNm1LhqhirXr55cv7q4fvXk+uX6tTV6ZgIApbLHHntk7NixSZL6+vosWLAgLS0tqa+vz8yZM3PvvffWuMLquuyyy/LWt741I0aMyMKFC4d1W9x+++0ZO3ZsTjjhhMyePTuPP/54Ro4cmV133TXTp0/PsmXLal1iVU2dOjWVSiWVSiXLly/PuHHjhl17jB49emOvrySbPUeWLFmSfffdN01NTZk0aVKWLl1aq5IZwly/enL96uL61ZPrl+vX1ggzAYBSeuSRR3Ldddfl8MMPT1NT08bt69evr2FV1bV+/fp8//vfz8knn5wkWb58+bBtiyR54okn8tBDD+UnP/lJ3vve9+bcc8/t0R6jRo3KunXralhhdTU3N2f06NHZf//98+EPfzgf/ehHh3V7JJs/Rzo6OjZumzBhwrD4RZnacf1y/erN9asn169NuX71JMwEAEqntbU173jHO3LJJZdk8uTJaW1t3fjcyJEja1hZdc2ZMydve9vbMmJE8V+6iRMnDtu2SIrvf+bMmamvr8+sWbPym9/8pkd7tLe3p76+voYVVtd1112XUaNGZcGCBbnqqqvysY99bFi3R7L5c6TzHEqKecomTZpU9doYHly/Cq5fPbl+9eT6tSnXr56EmQBAqbS3t+eUU07Jueeem/322y/77rtv5s+fn3Xr1uW2227LQQcdVOsSq+aBBx7Id77znbzuda/LwoUL85WvfGXYtkWSHHLIIZk/f34qlUruueeeHHDAAWlvb88zzzyTxYsXD5v/4HeqVCrZbbfdkhS9XFauXDms2yPJZn9e7LHHHnn44YezcuXKLFu2LM3NzTWulKHI9auL61dPrl89uX5tyvWrp7pKpVKpdREAANvqu9/9bs4888y89KUvTZJ84AMfSJJ8+ctfzpgxY3LppZdm2rRptSyxJl71qlflzjvvzBVXXDGs2+KrX/1qrrjiitTV1eXb3/52HnvssXziE59IXV1dLr744rzsZS+rdYlV097enre//e3585//nLa2tlx00UVpb28fdu1x/PHH55577skLXvCCnH766Rk7duwm58gDDzyQ008/PevXr895552XY489ttZlMwS5fvXN9avg+tXF9avg+rV5wkwAAAAAoBQMMwcAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAMCgceGFF+Z973vfxsfPPPNMmpubs2zZshpWBQAD75prrsnLX/7yjbcxY8bk0ksvrXVZMOjUVSqVSq2LAACApAgvX/ziF+f3v/99Jk6cmC996Uu577778q1vfavWpQFA1cyZMydf/OIXc9NNN2X8+PG1LgcGFWEmAACDygc/+MG86EUvykc/+tHst99+ueKKK/KKV7yi1mUBQFXceOONed/73pebbropU6ZMqXU5MOiMqnUBAADQ3d///d/nTW96U1paWjJ58mRBJgDDxn333Zd3v/vdufrqqwWZsBnmzAQAYFDZf//9s88+++R973tfPvShD9W6HACoisceeywnnnhi/vM//zMveclLal0ODFrCTAAABp33vve9aW9vz0knnVTrUgCgKr75zW/mqaeeykc/+tGNiwD993//d63LgkHHnJkAAAw6H/rQh/K85z0v/+f//J9alwIAwCBizkwAAAaNJUuW5JhjjsmkSZPys5/9rNblAAAwyOiZCQAAAACUgjkzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAAAAKAVhJgAAAABQCsJMAAAAAKAUhJkAAAAAQCkIMwEAAACAUhBmAgAAAAClIMwEAAAAAEpBmAkAAAAAlIIwEwAAAAAoBWEmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAAAAKIVRtS4AAAAAtkVHR0eWLFmS8ePHp66urtblALCDKpVKVq5cmSlTpmTEiO3raynMBAAAoBSWLFmSadOm1boMAPrJ4sWLM3Xq1O16jTATAACAUhg/fnyS4pffpqamGlcDwI5qbW3NtGnTNv5c3x7CTAAAAEqhc2h5U1OTMBNgCNiRKUMsAAQAAAAAlIIwEwAAAAAoBWEmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUwqhaFwAAAAAADG7rkvw4ye+SNCb5qyQtNahDmAkAAAAAbNb1SU5J8nSS0Uk6kpyT5MQk302ySxVrMcwcAAAAAOjT3UmOT7J8w+PnkqzfcP8nSd6SpFLFeoSZAAAAAECf/r8UPTE7+nhufZLrkvyqivUIMwEAAACATbQlmZuunph9GZXksuqUk0SYCQAAAAD0YVX67pHZ24qBLqQbYSYAAAAAsIkJSSZuZZ9KkhcNfCkbCTMBAAAAgE2MTPK+DV83p5Lkb6tTThJhJgAAAACwGZ9I8sJsGmjWbfj6+SRTqliPMBMAAAAA6NOuSW5L8p4kY7pt3y/J95J8rMr1jKry5wEAAAAAJbJbkn9P8oUkf0rSmGSfdPXOrCZhJgAAAACwVeOTvLTGNRhmDgAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAoF+sWLEihx56aHbZZZfcd999SZIrr7wyM2bMyKxZs/Loo48mSR588MEceeSRmTFjRm644YZalgxAyQgzAQAA6BeNjY25+uqrc9JJJyVJ2tvbc9FFF2XevHn57Gc/m/PPPz9J8slPfjLf+ta38tOf/jSf/vSna1kyACUjzAQAAKBfjB49OpMnT974eOHChWlpaUl9fX1mzpyZe++9N0myZMmS7LvvvmlqasqkSZOydOnSPt+vra0tra2tPW4ADG/CTAAAAAbE8uXL09TUtPHx+vXrkyQdHR0bt02YMCHLli3r8/UXXHBBJkyYsPE2bdq0gS0YgEFPmAkAAMCAmDhxYo/elCNHjkySjBjR9avoihUrMmnSpD5ff84552TFihUbb4sXLx7YggEY9EbVugAAAACGpn333Tfz58/PunXrcuedd+aggw5Kkuyxxx55+OGHs/vuu2fZsmVpbm7u8/UNDQ1paGioZskADHLCTAAAAPrN8ccfn3vuuScLFizI6aefnjPPPDNHHXVUxowZk0svvTRJ8rnPfS7vete7sn79+px33nk1rhiAMqmrVCqVWhcBAAAAW9Pa2poJEyZkxYoVPebiBKBcdubnuTkzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAAAAKAVhJgAAAABQCsJMAAAAAKAUhJkAAAAAQCkIMwEAAACAUhBmAgAAAAClIMwEAAAAAEpBmAkAAAAAlIIwEwAAAAAoBWEmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAAAAKAVhJgAAAABQCsJMAAAAAKAUhJkAAAAAQCkIMwEAAACAUhBmAgAAAAClIMwEAAAAAEpBmAkAAAAAlIIwEwAAAAAoBWEmAAAAAFAKwkwAAAAAoBSEmQAAAABAKQgzAQAAAIBSEGYCAAAAAKUgzAQAAAAASkGYCQAAAACUgjATAAAAACgFYSYAAAAAUArCTAAAAACgFISZAAAAAEApCDMBAAAAgFIQZgIAAAAApSDMBAAAAABKQZgJAAAAAJSCMBMAAIAB09HRkXe961054ogjcvjhh+fBBx/MLbfckhkzZuTwww/P7373u1qXCECJjKp1AQAAAAxd99xzT9ra2nLzzTfn5ptvzkUXXZQFCxbk6quvzsqVK/P+978/11xzTa3LBKAkhJkAAAAMmKlTp6ZSqaRSqWT58uUZN25cRo4cmV133TW77rprli1bttnXtrW1pa2tbePj1tbWapQMwCBmmDkAAAADprm5OaNHj87++++fD3/4w/noRz+apqamjc+PGjUq69at6/O1F1xwQSZMmLDxNm3atGqVDcAgJcwEAABgwFx33XUZNWpUFixYkKuuuiof+9jHevSwbG9vT319fZ+vPeecc7JixYqNt8WLF1erbAAGqVIOM+/o6MiSJUsyfvz41NXV1bochqlKpZKVK1dmypQpGTGinH8XcC4xWAyF86lanLcMBkPhnHUuMVgMhfNpayqVSnbbbbckRS/NlStXpr29Pc8880xWrlyZSZMmbfa1DQ0NaWhoqFapAJRATcPMjo6OvPvd787DDz+cSqWSb37zm9l///23+rolS5YYXsCgsXjx4kydOrXWZewQ5xKDTZnPp2px3jKYlPmcdS4x2JT5fNqaY489Npdcckle+9rXpq2tLRdddFHa29tz/PHHp66uLhdffHGtSwSgRGoaZva1qt03vvGNrb5u/PjxSYoLfve5VqCaWltbM23atI3/HsvIucRgMRTOp2op63m7atWqTJkyJUkRIo0bN67GFQ1+g7nNhsI5OxjOpcF8jIeawdzWQ+F82ppRo0bliiuu2GT7bbfdVoNqACi7moaZvVe1a25u7nO/3ivYrVy5MknS1NRUql/kGJrKPDSts3bnEoNFmc+nainreTty5MiN95uamgZVkDBYlaHNynzODoZzqQzHeKgoQ1uX+XwCgGqqaZjZfVW7tWvX5tZbb+1zvwsuuCDnnXdelasDAAAAAAaTms4w3deqdn2xgh0AAAAAUNOemb1XtVuxYkWf+1nBDgAAAACoaZjZ16p2AAAAAAB9qWmYublV7QAAqm7RomTp0p7bmpuT6dNrUw/U2KIkvc6INCdxRgAAtVTTMBMAGB7q6+vzb//2bxvvDzqLFiUtLcnq1T23NzYm8+fXJNAc9G3GThvMx3hRkpYkvc6INCaZn/IFmoO5rQGA7SPMBAAG3OjRo3PGGWfUuozNW7q0CDLnzClCzaQIMU87rXiuBmHmoG8zdtpgPsZLUwSZc1KEmkkRYp624bmyhZmDua0BgO0jzAQA6NTSkhx8cK2rgEGjJYkzAgAYTISZAMCAW79+fW6++eYkyRFHHJGRI0fWuKLBT5sNfY5x9WhrABg6RtS6AGDLVqxYkUMPPTS77LJL7rvvviTJlVdemRkzZmTWrFl59NFHkyS33HJLDjvssMyYMSPnnHNOLUsG2MTatWtz9NFH5+ijj87atWtrXU4paLOhzzGuHm0NAEOHMBMGucbGxlx99dU56aSTkiTt7e256KKLMm/evHz2s5/N+eefnyT5/Oc/n+985zu57bbb8qtf/SpLliypZdkAAAAA/U6YCYPc6NGjM3ny5I2PFy5cmJaWltTX12fmzJm59957kyQHHHBAnnnmmbS3t2f9+vVpbGzc5L3a2trS2tra4wYAAABQFsJMKJnly5enqalp4+P169cnSd785jfnLW95S/bbb7/MmDEjEydO3OS1F1xwQSZMmLDxNm3atGqVDQAAALDThJlQMhMnTuzRo7JzAvuPfvSj+eUvf5mFCxfmgQceyAMPPLDJa88555ysWLFi423x4sVVqxsAAABgZ1nNHEpm3333zfz587Nu3brceeedOeigg5IkdXV12XXXXTNixIhNAs9ODQ0NaWhoqHbJAAAAAP1CmAklcPzxx+eee+7JggULcvrpp+fMM8/MUUcdlTFjxuTSSy9Nknz605/O61//+owePTr7779/DjvssBpXDQAAANC/hJlQAtdcc80m204++eQej4877rgcd9xx1SoJYLuMHj06n//85zfer6pFi5KlS3tua25Opk+vbh3bqaZtRlU4xtWjrQFg6BBmAgADrr6+PmeffXb1P3jRoqSlJVm9uuf2xsZk/vxBHWjWrM2oGse4erQ1AAwdFgACAIaupUuLIHPOnOSuu4rbnDnFtt69NQEAgEFPz0wAdsiqJHOTzE4yrsa1MPitX78+d999d5Lk4IMPzsiRI6tbQEtLcvDBPbfNn9/3/UGi5m3GgHOMq0dbA8DQIcwEYIfMTbI0yY+SvL22pVACa9euzaGHHpokefbZZzNuXA0j8ObmYpj5aaf13N7YWDw3SAyqNmNAOMbVo60BYOgQZjL4rVqVzJ2bzJ6d+I8nDBqzUwSZJ9a2DNh+06cXPTFLuCgQAAAMdzUNM2+//facc845SZIlS5bkDW94Q770pS/VsiQGo7lzi184f/Sj5O36f8FgMS56ZFJi06cLLgEAoIRqGma+5jWvybx585Ik73rXu3LiiSfWshx2xkD2npw9uwgy/fuAQcWcmQwbvefT1IMTAABqZlAMM1+3bl1+9atf5dvf/nafz7e1taWtrW3j49bW1mqVxrYayN6T48bpkQmDkDkzGfK2NLfm/PkCTQAAqIERtS4gSa6//vrMmjUrI0b0Xc4FF1yQCRMmbLxNmzatyhWyVbNnJ5Mn6z0Jg9iqJHM2fO0Ps5NMjjkzGcI659a8666u25w5yerVm863CQAAVMWgCDOvvPLKvPWtb93s8+ecc05WrFix8bZ48eIqVjeMrFpV/JK2ageijnHjiiBz7twdez0w4Lr3pOwPnXNmGmLOkDZ9enLwwV23lpZaVwQAAMNazYeZP/fcc/n1r3+db33rW5vdp6GhIQ0NDVWsapja2aHiO/p6q5XDgOqc2/K4JD/P5ntSmgOTgTR69Oice+65G++zddps6HOMq0dbA8DQUfMw8/rrr88xxxyz2SHmVNHOLrSzo6/fUgi6LUGnMBS2qLNH5s+z5bktt3UOTKEnO6K+vj6f+cxnal1GqWizoc8xrh5tDQBDR80TxNe//vX513/911qXMXxsaSh550I7OxoIdl+oZ2vD1Z98MvnAB4qvW5pvs3vQuTnbsg8MQds6B+a2zm25rfv193B1AAAA2FY1DzOpsp0J/rZ1Ts1t+Yxzz00efzz5zGe2HKJuy8JCFh9iAPT3YjkDYVtDxc3Nbdn7e9yWOTBXJVmbpCkW/mH7dHR05P7778/999+fjo6OWpdTCtps6HOMq0dbA8DQIcwcbnYm+NvWILT3Z/QVgp53XrHPgQduPRytVLru9/VeO9ujFPowEL0P+yMg7f4eO7ua+I58j3OTPJukIYaYs33WrFmTAw88MAceeGDWrFlT63JKQZsNfY5x9WhrABg6hJnDTV/B37b0uFy1KmlrS8aP7xmErlqVfPObybe+VQwZ/+Y3k8svL/YZN654/qyzksce6xmC7r578trXJuvWbd8Q8mE4pHzFihU59NBDs8suu+S+++5Lklx55ZWZMWNGZs2alUcffTRJcvrpp+eoo47KUUcdlbFjx2b58uW1LLv0djYo7MvlSa5NcsVOvEf3AHJnVxPfke9xINoFAAAAtpUwk22fl3LlymTMmK4gtDOovP765Be/SP7xH5N//ufkJz8ptq9alVx2WbJ8efLQQ0XA2T04Pe64ZMGC5NhjN/+5vXt5DsMh5Y2Njbn66qtz0kknJUna29tz0UUXZd68efnsZz+b888/P0ny9a9/PfPmzcsll1yS17zmNdl1111rWXbp7WxQ2JdKih+6la3tuAXbEyZurSfojnyPA9EuAAAAsK2EmWw+IOwePPa1z9y5yV57Fb01jzmmGA6+yy5FQLnXXkU4WleXjBqVvOY1RQjaPTi97rpiv3PP3Xyv0N49SYfhkPLRo0dn8uTJGx8vXLgwLS0tqa+vz8yZM3Pvvff22P/KK6/MW9/61j7fq62tLa2trT1uVM+pSV6X5JRsOWjc0nPbEyZaqAcAAIChRpg53K1aVQSMxx5bfO0eKnYPHruHiJ0h53HHJVOnJv/yL8nJJyeHHZa86lXJNdcU2088MTnllCLo7OjYNBSdPTv505+6gk+2yfLly9PU1LTx8fr163s8/8Mf/jBvectb+nztBRdckAkTJmy8TZs2bUBrpafuQeSWgsb+CiF79+Isw6JGAJTPoiR3d7stqm05AMAQJ8wc7i6/PLn22uSTn9x0qPnmemx2hpw/+UnX4jxz5xbzXx51VLL33kXw2bm9oyN5+unkIx8php13zqeZFOFnc/OmQ9D7Q3+/3yAxceLEHj0qR44cufH+n/70pzQ2Nmb33Xfv87XnnHNOVqxYsfG2ePHiAa+Xvm1puHh/zUvZuxennpoA9LdFSVqSvLLbrSUCTQBg4Agzh7tKJRkxInnlKzcNLjc3pLsz5Ey6AtDObcceWwSITz7ZtfDPiBFFD8xnn01++cuuwPTyy5MbbyyGovcegt7djoaSc+cWn985f+cQse+++2b+/PlZt25dbrvtthx00EEbn/vBD36w2SHmSdLQ0JCmpqYeN2pjS8PFB2peym0JSfXeBGB7LE2yOsW1464NX1dv2A4AMBBG1boAauzUU5OxY3v2lky6hp/Pnl087rw/blxXyLlqVRE8dr727W8vQsfHHive96ijkkceST70oWIY+hVXJGvXJitWFKuer1tXBJ2dvTtnzy4CzrVri/fuHNL+kY8Uiw+tW5e8+93b/r3Nnl0EmZ3D2Dt7i5bQ8ccfn3vuuScLFizI6aefnjPPPDNHHXVUxowZk0svvXTjfj/84Q/z4x//uIaVUi2rUvS0nJ0th56999vaWdC992Z5zxgGo9GjR+ess87aeJ+t02ZD31A6xi1JDq51EVswlNoaAIY7YeZQ1j2Q3NyCOZ0hZO/XrF1b9KT80Y+K+zfe2DNM7NzvuON6hp5tbcnChcmMGcm8ecWw8s7PPvnkIlxctiypry/Czte9rqs36LhxSUNDV+/Mt7+9axX1xx7rCj231bhxyYUXdgWuJXbNNddssu3kk0/eZNttt91WjXIYBHqHjpsLN7c3nJy9Yd8Tu23b1uAUtqS+vj5f+MIXal1GqWizoc8xrh5tDQBDh2HmQ9nmhm1vy2tGjOgadt7Wljz8cHLDDUWPyu5DyM89t+szLrss+cUvkhe9KPnhD4tA8+c/L9531ariNVOmJBMmFKubJ5v2CO09T+fs2clf/mXyt39bLCa0vYbh6ucMDd2He/c19Lv3kPHO0PKKXvtu7/ybfQ1xN9cmAAAAg4WemUNR916TP//5lnslrlpVhJB1dcWq4/PmJQcfXPSi7AwA6+uLr7fdlvz+98VQ8lmziiHk553X9RmXXpr88Y/JQw8VvTp//vPk8ceLeTSvu64Y7v3II8mXvtQ1X+a6dcn48V09Oy+/fNMemPX1W+5dCiWyrb0cuweIlWzau7L3kPHOHpVreu27taHl21JPX701YXt1dHRk0aJiSZDp06dnxIgB+nvqokXFH9k6zZ8/MJ9TBVVrM2qmVsd4UTad07I5yfRtfP38zdwfzJxPADB0CDOHos7elT//+ZbniezsLbl8eTJqVPK97xXB4c03J//7v8lnPlP0xly6tNhnwoTi6wteUPyy+OpX9xymXl+f7LNP0YtzxIhi36VLk3/6p+Sww4oelx/6ULHvTTcV+40enbz85cV8mr/+dfGa0aO75vHc0pyX3YPYU07ZubBzW4bkQz/Y1mHfvQPE7vf70hlartqGfbe3nm2ZaxO2Zs2aNdl7772TJM8++2zGDcTP2kWLkpaWZPXqntsbG5Pm5v7/vAFWlTajpmpxjDtXH+91lqQxRTC5pUCzecN+p/Xx2sF+hjmfAGDo8CfJoaj3UO1O3VcF7wwym5uTP/85mTmzGEK+aFHx3NVXF0O7r7++6Em5Zk3S1JR87GPJ8ccX4eTKlT2HsJ96ajEH5n/9V/L61xdDzadMSQ44oHifzvkc584thq53Gj8+6egoQsvx44vh6WvWFL00O3tznnjipquaz51b9CT9xS+66tiZlc+3d0g+7IDjkixIcuyGx72HkHc+Trp6Vm5udfO+hp9vaSX0bRmuDqW2dGkRZM6Zk9x1V9dt/vxk+rb2OYOhrffq49uzAvn0FIHnXb1uWwtBAQD6kzBzKOgd4G1unsjugd3cuUVQePvtRfDY0FAM+37Pe4pf+KZPT3bbrfglcPTo4pfD6dOTI48swsrXvGbTwHTcuOLxrbcWvTrnzSte9+tfJ3/6U9fq57NnF0Pg99uvGI5+++3Jm96UTJ2a/Mu/FJ83b14ReE6dmnzhC8V7d69/1ari+RkziuHxnXXsaCi5uQAYtkFfIWHntid7ff1Jkv2SbJhNdpP5KLc2P2X3z+q9b191dH/dWUke6/XeWwo/obRaWoopUzpvgkzYROfq4wdvuL+tpnd7XefNGQYAVJMwc7Drq6dhXz0Uu4d8c+YUi/R885vJt75VzGP5gQ8kr3hFcv/9yTPPFGHi1KnF0PLJk4tek9ddl9x9d3Laacmuuxa9NNeuTVpbi2Hja9cmJ52UPPBAMQ/my1+efOQjRc/Niy8uPu8b30j+7d+St7wl+e53k1/+sphDc+zY5NBDi/d48sni8557Lnn00aKeT36y6I25alVyxx1Je3syZkzPUHb27KLn5tq1ySWXFD0yGxqKFda777MjoaSFgtgBneHh5dk0gOwMGs/t9TXp2ROyd0/NrfWU7B5g9n7tZUn+J8lHsmmgOTfJXkke2cJ7AwAAwGAnzBzs+upp2Htb9wCv87lzz+0agv23f5v86lfFfJWrVxdzYn7yk0UoOG5cseDOypXFey1e3NXj8ZlnirBwr72SXXYpbu98Z/Eeu+1WBJvXX5985StFoHn99cmPf5w88UTxHvvvnxx1VLL33kVQedddyTXXFEPa77ijqKmlJZk4sfis//zP5B//sailqalYhKi3O+8svr977ike19X1fF4oSRV1BovJpgFkZyh5XpKmJC9NMj7JCSkW9Ol0XXr21By34X0uT/LNbDr8/LgN73tsioB0r26vrUuyOMmz2bRn5+wkU5N8IXphAgAAUF41DzPnzZuXWbNm5eijj87cuXNrXc7g01dPw+7bOheuOfHEIsDrfO6885Kjj05e9apixfCRI4uh3LNmFQHlffcl115bzJu5dm2xeM8TTxSB5Y9/XASha9cWPSTb2ophekcckXz4w8V7T5xYDNtbtqzoLTlxYtH78j//M/mLv0j++q+LnpgvfWnR2/Oxx5I//CH53e+KIPTpp5NJk4p9vvzloifoHnt0LR502GE9A8nOOT6nTCn2efnLi+HlfQWeUCWzUwSVlRQBZPeQsHP49u5J6pOsSzImRXj5WIoh36vSd0/MuUluTPLLbDr8/CcpViz/ZJIp6dnT8pQNn7lLNp2TM+kaTr6l4ejANpo/v7i+dd42rJIMAAAMrJqGmWvWrMkXv/jFXHvttfnFL36R2bNn17Kcwal7T8POIeRJ17bevTQ799999+Tv/i5ZsKAIDZuaiu2VShFQPvdc8tvfJk89VYSHRx2V/NVfFXNYHnFE8V6jRhW9JFevLvZ97LHkgx8selS2tSW33FI8t2JFsYDPTTcln/hEMZx9l12Kx5//fFF3a2sxN+drXpO85CXFEPelS7t6h/7LvxQh7HHHFa9NuobRr1pVfO6ddxZB5qGHFvU3NPRsly0NxYedtLnFdurTd0/I7roHlrOTLEyyPMkV6XvOytlJZiU5Kl1BZed7JMn1Se5L0Quzs6dl5xyaDUkOzObn5Nzctu0hDGVYa24uVkc/7bTkla/surW0CDQBAKAKahpm3n777Rk7dmxOOOGEzJ49O3/+85/73K+trS2tra09bsNSX0POtzZH5HnnFT0ov/e9Yk7MG28sAsEVK5L164uAsqGhuNXVJX/zN12L9YwaVfS2fPTRIvT8yleKFcpvuaV4jzVrinB01ariF7hHHilqu+ii5PHHi89qayvmvjz66OLz29qKfR94oJg789Zbi96iTz6ZXHhhss8+Ra/MpUuLnph//GPRo/R3vyu21dcXq6Z3/563ZSg+7KTNBYCbm+Oye+DXGVh2vs/BSUan53DzTm3p6m15yob9u7/HKSl6Xu6V5LB0haCbG/LeV307u4L5zoahDE+jRo3KBz/4wXzwgx/MqFGjal3Ojps+veiV2X219Dlzij/uLd3aWtDbZ8i0GZvlGFePtgaAoaOmV/InnngiDz30UO64445cf/31+cxnPpN///d/32S/Cy64IOedd14NKqyRzqHjs2f3HGo9e3YRzvVeQfztb+/9Dj2fnzGjawj6unXJ4YcX82Y+8EDxi9eKFcV7nnde8cvYwoXJ73+fvOhFRc/M8eOLYeoNDUUPyyeeKALK0aOLz2hoKHpYjhhRBKTPPZd85zvF+1YqRS/RiROL4PThh4uh6ZVKEZ7eckvRc/Tv/q5YyKezd+5ZZxVzdb7nPUWg+txzRc+X//t/N/2eZ89OLr+8qGHVqq7vtXdbwU6YnSK8O7HX9u5BZXfdA7+399o2Psnrur3XqiQ/TBFyPpakPcmfkvwmyTUf+1guqFTyove8J395wAE5KclrNrzulM3U19dw963V3Nmzc3a2Pqfm5toCtqShoSFf/epXa11G/5g+vSorpA+pNqNPjnH1aGsAGDpq2jNz4sSJmTlzZurr6zNr1qzcf//9fe53zjnnZMWKFRtvixcvrnKlVba5XoWbW9ym95DqVau6VjK/7LLivS6/vHjfN76xCCcPOSRZsqTocXnuuckppxQrj//850WQWakUweVJJ2X1rrvmjhe/OA+MHFmEoRtun+joyPWjR6fy9NPFMPO6uuJ1HR1FQLn77kXQOWZM0YszKYLMdeu6Fu5pbi72f/7zi7Dz0kuLFdJf/OLiuW9+s/iF8Qc/SP7jP4r37P39jhtXfM7KlZsOt7cQEDtgc0PKew8H39JrNtcjcvyG+yd2e6/Lk1yxdm3++oorMvc//mPj/i1Jfv2tb+WBL30p/33QQfnc2Wfn05VKNizXtbHX5tbqezLJBzZ83Zzt6W25tbYAAACAgVLTMPOQQw7J/PnzU6lUcs8992Sfffbpc7+GhoY0NTX1uA1pxx1XzHV57LFb3zfpCj+vuKII+S67rFhZ/NvfLgK+BQuKYHLu3KKX5qc+lXz3u0Uvymef7eqN+cQTWb9iRa4fNSofaGvLyx5/PI0XX5xxixblNXfckf+3ZEnR+3LkyNxTX59/bm/PsatW5fy1a7vCyhEjioC0oaGoqamp+HrTTUWA+dxzxfPPPVeEmIsWFYsLvexlxTD1u+9OfvOb5PvfL+bI3H335OKLi69PPpl84ANF4Lm9w+1hO/QV7G1tnsjur+ns5XhiegZ+q5J8L8mSbu/d2tqaqy+4ID+bNi33nnJK5nzmM6lUigHoY5K8+xOfyEtPOCFZvz5LLrwwM//nfzbOnbmt4eO5SR5P8pkt7LMtw+VhZ1QqlTz11FN56qmnNv4b32mLFvVchGf+/P5530FiQNqMQcUxrh5tDQBDR02HmTc3N2f27Nl57Wtfm7q6unz729+uZTmDx3XXJfvtV/SS3NIQ8qTonbh2bREadnQUIV9DQ/LnPxerg99/f3Lggcmvf10EnJ2L//z5z8XQ8ZEji/dZty6r1q5NS6WSxZ1zkra1bfyY5hEjMmqffYrXHnRQJrz5zXnveeflP/7wh5ybpGXdurx1ypQiqBw7NrnjjiLYfPzxop5DDy0eNzcX23bZpahl4sTi+alTkw99qJiv86STkn33LYaZX3558fzs2UUP0sWLi5XY998/+dznutpha8PtYTv0NYy6r2Hjm3vN5vY9N8nYFKuUn/zoo/n0JZfkixddlNXLlydJdpk2LceddlrWrV2bhrFjkyTv+8Qn8u9JzjjjjFx88cW59rLL8h8nnJDLUqykfmySb6WYf/PU9N1b8rwUQeZntvA9b89wedgRq1evzu67754kefbZZzNuZ3vOL1pULLqzenXP7Y2NxbVmCOj3NmPQqcYxXpSuOZWTZEuR//zN3B8KnE8AMHTUfPbrM844I2eccUatyxhctme+x0suKRb3+cu/LBbcOfHEYpGcWbOSG25IZs4swsBHHikCw7a2pKMjtz3+eD67enUer6vLbxsakvHjM669PfusW5dnR47M25qbc9xpp+WgRx5J85o1mfDRj6bujjuSF7wg2Xvv7L3nnvnGDTdklzPPzJd+/ON8qK4ufzV6dOr32KMIPBsbi9CyUikeP/FE0TvzhBOKHprt7UUP1PHjk09/ulgIKEn+7d+SF76w2L+pKbn99iLY/NGPijk9Tz01ed7zip6g2xL2wg7oK9jb2jyR3V8zO8k329oy7qab8qlf/jL33Xdfzj777Jw3c2b+Kcmsn/0s+73udRtf27TffnnTpz6Vt51ySkb2WpRgdZL1Sd7+9rfn4osvzk9+9rNcVqnk2bq6TE5yXZIbU3SzH9tH3Umye5KLt/Wb78X8mAxaS5cWQeacOUWo2am5uSrzWUIZLEoxZUmvyD+NSbpH/s0btp22lf0AAAaDmoeZ9GHcuCKUvOyyIvg75ZSuuR+ffLLooXjeecXQ69/8puiZ+bWvFb0sf/zj5H/+p5h3srU1+epXi/kxJ01Knnwy7e98Zz705S/n62vXJklGVCppnzAhoyZMSPbfP5futluev+eeaXjVq4peny98YfG+7e3FvJZr1xbD+J56Ktltt/zzBz6Qy2+6KY8vX56r163L7KVLi1XQ6+qKr889V9T9qlcV30NHRzG8fcSIovY99ihWUD/uuJ6B5THHJPfeWwSZDz2U7LZb8T6nnlq8Z0PDsBlSvmLFihx77LF54IEHcscdd+TAAw/MlVdemS996UsZO3ZsLr300kydOjVtbW35+7//+yxcuDDjx4/Pj3/841qXPmitSjFPZV+9GTuHiB+XIijsXBBncz0Xe7vnoYfyf770pdx42WUbe1wmydHHHpvnzZyZ9yW5s1JJXV1dDn31q/OSD30o004+OYeNHJnGJOuSbDhr8kyKhYAeSfLKl788dXV1eXbZsqx86qnsvvvuGwPGdUnWbrh1rny+vTa3ANC2ft9QMy0txXQlwCaWpggy56QINTs1J+ke+U9P0ROzew/OvvYDABgMhJmD1dy5ybx5RYh4553JhRcW2089tRjG/alPJUcemfzTPyUXXFD0Vrz11mKl8m98o3jt8uVFz8iFC5NHHsna+vr89fnnZ+5zz6UuybtHjMj7jz02I0aOTN7ylmTChLyg8/OfeqqrlvXrixC1+/xCy5cnu+yS0aNG5W1HH50v//CHua61NbMbGorActSorjBz112LYfNvelPRM3TMmGKfZ54pho3X1xeP3/72YqGfN7yhCEzf977kE58oFi16+uniez/uuKKH6TDqkdnY2Jirr746Z599dpKkvb09F110UX75y1/m17/+dc4///x8/etfz1e+8pUcf/zx+au/+qsaVzz4zc2mvRk7w7y2JCtTDAnfL9s+vHr+0qU54eyz84fvfCeVjo4kSdPzn5/9jz02hx12WPY85ph0Rpv7z5iRnz31VKbutlueStKxYXslyegNX//QbfuKJDc2NuYv//Zv07p2bd6wbl1e3O2z353iF9XO4eAnZttXJu/eJoaTAwxNLUm2FvlPT/8Gl72HqQtGAYD+IswcbFatKoLM444rgr877kimTEnOOqvo3fia1xTPz5yZ/PSnRe/LkSOL8HHSpOTmm4tVyp9+ughCx45N1q/P488+m7esXZvbkzQkueyFL8zs73yneH7lyp7h5XY6/MAD8+Uf/jC/amwsNqxdWyws1BlmPvNMcu21xdDzRYuSCROKz+zspVmpFLf/+q/i8ciRyd57F0Hm+PHJAw8U73XUUcVw+Q99qB8aujxGjx6dyZMnb3y8cOHCtLS0pL6+PjNnzsxZZ52VJPnpT3+aJ554Il/60pdy6qmn5vTTT9/kvdra2tLWbS7U1s75UYeZ2Sl6M1bSNXy6M8wbn2IhnL9O8vNs2/DqVUne29aWR37yk1Q6OnLgG96Qoz7ykex3zDEZMXJkJiddfyhIssuGRcxa0xVYdrd+M9s/8q1v5XV9bF+VoldmU7Y8Z+fmau/sibqt3y8AbM6WhqzPj0ATANh5NV3NnD50rkz+P/9TBHyveEURAO61V/H8008Xw7L/8Ifi8W9+U4Sdo0cXQ7YPPbQIEMePL4Zm77FHKh0defOGIHNiXV2uffWrM/vrXy+CzGTTxRPWry+GiXfX1+P165MkR7/sZfnvv/qrXDppUhE6dgas69YV+65dW8xftnhxUdeqVcWQ87a2ouapU4vbc88le+5ZDEF/1auSb36z+N4+97miZ+o++yRf+ELx2lWrinnSVg2/NZaXL1+epg1hWJKs33AcFi9enEMPPTTXX399vve97+XRRx/d5LUXXHBBJkyYsPE2bdq0qtU9mIxL0Zvx79LVc7FzNe9TUgSAu2/42rtnY+/VvVclOSvJ0XvumX0vvzwfvOOOfOB//ictnb2e+9Ha9L2y+Nwkz6YIZzuDyb5WJu9LZ/DZGWTO7eP9E6uaA7BtOoes39XtNifFcPfew9gZXubNm5dZs2bl6KOPzty5c3PLLbdkxowZOfzww/O73/2u1uUBUCLCzMFm9uxk8uSi1+L11xe9FV/xiiLsO+WUItSbOrUI+F7/+uLrkiVFWNjenvzrvyaPPVYMA1+3Lnn00dQl+UZDQ15TV5dfH3JIjv6HfyjCz7a25K67ipXOlywpwtOVK4ttf/hD13Dx0aOL3pUjRhQhZV1dsRr6vfcmK1dmt8mTc8IrX5kD9967CC7r64t9jzmmCEwnTEgOOKD4/jo6khe/uBh6/v73F3Odvf/9xSrmy5YVw9l32y35/e+L3pkXX1zMDdq5Wnnn3KGdoe+PflSb41RDEydO7NGjcuSGwGzixIk55phjMmrUqMyYMSMLFizY5LXnnHNOVqxYsfG2ePHiqtU9ULYlZNvWIK6yleeTIux7LEWA+aX/+q8cecst2S3J00m+/xd/kZccdtgmr6nbZMuW9bX/yiefzDV//OPGHpfdv6fOIDbpCib7CmL70vnaE9OzR2dvW3oOALqbnmJYe+etZcu7MwysWbMmX/ziF3PttdfmF7/4RWbPnp1/+qd/ytVXX53vfe97+fjHP17rEgEoEWHmYNMZ2p16arLLLkXPxd/8pljspjPIq1S6Fgm67rpi0ZwjjywCzCRpb0/7lCm5paMjednLkmOPzUv/4i9y6xFH5EXveU/x+j//ObnnnmLF8aQIK//4x+R3vytC0fb25OGHi68bFgvK6tVF78nO+TPb25MHHyzqfMlLirk9Z80q9p06NbnvvuLxi15UrDy+zz5FEPqmNyVnn130vvyP/0j++7+L92puLubunDIl+cxnNm2b7r0xO0PfYbIIUHf77rtv5s+fn3Xr1uW2227LQQcdlCSZOXNm7rnnniTJb3/72+y9996bvLahoSFNTU09bmW3LSFbf+2TJH+Z5L4kK665Jh975ztzz3HH5fr778/fJbkhxQ/V7mHkbkkmpRg63j0s/VOSrye5e8Nzndan6IG5W3r+gL7/29/Of+yzT646/fQ8k+QjKULVH6VrkZ4TkixIcuxWvofuOl87Lj2Dzd629Bxsi1GjRuWd73xn3vnOd2bUKLPcbAttNvQ5xtWjrWvr9ttvz9ixY3PCCSdk9uzZefzxxzNy5MjsuuuumT59epYtW7bZ17a1taW1tbXHDYDhzZV8MOicJ3P27K4h1HPnFov7vOc9RSD5ox8Vwd1ZZ3XNofnSlya33Vb0sGxoKF7b3p6l48bl5D/8ITevX59f7r9/XnPSScmoUanrHJreqbIN/dB677OZ11z6gQ9kxapVecfVV2fXESOKnp1jxybXXFPM/zlrVrGoz7HHJhMnJiefXNT7nvcUQWpTU/LOd/Zcub237r0x3/72YbUI0PHHH5977rknCxYsyOmnn54zzzwzRx11VMaMGZNLL700SfLxj38873rXu/LpT386xx57bPbZZ58aV10ds9O16E3S96rcvffZ3Ptcns2vCL4+Rdi5Jsmb7703p558cirr12efk0/OOw44ID/ptu+YJM9LMiXFHLXZ8L4jNrzPNUke2LD9iSS/SfK6JBNTDMPLhn1323C/JcnXr7wySTL1Fa/IL1IEpo8k6T6D7HUpFi3q7Jm5vba2cvm29FyFzWloaMgll1xS6zJKRZsNfY5x9Wjr2nriiSfy0EMP5Y477sj111+fc889t8cf1UeNGpV169alvr5+k9decMEFOe+886pZLgCDnDBzMOgd0s2dWwwVf897ikVvHn88+Yd/SC69NLn77qLH43HHJd//fvL85xdh5t13JytW5MnJkzPzySfzUEdHxtXVZekeexSh4nPPDei3cHZbW55atSrHHHpodl24sPjMZ54phqnfemvyla8UQ8dXrSpWV3/jG5PLLkvWrCn2PeWU5O/+bssfMnt2V6g7zFxzzTWbbDv55JN7PH7e856Xa6+9tlolDRq9A7i+Fr/ZWkjXuU9DH6/tDEf/MsVQ8iseeyzfeOMb0/bss3n1UUflc1//em7qNafs2iTt6QoyO3UkeTRdQWanZUl+m+SQPuqanGTVwoW59+67M2rUqJx90km5OcnIJH+brtC19yJA/c1q5wDAjpo4cWJmzpyZ+vr6zJo1K+eee27Gjx+/8fn29vY+g8ykmCbpH/7hHzY+bm1tHbbzvgNQMMy81latKoZxNzV1hXSzZxdzSHYGmV/4QrH9+98v5sHcc8/ke98rhnfvskvRW3LKlKyeMiVvfO65PNTRkRc0NOSOd74zJ3zkI0WQee+9xTDxzp6VK1cmTzxRhI1JMRfmsmU9e0XuumuxmE9nUFNXV6x6Pnp01z7Pf36ydGnG7bJLkuTZZcuKOTI/8pGiF+ZzzxW9Rt/+9uK1N95Y9Cx9y1uS//f/khUriuc726K7J59MPvCB4uuqVcnllxfhZ/e2G6aLALF5OzocelWSthSrmR+bYj7KJ1PMjflYkp8k+fY99+TLM2fmz4sXZ5/99svXrroqozfzH+/+dPONNyZJDp05M9Oam/PXSd6Snov1dC4C1JAi4OzvBXsMM2dnVSqVrFq1KqtWrUplW0YGoM2GAce4erR1bR1yyCGZP39+KpVK7rnnnhxwwAFpb2/PM888k8WLF2fSpEmbfe1QnCYJgJ2jZ2atzZ2bPPtsscp396HmF15Y9ELs/CvkWWclhx1WrHI+cmQyZkxy//1FALnXXskf/5gznn02v3766ezW2Jifvf/92W+PPYq5Me+/v2vF8ubmoifnQw9lfUdHljz3XCa88IVp+sMfuubG3HPPIlx9+uni8bJlxRyYf/xj1wrlU6YUC/TU1SVPP50JGwLOZx55pFj85/e/L+bcrKsrep0uXVrUfeaZxTyf8+cXCwXdfXfymtcUIedVVxW9NXffvfiMc88twtzPfCaZMaPYp6OjWKDowgs37dHKkNXX0PHN2VwvzCeTnJvkvBQrlfd+37lJVqYI7K5L0Qvx3BRDxa9Lcs78+Tn9kEPS3t6e6S96US796U8zcdKkrNyp72zb3P2//5skefWRR27c9j8b6v9RioCxM4g9ccPz29OTclvad1t6t8KWrF69Ort0/uHr2WczbnNTirCRNhv6HOPq0da11dzcnNmzZ+e1r31t6urq8u1vfzuPPfZYjj/++NTV1eXiiy+udYkAlIiembU2e3YRZN5+ezG0vHN17s6FgFatSt7whmK18V/9qtj/oYeKALS5ueg5+ZOf5Jq6ulxy772pS3LVoYdmv8mTi0V1HnmkK8hMkqVL88h99+Ujt9+e533ve5k+Z06uvuuujUHmqvb2XH/XXV2LCSVFgNm5Onq390m3obXNG/5zuLRzxfPf/74IQUeNKvZbv754/Xe+U9S8cmXxPRx8cPH9d77f0UcXPTGTYmGjzsWAZs8u5t0cN64Ib6+4oghlx48flsPOh5v+WEn73CSPJ/lMt22XJ7k2yRXp2fOw8/55SZYkOSbJzfvvn8Nmzcrr3vzm/OiOOzJ1r73SnuSpJI29PmtUkrEphpX31pBkj17bxiR5UZLRvbaP2HD7/YaV6fd/yUuSFPNlvrlbvZenCFzv6Pba7elJaaVyAGCgnXHGGbnpppvyy1/+Mi984Qtz5JFH5rbbbsutt96al73sZbUuD4ASEWbW2rhxxTDrffctgsfewdy55xZDsR94IJk+veideN99Rfi3fHmxQnh7e66cOzdJ8tFdd81rjz56sx9326OP5pVXXZV/feCBPN3WllF1dVnW2SMzyb8tXJjj5s3LF++6a7u+jUkb/rq9/PnPL+bAfPzxIrAcPboYLj9yZNLYmHzwg0VwOnJkMeT9ySeLwPM//7N4zfTpXSuZ7757cvHFxddx45J3vzv58peLXqIdHcX7jxlT7Gu4+ZDWH0Ocz0vRy/Iz3bZVUvwQrKTnqt6d92/54Q/zzrVrsyjJxLq6vPWHP8xHrroq43fbLY8m+WmSh1OEi80pQsznJZmWYs7MRSl6e1ZS9Jx8LMUCPzOTHJ0i8HxlknckmZqkPskuG2raJRtWQa9UsvDBB5Mkz99vv/woRSC6W7d6Kynm4lyZrkCy+/ezNYaQA1ALi5Lc3eu2qKYVAQBlYJj5YHDccUVo2blK35w5XcPNzzsv+dSnuubWfO654rZmTTGn5S9/mdTV5dsjRuT1z39+jv/AB4rh25269Z5c8PTTef0VV6S1rS2vbG7O+QcfnGP33DOjJk0qeoUmWdrWlkqSs26+OUtWrcr5r3lNGkePLsLH7hoaivfeMOfQ+LFjkyQr29uLHpOtrUVvzLq64v6eeyYveEFy+unFay66KDnkkGLf5cuL7/M97ylC284ws7vuK7539ljtXAzIcPMhrz+GOO+epPcAplNTBIon9rH/Ny69NKe/613Z95hj8qFrr82o+vqksTF/SNHDc2mv/dds+Iz69Fz1++kUc1m2ddvWGX6enE3DxkqKVc07z7iOSiUf+epX86cHHshv9tsvDUn+McmFG56fm+RNG96zLl3zfR6XorfmzgzNB7bT/Pk9Hzc3F3+kAzaxKElLij/yddeYZH4SZw4AsDl6Zg4G112X7Ldf8pOfFHNjdh9uvvvuyZe+VPRefOSRIgjs6Ch6PD7+eBEGtrWlbvz4vO2oo7LLuHHFfJcjRhRh4n33JUmeWb8+J1x5ZVrb2nL4pEm56dRT8/q99sqC3/8+j37xi8XcmqNH5/Ovf30+c0ixpvJFd9+dg/7rv/Loc88VQ9vHjy/q2HPPoq6nnipqrK/P+sZioO2o8eOLGseOLWrYZ59ibs2GhuT445NPfrJYlf0FLyj2O+WU4rMffLCYP/Ooo7rmzOyue2CZdA3DHzeuCDgnTzbcnB3S1xIAN910Uz74nvckSepf+coiyOxm/Wbeq24z2zdnW34AjxgxIsecckpO/exnk7FjszBFD9OzklyWIlT9eZK/S/LuJP+dosfoJ2PoOFRNc3Mx+uC005JXvrLr1tKSLNLPDPqyNEWQOSfJXRtuczZs6/0HQwCA7vTMrJbuPQuTnvdXrCgW6XnFK4r5IDuDw4suKnoqvuQlyW9/Wyyo8+IXJ/vvn6xdm3vq6vKZP/0p3x0/PuMPOSQ58MAi6Fy1qpifsvMXqKeeym+WL8+SFSvygjFjctVLX5rGBQuSdevy0Vtvzc+TXDhvXj522GGpGzMm57785XnFrrvmg7femoefeSafuPbazDnyyCJ0nDatCCYrleIzlixJXv3qnPfBD+ak447LC37846Kn5bJlyW67FWFrR0cycWLy3/9dzOM5YUJx+973uobZt7UVXzcXSM6e3dUTs7fOYBO20+VJbkyyLkUQmCRPPvlkTjnllKxvb8/LTz45p/2//1e7Aru5JcXQ9RlJfp1krxRh6Pgka1Ms4jMuXYHqK5M0xdBxqIrp04temUu7RTDz5xfh5tKlemfCFrQkObjWRQAApaJnZrXMnVv0uDzrrOTyy7t6Gc6dm9x8cxFaJkXvjtWrk89/vhh6/tOfFvNGPvRQEfg99VQycWLmH3NMjl20KD9ub885e+5ZzB3ZvfdYR8+lR47ec8/89jWvyQ9f/vLs3tCQJKmsW7dxJeaPJ1nUbc7JN73gBfnv445LkvzXH/6Qh1pb+3zfTi+YMiVvPPDAvLSxsahln32KYfFjxxarjz/9dBFkjhxZ9Fa54oqiR2qS/N3fJe98ZxFmbk73npjQT9Ym+VOKoeBzkjzx7LM58S1vyeOPP579Dzgg3/jWtzJ2xKY/Jp/bzPutS989PfvalhR/TeqrN2fnJ9578835wnvekz/ef38OT9fQ9AtTzLF5cor5M7vPlXlKktcn+ZtsOmfmqg3fp9llYQBMn14satd5a2mpdUUAADAk6ZlZDatWFUHkwoXFQj9J0fNy7drkhBOSn/+8uH/ZZcmb35z87/8WYWdHR/F13LiiJ+OGQPHWe+/Nm267LcsqlRy86675v6ecstmPXrluXcZvCDlfuGEo+Kr29jSOHJm6urrcnuIv4g8mWbB2bY/5iQ5ubs5+u+6aBcuX54k1a/KipqbNf49r1iT/+I/FojwvfnFy551FT9P770+e97yiF+dxxyW33FIMNb/uuuJ7u/zyrp6ZK1f2z7yX3XvBCj/ZgtEpFr65NcneK1bk/De9Kb+/5ZY0NDVlxve/n1+OG5cxKQLDVWvW5KaLL87Dv/99/rxqVZqnTs1LDzwwU172suzx0pdmcZL/TdFj8rXpWuG8MzBtSrFoTyXFD94pKRb5qaQII9elCDE3LGmVukol3/zkJ/O7W25J/ejR+cLXvrZx2F33OS5npwgyT+zjud66r1quLzPVNnLkyJx00kkb77N12mzoc4yrR1sDwNBR0zDzT3/6Uw455JC85CUvSZJceeWVmTx5ci1LGhhz5xZB3YwZXUOpO+eA/PnPkyOPTG67rQgvf/jDIrhMimHaf/5zseDPs8+mMmlSvr10ac5YvTptSQ6dNCn/84MfZGKlUgxBf+aZ4nX19UlHR36zcmX+8kc/ypxjjslxL3pRMUR88eL8/YIFufrpp3PWAQfkYxMnZt2G1617/vOL8K+zh+aECXnwPe/Jc08/nRHt7UXtu+5a9LzsXAF9jz3y64UL88N///ec8MgjmdHRUczV+fznF0Pspk0reqS2tCT/9m/F47/5m+TUU4tAt60t+cUvirbpr3kvLQjENlid5MAkf05yWJIb2try1IMPZlxTU4687rrs85KXpJJiYZ+H77knl516ap7YsKp4kjyZ5IEk4/bYI4csWbKxt+P/fu1r+d9KJae++93ZZcyYjb04W1OEli9Msm+6el/WJZmQIsxsT1cvzjtvuKEIMhsa8qVPfSq3JFmSYq7MC9PV43J7Fu/pHXxCNY0ZMyZXXnllrcsoFW029DnG1aOtAWDoqPkw89e+9rWZN29e5s2bNzSDzKRrgZo3vnHj6t8btx17bLHtgx9MXvayYpjayJFFkPnmNyczZyaNjVn3vOflvX/+c96zIch8U2NjfnHGGZn8+OPJ739fBIi77VYEmU88kTzzTP7PnXfmqbVrc8nvfpf87nfJH/6QTJ2aWfvtlyfWrs0nfvObvHv8+PwhybiRI3P46tXJbbdl+dq1+dwDD+SJ+fOTP/whozs6MnKvvYqFfNraitB07Nhijs4XvjBX3Xhj/t8dd+TrzzxTBJTve18xXH7KlGLRosmTkwULiseLFhVB6O23F6Fo59DyMWO6Qt5VOzkI1oJA9NLX8Oq2JKuXLcvrKpVMSvLW3XfPZ+fMyT/fcEOOPuywdE7aUKlU8t9nnpknHnww9Xvskemf+lT2+fznM+WDH8yEI47I6Obmje+7/tln8+inPpVHzjgjl7zudVnXa1qGyobP7esH76j0HI7+nfPPT5KcePrpuWXPPXNcih6ee2XHF/XpDD71VwYAAKCsaj7M/NZbb80RRxyRI444Ip/73OdSV7fpDHJtbW1pa2vb+Li1c/7Gshg3rggtTz21WK27s8fg29+ezJmTPPts0Rtz7NhiSPaNNxZh4L//e7H9gAOy7J578tP29oxI8n+f97x8fPbsjDjwwGKhnU7r1hWLCVUqefDpp3P1Qw9lRF1dzpsypWufP/4xb21szKfGjs0f16zJJYsXJ0k+OHlyJowalcfXrcuxP/hB7l+zJi8+7LC8derUolfpyJFFYNrp2WeLRX2SXH3zzUmS40aOLFYib24uhpr/7GdF8Dl+fHL22cW8oAccUASYvRf7qVSSSy4pQs7W1mJF9h0dJm5BIHqZm+SPSd6U5HuVSp6ePz9fv/TS/MdXv5pP/Pu/5/WnnZYkOezYY/NMknu6vbauri5/d+21+cUXv5jVH/hARu+2W4/3npZkQee+o0Zlz/POy+Kzzsqff/nLLLrllrzgyCO3u96Hfvvb3HvTTRk5alT2PvvsjSuWXxg9KxnGFi3adIEdAABg2KlpmLnHHnvkoYceSmNjY9773vfmhz/8/9m78/Coyrv/459JyA5JgAQFSUCUJagUQVBBEEEQqQtxYanY+tgq1Vqligu2/SG1llbRat3q87iLgqIGtYoFRUDFFURFIgKy7xHIvpBkfn98M5nJkJUkMzmT9+u65kpm5sw59xxy5nA+873v+3VdeumlRyw3e/ZszZo1KwgtbEIzZ0phYRZQLl5sIWZ6uneW7sJCq1x87DELDrdssfBw/37pwAEdW1ioN7t00b5OnTT2zjutkrG0tMbNvVrRHXZsjx7qGRtb5bmIsDC9N3CgVh46pPcOHNCoE07QL4qK9GNRkUZ8/722l5To2OjoyomCapO5ebPWbt6sNpLGhYdbuLpokdSmjVVxxsVJEREWLnbq5H2h77iWUVF2gfrdd/bcV1/ZDO50E0c95MvCynQdOdnNPFk37vNKSvT3//5XuzMydOIHHyhvy5bK5Za8/HJlmFmTiJgYnfOnP2lxHW0Ji47WMTfcoIKvvlLW00/ru1deOaow850nn5Qk9Rw/Xud37aodsgCzIV3KgZYmPz9fbdu2lSTl5eUpriFfVm3bZsOVFBRUfTw21r5AC1GN2mdwBP6NA4d9DQBA6Gh0N/NDnnEaj0JUVJTi4uLkcrl0ySWX6Ouvv652uRkzZig7O7vytr2imrDFyM+3cLK27tGzZkm7dkn9+kk33iht3ixddJG0b59VJV50kXXJ7tLFgsCOHaXERG1NSLBwMylJAzp29AaZkrfLuq+KytZ3fvxRknRxr15Vn2/TRoqKUo/YWE3p0kXPnnyyruzbV1mlpTpv/XptLylRz5gYfXzuuTrbt9u/70zpkrXJ7db/LlwoSRoXHa32kZFWGbp6tXVpb9vW2tqvn40N6st3XEtPt/B77pHOP99+hlA38cYcI6hbhqSdsrEk98nbnTxD0lJJ/8nO1kmpqfruoot04JlnlLdli8IiI5U4bpwufuMNzXnzzcp15cgmw4qpuL/l449VXlYmt6yLdy9V/dDsKekcSedK8p1K4DjPRF95eVVmK0+SdIysq7mvw7KJeQ5LysvJ0ZK5cyVJJ/3619qomruGMzs5Wo2sLAsy586VVq3y3jIzbXiWliwz086Lntu2bcFuEQDUif+/AgBaskaHmT179tQ111xTYxBZm9zc3MrfP/zwQ5144onVLhcVFaX4+PgqtxbFN5jz2LdPuu46Cy3nzrUKxQ8+sHEnn3xSWrbMupVfc41NkPPHP1ql5fHHS926SSefrA9zc5W2a5dejo21MPHXv7YqR8ku6jZvtnAyrOKf8ccfpV27lOV267NduyRJ4w4csAu96GgLSnv1siqW1FR7be/eWrdli87cuFEbi4vVPS5Oy2+6ST3OOsuWj4yUhg2z3487zraVnCydfLJ2bd+uJyuCoKlhYRbmlpbaert2tTaNGCGNG+cNJj3B75gx3sDS0y28U6eqP0PkG/PGHCOoW7q8Y0nOlIWCr0vqV/H4gIQEnTV8uJKPPVYjb7pJty5apIt/+knnvv22Bl10kb5yuXRQ0neSPpT0U8U6NixdqsfOOkv3/exnej8/XztloWlnWYh5maQxktpJOlXSbyUNkHSepLJvvpEktUlOVpSkREknSeoh+9DNkXRIFl4erFhvQcVjBRERuuL229X/9NN18ejRmqSaQ0vf2cmBViEtTRowwHtryUFmUpJVjk6ZIg0c6L2lpRFoAmjx+P8rAKAla3SYuXHjRp100kmaMGGChg0bpldeeUVlvmMr1uKjjz7SwIEDNWzYMO3cuVO/+MUvGtuc4Khuwpk777TxH8eNs7By4UIL54YMsbBu3jwLCMeNs0qNN9+UduywcSX/+Edp/Xr9taBAhZI++PFHaepUuyjav1/66Sdp+3arzMzJse7cX35pzxUV6Z2PP1a5263+cXHqGhFhM50nJloQmp9vE/CUlkq9eql8zx5d+NFH2pybq+Pj47Xkt79V54QEW3eXLtJ559kM5pJVffbsKfXoIYWH6w+PPKK8ggKd3qaNxhYVWbVmebmN87l/v70uIcEmPrr+eulXv7JxMXfutG73niCzOvWpdnWIxhwjkpSdna3Bgwerbdu2Wrt2rSRpwYIFGjJkiEaNGqUdO3ZIkq666ioNGjRII0aM0H333dcs76UlipN0m6TFkm6QlCwp8fPP9dv8fMVJ+lHSA48/rq+3b9d9Dz6o5LFjdWbbthosKVI2w/gPsuDTo/DAAb1y9dW2/mHD1Mbn7/SQpPayCktfsZKGSXKVlmrTYuuQfvKkSSqSVXr6/6UflpRdcfPlionR5XfcoZs/+USXhIcrTjWHlmNk43WOrnUPAQiK1FSryvStJJ07176M9B37EwBaoMb+/xUAgObU6DAzISFB06ZN0/r16/XHP/5R06dPV2pqqu655x7l1xFEnX/++Vq1apU+/PBDPf/882rTJujzER09T5dvTwh30kk2SU5srIWJnpm6PRWcnTpJw4dbpeM339jPDz+Udu+WrrhCOw4d0uKKmZBvT072zvotHTlWZllZlcl5UuPi9MuePfUr3zEqS0okSbmHD2tDTo7yDh+W3G6FuVz6c9++GpaUpM8nTdKJ/mOPhYXVeP+y4cPVNixMD7vdCisvt7C0Rw8LMjt1su7laWnShAlWibpihfT11zYeaPfuVStZ/c2bJ737rjR/fs3LOERjjhFJio2N1dtvv63LLrtMklRaWqoHHnhAy5Yt01/+8hfdXTHrtSQ988wzWrZsmW699dZq11VcXKycnJwqt5asvt2o75VVSD4qKfnDD3XJOedo2/nnqyAvT7dK6tCxY70/X8oOH9aCCROUvXWr2vfooT71CIYPFxerpKhIkhTWpo2G/fGPOmHMGHUZOLBe25Rs1vTiivEAl0j6r8slz19/uiykHe+zfL6sErV7xfIAWqDU1KqVpGlpwW4RANRLY///CgBAc2p0mCnZ7OIPPvigbrrpJp100kl6+OGHtWfPHp133nlNsfqWzzek9PyekGBdrHv1kk4/3ZYrLraZvUePlp56ykK/r76SLrzQKjViYy0ALSjQ6wcPSpLOCg/X8ddf36DmjOjcWc+dfbamHXecJAtJHt64UYPeeksJL76oXq+/rmc3bqxc/lfdu+v9ESOUFBNT0yoruX3G6bx88GBtOeEEDXK7rSozMtKqLn/6yQLLbdukjz+2gPe442x//PWv0pw51g29tjExPbPaVzO7vRM15hiJiIhQss/4pRs2bFBaWpoiIyM1dOhQfVPRpdnlcumaa67R6NGja+wSNHv2bCUkJFTeUlJSmuYNNiHfALO+3ahnycK+43bs0PgLL1RpQYEUF6enIyKUXMdr/X1y//3a/P77imzbVpMXLlSbiskCavPCrbdq5csvV94ffMMNuvzVVxu03Q/nztX0fv20fuXKynE2PT/jZEFmhrzBboYsyNwqZjcHAABNr9Vf4wEAWqxGh5lTp05Vr169tHHjRr355ptatGiRLrnkEj388MP66aefmqKNLV96uoWURUXesSAnTpQeesi6WE+aZBWGixdLn35qXcqXLpVefllauVJ67TXrBt6unQWap52mJRUVkBedeaZVMXqEh9uYlOE+0420bSv5hlJxcfZYVJQOl5fr2k2bdOPXX+vLn36SW1LbNm208uBB216bNnK5XIqIiLDt+AY3SUkWQlYEip9u3qyhs2Zp3Q8/2CQ9112njomJ1vb27a3StHt3e11UlIWXWVnSiSfaeJ/PPOOd0by6yYt8TZpkkwFdcIHju5s39TFy8ODBKuPGerr8zJkzR5988okefvhhXXvttdW+tsVPpqWqAWa6pHhJhapanelfsdlJ0nC3W3Ovu06F2dnqOniwFr3+ujr4VDSXSdouyb8+0yULC2MkFWRl6aO//12SdP7DD6vjKafIf4TecEkHJOVV3C8vK9PK+fP130cf1aHt2xUtKTwiQlHt2kmyD9koSf5/8S5Z1/RISfmHDun5W27R3k2blLl8udJllaYX+LzX+aoa7KZL6irpPlU/ORAAAMDR4hoPANCSNbpfd69evbR+/XolJCQc8dzSpUsbu3pniIuz8C4ry2btvuIK73OjR0vTp1uF5o4dUufO0mefSaedZhP4xMXZ5Dzdu1slY79+cn/xhT6s6Ep+TqdO1rU7IcEqO/PzbVzK2FgLGcPCrAt5ly42A/quXdLWrfoqK0tjPvpICVFR2pSTozCXS7PPPVdXDhyozm3aSIcOSQcP2us83cM93XDbtrVAtls3SVJeRITumDNHj1ZM9vO7227TB/n51vayMgtWo6Pt/YeH22uPP95mZ3/mGQtsfaswPdWrL79s1Zzp6UeOnemZFGjuXFt2/nzbx9Ut28I19TGSmJhYpXt4eEWw3bFjR0lSnz595HK5VFZWVvmcR1RUlKJ8hyxogdJlgd14WUgXKW+I5zmyfAPP8RX3SzMy9P1//qOwiAid+8wz2hkTo3LZhD1bJb0nm2wnXDbeZaksKI2WVC4LRH98/30VZ2crqXdvxV15pVbJPiS7S9ohqa2klbLxNV+UdLWkPtu3K2f/fuX+9JPKjz1WCbIJf/ZJSqhYf4EsSE2uuB9bcQuThajz//535ezfr259+ujhW27RO5J6y7qPuyvea7uKW5Es4Izz2R+AE4SHh2vcuHGVv6Nu7LPQx79x4LCvG4ZrPABAS9boMPOWW26p8bnOnTs3dvXOkZ5u3cz9u07PnGnjYJaWSldfbZWZJ54offedhZObN9s4Wu++a12vN23SjwkJyt63T1Eul37285/besrLpcOH7adkIWJMjFRY6N1WRaBaWlKiyz/9VFnFxcoqLlb7mBg9m56ui/r0seUOHPBWRhYW2nb9xxOsCDI//fprTbnjDm3yTDKTkqJ78/JsW23aSDfeKC1YYEFtly4WsO7da+0rKrIg0xPu5udbkDl0qHTvvdIpp9gERgsXVg2Aq9uvRUWODTWb+hjp2bOnMjMzVVJSoi+//FL9+vWTZF2B4uPjtW/fPpWUlDj2P+r+IZ1vuFndYxmS9paW6h+33SZJGnzbbbqwb1+Vy2YJ3yTpU5/XlknaJQs5I2VBpmSVkkldu2rg5MnK699fhyr2X6ksvOwo6QWf9RRJekzSuM6d5QoLk7u8XLn79yuxSxe5JaXIKko9o9mWS9orC1J9RrPVrs2b9fqDD0qSHr73XnWIjDziPS+UTfIzU1IXSdMlzal4LqNifzjjaEBrFh0drbfffjvYzXAU9lno4984cNjXDcM1HgCgJXPwjDstjKeS0Fd+vlVkfveddPbZNjam223jYq5fb2NmhofbuJJhYdIPP0gnn6ywNm30+27dVF5aqoijmBSpTViYXjn9dJW53XqloEC3jRih5AYGf8UlJbrnf/9Xf/u//1NZeblS2rTRU2FhGh0eLv3mN9Ibb0ivv25VmG+/beHnGWdYN/IhQ6S77rJgc/Rob4hZVGTv/d57pd69LZRMSKh97EzPfs3Prxpq1haAhqBx48ZpzZo1Wr9+vaZOnapp06ZpxIgRio6O1nPPPSdJmjJlig4cOKCysjLNmTOnjjW2XJ6xMj0BXXUViL6PjZF0xWuvaf+mTYrv2FG3zpihaJ9lD9ewneoGOug5dKiOHTpU71bzXGk1j0lSaVSUknr00P6NG7X3+++V2KVLjeuXvOGpJB0uKdFdV16pkuJinXHOObrgggsq3994effDFbKu5t1ls7aPkQWcnqrNhWpYlab/PgYAIBAya/gdAACgIQgzm5IntEtPt/s33WSzdx84YF3Lf/jBupM//7xVMR4+bONNHnOMtHGjBYNt2uj4Nm30r1NPta7kX3whDRtm66trMhzPRDySBrRvL0kaNGRI1ZnQJVvm8OGq932FhenZN97Q3U88IUma3LatHisrU2JJiXVj37LFqkzXrLHKzsOHvev44APral9cbJWbS5ZYALl0qVVkJidLv/iFPT5+fP2rK/1DzdoC0BD0zjvvHPHYxIkTq9x/s2IYAKfLkFVUeqoP6/oLWSyp34knas+FF6r/oEGKbqaKXbfb7T0G3W4b6/bii6WICB2bllYZZvYeObLe67vjssv09ccfK7ZdOyX93/9pv8tVWbXp25X+ClmAOVPSk7Ku7uMrlluohk8A5L9uAACaU5JseJUpfo/HVjwHAADQEE0ymzkq+M5qPn++tHatzeydmCjt2SPddpuFlt27S99+axPldOpk401GRdnYl1u2SD/+KH30kQWeZ57pHZOyXTtv+FdaKn35pXXTlixkyc62cTOPOcbu9+5tXdHj4+1+TIxVUJ50ki0n2e/du9sEPi6XVUoOGKDfbNqky+Lj9XJ0tF5yu5V47rnWjqgoC2X/+U/plVcslCwrs67zb7xhbVq/3pbdscOqNN1uqzyNirJAMi7OAs558xo+sY8n1HRIF3PUn2eimzGybt3dVfcs5vmSiiX1HThQr775pib96U9HLFNTZ/uavskJk1SwZYu2/e//Vnn8g5Ej7Xj5+GP7ouLyy6UZMxQpqX1qqiQpe9euKuupTmTFzyKXSyXduys6Nlanvvqq8k84QZPlndQoXTbG5viK+4tl42h+IG/Vp6dCNU5HTopUG/91A4GQn5+vuLg4xcXFKb+uz/5t26TVq723zNZZw9WgfQZHai3/xqmySsxVfrfMiucCobXsawAAWgPCzKOVn3/kLNvp6VZ5OH68BXjdu9sM36eeajNzr1wpnX66VWqWl9tYmvv2WcBZUmLr6NxZeQcOaH90tPJ++EFKS7Mg8PBhW2dsrIWH33xj1Y8bN9pEO5s3W7f1khILPgcPtp/l5RZ4tmtn4Wl5uYWWxx9vs42nptr9Nm30WX6+ysaMkf71L4WvW6cF4eGaUFpqIeiQIdZNPjbWJg46cEB65x2rHI2MtKBy2DCr1DzhBJtUKDFRuu8+afJkaexYm6FcstB36VJp+XILftEq+YdvnmrBJbKKzK6qGrZ5lt/n87oMSYck7Ze0VlKZy3XEh5pbUn+pclbyNpJOqLgfpaqhZoGkDYcOaUWvXlo7dapyv/tOEZKOlZSzZ4+0bp2O+eknGzZCUvhjjym/vFy5FZXQBQcPKkw28Y8qfnrqonO3b9fCiRMV89576i3pY0k/++Mf9T8ffaTHx4yRJI2QN8D17WqeLwt518vG4fSd1dwjo4bHq+MbggKBVFBQoIKCgtoX2rbNzn0DB3pvU6bY+Sep9dVw1WufwdFay79xqqQBfreagsxMSat9btuaqA2tZV8DABDqCDMbyhNizp/vrcL08K0anDzZwr9777Uwc+NGCwRdLhtHc8gQq5zs2NGCv/h4CxZ//FF3hIWp044d+odnTM3y8qpt8ASfHgUFVbuNS0d2SS+tZsS/aO/Igm98+qnOuvFGTR4+XCVdulhA2a2btattW+n77y18PfZYa5PLZe1OSpIuu8wmMdq9W+rf37bldlvV6a23Wnjp26U8PV0aNcrC1FbWXRxe/uGbb7VgdWGbZ/mZPq/r8MUXevGWW/TNjz+qQFalmVexfLG8QWmErKoxTVIveQPGYtlYmBGyatAtkiITE3VCxdiV+f/+twolfSupbUWAmTtzpi4+6yxJUllhoQr37FHEVVfpZ2+/rZ9Nnao4ecfpPCyrDM1evlx3p6VpySuv6H///W/Fy2ZCLz7mGN156qk6RdJbknqoaoDru488lZkxqr6qkmpLhIysLDuvzZ0rrVrlvWVm2nkSQMjy7Y4+0OeWpqYLNAEAgPMRZtaHbxWmpyu55K3CrI4n2Fy8WPrkE6tYvPdeKTfXAr9Dh6xys6zMKi979bLnJMVUhJWFnhnHm1FpWZnuefllpd9zj0rLyhSxcaPazJljE/Xs3Fk5Q7oOHZJSUux99O1r3dE942T+8ENl23XGGdal/sQTrXrt44+rD32vvlr69a/pLt6K+YdvdVULepaf5fO6/3vwQX31wAP6/C9/0RcVy7kllaj6CXsSqnlMspnJfes0+l9/vSTpm6ee0r69eyVJHa+4QtF9+qhgzRq906uXJCnyuOMU2amTYk44QYnjxkn9+lXOXu6xf/Nm/f3SS5Wfn68zzzxTf6roCr9EVjG6vJb377uPPL9PrGa5ml4POFpamn1R5rkRZAIhr7ru6HNl5+isILYLAAC0LISZ9eE7FqanK/mkSVXHbvQEnvv2eYPP/Hzr4l1ebpWK3brZOJpffGFjY/7wg1U9Hn+8rSMyUsrLU/uKEPNAYaFVp/hP0BMTU/Wxrl2rdr2Ljj4yJOzQocpEQOXR0fq/Tz9Vr2uu0Z9eeEFut1tTo6P1XF6ewsrKrJI0PNy6lLtc1qV8/XobWzMxUerZ0wLYXr2kU06RNmywx374wbrU795tQa9v13vAR0PDN8/ynSp+Hjx4UG8tWCBJOu33v9egJmxbt1Gj1HnwYJUWFmrbtGlyu91qN2yYOt95p1xRUTqck6OI5GT1++9/5WpT8zxqZaWlemzCBOX89JNOHThQv3n/ffXs31+St9v46Iplqxvz0ncfEVYCAFoD/+7oacFtDgAAaIEIM+vDN5CraQIaT+A5c6Y3+MzIsHEyf/zRAsyFC22cy8hI78Q/999vgWWHDjbmpculYypWue/QIWnTJgtFwyr+qfbvty7lJ58sde4snXWWhYh9+ljFZOfONnFQaam1OSHBnmvfvnIyoN0JCRr1r3/p2nvu0eZ9+5QUHa2nunfXv9PS1KZ9exuXrHt3q8ZMTbX2hYVZW7p2tfVcdJGN/zlihFVlulwWqM6aZcvcd5/tIybsQTOZ/e67Kjt8WB369tWlAwcquu6X1JvL5dI5Dz6osDZtdGD+fO179FFJUtKVVyrto4/U84Yb1H/FCsWddJL2v/aa1l9zjfK+/faI9bx7//3a8uWXate+vX6VkaGcmJjKbvWebuNLKu77zuLOtAQAAAAAAFSPMLM+agvkPBWZY8ZYeDhrljf4HDNGatPGqjLbtbOJcUaMsMCzXTt7/uabrUv33r0WPB5zjLpUVHpt88xULlmgePCgd2zM8nILMeMrpjVxuWz8zXbtvGNsHj5sAWNEhHc9YWHan5ysTd9/r7jISN1/0UXa2rWrrm7b1rqHd+pk7di2zda1Z48FpJI9npUl3XmnvccBAyzU3LLFupVL1q3ed3xMoBnkS/p25UpJ0tDzzqvyXJhsLEz/D7doWVWn//QhpZI2yMai9NXvzDN11d//LknaduONKlizRpLU67TTdPHDD2tgnz4q/eknbZo2TXuefFKHMzI0WN6Jhr5fvlyv//GPkqQ/33+/fpOSUqVbvX83+3TVfxZ3AA6XmVl1tvZtjAYIAAAA1FfN/SNRP56KzCVLLPCUvD/nzbNu1+XlVo0ZE2Pd0597zgLMH3+0cSg9Xc6PO05KSFCvKVOkOXO0ISdHh/PzFdGUwWBRkfqtWqUvbrxRuXl5OvHTT62S8/PPbVKiHTusbTExNmP56NEWiG7dasFtUZH0wQf2frKypLfekk47zbt+T1WqZx8ANfDMRp6uhnWdLpf0gqTvv/9ekhR38snqK5sYIF9Srs+yUbKQsr1sQgFJOqbi/k5JP8gm93H7PNdJ0kmy2dTPuflmHfzhB0V37arIn/1M7WWT+hRIyv3xR60fP17FO3Yo6YQT9P9uuaUyEI2W5Dr5ZPUeN06xCQnqfNVVks92JG+3cd/7c2RB5vgG7A/AKcLCwnR2xURaYWGt9LvUpCTr/TBlStXHY2OrneCIfRb6+DcOHPY1AAChgzCzsdLTLbwbP97Gy5w506ozO3WyasnUVOtOHhFhv0+fblWWJSXS5s3So49K555r69q+XerTR9337lVymzbaX1qqxa+9pp//8pf1b4//LOYV98vLy7Xmm2804JVXpOxsHRMRoWPat7c25ORYJeXKldZVPTLSxsc880zrFn/22VaBeeut9nhRkXTBBfZeTznF3ounGtWzL4A6+M7U7R991xZ0/iQpW1J0gU3Zc0ZiouJkIaR/R+/iitfH+j0eKavc/Mbv8b0V60nxPOBy6Y5//1sul0u7Jb156JBeO/10RSclae+nn8pdXq52xx6ru996SzF+Xzqc0rGjPn/jDb12+LDSXa5q36//+/QPOIFQEhMTo2XLlgW7GcGVmmqhZZbPVCaZmRZuZmUdEWayz0JfY/6Nt+nISXGSZGNO4kgcTwAAhA7CzKPlmdk8Pd2qEPPzpcmTraLxrrukxx6zKszoaAv3PM+PGGHdwXfskPr1s67m7dtbF/LkZGnrVoUfPqzftWmj4rAwDWzXzibi6dVLio1Vzocf6tt16/TpwYP68qeftOmrr+SKitJDgwfrjOnTLYz89FMpO9uqPk85RT989ZWm3XOPlqxZo5cTE3VJTo51f8/Ls/Euw8IstOzRw2YwT0mRxo2zdXTuLC1aJH32mY2RWVZm72nxYql3b9sX69dLv/iFtzs+4KOmYDJdNVch+gd/+yTNlM1k/lbFOmNiY9WmTRvFNHN1hcvnC4Kfvv1Wh374wSqpJR13zjm66rnnlJpi8Wd2VpaWv/SSLvz97yWXS21dLv0qMlJS9e+3tkDX19FWsQJogVJTmZkdjbZNNjFOgd/jsbLZwPkLAwAAoYww82jk51uFZffu3i7VGRkWVC5dapPz5OdbuDd+vD2XnW2h5eLF1nW7sFB68UULEnfssC5mBw9al/QNGzSzqMg76c5JJ2niH/+oj774Qrv27Km2SZ26dJH++U/pnnt06MwzFXXokL7es0eP33GHXszIUFlZmaJcLhXn5dl6Y2Ks4nLNGqvMvPpq6T//scD1q6+k886zCsxHHrE2HXOMdOqpNlO5J5z1VGb27l21mz3go6bAzr8K0Tew8w/+ZkraLekuWaD5tKSLn3hCE489Vh1j/esum09S//66cPFi5W3fri5nn62EE05Qoqf92dn6f2PHauOqVfrm4EHdN3NmldfGyd6PbyhZW6Drq76hJwCgdciSBZlz5Z3tO1PSlIrnCDMBAEAoaxEDxsybN0/JycnBbkb9ZWRYkLl1q7dL9Zgx0q5d0uWXW7frhQu9y+7cKS1YYKFlfr40e7aFiGVlNjlQ797eiXuKiqxq0uPAAen223Xw3Xcrg8zjjjlGF7Vtq9nJyXo9Olovt2unHl98YTOd3367Lhs6VLGDB+vMiy7S86++qrKyMl0QF6dVkiZ7xu/s0kV6/HGbzOe882wCorQ06d13pWHDbEKCBQtsEqGICHu/UVHeiZA8lZkul1Vmjh4dsN0PZ/Gf6KYmvoGdVHV8yVmSusjCzATZB9f6Hj30TmysMmQXdDGy7uP+Iv3W5Vn3YR056Y9LUk9J4TUs365dO6WMHq20q69WwgknyCXpBEmlubn6f+efr42rVikmKUkpEyfqM7915MtmKt/p8x49gW5d1Zb13YdAS5afn6/k5GQlJycrPz8/2M1xBPZZ6Gvsv3GapAEVt7Q6lm3tOJ4AAAgdQa/MLCsr04IFC5SSklL3wi2FZ5zMG27wztq9eLEFhK+8Ik2Y4A0509OtinPUKBsT87vvLBQsKpLOOUdKTLSu3A8/bF293W6ptFRq29aW6dtXev993Xv4sIol9RwwQB2io21srYMHpZEjbfKeTp2klStVGBamLypmQU9wufTz6GjdFB6uwVFRFpIWFFgA2bOnVYZGRto69u2THnzQJvP58EPb9uHD1qX8uuts/b5jYXr2QWEhlZmoVX3HgfStUvSvROwk6TGfZRNkk/uslXRiaan+/emnuvmsszRY0lZJO2Rd7TrIgklP2BkmKa/idT9JOlFSkaSNslDySkndJJXJurYflIWQP0g6JOk4Wai5Qzbr+ARJ8YcOaez55+v7Tz9V2/btdf9778nVp49+4ff+Mipes1XSDfXYH74YSxOhIivLf4Q/1IV9Fvr4N66fTL/7RzM+KPsaAIDQEPQwc968ebr88st1//3317hMcXGxiouLK+/nVIR1QVPd2JDp6TZJTkyM9Npr0q9+5V12zhzp5ZcttOzTx6og27e3gDMiQlq2zMLLnBwLGj3BY2ys9OWXkqT+kgWLpaVWEXrokK1jxw57fO9eqaREMSUl2iMLYDrGxclVUmKB5bBhFn6uXWuvff99m3Tg9NOlsWOljRutffn5FsauWGHrHT7cJvtZvLj6fZCfz6Q/aBK+gZ0n2Bwt60LnP1akp5rxlLw8XTR6tHZ88YXO+egjnXrGGTpBdoFz0G/9hRW3z+Wt1CyTFCFpnKTLZJWZkgWgnWUTCH3gs47yiufOrlh+3969Gnn++frqq6/UoUMHvbl4sYb+7GfVvj/Pe7pBjHsJAEB9Jcm+oJzi9zjjgwIA0HoFtZt5WVmZXnnlFU2cOLHW5WbPnq2EhITKW4ut4rz0UqtUHDHC283cM1FQeblNuJOYKM2YIf3P/0irVkk//WThZF6eLR8eblWR5eV2i4mxxyIirPLT7bbu5G63lJRky4aFWQDqdkthYYrp2FFJ3brJFRlpr+/USXriCasabd/eurQfe6yNkxkVZV3E//Y3m7385ZctiL3wQuneey0IfestqwT1vCePffus6nT0aG+FKppcdna2Bg8erLZt22rt2rWSpAULFmjIkCEaNWqUduzYUblseXm5+vbtq0ceeSRYzW0SnmBzsap2Pfd//sS2bdUnJUVlZWW6YtQovTV/vtxutyJqWO9hHdnlXLKu6K5qHi+vYT2RkkoPH9bo0aP11VdfKblTJ93ywQfqP3Bgne+JIwUAgPpLlYWWq3xuc2W9LqizBACgdQpqmDl37lxNmDBBYXXMRjxjxgxlZ2dX3rZv3x6YBubnS3Pn2s+6ZGTYWJlXXmmhY1GRN+zbvNlmA3e7pZUrLSiMj7eu3ps2SR062KzisbEWWoaFWVXkySdL11xj4WPnztK111r4WFZmoWhCgrWvWzdp6FBvl/VRo+x+u3ZW6VlWZu/hrbes2/oxx0i//rVVY/bsaV3EO3WS7rvPW4F5xRX2u6c7TnLykdWXM2dKu3fb7O1oNrGxsXr77bd12WWXSZJKS0v1wAMPaNmyZfrLX/6iu+++u3LZefPmKTWEZsmtaazIfNmFTL6k4f/3f+oxerQKCwp04+TJGnHiiZo+aZL+ftVVKisra7a2RURE6JZbblFqaqpu/fBDxfbrd0To6t9WAADQcKnyjg3K+KAAACCoYea6dev0/PPPa+zYsdqwYYNuvPHGapeLiopSfHx8lVtAZGRUX5FYnfR0C/wmTbLAMTfXJtc5eNC6dJ94os0WnpVl4Z9n+eJiCzgjI61r+bvvSv36SV27Wui5datVURYWSm+8YRMCtWtnAeX550tPP23haWamNGSIhZPR0RaS5ubaLOo//WRdxYuKbPuJidaWvDwLNP2D1+nT7X5RkYWukyZ5J/7xNWuWbdsTZjYk/EW9RUREVJkga8OGDUpLS1NkZKSGDh2qb775RpJ3/NkJEybUuK7i4mLl5ORUubVkvl3P58rGsZwraZ6sGuMtSeMTEvSbd97R2XfcoZi4OG378Uctevll/fe557T/4EEtkXUvX710qbZV7Ct/Df0gDJOFk+G/+pW+zMzUr3r10npZt3h/nvE/XxahJgAAAAAAjRXUMPMf//iHFi9erHfffVc9e/bUv/71r2A250jp6RbmFRbWL6Bzu72vS06WBgywgHLCBAsnn3zSHj/5ZFsuMtLCzLg4287NN3sDwvBw6auvpJNOsorPqCjpm2/sp8slPfectGGD1KuXPda3r4WWnTpJ69ZJKSneSs3oaOmSS6ziMy1NmjjRwsmzz7Y2Z2VZlWX37tLy5fZz5kwLO6Oiau5C3qmT9Nhj9lNqWPiLo3bw4MEqgb6n+vDFF1/U5ZdfXmuls2OGbPDjCQRnVvwMk1VsXiAb0/KbNm10+uzZumvvXj2zYIEe+Oc/9ae//11ftWmjbEkZa9fq/40fr9vPPFPhzzyjdhXHariswuMs2fiYni7obkl7ZONupsk763mYpJ2PPaaf7dlT2abFsbFaLKm3pCUVy/lWY3qqS4skLZKFmgAAAAAA4OgENcz09WXFRDctSlycBY55edUHdL6ViL5BnmdynMsusyrK88+3Csl77pFOPdXCyYULLfQcPVq67TYbs3LbNhvjct8+6fjjLXyUpJ/9zALJDh1sGy6X9Je/WOXkqlVS//4WbHboIH3xhVVX7t1rM5OnpNhs5du3S59+apWbCQn2vlatsi7qW7daiNq1q/TSSzYW5ymnWNsbMrHPmDHS+vX2ntBsEhMTq1RUhoeHV44/O2nSpFpfG7QhG3z4Bn317YLtCQRnVfycKOt6PlPSh7KxLbMkXRsXp8svu0ztpk1T99tv17TERPWUdOtxx2nIGWeooKBA/+/qq/XJxInqsGKFfp6To4ElJTYGpqyCM8ft1reStskmCGor6aSKW9GDD+qh3/1O5wwdqtF5eZVd4NMlxVe8Pl9VZ2P3VJdGyj5wqxuzE2gNwsLCdNppp+m0006rc3gZGPZZ6OPfOHDY1wAAhI6gz2be4qWne2fr9oSW6ekWWGZkSDt3Stdfb8uefroFeXPn2jKLF0u9e9tEOl9/bSGmyyWdcYYFkfn5VvnoCaCKimy588+32cQ3b7bZyzdssMmAzj7bwsKNG62i8pxzbH3Ll9tYm1lZ1iW9fXur7oyOtu0XF9s6UlMtuOzY0WZQLyqybcybZ++nqEh6801bZ0mJhZ6S9/3UNcmP5/0uWXLkbO9oMj179lRmZqZKSkr05Zdfql+/ftqzZ4/27Nmjn//859q5c6fKyso0ePBgDR48uMpro6KiFBUVFaSWG9+gzy1vF+xIHTlruYdvd3PfbufdZSHkmbKAM07SkxU3ySb1uUmS2rfXa+++q1///e967c9/1msLFui1BQskSeGRkfqhsFDtwsLklvSXP/5Rn372mabee696V0zoc3DvXj05bZoWzZ8vSbr66qvlattWH8m6lneqaP9OSdMl3SbpXkm/8HkPk2UVnuMbuL+AUBETE6Mvvvgi2M1wFPZZ6OPfOHDY1wAAhA7CzLp4qiwlC/U81ZdXXGGViJMn29iUZWXesO/FF23G8XbtrPv4rFn22BtvSNOmSf/8p73m009tLM3p062K8vBhC0Qlq9BMSbFu6jt3WpXm7t3SM89YxedFF1kI6gkhPZP5pKXZuJtbtlilZWKid52+wanLZdsfNMjCR7dbWrrUtjNihHWHHz3a2ta9u/c918Y3+EWTGjdunNasWaP169dr6tSpmjZtmkaMGKHo6Gg999xzOu644yqrm5999lnl5eUdEWS2FOmyIHN8xf2FsopGT8BZnxg8X9ZtO1nSDaoagPrOSu72Wf62sDANvPNO9RkzRssff1xfZmSo4OBBlZWU6JZduzS8a1eNcbs1/8UXdXDbNv32tNOUkJyszscfrx9WrVJ5WZnCw8N111136c4779Q1kr6Uhaj/qXhf02UB673ydjv3vB/fQBYAAAAAABwdwsyG8A/r3nrLumR37mwzkd96q/Q//yMVFFhwef75FipecIH03XdWNekJMnfutErLb7+1sFCyADE726oy3W7rKv7oo9aN/K23pP/7P+njj63b+ZtvWuVku3YWbiYkWPi4ZInd//BDac8eCyujo219br8Orv37W2jqeT8lJbaMJySdO9fatnWrdMMNde8f3+AXTeqdd9454rGJEydWu+xVV13VzK2pnqd7dU3VlR7+od4VFa9dqNqrFj3rHyPrXt5dUtdqtjVJFmi6K37Pl4WMHSUtlnTpaacp/amndMlTT+mTwkIVFxWpPDFRKyV97XLpF8uXa+Gdd+rA++8re98+Ze/fL0k6ZfBgPfXIIxo0aJAkG2tzhaQT5Q1h51T8/j+yILO29wMAAAAAABqOMLMh/MM6t9vGnhwxQvr1ry38GzXKun0/9JB044323G232WMulz0WH2/VlFFRVrW5ZIkFkYsX2zq3bLHu3126WJj52GPSH/5g2+zUybqId+smffaZVXOWlNikPp4u8JKFlIWF9rO8XHrvPRuTMyzM2uypwhw71ltRevXVVd+vJ7y94Ya6u5ij1fPtPt7QSLs+VYsZsm7ckyWNkLRVVpVZ3bp8/5I93dEXy4LQKEkJkgok/SwmRrExNr2PW9L5kj7q3l0/f+klPbh3rwZ+/rlc2dkaMGSIzunRQx181vsrSdEVrxtfzfsg1geqKigoUN++fSVJ69atU2xsbJBb1PKxz0If/8aBw74GACB0EGY2xuTJVSsbPeHfzTdbsDhmjHX/3rTJxr4sKbEg8eqrvV3W//MfCxvvvNO6iXtmOz/2WKvSvPXWqmNWxsVZULpwoT3/yScWgPpOQHTFFbadnBzrZj5+vHUp79bNQlS3WzrrLFumti7hVFqiAfy7j9ckX9I8WfXkhbKQsSKCr7Wy09ONe4ik9yVdXLGeUbJu3bdJ+tjv9fmyWcqTKpb1VEvGyVsNOq5i2UhJsbLu4XMlDT/mGBVeeKE6ykLQdjqy+tQv/gdQC7fbra1bt1b+jrqxz0Jfc/wbZ9bwe2vH8QQAQOhgKr/G8IR9nqpF3/vp6TZm5RlnWKjZrp105pnS6tU28Y9n5u/CQqu0zMuz7twTJ1pYefnlFnR+/LGFlC+/7J05XbJA8rLLbBIgt9vWl5xcNVj13PcEoBdcYNWgublWHfrrX1NxiSbjW5VY2wzlGZKWSfpA1l3cU83pqbyc7vNa39nO42TduLNk4eTjkt6T9BtJuyVd47Muz+vmS8qVVVB2qmifJ8jMkAWb7StucfKOtzlG0g5JXSSVyIJS/1nKm0N9Z3cHAMBfkuxLuSmSBlbcplQ8lhTEdgEAADQ1wszm4gk2J02SevSwwLJzZ6uOnD7dxsDs0kVasMAqMdu2le66y1t96Zl8Z+hQCyXLy22czenTbfbxrCxbx8qV1oX8rbdqDlb92+MbegJNrK7AL13SOZJGSpolm8RnfMXjW2RdwhfKO9blTlkoObfi9XMkJUrqJ6uWfFIWOv6fz7o8bZDPYw1p42JZhWa0X5vSa1hfU2nusBQAELpSZZWYq/xumRXPhaJMSat9btuC2xwAABAghJnNzRMiduokzZkj7dplk+oUF0svvSQdOGCzj598sgWSnurLmTNt9vL77rPXT55sY2l2725jXSYn2/rz8qTt2208zoa0h4pMNJO6Ar84Sb+WddH2rZb0VF52lTeQ7C5pk6RPZKHmworl/laxjXskHS/psYqfnnWlS4qXdzxL/792TxtHq/pKSM/zE/3a5Kk+ba6jp7nDUgBAaEuVTVDnewvFILO6KtSBktJEoAkAQGtAmOkvP79qd27/+41Zp2SBZteu1t27d29p3z6bhCc52QLORYuk55+XTjnFHrvrLntdXJy91lOlOX68VVmOGWNjcNYws3Wzvi+gGo0J/Hxfmy4LEQdL6imb8Gd8xXKLZUHnTFXfJV2SvpD0k6p2O/c859nOYtVcCen2W9Z3HM7m6gre3GEp0GJt22bDsKxeLWUyyh+A2lVXhTpXNrlfVi2vAwAAoYEw05/vRDrV3W/sOj2VkRdeKB06ZBPxJCTYuJdut1VdrlplkwWNGGHLe0LHuDibtCcvz9sez+uC8b6Ao1TfQNAt6SJZqHmfvCGff5d0qWoXbU9V51ZZ9eVNkv4j667uq6ZKyOrG7/R9jq7gQBPatk1KS5MGDrTblClSbKyU1MpG+cvM9Aa6q1fbfgFQI/8q1LTgNgcAAAQQYaY/34lz8vOtWrJdu8aNMem7To/Fi6Xzz7fu5263VWS6XFal+be/eZf3Dx3T0609RUXS/PnS0qXS8uXVh5K+1Zf+baiuTUCA1CcQ9CyzREdWK/p3SffMWh4pqUg2gY8nAF0sKU/Sdnkn+PFdT3WVkNWFpb7PBaMrOJMDwelcLpf69u2rvn37yuU7NEpWllRQYOerVavslpkppYZi59hqJCVZeDtlijfQHThQSkuTa8eO6vcZQkZ1x8U2VR0Hsrob9csNV+NnEAAAcJw2wW5Ai+OpnJTswio310K/+owxmZ9v4WN6etXlfdfpWa6oyNZ7ww02oU95uVViPPRQ1eXT0y2o9ISOcXHWRT0ry0LNUaMsDK0ulPQNQq+4omob/NsEBFC6LCQcf5TLeGYWT5cFkXNls5avl7f7+ZyK58bIZk+/TFK5vDOj17Quj9Mqfo6vZrlgHDm+ATBHLpwoNjZW3333Xc0LpKVJAwYErkEtRWqqhbdZPp1jMzOlKVMUm59f+z6D4/kfF9tkFYYF9XmtmKW8Ier8DAIAAI7RuiozGzpOZEOrF+vbdTsjw7qKR0VZqDh5spSYKPXsKb38ctU2Vjdhj6ddkybZWJlRUU3TfqCJ1VRNWJ+xIWtbxr8buKdacpaOrKhcLOlkST/IxtD07zpeXZVohiwcjfbZfrC7lzM5EBDCUlMtyPXc0ugw21plyYLMuTpyVvLWNEs5AABAbVpXmNnQcSIbOvO3JzwcPbr20LS6kHHgQO/kPjt3StOn1/x633bV9p6YuRxB1lwBoH83cE/w2UlVu597lq0p6PR9fvxRPBZITA4EAK1Hmo6clbw1zFIOAABQH60rzGzuSkVPeLh4cdWAMT9feuop6cknvRP5eMbD9HRN91RqTp4sbdkide9ev9CV6ku0YA0NAOs7LqT/mJn+z/mGfrUFndUt35DHANRfQUGBTjrpJJ100kkqKKhPJ1oUFBayz0Icx0XgsK8BAAgdrSvMbK5KRf/u6/4BY0bGkRP1+FZU+i4fFyfNmWP3Cwvr7hJP9SVasLoCQP/wsiGVnEcTLjZFIMlEPMDRcbvdWrdundatWye32x3s5jiCW2KfhTiOi8BhXwMAEDpaV5jZGLWNt+nf1ds/YExPt4l6RoyofjZx/+Xj4qTISKvWrG+XeMCB/MPL6io5W1p4GOyxMwEAAAAAaM2CGmbu3btXQ4YM0dlnn62RI0dq9+7dwWxO7WobmzI93WYWLyqqPuyMi5Ouvlr69a+rBpa1VVTSfRytgH94WV3lZHXhoW/A2dRhZ13rGyObNX10E20PAAAAAADUX1DDzKSkJH300Udavny5fvnLX+qpp54KZnNqV1u4GBdn413m5jZdJSXdx1EhOztbgwcPVtu2bbV27VpJ0oIFCzRkyBCNGjVKO3bskCT99a9/1fDhwzVo0CA9/PDDwWxyvXnCS6n6ADFfUrGkdqparekbcDZ1pWRd61ssqbekJU20PQAAAAAAUH9BDTPDw8MVFmZNyM3N1UknnVTtcsXFxcrJyalyCyjPJD2eLuHVoZISzSQ2NlZvv/22LrvsMklSaWmpHnjgAS1btkx/+ctfdPfdd0uSbrvtNq1YsUKffPKJHn/8cZWVlQWz2Q1SU4CYISlXUrSqVmv6VnTWd5Kh+lZw1rW+YM9qDgAAAABAaxb0MTPXrFmj008/XY888ogGDBhQ7TKzZ89WQkJC5S0lJSWwjayti7kHlZRoJhEREUpOTq68v2HDBqWlpSkyMlJDhw7VN998I0mKjIyUZOH/CSecoPDw8CPWFfQvBmpQU0BY0+O+3dHrqu70qG8FZ12TBDGrOQAAAAAAwRP0MLN///767LPPdPfdd2v27NnVLjNjxgxlZ2dX3rZv3x7YRlJ1iRbk4MGDio+Pr7zvW4E5bdo09ezZU2eccUa1rw36FwM1qCkgbEhwWFdYSUUlEFwul0vdunVTt27d5HK5gt0cR3BJ7LMQt8PlUudu3dS5WzetcbmUGewGhYBMSat9btsqHuczqGWYN29e5Zf01Q2bBABAfQQ1zCwpKan8PSEhQbGxsdUuFxUVpfj4+Cq3gKLqEi1IYmJilYpK3wrMBx98UD/++KMyMjKqnVAr6F8MNFJtXcXrCiupqASCKzY2Vlu2bNGWLVtqPN+jqtiYGPZZCNsmaUBsrHZv2aLdW7borNhYTZEUKykpyG1zoiTZvpsiaaDPLU22r/kMCr6ysjItWLBAKSkpNQ6bBABAfbQJ5sbXrFmj6dOnKzw8XNHR0Xr66aeD2RzAEXr27KnMzEyVlJToyy+/VL9+/SRZF/KoqChFRUUpNjZW0dHRR7zW83xzyJdVR6ar+QJD3+rLK/yei6vmMQAAWqosSQWyL+nSfB5PkpQalBY5W6qsKjPL57FMWbj5odjHLcG8efN0+eWX6/777z9i2KTp06fX+Lri4mIVFxdX3m8pwyQBAIInqGHm4MGDtWLFimA2IfA8kwmlpze80rMxr4WjjRs3TmvWrNH69es1depUTZs2TSNGjFB0dLSee+45SdJNN92k77//XiUlJZoyZYrat28f0DbWFjQ2hZpmNgcAwMnSJFU/ajwaKlVVQ0rfak1fsbKgk0AzcMrKyvTKK69o4cKFuv/++2sdNsnf7NmzNWvWrEA0EwDgEEENM1sl38mErmhg5FPXawk7Q9Y777xzxGMTJ06scv/f//53oJpTrXRZkDm+mdbvmdk8WXQVB5yosLBQw4cPlyStWLFCMTExQW5Ry1dYVKThgwZJYp+FrMJCXTl8uGLFv3Fz8K3WLCos1DXDh6tQ0uYVK5QVE0OYGUBz587VhAkTFBZmo5zVNmySvxkzZujmm2+uvJ+Tk9Nixn0HAAQHYWagpadbGHk0kwnV9drGBKVAIzWkm/fRdElv7rAUQPMqLy/Xl19+ab+vXi15QptMpjypSXlmpnefbd0q9ekT5BahyZWXa53n37i8PMiNCU2eas18n30t9nXArVu3Tl999ZXmzp2rDRs26OGHH6522KTqNOcwSQAAZyLMDDTPZELN8drGBKVAANWnS7p/4MmYmEAIOeusqvdjY6UkpjyplJRk++Q3v/E+NmCA9P33Uiq1ZACc5x//+Efl76eddpoef/xxvfzyy0cMmwQAQH0QZoaSxgSlQADVp8qyucfgBBBETz4pnXqq935SEiGdr9RUq1jdvt0b/BYWWu8L9hMAh/NUnE+cOPGIYZMAAKgPwszqMPYk0GSq61JenypLupUDIaxPH6s0RM1SU6WOHYPdCgAAAKDFCQt2A1ok37EnATSKb4VlQ8TJgswMWSAKAAAAAABAmFmd9HQpOZmxJ4EGyJc0V0cGj+myGcjHH8U6jzYIBQAAAAAAoYkwszqesSfpYg7UW03Bo6dL+dEcTY0JQgG0PEmJiWKan4ZJSkpSUmJisJuBZpSYlKQkJsAKiKSkJCWyrwEAcDzCTABNojmCx8YEoQBalri4OO1//33tlxQXExPs5jhCXFyc9u/fr/3vv8/nYKiKi9P7+/dr//79iuNL9GblOZ7e37+fggUAAByOCYAANIn6TOoDoJXZts3GoPbIzAxeWwAAAACEBMJMAADQ9LZtk9LSpIKCqo/Hxkp08wQAAABwlAgzAQBA08vKsiBz7lwpLU2FRUU6/8YbpYgILUpOFh3N61ZYWKjzzz9fysvTIol9FooKC3Xt+eerraRFixYphiEYmo3neMqTpEWLJPY1AACORZgJAACaT1qaNGCAyvPztXzVKklSeXl5kBvlDOXl5Vq+fLn9Lh3ZTT8pSUpNDXi70ITKy7XK82/McdGsfI8nsa8BAHA0wkwAAICWLiZGmjKl6mOxsRZwEmgCAACgFSHMBAAAaOlWr646/mhmpoWbWVmEmQAAAGhVCDMBAABaupQUKS4u2K0AAAAAgi4s2A0AULvs7GwNHjxYbdu21dq1ayVJCxYs0JAhQzRq1Cjt2LFDkjR16lQNGTJEZ5xxhpYsWRLMJgMA0Kptk7Ta77YtqC0CAAAIHUGtzPz888910003KSIiQscdd5yef/55RUREBLNJQIsTGxurt99+W7feeqskqbS0VA888ICWL1+uL774QnfffbeeeOIJ3X777erRo4cOHjyo8847T6NHjw5yywEAaH22SUqTVOD3eKykTEkMCgAAANA4Qa3MTElJ0dKlS7VixQp1795db7zxRjCbA7RIERERSk5Orry/YcMGpaWlKTIyUkOHDtU333wjSerRo4ckKSoqSi6Xq9p1FRcXKycnp8oNAAIlNjZWsbGxwW6Go7DPnCdLFmTOlbSq4ja34rGsapaP5t84YGJjYxVdsa8zdXSVs1TdAgAQfEGtzOzcuXPl75GRkQoLqz5bLS4uVnFxceV9Ahi0ZgcPHlR8fHzl/bKysirPz5gxQ7///e+rfe3s2bM1a9asZm0fgFZq2zabjMYjM7PK03FxccrPzw9wo5yNfeZsaZIG+D2W6f97XJw+zs8/Yjk0Pc/x5KmcneL3fHWVs9tUNYDeL+kSUXULAECwtYgJgLZu3arFixfrT3/6U7XPE8AAXomJiVUC/fDw8Mrfn376aZWWlmrKFP//opsZM2bo5ptvrryfk5OjlJSU5mssgNZh2zYpLa3qbNuSFBsrJSUFp02thV9orKQkZjdvgZJkgVd1ARpHSGClyoJH35AyU/ZvkyVvIFnbcAHvSkqu5bUAAKB5BT3MzMnJ0ZVXXqlnn322xvEyCWAAr549eyozM1MlJSX68ssv1a9fP0nSe++9p9dee63W4RqioqIUFRUVqKYCaC2ysizInDvXQk0PgrXmk5RkYbH/l1exsRZwst9blOoCNMmCTP6lAi9Vde933+ECfD7V+DcDAKAFCGqYWVpaqkmTJmnmzJnq3bt3jcsRwKC1GzdunNasWaP169dr6tSpmjZtmkaMGKHo6Gg999xzkmw288TERJ177rmKiYnRokWLgtxqACGrpi7laWnSgOo7zBYVFenSSy+VJL322muKjo5u7lY6Xq37LDXV9rv/v8OUKfYYYWaLU12AVlRUpJ9zXAREfT6DjhgGQNUPFwAAAIIrqGHmvHnz9Nlnn+nuu+/W3Xffreuuu04TJ04MZpOAFumdd9454jH/Y2XTpk2Bag6A1uwou5SXlZVVfpb5j/WL6tW5z1JTqw8t6XruGBwXgVPbvmYYAAAAnCWoYeaVV16pK6+8MphNAAAADUGX8partq7nr78uJSdXXZZ/rzr5TwBTH5l1L4IWhmEAAABwlqCPmQkAAFqwo+hSjiCpruv5/v3SJZdIY8dWXZaxNetU0wQw9UFFn/PUZxxNAADQMhBmAgCA6jFLufNU1/WcsTWPSk0TwNQHFX2tj39FLn8DAAA0H8JMAABgqqvCpEu58zG2ZqMwAQxqU9t4m69LSvZbliMMAIDGI8wEACCU+AeS9eXpjlxdFeawYYRcoYSxNYEmU914m/slXSLJb3AHxVYsyxEFAEDjODLMdLvdkqScnJwgtwStmefvz/P36EQcS2gpQuF4CpRaj9vt26VBg6TCwqNbeUyM9NprVbuQd+woJSZKjfycyM/Pr/w9JyeHmZvrodn2WWKi9Pnn0k8/eR/LyrJw039szZg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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = mcorner(data,labels=['x','y','z'],percentiles=True,percentile_bounds=[3,97])" ] }, { "cell_type": "markdown", "id": "8c37f60d-a677-4c51-8cda-a08e75b0095d", "metadata": {}, "source": [ "We can also plot the true values on the plot. Note that the 'truths' won't be shown in all subplots in the lower triangle or diagona, as the individual histograms set the axis limits in those plots. The orientation of the true value, compared with the minima, can be seen in the upper-triangle orientation plots." ] }, { "cell_type": "code", "execution_count": 8, "id": "6eaa5951-d4c4-45f2-abf1-5d4681bbf61b", "metadata": {}, "outputs": [ { "data": { "image/png": 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nnXZBGBsr5eTYJEDHHSdddJF1M5cYbwytXkNnhG0qwRd6gRd34WoT0KTGjJG+/dYCyPqcR954Q8rLkxYsOPQ5j0fq3l064gg7l6WnS6tW+Z93gtN775X69pU+/tgC0c6dGz6rOWNttjlt+W9uc1VJ1hZYtuX9jTYoJcWKRiZPlgYP9t/S0wk0gQZIkRQvabKkwRW3yRWPpYSxXa0RYSbCo7qLMGccs/vus4u62Fh7fPBgCzd795YGDpSOP14aOdJfwdLQqhrAheozSUFzXOwFX+gFXtwxcQJarIYEfYsWSQUF1gOgPucRj6fq10ATJ0oXXig9+KBNFrR5s7/7uNcrFRVJiYnW1T24i3pDce5rc9ry39zaQsfGnPtqCyzb8v5GG9S9u1Vlfvml/zZnjp0fs7PD3TrANbrLKjG/DLplVTyHptMu3A1AG5WZaRP3TJtmF3ULFtjkPllZ0t//bsucdpr0179Ka9fac5s22Wzmgd0DJZttdv58uueh1XO6dmeo+ourTEk/SJomaXYNyzRUhuzicVzFfefiDmjRAoM+ZwbzzEw7XwRXP2ZkWKXll19Ko0fbY8HLB96fONE+bAs+5+zZYx/K3X67dRv3eOz8tnixdTW/6CLp5JOlzz6zngdXXnnouhtSmcm5D2HglTQ3DNsNPhcFeknSEkklkq5q4Ho5p6GpRUVFadq0aZXfu0r37nYLEVfvKzSZ1vh70F0tM7hsbfuaMBPhkZFhQWbPnnbxl5trFSy9elm3u86dpfHjpR07rGvDd99J0dFScrIFn1df7V+XM9ss0MoFVqZU9xufIQsye9awTF1haHXPc6EHVwoO+oLDzUAJCVKHDtIJJ1jwePnlhy4ffL+6c47Tu+Caa6QuXaTSUumLL6TZs+18FxdnEwKlplq1y+rV9lxtbasN5z6EQaakH5tx/TWdp2o7F/lkXc2KZRWaNZ3jgFCIjo7WfffdF+5muAL7ChK/B6HU2vY13cwRenv22IXd7bdbd7vcXLvo69ZNatfOKlimTbPJFY4+WjrpJLvfv791M6+uax/QBtQ1fleCrCKzWw3L1DWZQWBlJ6PwwfV8Pn938zFjau/WnZFh56OcHOmJJ/zLDx3qH8s5MdEqKmvquu7Mkv6Pf1jlZmysv4v5zJlW7fLf/0qnnGLjZTrPZWQ0vss5ECIZat4xvw5n0p1Jks6VFFXDa5mVHACA1ofKTITejBnStm1WvdKrl3Ujz862kPO00+yiccAAqbhY+vBD/2uefVZ67z2pvNwuJpnBHC5XV6VksMDKlPpWr3hlXfB8ki6StFg1h6F1VXYCruFUO86YYcGhU3EZLLCLd3S09O67UkSEVVFefrkFmc5YzoMGSe+8Y2NrPvSQv4v4s89a1/H0dKmkRFq61Ko8ExOlmBh/SDl0qAWY//u/9jqncjS4wtLr9XdTnzix6rnucLukA00kQdJESdc00fqCz2W1dSev67znrea1e2Rh50hxXkNolJeXa2vFhDndu3dXREQrqB3KCpqLOSWlSbqjt8p9hQbj9yB0Wtu+dnfr4U63327jXw4dapP5dOhg1S7t2knLltnF2tKlUqdOdgEaODFQdLSUn8+EB2gV6qpAqa2aJPC1eyRdX/G1utnHl0haKgsya5vMoK7KTsA1nGpHZ6Kd0aOrnxAosIt3RoY0alTVCeZuv93G07ztNgsXt22reg7KzLT1Lltmk/58+aX0yisWZF5wgb86dNo0GyfaeZ0TYFYXSGZmSu+/bx/eBZ/rmPQHrYRzrpor/7nMCSvHyX+eCjyn1XXODJywx3ndnZLiZOfAcU38HoDqFBYWqlevXurVq5cKCwvD3ZzGaeYZzlvVvsJh4/cgdFrbvibMROg43f3efls68US7KFy50k6UZ5xhoeYpp9iFYseOVtGSkyMdd5xdjN59N93x0KoEdxuvLois6cIt8LUzJO2UdHc1r8mQNEpWlVLTdgIfk5i9Fa1AYFjo89lYy04IGDjTeeA5JSFBuuoqG5PZCRk/+shmJ//4Y/vap48UGWnnJuf1V1whnXmmNHWqlJRkgajPZx/E/fCDBaJffSV980313dS9XunJJ617u7POs86Szj770HMd50C4VE3ntwj5z2XVnfMCHxsjaZ2k0TWsU9W8bpBsEoYXxXkNaDBmOAfQgtHNHE2npu5vzgyvJ55oFS5vv20B5ubNNjv5smXW9a5nT2njRgsxDx60bn5Llkhffy3deqt/BnMmPICL1NaVPLhLePAEP2NkQeXPJD0hySPr3pcQ9NqZsiDz7orH56vq7OPBs7tWN5FQXZMLASHRlN2ovV7pllvsA7IRI/whoFPd+PLLVu1f3bacdowZYz0ERo+281hRkX0Q5/HYmJjl5baORx+112zYYL0KJDunbdliwebBg9L27dKPP1qV5uzZtkxmpg2psmRJ1e7tEyfac9Xx+Rq3X9DmNHRIk6Z+vXToOSawO7mzzuq6mGfIhkopkvSGpL6SFkiKkU34k6fqz1vVrR/AYQjxDOcAUF8hq8zMycnRkCFD1L59e61evVp5eXk6++yzNWLECJ199tnasmVLqJqC5jJ3rrRwofTSS/7HvF5p0iTrVj53rvSf/9gF4Ecf2cXgO+9Ypcq6dXaBGB9vAWefPtLvf28XnO3bSytWhO99AY3QkMkMgis1F8nGr/ylLMxcXMN6Okt6rOJrYDe7+m6npsfQdDgH1pMTNL70UvXdwmsTWHHprCs/384tsbH+Ss0xY+ycU1hYtcu283pnkroffpD+/W8bu3nePJvcZ9cuq9CMjLTxNR9/3Coqn31WGj9eWr7clr3wQpvU7r777HbqqdLTT9uHeM7EPy+9ZB/ulZQc2r29pu7kdDPHYTicSXUa8vq6JtjxyoLHDqr6QVvwuaqmx2JkoaVTxamK9kg1n7fqcy4EAADuFbIwMz4+Xm+++aYuvfRSSVJUVJTmzJmjZcuW6Y477mhVU8S3Wc4s44GzjWdm2gXatm1WrbJzpwWThYU2LmZJic1k7vNZdcr48dIRR1gFzXvv2cVfx47SnXeG5S0BjdWQkDD44itD0npJBZLKJCXWcz0N3U5Nj6HpcA6sJ6cbtdTw0C446MvIsIrKq6+WJkzwL7dokU0KFBdXtct2ZqZ98HbWWdZ7YMsWO1/t3Gkh5bvvSsnJ9qFdcbH1JNi/385fn31mPQ82bbLH7rzTv9433rAxxjp3torM1FTpwAHrlVBWZstER1ed7McJXEePVhWB3cyDw1ugBo39sKqu1weHndV1Kc+TFKvDO8c4258gO09NrLg/UZy3AABoq0LWzTwqKkqpzgWKpNjYWHXt2lWSFB0dXetMSsXFxSouLq68n5ub23wNxeGbONGqX5wLOK9X2rtXevNNm9zno4+kqCgLMHNy/K/zeOwWEyM9/7x1tVu92ipbAscr69UrLG8LaIzgruT1tUfWxfx4SfmyipY/qWpXP2eZmbKqzPpqii6DaBjOgfXkjHUZONt3fWVkVH1NQoIFmQ5nlvDNm6WnnpJef93GaXaMGSMNG2aB6JIlFm6+8IL02mvWnXz1avvavr11G58wwc5bkvT55/Y1OtoqOqOjrfIyJsYm85H81aHR0bb+0lL7sC4qykLQiy6y9nXu7A9cg2dhD5z5fM4cf3jL8CuoxeGehwL55D93jAl6Lrh7eG1dyusSfH4KPM8556umeD+1bRMA0Lptlb/C35EiG2M51LJaSDvcKOwTAJWUlOjuu+/WTTfdVOMys2bNUlJSUuUtLS0thC1Egzgztz7wgHTyydIzz9gkP99+a2OF7d5dNciUrLveyJF2kTZggFXLDB9u4WhGhs0KW92kCW1EcPdUSfr5z3+u1NRUPfLII5XL/eMf/1DPnj0rK7/gXl5JkyRtk7RGduF4qmycsB8kTZNd4DnL3F3xmidk3c2fUM3d/aTGdzlE0+EcWIPaZvt2VFeZ6IwnuWePdP319tVZdto0G9rk4Ydt8oJf/rLqOhYtskrJkhL7gO3OO21czZISq7wsLLTX7dtn1ZpJSdINN9g5Kj3dH2yWllpgmp0t5ebah3knn2znvieftNB06FCb9O7uu20olvfft3Pf3XfbOuoz0U9dy7SSyk3Ogc2nru7hzjLTZOeeGbJzx4Kg54NnIA+u5EyQf4Kf+m5rfsVjgRPc1dT+PfV4H7XhnAgAbcdWSemSBgfd0iueC5UUSfGSJoe5HW4W9jDzuuuu0w033KA+ffrUuMz06dOVk5NTedu2bVsIW4h6e+klqxA580zpH/+wscV277bZyOPirHtebKxVoQTy+ezC7yc/kY46Svrd72wyhYQEu0VH27hnbXSMsODuqZL017/+9ZBuqRMnTtS7774b6ubhMNU1C+vIiudOklXE5Fc8t1k2juaMimWKJN0m6RZZiPm8pHcq7j9Zw/oZH7Pl4BzYCMHdyjMzrSpy6lTpkkukTz+1sZed53r2tADxt7+18S+ffto/Nub8+RYO3nSTNGSIdPHF1hV87147h/3mN9ZV/PzzrXIyJcUfnGZk2PiYvXrZYwUFFor+5z/SW2/ZtufOtWrMp56yxxMTpeOPt8pLybbXtas/zKxPmFvXMq1kfE3Ogc2nPiFepuycs0VWHZkq6cKA59+oZh3Bw5YEh5R7JF0vaZPsPOV8ABe4rdGyc+Ttkrqq+jDTab8Tstb2PmrDORFNqV27drrhhht0ww03qF075tqtDfsKUuh/D7JlQ3jNkfRlxW1OxWPB1ZrNqbusKvNLha4dre2YC+s7mDlzpnr37q0JgWNZVSMmJkYxTsUDWiav1y7U/vtfm8QnP99mfY2JsfAyPt4u8Hr2tODy4EH/az0ee76szCpYAscNkw7tOtjGBHdPlVTZPTVQ586dVVBQUOu62lR31TAJ7K4m1dx1rbbZw50ueV1kIWaM/BdaEyue+6VsQqBb5R+PrEw2JllMxeveq7gfvP7D6aJHN7ymxzmwkQLPDXv2WHVjaam/gtLp7v3oo9LYsdJf/iINHChdeaX0q19ZReTJJ1tFpjOJz6ef2niYJSV2HjrpJDuPXXWVBaHLltmHbuPH2xAoTzxh57DTTpP++Ed7TXy8vX7MGOn+++38uGaNhaMnnmiBZ0aGVX3m5NiM6z16WC+FwHNfY2d2byXnTs6Bzac+3b+dZW6Uv8JybsDzxap7POfAkPJGWbC5U9K1ko6UVC7pU0mDZJUqN8p/jvxY1uOgtrb9j+x8WFsbatPU3dbRtsXExOjRRx9t+hVv3WofUDmygjunuk+z7Su4Srh+D9Jl551w6q7QdilvbcdcSMPMsWPHauXKlVq3bp3Gjh2re+65R8OHD9eSJUt0+umna9asWaFsDhprzx7pttvs+1NPlTZssDBy3z67WCsvt4vK7dv9r1mzpuo6oqOtwiUqyiZNOOWUQ8f/ChwjDI0ya9YszZw5M9zNaNUCQ0pfxfcvyQLGMbIZyjNU+0Wkc2Hl1aHjkGXIf9HlfM2QVCK76OsjuxiUJI/81S2NDSFrC19RP5wDG8jrtYp/n8+CR8kf7gV+n5BgFZbZ2dbtesQI6wWQk2M9BObOtfEuCwqkDz6QvvrKzldxcVYlOXGi9POf24XhgQN2Xtq4UTr3XBsfc/9+Cy8PHLD1SFL37nbuev99++Dut7+10NPjsSrNffts2Z49pbVrbZ19+tg6zj7b2l5ebhPhbdni317g+S+wsvJwzoGcOw/BObCq+oR4geejOZJyJH0Q8Hy+pGTVfn7JkJ0HnXPTTFml5W2yD90+rljPJ5LOrVhXfcfZ9NXzfQCutnWrDWcS/IFNfLydiwCgDQppmPnWW29Vuf+HP/whlJtHU5sxw2Yc93ptgp7+/aXvv7dgMqDyoVapqVLv3nYxeeml1uXO5VUkLdn06dN16623Vt7Pzc1tG+PvhVDwBdh8WVfwbEm/l3UdKJHNyuqrY12BF2hz5B8vc7YOnYn8qop1OttOkL9rX0/VHUJ6ZRebPtlYnAlBzxWp6WZTb6s4BzZQZqZV/EdEWPDo81m15bRp1uXbGX5k3DireCwstErKCROkCy6wD9vKymxZSfryS3t9UpJdGHbrJr3yivTrX0vbttnro6PtHNali431nJdnXcJ79LBQsrzc2vHee9IZZ1hl5+OPW9fzzZtt0p5t2+yDvaVLrYozLc0e//Zba/OECRaGtm/vH3blootsHYHnv1ZSWdmScA48fM4HWt8GPZ6iqh+aOcsGfoCWICla0o/yn4sek51vnHPXyxX3xwWsu1B2Xpqo6sPS2j5kq603QU3P0QMBTcHn8ym7ooIyJSVFHo+n8SvNzrYgc84cCzUdKSl2PnGpZtlXcB1+D0Knte1r93eUR3h4vXbx+NVXVn2yY4dVrzhVmQ5npvLy8urXU1ws/eIX/hlnqSJpVnRXbX6BVSzOrK9vyILAgbKudCWSnpa0V3YBd1XF8vMkDZVVVKbKql0cGaoaTI6TdfXLk11c/kU2o3ngEeR07dsgmw39CR0aVAYuu0Q2kHJcNevJr2gTF3gImYwM667t8/kDvVtusUCwpMQ/+U1mpoWO27bZRd78+faak06yruFffGFjX379tY1T+emnFiKWlUl//7tVMBYU2AdyfftKgwZJq1ZZl/KDB63remysBZ9XXmnnu6goq8rct88+iPv3v208zT177LkdOyzQ3LbNuo/v32/tzsmxCtAtW+wCtH9/q9hMTPS/F6falMrKJsc5sGY1BXkHZR9mnSNpoaQ/y85pL1c8f7GkN3Voj4T5svNIuWxszE2SkiT9LGB7GyS9K+kXsvOgT9ZtPVfSq5Lel1Qqq9g8XYeGms6Hh6Nl4egK+c+FtQWdNT33kuw8WFLRHuBwFBQUqHPnzpKk/Px8JRzOMCE1SU+3c1Qr0az7Cq7B70HotLZ9TZiJ+vP5LJiUrOvfsmXSkUdamFlUZMFkYJDpvMbnkzp2tK/79/ufi462C82cHAtHXX4wNafA7qlTpkzRunXr9MYbb6isrEwbN27U3//+d7300kt65JFHtH79ev30pz/VokWLFBER9jm+2iSvbAKefNk4XqWSRkm6UhYWDq9YbrGkIZJ2SHq5uFhff/+93k5P142yoDJK0hWyC7oMWUXmfPlnhX2n4rkusqrPM1X1QtS50EuRXaCVyQaXDqzs3CObPOF22QVccGVM4HqCHweaVUKCjVUZ6LTTrOLR46k6Ac+0adLIkRYS3nijhYrXXCONHm3nnR07bBK6PXusWvL77y3A/Oor6+Kdlmbh58CBVvkyfryFmIsW2XL799uHbiefLH3yiYWYy5ZZuPnjjxZm/vrX0tFHWyVpnz4Woh48aKGmz2fdy7/80ipDf/zRwlSPx9p99tlWnTlypL9b+Z491gNi5kzbF40ZP9PlOAc2v+CAzys7D42Vv7LyZ7Lz0lkBr/tR1vW8vSxU/LekrySdWrG+DSUl+uPWrUrMzlbffv20MzlZ5ZJekwWXBZL+tmePcj77TCMiI3Vsz57qlp6ufI9HgyStUc1jQDsfHs6R9IIsdL1b0n2qvjdB4IeM1Y2x6ZOdo+vqNQEAGhWk7QAAmMJJREFUaJ2yavgeLRNhJurHuWj0+Sx4/M9/7IKyrMy65tVUeenIybELushIW0d0tH3NybHxzNavl2bPbpMXafUR3D1V0iHj602cOFETJ04MVZNQi7mSVknaJ+k0+S+OEiT9tLRUHy9ZojUrV2rr1q16du9elW3apHVff63SsjJNyc/XrbGxKpbU1efTBo9Hx0m6QXYR+ZeKbeyVBZOdZVWXJ+nQSpPAKlGPbFyynkHLzJBNxHCfap5kgfHI0GJMmmRdzgsL/V3OZ860kDE31yo2N2+2MLJ7d+nNN+38lJZm4zcfdZSNm5mWZgFnQYHNIl5WJv3pT9Y1fds26eGHLdxs397OUzk5ts3du+3cVVpqH+A9/7y95i9/sQ/2jj7anpswwYLVE06w7umpqXZ/+HCr0Ny/37Z9zDFW9XnvvXZefOkl//Atznu9+26rxHn/fdum05NBavwkQS7BObD5BVY5Pu/z6at335X69tXHaWn6k6T927ZpxfLl2rZlixauXVv5uku//lpjTz9d/T0eLZL0kaTNkvJ379aCBx/U0scfV2HFB9kRERHafddd6jFzpvZL2vHWW3rvD3/QjhUrJEn/W7HODr17a8i11+r8a6/V/Z066d+yD9tyJD0qCzUvlI1BPUz2od6FktZKOkFWYVldbwInsF2s6s9pk2Q9E8Yd3i4EALhUiqR4SZODHo+Xf7xntDyEmahbcLVlZqa0fLkK9u/XYo9Hy3w+7ZAUKek8WTegyOB1lJXZLSbGLvYku+gsLrYueT17Hv4kB0ATa8i4Wd5qlvHIAswUWbfxJPkvjm6ZNElv//vf1a6rQ3KytmzdqiOOO047S0r0zYQJGnLeeVp03XXKk3XXu1s2894/ZVUtHlnF51mSrpH0Dx064U91Y2o6nIkY7q7jfVaH8cUQck7Xa6/XgsyePa16sWdP6Zln7Bxz6aU2xuW2bRb8ffaZBZ/duknffWdhotdrH7AVFVmV5AMP2OzkJSX2fFGRhY0xMRZoOh/aFRVJ/frZY7t22f0//9mqMaOjLUg9/XRp4UL7/uBBG9Ns9Wp7fY8eNnZmcrKNF71zp3TrrVZBOmmSjR+9eLGdd0eOtA8N775bWrDA3r/HUzXAbOwkQUAF50Orh/bt0wPXX6+tr7yis/79b52ZlqY3JXk++EDXVvM79vWwYdo0bJgW/+tfOv6EE1RUVqb/Pvqo3vzDH1RYMVt8VFyckpKTlb1zp47u2VOjZL0Fjiwv1wsrVsjj8ahz//5KiYrS+u++U9733+vd6dN1+aBBmj9mjC6UdKekium3dKxsEqLvJD0uqZOscvSnsrAyRhZkjgtqa129DOr64I5zHgC0Tt1llZjZQY+nKLSzjaNhCDPRMF6vjT3m9WpORISmBFVkviD7Z/OQOXkjI636pF8/u9BMTJQ+/9wuBEeMsG53THKAFqIhM3ffKekh2YVNWVmZNm/erNSNG3VmbKw6dO6sM2Ni1CM1VWrfXnMknXHRRfrs/fc1bPRoHdWrl/YeeaRGHH20jj/pJB3dq5cKPR4tlLTixReVOX++7pk/X1d0765N556rY2Wh4wJJ/WVVKFNkIeU0WYXmLZIuqKXtwd3nOqvmisy6MMM5wiYhwar558+XfvlLCzS7d7fxMIcPtzE0r77aAr7vvrOxMtesserM8nL5JK0oLtZn5eVaW1Cg3ddeq/SyMt0dFWXBZFSUbsnNVWJkpM6KitLw5GRF5+Za1WV+vvTf/1oIuWCBBaAdO9pM5b17Wxf0zZvtvJeTIx17rE0otHu3Bag9e1o395gYq9z0eq07+9y5tr6iIut2/tFH0osv2sRAEyfaOdQZV9MJMJkkCE3I5/Pp4Qsv1NaPP1ZEZKSuiI5WqaTzJX2WkqIhp5+uI7t2Va9evfSP2bMlSRHR0cr7+GO1KytTgqSrIyL013/8Q4X/v73zDo+i3P74Z9N7AoTQQ5FQpQgCEnoVEJAoV0CxoYiCigW9YANURBGxXMvvKoooUi5qUESQJh2V3kF6bxFIyJKe+f1xdrKbTSGhZLPhfJ5nn2Rnp5yZ7MzJ+31PSUig8a238tDLL9OuVy88PT05dfQogSEh+Nv2mdSxI2MmT6Zdr15UjIigHHDWamXc7NmcW7CA1C5dSEAyCC6kpoKPDzWRyMwkJFqzNjJhOAbxw3OwN8FzpqBZBnmJlurzFEVRSi6RqHDpbqiYqeSN1Sopb0lJ4OdHQo0axPXvT42KFcEwGODry388PWnt40Ntq5VtGRl8lZ7Ox8BI5J/LLDIyJF3Oy0siVKKj5fe2baUBUAlOj1Pcj8tFb1gdfl8HPHTyJBGTJvHdtGnEnzqVbd1XgXHjxhHy0kv8CXj368fcfv0o7+MDSKOD9UjjAgtQCWmocOeDD8LatcR+/jnfDxrEiO3bqV26NBFI9PN6pCFCBDLYehEYjAirm/Ow/VoPxLSWpnJNMCMNu3YVUc8xZTqvNGrHepIREfKzXTupw/zXX7LO0aMiGE6cKL5swQKMGjX4YuNG3svM5G9zMi4pCYDOHh6yftmyGElJfHHyJEmZmbwJlPf25unGjXl8xw5K+fvDiy/Cvn2SWWAYInCmpYlI6eVlj6BMTJQyKj4+Im42aABTp8q57N8v623bJo2H5s6VOpvVqknaee3aEqV5333ZmwGZAmZ0tD3NXn2ocgU4i3ZLlixh/5o1ePn58eDy5Rxt3pw7bZ+169qV4K5d2QJUt1qzxMxl27czb9Uq4hs14gwQYbHwzLPPcsTTk4jBgynv6UkmkrFTqkoVDiAp4DWBUgEBxDzyCAmI3yoL1A0M5IOHHiLpoYfYgKSSt9m+nWf69OG+jz+mfrduJCLRl6HAC0hqeyA5xcorjaTMy1eqz1MURVGU4oOKmUrezJgBn38OSUl8f+IET507RzlgXXIy3nXqEFyxItteeUWiRTZvxqhQgd9uv53jGRmsQmbds/D3l/UMQwZ6f/4pESvbt+sgTCl25Be9kQn8z+F9HJCZkMCcTz8l/dIlPHx9KVujBhlpaVjj4ki5eJHpCxfS76WXSANq+fiwEqiMpKJvxR4tuQQoj9TZzLBYePKDD9iwfDlH9uxh8dtvU37ChKy0dsdmQFZgAlLrbDP2OpnO6ebXeiCmtTSVa4IZaTh6tAh4Zsq0Yyq5c1OcS5fEhzz7rKR79+wpUf+TJ4ufSUqSn6tXw8aNcP48lw4e5F9xcfyang5AgIcH7cuW5eZq1agUFkat0qXlWGlpZHh5MS4ujk2//cZvp09zKjWVl9atY5yHBw8fOcKwatWok5oqEaBBQRKxmZlpb+pjsYgwmpwsEaHdukmq+7x5EiV6/Lica9u2YvvcudJYqGpVqa05dqzUpr5wAb78UiIzzWsVEyPX4oknJE19zBj49Erjq5UbGWfR7pNPPgGg7uDB+DRvzikkjftWJBLyom277Q77OFuxIm0efphLyOReOOA7bBilkeZ3B4HjiHh5Aru/24Gkh/tinyA8iTSlqwwcRfxtC+Dr//s/zu7fz+IXXuDNbt2yRV9Os53DTNu+HH3elU7g5eUr1ecpiqIoSvFBxUwlb+LiiL9wgaH79zPdFsESDByJiOCmzp0l0uTkSUmny8zE8s8/fH7ffWybMYO6aWn2/QQESPMDDw8Z4KWnS0TJ9u0yCFOUYo5jB9RfgaYOn7UFmtauTea33zLf05Ou3bsTaIu6BEnbS7ZYAGnSY3IM6eLqnPZ9CjiPdGH19fdn6LvvMrJ3bzb897+UefVV/IKDGUT2QdU0pLHPYeBJ27LcBnE6EFOKJWak4b33SiSimTIdGyvi4uHDkko+bRosXiyRjFFRIiSeOiURmAcPinBYv75ER0ZFSWOfpUuhVCk4eBD/zEwaGwZLLBbeiozksbFjCSpXTgREEIF0506IjMTL15dnAbp2JXX1amadPMl7mzez5e+/+TgxkZs8PKiTkgKlS5Ny6RLet96Kx/btUgfa318iRDMy4MgRicjcuVPEzqAgOdb990P37iJaLl8OLVqIzYcPw7vvyiSfj4/YD/bJQMf6mGPHig9VP6pcAVak7rIP0vn7ZEIC8+fPB6Duo49mW/cA0q08N5x92Bmkw7kjqbblzuueQ3ydIxmIH3QsYtT39ddZ/OmnbN++nc/PnCE4IiLrM1N4TCanz7vSCTz1lcrV4OXlxYMPPpj1u5I3eq0U0O9BUVLSrrX7n4Fy7bGll2/49Vfu2bePA4aBBzDK15dXa9TAt0sXWS81VQZqDnUze9SvT4/ISBlYmsu9vSUa87bbRMT085NOrxqRqbgJpjA4GokucYyBehcZ+MTfdRd+uWxrsQmZV0r0HXdQOSqKY3v3cuLHH1nz4IP0sx3TUWRdhF3InOawrM9VHV1RigDHpj6GkT3tfNEiePJJeX/8uKRm+/hI1GOvXpJSfvCgRDBmZsokWYcO0KaNdCTPzJQ6mVWqYPnnH96sV4+hISFU6tFDhMPDh2W/FSpIBGdamiyrX1/2efo0PuXLc3+jRgx8+mmWxMbyeWwsD3TpAsOGwdChfBEZybt//slzvr48UqECQQkJEm35ww/i7wIDoW5dibyMj4dWrUSQ3bhROpSbkZz+/tlTxmNiRLDdsEEaBAUGZq+PGRGhEZlKnliBGYiQ6IuUJ3Gu/3gR2IPUnXz+889JSUkhom5dSjdoUNTm5ktQ6dJE1KjB6f37+WXrVip27ow/IjiawqOVnMJlfqKkNvNRrhe+vr58/fXXrjbDLdBrpYB+D4qSknatPVxtgFIMiY1l+ldf0XrVKg4YBtU8PVnTpg1vxsbi26dP/iLkunXyube3fYDm4wONG8sAc+hQGDRIhUzFrYhBopIbIINCn5Ursz7b8Oef+W6bn5RZEJnTw8ODbg88AMDJ776jKtLsxxyIxSGipTmoy23Z5TBT0q2XW1FRrieO6eZxcdnrRcbESBZAu3YiZDZuLL6lWTO46Sb53TBEKOzZU9a56SZITuZw/fqkX7oEzZph6dKFSk8+KR3MTY4flw7jZkZBWprUwzx92r7O6dNYDhygc8OG/G/0aEqHhYkw+eGHLIyP50hyMs/Ex1N13z7GGAaJP/9srxVdp46ImmZk5oULEnF6881QpYrY3Ly5vTO71XYnBgZKhOfNN0saemysCJnqP5XLYEX8xGKkMePvwCxgMvCl7fPOiJD5IlKr8sHmzWnWrBntX3ghxyRcYabknKMvTTJyWWbJY/3cllVr0gSA0hs30p68U8ALenfMABYg6emKoiiKUpzYhfRTMF9HXGtOsUXFTEWwWqUu1yefkHH6NB/s2UOyYXBHUBCbevemxdSp9vQ4Rxz+4X1h+nTmzZlD+vbtMmjz85MU84oVpdOrWfNLUYoxBtKcYAfwCJJeFwtcuHiRafPn8+6QIUzp2TNr/Tr163MMWAH4Iyl7Jr7IYC3A9pmJN1JLLJ3sqXveSJOEBUgaujmg637//Yz+/HO+mzKFg0AFZKDaChmMdnHYRwwyMO1TiHN2TElXFJdgtYo4uGOHNNcJDpa0cauDxN60qaSVly8vtTA/+URStE+dkjImwcEiHprZA6GhJEdFcfv69bQ4eZL9Bw6I6Onvn7sNV4KfH//74AP+b+hQbgoN5ZxhMPbMGeqdOsUSwxBBc8cOWLJEfKKHh9TP9PGRKMuuXSXdvG9fmD9fUubvuENqg1qtkrYeHCzHOn5caohaddpByZ9YpPRIMDAQ6IikbS8DlgLTEXGzErASEQEbtW3LvX/+ScSDD1IWu4BZxbafAMSnQXaxcQv2lPAkYB/i78y7LAPYgDTDc1zXA0k9P4Jd6DSA0zY7zzgcIwho0KgRAJZt23gEe3bClU7EWZx+Ksq1wjAMrFYrVqsVw8hL3ldAr5Ui6PfATjjibwciZc3MV12ujaBZ0q61ppkrEoUyaxYsWABbtuAZHExsZCRfV6jAyFq18Bw5Uhr2fP651BarXFkiYGxdzQkOZvmmTUz86y8+RAq9l83MlDphZcvKoC0z83JWKEqRkVd6WSpwARlYvYMMpvqfPcvJp5/m+OzZGBk5Y0v+CAoi3mlZIFKL7ILT8iBEKD2CfTB4ESiFDOwOYh/UzQMqIo20GlatSuPBgwF4zmZbHaTpT23sUZhXmjanHVoVlxMbK2nYAGvWyM+lS2XCbNAg6QA+bRr8618QEgLffitRjbt3y7qBgSL8JSbC3XeLX6tZk+cOH2ZPejoVPDwoXbMmdOwotTGvIX4+Pgzp04dHe/Xih82b+fe773Lo3DnuSE3ld8OgpfnPoqenRIxOmgQ1a0qTokWL4IEH4Pvv7c2CKlWSOpjR0ZJmXrasRGSOGCF+d8QI6dCuEZpKHpjP9Cex+wJT8EsA2iA1myckJVFm1SpWdOnCbKTxHBYLZxEBMwJIQwRI867JJPvE14/AX8CdkMMXZgCfIX4PJApyOfAwUhvaZCcirB5Aal8C/I00AeqIdC2vXq8eANt272YLsA3xsxcpfIMfkLR7P9TvKdeeS5cuEWQLAElMTCRQn9V5otdKAf0eOBKJRGXGOSzbhYibcbbPr4aSdq01MvNGJyUFMjJIatKEOatWSW3LjAwqVa3KyzExeDZpAr/9JoOvxESJMFmzRgZb5gAtKYl3Vq0CYBASFYanp9QIe/ppaNhQGhvMmeOik1SU7OQViZiCDL4uITNgZYB2mZmcXrgQIyOD0OrV6TZkCG/MnZu1zRly4tj11ZFEJOrEeR7svM0eZ6n0hM0Wxwd1APBv5D4bS/YozCuNsCxsep6iXHNiYqQUSceOElm5dq1ENZo1NGfMkNqXs2dDQoKIeuHhEq3ZsKFEWzZrBnv2yOf79jFz9Wo+i5N/B78KD6fUmDHix5Yvl/XNUijJybBrl5RHAfGD69dLqru5joeHrGPrhE56utTr3LxZfjcMPC9c4B4/P3bMmUMvW3ToicDA7CVXLl0SodViETGyenWxaeNG+b1rV7j1VnjhBXtUplkj89ZbpZ6n2d1duaEoTBRibs/0QOR/tL629+9lZrJxwACG3X470776Kof/uYgImc7E57L8BDkn77AtS3RadhJp/JPbuslOy5KwR3KWr1aNSjfdRLnISH7BPtArbCaCifo9RVEUpTgSCTRxeNV1rTnFGo3MvFExGyx0786FtDR63X47q86cYWpKCg+0aycDRJCB5MmT2be9eFEGY56eAKzct4/5mzfj6eHBiLAwSUf39IQaNaRBwWOPZW9aoCgu5nKRiPORKM2WQPdy5fjn229pWK4cN9vuiyQXpHn+Ons2Z06epNntt7O9dm2CyNncQCMslWKL6XNiYnKPKAwMhEcekd+nTbN39u7fX7YLDRVxsXRpaXoTEiJRjmaK+U03iQBZtixcvMiB9HSGHDoEwCt+fnR74w3Z37p14tcSE+WYR49KDUuATZugdm17hOj581CmjERRJiTIsi1bIDJSIigNQ9Y5dky2s60TsHo10598kt0PPsitr74q26WmioBaqpQct29fOYdevSQ686235Gd0NEyYID5z/Xro1EnWnzZNfG90tJy3+tMbDsfJKsfnfm4R+ZeL0l8AHHnjDfb+9BM+vr6Uq1kzRwfy4katW25h5r59gJRjOYCUWFnoSqMURVEURXEZGpl5o2JrtHD0669p3akTq86cIdTTk+r160MhulhmZGby7A8/ADA4IoKagYES1VKmjD2ixOxU6+ZhzIp74xjVcrmIjO5IVGZ3JBLyxR49soTMgpDfg7Ww9bksQGZmJp+8+SZvDB/OrI0b+QOpczbHaV2NNFGKLWZzn4JEFMbESDmTd9+1N/9JTBTBMilJ0rKDg2VS7fRpqbW5ZYu8P3SIcykp9ExIIAGI9vFh9CefQLlyIjw61geyWu1Cpkm8U6LsP//IsR1JSMi+n4sXc6wTlJbGre3aQZMmErmZliZiZq1a8MwzIm6uXSuNffr0kYm/Pn3g0UdFYI2NlS7tKSn2a1K2LPTrJ/4URODU+pk3DHnVQ84tIt9cNgu737MC3yLRjpXWrWP12LEAjP/vf6nXtm2O43naXs7kFgXhSe6+zS+XZZY89pGX33S2IQn4DYkQfQkpbTTH9llBole14Z2iKIqilAxUzLyRcBx8de3K1vnzaTlqFDt27qRiuXIsf/VV2rz0kj3VztzG8T1I5KWtgcLnq1ez4ehRwnx9GdOwoQwEg4Ikna51axUwlWLD5VKwzUgWC2BkZvJJ16588d577LFaWY+kyuVWJjm3aJaDSF0yx0GYt237Ukj9L5NAoCYQhTRaMAkC7gLKxcUx8uGH2b11K54+Ppxr04bmQFc0AlNxI0wxLreIQqsVJk+WJnRWq7xWrbL/HhsLU6aI4DdwIBw5IqVOatQQkbJaNYlYjIqCHj0YkZ7OLsOgkqcns95+G68yZS5rXqZhMH7PHm6aNo3wZcvouWnTNTntjFGj2FGqFBkeHiLEdugg9T4nT5ao0q++kprVIOfZvr2kvffpY+/SDuJL+/SRdcxrUlBxWCkR5DVZ5SxyWpF07RAkRfs40jBuGpLivSAzkxeeegrDMOgzcCAtH3yQEOA27OJjdaATUps5wrbMA2lwZyD+x+QmJAVuM1IqxUB8XzWgBVIOxazx1QAYgvjZUrafFsTfnQTCsDfFK4vUjA6x7S89LQ0LUivzb6RLeyJw2OHcZyKZFd+Qt2CpDe8URVEUpWSgaeY3AoYhDXgMQwZT337Loo8+4u49e7gI1PP2Zv4zzxAZFAQffCCdYmvXlvX37IEDB+T94cNSB7NbN/Dz458TJ/i3bSD1+quvUu7QIRE5z52DAQO0e7lSrLhcCnYsMpgaC/gtWcLuRYs48OefVHzsMfyQ2pWeiBA5fdmyrO3+Rhr63IwMnI467PM4MigMBM6SXQyNQBosWByWl7O9SgHNU1L4fPx4Br73HlZb1FfklCkcq1yZ6cDvaASm4kaYEfqOWK0wc6ZEKCYmSgTj9OnS2OfCBXsTnLg4qdX8888i3pUuDX/8AfXrw8qV4tc2b5aox1WreOPTT9k4eDDfPv88lWvUsB/P4hQ75usrEZ4XL/Ls1q18tH9/1ke3hdqmHEJCRFBMdqjm5+Mj+zInCP39c67j4YGRmUnF22/nzD//sC8oiJsMA8aPl8/9/OScW7Wy7ycmRs5vyBA51w4dJBLTJDbW3tF87FhJS9d08xse53IjsYjIZwqcI5DuqKuB5sDOJUs4/Oef+AYF0XfChKz6lWWA9kiJFX+H/ZVDBMWt2GtlOt5JZq1pgLXIxFxH7NESNYE3EBHSFBfTkVrRQUitzOO25Rds+26MCKTmcTKA1+65h/3r1vHqG2/Q6eGHSUW6q/fD3tl8LSLgbkB88hxyNgbqCoxGGhZNo/AN8xRFURRFKR5oZOaNgNlEAeDHH9n/2WfcYRMy2/n6svKBB4hMTJTBk1kjc+VKWLFChEyQn3XqyMDJT+buy1SsyLf9+xPToAFDIyKgXj0RP9u1kwGgRmUqRcjlUscul4IdAxxCoklWTJ4MQNOBA/ELDs5aJwNpdLD4xRezlh2eNo00w+AQ2YVMkEHVQSQKxDmq8yLyAM4t2rP80aP8KzqaSWPHYk1MpEGTJny1YAHD772XFNt2L+dxHoriNsTGSsfyxEQRFePisqL+iYgQsbJrV3tEpxmdePGiiJkffywC6N69IvgvWwYXLlDphRfYOGkSDarYYp0NA06ckJTxihXFh/n5SRp3ejobfHyyhMwPo6LY3qsXT9WvD1Wryv537ZL1fXyk5uWZMzLpFxQk6fCVK0tjn6AgyWSIjISUFCzbtuGfKe1L4nx8JNXc21smFzMz4a67JPW9Vy+x0xR8Fy6Ua+LrK8vNdPJWreCbb6Tx0aJFWr5FAXL6PsdIzUBgIuK3bkLEv0OffQbAXQ89RFiFCtn25YlMsjljQYTMc3v3kmLWj7VhGNm92DlyDi68sEd4OnKJnD7bQCJAHQXTk4cOseqnnzhx/DjNbruNR4AnECEzFntmRRQyGfgWeTcGWgjUBiagEZqKoiiK4s6omHmjYLXCd99Bly7cdPfdvFC2LP2jovht9mxKP/AAZGZiGAbz4+J4Zs8euq1bx9LTp7PvIzPT/ntyMixdyp3DhvHj8OF4/vmndJu1WmH1ao0WUYqcvFLHClofyxz0BZ48yZYffwQgYvBgMjMyWPXll2Rm2Hu9luvcOev3jY8/zoouXbCeOHG1p5BFWHg4SZcuEVaqFJ/NnMmC9evpdvvtDAaGI1EytxRif1ojTCkWWK3Z6zzGxEiDmy5dJCvgf/8TIXDCBGjRQqIxf/lF/MnXX0s9yalTJTX72DE4exYSE9nv70/Ns2eZFmRLUG3SBA/DkIm8c+dkXbMWZkqKTLbt2QNpaaQnJ/PEb78BMLBcOZ6uUoX6ViuhISGcPXCApSdOsPmff2DrVhEiz5+X/SQmSlMiX1975kN8vKS9e9j+tbp4MatRnuHjI93KIyJku3LlJAo1OlrqZjpfF1PAdUwnHzdOBFVnH+t8XZUSSV7PcTO12lasIMfEXSAwDqiIpG3f078/5StU4P4hQwp87PS0NFa8+ipf1KnD3p9/zvbZn506cXHXrkKeTeH4aswYDMOgZufOTK5bN6sG6AjsNTO7IhOSYxDhNK/JS1PsHcuVd0JXlPzw9PSkb9++9O3bF0/P3CrPKiZ6rRTQ70FRUtKutaaZ3yAYM2eStHgxAampEB7OG/fcA2FheNhS6bacPs1T69ez0qEZwuaEBE41a5ZjX2t27qTSnj1UtVikrlnZslKrbM8eqWPWt69GiyhFTl5p5Hl1gM2NQODYhx+SkZ5O1Vat6NS4MQveeoufXn6ZbfPm8fgPP+BhsdDgrbfY99FHAHj4+3NmyRJ+aNCA6vffz80vvYR/hD0GJb+GP46fJZw+TWCZMnh6eeHv788X339PaKlSlK9YMds2DyKp7s7nmR+FuQaKct1wFObMlHMfH3uH88BA6VQOIg5mZIigGR8P77wjQmB6Otxyi2QLeHiQ7uPDvZcucQr46NIl+j/+OF61amU/rlPkmOPE3JidO1l3/jzB3t5MqFkz2zofHz7M6/v30zIsjJUtWuCZz35ywzAM/rGJqKX/+UciPZs3h7/+gn37pCbm2rVS89Pxujim5Jup5336SOr97t05fWxu11UpceT1HDewR/lnkjNKIdG2TW/Ex8Xccw+39+xJUkAAzhKkgTTYcayUbo2PZ2yfPuyylVe54FCOASD+r79Y2agRNZ5/nsoPP0x4VBQZFkuOxj25DTh8bcdKc1ruePytq1bx2zffABD81ltUtJ2PgWRSHAaeRK5PbWAR+fs5x7R8vVuU64Gfnx+zZ892tRlugV4rBfR7UJSUtGutkZklnUuXyExOZtj06XRdvhzrpUtQtSoeISF4tGmDNSmJER9+SNMpU1h54QL+Hh60DQsj1Nubm8LCsu+rfn2OnD/Pna+/TpNvv2VLQoKkzcXHS6TLgAESOfPggy45VeXGJr/mCMFIQ4Qz2CNbMpHUu+3Y61nOXbSICe++C0CbF17g1JYtzB09GoBGd97JKYuFb8ne2KfjmjWEN25Myrlz7P7wQynTYKMcUqPsJiSa0iQEaGYuNwz+mDKF8XXrsnrSJDoiA7JG9etnCZkW2zmYdcxyS03Pj7y64CpKkeLcBCi3JjZmlGGnThJ5WaEC/N//SbTjmTPiczIyZOIsKIhxUVH8lZZGmLc3P/7f/+HVs6c9PbsADI+KomFoKF9HR1PBabsHK1Ui0NOTtRcuMMEsuVIIzlutJKaJTFM5I0POp2ZNCAuD556TlPUePSTNvGxZiVB1jLA0G/2YKfYPPQSDBokA7BiF6XxdNVKzRGI+x7uQPUJzAHA7UgPyInb/BnAkIYH7/vc/Rj7wAP1ffjlL8IwPCOAk4otMkfEs8CXwJrDOtt7ZU6d4skMHdi1bhkdwMD1nzaL16NHZupRHdu2KkZbG/rffZnnt2nx38808+fXX7E1NBcR/pSLNhWohAqYFaS50B3AvUh8TpIZma6QRUCqQnpHBpGHDMAyD6oMGUatZM04iviwGqQXa1On69Lmiq6soxYwjR2DjRvvrOkc/XxG7dmW38cgRV1ukKMoNhkZmliTMgU9MDAQEwOHDZMyezeAVK5iyYgUWi4VlGzZwx549MjCyWjmzdSufx8aSYRj0DQtjUnQ0VWrXln0Zhuzn2DEYPJhLNWty5x13EJeQwC2BgdQ6cEBqjlWrJoOy2rUlfU6jMpViRCAyeIpDiv7XRrqgtkCaEADsAT5PT+eDp5/GyMyk8oMPUrF3b2b27ElmejoNYmI49MAD/Lp3L8bFi+xPSsraf4jVSsPPPiNu1SrOrVtHang41ZHO5GbdLwMZdJVBBo/htuVpqal889BD/D5jBgBH5sxh4/PPU93TkzSbvSOR6JMkm93JSAf1EdjS4gt4DTQCRbkqHP1LYZ7xzts5Rg7GxEgDoPh46WTev79d4JwwQeplLlwokf8rVoCXF2zbJqJm2bJMMgzGrF8PwEejRlG5Zk3pEO7lJRGcID+Tk7M17Mk4fhzPsDC4cIGyvr5s7NcPTy8v2L9fxFIvL0hJoUalSnxUty6PbN/OK/v2EX3kCO3KlRMx1WKROpq+vpK6DlIz088vqybmHtvERkVPTwJCQ2W9SZOgbVup3xkRAZ99JnVCn3hCOpwvXiy1Pz/80H4tZs0S2w1DjpuYmD0K0/m6aqRmicUA5iKi5Rzkue6PRF0aiJD5C3CHYfD9zJmMfvpp4uPiAPijVCm2v/oqXn5+Wb7PAgQAG4GvsE+UzU5IYNrHH3PgnXcwEhIgIoLML7/klxdfZN1HHxE5cGCWTVGvvkq5rl3ZOXMm1i1bSN+5k6MPP8wLs2bx5Pz5OOb3+CJ1LasgtS1B/GR7oB5SQ9OMskgCFk6Zwv6tWwkNDWX4u+8SjL3hj7m/g7bzn0F2P2fW0dQGP4rbceSINFy9dCn78oAAqZnsasLDxRaH5wAgy3btknIxiqIoRYCKmSUJxwFMz55kzJ7NoK+/5pudO/GwWPi2ZUvuMGuKWa2wZAnVP/uMKYaBP9AjPl4cp61zMiDvH30Uo0EDBj3xBJv37KGspyexfn7S2MDTUxo3aGdVpRhjpqDfiwwEzwLn09L46+efqXzTTexv3JgLXl50mjePNePHE/Of/3B60yYO/PorFg8Pmk6YwLx9+zjrnL4K/Ni6dbb3N7/5Jn988w0/ffUVDXr2pOuIEVmfWbALmRkZGYy77z5Wf/89Xt7evPrGG1R9/nnOeXoyB1iFRI4OBn7GnmIYgr1R0RxUpFSKiCsVyPLbLjBQxMDff5f3FosIgSEh8OSTMGwY3H67pFaXLi2i599/Y4SGMnrPHt6wRT2+1KoVA9u1g5077cJiaKgIm2ZKbFgYhIRgrFxJrzVruKtUKR7t0gV8fPA01ylVSoTFdevg0CEAHu7UieXp6XyzezcDfvyR/QMG4F+1qnRQN+tKV6woEaT+/iKeenhAcDCbbGnojcPDZXC3d6/43k2bRLR8+GERQDdutJ//0aPSzX3OHHuKeVKSXCMPD2jfPnsUZm44pqYrJQbTBwSTMwLRFDJHImnlsW+9xYJXXgGgfI0aBMXEMPiuuzB8fbOETBML0lncOeJ//6uvyv14663w7bfy+65dnAZOr16dtd6SNm2ybefzwgukTZ2K77//zalczsNC7uJiGDJZ58jhnTsBGDV6NGVKl84hTMYgQqY/UivzU4fPtLyK4iqsVitBtvFWYmIigYUN8oiLk/HXtGkiapqYvsTVREaKaGmbKAHk/cCBsqwQNl71tVJKBPo9KDpK2rXWNPOShEOqWWZmJo+uWsU3O3fiabEwIzqae3v3BmDi5s2sPnkyq97X3RYLPSwWDMNg9MGD7DUbJZgYBm+8/z6zfv4ZL4uF71u1oupLL8lAbPBgadwQEaGdVa8T8fHxNG/enKCgILZv3w7AAw88QNmyZfn444+z1tu9ezdt27YlOjqaJUuWuMpcl5BbYwTnZQYyCEpPT2fa++/Tu1o1/t23L3O++IIOSJTI7TVqcO8XX+Dv58e6SZMAqNu/P2E1a2JcvFggW9IvXuTQ99/z9/LlGPnU1PvujTdY/f33ePj4cNfPP/Pcv/9NXy+vrEHqWCQypT0yGDNT6PohEZmV0XQ6pQhxTmW+VtvFxECHDtCxo4h2ixdLncz335cGOvPmQevWMGKEdDdv3pwlZ89mCZlja9XizZdfxnLunF3IBBE+HWv7XbgAR4/y2c6dzI+PZ/iRI5zbuDHnOomJfPD337yXmspFw8CyZAmfNmxI1YAATiYn89327WKn46TfiRPZU9szMyE4mMb16zOkRg16enlBaqoImRkZkJAACxbAnXeKmFmvnkSbJidLFGrbtvbU8vvukxIunTqJkNm//+V9rbldCfHHN6oPzKtLeX/k2T8TmOzw+S+IkLl//34WvvEGAK1GjWL6rl1MmTiR6OhoLJbcqzhvnzWL408+mfXeMySE0o8/juXLL+GPP6BOHfl+FgCf/v0JPngQr/btC3O6OUgGak6axE9//UW5J58kDmly5HhNApGIzEhEzHRE084Vt6duXWjSxP4qDkKmSWRkdtscRVdFUZQiolCRmd9++y133XVXNgX3l19+oWfPntfcMOUKsA1gDMNg2BNP8PXPP+Pp6cmMe+/lXyNGYCxezGt//cWbGzZQ2teX8c2bU9kw6GH75/Zz4PXDh3n/xAmO3XsvIT4+AMxYtozREycC8FlUFG2rVYNnnrF3bFUuy9XcOwEBAcybN48XXngha9nbb79Nx44dSXQYUL/00kt8+eWXlCtXju7du9OpU6cC22e1Wt26o9kMJPV6JjLQc15m2H7/wmrl7f79OW2LBCtVtixlK1UCq5X2wF6kTldSXBy7Zklv2EaPP06a1UqKQyRKflw6dowTixcDUL1lS1Kc6tYlAXv++otptsFm108+4V9t2shMGfaBlzlIm4vUSIPsgzLz95JSFc/qBvX9bmgf6JzKfC22M1PQe/WSdPLk5KyISPr0EaGxd28R8AxDRMDRo+lsGIwCqpYqxZAPP5SIyAJ8f9IzM3n12DEAxleuTGmv3P8F+m9aGrsNg8UZGczz8yPQy4vHa9Zk1Nat/HT8OI8W8NSjT58muk4difT85x+5FklJ8nP1ainTkpEBGzbA+vWS3VCxopyrr6+ct9kYadCgAh61eKI+sPDk5tf6OHy2CIlISEF8XFsgATj9zjtkpqRQrUMHXnzpJdLT0ki3if8pSM1nx2/+ohkz+GHwYACCunQhuHNnAG6aMIH9wDlTxJw1i4KQtmgRXl5eeNSoARYLFxITsQC+tkgQAzhH9jrSIKnzSdgb462wnf/sevV4PTWVpampJCGZFY7XJBB41/a781OgTx7LiyPu4AMVRVEUpThRKDHzscce44MPPuDXX3+lXLlyALz22msF+mc0Pj6eLl26sHPnTv744w9uvvlmZs+ezfvvv4+/vz9Tp06lcuXKV3YWSjaO7tvH/77/Hgvwbf/+/Ou11+DgQV6bOZM3N2wAYETjxkzevZt1wPOGwX3AcNv2r7VtmyVkGuXL899ffgHg2QoVZBD38suSDqcUmKu5d7y9vSlbtmy2ZRWdOlwDnDhxgqioKABKly5NXFwc4U61dVJSUkhxiF5KSEjIc3/uSkGFBoDzZ8/y6csv8+nLL+e5zoy2bQt1/DV33pn1+3sF2HbB4MEssA0kleKN+sBrjJmCPnq01FwODoYGDeD8efj5Z6lfuX69CIBffSXNtTw8wGLhrQoV4L33RMiEnD4pFx+15vRpzmVkUNrTk2EREbn7MYuFB729GZuayoKMDL5KT+dRi4XuFSoQn5ZG/dDQPLfL8b59e/juO4koPXRIIlCPHJFz3rNHhExvbxEv166VaM8DB6TuZkqKnPvEiSUiwlJ94NWRn1+bmcfyQ7//zp3BwYU6zpFrUJogZeRIUkaOBMS2vOwrDNNyWVYYX68oiqIoSsmjUKF1derU4bnnnqNNmzbs3r0bAMMoWF9dc2a9b9++gKR6Tpo0iWXLlvH666/zhi1KSSkkZlMA83XyJJF//83y0aP55vbbGfDII/DDD7zz0EO8uW4dAB+0a8coX18CbLVOfvXz404/P1KAOxo14rmBA2VA2akTlhEjmN+wIZOiong3MBAef1y6yKqYWSiu5t4pKJkOKc2hoaGcO3cuxzrjx48nNDQ061WlSpVraoOilGTUB15jzBT0F18Uca9jR2jcWMS+ixel2c/KlfDOO3D4MN8mJ3POywvatBEhs3x58XunT8O+fSIMggieFy5IHUvbxByBgWyydSRvHxKCZ+nSIjJGRkJQEDNOnODJffs4snQpI6OjedgWtflnmTJw9iyNKlRgfKNGUpvT11f2DSI81q8vaeRmtkKZMny1ahV/fPYZRqlSsGOHNEY4d06aC1mtkla+b5/YfuCA1Pj09paO5g88IMJutWrZO72buGG3cvWBiqIoiqIoyrWkUJGZFouF++67jwoVKtCjRw+mTJmSZ/0dZ5xn1vfu3UvdunXx8fGhVatWjHBokuFMXjPpSnaSkpLw37sXUlK4OSqKm6Oi4OxZPv/4Y0aeOAHAU2XKMDw0lPnz5vGnbSCRkpzMUaBW+fJ8+/jjeHh6YvX3J7B7d/Dywn/MGJ4dO1aiZFJTtUPqFXA1905B8XBI+4+Pj6d06dI51hk1ahTPPfdc1vuEhASqVKnCiRMnCAlxTvpyD6xIg5zeZG8MYAVmIylrfYFbunXjxKpVVHr2WZ554w3MCndm8wNnziIp3iYpmzdz0qnZT170eOUVutkiUzyQzumH9uwh8eJFbr711qz1agLfA4tt77sgqXNW27F7kbNRQn6fuTMJCQnFPjpKfeA1xkxBnzZNhLtHHxVxs3x5ad4THi6p515eHPL354GLFwlJS+Nonz6EJCXB8eMi6J2ytRkxtzl8WKIeQWpSJiTA1q0cs9WDLl+xooiHZvMCPz8+O3aMlefOsRZ4eNkyfrAJo9FJSdJY6PBh6NdP9pueLq9q1UR0NAyJHk1Jgbp1SShViifHjiUpJYUNVavSxGqVOpo33yy1xX75RXxpero0ebjpJmmmV7u2dHAfNEjOy7mJj5mWn5ycs6N5MUd9YMHJ7Rlv+jMPIBOpjRmOPdXa9IOHge227eyeBnaT08+dnDGDlYMHYwkPp8LWrXjYzr8pcMZp3XLA/s2b2VZAHwjgWbMmfm3bYv3qK4JfeIH+o0fnaDLk6XCOhmHw25Ah7Jw+Hf/gYBYvX86uWrWyroOZdh+MdDF3Xh6CdEYvrG8sLj7VHXygoiiKohQnCiVmmrPoHTt25OeffyYmJoY4x05mheD8+fPZ/nHMMAceuTB+/HjGjh17Rccp8dgGN2srViTmvvuY9uKLdK5WLevjxVu38oStRlj34GD+888/fDVvHskZGWQg/wwfAMr4+/PLc89RKjCQ81YrbceN4849e3hjzBgsERHSgOHUKRnQORSJVwrGtbx38qJChQrs37+fiIgIzp07lyO9DsDX1xdfx0YVNgIDA922m1ksMrBbRPaOpbHAWiAd2Ah0mzuXDR99RP8nnyTE4VwtyADIGY/UVCze3lkDbg8znfUy1L/9dnq//nrWdskXLvDFu+/y9XvvUbZCBWK3biXQlvoXCAxA6nRuwj6YCgQeyWP/+X3mzuTnA4oL6gMLiSm+xcTknyodEwPDh0s3cTPS8vPP4YknJFrx3Dk22QTcqOBgQsLCZLvUVInAdOTSJbuQ6bBOWmYm3508CUDLMmVkuUlyMqPKlOHPc+fYiDwvSEujiqcnffz9yTQMJp06Rd/Tp6nm+FxNSxN7TTIzwceHOQsXkpSSQm0vL245fFjOPTFRupmfPg09e4oI+t13IsgCjBkDEybIZ5B7rVEzLT8k5MqaMbkQ9YEFJ7dnfCyQhr2hzRzbz0CHzxMBz5QUPI8fp7rFgm/16lnbe5PzH/4LtgjZoIED8TIjjW3rOVcP9QI8C+gDPf39yUhKwq91a5KXLgXAt1kzvAMDcxUzfZDvx7KRI9k5fToWT09enDWLA7fcQn+HcxxgO+8uwELsvtJc7ng9CkNx8anu4AMVRVHckSOA438cu1xliHLNKZSY+dZbb2X9fvPNN7Ns2TK+/PLLKzpwWFhYtuiS/Aqv5zWTrgAzZnB6/nzuXrqU0/Hx/F9sLJ2ffTbr49tq1eL24GAqeXuzKSkJAKvtH6YBFgsnDYP1wK/33UdU+fIkJifTfeJEth87xrkvvmB4mTKUfeQRacIwb540/ikm//C7E1d77/To0YPNmzezZ88ehgwZwp49e/j555/JyMhg//79vP/++4wbN46HHnqIjIwM9xQ+rpAY7AMZEyvSCbUVsAEZ5J0OC6Ppa6+RM1YnO5mZmYwtVYqUhAQqbd6Mb6NGhbLHFDINw2D9rFnMfOopEm2D9sA6dTiZlMSu4GDM1hSBSERJfXIKskrxQn1gITHFN+cIQkeR01yvSRPpYn74sAh/Q4bAvfdKE6ADBziyaRMA1a9wwO9lsfBM1ap8eOQI91SvnkME7R4aylpgJ/AfoHmZMrzo7U0pDw/+m5jIC/HxjPv6a04/+yw+l2kUM9fWSXuAhweWsDA534gI6bBeo4akzx87JiVbTpyQFPuHH4Zy5SRqs1+/7CKweb26dpUmQWanczdCfeDV4ejnAsnpJ8zPq+zYwdimTQkpX563beK9h20b56T7zH/+AcDi55e1zBeJfDzttK4fBR8wtJwwgaMtWpB45AjWr7/GEhhIwB13UBqJoHSkFGBJTubHxx9n+9SpAHT/4gs8uncnznZO5rma5z0Nsn3meD2siLAbQ8nKXFDcC09PT3r06JH1u5I3eq0UuL7fgyNAXeCS0/IAJKjrRqOk3XOFEjO7d++e7X2lSpV47bXXrujAUVFR7Nq1i9TUVNavX0/Dhg3zXDevmfQbmsxMSE8n4/x5+s2fz8nkZOqGhfF12bISleLpCampBP38Mz+1bInln3/47uxZtnt58c2JE4ypXp0he/eSDOzu3JkmTzxB8r59xLzzDn/u308pf39+a9mSslu2wNy5MGCA1PHSDuZXxNXeO7/++muOZePHj8/2vl69eqxcufLKDHRjzIGMFfgSsiI/EoGk/fvZ/fbbtPvsM8p5eXELEgUJEpF5CTgORACmROLp4UGdjh3ZMmcOpb74gvSPPyYV8ChgI4XQUqVIsVr5dvBg1s2YAUCFevXoOG4cle68k28sFlLIngYYA8xCOrla0UFYcUV9YCGJiREhs0sXSSU3xbmZM2HpUomO9PERwTM4GLp3l1qSn3wiaeAHDkhWQPPmhK9dC0CcQ/dqLBaJ3DS7LYP4PovFHjHp6Qn+/lgsFl6sVo37ypfHx9dXlpvCqJcXhIXRBGgCDARo2BCOHWPNhQs8Z0tPf61du+xCpp+f+ESzVqPFAh4ebNq2DYA2oaGSSl67ttjYvDl06gTffCPdzTMzoXNnifC8eFGiNA0jpwhsvl+0yG3Syp1RH3h15CZgOmIFVgFP2SY5Lp4+TVpyMhF+fgQBFYFjwF/IP/41gYAHH6Rhr14k9OjBNsQf1UZ8aHkkQjkTiQbdCvgV0Aem3H47VX19+bN3bwBqDB/OuIAAKiEi5J82ezsD3YDRb73F9qlTsXh4cNdHHzHh4YcpR85JSpPcJjBNYiGHCKooRY2fnx/z5s1ztRlugV4rBa7v9yAOGe9NQ0RNk3Ag8rocsXhT0u65QomZV4vzzPozzzxD+/bt8fPzY6ptRlbJBzM6o2NHWLAAGjfmrTfeYHlyMkEWCz+WKUNQqVKwciU7/PyoP306HD+ON0DNmjx4++2cOnWKMv7+PF6nDpbmzQno2JEmnTuTlpZG/xdfZPGOHQR6eTH/u++4+fx5GWzddZe9Y6yiFANyi76IBZYioqQv8M/y5Sy75x6sZ85AtWqMtHUsN4BTSASWOUsXD4QBlW3b3zpsGFvmzGHX55/z7HPPcbFGDSxRUZz8+2/SLl4k6dQpfr/jDgAqN2zIpK++wmKxEBgcTHDp0tzfsiWHtm3Dy8uL3q++SpORIzng40NloDSwDXC8owKRVDsdhJVs3NoHFjRl3BEzVXryZFi8GJYtg7feks7dmZki3HXtKt3Mx46VYzzwgNS9rFxZBMeTJ+GXX6gTEgLnzrHB25sUHx9809JE4EtNhbAwqYvp6Sldw4ODs8TKs1u2EHrpEj433QQnTlCpXDmJAK1YUZr4WCxw9KiIqD17wvLl0K0bRkYGXycn8/i+faQaBp2qVGF4zZoiYKalSRSlKZia4mjlyhjJyRyypY7XTkqS+p9hYVCmjAivmZki1g4fDl98AdWry7FfeknEzrVr4dln4eOPJTIV7KKwG6WVK0WHFUm19gf+Ex5OWFgYFy5cIGznToKbNAFk8i4SESn/RvzgTe3bZ+0jOjOT9T/9xMpt2zi3ezeGYdByxAj2NG3Kdts6SVFR1Pr7b269eJHgpCT+a6uf+eCvv/K/++4j6fx5Kr34Ir5RURz98ENSTp0i/Oab+fSllwiw7SMc6A5USk7mJltE6Ijhw5kzezZv/uc/xHTunNWZNC8/mJuwa/5P0BXJcOhT2IuoKIqilGjqIhPWSsmiSMXM3GbW+/XrV5QmuDdmdMaYMRAVxao+fRhji1L5NCqKOq1bg7c3u06fpuHs2fQ0DGZjqwe4bx9b6tSh99KlHLl0CX8vL4ZHRUHnzmRkZPDQs8/y05Il+FoszK1RgxaLFsGnn7rwZBUlb3KLvogBEoD/AQFHj7KwWzcykpMp26gRDz36aNa2FuACOdMNLgBlkEFeVOfORHXtyt6FC/npiScY9Ouv7PT0JCQqirSLF1k7aFDWdq+8/Tb1mzbNem8YBsG1ahF89izPzJ7Nv1u3ZgRQCxmEeSIpe72cjh8DzETS4zU6s2Ti1j4wr5TxgmAKhlWqiHAZFSXp5P37S5RmQoKkV3/3nYiRvr7QoAHUqyfC39Gj3JKRQQWLhZPJySy/dImuZxxalFy8KEKhrdFd1vtNmxi1axd/JiTwZUICzevVg40bZZ0TJ+DsWYmcNEXJQ4fgnns4ceIEwzZvZo4tTTfmppv4tlMnPCwWqR1dvbp9m7Q0edWvD15exJ0/T4YtUrOU1Sqi6fbtcpw2bUQs9fcXcdfsSp6cLM2B5s4VIXb4cBFWzUjM3OpnKoqNWKA9sBwYa7Gwv1kzFi1axN9//UXLJtmHbl6Qo24lQMKePfzcvz8ZDrVk986ZQ81t2/CuWTNrWWZSEsuee46md9+dtaxG27Y8smgRP0yYQNU33wSg0vDhePj60rVnTwIcJj8Mw+DLV1/l2F9/sfi337BYLJQpU4YdO3Zka+BU2HRx838Cs1SLFYnC0XRzRVEUpaTgXOvzRo0udURzht2JmBgp+v/aa5z39+fehAQygfsbNWJg+/YyeAPGbdxIpmFkNTYxgO+AlvPnc+TSJaKCgujpUOx9xR9/MD02Fi8PD75v2ZIOLVuKYKooxZQYJPWtCzJgOYMMZgzkwb79s8/ISE6mVrNmfLpmDeXLlSv0MXpOmoS3vz97Fy7ku3vuIfHQIc5t2sSCVq04v2VL1npN27bNtp3FYuH/vv6atzZs4N+2yJWmNnszgdVACjLociQQiSi9iIi0ilKsMP3PlUQH9u8vHbq7dpUIzMqV4d13RaQzDEnVNgyJ4KxZE4YNgxYtYP16EQE9PfHw96dHgMR3zZ82LecxDCeJxiYo+nt6st1qZeKRI2Skp2dfJyMj53aGwacHDjDn5Em8LRbG1avH9927E2jzr7keC0SwBZZv3gzAzUCAYcCKFXD+vHQ7P3AA2reXa2i1img5Zw6sWiUi5uTJIn5+8YXbNfhRXEcMUAP4CSmZEh0dDcCmVasKvI9dv/5KpehoGg4aRNtx4yhTty7pycmcmTAh23qJCxdyYvlydv/yS7bllZo2pcmsWXg43CcVHn+c4MqVs633wdNP8824cSxdtIh169ZliY5JNiHTfD8T+4RlQTD/J+hje+844akoRY3Vas1qKma1Wl1tTrFGr5UC+j24HOFIjc+ByJjSfNVFaoIWhpJ2rYs0MlO5SgIDZXDz7bd4JSZye926LNu/n0+mTsXy2WdZq8UeOgTAC8Bu4HngV4CMDLqWK8eMFi0o7eOTVf+ywy238FXz5gSfOUPPiAipbxYRUbTnpiiFxAB+RmpjjkZqfe0ATgLWxYsBiIyKwi8gIK9d5Eu5+vW555tvmDFgANt//JHtP/6Y9ZlvRAQpjpFhwJpFi2jZuTNJFgurg4IYGhREIDIwS8Q+0PKw2d4nl2PmVwtMUVzK1UQHBgbCI4/kbPwzbZo0l/P3tze1mTVLojdffFEiHvftE9GxTBkeDQoi+vhxut9yi73e5mXoUaYMHx87xuwzZ5g9fToDQkOp4OWFt8VComFwOi2No2lp3BkSwqiyZQEYERXF5vh43qxXj8ZhYdlrcF6Gvh06sCMmhrPz5omNoaHSYb1yZZg6VZr9gFyHxETYuhXMyO7Vq+0ir0Mn6itK8VfclryiEh1TqecifmQAOdOum9km2Nb9/juGYWCxCe0gXc39kAwAEwNo+vzz1Hv++axllVq2ZEbHjlyMjYXPP7fbsHw5ANXbt2fvwoVZy32RzIZ4p3MJtO3fAmz8/Xd+/PhjLBYLn37xBc2bN8/RzMcUIYPJLk5eDudroL5UcTWXLjnn/+TDkSOS+WCy68bqtVyoa6WUWPR7kDeRSFSmc0f2gbZlhY3OLEnXWsVMdyIjQ+poffMNwWfO8EXr1iT07Enw7NkyYEpOhpQU0m2DrtYOm/p4evLS3XfzSvXqeO7fT3p4OOfuuYcIiwVef52Hw8OzBowaDaIUd2KRxj17gIbAMGAN0BioB3z/6KOsWbeOTYsW4X3xImm2xgUGkk6eidQOO2XbnwWpl2kgM19W27IGfftSpXp1Frz1Fif37OH0jh1U6NKF5p9+yk9RUYAMDpfNncuw3r1p1qkTNRcupK6HR9bgzLkLrT1BPSeXa/KgKG6NY6q6Ycjvc+dKWvmZMzBhggh/8fEi6kVHi6h36BD88w+3HT/ObWlp8MMPUju6Vi3Zr5+fvP75RwREkDqVUVF0Mwzeq1mTb+Pi2HzhAjPineUWobyXF5QuDZUrE5aRwS+26DaqVYOQEElJBxFQvbyyNxCqUgWrvz+B8fEwfz719u6VSEtvb+maXrGidGt/7jk5v08/hX/9C9q2lQjUHTsgJUWux4gRMHFidtHyalL8FbcjryY25vLRwFmkKU8qMNRp+/0tW+Lh68vZEydg92786tYlBanXHACUAw4CexFRcyEyEdgYuA3xfZa6dfFq0gRLqVLUQCI/IgyDfX/9BUDgbbdlHS8SiQxtAmxBhNZg23svm51VkpKYNGwYAI8PHcrjjzwCiDA7GrBVh816PxaJMr3SdHH1pYrbcOQI1K0rvsGRgACpH60oioL42hs9pTw3VMx0F9LTYdMm9v36K9UPHMAzOBgOHiQkNNS+jp8feHvTPDCQVQkJlPP25kxaGr1vuYW3Bw+mji3d51KDBvSfNo19TzzBqieeoHTNmhKledddkg6okR9KMScGeBIZ7KQgg7EUpHnPIaD1v/7F9okTObdvHyd/+412ffuyCWl8YEakWIBqiIBpAGlAOtJR3B8Isa3j37QpD//wA6lJSXh6e5Pu5UV9q5WfbPtJT0nhneeeAyD01ltp5OHBYeA52+eFHVQVtlaYorgNjt3NzfqQIELdo4/Kez8/2LsXxo2Twdynn0JkpAiCmzdLyra/v2QP1K0Lp0+LEJiaKjU5rVZ5nTkDXl5Ybr2V5xo1Yqi/P6sOH2bdyZOcj4sjzd+fIF9fygYEUDEwkIaenlKj0zBEQE1OlojMhAQRMkuVEtHVMMQGT09pINSkCXN37mTQoEH8cs89tJg7VyIuPT2halV5paWJPSkpEplpsUga/FNPyXGSkuQ6HDok4qmzaKkNgG4onAU+E3Ni7F7gHkSY3OS0zllgjb8/tV9/nYYVK1K1QgVCkHrSJl5AFFI3+insNTQ3I83pbgHWly9P4IYNACxDOp37HzpE0pkzWLy88GjYMGt/lbDXrGpi27e9EIuUTvnonXc4vGsXEeXK0eiNN7Bib1zUHnuty4VIloX5XruTKyWeuDgRMqdNE59mEh4uvk9RFEXJExUz3YX0dE7+8AOtV6+mMTDTz4+wxx4D2yw5IIOiixdZ2qABO2wzfKUCA6n64otZq5w6f54+Eybw544d+Pn5sWXPHjrEx0t0SK9emsqmFAmFFeyswAxEXOyFRH5UR2rCZgJxGRmEeHgQAOzo0oU/ly+n9+TJ3NygAXfaGiDEkz21DkQADSVnalySza5Mh2U+/tJ/vArZZ8Y+eeMNjuzbh1+FCnR6+WUOIVElgZc5z7w+08GbUmIxU9WnTZMmPWZdyDlzpF7k2LHSzbtGDWn8k5oKf/8t2yUmEp+ayveGQeCJE/SvW1eiL8+csaeAZ2SIAGrrJg7IILF8efySk+lcvTqdq1cX0dQ5CiYwUERQEKExJCT7fs6fl1RxU3jMyICkJCYvX86QF14gMzOTj7/6ihYhIbJO7dpw001yPoYh75s1g9mz5dje3iLq/vyz7GvjRun0vmhRdtEyt9T83Hy0pqKXCKyIkFkNu6DniIH4i/8BY2wvR/+YjPhG7xdf5GXI6iLuQXZ/BjL551w8IQMpi5LtmIbBJYuFQ+PHAxDeogWetk7kueH8Sdy+faycOBGAhh99xIVSpZiF1HL3RhoXmZN/eUVqOgu7ilLiqFtXIvgVRVEKwY3eFEgbALkJ6fHxDJg5k9MZGRz38sL7X/+SwVYueHt40DgoiMZBQVS1CTAAWw8epMWIEfy5YwelS5dm0dNP0+HMGfjjD2lAMHq0PZVNUa4RZpqYY4nhwhbnnwl8BcxHIjkWARuxpcMBW//zH2a2akW5Zcu4ePYsRno6kRERPF4E/xhO+eADAOp+/DELgoOzBqGQ/3nm9ZlzIwNFKXHExIj/MoXB++6TaEh/f4mu3LZNmgClpcl7Pz8YMIA1gYE8mpjI2JQUKbniYt5ZvJjBzz9PZmYmg4KD+SozU3yop6eIiwcPyjmcOyfCbESE+NcyZaQZ0qJFMGCARH1GRWXvXg6yjxEjRFSdMyd7urkz+X2muJTcfGBen8UiQuZhcvoAR58RAXxq+xmLRE/+bluvPGQTMq8GwzBInTiRtRYL+7/4AiwWbn7ttULtw3r2LL4hIVRr146OfftyGBFWo4GjwBfYJ/TmAuds9lvJHqmpKIqiKIpwLZsCuTMqZhZXrFaJwDh4EJ54grF9+7L88GGCvL2Z/cQTBPbtK6nnjlgsEpXiSEgIeHoy548/iH7xRY6cPUut0qX5Y948Wj//vAyaGjSQSJWxY7WDqnLNyU20K6xgZwBVbftpj9Tjug0ZEJ1NTWXpxIlsWbuWQ3v3UsNWR89r5UrpJnwdOGfWz7PR7IUX8L/rLjqRfRCa33nm9ZmZlq6xVYpbYvou5w6JjssDA6X25D//iFhnrjt2rPzs21fEvtKlJYoxNBR8ffnTFg12a3AwODQryYZDs5M8l3nk8q9PbtvlsY5hGLz6+++MnDsXgJeGD2fyk0/i7esrtnp4SHRnRISImTVqQFCQRGKOHi0dzU+elPczZogPDg/P6XtjYyXt/PBh+Sy/jvJX021eua4UZlIrBqnf/C45fYCjz3AUQWOADkBHoD9wFzLAOXb4MP8ZN45ff/gh1zSs0rkcIxTJPjDJWLeO5JdfBsC3TBkavvEGFbp2zfd8/ckupFZt2ZLntm7ly+nTifTw4F1kUjLOZu8E7GKuARxDUtPnoJN7iuJ27NolmQbm68iNJKsoxYEjSMCL+Sqp7bTMpkAbHF7TkBIycflsV9LQNPPiiBmNUa0aPPooK86dY9zmzQBMrl+fOvfdB2vWwJ9/Ss2uhAQRMWvVksFWmTKS2nbbbfDkk3w9Zw4Pv/UWAJ2CgvhfmzaU3rsXGjaURgMLFki9zKvpVqsoeZBbV9Hc6kjml5I9ABkgRQPvAC/Z1vkHeOibb0g6fpyQChXo8uCDXLh0ibnff8/748ezYN483v3sM8pER+ONDN7O2fbpiQzawoAzSBd0s+tqVWRAmYA0Gso0DBJOnaJRhQpEA4mlSmXZ1vH117nzlVfoA6xE0uVM+/Orl6kNCpQSSWysRBI6N7JxbmITE2P3c2Y9yIULYfp0aNNG/ODMmRKZeeIEvPUWa2wNd6KbN4fy5eHUKUnR9vGRyMeAABERzaZBnp4iEqanS3RncrKIihkZEg1pNgMKDJQoUX9/+RkaKr61VCkZmGVmij+tUYO09et57Msv+XqLVAV8+8kn+feFC9C9O6xcKU19Vq6EHj2kE3vr1iJctm0r52eKk+++K0LmlClyjr165UwPN2tlPvmk/bO8fLT672JLfp21nT8rqM9w7gLeH/GffoggeQx4Z/Zsfn7lFXz9/Og1dy6Vb7qJqCZNaHn77Xh7eVENSU//AvgF6IkIor5I7ctvgYzmzelz5gzxy5dTtUULUsuVYy8SEWqyFJlkDEH8aSBwh2Hw0/r1pDdrRjWgS3g4pcjORGAEEolqnscA7BkXfS5zPRSluOLh4UG7du2yfr8hCA8XHzxwYPblAQHiR/Oo/3lDXislB9fqe3AEiUx07tUdgEQyljSupClQSbvnLIZxnUKXriMJCQmEhoYSHx9PSB6p1m7NtGkyGDx8mIRmzWj4yCMcNgwe9vXlq3vukYHPwYP29UuVksgORypUkG6vVitnvv6aZhMmcGf9+rxXoQLeoaHwwQf2KM6CRKQoOSgJ38PidA7m4KwseQ9evgROI5GZPsBtcXF0rFuXc3FxPDFpEvc9+yzH9u2jv63TOMB7O3dS1qGouoE0+gkne2h6GiJeViZ7za+jhw7x1qOPcvTvvzmwbx+lfHw4Y7VSLigIgLcTE6kUGKgNe66S4vRdLO4U62vlOBlXubJdYLNa7aKlYxq1uWzqVPjmG4li3LtXBj+33w6dOsHrr0N6OlXPneOIYbBmyhRaWq32NHUPD6mfmehQ7c/TU5oDOa5ToYIImKbP8/eXpjxmZKjFYu9ebpKRAZUqiZ8FjMxM+o0YwQ+//85/6tVj6Pnz0Lgx7N8vgmlSEtxyi0Rd9uoFL78M9euLiNq7d/aamMOHS7fz0qXh/ffdrtZlsf4eFhB3PQcrdhE0kJz+cxqw4dQpPqldm7SEhGzb1qhbl+ffe4823btnLTuEREM6koH4ROehziXgL6uV/9l84D2JifgGBjLKZkvSpUu8MGgQv37/PR8vWMCWzp2zupM7c4bs3cudz9F5grMkN8hz1++iKyhR12rjRmjaFDZscP+amUeOyKSlya5dIm6WhHPLhZLwPSwJ5+DIRiTVehoiappcrzqSVquVIJsvTExMJNDF/8eZ578BmZR0J670u+j+cmxJw+zCGhsLmzbx4muvcdgwqA58GBYGrVrlTN9LS8uxm21nz2IYBnz/PRH/+x+bg4P56M478b7zThEyAwNl4KZCplJMuFw6mQHcjjikTODY+fP07NyZc3FxVK9fn35PPglA5Zo1ueuZZwDoNXJkNiETJOIjgpwPP28kItMUMlNTUpj1/vs82qgR25YswXr2LB/aurv+7LBdELmnEOZXJ01RSiyBgRKRWbmyCHqOKeeGIb9PngxffinLunQR8XP1aom0NJvaVagg4mBCgnQy9/fnpG3utWK5cnaREiRy0ha1mW1Zbus4+rykpOz+1DBy+kRPTw5brRzcvx9+/BHL7NlMbt+e32fMYGj58jJQS0wUsfL4cdnf77/LgG70aKhZUzqYJybahczYWPjvf2H7dtnODYVMxbUEIr4yFnuquWMKegoQV748j27bxt2TJ9Nj3DjufOABSpUpw4Fdu5j43HOkpaZm258znuQ+SMgtAsJsJhR35gz/at+eubNmYbFY+O74cU4ijYogp1/MryZmbun5ha23rShKERIZKaKl+XL6/1tRioq6iJhnvm6khjg3GppmXtyIjYUffoAdOyAzk4cqVGBNQAD/KV2a4KefBl/ffDdPSk3llZ9/5v2lS5m6dCn3798Phw9Tys8Pdu+WQaOiFEMKkk4WCPwLSMjIoGvfvhzbsoXwiAhGT5uGl7d31nrDJ06kx333Edq0KUl57i13UpKSmD91Kt+98w4nDx0CoHGrVtw/dSpDbropa6Bo8i9kINbHaT/alVy5YXHsWm6mlhuGXeC7aIsB8/MT4W/TJhn0dO1qH/z89JNETb7/vqSHp6cTjJSJuPjjj9Id/DqTcOkSr82ezWeLF9Pdx4c5TZvC4cOENG5M24oVJQ38999h82aJ8kxOtguoP/4oWRS7dkln9o8/hnvvldTyZcvgwAGJHK1TR4VM5bIRh7l97uxjTD/zTWYm8UAzDw+MyEiqPfIIVqTMyusXLvDem2/S5+GH8fbxubbncPEiA9q2Zf+ePfiXKcOjP/7I0LZt+Qi7mOlocx+k+3oIBUvBz2uZoiiKoig3JhqZWVywWiVSJSEBunUT0dIwuK1SJTZPnEi7N96Q4v5mOp0jFStCQACr9+/nlrfeYtKSJRiGwebFi6XWWHCwpO69+aZLTk1RrjXWxESSQ0LwCQriiUWLqNW4cbbPPT09qXPrrVgKGXlsTUjgrshIJj7xBCcPHaJ0hQp0mTyZm5YvZ+BNNxGIDMYcklnzbNijjQuUG56uXSUqsUsX++8vvggdOkgZlD59JAU7IQFuvVV81I4dsGWL1JqMi4OWLUUkTEmhum23O5YtAy+nuVg/v+zvvb2llmZ+6/j45JwgDA4mMzOTr5cvp/bzz/PhggWkpqdzMSWFpO3bpeu4n5/Uxfz6a5g3T0TX06fFJj8/eXl5wdGj0sBo2DBJX1+0yB75Wb26pK83b37Fl1cpOVwu4vByjfSswP+dO8dz//43TwQH8+3dd5NgGKQAnRH/lAIEhoXx8sSJ1KxfP2s/82fM4NDy5Th7Sz8k88AZP3IOHsoCU955h/179lC+cmWeXbOGh9q2ZSXSzMhMIXe0ORape73OYT+OkZu5+VZtkKe4A1arlbJly1K2bFmsztl0Sjb0WilQsO+Bc2OfjdxYXbuvFSXtntPIzOJCbKw0Bzh8GOLjyfT2xiMtDQ4fxmPzZhnYeXrKoK5iRWlQsG0bdOtGYvPmjHz9dT6ZMgWACv7+fF6/Pj39/CTkv1kzeOQRETWtVjlWTIxGgyjFioLUxwpAIjkWh4bSJDYWjh4lukoVziJNDxwfaJ5AGdvvZiFoD6ACUAq4AMSnpbHnjz+4uU0bwoGtISFE3Hormbt2Ef3ss9wyeDALAgKIQyJLPrXZMrMA56ONC5QbnoULJYJy0SKJzKxdG5YuFQHR9EE+PtL128dHojY3bRIh8vBhKFdOhMFGjWDHDt5JS6N0QACNP/hAttm1S6I8IyNlm+BgSfUODJSU8urV4fx5WScqStYJDZW6XsHBIiwGBdnrZnbowLmQEPo/9hiLbOnuUSEhfOLrS5fERBEf77xTojAXLBAbS5WCs2dlfz4+0LmzHH/UKHjrLfHT4eGyrq0UBn5+IvA61s+8EtSfF3sKWuPxchGHeX1u2I4xGvj1jjs48scfAGyeMwffFSsIb9cOb0SATAL+AO4EJgPxQPkFCxg1cCCGYfDlzJlUuece4pByLqb0fxE4ivhPq20/NzvY0BW4+dQp2r33HgAv/+c/9K1Vi/lkr+1pXgfTL8aQswGQZjQoJYU4x9qRSr7otVIg/+9Bfo19fkQmyaDkdi6/1pSke04jM4sDBw9KDbGMDDh1iqTz56l/6hSveHpiLVMG6tWTuphWq73mV1AQPPAAy/z8uLlNmywhc1CLFmxfvZqet9wiA5yOHWHwYBloQfaOsopSjChIfSxfRKTciAywwm1CZjzi6C7YPgep4eUNlAcq2X42sP30BXzi4nijc2de7tiRyvv3sw1YDjzyzTe8t38/E4YPZ3hAAI8BjYD62KNF+jvY6P5zWopyHbBaZfItJASioyW12oyUdPRBfn6Sjr1pk0RtNmkiAl9KipRG2bsXevaEBg3odPPN3PLgg1j++kt8YaNGUKuWiJTmviIjxV9mZoqAGhYGN99sX8fLC266ST7LzJSXtzfccQfbk5K4tVcvFv31FwGenkxo3Jjt4eF0qVgRqlYVIXPnTmnkU6qULIuMhFdfFaHzyScl6vTNN6UG6EsvSXO+jh2le3lgoD0FPzBQbMjr2jnWGs0L9efFnoLWeLxcxKFzJ3NTJI0DXgA2AYnJydm2qWkY+AK32LatjIiKc5BoyB3AX61acc+992IYBkMffJDUX3+lNtmb4AUD1W3HMsu2OFaobQX8Mn06KcnJlGrenEt33kl54B6yR2E6X4dApKO5aRdoRoOiKIqSkzhEyJyGNLfZACywfdYNaXrTFBhIye1cruSOipmuwnGw8vDDsG+fRHB4ePDdmTPsBqalpuJdp05WynkO4uOxfPYZR44fp5qnJ4s8PPgyMZHSn38uqWsbN0o9L8eBTkyMpKtfTTSIolwHchvE5LZsDlDHMLh08CBNUhyrV0o9vZztsES8XPXFFyyaNYvf587l/VGj6F2vHhtXrMAjIIDd+/ZlpdiVLVuWwZ6eNESEzyeATkhq+Qhyipc/oM1+FCUbZkfzf/4R/zVhgohu27dD//52H2SKdUFB0ihnzRr44guJYkxKgkOH4Ngx+L//k/dHjsCsWfDhh7wdE8N/p04l09k3XmlTO09Pgjw8CEhNpXpAAH/UqsUL/v74hISI2JmZKcJqeDgMGADPPCNdzB94QLIlhgwRuxcvli7mY8bYO5mHhuaMnIyNlSjSESNyipYFFSnVnxd7rrU45ygKmvu2IH7vzjVrsrqqVq1Th5S2bYlEojGDsIulMYhPCwGqBQcTMmUKd/TuTXJyMr169WLckCEc3bu3UHYNGj6ch5cuJeK990i33YOOAq3zdXD0mY53sKaRK4qiKHnh2NjndiQSc4PTaxfa8OdGQsXMosYUMWfMsA9kOnaE1FRpBBAczFTb4GyYvz8+udTTspoCzldf0S4jgx/Ll2ebry+dLRap0VWxIvzxh3Q+N+uSmThGhShKMSKv+lh9sHdsBRkUfdqoEWtr1OCYLaUuNy4l2itbZmZmMmnECEb078+TvXsz+e23OXf2LCH16tFi1SqW3347/YHuQL9c9hUDHMKeDueIgXZYVW4QChMxWK2aiHt9+sDYseKXxowR32N2MJ86VUQ7yC7KvfiiRFS2aycipoeH1NU0DIiPZ09CAq+eOsXj779P4/vuI3bZMoy8ohwLSlIS1b74gjWlSrHOx4cGHh4ijNavL4LqhQtSJ3PlSkkzHz7cLlQOGCD2168vk4j798O5c7JdXmJjTIyItdWqiWjpeG0LKlKqPy/2XKk4l9cEmSkKdkH8Th9gAtACeNvfnx0nTvDZggX0X7SIyh4enAA65GLTIOBD4ARQw8uLf82ezSOPPEJmZiY/fP4599aqxTdvvVVgez09PandoQP1WrcmtzaVztfB9JmjUd+pKIqiXBmRZO9arp3LbzxUzCxqzGiMP/+UdLWzZ6X2VlAQrFtH6tatrLWt+q9WrezNCcqXJyM4mPcWLqT6yJHs/eQT6Ya6Zw99SpcmqG1bSZ1buFCa/kRFSXrfoEE60FHcFisSDXkQeAap82UFIhs1AiB27NhcRYw9Gzdyd2Qkv3z5JYZhkHzpErf360fj1q2p0rw50X360HL2bL7atIlaDRpkdVrNSw7JLR3OpC+aGqfcIBQmYrByZREvY2PFB737rvgnq1VqY548CX/9JcuqVhVfZ/qq1aslpTs4WFLVz52TupeGAaGh1PT1ZaKfH6EeHmyLi+Oud97hjmHDOHzsmBzXLKsCIoqGOyQceXhIvc2QEABS0tNZcvq0HPPvvwk5dYoymZkyMRgcLIJk/foiZtarJ3aFhUljH8MQYTY2VoTHkBBJk2/VSlLe33svb7ExMBAmThR7+/TJfm1VpCzx5CVWmstnkLvIZ4qCC22fz7T9bjbZKRMcTNvbb6db5cocRzILwpDyK7kdsykSoZnu48OHkyfzyooVRPXsCRYLVaKiSAJ+A/zS0wlMT8/1XEy/eSfQDvGJl8P0mWPJ33dq1oOiKIqiKHmhYmZRY0ZjlC8vKXUrVkjEyenTcPIkR5FaRJ5AhagoqcvVuDF/JSTQ5u23GfH995y1Wvlixw4RM8+dE/EyIUEiQlq0yD5AUhQ3JhaoiAzYziE1LV8GQl9/HU8/P3b9/jsrv/4akHumPEB6Ou8OGcLF8+eZM38+8cCOoCAmfP459VaupO+ff5IRG4t/37787OPD58gA0RRNc0slh7wjbALz+UxRShSFjRhcuFAEupkzJRLz4EFJz65aVcTBRo2ky/nJkyIKOkYmBgdLhGNKigiaSUkSKRkYiGfVqgwPDORAjx68dPvt+Hh6Mv/gQWoNHsyg117jXMOGkrZeo4ZM7JUpI7+XKiXLy5Yls3FjFl+8SLNPP6XL+PH838SJ0nCoZk1Zv3lzKf3SuLEInX5+4rtDQ8Xeixelk7l5jnPmSAp9r15yjZo0gZEj4cyZvKNZHUVLTRm/ocgtmt+cvDuO/HPuLPI5CnumGJiC1A0zm9IFArWArUidy5229162Yx7H7uNikfIpGxFB9BngqTZtGD13Ln8ePEjLHj34L+JbP373Xf7XsSP1/vkHT7J3OX9mzBj+/dRTnNi+nceAqgU4f9NnRpAz++Jy10lRFEVRFAVUzCx6zGiMlSulnpjVCnv2SJQHItxEIIJmh6lTmbR1K+2feooW997L2i1bCLRY+NzLi3c8PaW7ebt2MvCqUMEeLaNRHSWK+Ph4mjdvTlBQENu3bwdg9uzZREdH06lTJ44dOwbA77//TsuWLWnTpg0rVqxwpcmFJq/oi67AMuAupAmBL1Iv5UL16tQeMwaAb4cN48yqVUQiRZ+/fecddq9fj29oKF3/8x9+stXvehdoCCQAHwA1bcs8kSiYs8B05B6cU0D7FOWGorC+xRToQNKply2Tibc5c6RJj6+vTLy9+y58/z18+il8842sv3atREemp0s0ZUaGCIhly0qN6bQ0Su/ezbjq1dlaty7tgVRg9i+/EPj66xKNGR7Oyx9/zKDRo3n2o4/496xZjPzkEwaOHEmNO+6gyyuvsG3/fkp5elLb2xu2bBE7mzSBrVsl0vLzz6VpUEqKiJ09e8Lbb8tE4muvyfLgYHuEZpcusn1iIrRvL1GoBYlmVb+dJyXRB+YWzW9O3i0EepJzgsxR2DPFQDOl26wUa0WEzf5Ix/G+wHfYBdBDSLmUmYgQGgw0Bg4D24BfbDb9XbUqhwIDuRU4brWyZNIkVq1cyai2bam2dy/2Ii6w9JNPmPnxx2TGx+PvYEdBfWZ+gqVmPSjuiIeHB7feeiu33norHh461M4PvVYK6PegKClp19rL1QbckAQGSqra9u0yUHNI3fFH0lkfANZaray11SzyAO738mJcejqV0tMlva12bRnYlSkjEStdurjibJTrTEBAAPPmzeOFF14AID09nUmTJrF8+XLWrVvHG2+8wX//+19eeukl5s+fj7e3N3fccQfLli1zreH5YEUERAsy6JoJLEXEiEHYo0ZSEEHzMNAaiSIJsa3zzYgRlF2xgrO//sqINm2IGTqUi+fPs3jGDACGf/QRVStUwEDuq7HAXKTDXQPgvw72WICTSMfyk8BzTvbOQETVFOCRa3cZFKVkYwp0VquIeTNmwC+/wPLlIgJaLPbmdhs3Su3ojRul6/mWLSJ8hoZK852UFBE1N260C35NmsDZs9Q+fZrffXxYk5rKZh8ffJcvlyjK1q2JnTmTXXnU+AwCHvTzY2zdupSxWmWCcfVqOH9ejrt3r3QrP31aalqXLSv1MStXhoYN4d57pfFPjRr2CM3Ro8U3P/CAiLVDhsCiRfaIS6tVRM+YGDkP5/dKDkqSDzR9Wwz27uQmMUjUZFdgUR6fz0I6ilsRQbM/0nm8j20dUxiciwidc23vRyD/W05ERMNk4CIiFPYCZiPp6GuATMTXBgNVgKcCAxmyfDldu3Rh586d3FOrFs2HDMmyKz0piaCoKBpER2ctcxQonc/D8RqYzYHmkLtg6djFXVHcBX9/f9atW+dqM9wCvVYK6PegKClp19r95Vh3wGqFL7+EyZPtKWe+vpLOVqFCVu0uk4HAJ8CryKz664iY83V6OpUsFhnQ1akDpUtDs2YSsZKeLgMmpcTh7e1NWTO6Cdi7dy9169bFx8eHVq1asXXrVkAGeGFhYQQGBpKenk6c2VjDgZSUFBISErK9rjUFiciIRcTB35FBjIFEI6/BPtAxrS+LFHTubfu9HyIozvb05I7Zs6nVsSNlKlQg9tNPWTxjBhaLhX7PPkuv++/HB+ny6otEPPsiA7g5TvaC3HfdkWhNZ0nB4vRTUZR8OHMGnnhCfoJd1IyIgH79oE0bSS/38bFHLb71lqR2jxsnAqeHB9SqJWnea9aIGFitGgwbJv6zVi2JmDx+XLbz8CDa05OhqakiRl66BDNm8HJyMm/6+PBSSAjDS5dmeFAQb3t48BNwBvg4NZUyd90lKehm9GeVKhJ5Wa2a7OuxxyT6cscOOHVKokYPHBAbZs6UicSuXSXL4sUXRfTs189+zo4Rl851Rwtah/QGxt18YH7kF4WYX21m83MfRGichfhZyJ6mbUYyYjtOChLpaWYcmOJgf+wRjwsR33cRiMKe4t4fu5D4Zb16PLR6NdVjYgD467/26UD/SpVo+M03/GKxe8j8Iiqdr4GWaVEURVEU5UrQyMyiIDYWli6VwdmGDdLVdckSGZz98Qf8/HO21S3A0Nz24+UF3t5SuyskBGbNkgGSr69EuGitrRuC8+fPE+IggGdkZADg6+vLkSNH8PX1Zfv27Zw/f55wx8YXwPjx4xk7dux1tS+/iAyTGGSQZcE+2NmAvVu4GYGSiQidieSMVIkAOgUE0GDhQv787Td2zZxJhGFw33PPUeuWW0jCnkZnHiO3CJBY7BEqednrHP2iKEo+mA1+xoyR1HFHYmMlBdusDzlnjt13NWkCc+dC797iLw1D6lAGBsqEYGysCKQWi0RN7t8vgmj37tJMb9s2ESRr1hQRdOdO7jt/XvZdpYoc18yESEyUUi3PPSdRlZcuyfuuXWHzZpksPHtWhNfNm6FSJand+fffInLecoukwffvLxOJZrbE/PliR5cuuUdaxsTIOZs1Qrt2zR65qVyW4u4D88KKRESGkLcvuVwkounDkrD7WYPsPvc+27Hm2I5nZjc4Zhw4Hsfc5wzEz/YhZ3p7NWBRtWo89sMPHFq4kHXffMPG6dMBePSPP9hcuTKXsEeM5nce+UViKoqiKIqiFBQVM4uCmBiJ9vjjD2l8MGWKDMC+/FIGQ47dmH19JZ3OEX9/ie5o1EgiQ1JSJO1u0SKJ+HhEE19vJMLCwrJFk3h6egLw4Ycf8vDDD1OqVCkaNGhA+fLlc2w7atQonnvOPqRJSEigSpUq19S+ggxUAsmZrm2mv3VBBk9mqlsIeUd4xABzPD1p0qMHCT160AhpduCJND5IR1LnzIGZOcAyo0djCmGvpropSgEZO1aETFtd22zExEg0Y3KyZC0Yhr3D+fnzMmnn5weDBsn6VquIfgkJkgJullnJyJB9ZGZKXcuHH5Z1atYUIbJtW+k+/sUX4js7d5bt166VScHSpaVZz7lz8jp9WsTIt9+GV16RScawMIm2HDpUJhDbthX/u2sXvPmmiJWOYuzMmfDttxAUlLuQC/Yo1WnTJCLT9ONKgSnuPjAvzIY7ZbnyKERHHzYHu99y/D239Z7M55iO/i23b2JXYDTwIfCxxcLrt9+OpXVrImxiZlipUlQBViN+d2I+x3I+nqKURC5dukS9evUA2LlzJwEBAS62qPii10oB/R4UJSXtWquYWVT8+ac0/Vm+XAZfJ07Y08NNLBYZKPn5ySANZFDUoAF8950MxG69FX7/Hfr21UiOG5SoqCh27dpFamoq69evp2HDhgA0bdqUJUuWEBcXx9ChQwkODs6xra+vL76+vjmWXwvyqwVWEMwBzjQkyiQEiao0yBkp4rhNH2A40vznKJKGtwOJpvyF7PXFTJyjR3VgpSjXkIiInEKeY21IX19JDx8wQCITR4+WaMekJBEao6OlLItZU/OffyTiMTxcamn6+Eja9y23SO3p7t0lFf2//7XXsBw3Tuxo1kyiNP/3P3kfFia+189PjjtrlvjX0qXFzt9/F7/s6yvCaqNGImQ+8oj9HB57zF7v0pyMNLMkOnUSP5+bkOuIGaGpfrzQFFcfeDmcJ86ca0cWBkex0qw/nd96eXEGeAkp5fJgHnYsBGoDH9t+mtGbJk8itTn/wJ5doT5VuZExDIPDhw9n/Z6DI0dkMgtkcuwG5rLXSrkh0O9B0VHSrrWKmUXB1KnS9ODCBRns+PrKoM3s0GpifqFMIdPDQ1LxrFaJOpkyRQTNmTNlUKbcMPTo0YPNmzezZ88ehgwZwjPPPEP79u3x8/Nj6tSpALz99tv89ttvBAQE8J///KfIbSxIenlBcBzwXW6fVqSxQVXgIBJB8hX2AZdPHttrmpuiFDGOtSFjYmDECJmc+/prePBBEScNQ7IYxo0TP5iebl/eqZMImufPy/uKFWVZt26wapUInUOGSPr4kiWybUqKXQgNCIBjx8R3XrokQumCBTKQDA+X5kO9e4soeuCAfF66tByvV6+c59Cnj5xDtWoiiGZmiu1HjsD06bn7aOdmPxqRWWDcwQdeDmdh8Vr4TLP+NEgplMLuZzSwCdgFhGL3u44Cq+kv7yWnkAn2TIv+qF9VlMty5AjUrSt+yCQgQPyQoiiKUihc2gAoMzOThx56iDZt2tC6dWt2797tSnOuHWZanNlB9c8/ZYBlipXx8TmjMp3x8ZGGBOnp0nAgPBwmTJA0OG30c8Px66+/cuLECdauXctDDz1Ev379WLNmDUuXLs1KkRs5ciS///478+bNo0aNGkVuY34F/wuD44DPuealc3OhWKSxwTJgMtI4YazNji7kXZ8sr4YDBWlepCjXihvGB4IIeGadzMBAmDgR1q+XCMm5c6XOZEoKHD4sfi86WjITataEpk1l+enT4ju9vaXL+KxZUpvz0CERHwcMsA8KfXxEXDx3To5/6RKUKSPbZ2TIdpMmyaDS21ts2rVLSsF4e0NUlBw7PFwmI53PYcYMETr37RMhc/Fi+OwzOWZePlqb/Vwx7uADC8uV+kxHPxUDdAA6Ij6vsP5rLBKVOdBmx0xgPlKz2jxWrO2zCPJv1GNmSpjNiBRFyYW4OPFH06ZJH4UNG8T3REa62jJFURS3w6Vi5ubNm0lJSWHlypWMHz+eSZMm5bqeq7tPFhrHAYvVKgOzsmVlUFSnjjQZgOy1Mh3x9ITQUHFsXl7SKKB7d6lDZg6kFKWYcSUdSfMTD82olfW5LJtp264rcML2c43t+OaAayFSn8y3EDbl12lWUa41N4QPNDEjER2b4tx9t6Rx/+tfUk6lbVu4+WYRGEND4cMPxedt2CATgsHBIhwOGybLO3WCZcvkZ3CwRLzccgtUqGCvcXnTTVJ3OipK9rFrl/hVLy8ROnfvFl8bFCQNhY4ckfc1asg+PTwkWtNqzX4OFovso2VLieg8dUpqdAYH5+2jHcVQ5YbnSrt4O/opMypyEOLzHP3jGXL6V2efGwF8ATxh25eBDAzM/04L6xPVhypKAalbV5reNWmiQqaiKMoV4lIxs3LlyhiGgWEYuXadNBk/fjyhoaFZr6Iq1n7FmAOW6GgZ5FitklpeubI0KAgLy7mNxSKRJHXq2JsX+PlJJEmrVlKvKyIi52BQUdwY54GPc8TJIew1uMAeyYJtu0VIs4HKSESIuf0Z7FGZXch7YOfMtYouVZSCUOJ9YH6iXWyspHZ36SJC4po1srxFi+wRnD4+IkQGB0P9+pKdsGuXiJ8VK0qEZI0aImJeuGAXI6tVs9exLFtWhMvjx2VZaKiIqFWryjGnTJF1unaV/Xh6Sqp5zZqyflRUzmjKXr3Epp49pRt69+5iz7hxUgpm8uTskamQu6CrKPmQ24RfXn7K2T+OJqew6Bx56Xyc3kA3JGU8v2M5b3s523LbRrMgFEVRFEW5GlwqZoaHh+Pt7U2dOnV46qmnGDp0aK7rjRo1ivj4+KzX0aNHi9jSAuCYVhcYKAO0nj0l+nLPHmlAsHevpBZcuGDfzsPD3mggKEiEzHr1ZDvDkIGci4rVK8r1xAokANsRwRFyipu3AuHYB0ZmJEt/7AMmx+gWc/vR2KMyF5L3wM6ZK42UUZQrocT4QOe08oKIdqbg2aWLNMfbvx/++kuiJ3197dt27Spp5OPGQYcO4jP//BNWrJBJwIULZR8bN0pNTMOQlPXTp2HTJihXTtLKmzSBkSNFyAwJgXvuEeG0bl0RUmfMkMZ8IMc7cULS36OjZSKyT5/s57lwob3sS0yMZF40bSpd0JculSZAmk6uXCW5RTo6lmIxBUHHdHDTP5olV/o4bOsceel8nEXYfaDjPvPziXNzse1yPlQjOBVFURRFuVpc2gBo4cKFeHl5sWfPHtavX8/zzz/PrFnO88Wu7T5ZYGJjJepjxAipBTZ6tERS/vkn9O8vkRqBgRKZWaYMnD0r25UqJeLlunUS1REVJYOr/fsldQ4krc4USRXFzTEHSCnACuAI0nV8EDmb/1zEHmkyDXtTgrw6tObVqCC3ZYriakqMD3RMK3duauPc9MbEFDynTZNamR4e0Ly5iI1dusCXX8ryjRvFL86dK+Jl7dpQpYpERSYliag4ebL4y4wMETPr1pXtjh6VbuYdO8q23t5w220idm7eDA0bivg4ZYpdnPT1hb594ccf4a677JGXIH586VKJKO3Xz94IyIwAjYsTobRTJ7Ejv8jUvK6LotiwknfdZ8guCBpkbyZkdjo3yN41fQDgn8v+cmuKV9AGRb0KcjIFOJ6ilBQsFgv16tXL+v2Gx7lje3h4Vmq9XisF9HtQlJS0a+3SyEzDMChTpgwgESrx8fGuNOfKsVql8+q+fSJIjhgBL74IZ85IirgpZFqtImSmpEgkphl9sm2bRH4YhjT5MeuC9e0rA6PERI3wUEoMscBxYC3SfbUq9igRx6gOx3S1vFLjnDG3d2xUkNsyTXFTigMlxgc6Rlk6N/65XNObmBgpq1Kvnvi8++4T8XDpUvu+Dh+WdS9ehHbtRCT84AMpxXL0qAyMTp6E1q0lC6JyZclyiIiQyMmLF+H776WzefPmEpHZrBn88IN89u679nPo319+9uwJf/8tIqppv2GI6GoYOaNPze379YNBg6Q0jOn3p02T/wccr402A1IuQyy51302/VdX7D4yt/Rux0wFxxqbuUVO5rbceZ95+c0rkeK1WZBSkgkICGDHjh3s2LGDgIAAV5vjOsLDpSnfwIGSuWC+6taVkjDotVIE/R4UHSXtWrtUzOzSpQtHjx6lXbt29O/fn9dee82V5lw5sbEiON52m0RUbtoECxbA779L3a5nnpGB1bPPitgZGSm1vypVkod6s2YywJk1SwZf27bJIGfMGG0YoLg9zgMgsxZmFNAW6Im9PpcjjoOrvFLjrhRNcVOKAyXGB5rC3sKFOQW6y/kwM6oxIQFefll8YUyMRDfefz907ixioyky9utnFxH797f/fvPNUsfSPJbZMO+OO2SisX17EUUffBA+/RQeeki2bdBA/DHYo0pTUqQsTLVq8t7c54ABkupuGDnFybxS603RcvTo7NdGfbtyGfKqP5lbSnh+YmRu6eZw+Uk9531ea7+pflhRSjiRkRKVaXZt37BB/OalS+IPFUVRrhKXppl7eXnlmlLndsTEyAClSxf49ltJfZs1Szq1ZmbCli0QHy8iZ2amNAAqX16iM/38pAtqmzaS9la/vgzCxoyRlzlAUhQ3xTlVLRBp2jOHnLW4HNPhHJfnlRp3pWiKm1IcKDE+0MT0hY4C3eV8mNUKa9dKlEbVqvZU9UGD7KnY5n769MmZmr1tm6z33XfiT/v1k2wIw5AJxosX5afFIl3OHe0aOlSyHxxT5GNjZZvoaBFZzTRyEx8fuzhZu3buqfW5XZN775UoUfPaqG9XLsPlyqn0IW+f6bx9bvspaBp5bse9FqgfVpQbgMhI7dauKMp1w6WRmSUGx6gUs25Xp06Sar5oEfz6q0RuLl0qwmX37iJ8duwIb70lg7auXe2DnIgIiRyJiHDpaSlKYcgryiO36JK8Ut3yitS41o15rvX+FEXhyrp1x8ZKTcybb87uB83PHKMZnd/PnAnnz0uznrQ0abozdSp89ZVkR6xdK+Kj2VDv5Eno3RsOHrRHVXbtKk36utjakDmmi+d2LubnZuTn5SIrzWsSEaGdzJVrgqP/cvaZhSmhUtDO47kd91qgflgpqVy6dIn69etTv359Ll265GpzijV6rRTQ70FRUtKutYqZ1wqrVdLkdu+GRo2kTkhqqgyeDEPETJCaXVu3SsRHv34ywHnkERE0dZCjuDEzgAVIfUuTgnZDNSns4EpRFDcnJkZqXH7wQU4/2LUrbN8uKd2TJ8v74GCpUW21im/19hYx1MtLfO7GjdIg6MwZuHAB/vc/8bspKSJ+envDo4/aRdGFCyWd/KWX5BhgFx2du7SDipNKgblWtZnz24+zzyxM6raKiYpyfTAMg507d7Jz504M41oVSCqZ6LVSQL8HRUlJu9YuTTMvMVitMHy4DLri4qQba0CApLX5+Mg6lSpJinlSkizPq/OrorgpFqefUPg0trzS6hRFKaGY4qApHMbEyPLYWBEtk5OleU+NGuDvb+8aPmeO1LD095eoyl9+EXGzVy/JiDhzBj75RPzxvn1wyy1Qp45Ecn75JaxZY4+qHDFChM+vvpIGP4MG2W1QX61cIYX1f1eyH2efqanbiqIoiqLcKGhk5tViCplbt8qgyzBksFWvHqSnS4RmqVLw8MNSM6RaNWn6o4X/lRJGf6A70M9hWW6RlgWJVtFu44pygxEbK+nfvXtLqnhcnAiLHTqIkNiypfjYrl2lzmVSkmxnRkf6+EhDIDNiMiRE/K+Pj9TM9PGRScb77oPq1e31N0FSxuPiZNLRnKW2WuV4ISHqq5Ur4lplGhRkP6bPhMJHW6q/VRSlyNm1SzIpNm92tSWKorgxGplZEMwmBI5NB0AiPwYMkLS39HQ4dEh+NwVNf3/pXl6xIhw4IDW9PDwkUkSjPJQSRm5Rlbktu1y0ihUYAVTLZx1FUYoBefnGK9lHq1YwfrxM+m3aJN3HHZvvfPml1J22WETInD5d0sqHDs0ZQWmmoD/wgPji/v1lH2YU57RpknZ+8aJsYxhSy/rwYfu6sbGSnn7okJSEUZRCcq0yDQqyn6uJAr3aCFIrmqquKEoBCQ+XicWBA3N+dvSoZFAoiqIUEI3MLAixsXD8uKSiOdbOeuklOHdOXiEhUvcrNVUexIYBe/eKkFmqlLyvXBkaNNCBkXJDc7kok1hEyDyczzoaSaIoxQDnhjy51Zgs6D4mTBAhMTlZUsKdu4gbhkwGGoaIncnJ9ogOsymPGUEZGyt1qkNDpSZ1YGD2Rn1xcSJmmo1/zLqd775rr5WZkiI+vFo1+/kpSjHlaqJAzW27cGV+de4VHFNRbhiOHpUIRPO1a5erLXItkZFyDTZskNeqVfbP/vnHdXYpiuKWqJhZEGJiJDrDeVDTpIlEfdSoIbW5wsNh1Cj4+GN785+TJ2VgVq+epL998IE2DFBuaC7XdCAGqAy8m886hWlyoCjKdSI3EdFR3CzMPsaOFV96333iP533MWAAdOsmgudbb0GLFuJvp9mSa820cas1p125HS8hAZYsge++y9mFPTZWojajo0Xk1DRzpZhzNc18zG0XcmV+tdcVHFNRbhiaNJHyYuZr4ECJTAwPd7VlriMyUq5LkybQuLGrrVEUxY1RMTM3nKNLAgNh4sScg5oHHxShsm5dETC7d5cmQDNnSsSIYUBGhgiejlEfiqLkSUEGZdr1XFGuMwWJsnQWAfMTES+3D7PW5YABue/D8VgREfDpp7B6tV08dRRSzXUh93MwDJg3Dy5dgp9/zmmTeR79+mnHcuWG4Ur9qt4dipIdi8VC1apVqVqhApakJPFDZiTihg0SmRgZ6WoziwUWi4WqFSpQlewNRJUbi6x7pmpVLBb9Jlwtu4CNDq8jDp+VtGutNTNzI7cOpo6DI7DX+Ro7VjqnPvwwjB4tqW2//y4RHT4+MuvUv78OhhTlGqJdzxXlOnMlnbyd/eSVcLl9ONbpjIkR+0zh0/F3yP0czGV33SWC5hdfXJ/zUBQ3Q/2qolwbAgICOHTokKSVN20qQS9NmrjarGJJQEAAh375Ra6Tv7+rzVFcRNY9o1wV4UAA4FyRNgAROCMpeddaIzNzoyDRJeaAaNEie1TJxIlSf6tjR4na/OILeOIJFTIVRVEU9+JKoiyLgtwiMB1rYjr629zOwVz22GOweLF0NlcURVEURVEUNyYSES03OLymAZeQMjIlERUzc8MxKuPLL2HyZIkGMdPuzpyR5gDBwfZBkhkt0r8/DBqkAqaiKIrivuQmDl4pVmt2X5rfepdLbe/a1d6453I4noO5b9DUcUVRFEVRFKXEEQk0cXjVda051x0VM/MjNhaWLoXly7PX5Bo9WpoD+PnJgOjMGejdGw4e1K6niqIoiuKIsy/Nb73LNRBauBBq15asiMLaEBcHs2ZlF0yvpAO7oiiKouRBUlISzZo1o9n995PkamOKOUlJSTS7/36aAUnJya42R3ERWfdMs2YkJeldcz0paddaa2bmR0yMdFU1jOw1ue69F375BZKSZAA0erTU+Vi+HJ57zpUWK0qJwIp0LI9BmwsoituTmy/Naz3nupdXso5jXU3H5kRz5ojfdqyjeSW1QRXFzVEfqyjXj8zMTNavXy+/u9iW4k5mZibrd+6U3w3DxdYoriLbPZOpd831YJftZ1IJu9YamemMY5RGYKCkjD/ySPaaXBER0twnMVEGQGPHSle66dM1dU255sTHx9O8eXOCgoLYvn07ALNnzyY6OppOnTpx7NgxAFatWkWLFi2Ijo5m1KhRrjT5qolFanvMcbEdiqJcA0xf2r+/iId5RUEWJLW9IOvkFuFpbufcLb241gZVsrgRfeD1Rn2soiiKopR8HJsCNQVaO3x21CUWXVtUzHTGcRCUW50vU+zs2tU+AIqIgE8/lZ+Kco0JCAhg3rx59O3bF4D09HQmTZrEsmXLeP3113njjTcAmDBhAt988w1r1qzhr7/+4sSJE640+6qIAcoCfVxsh6Io15CCpJE7TigWNgU8N//sjLMYei1rgyrXhRvRB15v1McqiqIoxZUjwEaH1678V1fywbkp0CqHz/5xiUXXFhUznXGM0jDrfC1eDCNG2FPXHLuY6wBIuc54e3tTtmzZrPd79+6lbt26+Pj40KpVK7Zu3QpAvXr1uHDhAunp6WRkZBAQEJBjXykpKSQkJGR7FUcCgfvQ9DdFKVEUJArSUfAsiPhpYrWKnz5+XP1zCeNG9IHXG/WxiqIoSnHkKNK0pqnDayASXRjuQrvcGcemQI1da8o1R8VMZxyjNGJioFMnCAqCatVkQKUpaYqLOX/+PCEhIVnvMzIyALjrrru4++67qV27NtHR0YSFheXYdvz48YSGhma9qlSpUlRmK4pyo1OQKEhHH1sYfxsbK3768GH1zyUc9YGKoiiKUjL5B7gETMMeTbgBiS6MdKFdSvFExcz8MOt8ffghVK4sAyRNSVNcTFhYWLZoEk9PTwCeffZZli9fzt69e9m5cyc7bQW1HRk1ahTx8fFZr6NHS0K1DEVRSgyOPrYw/jYmRvz0u++qfy7hqA9UFEVRlJJNXezRhE1QIVPJHe1mXhDMAZWiFAOioqLYtWsXqamprF+/noYNGwJgsVgoVaoUHh4eOQZ7Jr6+vvj6+ha1yYqiKNcX9dM3DOoDFUUp7oSHh0N6Oly44GpTij3hYWF6nRS5Z5QiISw8nAuuNuIaoWKmorgBPXr0YPPmzezZs4chQ4bwzDPP0L59e/z8/Jg6dSoAr732Gt27d8fb25s6derQokULF1utKIqiKFeP+kBFUdyFwMBAzp49Cxs3QtOmrjanWBMYGMjZJUvkOh06BP7+9g/DwyFS4/FKEkeAOKdl4UCkec8gDX+U60dgYCBLzp6lKeB/2bWLPypmKoob8Ouvv+ZY1q9fv2zvu3btSteuXYvKJEVRFEUpEtQHKopS7DlyRJrWmezSHswFIjwcAgJg4MDsywMC5BqqoFkiOIKkjl9yWh6A1sNUrhwVMxVFURRFURRFURTlSjhyBOrWhUtOUk1AgIh1St5ERopo6SwEDxwoy1TMLBHEYW/sU9e2bBfSqXyl0zKlaHC+1uG4n6isYqaiKIqiKIqiKIqiXAlxcSJkTptGUvXqdH/6aQDmT5+Ov4pxeZKUlET37t0BmD9/Pv7+JSHxVckPs7EPiHgWAAxMSgLb94D58wnw90enAK4PSUlJDOveHQ9g4Pz52Uo7uGOU7I0lZlqtEBsrXU+126miKIqiXD/U5yqKoig3EnXrklm7Nss3bAAgs1IlFxtUvMnMzGT58uVZvys3FpGIeHY0M5PWtu/BqsxMquBegpo7kZmZyR8O19qUMs0o2Tjc69p7uNqAZcuW0alTJzp06EBsbOz1PVhsrMyczZlzfY+jKIqiKAWgSH1gUaM+V1EURVEURcmDSKCxw/vGuJeY5s40RqJkm5A9zX+jw+uISywrOC6NzExKSuK9995j/vz5+Pj4XP8DxsTIoKpPn+t/LEVRFEXJhyL3gUWN+lxFURRFURRFKdZkpfw7LS/uqecuFTPXrl2Lv78/vXr1IiAggM8++4zy5cvnWC8lJYWUlJSs9wkJCVd2wMBAuO++KzVXURRFUa4ZRe4Dixr1uYqiKIqiKIpSrDFT/h3acLlF6rlL08xPnz7Nvn37mDt3LoMHD2bMmDG5rjd+/HhCQ0OzXlWqVClaQxVFURTlGqM+UFEURVEURVEUVxOJPe3cMfW8OONSMTMsLIxWrVrh4+NDp06d2LFjR67rjRo1ivj4+KzX0aNHi9hSRVEURbm2qA9UFEVRFDfkyBHYuNH+2rXL1RYpiqLccLg0zbxZs2a89957GIbB5s2bqVGjRq7r+fr64uvrW8TWKYqiKMr1Q32goiiKorgZR45A3bpw6VL25QEBEB5u+zXABYa5J/leK0eRODwcIotrsqtyteg9U3SUpGvtUjEzPDycmJgY2rVrh8Vi4auvvnKlOYqiKIpSZKgPVBRFURQ3Iy5OhMxp00TUNLGJbYGA1Wp1mXnuRGBgYO7XKjxcxOGBDu1IAgJE3FRBs8SR5/dAueaUtGvtUjETYNiwYQwbNszVZiiKoihKkaM+UFEURVGKMUeOiIBpYkYL1q0LTZq4xqaSTmSkXGfzuu/aJcJmXJyKmW7CEXI2k1HcE+e/XTjFpyGQy8VMRVEURVEURVEURSlWFCClXLlOREbmFC6da5Nq6nmx5AjSPMbpriEAEcIU9yAc+ZsNdFoegAicxeHOUzFTURRFURRFURRFURy5TEp5biQnJ3P33XcD8MMPP+Dn51cUlrolBb5WuaWdg6aeFxNyi8K8BEwje0fsvCL69J4pOgpzrSORv6Xz33agbVlxuOtUzFQURVEURVEURVGU3ChESnlGRga//vpr1u9K3hT4WjmnnYOmnhcT8ovCbEPBBC+9Z4qOwl7rSIqHaJkXKmYqiqIoiqIoiqIoilI8yS3tHDT13MXEUbgoTOXGwTli93p8J1TMVBRFURRFURRFURTFPdDU82JFXUDbYd04XK6h01ngLrJH7F6PWpsqZiqKoiiKoiiKoig3Ds5dynPDOepPKT7kl3q+cmWBa5wqilJw8moKlBsBwAKgLNev1qaKmYqiKIqiKIqiKMqNQV5dynNDO5cXX5xTz/OL1vzxRyhbNvu6KnBeFudUYdAU8huZ3JoC5UVRfE9UzFQURVEURVEURVHcn4JGXObWpTw3VPRyH3KL1jx7Fu66C7p1y75ubunouX13buC/f37Nfa51urDiPhSnpkBuKWYahgFAQkKCiy1RbmTM75/5fXRH9F66MqxWa9bvCQkJ2nnvGlAS7qeiQu9bpThQEu5ZvZeuDPWB156ScD8VFfnet0ePQrNmkJR0+R35+0PjxlClyuXXLcQzQu+PgnNdrlVYmLxMataEv/6Cf/6xL9uzBx57DH77DWrXlmVxcRLR6fzd8feHdetyfE9Kwj17OR94CBEyPwdsV4k9wGPAb7Zle2zLE4Er9aTues+4o92usjnR4Wdu35MrvZ8shhvegceOHaNKQRyPohQBR48epXLlyq4244rQe0kpbrjz/VRU6H2rFCfc+Z7Ve0kpbrjz/VRU6H2rFCfc+Z7Ve0kpbhT2fnJLMTMzM5MTJ04QHByMxWK5bsdJSEigSpUqHD16lJCQkOt2nKI+VlEfr6Sem2EYXLx4kYoVK+Lh4XHdjnM9ye1eKuq/V0FQmwqGO9tUEu6noqKgPrA4fh+uhJJwHiXhHCD7eQQHB7v9PVuY/yfd9W/ojna7o81wdXarDyw4zvdtcfy+FEeboHja5a42lYR71h3uJSie3xETta3w5GbXld5Pbplm7uHhUaQzICEhIUX2BSjKYxX18UriuYWGhl7X/V9v8ruXivrvVRDUpoLhrja5+/1UVBTWBxbH78OVUBLOoyScA9jPw93v2Sv5f9Jd/4buaLc72gxXbre7309FRV73bXH8vhRHm6B42uWONrn7PetO9xIUX7tAbbsSnO26kvvJPacRFEVRFEVRFEVRFEVRFEW54VAxU1EURVEURVEURVEURVEUt0DFzHzw9fVl9OjR+Pr6lqhjFfXxSvK5lUSK4/VTmwqG2qQ4UlKufUk4j5JwDlByzuNKcNdzd0e73dFmcF+73Z3ieN2Lo01QPO1Sm4oPxfW8i6tdoLZdCdfSLrdsAKQoiqIoiqIoiqIoiqIoyo2HRmYqiqIoiqIoiqIoiqIoiuIWqJipKIqiKIqiKIqiKIqiKIpboGKmoiiKoiiKoiiKoiiKoihugYqZBWTGjBmULVv2uh/nr7/+omXLlrRt25YBAwaQlpZ2XY7z73//mzZt2nD//fdft2NA0Z2PI0X1tyopZGRkMHDgQDp06MCgQYNIT0/n2LFj9O7dmw4dOjB69OhiYdMnn3xC8+bNad68OT/88EOR2RIfH0/z5s0JCgpi+/btAMyePZvo6Gg6derEsWPHANi9ezdt27YlOjqaJUuWFAubhgwZQnR0NLfddhuLFi0qFjYBZGZmUq9ePT7++OPratONjCuevdeLkvBMX7ZsGZ06daJDhw7Exsa62pwrIjMzk4ceeog2bdrQunVrdu/e7WqTrgvF8flaENzxGVxQm1NSUhgyZAgdO3bkzjvvdKXJQMHtXrVqFS1atCA6OppRo0a50uQSTXF7vhanZ2VhnguutOvixYt07NiRtm3b0rFjRw4fPuxym0wOHz6Mr69vtmXuTnF9hhXUrt9//52WLVvSpk0bVqxYcd3tysu2Bx54gLJly2bzpUU5HiysbR999BHVqlWjb9++xcquq/p/ylAuS3p6uhETE2Pccsst1/1YJ06cMC5dumQYhmGMHDnSmD179jU/xubNm4377rvPMAzDePPNN43p06df82OYFMX5OFKUf6uSwuzZs41XXnnFMAzDeOedd4xZs2YZ/fv3N44dO1asbKpXr56RlpZmWK1Wo0mTJkVmS2pqqnHmzBnjwQcfNLZt22akpaUZt912m5GSkmKsWrXKeOyxxwzDMIyYmBjj77//NuLj443o6OhiYdP+/fsNwzCMc+fOGc2aNSsWNhmGYUybNs24/fbbjf/85z/X1aYbmaJ+9l4vSsIz/dKlS0bPnj2NlJQUV5tyVWzYsMHo37+/YRiGsWLFCmPw4MEutuj6UByfrwXBHZ/BBbX53XffNebMmeNSWx0pqN29evUydu/ebRiGYXTs2NE4fvy4K80ukRTH52txelYW5rngSruSkpKy7o8FCxYYw4YNc7lNJkOHDjU6dOiQbZm7U1yfYQW167bbbjPOnz9vJCYmGu3atbuuNuVlm2EYxvHjx40pU6Zk86VFOR4srG2nT5829u3bZ9x9993Fyq6r+X9KIzMLwIwZM/jXv/6Fh8f1v1wVKlTA398fAB8fn+tyzDVr1tC1a1cAunXrxurVq6/5MUyK4nwcKcq/VUlh//79NG7cGIAmTZqwfPlyDh06xPPPP0/Hjh1Zs2aNy21asWIFNWrUICkpiYsXLxIWFlZktnh7e2eLCtu7dy9169bFx8eHVq1asXXrVgBOnDhBVFQUISEhlC5dmri4OJfbVKNGDQB8fX2xWCzXzZ7C2JSRkcHs2bO55557rqs9NzpF/ey9XpSEZ/ratWvx9/enV69exMTEcOrUKVebdEVUrlwZwzAwDIPz588THh7uapOuC8Xx+VoQ3PEZXFCbFyxYwKpVq2jfvj3//e9/XWVuFgW1u169ely4cIH09HQyMjIICAhwlcklluL4fC1Oz8qCflddbZefnx8VK1YEXPc/i7NNAAcPHsRisRAZGVnk9lxPiuszrKB2paenExYWRmBgIOnp6dd1zJWXbUDWd9aRohwPFta2iIgIPD09r7s9JgW162r+n3Lf0UERkZGRwf/+9z/69etXpMc9fPgwCxcupFevXtd83+fPnyckJASA0NBQzp07d82P4cz1PB8TV/2t3J169eqxdOlSABYvXszu3bvZvHkzEyZMYPr06QwfPtzlNp0/f5477riDunXr0rhxY55//vkit8nE8f4B+d6BpBWZFNV9dTmbTEaNGsVTTz1VZPbkZ9N3333n9uKUO1EUz97rRUl5pp8+fZp9+/Yxd+5cBg8ezJgxY1xt0hURHh6Ot7c3derU4amnnmLo0KGuNqlIKI7P14Lgjs/gvGw+evQozZs3Z/HixUyfPt1lqbF5kZfdd911F3fffTe1a9cmOjq6SCdibxSK4/O1OD8rL/c8czWpqamMGTOm2DxT33nnHUaMGOFqM647xfUZlpddvr6+HDlyhNOnT7N9+3bOnz9fpHblhyvHg+7Olfw/Vfz+k3ERp06don379jle06ZN45577rnm//TldbxTp06RkJDA/fffz9dff423t/c1PS5AWFgYCQkJgNQyKF269DU/hiPX+3xMrtffqqTTs2dP/Pz86NixI1arlcaNG1OzZk0iIyMpX7483t7epKenu9SmiIgIPvvsM/bu3cvu3bt59dVXMQyjSG0ycbx/gKwZLsfvXVHcVwWxCeCrr74iPT2dgQMHFpk9edlkilP9+/cvUltuVIrq2Xu9KCnP9LCwMFq1aoWPjw+dOnVix44drjbpili4cCFeXl7s2bOHH374waWTSkVJcXy+FgR3fAbnda3DwsLo2LEjXl5eREdHs2fPHleZmCt52f3ss8+yfPly9u7dy86dO9m5c6erTCyxFMfna3F+Vub3PCsOPPbYYwwdOpSoqChXm8L+/fsBqFatmmsNKQKK6zMsL7s+/PBDHn74YYYNG0aDBg0oX758kdqVH64cD7ozV/r/lNd1ssftKF++PMuWLcux/N///jebNm1i2rRp7N27l6effpqPPvrouh0vPT2d3r17M3r0aGrXrn3Vx8mN6OhoJk2axAMPPMBvv/1Gq1atrstxQM6nf//+1/V8THbu3Hld/lYlHYvFwnvvvQfAmDFj6NixIxs2bODChQt4e3uTkpKCl1fRPipys2nt2rX4+fnh7e1NamoqhmG4JLUvKiqKXbt2kZqayvr162nYsCEgab379+8nIiKCc+fOFWlaUV42LV68mB9++IGffvqpyGzJz6ZTp05x6tQp7rjjDo4fP05GRkZWUyfl2lKUz97rRUl5pjdr1oz33nsPwzDYvHlzVjqNu2EYBmXKlAEk8ig+Pt7FFhUNxfH5WhDc8Rmc17Vu1aoVmzdvplOnTmzZsoXBgwe72NLs5GW3xWKhVKlSeHh45BiUK9eG4vh8Lc7Pyry+q8WBsWPHUqNGjWKTjbFlyxZ27NhBt27d2LZtG/v27WPx4sX4+fm52rRrTnF9huVlV9OmTVmyZAlxcXEMHTqU4ODgIrUrP1w5HnRXrur/qast7Hkj0bRp0+t+jG+++cYoXbq00a5dO6Ndu3bGzJkzr8txRowYYbRu3dq49957r2vR7KI6H2eK4m9VUjh58qTRvn17o2PHjsa4ceMMwzCM1atXG61btzaaN29uzJ07t1jY9M477xgtWrQwmjVrZnz22WdFak/37t2NChUqGLfddpsxZcoUY+bMmUbLli2NDh06GEeOHDEMwzB27NhhtG7d2mjZsqWxcOHCYmFTjRo1jCZNmhjt2rUzunXrVixsMnEu/qxcW1z17L1euPsz/eOPPzbatGljtG3b1ti3b5+rzbki0tLSjHvuucdo27at0aJFC2P16tWuNum6URyfrwXBHZ/BBbH51KlTRrdu3Yzo6Ghj9OjRrjXYRkHs/u2334zmzZsbrVq1Mh555BEjMzPTxVaXTIrb87W4PSsL81xwlV2vv/664enpmfU/y8iRI11u05QpU7KWOzcFKgkU12dYQewaP3680b59e6NHjx5ZzWOKAmfbRo4cadSrV8+oXbu28cwzzxiGUfTjwcLYNmPGDKNVq1ZGRESE0alTJyMjI6NY2HU1/09ZDMNFuZqKoiiKoiiKoiiKoiiKoiiFwL0LUSmKoiiKoiiKoiiKoiiKcsOgYqaiKIqiKIqiKIqiKIqiKG6BipmKoiiKoiiKoiiKoiiKorgFKmYqiqIoiqIoiqIoiqIoiuIWqJipKIqiKIqiKIqiKIqiKIpboGKmoiiKoiiKoiiKoiiKoihugYqZiqIoiqIoiqIoiqIoiqK4BSpmKoqiKIqiKIqiKIqiKIriFqiYqSiKoiiKoiiKoiiKoiiKW6Bi5g3Gnj17qFy5MgcOHABg4sSJdOvWjczMTBdbpijuh95PiuJeTJw4kcceeyzr/YULFwgPD+fcuXMutEpR3BO9nxTF/fj1119p3Lhx1svPz4+pU6e62ixFcTv0XnI9FsMwDFcboRQtM2bM4L333mPixIk8/PDD/PXXX5QtW9bVZimKW6L3k6K4DxcuXKBWrVr8/fffhIWF8f7777N9+3a+/PJLV5umKG6H3k+K4t5MmzaN9957jxUrVhAcHOxqcxTFbdF7yTWomHmD8thjjzF16lSWLFlC69atXW2Oorg1ej8pivswdOhQatasybPPPkvt2rWZNWsWt9xyi6vNUhS3RO8nRXFPli5dymOPPcaKFSuoWLGiq81RFLdF7yXX4eVqA5SiJz09ne3bt1O6dGmOHz/uanMUxa3R+0lR3Iunn36a3r17U7duXcqWLavCi6JcBXo/KYr7sX37dgYNGsS8efNUfFGUq0DvJdeiNTNvQEaOHEnt2rVZuXIlI0aMYN++fa42SVHcFr2fFMW9qFOnDjVq1OCxxx7jySefdLU5iuLW6P2kKO7F8ePH6dOnD1OmTKF+/fquNkdR3Ba9l1yPipk3GL/88gsLFizgk08+oWbNmkyaNIl77rmH5ORkV5umKG6H3k+K4p4MHjyY9PR0+vbt62pTFMXt0ftJUdyHyZMnc/bsWZ599tmsxiU///yzq81SFLdD7yXXozUzFUVRFEW5oXjyyScpV64cr776qqtNURS3R+8nRVEURVGKGq2ZqSiKoijKDcGJEyfo2LEjpUuX5rfffnO1OYri1uj9pCiKoiiKq9DITEVRFEVRFEVRFEVRFEVR3AKtmakoiqIoiqIoiqIoiqIoilugYqaiKIqiKIqiKIqiKIqiKG6BipmKoiiKoiiKoiiKoiiKorgFKmYqiqIoiqIoiqIoiqIoiuIWqJipKIqiKIqiKIqiKIqiKIpboGKmoiiKoiiKoiiKoiiKoihugYqZiqIoiqIoiqIoiqIoiqK4BSpmKoqiKIqiKIqiKIqiKIriFvw/HoeE7nsUAnEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = mcorner(data,labels=['x','y','z'],percentiles=True,percentile_bounds=[3,97],truths=[100,105,110])" ] }, { "cell_type": "markdown", "id": "d09b3f6b-0423-4e51-b68c-be3a2f600dd7", "metadata": {}, "source": [ "Finally we can add illustrative covariance contours to get an idea of the relative orientation of the plots and reproduce the graphic from the paper!" ] }, { "cell_type": "code", "execution_count": 11, "id": "cacada66-8533-4bfb-90fc-407a50213ab1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = mcorner(data,labels=['x','y','z'],confidence_ellipse=True,nsigma=3,ticksize=10,labelsize=12,inner_wspace=0.5)\n", "fig.savefig(\"multicornerplot.png\")" ] }, { "cell_type": "code", "execution_count": null, "id": "f1213750-558d-4ef1-bcc4-f9cae1293b64", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "56840ac7-c575-4ce2-8092-d2003cb3b722", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "7803f038-12b0-42e8-a01c-50226de8206e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "298c4548-416f-473e-bdd6-8acb8b1024c3", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "fbccb29c-52fc-470a-8bcc-7d3b1cc6b93e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "1ffd00ab-355a-45ab-813e-9a360319ad8a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }