{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis of local helical parameters\n", "\n", "* This tutorial discuss the analyses that can be performed using the [dnaMD Python module](http://do-x3dna.readthedocs.io/en/latest/api_summary.html) included in the _do\\_x3dna_ package. The tutorial is prepared using [Jupyter Notebook](https://jupyter.org/) and this notebook tutorial file could be downloaded from this [link](http://rjdkmr.github.io/do_x3dna/tut_notebook/base_steps_tutorial.ipynb).\n", "\n", "\n", "* Download the input files that are used in the tutorial from this [link](http://rjdkmr.github.io/do_x3dna/tutorial_data.tar.gz).\n", "\n", "\n", "* Two following input files are required in this tutorial\n", " * ``L-BPH_cdna.dat`` (``do_x3dna`` output from the trajectory, which contains the DNA bound with the protein)\n", " * ``L-BPH_odna.dat`` (``do_x3dna`` output from the trajectory, which only contains the free DNA)\n", " \n", " These two file **should be** present inside tutorial_data of the current/present working directory.\n", " \n", " \n", "* The Python APIs **should be** only used when ``do_x3dna`` is executed with ``-ref`` option.\n", "\n", "\n", "* Detailed documentation is provided [here](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing Python Modules\n", "\n", "* [numpy](http://www.numpy.org/): Required for the calculations involving large arrays\n", "\n", "\n", "* [matplotlib](http://matplotlib.org/): Required to plot the results\n", "\n", "\n", "* [dnaMD](http://do-x3dna.readthedocs.io/en/latest/api_summary.html): Python module to analyze DNA/RNA structures from the do_x3dna output files.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import dnaMD\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initializing DNA object and storing data to it\n", "\n", "* [DNA object](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA) is initialized by using the total number of base-pairs\n", "\n", "\n", "* One helical-step is formed by two adjacent base-pairs. Therefore, total number of helical-steps is less than one of total number of base-pairs.\n", "\n", "\n", "* Six helical parameters (**X-displacement**, **Y-displacement**, **helical-rise**, **Inclination**, **Tip** and **Helical-twist**) can be read and stored in DNA object from the input file using function [set_base_step_parameters(..., helical=True)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.set_base_step_parameters).\n", "\n", "\n", "* To speed up processing and analysis, data can be stored in a HDF5 file by including HDF5 file name as a argument during initialization. Same file can be used to store and retrieve all other parameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Reading file : tutorial_data/L-BPH_cdna.dat\n", "Reading frame 1000\n", "Finished reading.... Total number of frame read = 1001\n", "\n", "Reading file : tutorial_data/L-BPH_odna.dat\n", "Reading frame 1000\n", "Finished reading.... Total number of frame read = 1001\n" ] } ], "source": [ "## Initialization\n", "pdna = dnaMD.DNA(60) #Initialization for 60 base-pairs DNA bound with the protein\n", "fdna = dnaMD.DNA(60) #Initialization for 60 base-pairs free DNA\n", "\n", "## If HDF5 file is used to store/save data use these:\n", "# pdna = dnaMD.DNA(60, filename='cdna.h5') #Initialization for 60 base-pairs DNA bound with the protein\n", "# fdna = dnaMD.DNA(60, filename='odna.h5') #Initialization for 60 base-pairs free DNA\n", "\n", "## Loading data from input files in respective DNA object\n", "# Number of helical steps = Number of base-pairs - one\n", "# Number of helcial steps in a 60 base-pairs DNA = 59\n", "# \"bp=[1, 59]\" will load local helical parameters of 1 to 59 base-steps\n", "# \"parameters = 'All' \" will load all six parameters (X-disp, Y-disp, h-Rise, Inclination, Tip and h-Twist)\n", "pdna.set_base_step_parameters('tutorial_data/L-BPH_cdna.dat', bp_step=[1, 59], parameters='all', step_range=True, helical=True)\n", "fdna.set_base_step_parameters('tutorial_data/L-BPH_odna.dat', bp_step=[1, 59], parameters='all', step_range=True, helical=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local base-step parameter of a base-pair directly from dictionary\n", "\n", "* The ``DNA.data`` is a python dictionary which contains all the data as a Python Dictionary. For a base-step, parameter as a function of time can be directly extracted.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAuFFJREFUeJztnXeYFEX6x789G2aXTcTdJeecc1JAkKCiKIeicmA6ORUUj9+disoJpjWcEjzFcAp6KnAKCCYERJLksCQlKDksIGGXtHH698cyM9091d3VaaZneT/Pw8Nsd3VVdXV19Vvv+9ZbgiiKIgiCIAiCIAgAgCfSFSAIgiAIgnATJBwRBEEQBEFIIOGIIAiCIAhCAglHBEEQBEEQEkg4IgiCIAiCkEDCEUEQBEEQhAQSjgiCIAiCICSQcEQQBEEQBCGBhCOCIAiCIAgJJBwRBBExli5divvvvx9NmjRBUlISqlevjkGDBmHTpk2ydCUlJXjzzTcxYMAA1KhRA+XKlUPTpk3x1FNP4dy5c7bXq1evXujVq5duOkEQMHr0aNvLJwgispBwRBBExJg2bRoOHDiAMWPG4LvvvsOUKVNw8uRJdOnSBUuXLg2ku3z5MiZMmIDatWtj8uTJ+O677/Dggw/i/fffR/fu3XH58uUI3gVBEGWN2EhXgCCIq5e3334b6enpsmMDBgxAgwYN8PLLL6N3794AgMTEROzfvx+VKlUKpOvVqxdq1aqF22+/HXPmzMGf//znsNadIIiyC2mOCIKIGErBCACSk5PRrFkzHD58OHAsJiZGJhj56dSpEwDI0i5btgyCIGDmzJl45plnUK1aNaSmpuL666/H7t27ZdeLoojXXnsNtWvXRkJCAtq1a4fvv//e8H289957aNSoEbxeL5o1a4ZZs2bJzs+YMQOCIGDx4sW47777ULFiRSQlJeHmm2/Gvn37DJdHEISzkHBEEISryM3NxebNm9G8eXPdtH7TGyvt008/jYMHD+I///kP3n//fezduxc333wzSkpKAmkmTpyIJ598En379sVXX32Fhx9+GA8++GCIEKXFggULMHXqVDz//PP48ssvUbt2bdx111348ssvQ9I+8MAD8Hg8+PzzzzF58mSsX78evXr1csRviiAIC4gEQRAuYtiwYWJsbKy4ceNGzXRHjhwRMzIyxA4dOoglJSWB4z/99JMIQLzxxhtl6f/3v/+JAMQ1a9aIoiiKZ8+eFRMSEsTbbrtNlu7nn38WAYg9e/bUrSsAMTExUczJyQkcKy4uFps0aSI2aNAgcGz69OkiANWyXnzxRd2yCIIIH6Q5IgjCNYwfPx6fffYZJk2ahPbt26umO3PmDG688UaIoojZs2fD4wkdym655RbZ361atQIAHDx4EACwZs0a5OfnY9iwYbJ03bp1Q+3atbnr3KdPH2RkZAT+jomJwdChQ/Hbb7/hyJEjsrRqZf3000/c5REE4TwkHBEE4QomTpyIF198ES+99JLm8vizZ8+ib9++OHr0KBYvXox69eox0yl9lLxeLwAEVradPn0aAJCZmRlyLeuYGlrX+8vQS6tMRxBEZCHhiCCIiDNx4kRMmDABEyZMwNNPP62a7uzZs7j++uuxf/9+LF68OKANMoNfeMrJyQk5xzqmhtb1SgFNLS3L2ZwgiMhBwhFBEBHlhRdewIQJE/Dss8/iueeeU03nF4z27duHRYsWoW3btpbK7dKlCxISEvDZZ5/Jjq9evTpgeuPhxx9/xIkTJwJ/l5SUYPbs2ahfvz5q1KghS6tWFk/ASYIgwgfFOSIIImK88cYb+Oc//4kBAwbgpptuwtq1a2Xnu3TpAqDUFNa/f39s2bIFkydPRnFxsSxtlSpVUL9+fUNlV6hQAX//+9/x4osv4i9/+Qtuv/12HD58GBMmTDBkVqtcuTJ69+6N8ePHIykpCe+88w527doVspwfADZu3Cgr65lnnkH16tXxyCOPGKo7QRDOQsIRQRAR4+uvvwYALFy4EAsXLgw5L4oiAODEiRPYsGEDAGDMmDEh6e655x7MmDHDcPnPP/98QKD573//iyZNmuDdd9/Fv/71L+48brnlFjRv3hzPPvssDh06hPr16+Ozzz7D0KFDQ9J++OGH+O9//4s777wTBQUFuO666zBlyhRUrFjRcN0JgnAOQfSPPgRBEIQjzJgxA/fddx82bNiADh06RLo6BEHoQD5HBEEQBEEQEkg4IgiCIAiCkEBmNYIgCIIgCAmkOSIIgiAIgpBAwhFBEARBEIQEEo4IgiAIgiAkUJwjHXw+H44dO4aUlBQIghDp6hAEQRAEwYEoijh//jyqVavG3JxaCxKOdDh27Bhq1qwZ6WoQBEEQBGGCw4cPh2zlo4crhaOsrCw8/fTTGDNmDCZPngygVAKcOHEi3n//fZw9exadO3fG22+/jebNm2vmNWfOHIwfPx6///476tevj5deegm33XYbd11SUlIAlDZuamqq6XsiCIIgCCJ85OXloWbNmoHvuBFcJxxt2LAB77//fshu26+99hrefPNNzJgxA40aNcKLL76Ivn37Yvfu3ao3vmbNGgwdOhQvvPACbrvtNsybNw933HEHVq1ahc6dO3PVx29KS01NJeGIIAiCIKIMMy4xrnLIvnDhAoYNG4YPPvgAFSpUCBwXRRGTJ0/GM888g8GDB6NFixb4+OOPcenSJXz++eeq+U2ePBl9+/bFuHHj0KRJE4wbNw59+vQJaKMIgiAIgiCUuEo4GjVqFG666SZcf/31suP79+9HTk4O+vXrFzjm9XrRs2dPrF69WjW/NWvWyK4BgP79+2teU1BQgLy8PNk/giAIgiCuHlxjVps1axY2b94c2HlbSk5ODgAgIyNDdjwjIwMHDx5UzTMnJ4d5jT8/FllZWZg4caKRqhMEQRAEUYZwhebo8OHDGDNmDD799FMkJCSoplPaDUVR1LUlGr1m3LhxyM3NDfw7fPgwxx0QBEEQBFFWcIXmaNOmTTh58iTat28fOFZSUoIVK1bg3//+N3bv3g2gVBNUtWrVQJqTJ0+GaIakZGZmhmiJ9K7xer3wer1mb4UgCIIgiCjHFZqjPn36YPv27cjOzg7869ChA4YNG4bs7GzUq1cPmZmZWLx4ceCawsJCLF++HN26dVPNt2vXrrJrAGDRokWa1xAEQRAEcXXjCs1RSkoKWrRoITuWlJSESpUqBY4//vjjePnll9GwYUM0bNgQL7/8MsqVK4e77747cM2IESNQvXp1ZGVlAQDGjBmDHj164NVXX8WgQYMwf/58LFmyBKtWrQrfzREEQRAEEVW4Qjji4YknnsDly5fxyCOPBIJALlq0SBbj6NChQ7IQ4d26dcOsWbPw7LPPYvz48ahfvz5mz57NHeOIIAiCIIirD0EURTHSlXAzeXl5SEtLQ25uLgWBJAiCIIgowcr32xU+RwRBEARBEG6BhCOCIAiCIAgJJBwRBEEQBEFIIOGIIAgiQlwuLIl0FQiCYEDCEUEQRASYvGQPmv5zIZbvORXpqhAEoYCEI4IgiAgwecleAMD4r3ZEuCYEQSgh4YggCIIgCEICCUcEQRAEQRASSDgiCIIgCIKQQMIRQRAEQRCEBBKOCIIgCIIgJJBwRBAEQRAEIYGEI4IgCIIgCAkkHBEEQRAEQUgg4YggCIIgCEICCUcEQRAEQRASSDgiCIIgCIKQQMIRQRAEQRCEBBKOCIIgCIIgJJBwRBAEQTiOKIqYn30Uu3LyIl0VgtAlNtIVIAiCIMo+K/f+gTGzsgEAB165KbKVIQgdSHNEEARBOM7OY6QxIqIHEo4IgiAIxxGESNeAIPgh4YggCIIgCEICCUcEQRAEQRASSDgiCIIgHIesakQ0QcJRGeTQ6Us4db4g0tWwlcuFJfhy0xGcvlC27osgrhbI54iIJmgpfxnjjwsF6PH6TwDK1nLZiV/vxKwNh9Gsaiq+G3NtpKtDEARBlGFIc1TG2HviQqSrwEVhsQ/DP1yHKUv2cqX/ZttxAMAvx2k5MEFEIwIZ1ogogoSjMoYnSsaf73ccx8q9f2DSkj1c6Yt9PodrZB2fT8SlwuJIV4MgCIKwCAlHZQxPlEhH+UUlhtJHgWyEO95bg2b//KHM+XsRBEFcbZBwVMaQykY+nxi5ithMiej+e9l48CwAYPEvJyJcE4JwH+SQTUQTJByVMQTJCORmgcJo1UqiSNDzubjdCYIgCH1cIxxNmzYNrVq1QmpqKlJTU9G1a1d8//33gfOCIDD/vf7666p5zpgxg3lNfn5+OG4pIkgnZ24WKNxbM+uU5XsjCIK4GnDNUv4aNWrglVdeQYMGDQAAH3/8MQYNGoQtW7agefPmOH78uCz9999/jwceeAB/+tOfNPNNTU3F7t27ZccSEhLsrbyL8Eg0R6TBiAwitTtBhCCQXc1WcnLz8dvJC+jeoBK1rQO4Rji6+eabZX+/9NJLmDZtGtauXYvmzZsjMzNTdn7+/Pm47rrrUK9ePc18BUEIubYsIxWOXK05cm/VLBMuX69zlwqRlhhHA6PNZB8+h5oVElEp2YsdR3Mxc/0h/K1vI1RO9ka6alEN9VJ76ZL1IwBg+n0dcV3j9AjXpuzhGrOalJKSEsyaNQsXL15E165dQ86fOHEC3377LR544AHdvC5cuIDatWujRo0aGDhwILZs2aKZvqCgAHl5ebJ/0YQgc8iOXD30EMuw8SkcstGqvX+gzfOL8cSX25wv7Cpiw4EzuPXtnwMfnoFvrcJn6w7hqTnUzoR1Tubl49rXluLfS/niu/Gw5vfTtuVFBHGVcLR9+3YkJyfD6/XioYcewrx589CsWbOQdB9//DFSUlIwePBgzfyaNGmCGTNmYMGCBZg5cyYSEhLQvXt37N2r3jGzsrKQlpYW+FezZk3L9xVOpMJRWXLIjibCcWtTfiyND/XFpiNhKK3s88eFAkz9cS9mbzgMACgqkT/FXTnnI1Etoozx1tLfcPjMZfxrEV98NyJyuMasBgCNGzdGdnY2zp07hzlz5uCee+7B8uXLQwSkjz76CMOGDdP1HerSpQu6dOkS+Lt79+5o164d3nrrLUydOpV5zbhx4zB27NjA33l5eVElIEmj0LrZrFaWuRp8jnYey0X24XO4u1OtMmHWG/35Zqzdd0b1fBm4xYhDbQgU05gcNbhKOIqPjw84ZHfo0AEbNmzAlClT8N577wXSrFy5Ert378bs2bMN5+/xeNCxY0dNzZHX64XXG72+BVJzlZsdst1bM+uEo90jvRXDTVNXAQCSvbEY1KZ6ROtiB1qCEVDa3iU+EUUlPiTExdha9tUiNFwlt6lDWR75yhauMqspEUURBQXyaMMffvgh2rdvj9atW5vKLzs7G1WrVrWriq5D+l12tebIxYKbVcJyay750vxyLHI+ebmXijBp8R4c+OOi42UJAnDT1JVo9s+FuFBg7xYxZfhVIIioxTXC0dNPP42VK1fiwIED2L59O5555hksW7YMw4YNC6TJy8vDF198gb/85S/MPEaMGIFx48YF/p44cSJ++OEH7Nu3D9nZ2XjggQeQnZ2Nhx56yPH7iRTRIhy5t2bWKcv3piSS9/r0vO2Y8uNe3Dh1ZVjK25VzHj4R2HhAW8tEuIO5m49g0L9X4XjuZd20e06cx8C3VmLpLqej27tkVmOSn3/7A19tOWr6+i82Hsa6fdHhQO4as9qJEycwfPhwHD9+HGlpaWjVqhUWLlyIvn37BtLMmjULoijirrvuYuZx6NAheDxBee/cuXMYOXIkcnJykJaWhrZt22LFihXo1KmT4/cTKaRmNVcLR+6tmmXCY1ZzB5Hcomb9FSHlUqGxffrMIG3vMtx1HSXcvmlj/7cVAPDiN7/i7WHtNNM+8tlm/HbyAu6fsREHXrnJwVpFd+8Z9p91AICWNdJQv0qyoWu3HDqLf1xZXetsG9uDa4SjDz/8UDfNyJEjMXLkSNXzy5Ytk/09adIkTJo0yWrVogrpt8rdq9XcWzerOHFrhcU+xMdqK3qPnbuMf87fifu710G3BpXtrwSDSD5Fp7vQXz7eqFKwveVcLT5HUkRRDJuwxGMGPXOx0FTeP/56AgdOX8ID19Q1dX20ciIv37BwdOjMJYdq4wyuMasR9iAVOsrSxrPRhN2C37i529F4/Pc4eDroW8P6rjw5ZxuW/HoCd1+Z3YUDuwWULzcdwU1TV+LoOX1TiNMs+TVoYpF+yI3E6OJ5B8vwPEGGLAZbGO+Zpyiz2t4HPt6IF775BZsPneW8wn6BsCxPNCMJCUdlDOlr4mrNUaQr4CB2D/wz1x+CKAL/Wbk/cIy1Wu1YBAQKu4N5/v2Lrdh5LA8vfP0Lnpu/A//4Yqut+ZvFzCft8JlL6PDSEkxaTDFtAIVp0mVjk9WJ5Mk83v063XXfpikjt6EFCUcu4tylQlz3r2V4Y9Fu/cQqSAcd8jmKDJEKoRCJeENO3eqZi4X4eM1BfLHpCJdDrR6/n7qArO9/xekLBfqJWUialvee31y8B2cuFmLKj/ZFQy4ruG1oclt9iMhDwpGL+GjVfuz/4yLeWvqb6TykA7e7tw8xR6zH/Q4a4RhoWXJQJFrGKQ1AQUmw83pUhD4jsuANk1fiveX78OxXO6xWzXaB8Gr0OQrnBIKnj1qtT1me7F2tkHDkIuyInhotZjWzeBwQjs7nF2H6z/txgls1roND7e7Gj6hTPaywOCgcxag8cyPNXHhF2NpxLNdchaSTDpufbxl8Tdm4sQNfwc1adj0i0X+it7X4IeHIRdjR4aS2cze/8GY1DjEODLDPzNuBiV//gjvfX2tLfi5udttxamAukmiO7CyjXJy5BbpSgagsP978opKwjBtui95vtTruuhvCDkg4KmNIX1K3DUB2oKZFsMKPV1Yl7bcp0jKr3X87eQFTluzF+fwi0/lK75xpVovAxNxuh2w/Us2Rnaa7hHhzW39Ia1BWzWqXCovRasIi3DjFmaCa0tv0y1+rf/8Dv5+64Eh5RrCqZS+DQ+1Vj2viHBH2vGDREiHbLE4IR3abH1m5Xf/mcgBATt5lZA1uZWt5fiKx35pTH4WC4mBgRzu7cTmT+6I5OdE4c7EQT3y5FUM71kT72hUdK0ePzQfPobDEh90nzjuSvyBzahex58R53P1BadiJSAcFLItjpd24bYWh05DmqIwRiQjZlwuNq+LNvmdOCEd2O65r3dvmg+dM5ytdjWZUELJ7PzA/TvWwAqnmSLUU46UneeXC0bp9p/HiN7/oXid/pvbe9fn8Yvxv4xH8adoaW/M1ilNaQBY+Efj1eOT25bObcLadUT5YsQ9//e9GFJdYG+iuMtmIhCM3YccLFm7N0blLhWj6z4UY+NYqQ9eZvVe1lUtWsN/BNgzbhxgwq328+gBaPPcDZq0/ZHs9nLpVqVnNzm6cGC9Xlg99fy3+s2q/Suog0vssax+J/X9cRK/Xf8KsDYfDVubVpoXwE4nbfum7X/HDzhNYuDOHK31+UQlGf74Z87Ple6jJ/O6ugsdHwpGbsNusFoYevHLvHwDCNwuMcaDH2t1ObvP1em7BTgDAU3O3O5C78z5HdkZ6T4yz3oF4a+MSVyJdnp67HQdOX8K32447Wo5U2+myV+SqgHcPwo9XH8A3245jzKxs2fGr7ZGRcOQijHY+URTxf//bKjMLSDUy4dg+xKwix7RZzQHNkd0D9dXkvuBULC2+sBZ8fUH6HpSLN+dmKdXClrUPu9S/y0nk24eEb2+1cMDbJ6Lhlv9QCZRa1vq9HiQcRTH7/7iIOZuP4D+r9gfU1LKNZ138lTZbNSfiHNlNpAYRKx+byUv24Ln5xgMkKs2jlwqLMT/7KHIvm1+Vp0RdE8fX0JeLgh//RJOr1eRL+d37XpnB7N2s2vsH3vpxL/ckTBagtmw1ITfRIGCo1dFtGnGnodVqLsKoHT6/SO6XESMoNp4Nh++LSeOBm3yO7CYs7W5zO0xeUrrFxfCuddAgnX+3beWtPj13O77KPoYu9Spi1siuttTN6oc0XyIceWPNzQflITKs1aes8OcPS1ea1U9Pxo0tq+qml77zJGC6t2ye/l3Wnh8L0hxFMdKPsF9LJO2yFhcnRIRtR87h1Hn1/a+iQDYKj0O2jXlJ62vUxKK806+yjwEA1u47Y7VawTIY7bls90n8caGQ63o7NKjybXnK/ofBCEfP8u19V5ad2nmJhvFLbXJ3tT0zEo5chNHOJx30/R1atvFshFZN8SAfKEv/2Hr4HG7598/o+NISG2oWOZxqdb22NjvuWvlohWPAZMki907fYOp68/U1HiIjWr4lvG0iiiJ2HM2VRS8HQvvlvC1H8PHqA8zr/YR3b7VwlGHctOhW1O7Fzmd29mIhDtgUdNcpyKzmIox2PR9jsInGGa4olg6wa/edjnRVbCE8ZjW+YzxYqW041OtWNXHSSYL/V+6lIkOTB5kvXzR84SwiMhym31uxD698vws3tayKt4e1U732b7O3AgCub5aB6uUTg3nK8re1uoSNqH027HxkbV9YDABY9eR1qFGhnI052wdpjqIYlvN1uOMc2aEl9teSx58oCrTSjvmkOBUB24owF5ZZucXrfQrVUYlPROvnF6HdlQGaKw/pRCTMk44vNx3BpoPWzZRqQibrKCvpu8t/BwB8u12+5F8qREnLyFM45csdsq214RcbD2PTwbOW8iDYqJvV7O/3Ww+b3Ag6DJBw5CKM9j255ij0mLvNamLIb568omH5bzgEBlYrmG0aa8KR8zdr9UOqnCRIHbR5MRM/zI6euungWfz9i62Wo2cXFvtww5SV+NvsbK70rDtUm7xIj2qFPJC/81zVYLJ+/xn848tt+NO01Vzpw6PddLyIsKF2K/aYp5VlubfhSDiKYmQ+R0yH7HB0PJOr1aQv2pX/ndgaJDKE94UvLvFh36kL5lcOWvE5MlWiMazGUlKa1czUOVKao4On7fHL+Pm3P7Ar5zzmbTmqnxhsoVetd8njF0nyULS00qxm9m3n8VVxcxgTt6M64XGgSd0sVJJw5CKMStE+pkN28Hy0DBD+OvMMltEgPml9zK0ovtSuffizzej9xnJsP2pORW1lgAqPWc1aIT6FNsOUJipC75WWqXnfqQsY+NZKLNyhH9lasw0Z7cFKrVYVaR212lbabE765RWX+HDdv5Y5lj8LOzUgPp+Ik+fzbcuPxewNh/Dyd78yBSG18cvNWh4nIOEoiimSjDYlAeEoMitCjCKbRV75KxoCPPKg1e52PRKpeXHxLycs5WUlwGE4epjVNlNqM8xofqTap5IwvlZawvT/fbEVO47m4aFPN9teLrvNVcxqVw4f+OOizI9Ly6xmZWzSm2Ds++MiDp25ZDp/XpwyKY/870Z0eulH/PzbH47kDwBPztmO91fsY/ptqT2bKJlr2wYJRy7C6LtWJNt/6koekvNhcci2ZSl/6f/REOCRB61m333ivOntGgSV31axsqGkW3yOFmw9ptquSj8YM+9FsUQiCqdZTeudUDo82wmrzdWq4j/88ne/cu/fpczdSD/S8zss1pFeRVGU7d1nFqe6/pJfTwIAPuLYENkq5wuKQ46prlZjrPosy5BwFMUU+6QRsqPLrMbSUJQV4UhP+/LRqgPhqQgnVnqJWzRHj83cgjcW7WGe8ykGdTPvRaEktk84l/KH45XgvRs9xa5SoArVHEl/a6e1QrGOk9rDn25Gm+cX4cxFviCiPDjRJcLx7GMZD5VnVaNdkyL3fqFIOHIVRjtckWSG5B/wWbGPnMSWpfxXqhnD0xujQH7Sa/a9J89bLsPOgVOUfEuM9hg7NUcr955iHuftx99tZ/vehGiObF795iRaEwYnV26ymkjV4f9KPfSaVbYptlJwMlA3PSFNuWmxsl4Ld+bgUmEJvtl2zECpoUTH6KoNaxGM2n0pJxl2EA7Ns1lIOIpipJFq/X1MblZzvg5qMU70YA6+JvNyG2729WLhljhHwz9czzzOK4uoyQry1WqiZeHmcmEJHv50E2auP2QpHx7C4YbHeoYs7ae6Q7ZKvsrVagpTunyVmxGzmvZ55fNd/ftpZviGhDhzmxD7sSs0gRpOyb7S9on1hIoAqs9CQ/NXFiHhKIqR2tYj5ZAtfX+NFCcqPliActULXz4+n+i6F1WvOmaX3MsHS/tGTivq8vA0PV8hau0qDwJpPTTArA2H8P2OHIybu12vQpaJVFwvtuaIjVq7K4UUrdVqtprVGD5HrO1MWMKRkeYWVX5rXuOCoUo6qWZpjtTGXtnzi8J9O41CwpGLMPreFIXB52jN76fx9LztOJ+v7/xptrSgQ3bwmJrfgPRV9vlE3PzvVbjtndWqH/V1+05jfjZfbBcrhF0otfGbaVRdzhJsncRqN1Zer+eTosfZS845QivxREibynbI1l6tprxCOf7IzWpKwYn/3vR8E1njnv+ZSc8lMoSjGAMvFsuHys5npKzJHxcKMG7uNmw9fE61Hjz5Sc2ObOEoeH7DgTO49e2fsfXwOdnzc4GM5zgkHLkIa6vVrrycGhtk+jeOvMy5ogQA7vpgLT5fdwiTFu8NOXepUL7SwZBZjfFb+qLyCHY5efnYeSwP2YfP4aLKPQ19fy3GzMrGnhPW/Xx4ccPs0Ajy1Wr6lWetNFT2BTuxujpM5nME68Irdz83WczlwhJkffcrNh08K5swaL0Tj87cEtjewygsAXfprpOYtHiP7F71VqspCR1/5L+d2g6HJfz671HaT1nCkTHNkfz+jp27jG6vLMXbP/2meo2VSc2z83Zg5vrDGPT2z6au99e2WKI50nPIvv3dNcg+fA53fbDW1u1fogESjlyE0Vm4dAYQNKsFz0s7cH5RCRo88z0GvrUKd7xnfCuCA4pIvSv2nEKzf/6ANxYHVwgZ+YaxZl3SmandTq9HzurHPZEOXKJozDdFej/fbj9uKUZJsYqzmLR97PysyPsMR3rF78lL9qDZP3/A8j1sh2qr8D4FtQ+PUviz6ovntD/2v3/ai/dW7MOfpq2WaUmUjuTS2/166zG88v0u2+owZlY2pvy4VxZDS/l+KI8rhUYtx3flKbMfW5agylzKf+XQBcnS9biY0A5jRGBTFv3Goj04npuP13/YzX2NFkoNmR0LOQD5d4OlhWMpVi8VllgK+aGGm2UsEo6iALWZapEs9oo/bfC89CX4dO3BwMfeTCRl5eA1YcFOAMCvx/OC9TQ5VfZfxTNLVlPt683meSwpUpX6XR+sRfdXlnLvw6Usfdh/1qmm1Zo9Hj5zCS0m/BBo33Bg1BS7dt9pybUiJi8p1So++5WOD45JeD+cPBoMUbRuVuPhXz/sxlzOrTqU7D1xIfBb5rRsodpaH32t5j2RF4zULM1Deo3/uDKb4JgUanKy4nOkN4lSrlbzl/fBin3omrU0WCYzc/56SGFpJEVRxH/XHMAOk5HrnXI3kwqPrDFbbRzXCsVQFiHhyEWw+tvbP/2GTi//iMOMiK9SDYP/xVTbA+qPC9ZievAsvTXkkA35BwuQz2JYA5wSs86TakjLX7vvDHLy8pGtsO+r5m/TYPHOst+RX+TDDIYDqSwIpEM+RzyCiFTwkyYvKHJG6LDatMq91ZyWjXYey8W/NUwrRtDamkOrD/D4CHIh1VaqrS7TWCW458R5dHhxCT5efUDTLGNotZrsOka5TOEIeOm7X2XHjDids3hZkZ+Sb7Ydx/j5OzHwrVXB/MPkX//HhQLMXH9IpinzF81a5SzFqPa4rELCkct5/YfdOHW+AK8xVLVFDOFI2mnlvhbWurNU0MovKsF+xuaPxlarSf8IPWbUrKaXmkd4YQ1c4Z4gRWIHFUsRsiW/Cx2KHWH1GSiXXDsdxDHXxsjVWmY1Nf675gBaTlhkS6gBtajs0rqoa+x8eHLONpy+WIjnFuxUbOMix8gT0QsBwNIMstIZCVfA4pM1B6WZhbArJy/kmDENGX9aJSM+XI9xc7fjacmKSn/RehNPtbHSiRh6bt6vzTXC0bRp09CqVSukpqYiNTUVXbt2xffffx84f++990IQBNm/Ll266OY7Z84cNGvWDF6vF82aNcO8efOcvA1LaHUTVoeV7a3m/y0VMESN0cgg0pfhVhWHQCMvjFw2CtV6yU0h7IFYzz9AKtCN/O8mbDtyTjM9a+UGL4YGd61zmicNFGIAK46W0mdTZMOWDCy4zWoqjVciC3JpPc6RHnbKXtIuKe3PxSU+nMgrYF4zfn6pSVY31MAVtOorbVL5yrnQ48p8SnwKLQXY7zQAWSBSPaTvPatvsJ5vOCY5bopP+8sVd4fvGZsSF5vUHBn1TYx2XCMc1ahRA6+88go2btyIjRs3onfv3hg0aBB27gz6XgwYMADHjx8P/Pvuu+8081yzZg2GDh2K4cOHY+vWrRg+fDjuuOMOrFun7g8SSaSd7/mvf8Hfv9ga+Js18Bsxq1lFOuDsymE7BpotzV9lVa0Xj5qXpV5XHLznI3aQQT+sZby8Mxu7Bl9eh1A7V/rYpbFzSnNkt8+RncLR+K92YOcxuU+JrR9iFT+8u/+zzlYNlRoyh10VjY3WUn6Zf4vGx9WIBkFQaRM/LIdsZh9imtXMvVdOaEDseMelzRM0q2lbFNTeN9mE1i7NkYuFLNcIRzfffDNuvPFGNGrUCI0aNcJLL72E5ORkrF27NpDG6/UiMzMz8K9ixYqaeU6ePBl9+/bFuHHj0KRJE4wbNw59+vTB5MmTHb4bswR7ykc/78eXm44E/ma9JjKHbJaAofC1sFQzLgHFgOZIkvS9Ffvwjy+2ymfGPoN1ZwlHioFT72PCVDxw3pJdgyOv8sqxOEdGzWqS9EWKj1L3V5bi91MXYBWrLasc7O0Ujv679iBumrpKdsypZc7S93n9/jO25atVWzWzmuyjq7FKUO09Dl2tplNJtXow5PEibrOafYiiA344inY1ExBUT7NmRHPkxGo1N+Ma4UhKSUkJZs2ahYsXL6Jr166B48uWLUN6ejoaNWqEBx98ECdPntTMZ82aNejXr5/sWP/+/bF69WrVawoKCpCXlyf75wZYH02pytrf4eVagOBvq5I+z4BvaCm/ZCh5d/nv+GLTEdkqqBKfVPUbOkvlqZ/Rj6AnEg4/CiIREVnaSobNahrnjp67jKfmbGOe23ksl3sVD3ffVXMMVphonY7RYmvuUm2LBcWcWeFdpjgyGGqjxCc3YUqjVPtEUTU0gJE6sZ4ly7zLVByxNEeRHwIC2FEVlmeFVHhktbrqxrOyvMq+dOQq4Wj79u1ITk6G1+vFQw89hHnz5qFZs2YAgBtuuAGfffYZli5dijfeeAMbNmxA7969UVDAtrsDQE5ODjIyMmTHMjIykJOTo3pNVlYW0tLSAv9q1qxpz81ZhG1Wk2qOtM1qVr8HXB8UnSSiKGLDgTOlGhxGWmkgR7mfiLmilWY1vXzYZjU+7HK05B2cnVutZuxavY/a+fzQ4JCFxT7cNHUVBr61iit4pNXVZU5qjnjKs4KaJthSnoZWhrFja0nzCPochbaz1Dlaqrn1iaItPiysNmE5HDOFAJZDtrlqQDR57S/H8nD03GXmOacmSnJTJ6OtVJ+F9NtiT13crIGKjXQFpDRu3BjZ2dk4d+4c5syZg3vuuQfLly9Hs2bNMHTo0EC6Fi1aoEOHDqhduza+/fZbDB48WDVPZQcTRVGz040bNw5jx44N/J2Xlxc2AcloR5GtVvPHFJGct3NVjv990vJj0vsoLNh6DGNmZaNWxXIY0CIz5Lz0RS32aTsN8pRdwgoGp0Gk9rGS1QGh/TX4BzBk2mpUTIpHLCOAHQvWqkIl0jLsFhzyi0pwMi8fhSU+1KhQDgBQUBwUgs9dKkK5eO1hiLdGai2i3B7FaeHIzkm1TIDgrHeMRwjcY/dXluKuTjXRrFqqLE9urY2KQzZPVZQ+RzJE5XPhbzS9NmH5vvEKAXaOAXo+Q8fOXcaNU1cCAA68chPjenP8cYGtMBAA7Dt1QXae1epq47jWasOyiKuEo/j4eDRo0AAA0KFDB2zYsAFTpkzBe++9F5K2atWqqF27NvbuDd3Wwk9mZmaIlujkyZMh2iQpXq8XXq/X5B04h/RFyb1chGe/2oGfdgXNigFBSE1zZLF8/+ByWSMool4ZX289BgA4dOYSc1BTcwyWDpyyQHSMWElSjAqHLKsabxZ2yaHSOpzMy0fl5GBf/P3UBWw8eBYAcFPLqlz5jf58s+q58/lFuPP9tahbOSlwzKj5VU8gzi/yodPLPwIAtk3oh9SEOPnydI6vrFlNzH9W7sOXm45gcLvqgWN2O2SzsFdzZFxwjYsJCkdHz13GvxbtwUf3dpDkyY9abC2eeyxR+BxJ8YnaPkhayDewDT3PdMhmaDr8qdRWwxph8pI9aJSRYuia3SoLW4yiFCw7vLiEme7g6Uv4x5dyMzfb50jfrGbfUn734iqzmhJRFFXNZqdPn8bhw4dRtar6R6Jr165YvHix7NiiRYvQrVs3W+tpF5r9TfLWTlq8B19vPSYL8BU0qwXTyRyybTKrXdQwg+i9MHpqdOlLXsxhEpQpVRiJjK7W8y/ld3pjVa0ZpfQD1OnlH/HHxWD/N/NNz8nNVz33+bpD2HksD99sCy739Zdx+MwlbD+i7xOk16/yJVqio2dLzQfSS4o4VrjxCmzKWf+L3/6KXTnnMWVJcAIlQnQkztHwD9fhzStb6diZvZkPUlyM9rBuRABW2+SV593y+dTDJpSa1cyNT7KQHyyfI0afYjpkXzm285h1v9ITeQVYuVe+ZZBe9Gm958mrxOJtO7YTP2PcVFX2aZvjzODmSNuuEY6efvpprFy5EgcOHMD27dvxzDPPYNmyZRg2bBguXLiAv//971izZg0OHDiAZcuW4eabb0blypVx2223BfIYMWIExo0bF/h7zJgxWLRoEV599VXs2rULr776KpYsWYLHH388Aneoj9aHWDpISUP6+wlsPCszTfG/iHr4Z16XCjQ0RzpFyGaKrIHDoAlBVPnthyfKthS1eC082LdaTT4i7jxqbeDWMhOobbMAANe+9hNu/vcqZmR2KXptJd3kOBCo1KAZz+r4eUmi7XRKc7Ry7x+Y+mOpEOaUzxFPvqIoIp4hHMk1rsG0k5fsUQ3NAag7ZMtMLKFKawCl/Uttn0ARbMEvv6hE9Rpl/QH2OKFcNamsrxJpBOtwBiuy0k3MCBV6Y65e3j7ZAh/5uZPn8/G/DYcNbWpeWif34hqz2okTJzB8+HAcP34caWlpaNWqFRYuXIi+ffvi8uXL2L59Oz755BOcO3cOVatWxXXXXYfZs2cjJSWoyjx06BA8nuDA0K1bN8yaNQvPPvssxo8fj/r162P27Nno3LlzJG5RF07TP3uzQP8AJT1m40eAR3Nk1m/Az/c7giZQ6YdbLX6O3szT7EfQjLrftu8h72yRs621Zp+soJfKD/CunPOoWbGcah4+UUR8rAeFKgEgC4pDfcekJfAIsLyPUe1WlSt2HA8CaWdeMkFSP71P5NEclf6/Yu8fgX3x1FAJc8QVLdkn6miOFFqUy4UlaDHhB1Qrn4CVT/TWqL922Uz/IqYWJxT/PX656QhW7j2F14e0RnysOR0CS0OsF8CSVRcWdo03rGxUNfWy5yU/d8e7a3Dg9CXsOJaL5we14C/fxZoj1whHH374oeq5xMRE/PDDD7p5LFu2LOTYkCFDMGTIECtVcwWyjxzjrfEPQjKzmgPCkdbMQFdzxDGg+vHX/V8/7JbtUyV3JA2tnxSjm1uq7S6uhd/Bn3XFyr2n0L1+ZUMhAkIcsi2qsrWKZp0zuueVKPLHZgoIR5KPvKrDroE6+OExQ4iic3GIgmU4ozni9c+Ki9VuCH+fOsnQQCuR9kfJvJMZ80YpgJT4RFkUf1kdRPlqNVEsDe9Q4hNx+Ax79RarbPY+anwaEmYQyCudyB+At1PdihjWuTZ2HsvFun1ncE+3OhYj6asLGABw5GxQU/tV9jHc2akWutSrVFo37arrl83UEoUeUzM7yycZ8jQHTpfW+4edOYaEIzdH2naNWY3Q7vCyQYq15JxhspAPYNZ6ob8Ta0VBNmRW00nr1yhobeCp1Aio5cELK9KvVg6jPtuMvpNWqGpNhn+4Hl9lh+7MrvURV467Vr+zWv5NTA2k4lb0yi9RfOS08A+oct8yDp8jvuw5cXb7kM/XHdL9uBtCZwKgxCeK3JojnpVZcs2RROvBCLWhrJ4yzpGyDkrTnBkfG/akKPQaVrr7ZmzApoNyPxxlHc5dKg0/cNPUVXj+m18wa4P1/eqChNZJuTXTne+vDUkDmDWr8eXDaj9BULY7uwyjQfIdXzlqARKOohDWKm6WtG+35ujwmUuaO1Ebc8jWTsvncyQRBFkzSKPCEYz5HH27/Th+O3kBGw+eUR2sftp9ylgdbHbCtGpW0xuES80jfARMvwa1m9wO2Rw2SVE0LjQb4el520N2f7eC0dVqogimzxELo/oPtdVqWhuVqpvVFGZxAyKw1mq13EtF+HDV/pBr1LrQn6at4S4XsO68LTerhZ7/40IhVz7mNEcMjRo7oUqZweOvfb+LmcbK3oxuwzVmNUL7gydVabNm/EGzmmQw1dGsGMHnE3H7u2uQo6GKN1KG3jjP8wHj1T4ZhceUJV0RkxAXo3rvaYmxIXloBoEMiXMkrRf7OAu/uU9ttRHAKRxpF4Mth87ppJDXSVkGn88Rp3DE+bW30xfPaWSCJEc7iCK/z5GHQ4aS9h81nyO1Wmk9W1EhVJcm5XuAWma1Z75ib7ZrdX8+uzCyWi30WslvE12YrTkKPcbUHCnSni8oRl5+EVIT4mTp9JzpecpyC6Q5chHasyfJIMU0q8n/B6AZIfu3k8b2vPKJ0BSMlOWxkL/celomHs2RNH3oeaOas6DPEbsMKZckvleJcTGqeaYmxGGoimqcRYhZjftKOTy3ruXYHyhf8bcVwYK1aIDH58jOyaUo2hsc1WmOS0IxcC2fF0XE6QQI9Y8zPJq2f3y5Fc/N31H6h1oQSMbYo1ffEM2RKHILt1qmxtW/nwYLfk2rTtuZ7DrGIlFz5CdphBmrD2DFHn0NNau8Rz7bhNcWyrVALKFNEISQ4/kM/1Ojw4PT/n9WIOEoSpC+s6yJYWBvNcax0uPyTnj9m8txPp9/V287THRG4prwlKbn4G30xTMya5RuexEXI6jeT2yMx9AmocrBOUtiolkmMdHpmSH8966lHeDRHCn/tmaSutJHJVnwxDmyc3YpQowqzdGzX+0I/OZ2yOb2OdIvP7/Ih4/XHERBcYlMcGdFtw51yNasBZcPCwv5FknycxcY29Uor7GGuXx4Hce1kG/fIj834qP1JmoFnL1UhHeW/S47plYt5eH8otAHzONDKKVAxV/TDZBw5CY03hX9pfwss5r2y3fyvPq+dCFV41Tp86Lvn8Q+LxUepEEwWamNO2QzfI5UsrhYII3fo56ufGIc+4RqHeR/7+PY/oOFv321tAOsveRCNEeK81aE5KDmKJiHloN/8Dr7hBmnfY6chKfaXEv5TZQtilpL+dnXaI0/SofsEp+ounebErVAt4BW2A/V7DSxazcRZtBbg3WyqvHUurqoxIcfdubg7MVCtuYIofW9VBQqiGrJRiyt3Cvf7zJsigsX5HMUJciDsYWeDwbYkxzTiTJtZAbNNzDblx9PVrf8O7iyg6k5ssHnSA2p5kgU1a/h3QPND4+pw18mz3nDDtmKNlN+pIos7DjJMv3ymNV4v+Y8q69EuHuFjBa8QSB1zWp+raKBL78oKoJAagQEDKbREI4gf2f6T16Bvs2C2zqt338GjTJSUCEpnnFtqMY4L78IXo14REt3n1Q9J8tbd9LGlU0IepptvT0/X/l+F/aduihJr1Y/jQpqnPto1X5kfb8LDdOTmWNG6Wo1+fWXGGY1lgB35mIhyifGqdYtJy8/sO+imyDNkYvQeu8EHZ8jlvAt2z6EkaeRmQjXwMydm74ActFgpNWXvv01xExo2Ofoyv9ynyN2HnLNkXo57DpoLa/XqiE/Po4PII9ZTYnRzXxZeUs1N3xmNXs1R272c9D6uPGZ1fg1R0a0Ij5R1HDIDp2YAdoautLtQ+THFv9yIvB76Ptrcd0by1Sulfz2ici9XIRWExah+ytLVctTC7ehxM6eIW1ftllNUq5Owe8uV5i+VGpqtmv7237vyQvMiWtRiYgh78pX9p1mrKxT3uemg2fR7oXFGPnfTapl6/XXSOHOWhEhyHyONMxqMj8cncHUiPDAG2NFC9HAYPD3L7biXz/sDjmuNp4v3XUSryocCw1rCFhxjlSykGqOCot9+NvsbGY6s07hVvEXq5UdKzjlij2n8PupoLO+8pnaoTkaeGUncoDXrGa6yNA6QH0z1HAiNQlL0aoa32o1EXEsDQojeCqvltJftvpSfvY1WuOBKOprafwxhkKvDV5X4hOx5dBZAPzL4LVQjplqbbRKsY8aC+ntsZ6dcsXfO8vUY7pp5S07rnWNxrmM1ARJ3nzvx4OfbMS6fWwHeD8f/bwfALDk1xOqmrFYu2aENkPCkQtgBXBUIvc5Cj3P2nhWb/NWY985vhgyv528gF+Ps2OBGF3GqhUAkoVyl2ujNvqg5kj/Oqlma/bGw6rxjAw7XXJKR3q5BnyOGNmdzMuHKIpMIfun3afQ543lwXwUfYTLDKaCv13PSj56XKvVFHer6o/GVQl7V7+Z5fFZ2czjWv2Fb7Ua4NWbiXOYXEMu8Wnsrab434/WxEBkpOeui1RzZLMmkCenX4/n4c8frjOUL/PZye5DxGsLQyeDaqjVU2vs0mqm9FRv4LeRCd3rjAmsevkuePEMQD5HEWb8Vzvw0+6T+G7MtdpmNWm8EWZk41DVtryTq89cTuTl43x+MRqkJ2uUr1E5SXn9J68AAGyf0A8pihgY6nWzB/8s74MV+5CWGIdTF/QdzvUCo6lqjiQz/9Ma5RhWXnEHgdTR0vn8+ckz/GFnDv76300Y3K46+kl8PFTzUfxt5bmxrjSzWk2tClzbhyAycY7Gzd2OhDgPnru5OYDSmTQL4yZaOaIosv3cGJcambCXaJjV1F4STeGIYVbjRbmvm63+vDp1EkVgV47xQJAljPGZR/umXg8Vs5rWNRpn01OCmqMTefwLddTM9hMW7OReueZWkYmEowjz37UHAQBfbjzC/YKwfEX8E3A17Qwrb79mpfPLPwIA1j/dB+kq6lWecVT6oTtzsTBEOJKVbfEDpTY4HDp9yVCEYmk2zNVqKuhp5fyw7tNIEEg1dB3aA7Fs5Ey5stHo3M1HMaB5pm45IQ7ZFr5ErA8/T37KOti1FU44mbm+dNuJJwc0QYJGXCytW5uz+Qj66Twzn6jfh4JjBL905FOY1eRhNNSvUa2DBY2PcpWbnZojXdcAiNyO7LLo5kyzGn+5oXmrHDfZFFIn/stFBvw9GU2Rl1+EGasPAAC6XtkXDlDXirtVoURmNZeg1z/Udsf2458NKwcOLZQz6L2KwJDS07yao2Ad1QNV8tRNDf9VzOsF4NxlY34H0lwExkG1WvIsZQZUhCON+nBHedYZUfzFKgdynsjGUpRprPjrsKpcZCIIpCXNkWjvx9QoekVr1e2HnWxtk/J6vcUOAZ8jIw7ZPlH2TpfIVqsFZmYyPllzUL0OEDH5iqDOw/Hcyxj41kr8b8PhkPhmTm30a5USxoo+mYApKc3oe6UWz0nr2Ws1k9kmZGkfpaZynt0GjGwdE05IOHIRWl1E+pFjOdIGOpjKR5upOQpxPlQ/z6PRkM6OWAOvldD5StRnq0bzCa0zzwstC7Cp5SeicW7TwbP45/wdyJOssuM1dejdp5rPkRGn+NI08kSnDMTGUquTFJ5VRKFbmlgQ0BBZ3wc9PzirWi0jq0qNuMH6RI291QL/81f+2Ll85F7mD0Kb9d0u7DiahyfmbAsxTdlpVuNZVMKrOWJtc6L0lwqcN+jL101lZZ5W9bX6ltl3itUWD3+6SfM8o3BXQmY1l6A3YOsFgWRN3qQfHlbn5/3AAnyzTD3nWuktmt73TBSRr6H2Nb7xYfC3kY1n5dHH1dHyb/nTtNUAStvi5dtaAuAfeHk2hAVCVdny9jGutTlw2lxQSrXSeJzm9bY08cO78WwkF6vpfQStThrOXizCgdOXNNOYiXNUIsrNSSyTvZGqa73DLKSrQ+VCh/2hHvTgFo580nqGZixbdWfTPZjNxrzmKLQt1kl2BJDH53PnqjQ1SHPkInhntCztgv9K6UBRUBwcgFhZhwwqgvp5nm4tdcDTew/MmtV25ZxHk/ELVZfSGnW2ZWuOgqjlpnQKVWPRL/qmkN8N7nOnVyYgUeMrjpcwPmra5cj/PmAyYndpeQwTCI+mI8TnyHQVSh2yI6g50nNSFXW0IHpCxc3/XsXcrkamDb3yv2GzGiMcgDS/cCEtz2ezmVQvJxH82t0Sxhih1oZGt91Qw6wGyOyEQa8PSScsZpzIIwkJRy5Cq5OYiZB9WSeQolJ7o5x5q4UFUENmhmNpt2R5W3slpHtOBcqEPVoBHiFVqsrXKnOXIrwAszzJb9520fUnUzGr+Tg1XsE08lRrdOKaaNbJx+8/JKuDUp5SqTm/z5F+OqfQN6tpnzdiipLCMqcaDQIphdesrIYVHYJ8bzWbhSNFXmrRonlgaY6UJkHleato+xWpn7TTrGY0X7c6ZJNZLUrg3S1a2s/yi33wh6VnmjQUsxVlEdIXlufdlQpQzNpKhS0L8XJK6xN6vSAYF7pY6XlyUIb+twTjw6VfvvZ5/7MLdcg2VpY0zYWCYuw4anwZs5+/fLIRd3WqKc+fo7VDfI4sao4i6nOk8+D0apZ7uUgWsI8XuabniuBsaLWaMs6RufcmgGETi1QDIa+XnT5Hel2j9Dxf3VmaI7WytMZDI/3VDuHZCHpaNJnbgtpqNZfqjkhz5BJEEZqji9wZUj2dcjbiXw3EXkat1Bwp62Ss00p9nFgvu50O2WpXGzWrsV5e+SybnZ/PZ/5eQpykGSYPPfSejb/9tQRevlldMA3vFgxazFx/WPY3l+ZI8bdae/MGgYykWW3/KW2zpF7d1KJGG8LE7YduDBv8He72VPrq2Bm3qtgnYomGKbx0KT9fXvKVw6X/qzm1awnNRvwz1Ry1nUJXc8QxlrpVc0TCUZQgneWxBgO15bRaMStKfHIfEKVkb1TV+1fJ/jk9Xv8Jj8/aoqhj8LfVLRxUhRaD2bL8quRCHPs66azwQoEx51Le+min0z7vjx8kDx4qbzcuzZGJuhmBz+9JoTlSS8i18WxkzWp3/2cdFu44rnper43N7mAuMn4bmbGLolwokJvVzFTI/IRCrv0UbXNm9vOXTzbako+eWY13PLSqZWeVp8SsgKlr0eCZgJkq2XlIOHIJIvTjk/jRUtEqzxT4hSNG1kUlPs1YRspByChfZR+T11Gat8UvFDvMkWBPMDWVASzr+1/x1JxtpeVLKrD18DlDZSrNGWoDphZ69+nXCiqHLta2D1o4rSEQRREXCoq1/SFE7b+NlRdZzRGAQIA8FnpVM/vasIRiI81QIoqqZrWAsGUgQyuvv3KlXFifp4HySnS0y7IgkRoNwrP/IA9a3xezz8MvMFtZiObWbUVIOHIJurZuHW2G/5BS6PBrjljZKzVHSmRqX5MdWLpiTla2xRdCbYAymq90dRBrtVpgzzqfiPeW78OsDYdx8PRFW2erZnLacuic5vmg5kh+3KivlJUtDnjYfjQXLZ77Af/3v62qaXgjZJf4fPhu+3HdWEwuHYsB6H94X1+0G4d0luqzkGuOrvRpA+3g88kFbav9wuy+h8ryfDab1ZS8uWgPDp+Rtzev1lvP54g3YK9ZbaFWeaHnzLWh36zG2qcRMO7X6CZIOHIR2isNgr/ZL5qII2cv4T+r9suOXy4qwfHcy8wPSrFPbmII1TLwzWy0OC3ZKVtaB6uqYlZbrdl3GucuGY2QHcwoIBwxtCvSga7YZ/N+TgD2njiPHUdzbRvo/UuDpT4Bpav5jH3UzGi1jLD699LVb3O3HFVNwxvnaMfRPDzy2Wbc/NYq1bzcoDnScoTWe/xbD5/Dbe/8bLhM1nM0pumRL+WXRX++8pYYaVXeZ3CxoBg/7T4p22ZGuXWJk2bSwhIfbn93jewY71govUXWNdJjWnnyRJG3ilntjb9PsLa0Ks3XbI0iD61WiyBG4rfIlmCzNEciMOrzLSHH31r6G77dxvZxKC6RL4PVdN412cn/uFCAauUTS/OQHLceIZt9/XvL9xnMJ/g7EASSESFb2hYewbj5TgqrnftOKt2w98Fr65rOV0phcWn9tM1q+vdg5zMzC7fP0RVy8vJVz5X6HEVYONIwQfAIx6cvGpsAlMIwgxm4urTNghWXxuUxY6bjnQQ89OkmrFTENJNeWhoh29nnqexPdpnVpG2gFefIyn6GvJg3q13RHKkJR7Kx1FwZkYI0RxHkkc82B36L0P5Y6X2k9p48j70nQmPqqAlGQOhS/pAyOdW+WkhNHHbkx8pLysVC9p5D6vmEZsTS0knb3CNY95mSUiBZBSbVtFnBP9hqm9X081HuYxUJpMVuOngW901fbykvs49O7QNgJ041sVxzJBouq8Qnd8j+ctORkPyMwPsMlIJR6bXyyUs4+6UI/tABUm2z/5qlu04yz2vdg13CkRNxjvzji9qbIdfCs8twq9BEmqMI8v2OHO60eiau77bz5+WnqEQ5sKivVjM7AOUXsV9s68IR+3qjgWZZDunSnP3FKDVHdvocFUhWFLL2zTNDcCm/dLWaYFgb6LTPEQ/SZ+3fcsV0XjD3MQdKhWL71iWycepDz+rTRh2opYK2VGgx5XNk4f2XTxTDL7TrTSr9KFerbTl0Vqb1k2mONExnVlf2+tG0TFjUHFnZGoTiHBGa6Dpky7QZ9pRZovQ50tAymB2A7HKcDs2Xfdzoh4+l9lX6NAByoUuwqDlSVrHAhvhBSvwrXEJjV0l+c+TD2lk83Pxv4xHc/u5qnL5gftNbP6JoXID2Y9feUFrZONXETFO8oetFVV8p82Y6cyjHpTBYnQKIBspT1nPnMXkAVblmyXnNkRZmn8fWI+cAaGiOpL9Vx2xTRTsOCUcuQYSo45AtMn9boVgRet8Jh2xR5bfVrYTMCl05uXL/AZbal2WCkOZrVXOknClJ98uya2WKfyYaGiHbWD+yQ0C2Sk5ePjYcOIsJX/9iQ27mzTDh2DbTOc0RaxLAf32JYm81Wd6i8oc+Vu5TeuneExfCb1bjKG/FnlOKLYZCr5Ge18ozHA7ZZid7B09fwoo9p1RfDh7Ns0tlIxKO3IRWJ5Grkm0Sjkp8qh12ze+ncf2bKyRlmitDlEsagZ8nz6s7zfLlyz6uV89n5m1XzYf10WCZ1Ur/5qklG2UdpcKRXQMhayl/yGo1jnysRAK3GyPxpM6oOC1b8Tkysou9Flqr1ZyK+bKPEZnbiDlDaVYzm48fK++PtI1mrD6AbVe0F+GCR5AY8dF63cml9Lx2EEjjZjwWWmetWCMW/3KCy+dIDbfGOSKfIxehbRMONfVYpVgjQvZdH6y1pQy1j7FVIUBtQNYbIPwrT3bnnEdcjICEuBjNvP31V/pf2WlWy5eY1exSobOEIxEKjR3HLZQYFKac5NAZ/vg+g1WWu4uw5nNkB3tPqm9G7NTCqzcX7wn8NhXnSBRVzYpmmtPK+6O8dLHGdh92I4r8PkDSdKwr3l8RXFlbojEe7jiaa7g8Frwx7YxS7PNp7JvG/h0NkObIJej1TeXyVT0qJsXrpin2KSJk615hHKvmM9V8VZpAT+UtikBefhH6T16B3m8sZzoos/xyZEKCaFWLotRC8c0gjVDEY1bjGK7kISSiZ3g7oBEo0bRZzSbN0Yk8dd+pcGjnzDlkixragdJ8jNTcilla2Ubh3g6GV7C7VBBcOau7F6JGnrzmZCubGlvpdsUlIi4XqixV4DDju3VUIeHIVah3E5lDNsfLWTmZRzjSjpBtB06tdlKPkqxdiE8UcULid8TcBkGRHghtc0uDu4bAaJfmiBU3xUwQSPly49L/U7yx+HOXWlarGBFKl36bu9Ym2UgTpyYTUszcfqnPkb52gBcrQuD0nw+YvtYqIvjf/fP5QeFI77naEatJK1YSoN3mVr4DX2w6orrFCU+ubp1zkXDkEk7k5Yd0kvLl4gK/WSuotKhQjkM4KpF/KJzooyyHZztQawMewVG+Z5z0tyj7X3peqWGyZFbTaAe7NpksLA6NkA0og0Dqw9JYeuM8ePHWllarGBFEWNAc2VsVJuHRHPn7uZFr9M8Zyc/JLT+chleQOZ9fFPgtQvt90xNseNCdGGoU8fGag5bLZ5bJZZZ3Z19wjXA0bdo0tGrVCqmpqUhNTUXXrl3x/fffAwCKiorw5JNPomXLlkhKSkK1atUwYsQIHDt2TDPPGTNmQBCEkH/5+dacgZ3gkzUH8aMkQBgAJMTG4B/9GwNQaI44RiEvw5dGiXJvtf868IKEO0Kq3qxuV855zJNsVaFML4oith3Jlf2tTCdChBUZRmsMs2OQLM2ntBDNZeMc98CKzG6XeSkSiKL5fmhXDCotwvGOBDWk/IVp7cMY3D7EQH7u/B7qUrqU34TmSOfB2iEUW/E5cgpZkSrFk+ZIhxo1auCVV17Bxo0bsXHjRvTu3RuDBg3Czp07cenSJWzevBnjx4/H5s2bMXfuXOzZswe33HKLbr6pqak4fvy47F9CQkIY7sg6ghD8uBk1h8TH6D9apc/RnM1HcLHAWIRpPcLvD6Cf5t3lvwd+KweMpbtO4vHZ2cHzgXxt1BxpXGrbarXi0DhHSpmG52PGCgQaBhnBMaJBc+T0K7Ns9ym8t/x3QyY8bZOM8TpEeuWjWUTwa44uFBrwObLhvdfLw87AtbxwrVZzvhqmcM1qtZtvvln290svvYRp06Zh7dq1eOCBB7B48WLZ+bfeegudOnXCoUOHUKuWuv+DIAjIzMx0pM5OIyBoFvFd+SB7PHz7esXH6g/lxSViyAeysNiHJK+p6jIJd4Rlo4OuMsjht9vl2634hSBlqH9LEX416miX5qjI5xdktJaN6+ejdEQHtJeiux0r203YtZRfi3AIDS98U+rge2ubatzXaAltpnyOotisxvuM5Np+7bR2+Bzp+SuGM1gmi2jbPsQ1miMpJSUlmDVrFi5evIiuXbsy0+Tm5kIQBJQvX14zrwsXLqB27dqoUaMGBg4ciC1btmimLygoQF5enuxfpBAEITBLn7P5CPpOWo6C4hI+4YhDc1RY7MPn6w5ZraYmTvs0KTE6O1K2pfLD76+/zOfIRDlSNH0PbNIcFTOW8hupRyANw5wbzZojwLw2MxzmxHB+J46eu8yd1qfhNGPK58ilX8TUBH19gZkVpXq3a4dWRy/SfiTaXGZVU+s/LtUduUo42r59O5KTk+H1evHQQw9h3rx5aNasWUi6/Px8PPXUU7j77ruRmpqqml+TJk0wY8YMLFiwADNnzkRCQgK6d++OvXv3ql6TlZWFtLS0wL+aNWvacm9mkX6sfz91Eev2neEa3ONj9R/t3C1H8dbS32TH7O6mTkT21i7PWHq50BMaBThoVpOXYeVetAYptVUfRgnGOZLsrabU+HDcAyvUQfT7HLlzMAbCW7cNB85ypy3xhWqZ/Ry+En/KSNUjrcVQ495udXTTmNF66QkmdmiOCt0oHBlcSOQmXCUcNW7cGNnZ2Vi7di0efvhh3HPPPfjlF3mMh6KiItx5553w+Xx45513NPPr0qUL/vznP6N169a49tpr8b///Q+NGjXCW2+9pXrNuHHjkJubG/h3+PBhW+7NDFKfIyk8L2cch+aIhd2Ds9vV53pmP5ZDNmDVrKZ+zi7Nkd93Sdp9lIIXT0msncM9rho1jCHC/FL+cGjM3Pq6+ET17Y2+3X4cf1wowC/H+bXsbtQcffpAZ91J5am8ArwnCd7Ii09nJYAd731Bsfa2yHYIYEaR3rKadsyFXQGAi3yOACA+Ph4NGjQAAHTo0AEbNmzAlClT8N577wEoFYzuuOMO7N+/H0uXLtXUGrHweDzo2LGjpubI6/XC67XR6cYCniur65Tw+RyZFI5MXcWXnxtfAqW5TG2jVqUGxcpYJqI0dINefazAipAdUg+OouTbh5T+H80+R4D5D3NYfI5cKh3ptdnsDcYmkZH4UGtRJcWLaxpWxi/HtaNRrz9wxpHy7RAWl+85pV1GhNtcrXw3fhcAl2mOlIiiiIKC0miyfsFo7969WLJkCSpVqmQqv+zsbFStWtXuqjqCILBnq3aZ1VjY3VFdNgaGoFe/QBBIRbwOa9sfiLjjvTXMc7YFgVSJkC2FR0so/4hFv8+RKFrxObK3Lizc+r74fNpjw28nLxjLz2VfRH+fNqtx18MnipodyI7I+JOXqE/6AftWq8UaGACkplg1gditPkeu0Rw9/fTTuOGGG1CzZk2cP38es2bNwrJly7Bw4UIUFxdjyJAh2Lx5M7755huUlJQgJycHAFCxYkXEx5cGPBwxYgSqV6+OrKwsAMDEiRPRpUsXNGzYEHl5eZg6dSqys7Px9ttvR+w+jSCAockAZ5wjs2Y1mzuqzOfIhS+B3i71TIds0eLMVyzdzZqFk3urMaqhizwIZOn/4dCgOIUVn6Nw3Ldb/aFKRHWfIwCoXj7RUH6REI5qVkzE4TNsJ3T/szU7qdTD54OmdBkOTZpd0ddjPAK3MMda0KGVxk24Rjg6ceIEhg8fjuPHjyMtLQ2tWrXCwoUL0bdvXxw4cAALFiwAALRp00Z23U8//YRevXoBAA4dOgSPxCHi3LlzGDlyJHJycpCWloa2bdtixYoV6NSpU7huyxIHTl9iBp7j6UzmfY5MXaaKTxQxbdnviPG4c1bsU5rVVGIBKeP92Lk3lBTbfI4CQSCtLeWXbXgctKtFLVZ8jq5mzZGo4XMEGB9v3GZWCwhHTmqONLDrvdfCTs2R+u6AcqT37bZnrodrhKMPP/xQ9VydOnW4ZlTLli2T/T1p0iRMmjTJatUcgXeGqPy48cZpMTsDsntGdzKvAP9ZtR+A8dllOJANGEyH7CvpJC/2yP9uVJ2B8qAZBNKuOEeMIJAh9eDIRy4Ulv4f7Zojs00cjtsuEUVcyLc3EKsdlPjs9UeMxHdSy1fOP6d2SnOkd7slYdhUzy7hJMaQWS2IWvGkOSJk8PZTVjfk6eTmhSNTl6ly5lKhJG/3vQXKKikH0HOXCtH3zeVI8gZfFSuCERAezZE/mKSW5sg/INeqWA6xMQL2nboYmoZhFo1qnyO42yF74tc7mc8h0tj97kbaOViJ05oj3QjZLmsPLWJNtpGqWc2F7haAyx2yyzK8kZCVA/L7K/bh3KUildRBzJrV7B60pNuRuFGtGrJaTfH9+3DVfuw9eQHZh8/ZVqZWK1gdJDvUrgAAKCzRF2Re/m4XAKB97Qq4vT07nhdrE14eIaFZVWMrScOGaH6mGg6Z0I2CEaC9lJ9Fv2YZSE9RX/Vr1cRTOVl/Y20jxDjtc6Rzu5HY2sMsRjRH0sFObeK38cBZ3Pn+Gjw3f4fFmtkLCUcRgleLqvwOrf79NHafOK97nVtWq10sCMbecOPsiNch20542tiskqJnoyoAJBGyOa4RNMrzC48Ld+Qg6/tfuevx9rB23GnDSanPkXs1R27FpxUim0HbWhXQrJq6gGx1EmboA82B/9E6tVpNN0J2FO3EG2eg7Vlx0pScvliAtfvOYMexyO1GwYLMahGCd6ZgdgzwusTn6IJEc1TswrC4IduHOPT9a1erPGJjPFi//wyXv1mMIKDYxLOIu/Lc/avVuD7ogroQ5X9kD326KXCMJ08jy33DSelSfnN9/CqWjVCio3FTmkY8QlAbw8LqpMOMoKp1ieC45kjbeOTGiaMaMTH8bS/VFqm9d/4xxm1DBmmOIgSviclswD2ztnOfKOLIWfYyczPIhCMXDgCybUEcLmtIuxrc5ZidGfufuz9CNk/30epjrAGNJ0K23TN7uyj1OTJ37dWsORJ1Pu5KTZAggLnS1o9VE7tTz8JJ4ci/zQoLN7ocqJGaEMedlme1mt/30W3vF2mOIgSvWtlsfzGrHl6x5xQmfP2LfkJOLrpcOArddd6ZF9QnBp8lj+bCyHJZKX7NUcAhm+N+1LapAVSEIx7NkYHZZbgxG0vIZWN3WNH7eCs14QIEHc1R+M1qWlf4z8U5tDfOv37YjTyNVYhuHBvVuKZBZezkNIFJ+42atcR/726bUJHmKELwvgxmpWmzM6C3l/1u6jo13G5WC2eQSr/qnue7YHZFSPwVoaSomH9lWWmwUXZC1keRp0fGunQDttJQGKW/q1xxGE7h2Ikd0Bc0b2pVFb0aV7FUP7fiE7WFSuV4Vqo50sovvMJRvcpJ6NU4XfW8f5h1qttqCUaA+1bvaREbI+CvPepxpWXGSVNQQsIRIYV3cAi35uicZOm9HVwqDDpku/H9V8prTmkHRAQFFZ5nH2dS8+J/7kbiJRnVHGmFB/DjtoHOj3Qp/+tDWmHd030wsBXfdkJ6ty3AfaYBu9DzmVE6FAuCgBgNScO6Wc1Y+h//rycS4mJ000Wq30aT5khtz08WMs2RypDkT8ObZ7ggs1qE4B0czA62Zs0aRTavmnC7LT3UrOYMlwuLDQleZjUvAeHIgEO2lkaE9fx4vh9udcg+db4AR86WxqmK8QjISE0ArylVry0FQSi7wpFPeyl/qFkN0BqCrA4LRoUYvQ+v/x2I1PMLRxBIu9Ba3apEKvSpO2Rf0Ry57NUhzVGE4HbINtlh3Dpzdxuy7UNE52LZ7D15ITDwcvkcmRwp/ObUwMazHP1Aq4+xxmz/fWj1Mbf2P79gBATvg/cd49McmayYyynR0xwxhWh9odtse9m9Wi2Yr4nK2EAUreQHwD9O+jiEI/I5ImTwm9XMdRgtZ0giSLiW8ss2YOSYJJrVvMQrNEc8a+NKzWrs8thmtdA6Ki9320DHwl9n3prqCkdCdNy3Ep6AirpBDBUJPDqr1fz9yqymRqudh3aoiSHta5jKlzRHHAgC9zgp1Sj+dvICM43PZ60vOIUl4aioqAiHDx/G7t27cebMGbvqdFXAv5TfHN44knt5CJfZ74MRHQICSEFxiU5q8w7Zccql/FyoG9ZYK0z89yH1a1NeHw3CuX8w5h2U9dKJovkB/tqGlU1dZwed61bSTVNqVlPvU8r3SBC0V6sFoq2bFCa12lkQ2BogzdVqfofsCPVbK9sGdW+g//zsRGsBhxKpzLf699PMNMVlRTi6cOEC3nvvPfTq1QtpaWmoU6cOmjVrhipVqqB27dp48MEHsWHDBifqWqZw0ueoebVUZKYmyI5NHtrGcD5XA7J9Z0XRdFwpLb4fcy36NssIDNgFxfqzRLOaI78jt19zxBuNW9Uh2yeGrDLxV61f8wwApSuBlJonl41zTIyb1bQT+kTR9Mc+ks6oPHXW3VXeZJwj82Y19XOCwP548zRxpDR/ViZpvZtk2FgTfbTGCyU8wY79adymdTUkHE2aNAl16tTBBx98gN69e2Pu3LnIzs7G7t27sWbNGjz33HMoLi5G3759MWDAAOzdu9epekc9TkbInnhL85CBKVxLjCM5AzaDfGNVZwiab0p/8MwSza42lPocHTx9EQt35ujXDxoRskUx5MPnFyqeH9QCE29pjpkju4Rc77aVJyw8gediLL0apZoja3WJBDxll+jsrRYSBBJAtbQEdmJIPogm+4m2QCeYXpIfqW5rZW81sytbzSIYmELyCH0lBvwjw4mh1WqrV6/GTz/9hJYtWzLPd+rUCffffz/effddfPjhh1i+fDkaNmxoS0XLGk46ZHs8oSptpVTeID1Z1QZsBbepRvWwe7sUFsGVMKV/82w6bHYW5ReqCkt86Pn6Mr766Thkh5pMSv9P9sbinm51AETXUmQ/QkBzxNfWeql8oogYwdxXOZLvDU/ZoqgdByzk+QsCHuxRDwdOX8KczUdC0gf8TEz2cy2hyiMAPpGhOeL4pEfO58j8+xPumGKCAFulyOKysFrtiy++UBWMpHi9XjzyyCP4y1/+YrpiZR3+jWeN95gYxpJi5QvkEYDX/tTKcN56RJlsFLpazYH6BzRHV/7nGQjNzgbNBP8UoB63xCeKIcKclQ/I4LbVTV9rNx7Fc9GDx6xmVmMWyUkzT5V1I2QzNEcJcTF4447WzPQ+i6YULaFKzeeIh4jFObLgcxTuaPRammYzuHX7EPLajRC8alQz3SXGE6pWZr30N3IGvzOC2zq4HtIxXYTo2FJ+IPhx5dGymJ0NmhnbtXwISnwi09nWNC7qHgGfI+44R9rnRREwu6l7JM2QPKYtn45ZLXS1mnaewdg29muOSoV9xnFNP6VQ/7PWNcujadVUU/UzihXNUbjNaoC9k0i/XBjVZrXi4mLMmjULp06dQrNmzdCvX7+o8C1wI7xLN83G89AzqwHOrCiKtt5QEqI5cq5N/P/zDIRmZ4Nm6q/nc8TSCpjFTcKz3Q7ZIszfX2R9jvQL/3rrcfxxQX23P5ZDthb+5KY1bRpCqCAAYJjVeJCOiRXKxeHMRXt3DFCDx9Suhln/RLMIAiCYbF8WPouCslMYatW77roLq1atgiAI+PLLL9G2bVvs2bPHqbqVaRpmpCAtUX9341SONEpiPKFmNeXgK1hwWtQi2oTlsPgcBcw3/JojswOemQFG65mJIjuGjVnc1DuCy7c50+ucFy2sVouozxFHV9MSjABGvDDJ72dvaqqa3ux3XWtrEjWXGG0X7lKkz0FA+CK9G7WqpXiDeo3w+xzxxzniwS8YRrXmaPfu3di2bVvg782bN2PkyJFYtmyZ3fUq86QmxKFb/Ur4fof2aiKeAG1KYgQhpKOxPoBODMgu69+6+MKwWg0Kh2yeTSZ5BuX4WA8Ki23yB1K5rsSnvlrNDJ4rA2sYZFKuugD2CfQ+C6vVIjmnsOP+tTRHf7m2Hl789lfZ+eBSfrMaHvVzgoUOFuKrGSatjNEgkFLNckTMajbmZTWsg1MYevLJycn4/ffgru3t2rWj4I8W4BkXKiV7Nc83yUxh5MvXyxwxq7msg+sh3QzRqQ+20iGby+eIY8CrlBQqOJtp/9K4MGzs9jkK8yRXE39d7Oqyoiiafqfc7nOkh/LjrufHZTVCNs8+d4yD+vkq+me4NEdGHbKlQlu4BDg/RuIc8eDW7UMMaY7ee+893HrrrbjhhhvQtGlT/Prrr6hVq5ZTdSMApCaoP6L5o7rjl+N5GDd3u+w4TyfTC9JmFqvaqFHX1cfbP/2un9Am5OYAZ9UZ/gGby+eIQ4pIS4zD8dx8RRkm6qXiwAr4V6vZucWKewZAo5ojvafms+CzFtml/NbzCOnTOnmWWPwgao1dHkEwbS6PlObIaH2lQlu4N3nWGi/MUCa2D2nZsiU2btyI9u3b4+DBg6hfvz7+97//OVU3AtqDbWwMe34WyS5mtX8nxsXYUxFOQoLXOdB4SodsHudLHs0Razw187HxCOozfZbmyMpY7NHQUoUbo0v59fCJovmPfZSb1ZR9pIqOxtuf3Gx7aa5WUzml6XMksOsTFy7NkcHVatLxwWUyhWHKhOYIKI1hNHToUCfqQhjEw4hn5D8eKawOtOE2L8giZIv8y7qN4L8njwHNURyH5qiIIWTZvVu5j+mQbb6N3DSQB5ZvS47d260Oth/NxaaDZwGUCuuXi/T3wvMTzl3m7cKOsv0fuJSEWNzdqRZ3RH7T7aW1Wg3m+5n0OkEQwvbBNrqU/8Fr62Hykr24pXU1R8YsLbTM8GYoEz5HhLsQBDB7aSQ/QFYH2nDXXR7nyGHNkQGfoxgOzRHLT8FM9bVWn/xxoQCnzstXKll1yHYLrKX8A1tVxZyHuwX+fuVPwaC3WiZu4Mr2Iab3VjN1mS3YUbb/AzeoTTWMu7Ep9yTHbH/QEggEFU2odpwjdn3CtUzeqM9RekoCNjxzPSbc0jzsQkXpZ8e+QgMbz7pMOiLhKIJY7WAegZ1DJDuZ1ZLDPQuSmtXyLhfhw1X7HSvLf2887gU86vziklDNkd1xjgBgzKwtoReYpHS1mjsGQQ/jg6hVtbgYD9Y93Uf1vE8UHXMwdhI7Sja7+sysZkZb0FEJAqklUF05xxMfzgmM+hx5hGDdwv0+2eWQ7c+jTMQ5ItxFqfqYZVbTv5ZnZ3gzWB1Lwv1+/H4quL+cU/uDGY2nA/A5grLqa2ow1xnsTisC4blJ+2OFYIRsKdr3lpGqvpmqz8JqNbdvH6KHWeHItOZIy+cI5gU+mVkN4duaw+jYI33Pw913+jXLtEWg9r8rJRa3knEKEo6iGEFFc8SjfTly9pL9FYINPkc21YMXvThTdhB4HoaEIw7NEWNANScbGdln26pDtnsGwEBVODVHeliJcxTtPkd+4choVqY1R1rnVCrBUzfltWq+f6wwGlYw6nPEq+20m5+f6o06lZNsyctv4fCbFN2iUfZjSDg6dOiQocyPHj1qKD3BRm388Ahsx0Se8abIwkaHWljt32av/3MX94aUUPNn0ILLIdsus5rBS5x0yH5hUPPA75oVE5EUb371ot4SZ/992DZhVfE56t6gku6GwBH9MJgsum7lJFRLK9Wkmd0rzQllgRmzj1r6uFj2CbtdF1gmci2UjuPhQm8VohECmqOyYFbr2LEjHnzwQaxfv141TW5uLj744AO0aNECc+fOtVxBQt3EUqo5Yjke6neyFB3nUj8LRnfnSufH6izU7PVuiLish5E745lRN0xPDi3DnFXNUOWsPGGtpfxJ8TFISQhul/OXa+pZGvjjYz2aH1/WxrNW7k0E2+fokV4N8OKtLTSvjaxsZK7wn/7eC9XKJwIw71RrfrsV9XNq7gZGSxIEyPqjFLs/5FY0R62qp6FZmDbI9Rdrx3Drf4bBpfw2ZGojhpby//rrr3j55ZcxYMAAxMXFoUOHDqhWrRoSEhJw9uxZ/PLLL9i5cyc6dOiA119/HTfccINT9S4bcL5fcR4BrO0PPSozJJ7x5vO/dOEq2xtrbObuLtk/clQvn4ij5y7Ljhn5EPAEdnvr7nZ4c9EeeATgi01HAJhdrWbsOmXgSSNoCb8ej6CYEVvrTzF+528VyZkV50jTl0WnMj6RLdTq+cDc0CIzan2O/NeaNqvZ4HPUtGoqfj2eJ6uTXc2ZqiYc2a05suBzFBvjwbePXYO6476ztU5+vLGegI+qneZf/3gYiJYezT5HFStWxL/+9S8cO3YM06ZNQ6NGjfDHH39g7969AIBhw4Zh06ZN+Pnnn0kwshFVzZHKEKDXgUf2qIeWNdK4yjbaX60v5TepObJUqv0oP/KAsQGbxyG7evlEvHFHazSVzBrVVur8tWc99G+ewa4rjK0gUwp9huDQ5MiSWulOOh9JVpwjrfR62km1IJCCxgq9z//SGe8Ma+eaCNlG9+nyj0FmtwOx476/ffSa0DoxsjVTVGoiW39wT7faxjPTwIrmCHDWtJYgCcyrV0rtSuW48/VPAP0mRTf5IwImHbITEhIwePBgTJo0CfPmzcPChQvx6aef4v/+7//QooW2+liNadOmoVWrVkhNTUVqaiq6du2K77//PnBeFEVMmDAB1apVQ2JiInr16oWdO3fq5jtnzhw0a9YMXq8XzZo1w7x580zVL5KoDVhqfUnVfn4lnx4N+QK0leZlcLC02L/NXu42sxpLG2GkLc1uJqmmpchISUD5RLYTqdGZttGBXIpHRXgDGLNxlQUHRsrSPn/lf5tmrD6RHRdHy5QYG+OBILCDuUpxMnK8tJWN7vDur3axyUB+ZvfakxYTusm2cVOhWmo1zVG9ysm2mrJKTCzlDxcJccGHpDeEGRFw/O97mfA5cpIaNWrglVdewcaNG7Fx40b07t0bgwYNCghAr732Gt588038+9//xoYNG5CZmYm+ffvi/PnzqnmuWbMGQ4cOxfDhw7F161YMHz4cd9xxB9atWxeu29KEtyuoqXDVBnW1j/CacX3w5UNdcU3DypwlG38Jrc5gzL70osukI9lqEv//Bu7NbPA5QWAPUFplG21yK8KRVlmlZmJ5u1kRXPQccw23k15VRJEp1PKY6vTyzki1zxFWrQ6A8aXrSrOa0Q+cWfNUgoajvlqOxscmAamJbOFIEIByFhYLKPEPX+1rV0CPRvqT1yRvqEZrydgettVHikxzdKUN1YZbI00c2DGgLJjVnOTmm2/GjTfeiEaNGqFRo0Z46aWXkJycjLVr10IURUyePBnPPPMMBg8ejBYtWuDjjz/GpUuX8Pnnn6vmOXnyZPTt2xfjxo1DkyZNMG7cOPTp0weTJ08O343ZgNqHUq0rqfWxysledKhT0VDZxtXkhpKH4LblnHr0bpLOPM66C2NmNWtCgZHj0NDmsLASD0rT50ihKbLqO6J3LStCtpbGoWt97UmFCA3NkdozUdRFixn3ddRNYwZpyUaFcn+9/aYRo++vWVPK6OsaoElmCp69qWnIuVJNnMEMVeqhFhVdSwNqhRtaZKKHzuS1ebVUNK8WqrVqkJ6CxhkpttcpwYDfqTXNkbF6OY1rhCMpJSUlmDVrFi5evIiuXbti//79yMnJQb9+/QJpvF4vevbsidWrV6vms2bNGtk1ANC/f3/Na9yI2oCl1hGNdNB3hrXTPG908LJsVjOtObJWrlkGtMhkHpdpQPzmGyNmNZP2BgECU3hRlpyo8CMw0u4FBvYaU6L10YpROmQb9IUKLUs7fpPgCaYLHGMk//mp3phyZxvc3Uk7XIRPFJnvqpYGK7jvnmbWEAH0aswWxK0ibWOjO7z7L/V3ObU+/vd+jQAArWuWlx03KxxVTIrHwsd74C/X1mPWyWi2asnVVqs5NYfzCILuWPbsTc3COonMTFMPfKrESPdR7jVJmiMNtm/fjuTkZHi9Xjz00EOYN28emjVrhpyc0kB9GRlyh9KMjIzAORY5OTmGrykoKEBeXp7sn1PwdnC1AUtPQ8Cjsr6xZVXN80bfQcsO2SavEyUu2VmDW2qktBc1MwJLG2HIrKYSX0UPQeATFJV+BEohorJGPBMjG7GGoCGwKIWZUhOhpaI0YUfIDqV6+UQMalNd933y+di+YmohN6R11HtvnBT+pUUb1Rz576vY53eqZacb3bshtozvi7s61pQdd2T7EJvWqglC6UotFk45D8d4BNlYxiLcyvVrGhhxwzCuOdITrCOFaeHo0KFDTD8PURQNB4v007hxY2RnZ2Pt2rV4+OGHcc899+CXX34JnFcKE6Io6goYRq/JyspCWlpa4F/NmjVV04YL9ThH7PT+Tqb2YivRcvY0Ks3rpb6nq84qDxtekLt0Zvh2oqbgUZqHAIOaIwMfKZ7vpqCYkUo/SqUaGnn66uUTVKMAWzOrAR3rVmCfU9wyn+iijqBjl2Mt5beCquZIowz/Yb1xTO+DaQWZQ7ZJn6MrspHmeFEhKT6kHZzYeFaEqBL/zXg5qi4NjAmFHXg4JjdapdotX9zVqaahPI1otJRdpcxsH1K3bl2cOnUq5PiZM2dQt25dU3nGx8ejQYMG6NChA7KystC6dWtMmTIFmZmlpgulxufkyZMhmiEpmZmZhq8ZN24ccnNzA/8OHz5s6l7sZFhn9sdebWDxH9aLyutHa+C12yG7kkIjca3Cvm7eIdvcdVZRfwZS4cM4GakJplbD8Pobscx+yvNL/6+X4fL1ECBg8tC2aKMwrwD+uETSOlgb7PUuZQaBtDg+s7S8WgJAcCWjdr7h0hwZN6spNUc6k1XFUzG/3YpevfTL1ksPqK8adUrLIQiCrhgcXvMTuyy1b8bQDjW4c1beR5lZraamgblw4QISEvhtlHplFBQUoG7dusjMzMTixYsD5woLC7F8+XJ069ZN9fquXbvKrgGARYsWaV7j9XoD4QT8/yLN3Z1q4QaGb4taVzKqOdLC7rglypnYx/d1kv1tdjYWqbVqqisJGYeNqpy/G3MtFv+th+ZO8IA54UtaP7Xry3nNrcZpqiHUeQSgSooXT/RvzDincMi2ODdX5qfE/zh4HbL18Iki4hjvnKZwFEijnbeTwpE8zlGw/o0zUjC2byOua4OmEe2ylE1h3qymoTkSrTnyB8qAca29VWI8+j5HYRWNDBZ2V+damPtIN7StVV43rVIYcplsZCxCNgCMHTsWQGnnHD9+PMqVCwZ9Kikpwbp169CmTRvDFXn66adxww03oGbNmjh//jxmzZqFZcuWYeHChRAEAY8//jhefvllNGzYEA0bNsTLL7+McuXK4e677w7kMWLECFSvXh1ZWVkAgDFjxqBHjx549dVXMWjQIMyfPx9LlizBqlWrDNfPCXj7gscjoH3tCiGbpOo5ZCfYEBvFSIcd2qGm7uCo1GZ5PALiYz0oLPavdjFaQ34e69MQU3/ca2ueqj5HCJU+jNybP9+GHKtPpGOpqm+LSv7+eik/NoKgrkWYNVI7urrWef9skTX+KyNkA9Zm6Hqap+BqNXs6nSiyHelZ7Ss9J61LJJDWTSqsPD+oOS4WFmtfq/hbV3OkOG9WC6J7FaMe5sxqHO+3jXgEfROq1a7iEUp3PrDkOyghIc6D/KKg5rBdrQpIitcXLZSCcdSb1bZs2YItW7ZAFEVs37498PeWLVuwa9cutG7dGjNmzDBckRMnTmD48OFo3Lgx+vTpg3Xr1mHhwoXo27cvAOCJJ57A448/jkceeQQdOnTA0aNHsWjRIqSkBD8ehw4dwvHjxwN/d+vWDbNmzcL06dPRqlUrzJgxA7Nnz0bnzp0N1y/SMPcKUjOhXPn/+UGlATkf7d3AdLneGD4B66896+HVIa10O7juBpzcNQsyfmAzrpn1A9eYM/dqoR5rSvLbhEO2E46q8nSC7LfyMgHqH/Qu9Sqp5tuyehrSVGLDSGE9r1KBTS5Uat3PYzr9mt+sJrlGcZFWv1LOjn2qcY7U6xLsG+74MLSSRM7n0mIYnP1rCelG0LpMZJRjFrWgmKxNvzvXNRYmhZ2vfptbvbvdL96AelWSuNLylDR7ZNeQ9DyP1e3CkWHN0U8//QQAuO+++zBlyhTbzE4ffvih5nlBEDBhwgRMmDBBNc2yZctCjg0ZMgRDhgyxWLvIw+o2erPRno2qYMfE/khmBAzjhddvKf6K+llvJhiv4/BpdKz039/Y/2WrpklP8eLRPg25PtpGUV+tJtfMAMa0A+YdVdVOyLUyegOR2Y+13vjmvy/W7Dgk0jG0B2e9LVa0VomV1kX+f+k1mlmG1E+KqFInlsO7sjw9IcFKkNMBzTOxcKf6Cl1BADY8cz1yLxdh4Y7g5NLDIRwpn7e+5kj7el40+6coygryx4fSKkrtnKrPkUfAi7e2xPVvLg8cm3JnW1wsLEafN5Yzr+GB570/faHAdP5Aqem0uIS/P+mNBfJQGKFppXuzSVGOQWVmtdo777yD2NjgR/fgwYOYPHkyFi1aZEvFCDmsQUQQQme2ShW+FcEIKBWOfvp7L910/hL1Bnmjanc/N7ZkxxMK3J/Guz6sc20M72LvXkh+jMx2jLz6RlYN8aQMNX9IzuloaAzB+XFkRfiN8Sg0boJ2nCN9AU/ztMQZWjK4X2mppCvRjzsZ0AaIYnCSIEUrZJW/aL1JiBWXI71Izh5BQJUULxqkJ8vawsPhHKzsWUZn/045F0ufvZGl6Mo81PqfRwAapCdj/TN9ZOlTLI63PO1Xo4L6/mW8k5qiklBhhZ0f+7j0uyNNE1wBGjzIetdL05ZR4WjQoEH45JNPAADnzp1Dp06d8MYbb2DQoEGYNm2abRUkSmENIqzOZKaDac0OYzwC39YFV8rVG+z0V7OE0rVeJbx0a/hiFxlBz7Qp/a03cEk/Ykaeo8zniPM6j0IgsC02jG65pf+3rVke93arE1InZbtp3Y7eyireKMasNBuevR5rx/VBtfKJ+hlcodQhOzQzrfb1H9fbS8/R1WqS39J+ESMIqhor/ybGoZoj7bIuFsr9XJz4IJaa1UK1GVpFmdlaBGBMBi3eTumEl93my/7eC5/c3wnNGNGxjVLk4xSODN4QazNntVAxSkHQ7H6STmFaONq8eTOuvfZaAMCXX36JzMxMHDx4EJ988gmmTp1qWwXLMlZU+IDaiijT1VGFZwDj1RwxZ0ayWUjoeZ8o6i911qmfnycGhK6SsoLaTE+pAVEeY1ElJSiEmvY5Ujuu/IhJ8mdtb2G2G/Ga1QRBwIRbmoecU5ojtdrMquZIWSfpNeXiYw1FBgZKBRiWj4rm9iHcmiMH4xwxZv5AqcaLVergdtXxr9tbh1xb+rd2o5/PL5L97cTybYVVjQujtQiaZO3Vfmj5HNWpnKS77xpv6UXFfP3J7ORCeixJZdWr8vVNtHGvOjswLRxdunQp4Ay9aNEiDB48GB6PB126dMHBgwdtqyBRCtMhmxXozMRnzY5hN+A7odOj9F42lrrXJ7KDuknh9cnQWmZuBp7B3Z9Cb+CsKAm6aDTeTKAsjcukTRRiVjOQj3b55j8OMR7W3mrq+XFpjjjKlQomVj5tIkSmWU0QBFRX0UD5m0sv6OffrtdeUm8FtThPah/qIe1qBLbVCI1bpN2CeZflq98cM6sxfhvWgmj6q4VOeOwIIVAaIdt5ijk1R4D+PVVNC+3bMs2Ryso1ZV/RCkYcCUwbSBs0aICvvvoKt912G3744Qf87W9/A1AaZNENsYHKGrw7iDthtjXkSKwz2OnN9vMZy0stBGQOwe7m4Rnc/c2nl1K6waPpJc4qz0rrI2bko/F/OnFv9HLSEgKUanWlI/MtrauhbuUkTLkSjoEVU8hIXfxI44FZeX98PravmCCU7ilWv0oSfj91UVHH0vRq7fLSbS3Qo2EV1Kyo7mdilQQVc27pu8p4+RTaJSl63TZPqTlyYAMrEXJNsxNjYvCdDmZeWq61G+KJkM1TLz0KGQ7SzPw40lRMisdXo7rL92uUVCQxjt0mym+BHaFn7MT0k/znP/+Jv//976hTpw46d+6Mrl1Ll/MtWrQIbdu2ta2CZRkj76yaIKRUtzthw+f5TvsHCasO2f54GVJ8HFMy3vHE7vYx5JCtk1SqVrY7QFqIWU3HfKUUmFrVSMOuFwbg0T4NNcsxGgRUeU75UZPmN/WutuhcL+ggzdLSSNFyqJXiNbDruBRlnxNFUTNCNmtbm6DmiF1PjyA4KhgBQJXkoMYyxCGbKRupC9Z6psiqqfLz4YyKbGdRnqB0FEAUrbs1lDrBO687MiKA8bRbm5rl0TgzGFZHpjni9DkqM2a1IUOG4NChQ9i4cSMWLlwYON6nTx9MmjTJlspd7fy5S3Aw5Y24HDGfo4BZTU84Yl0c/MnUHPk4fI44X3a7x2K9LVyA4AdErx2lm8Eq29GOakuLD31OIdKRjBKfyDez06mo1iq8eIVwxMpO+jHWjZnF+bDlkeT5W1rZ53wiu/9r5eg/Z0c0e7NIt/SR+RwJ7EmHrFkVwmy72hU0y3rg2rqKvOwfsEp9jqTCP//4pXdMeU5mVoM5twYp4Vqx9f6IDkhN0DccmX0+0svUxg1l3m4zq1l6IzMzM9G2bVt4JLrVTp06oUmTJpYrdrWx9bl+2DGxf+DvGhUS8cKVII4Au5OyTW32v1xcTnlX/td7ufU1R+bMam7THLEiZOsh1WAYiQHC42+lvFrucxS6qsv/Z82Kpf4EA5qzQynolaNEa0VKXIwnZJWRUtMkraeen47AUR/AvFktRHMEUcUhuzRTphYmoDlS2aaCvzqmqSwTjoIlqgWBlNZJmj4jJQGpCdqxxMrFx8qCZzphSgmHz04geKe0XBucjjwea2a11ow9C1l0rV8JW5/rp5vO/HApNaupCEeKv91mVjPkczR27Fi88MILSEpKCmwjosabb75pqWJXA1JBRhmgsFr5REX8Fcb1zDxNVMRgFFx2mtL/9TVHjPOS8lnCUeku2/Zgv+aIv0w9PyKp4OD0vkPKvqWW/bxHumPtvtPo14xPONITPtUiDgNXfIgUMmWFJPl7Ic1fTzjiFYS9ccYcsu/tVgczVh/AE/0bY9h/1gWOV072IiGevX0IwF5x5n8OevfiJJUkZjW55kjfxCNtL+mCAi2kpke9GExmUFutZufE0d+NpXmyzGrdG1RCijcOd3SsgftnbNTPV7DmkD3uhiY4fOYSVu79Qzetk1HZpe2QoPKMlcW7TXNkSDjasmULioqKAr/VcEsofLejtsSRBa9DdqQCafmfue5Sbp1vAGu/H59Pv0/xrlaze08kI+2tl1IaXTlG6ZwsCJBKkUrNj27ZiiRSIVbLpFA52YuBrarp5q+VlxQ9h2yZxUYI/eBK89czq5VwzuSN+hxNuKU5/q9fI6QkxOGRXvXx1ZajqF0pCS/d1gLe2Bh8/mBnTP1xL9buOyOrs5YWJlLCUVyMIAtcKPM58ghoxljdKfdLCh5XCrJqSN8ZR4Qj6K9uVaKVXhBCn53/HpLiY3BNg8rILypBjQqJIXGcKiZ58dZdbbnr4WEVZoCUhDiM7duISzjiQS1Cl954KzOrqbxfynwjaVpmYUg48m8dovxNmONv1zfCzmN5uKNDzZBzyo6jNhMKfWntq58WdSsnoWejKpix+oC8fBOaoy71K2HFnlPITE1gnvepvIgje9QL/OY3q3Em5IQrzlGgbO3CpQ7GIZqjkPytDf4eRf1C9sgyKUTqC0fqCZQO1gIEVCinEI448wKA3MtFxpfyc7arfyn7EwOa4IkBcjeCbvUrI/vwuYBwpPXc/eXFM4JHOs3W5/qVCqQK53w/MYKAelWS8dWo7pjx8358lX0sJI30WuWzUiNGpjmyFlFaDeZ4qXlB8GeH2hWw8eBZ3HnFgT7WI6BIsd2GP7kgCPjvA50Cv5XDgdGnGq6l/E4jHT8SGdpUQO4ukRDncSysg1lM98xhw4ahV69e6NWrFxo21F7BQrCplOzFvEe6M88pX25eDUW4NEdfPdIdJ87nhwhHPKvV6lVJwr5TFwObH066ozU+WXMQQ9rXQFyMB5sOnsXdnWth4te/APDHOQrl6RubctVVbTC3A1WHbFn5Qkg9WEg/9koNW2h/CP42s++Wcj8kHmHcaL4stPZDi1V8qAGgUojmKHheb7Ua70oor01xjqSwAkuy8J+K59zg2U5Yew1K6+3vg21qlpetmJP1bclvXrNajMNmNSM0r5aKncfy8I/+weCwnz/YBcdzL6N2pdLxKdbjQVGJ+g72rO1ngueM1UepOLqjQw38b+MRPNyrvoE87BvjzGYlvU7NXLb9aK5umkhiWjhKTk7GG2+8gb/+9a/IzMxEz5490bNnT/Tq1Yscsm3A7EsWNquawDbN8GiOPr6vE2asPoD7utcBUCok/k0SP2fx2J4AIBGOOO6LUz6we3LCF+bgyv8GTE7KD7tS6DA8ACoGXb2l/E6h75AdRBBCVz8ZMauVRqbWvzGpWc2udlD67gDaXZS17Yid9eFFWpzahqJqk43ynJojab6OLN9Wsaay2vKfA5uhZY00mQYrPtYTEIwAdrBRtUUiyjIMa44Ufl4v39YSf+5SG82rpXHnYWeXUctL772SmdVUBB/ppM5tztiAhdVq7733Hnbt2oVjx47hzTffRFpaGqZMmYLmzZujatWqdtaRgHpnDN141vqrERcjICk+Bi/e2kI1jSDIBw3/LF5Xc+QBalYsh/EDm2luoCjFpxiJrm1YGW/f3U52jDc2iN0fmxI1rQ3jY6JnqpL5HOks5Wdppowg1UwJYAzqpmeM2hdq+dbEx3hk5wUAvRqn47U/tcJXo7oHjvHkxVOXQLkSIcuugKPyWEClaCn4pPfy6QOd7amEv1yT10nfZbVJgLSJeX1GpH07yQGzmggjk0lB17Sn9P8rLYPdqlbHF+XkMjbGg1Y1ypuOp2a1PgLnBEOJ1AypJvhIhWQjG22HC8s9MyUlBRUqVECFChVQvnx5xMbGIjOTb2ULwQ/vu2FGM6J80dvVqoDPH+yi+UIKkA9y/n3BTK1W00G5fcj4gc3QKCNFloY/zpG9LyEraKV62drnY2WaOG3NkfRv3qX8D/aoh9kbD2NI+xo4kZevWTGzPkd6/U9ry4+4GI/C/6f0/zs6Bn3ypPetH+eI7+Mg/ajzRg7Wg6Vd0RLgpe3StGqKajqnkdZQvv8e25gmfZy8H3CnNUeiynZDvNokJaw+qzonshznyPomwwLkz011AmcBvTFHug2U6lJ+DXOkGzCtOXryySfRpUsXVK5cGc8++ywKCwsxbtw4nDhxQnMlG8EHr8+RWd8kPfQ39RRky7Izr0S+tbp9CAulWc2Kacxun6wCxuo6QOmXIXCVrdk2Ic+Zp3ZyGqQnY9cLA/D6kFaK7UPsG5ykucwe2SXkvF6EbL2AjDKzmo7miPebIC2TtbefGVhmKFZ9/IdCt+0opV2tCggnavvvqa1ulPYbXh8v6WNzyueIW3PEkSbZG6pD4FAYA9DXRN7YUq5I8AiCrdslWY1AzoqBxoN0kqGuOTJbq/BgWnP0+uuvo0qVKnjuuecwaNAgNG3K5xxL8MFru1ZbYmoFnndTgNw04982QN8h23h9SkJGC/6ZnBIjxXepVxFv3tEG3V5ZqppGGiNGVg5Dta1XtuaqJgNp2fUpTe8fqEI+djYNVFKhoHO9SqicHI8/LhQGjmkKR7ECU3Mky19SUZ7l7zy3JTVnFtilOZL85nlWUrOCIAhY/0wfnMwrQMMMe7RIMx/sgjcW7cbx3HwcPXeZ6xp1gQjM47wTn0g5ZJvVGrMc19W0gMpnLU3VsnqazAm5ZfU0vDOsPf679iDGf7UjcL3V7UPsNKsB+pMQFtJJhlq/iFTYGV5Ma462bNmCZ555BuvXr0ePHj2QmZmJoUOHYtq0afj111/trONVSahDdhg7Ese7KQjylyY9JSFwXPs64/fBYzbiHVCMvJApCXG6joIN0lPw2pBWtpStqTgKccjmKjKYXqMsViwTs90t9B7kB/S2D1H6HGmht5TfDPUqJ+kn4kBmnuKopvQDIooi0lMS0KI6vxOuHl3rV8KXD3eT7X/FQvoeyVauqTpnszVeWkjzciRCtsg/zvAkS2M4mqub1eRI/SU//Yvcl8zfXt3rVwo5ZhdWBZC4GAG3tq2ODrUrYIzOvopSpJojtVuSx2ozW0PnMK05at26NVq3bo3HHnsMALB161ZMnjwZjz32GHw+H0o0lj4SxlHrPMp3VC/IIjMPExMVjyCgfLl4ZA1uicS4mIDvgN67bUbNa6dZzUjxvB/fOzrUxBNfbtMvU69tNG4sJH6KDery4G87hW/tfLRmoaE+R6F5Sf0n4mI9mHpXW3yx8TAz6J0oirI8Yj0CilVsFlvG98XlohJU4FyObgS/6Kkl5FdJ9uK6xlXgEQSmpsK+umjjk5nVpMKRSn7S95LzxTQSjsEMpXucscpl1kY3v/IGnkeoWS3YoMrn6n/f61VJxoSbm+HX4+fRrGoqvt56jLs8vTpYEbbqVUnCg9fWQ0JcDL58uJvsnN43o0AmHLHr4PZg0ZYcsrds2YJly5Zh2bJlWLlyJfLy8tCmTRtcd911dtXvqsWsL5E9ZjV+aSl0p3E97Yjx+ikdClkvlRMbz8Z6PHZZmwCE+nAozYU8wQJZefGgzFoqpLI/JObuXG/Vm1JzlBQfE4gqPLhddV0H9xJf8Hx8jAe3tK6GGEHgiggcoyEcVUiKRwXdHMwhXPn+a/VRQRAw/b5ODtXAHNIPq9JHLXg8+FvL2V6KVJsS50BUZLXtQ1hwaY4YwpGaI7nyvQl1CQgibd97u9cN/LbTfdqsbHRP19qYOEh9tbIeUrOa2oRdOllwo5hkWjiqUKECLly4gNatW6NXr1548MEH0aNHD6SmhoabJ6yjOnMLSReebqZWjN7LaKZ6oijqCj9ObDwbx9glnheZX8aVv/T2ytNqO7s1R7Kl/IJ9g5P+ajX5SLn8ieuw58R5dK1XCYIgwCcWBc5JBSE/0iXCeh9jpQYhLsZjm0+REfx1YPVRMwE8HUWUmtWCh1XjHJlwyJYKDE6YRtVgTgI4rvOvxAWAibc0x+kLBahfJZmrTC3nal5h0iiy1Womy7A6vhRKhCO1vOx0PHcCw8LR/fffjylTpuC///0vCUMOwutjou+qrE/I7uI8PkcqJem9VGbUvH5/pmDZ5jFqVjO/jUbox0Q+4xagbHntgcxezZHSn4R3AYBuOUpfOcV5pRmlcrJXtiu8bFl9SWhHlH5Y/X2JV9OZGB+DCwXFXGntJBAE0oaPQZUUL06dL7CekQrSKsr8iVQEIjNmNZlp1IwfgA5GNqrmEQLu7V4H320/jn7NMnBPtzqGa6OG2lhoVWCWmdUiZLoqKmb7rklR2xbKLRjumR9//DEuX76MgQMHkmAURux0MNSDa7UapyZLiRHNzcwHu6B7g0r4991t4Y31oEejKuhYpwJqVQwNHsn7nhnVHNmhUvFnobelhFIIlGJVcxS6t5pCOLK47QHvdXrB3qTCUxFDyyM1i+lvRiyvD2tJdjjQqqbRz8MXf+1quHw7tFNSwUfu/xf8w4xZzYn9tFQdshnHeEpPTYjDwsd7YGy/xvqJFfCa1aRY1aiYEVi18jCDVHOkJqCVOc2R69TAZRRec1nzaqlc6YzAs8+NWilKx2nlC2DE/7Jr/UroKlnJ8fF9Ha+UwSpdvV8KKr/1sHundLWPip9+zTLwwDV10bpmec1rAesym2x7C8Ztms1feV91KiXhpETToSccSQdzVswhlqlNDVFhWIuUcBTcPsT62FnHptV0aqjH79HvEWY0R07BlI0cLzUULQFATWiws3nMyp56GnO9KhZxrFZzuyxhavR3u5d5WYD3Y9i0aioGt60e+NuqcNQgPVlz25BAfVTKUVv+q3cdD6UByfgGFLV7MFJ+6Y7l3Mnl5TDKlPlqMPL1eASMH9gMt7SuFnpOccErf2pprD5Ks5rC2dapxWqT7myD+lWCH3QjZhSWcFSrYqhwwDvGJnkjs39TpIdLNX8hFmqmDvXl2FLTG6dwFAaVAb9ZzdFqaJqOnNqFXhkh21QeNmqO1H2OyqBw1KhRI1SsWFHzH2EvWp1cql2x2qmXjO3JNTvl0hwxXn6nHMaVK0r+3KU2M52R8Ui5EapZhMD/5gctaepfnx+A3k0yLNVJGbdGWRvTq9UUf1cvn4hvH7sWAJDijTX0QWD5HDVIT8ZH93bAN49eEzimNsS6xqwWWMofes4pp1wptpjV1Byypf4tnF+TsHwUmRMzRjIH9EljJZtoK++1WlrQdK727O0MAmlaOLJUA7lwpNbFy5xZDQAmTpyItDT7ApQRoYSa1TTSKj504UDV50imOQo975SD4FM3NsGRs5cxrIsytIAcI+0TG6OuqVKy+G89MHfLUUxb9vuVcqRllv5vJejZ3/o2wj++3IYh7WvYsh9VyKaiFs12j1/fEDNWH8A/+of6ZSTExWDnxP6GnfHVtvIwKxgmRcysVvq/9Ftwb7c6yLtcxPSfiyRqcosyaGjwd5AYTq0gr+ZoQPNMpCbG4n8bj3Cl92NEGHRiOHqsT0O8uXgPAEBpBf7+8R5oPXERAHWfI6uBMaW5Kh9JZZWI/iF5WGwX2TY0qr5V/P6DkcDUaHHnnXciPT3d7roQEkI6i0bfkfmPhKmPqZvVgr9ZgpBT70B6SgL+95C+s6pRzREvDTNScHenWkHhSLaiR5D9X1oPYw1xe4ea6Fq/EqqlJRq6TlmHQPmSW4thOGQb5fHrG+Gx3g1VB0IzggnLIdsIyqX8kRKOAm0v+RhMuKV5ROqiJ/aqiRVqmiPp8+bWHHE+1k51K6JelSTjwhHUlu2H/wOs1BxJNdxqwtFfe9TDqr1/YFCbUPO6UZTjzMwHQ/c79NMgPRm/nbwAwF5hRd3nyLYiHMGwWc2NEl5ZJFRzpN7uVtWoPDOtdrXKc+WlZzpyys7Oi5EBsnQpv4G8dRLLZ9nG26FGhXK2tZ/adhDBYybytPnZ8m4Cy6spGNiqqpXqmMbtG2zyoBrlmCONEl6HbEEw972xOwikFbRuVW0MKF8uHl8/eg3+cm09U2VqLeVX26uvSooXXetJ3DN0yjAi2Fw1S/nd7mFeVtHqrHKBxJny3xnWXuZYq4Z8FVRoZSIVd8OPkeKHdqxl6+ApM7XZly1f2Yq/lVtDKO+zXHxktCxSOksGazMoP5Ld6ldGSkL478v/gY/UyCkVMO7vXgcA0LNRFWZatfG9VqWg+U9uMg7+oQzwqQbvR9HKO8Ka1oTL50iKliDo3Fgoebd5t3SBon1srFq0CkeGRwqfgaW0hHm0VhdppXVKs5eZloAXBrXA3f9Zp51Qx8QXiVm0PLAd3zUjutZGWmIcLhfy7xEo6Eg/RlYNOY3cFCv/RJSLj8HTNzYNe538rHu6D/aduihbaGAXrWqk4effTtueLw+R+hZIBZ5uDSpj3dN9ZIE3eWgp2QS3oEi6EimYhnchoo/T54i1UICXSL9ffrQEAL2wFmZRhlPhvUYuG9lpVlMTjqTluQ/7w5MSjmCkk0cSfXNNZCvIq/o3U0tjE6/wtoPmUn6P/Ll8/eg1yExTD0jpNBmpCYYEI/XvjxgyyEdysmpHnCM7yEhN0IjOzL4mIS4G4wc2w5/a1ZAJSjJTsc1mNcDceKYWIZt5zOHXUDPOURhmioPb1eBKJ0BwbPKmlpfbrVAkHLkWZY/S0hxp+/mEEz0BIRwDghaGl9A7VN1wN4NWhGxBEefIjbM4LdSEDiO+J+Gge4PKka6CLloC3APX1MUbd7QOiZHlh1cTwulKBsCcBsPIN9dx4UgrQrZDhUtzvakln59dSAR+i3VoVrU0OPF1jaswx9y4GMH1S/ldIxxlZWWhY8eOSElJQXp6Om699Vbs3r1blsYfBFD57/XXX1fNd8aMGcxr8vPznb4lS4TM9DV6q9wp0nhZtu4CrbLNQOB8hD9WTg6GRvKOtBCrtuM6EHntnp0o7ySSk9Vu9Svji4e6Yv0zfSJXCR2Mto+ZxSC8ZjVRFE1qjtjvIqtUp32OtMxqvKEPjKLUANWsqL/CNWSCpNMselrQGfd1xLM3NcWkoW2Y5tbEuBjX+xy5Rjhavnw5Ro0ahbVr12Lx4sUoLi5Gv379cPHixUCa48ePy/599NFHEAQBf/rTnzTzTk1NDbk2ISFyZgMz8K5WM7u6wy4Ejb+AyKxWk2mzOIv3N4mR5lTbkJNF2DVHypmhwi8hmsUhtf7rxqG3Y52KmnvoRZoeVxy1pRsAayEVsnm1wrwfRbUl+brXifxCT2TNas6UqbwlXjdhefwqaw2TnpqAv1xbD+XLxTM1ZEneWPl768IBKPJLUq6wcOFC2d/Tp09Heno6Nm3ahB49egAAMjMzZWnmz5+P6667DvXqaS95FAQh5Fq3E2JUUxz4a496krTSTu0cPEOaNI4HW3MUabMfu/wXbm2B8V/tCPztf3Gl6e/qVBMz1x+2VE7gvKIdbmZsGeIkIRvPRrFZTYuypAULB02rpmLJ2B6owinAeWODAQt5hSNenyOfWekI7Ot4/ZDsRMuvxjnNkfQ3/x1eLCgO/NbTDDXJ5N90nlUHOwLZOo1rhCMlubm5AKC6FcmJEyfw7bff4uOPP9bN68KFC6hduzZKSkrQpk0bvPDCC2jbtq2t9bWbULNa8MBPf++FupItPqzGOeKFZ/BrmJGCv13fCOmpXky6EiVWSqTNaup7RFnP25CWSZJ28/i+qFAuTj2xDSirJp3Nlf50xhkzHKhqjhgn3OIU7WYapLNj4bCQaph4haNOdSpi36mLutopny/UoZ6H0b0bYPVvf4QcZ5rVHNccaaxWC8NgyFuCIAAnzwddTaQrEln0b56BVwa3RAuJc74arNssR8KROURRxNixY3HNNdegRQv2BqIff/wxUlJSMHjwYM28mjRpghkzZqBly5bIy8vDlClT0L17d2zduhUNGzYMSV9QUICCguAu4nl5edZuxiRag4KWq7ZDkxEApSaB7g0qoV7lZM10Y64vbdfJS1jCkTsdslWD3Bkyq5mrR8UkvpD+VtDyYQvVHEWZdGSAJwc0wW3vrMbIHuYC7BFypFtd8DoYP3NTU9SsWA436jgL+0z4HNWvkoTq5RNdozHU2iolHBvPCgLfqjBBAIoldc0v1g5hIggC7uykvVWTH9bY6oY4anq4soajR4/Gtm3bsGrVKtU0H330EYYNG6brO9SlSxd06RIMmd69e3e0a9cOb731FqZOnRqSPisrCxMnTjRfeYdQC9+v/NtpzdFnf1EPP6+E9ZGNtHCkVrzaOKXnQ2WWiGvQNB2yw10ba6huPIvQe2lbqwJ2vTDA8v5VunVyubOpXUi1P7wf+5SEOIy6roFuOp9o/I3jDUQZxNnOrhkh26nVaopsh3Wpjdd/2I3uDdTDYwgQcEkS0+1yoX3xDFlj/ti+jXDn+2ttK8MJXCccPfroo1iwYAFWrFiBGjXYMRpWrlyJ3bt3Y/bs2Ybz93g86NixI/bu3cs8P27cOIwdOzbwd15eHmrWrGm4HKuExqWRnNPQHbllxgS4dbWamoZIftxvfjHUngZWe4RfSJSXFxIhO8y1CQdaMXuuJpwU06RtabeZyMpqJiPmJCeJRBBIKQIEPNSzPjrVrYgW1dRNYB5B7nOUX8Qf/Fa3DorbbJSRjC4Wo9+HA9cIR6Io4tFHH8W8efOwbNky1K1bVzXthx9+iPbt26N169amysnOzkbLli2Z571eL7xeY9FjnSBEO6ThE+JWZ1pWXSId50hdc2S9XkZWq0X6Qcl2WRcEVwnVRtHS0kTxbUUFCXESzZEDjW1UPPJXgbcqTncPllWtcrIXf1woQJ+mzm/eLgilY27HOmzf3WA6ARckwtFlG4Uj6ZjfMD0Z0+/rFJKmenlzG2o7iWuEo1GjRuHzzz/H/PnzkZKSgpycHABAWloaEhODDZeXl4cvvvgCb7zxBjOfESNGoHr16sjKygIATJw4EV26dEHDhg2Rl5eHqVOnIjs7G2+//bbzN2WB0KB9knMhghM7XaSJpgjZfGY15+vhFKGayOCBGI+8t0WbQKFqVrtKTFt6OPk4zaxW46XEJ5oOM8L7fjndQ1iao+X/6IXTFwpl+9XZidn3V6o5MrJtkh7SZzH5zjZMQejVP7WyrTy7cI1wNG3aNABAr169ZMenT5+Oe++9N/D3rFmzIIoi7rrrLmY+hw4dgkdigzp37hxGjhyJnJwcpKWloW3btlixYgU6dQqVXt2MPLCXuokk0poZt6O+Ws0Gh2wDTs12PiaeD4iyOKVZTZY22qQjDconxuMwLke6Go7gEbTj6Phx1qwWHGudMKuZXV3Yv3km6lZOQvvaFQLHWO+JlsO0HbACXiZ5Y5Hkde7TK/tW8F4D4GKBxOfIRs2RcvEHi2qkOVKHd5Y3cuRIjBw5UvX8smXLZH9PmjQJkyZNslK1yGDAdCY9F88ZvC0cuPEbqya0KOsaiHNk4CaM3G6kHdNjZMKRIJvhuvCxmUIEMGloG/xtdjYe7a3vABxtxHgE+Eoiqx2Tao7Mrr66s2NNfJV9FPmK5eM+ETLJrnTlFV+eifExWPp/PXXf32KH2y8SW2QIqn9oXxQbI8CvMLLX58iAu4GLcM+XlJChNdPX8jmKcyrsqgnc+CLw+hw5PaaFWzujLE8eKM6gv5Tb0HhYDdKT8fWj16Bf8+gKAstDpAVsAIiLlWitTdbnlT+1wo4J/UOOKyfMPLlradhZOK05MrLJbiQRAEy/t2PgbzuFo2g1ZrjnS0poIvM5CllgHvzbVcKRC3UQjjpkG8gj0gOGcm+1aI5zpGp6iY7vkmnCEURQvw6SIJAWVl/FMsatUrNaECdcBop599YwSST83sy8y4IgoLNkBZm9ZrXI91MzuOdLSsgImelrzezJrKYJTxwoWyJkS37r+UqE3SFbo/xoHbz81KzgjGOr23GDf2G8RKixO26PKMrNaDyTD6M1cNznKCJmNeNaYH9X8vto3dqmum31kZpbo0SRBsBFPkeEHC2/ImWH90oGqHgTmqO4GAFFDtjeIz90h6JWJ66B14hztu7eavx52YF2hGzttG6na/1KmHBzMzTKSMGwD9cFBuAoGodNwdK2hJuE+GAd7O43SpMUn1nNWBmZac5uAhyJnefNhHbxj1fT7+uItb+fRs/GVWyrj3R8iUR7mIWEI5eiHctIftIrWTESZ0K1/ekDnfHYrC14YRB7qxazuHHVk6OaI0Mr2yLbNtLZnBBiVosuBEHAvd3rlv5GUCgq60v53aDxS09JwP3d6yI2RrB9SwhRlGtg7bzf2SO7IL/YhxoOax1Zq9XcTGpCnO3+eW7op2Yg4ShK0HLIlq4YMeNz1LleJax7+nrTdVPDja+E2nsadgfpsJbG0hxJzWoKgduND46TXo3TsXTXyUhXIyzEeICaFRNx+ExkQxX88+ZmjuTrU8Q54jEj8r7GrWqUd3Rn+K71KmHNvtO4o0P4d1eQwjuuOTn8SceaaJqvRF4vSzDRNKspzkljjbjJ58gtH9nWNcsHfqtuH6L428xLbMSROdLuIsql/NHskC3ljduDUfOjaBw2RazHg0/u74xbWlfDgDK4Gk+pdLHzA+70XOj9Ee3x0b0d8MSAJs4WpIMb3uQoVRyRcBQtyJ3sFGY1i5ojp4j0O/HT33vh/eHtcW1Dtv28ZsVg4LHQFzj006p7P5IEeg7ZdpogePwmQlY4KpzUtXzaookKSfGRrgIA531ZgNL9FutWTsLUu9qiUWaKarpomq1LUYaA5PI50khlNqCkGVIS4tC7SYa7JqsaVE52bsssNc3R9Ps6onr5RMx8kH8z83BCZjWXoqUOVZ6R+hyZcch2ikj71dStnIS6lZNUz0cyevLgdtWRkhCLZlVTLed1U8uq2HksTxYNOAQNs1o0C0NaRFIouLFFVTzUMw/tapV3rAzjO9BHF0p/nUiPJ9GIXpN9eE8HfLByH175E3uvUTuQmkOlAup1jdPx81O9HSvXKiQcuRRDq9Vi3bnLuFuHsjY1yyMnNx9Nq6Zg+9FcAPYICDx5TLmzDTYeOItBbapjcLsa1gtFqXP1UzcYU9/L4hx5BLlm0pZaXd2YeSZG4V3KH60yhU/kd6r/e79G+NeiPZg4qDlX+mhtE6Pomcj7NM1An6YZjtZB2k2jSYtJwlEUouzwUp+jaFoqGSnmPtwNPlHEcwt2Bo6Z8bN5++52sr95chjUpjoG2RhDhBctYVsZn6aszNDDaUaJBLwm9GgdEnyiqIhzpJ52dO+G+GvP+txtEs1+ddGGdDyJpq5YtvWy0YyBd1dqSnPTylG3fmM9HgGxMR7N+ul9UBqkJ+OmVlXtrVgYkUfIlp9z6WMjrvDybS1ROdmLf93uvp3M7cToWOYmf8tIQu+vPZDmyKWEbhESRDkjlkrmbtIcRdXszGBVWep+QcXx0I3IfY4EWZ9yq1BrFLc/A7Pc3bkW7upUs8xo+NQQRaVLtn2U5aZzc7evUC4u0lXghoQjl2L25XVT4Du3D0BafjZ6zcg6LRNg3fMYAITWVzNCdjQJtRq47BHYSlkXjIDQ7UPsyM9P2W89d/H+8PY4e6kQtSupL5BxGyQcuZSQl5fTqa3E2X0UyxRyJ3ejqiP+vN2JIs4RfS4Il2Fm+xDCne1kd9TtcEBGWpcSsn0IZ5d3k1ktEo7H4YKpOXLjqORHo1uEhPd3830YwT2vAmECpUO2nVwNmjfCGiQcRQkVk+JRvXwiqpdPRFqiut22rYNxVYzy4LV18eE9HSJdDS64AszJtHesIJHR43Mk05p51M8RUYLbO5wJSvdWc4ay3MXLXk+IDGRWcylKTVGMR8Dyf/QCIN801M9Pf++F3Tl56NnIvt2UrRIb43E8hoYVpK2oFAj0HEHL0gDkUTpkR7AudlLWl/KXdWpWlG8KS9oeIpyQcBRFxGosVdWLBk2EIh1sjfrcsCbqbh67tQSFEIdsN98IcVVwb7c6eLhnfWw7cs6R/MtyFy/DtxZWyKzmUsryy+tGjPtju18roRVAWXoqxOeojFAGLU1XBdXLJ2LCLc2RGB+DTnUr4oFr6iJrcEtbP/o0ASD0IOHIpdC7G154lvILEFDtyoaifZq411zoR7ankYagIAjaYQ2iFZKNohPpohJBEDB+YDPc1alWBGtEXI2QcEQQBpg3qjteGdwSTw4I3TdL5rAdwU/zlDvboGJSPP5zT0fVNNKZc4jPUVmRjoioxE0rbqORCknxgd9JXnfuuxkNkM+Ra6EvVFgJcchmk5GagDtVZrFuiRU0qE113NK6Gi4XlXClV5rV3HIfVnFTQFSnKUt36tQWSGWpjbSIi/Fgx8T+EKDtp0poQy3nUmj27jyy5ew2CwSRFjAERWBHLTkh1CHboUqFifEDmwEAJg1tE9mKEKZQE2qjvV+Gk2RvLJK8pPuwArWeS6FxwHlsF4hc9tB461PWnFMfuKYu7upUE+XiaXgDok9j4qbNs4mrF9IcEQTsF2zctppNrzaR1nTZDQlG0cvVZA4l3AsJRy6ljE3mXYncrGZDfjbkYSdafShkdR45ZBMuQV1zZLFjktBFGICEI5dS1mbybietnHxLFjPjqNvMU2b7EPU9IpLQajXCDZBwRFy1ZKR6A7+bZKbi//o2CvztNrOYGbT2gtPUKpFsFHWUJXmiLN0LEb2QcORS6APlPCO61sEdHWrg3T+3AwA82qehZnq9ZyI97YYB3mwXoq5HRBLSHBFugIQjl0IfKOdJiIvBa0NaY0CLqrbk5zaBVmrmM/K5cZt5kLi6UBOO+jYrjUpfs2JiOKtDXKXQkg6XQh8owipaPai8wseKINyCmkP2+IFN0bJ6Gq5vmh7eChFXJSQcEYRNmNXUOIWWfN2uVgX8tUc91K2cFHqdg3UinKEszaXUlvKXi4/F3Z1pjzUiPLjGrJaVlYWOHTsiJSUF6enpuPXWW7F7925Zmnvvvbc08q/kX5cuXXTznjNnDpo1awav14tmzZph3rx5Tt0GUVZwg3RjEZmwJoaeG3djU+ZWKGXpQ3u1UJbcdCgIJOEGXCMcLV++HKNGjcLatWuxePFiFBcXo1+/frh48aIs3YABA3D8+PHAv++++04z3zVr1mDo0KEYPnw4tm7diuHDh+OOO+7AunXrnLwdy9AHyn0YeSTR/PjIpEtEEgoCSbgB15jVFi5cKPt7+vTpSE9Px6ZNm9CjR4/Aca/Xi8zMTO58J0+ejL59+2LcuHEAgHHjxmH58uWYPHkyZs6caU/lHYBizUQWq8Oz+4Z37RrFkEBEuATaeJZwA67RHCnJzc0FAFSsWFF2fNmyZUhPT0ejRo3w4IMP4uTJk5r5rFmzBv369ZMd69+/P1avXs1MX1BQgLy8PNk/gijrNEhPRq/GVTC4XfVIV4WwGdLEEIRxXKM5kiKKIsaOHYtrrrkGLVq0CBy/4YYbcPvtt6N27drYv38/xo8fj969e2PTpk3wer3MvHJycpCRkSE7lpGRgZycHGb6rKwsTJw40b6bMQlN5CNDlRQvTp0vQP/mGfqJyxCCIGDGfZ0iXQ2CIAhX4ErhaPTo0di2bRtWrVolOz506NDA7xYtWqBDhw6oXbs2vv32WwwePFg1P6UPhSiKqn4V48aNw9ixYwN/5+XloWbNmmZuwxLeWNcq9co0S/7WE7+dOo92tSpYysdtZipSHhAEQfDjOuHo0UcfxYIFC7BixQrUqFFDM23VqlVRu3Zt7N27VzVNZmZmiJbo5MmTIdokP16vV1ULFQ6eubEpFmw9hr/2qB+xOlzNpJWLQ/vaFfUTqnBXp5rIyc1H3crJWLPvtI01Iwh1ysJ2NwThJlyjnhBFEaNHj8bcuXOxdOlS1K1bV/ea06dP4/Dhw6haVT3CcdeuXbF48WLZsUWLFqFbt26W6+wED/aoh68fvSZkI1QiOsga3ArT7+vkOrMofToJt1MlpXRS2iQzJcI1IQgXaY5GjRqFzz//HPPnz0dKSkpA25OWlobExERcuHABEyZMwJ/+9CdUrVoVBw4cwNNPP43KlSvjtttuC+QzYsQIVK9eHVlZWQCAMWPGoEePHnj11VcxaNAgzJ8/H0uWLAkx2RGEnZAZiyCM8b+/dsVHq/bjrz3rOZI/vZOEEVwjHE2bNg0A0KtXL9nx6dOn495770VMTAy2b9+OTz75BOfOnUPVqlVx3XXXYfbs2UhJCc40Dh06BI8nqBDr1q0bZs2ahWeffRbjx49H/fr1MXv2bHTu3Dks90WUHSj+D0E4R93KSXjh1hb6CQkiDLhGONJbbpqYmIgffvhBN59ly5aFHBsyZAiGDBlitmoEYRi3yVE0ayYIguDHNT5HBFGWIGGEIAgieiHhiCCuAmg1U9mGhHGCsBcSjgjCAWLozSIIgohaaAgnCAf4a8/6qFEhEY/1aRjpqhAEQRAGcY1DNkGUJSone7Hyietcs8KNzC4EQRD8kOaIIBzCLYIRQRAEYQwSjgjiKoAUR2UbredLz74UvXAxBCGFhCOCIAiCIAgJJBwRxFUAGfjKNlrPl549QRiHhCOCuAogg8LVCz17gjAOCUcEQRBliFkju2DGfR0jXQ2CiGpoKT9BXAWQM+rVQ5d6lSJdBYKIekhzRBCcROPK/NY10gAAPRtViXBNCCch0VcfaiPCCKQ5IogyzLxHuqOwxIeEuJhIV4UgCCJqIM0RQZRhPB6BBKOrgM51K0a6Cq4nChW/RAQhzRFBEESU07NRFXx8fyc0SE+OdFVcC5nVCCOQcEQQnAg09yRciiAI5FdGEDZCZjWCIIgySIq3dO7bp0l6hGtCENEHaY4IgiDKID/9oxd2HsvDtQ0qR7oqBBF1kHBEEARRBqmc7CVTG0GYhMxqBKHDw73qIz3Fi4d61Yt0VQiCIIgwQJojgtDhyQFN8ET/xhCiMQokQRAAAAoSTxiBNEcEwQEJRgRBEFcPJBwRBEEQBEFIIOGIIAiCIAhCAglHBEEQBEEQEkg4IgiCIMo8/VtkAgCaVk2NcE2IaIBWqxEEQRBlnurlE7H1uX5IiqeNmAl9SDgiCIIgrgrSEuMiXQUiSiCzGkEQBEEQhAQSjgiCIAiCICSQcEQQBEEQBCGBhCOCIAiCIAgJrhGOsrKy0LFjR6SkpCA9PR233nordu/eHThfVFSEJ598Ei1btkRSUhKqVauGESNG4NixY5r5zpgxA4IghPzLz893+pYIgiAIgohCXCMcLV++HKNGjcLatWuxePFiFBcXo1+/frh48SIA4NKlS9i8eTPGjx+PzZs3Y+7cudizZw9uueUW3bxTU1Nx/Phx2b+EhASnb4kgCIIgiCjENUv5Fy5cKPt7+vTpSE9Px6ZNm9CjRw+kpaVh8eLFsjRvvfUWOnXqhEOHDqFWrVqqeQuCgMzMTEfqTRAEQRBE2cI1miMlubm5AICKFStqphEEAeXLl9fM68KFC6hduzZq1KiBgQMHYsuWLappCwoKkJeXJ/tHEARBEMTVgyuFI1EUMXbsWFxzzTVo0aIFM01+fj6eeuop3H333UhNVQ8H36RJE8yYMQMLFizAzJkzkZCQgO7du2Pv3r3M9FlZWUhLSwv8q1mzpi33RBAEQRBEdCCIoihGuhJKRo0ahW+//RarVq1CjRo1Qs4XFRXh9ttvx6FDh7Bs2TJN4UiJz+dDu3bt0KNHD0ydOjXkfEFBAQoKCgJ/5+XloWbNmsjNzTVUDhGkzlPfBn4feOWmCNaEIAiCuFrIy8tDWlqaqe+3a3yO/Dz66KNYsGABVqxYoSoY3XHHHdi/fz+WLl1q+IY9Hg86duyoqjnyer3wer2m6k4QBEEQRPTjGrOaKIoYPXo05s6di6VLl6Ju3bohafyC0d69e7FkyRJUqlTJVDnZ2dmoWrWqHdUmCIIgCKKM4RrN0ahRo/D5559j/vz5SElJQU5ODgAgLS0NiYmJKC4uxpAhQ7B582Z88803KCkpCaSpWLEi4uPjAQAjRoxA9erVkZWVBQCYOHEiunTpgoYNGyIvLw9Tp05FdnY23n777cjcKEEQBEEQrsY1wtG0adMAAL169ZIdnz59Ou69914cOXIECxYsAAC0adNGluann34KXHfo0CF4PEGF2Llz5zBy5Ejk5OQgLS0Nbdu2xYoVK9CpUyfH7oUgCIIgiOjFlQ7ZbsKKQxdRCjlkEwRBEOHGyvfbNT5HBEEQBEEQboCEI4IgCIIgCAkkHBEEQRAEQUgg4YggCIIgCEICCUcEQRAEQRASSDgiCIIgCIKQQMIRQRAEQRCEBBKOCIIgCIIgJJBwRBAEQRAEIYGEI4IgCIIgCAkkHBEEQRAEQUgg4YggCIIgCEICCUcEQRAEQRASSDgiCIIgCIKQQMIRQRAEQRCEBBKOCIIgCIIgJJBwRBAEQRAEIYGEIyJsCEKka0AQBEEQ+pBwRBAEQRAEIYGEIyJskOKIIAiCiAZIOCIIgiAIgpBAwhERNgRyOiIIgiCiABKOCIIgCIIgJJBwRIQN0hsRBEEQ0QAJRwRBEARBEBJIOCIIgiAIgpBAwhERNsgfmyAIgogGSDgiCIIgCIKQQMIRETYEcskmCIIgogASjgiCIAiCICSQcESED1IcEQRBEFEACUcEQRAEQRASSDgiwgYpjgiCIIhowDXCUVZWFjp27IiUlBSkp6fj1ltvxe7du2VpRFHEhAkTUK1aNSQmJqJXr17YuXOnbt5z5sxBs2bN4PV60axZM8ybN8+p2yA0SIiLiXQVCIIgCEIX1whHy5cvx6hRo7B27VosXrwYxcXF6NevHy5evBhI89prr+HNN9/Ev//9b2zYsAGZmZno27cvzp8/r5rvmjVrMHToUAwfPhxbt27F8OHDcccdd2DdunXhuC0CwAcjOqB2pXKYcV/HSFeFIAiCIHQRRFEUI10JFqdOnUJ6ejqWL1+OHj16QBRFVKtWDY8//jiefPJJAEBBQQEyMjLw6quv4q9//Sszn6FDhyIvLw/ff/994NiAAQNQoUIFzJw5U7ceeXl5SEtLQ25uLlJTU+25OYIgCIIgHMXK99s1miMlubm5AICKFSsCAPbv34+cnBz069cvkMbr9aJnz55YvXq1aj5r1qyRXQMA/fv3V72moKAAeXl5sn8EQRAEQVw9uFI4EkURY8eOxTXXXIMWLVoAAHJycgAAGRkZsrQZGRmBcyxycnIMXZOVlYW0tLTAv5o1a1q5FYIgCIIgogxXCkejR4/Gtm3bmGYvQbFBlyiKIcesXDNu3Djk5uYG/h0+fNhg7QmCIAiCiGZiI10BJY8++igWLFiAFStWoEaNGoHjmZmZAEo1QVWrVg0cP3nyZIhmSEpmZmaIlkjrGq/XC6/Xa+UWCIIgCIKIYlyjORJFEaNHj8bcuXOxdOlS1K1bV3a+bt26yMzMxOLFiwPHCgsLsXz5cnTr1k01365du8quAYBFixZpXkMQBEEQxNWLazRHo0aNwueff4758+cjJSUloO1JS0tDYmIiBEHA448/jpdffhkNGzZEw4YN8fLLL6NcuXK4++67A/mMGDEC1atXR1ZWFgBgzJgx6NGjB1599VUMGjQI8+fPx5IlS7Bq1aqI3CdBEARBEO7GNcLRtGnTAAC9evWSHZ8+fTruvfdeAMATTzyBy5cv45FHHsHZs2fRuXNnLFq0CCkpKYH0hw4dgscTVIh169YNs2bNwrPPPovx48ejfv36mD17Njp37uz4PREEQRAEEX24Ns6RW6A4RwRBEAQRfZTJOEcEQRAEQRCRgIQjgiAIgiAICSQcEQRBEARBSCDhiCAIgiAIQgIJRwRBEARBEBJIOCIIgiAIgpDgmjhHbsUf6SAvLy/CNSEIgiAIghf/d9tMxCISjnQ4f/48AKBmzZoRrglBEARBEEY5f/480tLSDF1DQSB18Pl8OHbsGFJSUiAIgq155+XloWbNmjh8+DAFmHQQaufwQO0cHqidwwe1dXhwqp1FUcT58+dRrVo12c4ZPJDmSAePx4MaNWo4WkZqaiq9eGGA2jk8UDuHB2rn8EFtHR6caGejGiM/5JBNEARBEAQhgYQjgiAIgiAICSQcRRCv14vnnnsOXq830lUp01A7hwdq5/BA7Rw+qK3DgxvbmRyyCYIgCIIgJJDmiCAIgiAIQgIJRwRBEARBEBJIOCIIgiAIgpBAwhFBEARBEIQEEo4ixDvvvIO6desiISEB7du3x8qVKyNdJdeQlZWFjh07IiUlBenp6bj11luxe/duWRpRFDFhwgRUq1YNiYmJ6NWrF3bu3ClLU1BQgEcffRSVK1dGUlISbrnlFhw5ckSW5uzZsxg+fDjS0tKQlpaG4cOH49y5c7I0hw4dws0334ykpCRUrlwZjz32GAoLCx2590iSlZUFQRDw+OOPB45RO9vD0aNH8ec//xmVKlVCuXLl0KZNG2zatClwntrZOsXFxXj22WdRt25dJCYmol69enj++efh8/kCaaidzbFixQrcfPPNqFatGgRBwFdffSU777Z23b59O3r27InExERUr14dzz//vPH91UQi7MyaNUuMi4sTP/jgA/GXX34Rx4wZIyYlJYkHDx6MdNVcQf/+/cXp06eLO3bsELOzs8WbbrpJrFWrlnjhwoVAmldeeUVMSUkR58yZI27fvl0cOnSoWLVqVTEvLy+Q5qGHHhKrV68uLl68WNy8ebN43XXXia1btxaLi4sDaQYMGCC2aNFCXL16tbh69WqxRYsW4sCBAwPni4uLxRYtWojXXXeduHnzZnHx4sVitWrVxNGjR4enMcLE+vXrxTp16oitWrUSx4wZEzhO7WydM2fOiLVr1xbvvfdecd26deL+/fvFJUuWiL/99lsgDbWzdV588UWxUqVK4jfffCPu379f/OKLL8Tk5GRx8uTJgTTUzub47rvvxGeeeUacM2eOCECcN2+e7Lyb2jU3N1fMyMgQ77zzTnH79u3inDlzxJSUFPFf//qXoXsm4SgCdOrUSXzooYdkx5o0aSI+9dRTEaqRuzl58qQIQFy+fLkoiqLo8/nEzMxM8ZVXXgmkyc/PF9PS0sR3331XFEVRPHfunBgXFyfOmjUrkObo0aOix+MRFy5cKIqiKP7yyy8iAHHt2rWBNGvWrBEBiLt27RJFsXRQ8Hg84tGjRwNpZs6cKXq9XjE3N9e5mw4j58+fFxs2bCguXrxY7NmzZ0A4ona2hyeffFK85pprVM9TO9vDTTfdJN5///2yY4MHDxb//Oc/i6JI7WwXSuHIbe36zjvviGlpaWJ+fn4gTVZWllitWjXR5/Nx3yeZ1cJMYWEhNm3ahH79+smO9+vXD6tXr45QrdxNbm4uAKBixYoAgP379yMnJ0fWhl6vFz179gy04aZNm1BUVCRLU61aNbRo0SKQZs2aNUhLS0Pnzp0Dabp06YK0tDRZmhYtWqBatWqBNP3790dBQYHMLBLNjBo1CjfddBOuv/562XFqZ3tYsGABOnTogNtvvx3p6elo27YtPvjgg8B5amd7uOaaa/Djjz9iz549AICtW7di1apVuPHGGwFQOzuF29p1zZo16NmzpyygZP/+/XHs2DEcOHCA+75o49kw88cff6CkpAQZGRmy4xkZGcjJyYlQrdyLKIoYO3YsrrnmGrRo0QIAAu3EasODBw8G0sTHx6NChQohafzX5+TkID09PaTM9PR0WRplORUqVEB8fHyZeF6zZs3C5s2bsWHDhpBz1M72sG/fPkybNg1jx47F008/jfXr1+Oxxx6D1+vFiBEjqJ1t4sknn0Rubi6aNGmCmJgYlJSU4KWXXsJdd90FgPqzU7itXXNyclCnTp2Qcvzn6taty3VfJBxFCEEQZH+LohhyjABGjx6Nbdu2YdWqVSHnzLShMg0rvZk00cjhw4cxZswYLFq0CAkJCarpqJ2t4fP50KFDB7z88ssAgLZt22Lnzp2YNm0aRowYEUhH7WyN2bNn49NPP8Xnn3+O5s2bIzs7G48//jiqVauGe+65J5CO2tkZ3NSurLqoXasGmdXCTOXKlRETExMyezh58mSIRHy18+ijj2LBggX46aefUKNGjcDxzMxMANBsw8zMTBQWFuLs2bOaaU6cOBFS7qlTp2RplOWcPXsWRUVFUf+8Nm3ahJMnT6J9+/aIjY1FbGwsli9fjqlTpyI2NlY225JC7WyMqlWrolmzZrJjTZs2xaFDhwBQf7aLf/zjH3jqqadw5513omXLlhg+fDj+9re/ISsrCwC1s1O4rV1ZaU6ePAkgVLulBQlHYSY+Ph7t27fH4sWLZccXL16Mbt26RahW7kIURYwePRpz587F0qVLQ9SgdevWRWZmpqwNCwsLsXz58kAbtm/fHnFxcbI0x48fx44dOwJpunbtitzcXKxfvz6QZt26dcjNzZWl2bFjB44fPx5Is2jRIni9XrRv397+mw8jffr0wfbt25GdnR3416FDBwwbNgzZ2dmoV68etbMNdO/ePSQUxZ49e1C7dm0A1J/t4tKlS/B45J+0mJiYwFJ+amdncFu7du3aFStWrJAt71+0aBGqVasWYm7ThNt1m7AN/1L+Dz/8UPzll1/Exx9/XExKShIPHDgQ6aq5gocfflhMS0sTly1bJh4/fjzw79KlS4E0r7zyipiWlibOnTtX3L59u3jXXXcxl47WqFFDXLJkibh582axd+/ezKWjrVq1EtesWSOuWbNGbNmyJXPpaJ8+fcTNmzeLS5YsEWvUqBG1S3L1kK5WE0VqZztYv369GBsbK7700kvi3r17xc8++0wsV66c+OmnnwbSUDtb55577hGrV68eWMo/d+5csXLlyuITTzwRSEPtbI7z58+LW7ZsEbds2SICEN98801xy5YtgfAzbmrXc+fOiRkZGeJdd90lbt++XZw7d66YmppKS/mjhbffflusXbu2GB8fL7Zr1y6wTJ0oXSrK+jd9+vRAGp/PJz733HNiZmam6PV6xR49eojbt2+X5XP58mVx9OjRYsWKFcXExERx4MCB4qFDh2RpTp8+LQ4bNkxMSUkRU1JSxGHDholnz56VpTl48KB40003iYmJiWLFihXF0aNHy5aJliWUwhG1sz18/fXXYosWLUSv1ys2adJEfP/992XnqZ2tk5eXJ44ZM0asVauWmJCQINarV0985plnxIKCgkAaamdz/PTTT8wx+Z577hFF0X3tum3bNvHaa68VvV6vmJmZKU6YMMHQMn5RFEVBFI2GjSQIgiAIgii7kM8RQRAEQRCEBBKOCIIgCIIgJJBwRBAEQRAEIYGEI4IgCIIgCAkkHBEEQRAEQUgg4YggCIIgCEICCUcEQRAEQRASSDgiCML1TJgwAW3atIlY+ePHj8fIkSNty2/IkCF48803bcuPIAh7oSCQBEFEFL2dsu+55x78+9//RkFBASpVqhSmWgU5ceIEGjZsiG3bthnbm0mDbdu24brrrsP+/fuRmppqS54EQdhHbKQrQBDE1Y10E8nZs2fjn//8p2yj1sTERCQnJyM5OTkS1cOHH36Irl272iYYAUCrVq1Qp04dfPbZZ3j44Ydty5cgCHsgsxpBEBElMzMz8C8tLQ2CIIQcU5rV7r33Xtx66614+eWXkZGRgfLly2PixIkoLi7GP/7xD1SsWBE1atTARx99JCvr6NGjGDp0KCpUqIBKlSph0KBBOHDggGb9Zs2ahVtuuUV2rFevXhg9ejRGjx6N8uXLo1KlSnj22WchVcS/8847aNiwIRISEpCRkYEhQ4bI8rjlllswc+ZMc41GEISjkHBEEERUsnTpUhw7dgwrVqzAm2++iQkTJmDgwIGoUKEC1q1bh4ceeggPPfQQDh8+DAC4dOkSrrvuOiQnJ2PFihVYtWoVkpOTMWDAABQWFjLLOHv2LHbs2IEOHTqEnPv4448RGxuLdevWYerUqZg0aRL+85//AAA2btyIxx57DM8//zx2796NhQsXokePHrLrO3XqhPXr16OgoMDmliEIwiokHBEEEZVUrFgRU6dORePGjXH//fejcePGuHTpEp5++mk0bNgQ48aNQ3x8PH7++WcApRogj8eD//znP2jZsiWaNm2K6dOn49ChQ1i2bBmzjIMHD0IURVSrVi3kXM2aNTFp0iQ0btwYw4YNw6OPPopJkyYBAA4dOoSkpCQMHDgQtWvXRtu2bfHYY4/Jrq9evToKCgqQk5Njb8MQBGEZEo4IgohKmjdvDo8nOIRlZGSgZcuWgb9jYmJQqVIlnDx5EgCwadMm/Pbbb0hJSQn4MFWsWBH5+fn4/fffmWVcvnwZAJCQkBByrkuXLjJn8q5du2Lv3r0oKSlB3759Ubt2bdSrVw/Dhw/HZ599hkuXLsmuT0xMBICQ4wRBRB5yyCYIIiqJi4uT/S0IAvOYz+cDAPh8PrRv3x6fffZZSF5VqlRhllG5cmUApeY1tTQsUlJSsHnzZixbtgyLFi3CP//5T0yYMAEbNmxA+fLlAQBnzpzRLJsgiMhBmiOCIK4K2rVrh7179yI9PR0NGjSQ/UtLS2NeU79+faSmpuKXX34JObd27dqQvxs2bIiYmBgAQGxsLK6//nq89tpr2LZtGw4cOIClS5cG0u/YsQM1atQICGAEQbgHEo4IgrgqGDZsGCpXroxBgwZh5cqV2L9/P5YvX44xY8bgyJEjzGs8Hg+uv/56rFq1KuTc4cOHMXbsWOzevRszZ87EW2+9hTFjxgAAvvnmG0ydOhXZ2dk4ePAgPvnkE/h8PjRu3Dhw/cqVK9GvXz9nbpYgCEuQcEQQxFVBuXLlsGLFCtSqVQuDBw9G06ZNcf/99+Py5cuagRhHjhyJWbNmBcxzfkaMGIHLly+jU6dOGDVqFB599NFAFO3y5ctj7ty56N27N5o2bYp3330XM2fORPPmzQEA+fn5mDdvHh588EHnbpggCNNQhGyCIAgNRFFEly5d8Pjjj+Ouu+4CUBrnqE2bNpg8ebKpPN9++23Mnz8fixYtsrGmBEHYBWmOCIIgNBAEAe+//z6Ki4ttyzMuLg5vvfWWbfkRBGEvtFqNIAhCh9atW6N169a25WfnJrYEQdgPmdUIgiAIgiAkkFmNIAiCIAhCAglHBEEQBEEQEkg4IgiCIAiCkEDCEUEQBEEQhAQSjgiCIAiCICSQcEQQBEEQBCGBhCOCIAiCIAgJJBwRBEEQBEFIIOGIIAiCIAhCwv8DkffL+w601+UAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extracting \"h-Twist\" of 22nd bp\n", "twist_20bp = pdna.data['bps']['22']['h-twist']\n", "\n", "#h-Twist vs Time for 22nd bp\n", "plt.title('22nd bp')\n", "plt.plot(pdna.time, twist_20bp)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Twist ( $^o$)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local helical parameters as a function of time (manually)\n", "\n", "* A specific local helical parameters for the given base-pairs range can be extracted from the DNA obejct using function [dnaMD.DNA.get_parameters(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.get_parameters).\n", "\n", "\n", "* The extracted parameters of the given helical step can be plotted as a function of time\n", "\n", "\n", "* The extracted parameters (average) for the DNA segment can be plotted as a function of time\n", "\n", "\n", "Following example shows **h-Twist** vs **Time** plots. These example also shows that how to extract the parameters value from the DNA object. Other properties could be extracted and plotted using similar steps. \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extracting \"h-Twist\" of 20 to 30 base-steps\n", "twist, bp_idx = pdna.get_parameters('h-twist',[20,30], bp_range=True)\n", "\n", "# h-Twist vs Time for 22nd base-step\n", "plt.title('22nd bp')\n", "plt.plot(pdna.time, twist[2]) # index is 2 for 22nd base-step: (20 + 2)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Helical Twist ( $^o$)')\n", "plt.show()\n", "\n", "# Average h-Twist vs Time for segment 20-30 base-step\n", "avg_twist = np.mean(twist, axis=0) # Calculation of mean using mean function of numpy\n", "plt.title('20-30 bp segment')\n", "plt.plot(pdna.time, avg_twist)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Helical Twist ( $^o$)')\n", "plt.show()\n", "\n", "# Average h-Twist vs Time for segment 24-28 base-step\n", "# index of 24th base-step is 4 (20 + 4). index of 28th base-step is 8 (20 + 8)\n", "avg_twist = np.mean(twist[4:8], axis=0) \n", "plt.title('24-28 bp segment')\n", "plt.plot(pdna.time, avg_twist)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Helical Twist ( $^o$)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local helical parameters as a function of time (using provided functions)\n", "\n", "Above examples show the method to extract the values from the DNA object. However, [dnaMD.DNA.time_vs_parameter(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.time_vs_parameter) function could be use to get parameter values as a function of time for the given base-pairs/step or segment\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# X-disp vs Time for 22nd bp\n", "plt.title('X-displacement for 22nd bp')\n", "time, value = pdna.time_vs_parameter('x-disp', [22])\n", "plt.plot(time, value)\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('X-displacement ($\\AA$)')\n", "plt.show()\n", "\n", "# Helical Rise vs Time for 25-40 bp segment\n", "plt.title('Helical Rise for 25-40 bp segment')\n", "# Bound DNA\n", "# Helical Rise is the length of helix formed between two base-pairs, so for a given segment it is sum over the base-steps\n", "time, value = pdna.time_vs_parameter('h-rise', [25, 40], merge=True, merge_method='sum')\n", "plt.plot(time, value, label='bound DNA', c='k') # balck color => bound DNA\n", "# Free DNA\n", "time, value = fdna.time_vs_parameter('h-rise', [25, 40], merge=True, merge_method='sum')\n", "plt.plot(time, value, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Time (ps)')\n", "plt.ylabel('Helical Rise ( $\\AA$)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution of local helical parameters during MD simulations\n", "\n", "* As shown in above plot of Time vs Helical Rise, comparison between bound and free DNA is very difficult. Therefore, to compare the parameters of either different DNAs or same DNAs in different environment or different segment of same DNAs, the distribution of parameters over the MD trajectory are sometime useful.\n", "\n", "\n", "* The distribution could be calculated using the function [dnaMD.DNA.parameter_distribution(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.parameter_distribution) as shown in the following examples.\n", "\n", "\n", "* The normalized distribution is calculated using [numpy.histogram(...)](http://docs.scipy.org/doc/numpy/reference/generated/numpy.histogram.html).\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAHJCAYAAABtzYa7AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAi6tJREFUeJzt3XdYU2cbB+Bf2BvZGwQciKgoLtxWRXGvSrUqWmer1lFb96wVbd1WrRv9VMS6tS7cIrgQ3NaF4ABRlCmb9/vjNNFIgAQCJ+O5rysX4ZyT9zwnCcnDOwWMMQZCCCGEEDWiwXcAhBBCCCGVjRIgQgghhKgdSoAIIYQQonYoASKEEEKI2qEEiBBCCCFqhxIgQgghhKgdSoAIIYQQonYoASKEEEKI2qEEiBBCCCFqhxIgNRYcHAyBQIAbN25I3N+1a1dUrVq1TGUPGTKkyGOrVq2KIUOGlKk8abRp0wZt2rSR6jiBQCC66enpwdPTEwsWLEBubq7Ysc+fP4dAIEBwcHDFBC2D8+fPQyAQ4Pz586Jtkp7n0rx+/Rpz585FTEyMTI+TdC6BQICxY8fKVE5p1q5dK/H55vu1WL16NapVqwYdHR0IBAKkpKRU2LnOnj2L7777Dh4eHjA0NISDgwN69OiBqKgoicffvHkT7du3h5GREapUqYLevXvj2bNnZTr3mzdvYGFhAYFAgL1794rtE74HJd2uXLlSatlDhgyBkZFRmeIiZXPs2DHMnTuX7zAUkhbfARD1ceDAAZiYmPAdBgDAzc0NO3fuBAC8ffsWmzZtwqxZsxAfH48NGzaIjrOzs0NkZCTc3d35CrVEs2bNwvjx42V6zOvXrzFv3jxUrVoV3t7eFXqusli7di0sLS2LJMt8vhYxMTH48ccfMXz4cAQGBkJLSwvGxsYVdr5169YhOTkZ48ePh6enJ96+fYulS5eiadOmOHnyJL766ivRsQ8fPkSbNm3g7e2NPXv2IDs7G7Nnz0bLli0RExMDKysrmc49ZswY6OnplXjMwoUL0bZtW7FtXl5eMp2HVI5jx45hzZo1lARJQAkQqTT169fnOwQRfX19NG3aVPS7v78/PD09sW3bNqxatUr0BaCrqyt2nKKpjGTg48ePMDAw4D0J5PO1uHfvHgBgxIgRaNy4sVzKFD6vkqxZswbW1tZi2zp16oRq1aph4cKFYgnQ7Nmzoauri6NHj4r+wfDx8UH16tWxZMkSLF68WOqY9u3bh5MnT2LNmjUIDAws9rjq1asr9N8FIdKgJjAiE8YY1q5dC29vb+jr68PMzAx9+/aVqrpdUhNYSkoKfvrpJ7i5uUFXVxfW1tbo3LkzHj58KDpm3rx5aNKkCczNzWFiYoIGDRpg8+bNkOc6vlpaWvD29kZubq5Y04akZpe3b99i5MiRcHJygq6uLqysrNC8eXOcPn1arMzTp0+jXbt2MDExgYGBAZo3b44zZ85IFc/Dhw/RqVMnGBgYwNLSEqNHj0Z6enqR4yQ1S/39999o0qQJTE1NYWBgADc3N3z33XcAuCaMRo0aAQCGDh0qar4Q/ncobKK4c+cO/Pz8YGxsjHbt2hV7LqH169ejRo0a0NXVhaenJ3bv3i22f+7cuRAIBEUeJ2yGff78OQDuPXLv3j1cuHBBFJvwnMU1gYWHh6Ndu3YwNjaGgYEBmjVrhn/++Ufiec6dO4fvv/8elpaWsLCwQO/evfH69WuJ1yTUpk0bDBw4EADQpEkTCAQCsffxli1bUK9ePejp6cHc3By9evXCgwcPxMoo6XmV5MvkBwCMjIzg6emJFy9eiLbl5+fj6NGj6NOnj1jtqouLC9q2bYsDBw6UeG2fe//+PcaMGYPffvsNzs7OUj+uLO7du4d27drB0NAQVlZWGDt2LD5+/Ch2jLB5tbT3VnHWrVuHevXqwcjICMbGxvDw8MD06dPFjklMTMSoUaPg6OgIHR0duLq6Yt68ecjPzxc77uXLl+jbty+MjY1RpUoVfPvtt7h+/XqR96PwdX748CE6duwIQ0ND2NnZYdGiRQCAK1euoEWLFjA0NESNGjWwbdu2InFLE5Pwb2HJkiVYtmwZXF1dYWRkBF9fX7GmyCFDhmDNmjWi51N4E/69qTuqASIoKCgo8gcPQGKCMWrUKAQHB+PHH3/E4sWL8f79e8yfPx/NmjXDrVu3YGNjI/V509PT0aJFCzx//hxTpkxBkyZNkJGRgYsXLyIhIQEeHh4AuD/2UaNGiT6Ur1y5gnHjxuHVq1eYPXt2Ga+6qNjYWFSpUqXUJoNBgwbh5s2b+O2331CjRg2kpKTg5s2bSE5OFh2zY8cODB48GD169MC2bdugra2N9evXo2PHjjh58mSJX35v3rxB69atoa2tjbVr18LGxgY7d+6Uqq9NZGQkAgICEBAQgLlz50JPTw9xcXE4e/YsAKBBgwbYunUrhg4dipkzZ6JLly4AAEdHR1EZubm56N69O0aNGoWpU6dKfG987vDhwzh37hzmz58PQ0NDrF27Fv3794eWlhb69u1basyfO3DgAPr27QtTU1OsXbsWAFfzU5wLFy6gQ4cOqFu3LjZv3gxdXV2sXbsW3bp1Q0hICAICAsSOHz58OLp06YJdu3bhxYsX+PnnnzFw4EDR8yPJ2rVrERISggULFmDr1q3w8PAQvUeCgoIwffp09O/fH0FBQUhOTsbcuXPh6+uL69evo3r16qJyZH1ev5SamoqbN2+K1f48ffoUWVlZqFu3bpHj69ati7CwMGRnZ5fapAUAP/74I1xdXTF27FhcvHixxGPHjBmDb775BgYGBvD19cWsWbPQokULqa4jLy8PnTt3Fj0PERERWLBgAeLi4nDkyBGxY8v63tq9ezd++OEHjBs3DkuWLIGGhgaePHmC+/fvi45JTExE48aNoaGhgdmzZ8Pd3R2RkZFYsGABnj9/jq1btwIAMjMz0bZtW7x//x6LFy9GtWrVcOLEiSLvrc+vr3fv3hg9ejR+/vln7Nq1C9OmTUNaWhr27duHKVOmwNHREatXr8aQIUPg5eUFHx8fmWISWrNmDTw8PLBixQoAXDN1586dERsbC1NTU8yaNQuZmZnYu3cvIiMjRY+zs7OT6rVSeYyora1btzIAJd5cXFxEx0dGRjIAbOnSpWLlvHjxgunr67NffvlFtC0wMFDssYwx5uLiwgIDA0W/z58/nwFgYWFhUsdcUFDA8vLy2Pz585mFhQUrLCwU7WvdujVr3bp1qWW0bt2a1a5dm+Xl5bG8vDyWkJDAZs+ezQCwv/76S+zY2NhYBoBt3bpVtM3IyIhNmDCh2PIzMzOZubk569atW5HY69Wrxxo3blxifFOmTGECgYDFxMSIbe/QoQMDwM6dOyfa9uXzvGTJEgaApaSkFFv+9evXi1zT5+UBYFu2bJG478vXFADT19dniYmJom35+fnMw8ODVatWTbRtzpw5TNLHjfA9GBsbK9pWu3Ztia+jpNeiadOmzNramqWnp4ud38vLizk6OoreH8Lz/PDDD2Jl/v777wwAS0hIKHI+SXFev35dtO3Dhw9MX1+fde7cWezY+Ph4pqurywYMGCDaVtLzKq1vv/2WaWlpsRs3boi2Xb58mQFgISEhRY5fuHAhA8Bev35datlHjx5l2tra7M6dO4wxxs6dO8cAsL///lvsuJs3b7Lx48ezAwcOsIsXL7ItW7awWrVqMU1NTXbixIlSzyN8HlauXCm2/bfffmMAWHh4uGibtO8tScaOHcuqVKlS4jGjRo1iRkZGLC4uTmy78G/o3r17jDHG1qxZwwCw48ePF3n8l+9H4fXt27dPtC0vL49ZWVkxAOzmzZui7cnJyUxTU5NNmjRJ5piEfwt16tRh+fn5ouOuXbtW5P0wZswYiX97hDFqAiPYvn07rl+/XuT25X90R48ehUAgwMCBA5Gfny+62draol69emKjk6Rx/Phx1KhRA+3bty/xuLNnz6J9+/YwNTWFpqYmtLW1MXv2bCQnJyMpKUnWywXAVcFra2tDW1sbdnZ2mD9/PqZNm4ZRo0aV+tjGjRsjODgYCxYswJUrV5CXlye2PyIiAu/fv0dgYKDY81RYWIhOnTrh+vXryMzMLLb8c+fOoXbt2qhXr57Y9gEDBpQam7B5q1+/ftizZw9evXpV6mMk6dOnj9THtmvXTqzmT1NTEwEBAXjy5AlevnxZpvNLIzMzE1evXkXfvn3FRhZpampi0KBBePnyJf7991+xx3Tv3l3sd2HNSVxcnMznj4yMRFZWVpFmXScnJ3z11VcSmztleV4/N2vWLOzcuRPLly8X1RZ8TlLz4pf7hDW9n78fAa5madSoUZgyZUqpHZnr16+PFStWoGfPnmjZsiWGDh2KiIgI2NnZ4ZdffpH6er799lux34Xv7XPnzoltL+t7q3HjxkhJSUH//v1x6NAhvHv3rsgxR48eRdu2bWFvby/2vPj7+wPgaheFP42NjdGpUyexx/fv31/iuQUCATp37iz6XUtLC9WqVYOdnZ1YP0hzc3NYW1uLvfekjUmoS5cu0NTUFP1envezOqIEiKBWrVpo2LBhkZupqanYcW/evAFjDDY2NqLkQXi7cuWKxA+Zkrx9+1as6UWSa9euwc/PDwCwceNGXL58GdevX8eMGTMAAFlZWTKdU8jd3R3Xr1/HtWvX8Pfff6NevXoICgqSqn9BaGgoAgMDsWnTJvj6+sLc3ByDBw9GYmIiAO55AoC+ffsWeZ4WL14Mxhjev39fbPnJycmwtbUtsl3Sti+1atUKBw8eRH5+PgYPHgxHR0d4eXkhJCSk1McKGRgYyDRar6RYP28WlLcPHz6AMSaxOt/e3l7i+S0sLMR+FzavleV9JCy7uPN/eW5Zn1ehefPmYcGCBfjtt9+KNIMKr0fS8/z+/XsIBAJUqVIFAPee//y9OH/+fADAjBkzoK2tjbFjxyIlJQUpKSnIyMgAwHXUTklJKbG/XZUqVdC1a1fcvn1bqudRS0uryOtQ3PulrO+tQYMGYcuWLYiLi0OfPn1gbW2NJk2aICwsTHTMmzdvcOTIkSJ/o7Vr1wYA0edZcnKyxKb94pr7DQwMijQ56ujowNzcvMixOjo6yM7OljkmIXm+n9UR9QEiUrO0tIRAIMClS5ck9ssoqa+GJFZWVqXWEOzevRva2to4evSo2IfKwYMHZTrXl/T09NCwYUMAXK1J27ZtUbt2bUyYMAFdu3Ytca4SS0tLrFixAitWrEB8fDwOHz6MqVOnIikpCSdOnIClpSUAbt6Y4kbKlNRXysLCQpRMfU7SNkl69OiBHj16ICcnB1euXEFQUBAGDBiAqlWrwtfXt9THl1SbIElJsQo/oIWvXU5Ojtj7RNak+XNmZmbQ0NBAQkJCkX3Cjs3C16IiCK+tuPN/eW5Zn1eAS37mzp2LuXPnFunAC3BJjb6+Pu7cuVNk3507d1CtWjXRc3/kyBHk5OSI9guTxLt37+L58+cSkw3hSLAPHz6IEilJhAmSNNeYn5+P5ORksS/vL98vX26XtO3LY780dOhQDB06FJmZmbh48SLmzJmDrl274tGjR3BxcYGlpSXq1q2L3377TeLjhc+PhYUFrl27Vmwc8iRtTEQ+qAaISK1r165gjOHVq1cSa4zq1KkjU3n+/v549OhRiR1QBQIBtLS0xKp5s7Ky8L///a/M1yGJhYUFFi1ahDdv3mD16tVSP87Z2Rljx45Fhw4dcPPmTQBA8+bNUaVKFdy/f1/i89SwYUPo6OgUW2bbtm1x79493Lp1S2z7rl27ZLomXV1dtG7dWjQMOjo6WrQdkN9/iWfOnBHVegFcU0toaCjc3d1FNXzCkVy3b98We+yXnV6F8UkTm6GhIZo0aYL9+/eLHV9YWIgdO3bA0dERNWrUKMslScXX1xf6+vrYsWOH2PaXL1/i7NmzJXZ0l8avv/6KuXPnYubMmZgzZ47EY7S0tNCtWzfs379fbJRgfHw8zp07h969e4u21alTR+w9KPwyXbFiBc6dOyd2W758OQBu9N65c+dK/Ifgw4cPOHr0KLy9vaXqbA1ANAeXkPC9/eVEptK8t0pjaGgIf39/zJgxA7m5uaIpDbp27Yq7d+/C3d1d4t+o8Plp3bo10tPTcfz4cbFypR2NJgtpY5IF1QoVj2qAiNSaN2+OkSNHYujQobhx4wZatWoFQ0NDJCQkIDw8HHXq1MH3338vdXkTJkxAaGgoevTogalTp6Jx48bIysrChQsX0LVrV7Rt2xZdunTBsmXLMGDAAIwcORLJyclYsmSJzLVN0hg8eDCWLVuGJUuWYMyYMRKbK1JTU9G2bVsMGDAAHh4eMDY2xvXr13HixAnRl42RkRFWr16NwMBAvH//Hn379oW1tTXevn2LW7du4e3bt1i3bl2Jz8uWLVvQpUsXLFiwQDQK7POpAYoze/ZsvHz5Eu3atYOjoyNSUlKwcuVKaGtro3Xr1gA+1Rrs3LkTtWrVgpGREezt7cv836WlpSW++uorzJo1SzRS5+HDh2JfEJ07d4a5uTmGDRuG+fPnQ0tLC8HBwWJDuoXq1KmD3bt3IzQ0FG5ubtDT0ys2uQ4KCkKHDh3Qtm1bTJ48GTo6Oli7di3u3r2LkJCQMtW6SKtKlSqYNWsWpk+fjsGDB6N///5ITk7GvHnzoKenV2zSIo2lS5di9uzZ6NSpE7p06VJkluXPaxbnzZuHRo0aoWvXrpg6dapoIkRLS0v89NNPpZ6rpMkwa9euLZaUDBgwAM7OzmjYsCEsLS3x+PFjLF26FG/evJF6hm4dHR0sXboUGRkZaNSokWgUmL+/f5F+h9K8tyQZMWIE9PX10bx5c9jZ2SExMRFBQUEwNTUV9ZObP38+wsLC0KxZM/z444+oWbMmsrOz8fz5cxw7dgx//fUXHB0dERgYiOXLl2PgwIFYsGABqlWrhuPHj+PkyZMAAA0N+dUjSBuTLIR/O4sXL4a/vz80NTVRt27dEv8JUxt89sAm/JI0suVzXbp0KTLqhzHGtmzZwpo0acIMDQ2Zvr4+c3d3Z4MHDxYbnSLNKDDGuJE048ePZ87OzkxbW5tZW1uzLl26sIcPH4qdr2bNmkxXV5e5ubmxoKAgtnnz5iKjh2QdBSbJP//8wwCwefPmMcaKjjzKzs5mo0ePZnXr1mUmJiZMX1+f1axZk82ZM4dlZmaKlXXhwgXWpUsXZm5uzrS1tZmDgwPr0qVLkZE1kty/f5916NCB6enpMXNzczZs2DB26NChUkeBHT16lPn7+zMHBwemo6PDrK2tWefOndmlS5fEyg8JCWEeHh5MW1ubAWBz5swRlWdoaCgxpuJGgY0ZM4atXbuWubu7M21tbebh4cF27txZ5PHXrl1jzZo1Y4aGhszBwYHNmTOHbdq0qcjr+Pz5c+bn58eMjY3FRiJKGgXGGGOXLl1iX331lej92LRpU3bkyBGxY4p7rwtHO33+nEpS0t/Kpk2bWN26dZmOjg4zNTVlPXr0EI3W+fy5K+55laR169Yljs780o0bN1i7du2YgYEBMzExYT179mRPnjyR+nxfKm4UWFBQEPP29mampqZMU1OTWVlZsV69erFr165JVa7webh9+zZr06YN09fXZ+bm5uz7779nGRkZYsfK8t760rZt21jbtm2ZjY0N09HRYfb29qxfv37s9u3bYse9ffuW/fjjj8zV1ZVpa2szc3Nz5uPjw2bMmCEWT3x8POvduzczMjJixsbGrE+fPuzYsWMMADt06FCR6/tScZ85Li4urEuXLjLHJPxb+OOPP4qU+fnfM2OM5eTksOHDhzMrKysmEAiK/L2pMwFjcpxNjhBCCJEDgUCAMWPG4M8//+Q7FIkWLlyImTNnIj4+XuZaGaIYqAmMEEIIKYEwCfPw8EBeXh7Onj2LVatWYeDAgZT8KDFKgAghhJASGBgYYPny5Xj+/DlycnLg7OyMKVOmYObMmXyHRsqBmsAIIYQQonZoGDwhhBBC1A4lQIQQQghRO5QAEUIIIUTtUCdoCQoLC/H69WsYGxtX6ERqhBBCCJEfxhjS09Nhb29f6iSVlABJ8Pr1azg5OfEdBiGEEELK4MWLF6VOUUAJkATGxsYAuCewLKs3E0IIIaTypaWlwcnJSfQ9XhJKgCQQNnuZmJhQAkQIIYQoGWm6r1AnaEIIIYSoHd4ToLVr18LV1RV6enrw8fHBpUuXij02PDwczZs3h4WFBfT19eHh4YHly5cXOW7fvn3w9PSErq4uPD09ceDAgYq8BEIIIYQoGV4ToNDQUEyYMAEzZsxAdHQ0WrZsCX9/f8THx0s83tDQEGPHjsXFixfx4MEDzJw5EzNnzsSGDRtEx0RGRiIgIACDBg3CrVu3MGjQIPTr1w9Xr16trMsihBBCiILjdSmMJk2aoEGDBli3bp1oW61atdCzZ08EBQVJVUbv3r1haGiI//3vfwCAgIAApKWl4fjx46JjOnXqBDMzM4SEhEhVZlpaGkxNTZGamkp9gAghREEVFhYiNzeX7zBIJdPR0Sl2iLss39+8dYLOzc1FVFQUpk6dKrbdz88PERERUpURHR2NiIgILFiwQLQtMjISEydOFDuuY8eOWLFiRbHl5OTkICcnR/R7WlqaVOcnhBDCj9zcXMTGxqKwsJDvUEgl09DQgKurK3R0dMpVDm8J0Lt371BQUAAbGxux7TY2NkhMTCzxsY6Ojnj79i3y8/Mxd+5cDB8+XLQvMTFR5jKDgoIwb968MlwFIYSQysYYQ0JCAjQ1NeHk5FTqhHdEdQgnKk5ISICzs3O5JivmfRj8l8Ezxkq9oEuXLiEjIwNXrlzB1KlTUa1aNfTv37/MZU6bNg2TJk0S/S6cR4AQQojiyc/Px8ePH2Fvbw8DAwO+wyGVzMrKCq9fv0Z+fj60tbXLXA5vCZClpSU0NTWL1MwkJSUVqcH5kqurKwCgTp06ePPmDebOnStKgGxtbWUuU1dXF7q6umW5DEIIIZWsoKAAAMrdBEKUk/B1LygoKFcCxFu9oY6ODnx8fBAWFia2PSwsDM2aNZO6HMaYWP8dX1/fImWeOnVKpjIJIYQoPlqrUT3J63XntQls0qRJGDRoEBo2bAhfX19s2LAB8fHxGD16NACuaerVq1fYvn07AGDNmjVwdnaGh4cHAG5eoCVLlmDcuHGiMsePH49WrVph8eLF6NGjBw4dOoTTp08jPDy88i+QEEIIIQqJ1wQoICAAycnJmD9/PhISEuDl5YVjx47BxcUFAJCQkCA2J1BhYSGmTZuG2NhYaGlpwd3dHYsWLcKoUaNExzRr1gy7d+/GzJkzMWvWLLi7uyM0NBRNmjSp9OsjhBBChNq0aQNvb+8SRyXzqWrVqpgwYQImTJjAdyiVgveu8z/88AOeP3+OnJwcREVFoVWrVqJ9wcHBOH/+vOj3cePG4e7du8jMzERqaipu3ryJ77//vsgIgL59++Lhw4fIzc3FgwcP0Lt378q6HEIIIUQlzZ07FwKBAAKBAFpaWrC0tESrVq2wYsUKsa4oAJfsCQQC7N69W2z7ihUrULVq1SJlZ2VlwczMDObm5sjKyqrIyxDhPQEihMgmLy8PPM5fSghRY7Vr1xa1zpw7dw5ff/01goKC0KxZM6Snp4sdq6enh5kzZyIvL6/Ucvft2wcvLy94enpi//79FRW+GEqACFEiT548gYWFBUaMGMF3KISQMsjPz8fYsWNRpUoVWFhYYObMmWL/0Hz48AGDBw+GmZkZDAwM4O/vj8ePH4v2z507F97e3mJlflmrMmTIEPTs2RNLliyBnZ0dLCwsMGbMGLFEJCkpCd26dYO+vj5cXV2xc+dOqeLX0tKCra0t7O3tUadOHYwbNw4XLlzA3bt3sXjxYrFj+/fvj9TUVGzcuLHUcjdv3oyBAwdi4MCB2Lx5s1SxlBclQIQokR07diA9PR27d++W6r8qQtQBYwyZmZm83GStjd22bRu0tLRw9epVrFq1CsuXL8emTZtE+4cMGYIbN27g8OHDiIyMBGMMnTt3lvnv/dy5c3j69CnOnTuHbdu2ITg4GMHBwWLnef78Oc6ePYu9e/di7dq1SEpKkukcQh4eHvD39y9Sc2NiYoLp06dj/vz5yMzMLPbxT58+RWRkJPr164d+/fohIiICz549K1MssuB9IkRCiPSOHDkCAMjMzMStW7fQsGFDniMihH8fP36EkZERL+fOyMiAoaGh1Mc7OTlh+fLlEAgEqFmzJu7cuYPly5djxIgRePz4MQ4fPozLly+Lpm7ZuXMnnJyccPDgQXz99ddSn8fMzAx//vknNDU14eHhgS5duuDMmTMYMWIEHj16hOPHj+PKlSuiAUKbN29GrVq1ZLv4z3h4eODUqVNFtv/www9YuXIlli1bhlmzZkl87JYtW+Dv7w8zMzMA3PqdW7ZsEVvmqiJQDRAhSuLVq1e4efOm6Hea2oEQ5dO0aVOxeWx8fX3x+PFjFBQU4MGDB9DS0hIbtWxhYYGaNWviwYMHMp2ndu3a0NTUFP1uZ2cnquERnufzf6A8PDxQpUqVMl5V8Ssu6OrqYv78+fjjjz/w7t27IvsLCgqwbds2DBw4ULRt4MCB2LZtm2jCy4pCNUCEKImjR4+K/R4eHq42w1UJKYmBgQEyMjJ4O7e8FNec9nlyoaGhUeQ4Sc1jX86QLBAIRAvHCh8vz4kkHzx4IFql4UsDBw7EkiVLsGDBgiIjwE6ePIlXr14hICBAbHtBQQFOnToFf39/ucX4JUqACFESwuYvf39/HD9+HOHh4VKtnUeIqhMIBDI1Q/HpypUrRX6vXr06NDU14enpifz8fFy9elXUBJacnIxHjx6JmqesrKyQmJgo9rcfExMjUwy1atVCfn4+bty4gcaNGwMA/v33X6SkpJTpmh4+fIgTJ05g2rRpEvdraGggKCgIvXv3xvfffy+2b/Pmzfjmm28wY8YMse2LFi3C5s2bKzQBoiYwQpTAx48fcebMGQDA/PnzoaOjgzdv3uDp06c8R0YIkcWLFy8wadIk/PvvvwgJCcHq1asxfvx4AED16tXRo0cPjBgxAuHh4bh16xYGDhwIBwcH9OjRAwA3v87bt2/x+++/4+nTp1izZg2OHz8uUww1a9ZEp06dMGLECFy9ehVRUVEYPnw49PX1S31sfn4+EhMT8fr1a9y5cwerV69G69at4e3tjZ9//rnYx3Xp0gVNmjTB+vXrRdvevn2LI0eOIDAwEF5eXmK3wMBAHD58GG/fvpXp2mRBCRAhSuD06dPIzs6Gi4sLfHx80KhRIwDUD4gQZTN48GBkZWWhcePGGDNmDMaNG4eRI0eK9m/duhU+Pj7o2rUrfH19wRjDsWPHRE1atWrVwtq1a7FmzRrUq1cP165dw+TJk2WOY+vWrXByckLr1q3Ru3dvjBw5EtbW1qU+7t69e7Czs4OzszPatGmDPXv2YNq0abh06VKpHdEXL16M7Oxs0e/bt2+HoaEh2rVrV+TYtm3bwtjYGP/73/9kvjZpCRjNqFZEWloaTE1NkZqaChMTE77DIQQjRozApk2bMHbsWKxevRpTp07F4sWLMWzYMLEhtISog+zsbMTGxsLV1RV6enp8h0MqWUmvvyzf31QDRIiCKywsFHWA7tatGwCgRYsWAKgGiBBCyooSIEIUXFRUFBITE2FkZITWrVsDgKiD5L///luhbeSEEKKqKAEiRMEJR3917NgRurq6AABzc3PUrl0bAHD58mXeYiOEEGVFCRAhCk6YAAmbv4SoGYwQQsqOEiBCFNiLFy8QExMDgUCAzp07i+2jBIgQQsqOEiBCFJiw87Ovry+srKzE9gkToKioKHz8+LHSYyOEEGVGCRAhCkzY/NW9e/ci+1xcXODg4ID8/Hxcv369skMjhBClRgkQIQoqMzMTZ8+eBVC0/w/ATf9PzWCEEFI2lAARoqDCwsKQk5MDNzc30TpAX2revDkASoAIIURWlAARoqA+H/1V3IKnwhqgiIgIFBQUVFpshBDZMcYwcuRImJubQyAQyLyIKZEvSoAIUUCSZn+WpE6dOjA2NkZaWhru3r1bWeERQsrgxIkTCA4OxtGjR5GQkAAvL69KPX+bNm0gEAggEAigq6sLBwcHdOvWDfv37y9yrEAggJ6eHuLi4sS29+zZE0OGDClyfEREBDQ1NdGpU6eKCl/uKAEiRAFdu3YNSUlJMDExQcuWLYs9TktLC76+vgCoGYwQRff06VPY2dmhWbNmsLW1hZaWVpFjcnNzKzSGESNGICEhAU+ePMG+ffvg6emJb775RmxBViGBQIDZs2dLVe6WLVswbtw4hIeHIz4+Xt5hVwhKgAhRQMLmr06dOkFHR6fEY6kjNCGKb8iQIRg3bhzi4+MhEAhQtWpVAFytzNixYzFp0iRYWlqiQ4cOAID79++jc+fOMDIygo2NDQYNGoR3796JymOM4ffff4ebmxv09fVRr1497N27t9Q4DAwMYGtrCycnJzRt2hSLFy/G+vXrsXHjRpw+fVrs2HHjxmHHjh24c+dOiWVmZmZiz549+P7779G1a1cEBwfL9uTwhBIgQhRQcbM/SyJMgC5dugTGWIXGRYhCYgzIzOTnJuXf3MqVKzF//nw4OjoiISFBbOqKbdu2QUtLC5cvX8b69euRkJCA1q1bw9vbGzdu3MCJEyfw5s0b9OvXT/SYmTNnYuvWrVi3bh3u3buHiRMnYuDAgbhw4YLMT19gYCDMzMyKNIU1a9YMXbt2xbRp00p8fGhoKGrWrImaNWti4MCB2Lp1q1J8FhWtfyOElFtubi6io6PRqFEjaGjI9n9GXFwc7ty5Aw0NDfj7+5d6fOPGjaGlpYVXr14hPj4eLi4uZQ2bEOX08SNgZMTPuTMyAEPDUg8zNTWFsbExNDU1YWtrK7avWrVq+P3330W/z549Gw0aNMDChQtF27Zs2QInJyc8evQIDg4OWLZsGc6ePStqAndzc0N4eDjWr18vWjRZWhoaGqhRowaeP39eZF9QUBDq1q2LS5cuFdscv3nzZgwcOBAAV2udkZGBM2fOoH379jLFUdmoBoiQCrBw4UI0bdoUQ4YMkfk/IWHtT/PmzWFhYVHq8YaGhmjQoAEAagYjRBk1bNhQ7PeoqCicO3cORkZGopuHhwcArh/R/fv3kZ2djQ4dOogds337djx9+rRMMTDGJI429fT0xODBgzFlyhSJj/v3339x7do1fPPNNwC4fokBAQHYsmVLmeKoTFQDREgFOHjwIADgf//7Hzw8PDB9+nSpHytL85dQixYtcO3aNYSHh+Pbb7+VKVZClJ6BAVcTw9e5y8nwixqkwsJCdOvWDYsXLy5yrJ2dnWjE5z///AMHBwex/bq6ujKfv6CgAI8fP0ajRo0k7p83bx5q1Kgh+lz73ObNm5Gfny8WB2MM2tra+PDhA8zMzGSOp7JQAkSInCUlJeHWrVui32fMmIEaNWqgb9++pT42PT0d58+fByB7ArRs2TKqASLqSSCQqhlKWTRo0AD79u1D1apVJY4U8/T0hK6uLuLj42Vu7pJk27Zt+PDhA/r06SNxv5OTE8aOHYvp06fD3d1dtD0/Px/bt2/H0qVL4efnJ/aYPn36YOfOnRg7dmy546so1ARGiJydO3cOAFC3bl2MHz8eADB48GDcuHGj1MeeOnUKubm5qFatGmrWrCn1OYUzQt+9excfPnwoQ9SEEEUxZswYvH//Hv3798e1a9fw7NkznDp1Ct999x0KCgpgbGyMyZMnY+LEidi2bRuePn2K6OhorFmzBtu2bSux7I8fPyIxMREvX77E1atXMWXKFIwePRrff/892rZtW+zjpk2bhtevX4uNFDt69Cg+fPiAYcOGwcvLS+zWt29fbN68WW7PSUWgBIgQORN+QLRv3x5Lly6Fv78/srKy0L17d7x8+bLEx0oz+7Mk1tbWqFGjBgAgMjKyjJETQhSBvb09Ll++jIKCAnTs2BFeXl4YP348TE1NRYMqfv31V8yePRtBQUGoVasWOnbsiCNHjsDV1bXEsjdu3Ag7Ozu4u7ujV69euH//PkJDQ7F27doSH2dubo4pU6YgOztbtG3z5s1o3749TE1Nixzfp08fxMTE4ObNm2V4BiqHgCnDWLVKlpaWBlNTU6SmpsLExITvcIiScXNzQ2xsLP755x907twZaWlpaNasGe7duwdvb29cunQJRhJGrBQUFMDW1hbv3r3D2bNnS/xvTJJhw4Zhy5YtmDZtmtjoEUJUTXZ2NmJjY+Hq6go9PT2+wyGVrKTXX5bvb6oBIkSOnj17htjYWGhpaaFVq1YAABMTExw9ehRWVlaIiYnBoEGDUFhYWOSxV69exbt372Bqaiqa20cWNCEiIYRIjxIgQuTozJkzAICmTZuK1fJUrVoVBw8ehK6uLg4ePChxVJiw+cvf3x/a2toyn1uYAF27dg05OTllCZ8QQtQGJUCEyJEwAWrXrl2Rfc2aNRN1Cly8eDG2bt0qtr8sw98/V61aNVhZWSEnJwdRUVFlKoMQQtQFJUCEyElhYaEoASpuBtRvv/0Ws2bNAgCMGjVKNG19bGws7t27B01NTalmf5ZEIBBQMxghhEiJEiBC5OTOnTt49+4dDA0N0bhx42KPmzt3Lvr164e8vDz07t0bT548EdX+tGjRolwTh1ECRNQJjeFRT/J63WkiRELkRDj8vVWrViWu4K6hoYHg4GA8f/4c165dQ9euXWFubg6g7M1fQsIE6PLlyygsLJR5HTJClIGmpiYAbs09fX19nqMhlS03NxfAp/dBWVECRIiclNb89Tl9fX0cPHgQjRs3xr///ivaXt4EqH79+tDX18f79+/x8OFDeHp6lqs8QhSRlpYWDAwM8PbtW2hra1Oir0YKCwvx9u1bGBgYSJwlWxaUABEiB7m5ubh48SIAyR2gJbGzs8ORI0fQokULZGZmokaNGqLJDMtKW1sbTZs2xblz5xAeHk4JEFFJAoEAdnZ2iI2NRVxcHN/hkEqmoaEBZ2dnmSaLlYQSIELk4OrVq8jMzISVlRXq1Kkj9eO8vb0RGhqK4cOHY+LEiXKJpUWLFqIEaOTIkXIpkxBFo6Ojg+rVq4uaQ4j60NHRkUutHyVAhMiBsPnrq6++kvkPs0uXLkhISJBbLNQRmqgLDQ0NmgmalBk1nBIiB5+v/8W3pk2bQkNDA7GxsXj16hXf4RBCiEKiBIiQckpPT8fVq1cBSN//pyKZmJigXr16ALjRYIQQQoqiBIiQcrp48SLy8/Ph6upa6krMleXz4fCEEEKKogSIkHKSZfh7ZaF+QIQQUjJKgAgpJ2H/H0Vo/hJq3rw5ACAmJgbp6ek8R0MIIYqH9wRo7dq1cHV1hZ6eHnx8fHDp0qVij92/fz86dOgAKysrmJiYwNfXFydPnhQ7Jjg4GAKBoMgtOzu7oi+FqKGkpCTcuXMHADcCTFE4ODjA1dUVhYWFuHLlCt/hEEKIwuE1AQoNDcWECRMwY8YMREdHo2XLlvD390d8fLzE4y9evIgOHTrg2LFjiIqKQtu2bdGtWzdER0eLHWdiYoKEhASxGw2VJBXh7NmzAIB69erBysqK52jEUTMYIYQUj9cEaNmyZRg2bBiGDx+OWrVqYcWKFXBycsK6deskHr9ixQr88ssvaNSoEapXr46FCxeievXqooUkhQQCAWxtbcVuhFQERWz+EhI2g1ECRAghRfGWAOXm5iIqKgp+fn5i2/38/BARESFVGYWFhUhPTxctJCmUkZEBFxcXODo6omvXrkVqiAiRB8aYQs3/8yVhAnT16lVaNZsQQr7AWwL07t07FBQUwMbGRmy7jY0NEhMTpSpj6dKlyMzMRL9+/UTbPDw8EBwcjMOHDyMkJAR6enpo3rw5Hj9+XGw5OTk5SEtLE7sRUppnz54hLi4OWlpaaNmyJd/hFFGjRg1oaGggMzNT6r8pQghRF7x3gv5yMTPGmFQLnIWEhGDu3LkIDQ2FtbW1aHvTpk0xcOBA1KtXDy1btsSePXtQo0YNrF69utiygoKCYGpqKro5OTmV/YKI2hAOf/f19YWRkRHP0RSlo6MDZ2dnAMDTp095joYQQhQLbwmQpaUlNDU1i/xnmpSUVKRW6EuhoaEYNmwY9uzZU2rTg4aGBho1alRiDdC0adOQmpoqur148UL6CyFqS5H7/wi5ubkBoASIEEK+xFsCpKOjAx8fH4SFhYltDwsLQ7NmzYp9XEhICIYMGYJdu3ahS5cupZ6HMYaYmBjY2dkVe4yuri5MTEzEboSUpLCwUDQCTBH7/wi5u7sD4JrrCCGEfMLravCTJk3CoEGD0LBhQ/j6+mLDhg2Ij4/H6NGjAXA1M69evcL27dsBcMnP4MGDsXLlSjRt2lRUe6Svrw9TU1MAwLx589C0aVNUr14daWlpWLVqFWJiYrBmzRp+LpKopNu3byM5ORlGRkZo3Lgx3+EUS5gAUQ0QIYSI4zUBCggIQHJyMubPn4+EhAR4eXnh2LFjcHFxAQAkJCSIzQm0fv165OfnY8yYMRgzZoxoe2BgIIKDgwEAKSkpGDlyJBITE2Fqaor69evj4sWLCv0lRZSPsPmrVatW0NbW5jma4lECRAghkgkYjY8tIi0tDaampkhNTaXmMCKRv78/Tpw4gWXLlmHixIl8h1Os6OhoNGjQAFZWVkhKSuI7HEIIqVCyfH/zPgqMEGWTm5uLixcvAlDsDtDAp07Qb9++pTXBCCHkM5QAESKjK1eu4OPHj7C2toaXlxff4ZTI1NQUFhYWAKgjNCGEfI4SIEJkJOz/89VXX0FDQ/H/hKgfECGEFKX4n96EKBjhBIiK3vwlRAkQIYQURQkQITJIS0vD1atXASj2/D+fowSIEEKKogSIEBlcvHgRBQUFcHNzQ9WqVfkORyo0GzQhhBRFCRAhMhA2fylL7Q9As0ETQogklAARIgNlWP/rS8IEKC4uDnl5eTxHQwghioESIEKklJiYiLt37wLgRoApCzs7O+jp6aGgoEBsZnVCCFFnlAARIiXh4qfe3t6wtLTkORrpaWhoUD8gQgj5AiVAhEihoKAAISEhAJSr+UuIEiBCCBFHCRAhpcjLy8PgwYNx9OhRCAQCfP3113yHJDPqCE0IIeJ4XQ2eEEWXk5ODgIAAHDp0CFpaWtixYweaNGnCd1gyo7mACCFEHCVAhBQjMzMTvXr1QlhYGHR1dbF371507dqV77DKhBIgQggRRwkQIRKkpqaia9euCA8Ph6GhIQ4dOqSUfX+EPk+AGGMQCAQ8R0QIIfyiPkCEfOHdu3do164dwsPDYWpqirCwMKVOfgCgatWqEAgEyMzMRFJSEt/hEEII7ygBIuQzCQkJaN26NaKiomBlZYXz58/D19eX77DKTVdXF46OjgCoIzQhhACUABEiEhcXh5YtW+L+/fuwt7fHxYsX4e3tzXdYckP9gAgh5BNKgAgB8OjRI7Ro0QJPnz6Fq6srLl26BA8PD77DkitKgAgh5BNKgIjau337Nlq2bImXL1/Cw8MDly5dEk0cqEooASKEkE8oASJq7fr162jTpg2SkpLg7e2NixcvwsHBge+wKgQlQIQQ8gklQEStjRgxAh8+fICvry/OnTsHKysrvkOqMMJaLeoETQghlAARNVZQUIB79+4BAEJCQlClShV+A6pgwhqgxMREZGZm8hwNIYTwixIgorYSEhKQn58PLS0t0RBxVWZmZgYzMzMAVAtECCGUABG19fz5cwCAs7MzNDU1+Q2mklA/IEII4VACRNSWMAGqWrUqr3FUJkqACCGEQwkQUVvqmABRR2hCCOFQAkTUVlxcHADAxcWF50gqD9UAEUIIhxIgorbUsQaIEiBCCOFQAkTUljonQM+fP0d+fj7P0RBCCH8oASJqqbCwEPHx8QDUKwFycHCAjo4O8vPz8eLFC77DIYQQ3lACRNRSYmIicnNzoampCXt7e77DqTQaGhpwdXUFQB2hCSHqjRIgopaEzV9OTk7Q0tLiN5hKRv2ACCGEEiCiptSx/48QJUCEEEIJEFFTwgRInYbAC1ECRAghlAARNSWcA4hqgAghRD1RAkTUkjo3gX0+GzRjjOdoCCGEH5QAEbWkzgmQcBRYWloakpOTeY6GEEL4QQkQUTuMMdEcQOrYB0hfXx8ODg4AqBmMEKK+KAEiaufNmzfIzs6GhoYGHB0d+Q6HF9QPiBCi7igBImpH2Pzl6OgIbW1tfoPhCSVAhBB1RwkQUTvq3P9H6POO0IQQoo4oASJqRzgEXh37/whRDRAhRN1RAkTUDtUAUQJECCGUABG1QwnQpwTo9evXyMrK4jkaQgipfJQAEbWjzstgCJmbm8PU1BQA9QMihKgnSoCIWmGMqfUyGEICgYA6QhNC1BrvCdDatWvh6uoKPT09+Pj44NKlS8Ueu3//fnTo0AFWVlYwMTGBr68vTp48WeS4ffv2wdPTE7q6uvD09MSBAwcq8hKIEnn79i2ysrIgEAjg5OTEdzi8on5AhBB1xmsCFBoaigkTJmDGjBmIjo5Gy5Yt4e/vL5ql90sXL15Ehw4dcOzYMURFRaFt27bo1q0boqOjRcdERkYiICAAgwYNwq1btzBo0CD069cPV69erazLIgpM2Pzl4OAAHR0dfoPhGSVAhBB1JmA8robYpEkTNGjQAOvWrRNtq1WrFnr27ImgoCCpyqhduzYCAgIwe/ZsAEBAQADS0tJw/Phx0TGdOnWCmZkZQkJCpCozLS0NpqamSE1NhYmJiQxXRBTdnj17EBAQgObNmyM8PJzvcHi1ceNGjBw5Ev7+/jh27Bjf4RBCSLnJ8v3NWw1Qbm4uoqKi4OfnJ7bdz88PERERUpVRWFiI9PR0mJubi7ZFRkYWKbNjx44llpmTk4O0tDSxG1FN1P/nE6oBIoSoM94SoHfv3qGgoAA2NjZi221sbJCYmChVGUuXLkVmZib69esn2paYmChzmUFBQTA1NRXd1L1viCqjIfCfCDtBP3/+HAUFBTxHo8YYA5484X4SQioN752gBQKB2O+MsSLbJAkJCcHcuXMRGhoKa2vrcpU5bdo0pKamim4vXryQ4QqIMqEE6BMnJydoa2sjNzcXr1694jsc9bVqFVC9OjBlCt+REKJWeEuALC0toampWaRmJikpqUgNzpdCQ0MxbNgw7NmzB+3btxfbZ2trK3OZurq6MDExEbsR1UTLYHyiqakpSgSpGYwn6enA/Pnc/aVLgRs3+I2HEDXCWwKko6MDHx8fhIWFiW0PCwtDs2bNin1cSEgIhgwZgl27dqFLly5F9vv6+hYp89SpUyWWSdQDY4xqgL5A/YB49uefwPv33P3CQmDkSCA/n9+YCFETvDaBTZo0CZs2bcKWLVvw4MEDTJw4EfHx8Rg9ejQArmlq8ODBouNDQkIwePBgLF26FE2bNkViYiISExORmpoqOmb8+PE4deoUFi9ejIcPH2Lx4sU4ffo0JkyYUNmXRxRMcnIyMjMzAQDOzs48R6MYKAHiUXo6sGQJd3/pUqBKFSA6Gli9mtewCFEXvCZAAQEBWLFiBebPnw9vb29cvHgRx44dEzVPJCQkiM0JtH79euTn52PMmDGws7MT3caPHy86plmzZti9eze2bt2KunXrIjg4GKGhoWjSpEmlXx9RLMLaH3t7e+jq6vIbjIIQJkA0GzQPVq/man9q1ADGjwf++IPbPmsWUMxcaIQQ+eF1HiBFRfMAqaZ9+/ahb9++8PX1lXqqBVV36NAh9OzZEz4+PrhB/U8qT1oa4OrKJUA7dgDffss1gbVuDYSHA127AocPA1IMCCGEfKIU8wARUtmo/09R1ATGE2Hfn5o1gW++4bZpaADr1wPa2sDRo8D+/fzGSIiKowSIqA1KgIoSzgWUkpKC98LOuKRipaV96vszezagqflpn6fnp+Hw48YBn/VvJITIFyVARG0IEyAaAv+JgYEB7OzsAFAtUKVZvRr48AHw8AACAorunzEDqFYNSEjg7hNCKgQlQERt0DIYklFH6EqUlsaN+AKK1v4I6ekBf/3F3V+7FqCFnAmpEJQAEbVAcwAVT9gMRjVAlWDVqk+1P58t4VNEu3bAoEHc8hgjRwJ5eZUXIyFqghIgohY+fPiA9PR0ADQH0JeoI3QlSU0Fli3j7hdX+/O5pUsBc3Pg9m1gxYoKD48QdUMJEFELwtofGxsb6Ovr8xuMgqEEqJIIa39q1Sq59kfIyupTZ+k5c4DY2IqNjxA1QwkQUQvU/6d4lABVAllrf4SGDOHmBsrKAn74gVaMJ0SOKAEiaoH6/xRPmAC9evUK2dnZPEejolatAlJSuNqfr7+W/nECATc3kI4OcOIEsGdPhYVIiLqhBIioBUqAimdpaQkjIyOxjuJEjlJSPtX+zJkjfe2PUM2awPTp3P3x47nyCCHlRgkQUQvCJjCaA6gogUBAzWAVSVj74+kJ9O1btjKmTuUSoTdvgGnT5BoeIeqKEiCiFqgGqGSUAFWQlBRg+XLuvix9f76kq8s1hQHcHEG0lh0h5UYJEFELlACVjBKgCrJy5afaH1n6/kjSujUwdCh3f9QomhuIkHKiBIiovJSUFKT+t6YSNYFJRrNBV4DPa3/mzOEWOy2vP/4ALC2Bu3c/DZEnhJQJJUBE5Qn7/1hZWcHAwIDnaBQTzQZdAVau5Ia/165d9r4/X7Kw+NShev58gF4vQsqMEiCi8qj5q3Sf1wAVFhbyHI0KqIjaH6GBA7mlMrKzge+/p7mBCCkjSoCIyqMEqHTOzs7Q0tJCTk4OXr9+zXc4ym/FCq72x8sL6NNHvmULBMC6dVzH6LAwICREvuUToiYoASIqT5gAUf+f4mlpaYkSRGoGK6eUlE9rd8m79keoenVg5kzu/oQJwPv38j8HISqOEiCi8mgZDOlUq1YNAPDkyROeI1Fyy5d/qv3p3bvizvPLL9zM0m/fAlOmVNx5CFFRlAARlUdNYNKhBEgOPnyo+NofIR0dYMMG7v6mTcClSxV3LkJUECVAROVRAiQdSoDkYPlyIC0NqFOnYmt/hFq0AEaM4O6PHAnk5FT8OQlREZQAEZWWlpaGDx8+AKA+QKVRuwTor7+Ab74B9u+Xz6SC799zQ9+Biq/9+dzixYC1NfDwIXc9R44AHz9WzrkJUWKUABGVJuz/Y2FhASMjI56jUWyfJ0BM1YdWZ2dznYdDQ7lRWs7OwIwZQGxs2ctcsYKr/albF+jVS16Rls7MjFtvDAAOHgS6d+fmC+ralVs+4+XLyouFECVCCRBRadT8Jb2qVatCQ0MDGRkZSEpK4jucinXlCtdcZGzM1Z4kJgILFwJubkDHjsC+fbLVCr1/X3l9fyQJCAAuXADGjOGSuexs4J9/gNGjAScnoEEDbi2y69cBmueJEACUABEVRwmQ9HR1deHs7AxADZrBzp3jfnbtCrx4AezdC/j5cdtOneJmbnZy4lZel2ZagOXLgfR0rvanZ88KC7tErVoBf/4JPH8O3L4N/PYb4OvLzRsUHQ38+ivQuDHg4AAMHw4cOgRkZvITKyEKgBIgotKETWDU/0c6atMP6Px57mebNtxoqj59gJMnuWRn2jTAxgZ48wZYtAioVo1LjvbuBXJzi5bFV9+f4ggEXCfs6dO5VeMTE4HgYO4ajYy43zdv5hI1Cwugc2duYsUXL/iNm5BKRgkQUWlUAyQbtUiAsrK4JjCAS4A+5+bGNYW9eME1g3XsyCUUYWHcau5OTsDUqcDnz8+yZVztT716/NX+lMTaGggM5BK4d++4Gq5x44CqVblmwOPHgR9+4JrOvL2BLVv4jpiQSkEJEFFplADJRi0SoCtXuJocOztuRmVJtLW5YewnTnC1QjNmALa2QFISN+qqenWgfXtg+/ZPHZAVofanNLq6QIcOXMzPnnGryi9aBDRvzsV+6xY3rD4xke9ICalwCv7XSkj5UAIkG7VIgD5v/hIISj/e1RVYsACIjwcOHAA6deIed+YMV7MirP3p0aMio5Y/gYBbqX7KFCA8nGvya9CA6yQdGsp3dIRUOEqAiMrKyMhAcnIyAOoDJC1hAvT48WPVHQr/eQIkC21tronr+HGu9mTmTK4WSVOTq0VR9Nqf0lhaAkOHcvd37OA3FkIqgYCp7Kdc2aWlpcHU1BSpqakwMTHhOxxSRvfu3YOXlxfMzMzwnhaLlEpWVhYMDAwAAO/evYOFhQXPEclZVhZQpQrXBPboUfFNYNLKz+fW/VKV5ykpCbC3BwoKuIkVa9bkOyJCZCLL97eS/8tCSPGo+Ut2+vr6cHR0BKCizWCRkVzyY2/Pje4qLy0t1Ul+AK7DdMeO3P2dO/mNhZAKVqYEKLY8s6USUkmECRA1f8lGpfsBydr/Rx0NHMj93LEDoAYCosLKlABVq1YNbdu2xY4dO5CdnS3vmAiRC+EcQFQDJBt3d3cAapAAEcm6dwcMDbllQSIj+Y6GkApTpgTo1q1bqF+/Pn766SfY2tpi1KhRuHbtmrxjI6RcqAmsbFS2BujjR+DqVe4+JUDFMzT8tJI9NYMRFVamBMjLywvLli3Dq1evsHXrViQmJqJFixaoXbs2li1bhrdv38o7TkJkRglQ2ahsAiSc/8fBQT79f1SZsBksNFTy7NeEqIBydYLW0tJCr169sGfPHixevBhPnz7F5MmT4ejoiMGDByMhIUFecRIiM+oDVDYqmwAJ1/+i/j+l++orbjmQ5GRuiRBCVFC5EqAbN27ghx9+gJ2dHZYtW4bJkyfj6dOnOHv2LF69eoUeyjYxGFEZHz9+FNVEUg2QbIR9gN69e4eUlBR+g5En6v8jPS0toH9/7j41gxEVVaYEaNmyZahTpw6aNWuG169fY/v27YiLi8OCBQvg6uqK5s2bY/369bh586a84yVEKsIO0KampqhSpQq/wSgZY2Nj2NjYAACeSrMSujKg/j+yEzaDHToEpKXxGwshFaBMCdC6deswYMAAxMfH4+DBg+jatSs0vpgF1dnZGZs3b5ZLkITIivr/lI/KNYNFRgJ5eVz/n/9quEgpGjQAPDyA7Gxg/36+oyFE7sqUAIWFhWHKlCmwtbUV284YQ3x8PABAR0cHgYGB5Y+QkDIQ1gBR/5+yUbkESNj81bYt9f+RlkAAfPstd5+awYgKKlMC5O7ujnfv3hXZ/v79e7i6upY7KELKi2qAykflEqDPO0AT6Q0YwP08cwZ4/ZrfWAiRszIlQMUtH5aRkQE9Pb1yBUSIPFACVD4qlQBlZgLCecooAZKNmxvQvDk3I3RICN/RECJXWrIcPGnSJACAQCDA7NmzRYsmAkBBQQGuXr0Kb29vuQZISFnQEPjyUakESNj/x9GR+0Insvn2W+DyZa4Z7Kef+I6GELmRKQGKjo4GwNUA3blzBzo6OqJ9Ojo6qFevHiZPnizfCAkpA1oGo3yEQ+ETExORkZEBIyMjniMqB1r/q3z69QN+/BGIjgbu3QNq1+Y7IkLkQqYE6Nx/7ehDhw7FypUrS11qnhA+ZGVlITExEQAlQGVlZmYGCwsLJCcn4+nTp6hXrx7fIZUdzf9TPhYWQOfOwOHDXC3QwoV8R0SIXJSpD9DWrVvllvysXbsWrq6u0NPTg4+PDy5dulTssQkJCRgwYABq1qwJDQ0NTJgwocgxwcHBEAgERW60aKv6EI5ENDY2hpmZGc/RKC+VaAb7vP9P27b8xqLMhKPBdu0CCgv5jYUQOZG6Bqh3794IDg6GiYkJegsXyivGfinnjAgNDcWECROwdu1a0eSJ/v7+uH//PpydnYscn5OTAysrK8yYMQPLly8vtlwTExP8+++/Ytuoc7b6+Lz/j4CaPMqsWrVquHr1qnInQBERXP8fJyeARqiWXbdugLExEBfH9Qdq2ZLviAgpN6lrgExNTUVfJqampiXepLVs2TIMGzYMw4cPR61atbBixQo4OTlh3bp1Eo+vWrUqVq5cicGDB5d4HoFAAFtbW7EbUR/U/0c+VKIGiPr/yIe+PtC3L3d/xw5+YyFETqSuAdq6davE+2WVm5uLqKgoTJ06VWy7n58fIiIiylV2RkYGXFxcUFBQAG9vb/z666+oX79+ucokyoOGwMuHyiVApHy+/RbYuhX4+29g1SpAV5fviAgplzL1AcrKysLHjx9Fv8fFxWHFihU4deqU1GW8e/cOBQUFojWHhGxsbEQdWMvCw8MDwcHBOHz4MEJCQqCnp4fmzZvj8ePHxT4mJycHaWlpYjeivCgBkg+lT4Bo/h/5atMGsLcHPnwAjh/nOxpCyq1MCVCPHj2wfft2AEBKSgoaN26MpUuXokePHsU2XxXnyz4ajLFy9dto2rQpBg4ciHr16qFly5bYs2cPatSogdWrVxf7mKCgILEmPCcnpzKfn/CP5gCSD2EC9PLlS2RlZfEcTRlERAD5+YCzM/X/kQdNzU8zQ1MzGFEBZUqAbt68iZb/dYLbu3cvbG1tERcXh+3bt2PVqlVSlWFpaQlNTc0itT1JSUlFaoXKQ0NDA40aNSqxBmjatGlITU0V3V68eCG385PKR32A5MPCwkLU1y42NpbnaMrg8+UvqP+PfAhXiD96FEhJ4TUUQsqrTAnQx48fYWxsDAA4deoUevfuDQ0NDTRt2lT05VMaHR0d+Pj4ICwsTGx7WFgYmjVrVpawJGKMISYmBnZ2dsUeo6urCxMTE7EbUU6ZmZl4/d+aRZQAlY9AIFDuZjDq/yN/detyEyHm5AD79vEdDSHlUqYEqFq1ajh48CBevHiBkydPws/PDwBXeyNL8jBp0iRs2rQJW7ZswYMHDzBx4kTEx8dj9OjRALiamcGDB4s9JiYmBjExMcjIyMDbt28RExOD+/fvi/bPmzcPJ0+exLNnzxATE4Nhw4YhJiZGVCZRbcLZyh0cHGBpaclzNMpPaROgjAzg+nXuPiVA8iMQfKoFomYwouRkmglaaPbs2RgwYAAmTpyIdu3awdfXFwBXGyTLaKuAgAAkJydj/vz5SEhIgJeXF44dOybqu5GQkCCa1E7o8/KjoqKwa9cuuLi4iPp9pKSkYOTIkUhMTISpqSnq16+PixcvonHjxmW5VKJkrv3X6ZVeb/lQ2gTo8/4/VBMoXwMGANOmARcuAC9ecHMsEaKEypQA9e3bFy1atEBCQoLYFPnt2rVDr169ZCrrhx9+wA8//CBxX3BwcJFtxa1EL7R8+fISJ0kkqo0SIPkSrgmmdAkQzf9TcZydgVatgIsXuRXif/mF74gIKZMyNYEBgK2tLerXrw8NjU9FNG7cGB4eHnIJjJCyoARIvpS2BkiYANHyFxWDmsGIChCw0qpUJMjMzMSiRYtw5swZJCUlofCLtWGePXsmtwD5kJaWBlNTU6SmplKHaCXy9u1bWFtbQyAQ4MOHDzLNSk4kS0hIgL29PTQ0NJCVlQUdHR2+QypdRgZgZsY1gcXGUhNYRfjwAbC1BXJzgVu3uM7RhCgAWb6/y9QENnz4cFy4cAGDBg2CnZ0drbdEFML1/zq9enh4UPIjJ7a2tjAwMMDHjx/x/Plz1KhRg++QSnf5Mpf8uLhQ8lNRzMyALl2AAwe4FeIpASJKqEwJ0PHjx/HPP/+gefPm8o6HkDITNn81atSI50hUh3Ao/O3bt/HkyRPlSIBo+HvlGDiQS4B27QKCggCNMveoIIQXZXrHmpmZwdzcXN6xEFIu1P+nYihdPyBKgCpH585AlSrAy5dch2hClEyZEqBff/0Vs2fPFlsPjBA+McYoAaogSpUA0fw/lUdPD/j6a+4+dYYmSqhMTWBLly7F06dPYWNjg6pVq0JbW1ts/82bN+USHCHSio2NRXJyMnR0dFCX+iPIlVIlQOHhQEEB1/eH+v9UvG+/BTZu5FaI//NPLikiREmUKQHq2bOnnMMgpHyEtT/e3t7Q1dXlORrVolQJEDV/Va6WLbmJEF+8AP75B+jTh++ICJFamRKgOXPmyDsOQsqFmr8qjjABio2NRX5+PrS0yvSxUTkoAapcGhpcLdCiRVwzGCVARImUudt+SkoKNm3ahGnTpuH9+/cAuKavV69eyS04QqRFCVDFcXBwgK6uLvLz84ssTaNQ0tOBGze4+5QAVZ5vv+V+/vMP8N93ASHKoEwJ0O3bt1GjRg0sXrwYS5YsQUpKCgDgwIEDmDZtmjzjI6RUeXl5on5nlADJn4aGhnIsiXH5Mtf/x9WVmwOIVA4vL6BePSAvD9i7l+9oCJFamRKgSZMmYciQIXj8+DH0Puv05u/vj4s0HJJUsnv37iErKwumpqaoXr063+GoJKXoB0TNX/yhpTGIEipTAnT9+nWMGjWqyHYHBwckJiaWOyhCZCGcAbpRo0Zia9MR+VGKBOjcOe4nJUCVr39/btHZS5eAuDi+oyFEKmX6ttDT00NaWlqR7f/++y+srKzKHRQhsqD+PxVP4ROgtDQgKoq737o1v7GoIweHTwvP7trFbyyESKlMCVCPHj0wf/585OXlAeCmy4+Pj8fUqVPRh0YBkEpGCVDFU/gEiPr/8E/YDPa//wGyr7FNSKUrUwK0ZMkS0crbWVlZaN26NapVqwZjY2P89ttv8o6RkGJlZmbi7t27ACgBqkjCBOjp06coKCjgORoJqP8P/3r3BnR1gQcPgJgYvqMhpFRlmtDDxMQE4eHhOHfuHKKiolBYWIgGDRqgffv28o6PkBLdvHkThYWFcHR0hJ2dHd/hqCwnJydoa2sjNzcXr169grOzM98hiRMmQMJmGFL5TE2B7t25WaF37ADq1+c7IkJKJHMNUGFhIbZs2YKuXbti3Lhx2LZtG8LDw/H69WswqvYklYyavyqHlpYWXF1dAShgMxj1/1EcwmawkBCuSZIQBSZTAsQYQ/fu3TF8+HC8evUKderUQe3atREXF4chQ4agV69eFRUnIRIJE6BGjRrxHInqU9h+QML1v9zcAEWrmVI3nToBFhZAQgKwZAnf0RBSIpkSoODgYFy8eBFnzpxBdHQ0QkJCsHv3bty6dQunT5/G2bNnsX379oqKlZAiqAao8ihsAkT9fxSHjg7w++/c/Zkzgf+mqCBEEcmUAIWEhGD69OloK6Gd/auvvsLUqVOxc+dOuQVHSEmSkpLw/PlzCAQC+Pj48B2OyqMEiEhl6FDg66+B/HxgwAAgI4PviAiRSKYE6Pbt2+jUqVOx+/39/XHr1q1yB0WINIQTIHp4eMDU1JTnaFSfQiZAn/f/oQRIMQgEwPr13CrxT54AP/7Id0SESCRTAvT+/XvY2NgUu9/GxgYfPnwod1CESIOavyrX5wmQwgx4CA8HCgsBd3fuC5coBjMzbiSYQABs3cqNDCNEwciUABUUFEBLq/iR85qamsjPzy93UIRIgxKgyuXi4gINDQ1kZWUhISGB73A4tPyF4mrVCpg+nbs/ciQQH89vPIR8QaZ5gBhjGDJkCHR1dSXuz8nJkUtQhJSGMUYJUCXT0dGBi4sLYmNj8eTJE9jb2/MdEvX/UXRz5gCnTwNXr3JD5M+dAzQ1+Y6KEAAy1gAFBgbC2toapqamEm/W1tYYPHhwRcVKiMizZ8/w/v176OjooG7dunyHozYUqh9Qaipw8yZ3n+b/UUza2sDOnYCREbdQ6qJFfEdEiIhMNUBbt26tqDgIkYmw9qd+/frQ0dHhORr1Ua1aNYSFhSlGAkT9f5SDuzuwZg0QGMjVCLVrBzRtyndUhJRtLTBC+EbNX/xQqBogWv5CeQwaBHzzDTdh5bffcqP3COEZJUBEKQmHwFMCVLkUMgGi/j+KTyAA1q0DXFyAZ8+AceP4jogQSoCI8snLy8PN//p+UAJUuT5fFZ7XofDU/0f5VKnC9QfS0AC2b+fWCyOER5QAEaVz7949ZGVloUqVKqIvZFI53NzcIBAIkJaWhnfv3vEXyKVLXP+fatUAR0f+4iCyad6cWyIDAEaPBp4/5zUcot4oASJK5/MFUDU06C1cmfT09OD4X8LBazMYNX8pr1mzAF9frh/Qt99yS2YQwgP69iBKhzpA80sh+gFRB2jlpaXFNYWZmAAREcBvv/EdEVFTlAARpUMJEL94T4A+fACio7n71P9HObm6cp2iAWD+fODyZX7jIWqJEiCiVDIyMnDv3j0AXBMYqXy8J0DHjnH9fzw9AQcHfmIg5TdgADc7dGEh1xSWmsp3RETNUAJElMrNmzdRWFgIR0dH2NnZ8R2OWuI9ATp4kPvZqxc/5yfys2YNVxsUFwd8/z2gKIvsErVACRBRKtT8xT9eE6CsLOD4ce5+z56Vf34iXyYmXH8gTU1uWPyOHXxHRNQIJUBEqVACxD93d3cAwPv37/H+/fvKPfmZM0BmJjf03cencs9NKoavL7dEBgCMGQM8fcpvPERtUAJElAolQPwzNDQUNT9Wei2QsPmrZ09udmGiGqZPB1q0ANLTuf5AeXl8R0TUACVARGm8efMGcXFxEAgE8KH//nlVq1YtAMCdO3cq76QFBcDhw9x9av5SLZqaXPOXqSlw9So3MoyQCkYJEFEawvW/atWqBRMTE56jUW/169cHAEQLh6NXhogI4O1bbkmFVq0q77ykcri4AOvXc/cXLgQuXuQ3HqLyKAEiSoOavxQHLwmQsPmra1dAW7vyzksqT0AAEBjIDY0fOBBISeE7IqLCKAEiSoMSIMUhTIBu3bqFgoKCij8hYzT8XV2sXg24uwMvXgDbtvEdDVFhlAARpcAYEzWBUQLEv5o1a0JfXx+ZmZmV0xH67l3g2TNATw/o2LHiz0f4Y2wMjBrF3T95kt9YiEqjBIgohWfPnuH9+/fQ1dVFnTp1+A5H7WlqaqJu3boAuMkpK5yw9qdDB8DQsOLPR/jVqRP38/x5IDub11CI6qIEiCgFYfNX/fr1oaOjw3M0BKjkfkAHDnA/afSXevDyAuztuYkvL13iOxqioigBIkqB+v8onkpLgOLiuMVPNTSAbt0q9lxEMQgEgJ8fd5+awUgF4T0BWrt2LVxdXaGnpwcfHx9cKiHbT0hIwIABA1CzZk1oaGhgwoQJEo/bt28fPD09oaurC09PTxwQ/vdIlBYlQIrn8wSIVeQaTocOcT9btACsrCruPESxCJvBTpzgNw6isnhNgEJDQzFhwgTMmDED0dHRaNmyJfz9/REfHy/x+JycHFhZWWHGjBmoV6+exGMiIyMREBCAQYMG4datWxg0aBD69euHq1evVuSlkAqUl5cn6mdCCZDiqFOnDjQ1NZGcnIyXL19W3Ik+n/2ZqI/27bmaoHv3gIp8fxG1JWAV+q9byZo0aYIGDRpg3bp1om21atVCz549ERQUVOJj27RpA29vb6xYsUJse0BAANLS0nBcuGAigE6dOsHMzAwhISFSxZWWlgZTU1OkpqbShHsKIDo6Gg0aNECVKlXw/v17CGgJBIVRp04d3L17F4cOHUL37t3lf4LkZMDGhpsF+ulTwM1N/ucgiqtJE+DaNWDzZuC77/iOhigBWb6/easBys3NRVRUFPyE7bz/8fPzQ0RERJnLjYyMLFJmx44dSywzJycHaWlpYjeiOKKiogAAPj4+lPwomArvB3T0KJf81K1LyY86omYwUoF4S4DevXuHgoIC2NjYiG23sbFBYmJimctNTEyUucygoCCYmpqKbk5OTmU+P5G/GzduAACt/6WAKjwBoskP1ZtwzqfTp7lEmBA54r0T9Jf/0TPGyv1fvqxlTps2DampqaLbixcvynV+Il/CGqCGDRvyHAn5UoUmQB8/fhoBRP1/1FPjxtwCqR8+AP9NhEqIvPCWAFlaWkJTU7NIzUxSUlKRGhxZ2Nraylymrq4uTExMxG5EMeTm5uL27dsAqAZIEXl7ewMA4uPjkZycLN/Cw8K4eWBcXIBiBj0QFaelxU1+CdBweCJ3vCVAOjo68PHxQVhYmNj2sLAwNGvWrMzl+vr6Finz1KlT5SqT8Ofu3bvIzc2FmZkZXF1d+Q6HfKFKlSqi1yUmJka+hX8++SH1/VJfwmYw6gdE5EyLz5NPmjQJgwYNQsOGDeHr64sNGzYgPj4eo0ePBsA1Tb169Qrbt28XPUb4IZuRkYG3b98iJiYGOjo68PT0BACMHz8erVq1wuLFi9GjRw8cOnQIp0+fRnh4eKVfHyk/6gCt+OrXr4/Y2FhER0ejXbt28ik0Px84coS7T/1/1JswAbp2jWsKMzPjNx6iMnhNgAICApCcnIz58+cjISEBXl5eOHbsGFxcXABwEx9+OSeQsM8BwH057tq1Cy4uLnj+/DkAoFmzZti9ezdmzpyJWbNmwd3dHaGhoWjSpEmlXReRn88TIKKY6tevj/3798u3H1B4OPD+PWBhATRvLr9yifJxcgI8PYH797nO0F9/zXdEREXwmgABwA8//IAffvhB4r7g4OAi26SZtqhv377o27dveUMjCkA4Aow6QCuuCukILRz91a0b1w+EqLeOHbkE6MQJSoCI3PA+CoyQ4uTk5FAHaCUgTID+/fdffPz4sfwFMkaLnxJxwmawkye59wchckAJEFFYd+/eRV5eHszMzFC1alW+wyHFsLOzg7W1NQoLC0UJa7nExADx8YCBwacFMYl6a9UK0NMDXr3iaoIIkQNKgIjC+nz+H+oArbgEAgEaNGgAQE7NYMLmr44dAX398pdHlJ++PtC6NXefRoMROaEEiCgs6gCtPOTaD4gWPyWSfN4MRogcUAJEFBZ1gFYeckuAnj0Dbt8GNDWBrl3lEBlRGcIE6OJFbpZwQsqJEiCikHJycnDnzh0AVAOkDIQJ0J07d5CXl1f2goS1P61bA+bm5Q+MqI5atbgh8Tk5XBJESDlRAkQUkrADtLm5uWheKKK43NzcYGxsjJycHDx8+LDsBVHzFymOQECzQhO5ogSIKKTPm7+oA7Ti09DQEK0LVuZmsKQk4PJl7n6PHvIJjKgW6gdE5IgSIKKQqAO08il3P6CjR4HCQqBBA8DZWY6REZXRvj3XP+zhQyAuju9oiJKjBIgoJGENECVAyqPcCZCw+YvW/iLFqVIFEC5rRLVApJwoASIKJycnB3fv3gVAI8CUiTABiomJkWrJGjEZGcCpU9x96v9DSkLNYEROKAEiCkc4ksjCwgLO1BSiNDw9PaGjo4PU1FTExsbK9uCTJ7nRPe7uQO3aFRMgUQ2dOnE/T58GyjPikKg9SoCIwqEO0MpJW1sbXl5eAMrQDPb56C96zUlJfHy4KRLS0oCrV/mOhigxSoCIwqEO0MqrTP2A8vK4DtAA9f8hpdPUBDp04O5TMxgpB0qAiMKhDtDKq0wJ0IULQEoKYG0NNG1aMYER1SJsBqMEiJQDJUBEoWRnZ1MHaCVWpgRI2PzVvTv33z0hpfHz437euAG8e8dvLERpUQJEFMqdO3eQn58PS0tLODk58R0OkVHdunUhEAiQkJCAN2/elP4Axmj2ZyI7e3ugTh3u/RMWxnc0RElRAkQUyufNX9QBWvkYGRmhRo0aAKSsBYqKAl69AoyMgHbtKjg6olKoGYyUEyVARKEIO0BT85fykqkZTFj74+8P6OlVXFBE9Xw+H5Cs804RAkqAiIKhEWDKT6YE6MAB7ic1fxFZtWgBGBgAiYnA7dt8R0OUECVARGFQB2jVIHUC9OgRcP8+oKUFdO5cCZERlaKrC7Rty92nZjBSBpQAEYVx+/Zt5Ofnw8rKCo6OjnyHQ8pImAA9efIEqampxR946BD386uvuDWeCJEVLYtByoESIKIwqAO0arC0tBQlsLdu3Sr+QBr9RcpLmABdusStJ0eIDCgBIgqDOkCrjgYNGgAooRksMRGIjOTud+9eSVERlVO9OuDqys0mfv4839EQJUMJEFEY1AFadZTaD+jwYW7kTuPGgINDJUZGVIpAQM1gpMwoASIKISsrS9QBmhIg5VdqAiRs/qK1v0h5CROgEyf4jYMoHUqAiEK4ffs2CgoKYG1tTR2gVYAwAbp//z5ycnLEd6alAWfOcPep/w8pr6++4kYSPnkCPHvGdzREiVACRBTC581f1AFa+Tk5OcHc3Bz5+fmimj2REyeA3FygZk3Aw4OfAInqMDEBmjXj7lMzGJEBJUBEIQhHgFEHaNUgEAiKbwajyQ+JvFE/IFIGlAARhUAdoFWPxAQoJwf45x/uPiVARF6ECdCZM1ztIiFSoASI8C4rKwv37t0DQAmQKpGYAJ0+DaSnA3Z23AgwQuShfn3AyoqbC0g4vQIhpaAEiPDu1q1bKCgogI2NDRxoSLTKECZAwtcXALBxI/fzm28ADfr4IXKioQH4+XH3qRmMSIk+gQjvqAO0aqpRowYMDAzw8eNHPH78GHj1Cjh6lNs5ciS/wRHVQ8PhiYwoASK8+3wJDKI6NDU1UbduXQD/NYNt3gwUFACtWtHoLyJ/whqg6GjgzRt+YyFKgRIgwjtaAkN1CZvBYqKigE2buI2jRvEYEVFZNjZcXyAACAvjNxaiFCgBIrz6+PEj7t+/D4BqgFSRMAHSOnMGePECsLAAevfmOSqisqgZjMiAEiDCK2EHWVtbW9jb2/MdDpEzYQLU8r9RfggMBPT0eIyIqLROnbifp04BhYX8xkIUHiVAhFfUAVq1eXl5wUVDAx3y8rgN1PmZVCRfX8DICHj7FoiJ4TsaouAoASK8og7Qqk1PTw+/WFpCE8BbLy9u+QtCKoqODrc2GEDD4UmpKAEivKIO0CouPx/9P34EAGxgjOdgiFoQNoNRPyBSCkqACG+oA7QaOH4cZhkZeAtg/r17OCNcBZ6QiiLsCB0RAaSl8RsLUWiUABHexMTEoLCwkDpAq7INGwAAt+vXRy6A6dOng1FNEKlIbm5AtWpAfj5w7hzf0RAFRgkQ4Q01f6m4Fy+AY8cAAPX+/BOGhoa4du0aDh48yG9cRPVRMxiRAiVAhDe0AryK27SJG4rcti0smzXDhAkTAAAzZ878tDYYIRVB2Ax28iRANY6kGJQAEd4IR4BRDZAKys8vMvPz5MmTYWZmhvv372PHjh08BkdUXps2gLY2EBsLPHnCdzREQVECRHiRmZmJBw8eAKAaIJV07Bjw+jVgZQX06gUAqFKlCqZOnQoAmDNnDnJycviMkKgyIyOgZUvuvnABXkK+wHsCtHbtWri6ukJPTw8+Pj64dOlSicdfuHABPj4+0NPTg5ubG/766y+x/cHBwRAIBEVu2dnZFXkZREbCDtB2dnaws7PjOxwib+vXcz+HDOHmZvnP2LFjYWdnh7i4OGzcuJGf2Ih66NmT+7lwIZCUxGsoRDHxmgCFhoZiwoQJmDFjBqKjo9GyZUv4+/sjPj5e4vGxsbHo3LkzWrZsiejoaEyfPh0//vgj9u3bJ3aciYkJEhISxG56NP2+Qjl8+DAAoEWLFjxHQuQuLg44fpy7/8XMzwYGBpg9ezYAYMGCBcjMzKzs6Ii6GDUKqFsXePcOGDOG72iIImI8aty4MRs9erTYNg8PDzZ16lSJx//yyy/Mw8NDbNuoUaNY06ZNRb9v3bqVmZqaliuu1NRUBoClpqaWqxwiWUFBAXNycmIA2L59+/gOh8jbrFmMAYy1aydxd25uLnNzc2MA2G+//VbJwRG1cvMmY1pa3PsxNJTvaEglkOX7m7caoNzcXERFRcHPz09su5+fHyIiIiQ+JjIyssjxHTt2xI0bN5AnXGsIQEZGBlxcXODo6IiuXbsiOjq6xFhycnKQlpYmdiMV5/Lly3jx4gVMTEzQuXNnvsMh8pSfD2zezN0vZt0vbW1tzJ8/HwDw+++/4/3795UVHVE39esD06dz98eMoaYwIoa3BOjdu3coKCiAjY2N2HYbGxskJiZKfExiYqLE4/Pz8/Hu3TsAgIeHB4KDg3H48GGEhIRAT08PzZs3x+PHj4uNJSgoCKampqKbk5NTOa+OlGTXrl0AgD59+lDTpKo5epTr/Gxt/akPhgT9+/dHnTp1kJqait9//73y4iPqZ8YMoF49rinshx9oWDwR4b0T9JcrgDPGSlwVXNLxn29v2rQpBg4ciHr16qFly5bYs2cPatSogdWrVxdb5rRp05Camiq6vXjxoqyXQ0qRl5eHv//+GwD3JUhUzH8zP2PoULHOz1/S0NDAb7/9BgBYtWoVEhISKiM6oo50dIDgYEBLC9i3DwgN5TsioiB4S4AsLS2hqalZpLYnKSmpSC2PkK2trcTjtbS0YGFhIfExGhoaaNSoUYk1QLq6ujAxMRG7kYoRFhaG5ORk2NjYoG3btnyHQ+Tp+fNPM+8OH17q4V27doWvry+ysrKwYMGCio2NqDdvb2DmTO7+2LHAmze8hkMUA28JkI6ODnx8fBAWFia2PSwsDM2aNZP4GF9f3yLHnzp1Cg0bNoS2trbExzDGEBMTQ0OtFYSw+SsgIABaWlo8R0PkatMmrnmhfXtuLaZSCAQCBAUFAQA2bNiAZ8+eVXSERJ1Nn84lQsnJwPffU1MY4XcU2O7du5m2tjbbvHkzu3//PpswYQIzNDRkz58/Z4wxNnXqVDZo0CDR8c+ePWMGBgZs4sSJ7P79+2zz5s1MW1ub7d27V3TM3Llz2YkTJ9jTp09ZdHQ0Gzp0KNPS0mJXr16VOi4aBVYxMjIymKGhIQPArly5wnc4RJ5ycxmzteVG2/z9t0wP7dixIwPABg4cWEHBEfKfmJhPo8J27eI7GlIBZPn+5jUBYoyxNWvWMBcXF6ajo8MaNGjALly4INoXGBjIWrduLXb8+fPnWf369ZmOjg6rWrUqW7dundj+CRMmMGdnZ6ajo8OsrKyYn58fi4iIkCkmSoAqRkhICAPA3NzcWGFhId/hEHnav5/7UrGx4ZIhGURFRTEATCAQsNu3b1dQgIT8Z9487r1qbs5YQgLf0RA5k+X7W8AY1QN+KS0tDaampkhNTaX+QHLUvXt3HDlyBDNnzsSvv/7KdzhEnjp14haenDoV+K9ZSxb9+vXD33//je7du+PQoUMVECAh/8nLA5o0AaKjgR49gAMHgBIG3hDlIsv3NyVAElACJH/JycmwtbVFfn4+7t+/j1q1avEdEpGX2FjA3Z3rU/H0KeDmJnMRDx8+RO3atVFYWIiIiAj4+vpWQKCE/Of2baBhQy4Z2rED+PZbviMiciLL9zfvw+CJeti3bx/y8/Ph7e1NyY+qEXZ+9vMrU/IDcPN3DRkyBAAwffp00P9lpELVrQv8tyQLxo0DaBoGtUQJEKkUwtFfAwYM4DkSIld5ecCWLdz9YmZ+ltacOXOgo6OD8+fP4/Tp03IIjpASTJkCNGgAfPgAjB5No8LUECVApMK9ePECFy9eBAB88803PEdD5OrwYSAxEbC1Bbp3L1dRzs7O+P777wEAK1askENwhJRAW5ubIFFbm3sf79zJd0SkklECRCpcaGgoGGNo2bIlLTOiaoQzP3/3HfdFUk5j/lu1+8SJE3j16lW5yyOkRHXqAHPmcPd//JGawtQMJUCkwlHzl4p69gw4dYobQSPFzM/SqF69Olq2bInCwkJs375dLmUSUqIpUwAfH64pbNQoagpTI5QAkQr18OFDREdHQ0tLC3379uU7HCJPGzdyP/38AFdXuRX73XffAQC2bNlCnaFJxdPS4prCdHSAI0eA//2P74hIJaEEiFSokJAQAEDHjh1haWnJczREbnJzP3V+HjVKrkX37dsXRkZGePLkCcLDw+VaNiESeXkBc+dy98ePB16/5jUcUjkoASIVhjFGzV+q6vBhICmJ6/zctatcizYyMkJAQAAArhaIkErx889Ao0ZASgo3opFqH1UeJUCkwty4cQNPnjyBgYEBupdzhBBRMOvXcz+HDZNL5+cvCZvB9uzZg/T0dLmXT0gRnzeF/fMPQH3QVB4lQKTCCGt/evToASMjI56jIXLz5Alw+jTX+XnEiAo5ha+vL2rWrImPHz9iz549FXIOQorw9ATmzePujx8P0EhElUYJEKkQBQUF2L17NwBq/lI5mzZxPzt1AlxcKuQUAoFAVAu0efPmCjkHIRJNngw0bgykpnIJPjWFqSxKgEiFOH/+PBITE2Fubg4/Pz++wyHykpsLbN3K3S/nzM+lGTRoEDQ1NREZGYkHDx5U6LkIEdHS4t7jOjrA8eNcsxhRSZQAkQohbP76+uuvoaOjw3M0RG4OHuQ6P9vby73z85fs7OzQuXNnAMBWYdJFSGXw9ATmz+fuT5gAvHzJazikYlACROQuOzsb+/btAwD079+f52iIXAlnfh42jPtPuYINGzYMALB9+3bk5eVV+PkIEfnpJ6BJEyAtDfjmGyAjg++IiJxRAkTk7vjx40hNTYWDgwNatmzJdzhEHjIyuJExZ85wnZ//S0wqWufOnWFtbY03b97g+PHjlXJOQgB8GhVmagpcvgx07kxJkIqhBIjInbD5q3///tDQoLeY0snIAC5dAlasAAYNAmrVAkxMPjV5+ftXWOfnL2lra2Pw4MEAaE4gwgMPDyAsjEuCLl3i3vs0LYPKEDCaa76ItLQ0mJqaIjU1FSYmJnyHo1TS0tJgY2OD7Oxs3Lx5E/Xr1+c7JFKS9HQgOhqIivp0+/dfySNfHBy4ieJ++43rI1FJ7t+/j9q1a0NTUxMvX76Era1tpZ2bEADA9etAhw7cyLAWLYBjxwBjY76jIhLI8v1d8Y34RK0cPHgQ2dnZ8PDwgLe3N9/hkM+lpRVNdh49kpzsODpyC0R+frOxqfyYAXh6eqJp06a4cuUKduzYgcmTJ/MSB1FjjRpxNUEdOgDh4VxN0PHjlAQpOUqAiFx9vvSFQCDgORoiMn8+N8FbYWHRfU5O4olOgwa8JTvF+e6773DlyhVs2bIFP/30E723SOVr1IibALRDB65PECVBSo+awCSgJrCyefPmDRwcHFBQUIDHjx+jWrVqfIdEAGDvXuDrr7n7XyY7Pj6AtTW/8UkhLS0Ntra2yMrKQmRkJJo2bcp3SERdRUUB7dtza4Y1a8YlQfQ9oTBk+f6mHqpEbv744w8UFBSgcePGlPwoin//BYYO5e7/8gsQHw8cOADMnMn9B6sEyQ8AmJiY4Ov/kjjqDE145ePD1QRVqQJERHB/R2lpfEdFyoASICIX27Ztw9KlSwEAP//8M8/REABAZibQpw83qqt1a67zshITLo2xe/duZGZm8hwNUWvCJMjMjEuCOnWiJEgJUQJEyu3SpUsY8d+imDNmzEDfvn15joiAMWDUKODePcDWFti9u1ImLqxIrVq1gru7O9LT07F3716+wyHq7vMkKDKSkiAlRAkQKZenT5+iV69eyMvLQ9++fTFfOH084ddffwE7dwKamsCePVwSpOQEAgGG/tecR81gRCE0aCCeBHXsyA2VJ0qBEiBSZikpKejWrRuSk5PRsGFDbNu2jSY+VATXrgHjx3P3Fy8GVGg27sDAQAgEAly8eBGPHz/mOxxCuCTozBkuCbpyhZIgJULfVqRM8vPz0a9fPzx48AAODg44dOgQDAwM+A6LvHvHjfjKywN69wYmTeI7IrlydHREx44dAQDBtEo3URT163NJkLk5cPUqJUFKghIgUibjx49HWFgYDAwMcOTIEdjb2/MdEikoAAYO5EZ6Va8ObNnCrdulYoSdoYODg1FQUMBzNIT8h5IgpUMJEJHZn3/+ibVr10IgEGDnzp203IWiWLAAOHkS0NcH9u3j1i9SQd27d4e5uTlev36NU6dO8R0OIZ94e4snQX5+3HxBRCFRAkRkcuLECYz/r3/J4sWL0bNnT34DIpwTJ7iZngGuA3SdOvzGU4F0dXUxcOBAANQZmiggb2/g7FkuCbp2jZIgBUYJEJHa3bt30a9fPxQWFmLo0KG0JpOiiIsDvv3209D3/1ZPV2XCZrBDhw7h3bt3PEdDyBfq1eOSIAsLbiFVSoIUEiVARCpJSUno1q0b0tPT0apVK/z111+0HpMiyMnhOj2/f8/NS7JiBd8RVYp69erBx8cHeXl52LZtG9/hEFJUvXpcc5gwCWrYEFi+HEhO5jsy8h9KgEipsrOz0atXLzx//hzu7u7Yv38/dHR0+A6LAMDEidyHq5kZt+aXnh7fEVWa4cOHAwCmT5+OgwcP8hsMIZIIa4KsrYGnT7lRmfb2XI3thQtcrS3hDSVApESMMYwYMQIRERGoUqUKjh49CgsLC77DIgCwYwewbt2n+1Wr8hpOZRs2bBj69u2L3Nxc9O3bFzt37uQ7JEKKqlsXePyY65tXvz6Qmwvs2gW0aQPUqgUsXcpNX0EqHSVApFiMMUyfPh07duyApqYm/v77b3h4ePAdFgGAu3eBkSO5+7NmAZ078xsPD7S1tRESEoLAwEAUFBRg0KBB2LBhA99hEVKUiQnXP+/mTeDGDe5v18iIW6x48mTAwQEYMAA4f55qhSoRJUBEosLCQkyYMAGLFi0CAKxZswbt27fnOSoCgFtvqE8fICsL6NABmDOH74h4o6WlhS1btmDMmDFgjGHUqFGiRXkJUUg+PsD69cDr19xPHx+uVigkBGjbFqhZE1iyBHj7lu9IVR4lQKSIgoICjBgxAqtWrQIArF27FqNGjeI5KgKA++/wu++AR48AR8dP632pMQ0NDaxevRpTpkwBAEyePBlz584Fo/+kiSIzNuZqgm7c4G6jRnG1Qo8fAz//zNUKffMN14eI3ssVghIgIiY3NxcDBgzAli1boKGhge3bt+P777/nOywitGIFN8mhtjbw99+AlRXfESkEgUCARYsW4bfffgMAzJs3D5MnT6YkiCgHHx+uj1BCArBxIzdiLC8PCA0F2rUDatQA/vgDSEriO1KVImD0CVFEWloaTE1NkZqaChMTE77DqTTZ2dn4+uuvcfToUWhra2P37t3o3bs332ERofBwruNkQQGwejUwdizfESmklStXYsKECQCAkSNHYu3atdBU81oyooRu3uSSoZ07gfR0bpu+PjBjBtdvSFeX3/gUlCzf35QASaCOCVBGRgZ69OiBs2fPQk9PDwcOHECnTp34DosIvXnDjSBJSOCqxXftUsl1vuRly5YtGD58OBhjGDBgAIKDg6Gtrc13WITILiODqwlatw6IiuK2VasGrFoF+PvzG5sCkuX7m5rACD58+IAOHTrg7NmzMDY2xsmTJyn5UST5+VzSk5DADZvduJGSn1J89913CAkJgZaWFnbt2oWvv/4aOTk5fIdFiOyMjIBhw7j5vnbuBOzsgCdPuJGfPXsCz5/zHaHSohogCZS1BqiwsBAaGrLltG/fvoWfnx9iYmJgZmaGkydPolGjRhUUoRphjPtvbetW4MWL8pX19i1w5QpgaMh9CNaqJZ8Y1cCRI0dEyU+HDh1w4MABGBoa8h0WIWWXlsat+7dyJdccrqcHTJ/OdZxWo4lQi0NNYOWkTAlQdnY2tm3bhj/++AMvX75Eo0aN0LJlS7Rs2RLNmjWDaQkrgr969Qrt27fHw4cPYWNjg7CwMNRR4UU0K0VaGtc8tWEDEB0t37J37wYCAuRbpho4c+YMevTogczMTPj4+CAkJATVq1fnOyxCyufePa4f4Pnz3O/u7lxS1KULr2HxjRKgclKGBCg9PR3r16/H0qVLkZiYKPEYgUCAunXrihKiFi1awN7eHgDw7NkztG/fHrGxsXBycsLp06dRo0aNyrwE1cEYVzOzYQM3l8fHj9x2HR2gb1+u43J5m6zq1gUaNy53qOoqIiICXbt2xYcPH2BoaIhVq1Zh6NChtJ4dUW6Mcf2DfvqJm1cIALp140aLurnxGhpfKAEqJ0VOgJKTk7Fq1SqsXr0aHz58AAA4Ojri559/Rvv27XHlyhWEh4fj0qVLePLkSZHHu7m5oWXLlggLC8Pr169RrVo1nD59Gi4uLpV9KcovNfVTbU9MzKftHh7c/B6DB3MLIRKF8OLFCwwePBjn//uPuU+fPtiwYQPMzc35DYyQ8kpPB379lVtsNT+fGyE2dSowZQo3ckyNyPT9zUgRqampDABLTU3lOxSRly9fsokTJzJDQ0MGgAFgNWrUYFu2bGE5OTkSH/P69Wu2Z88eNm7cOFa/fn2moaEheiwAVrt2bfb69etKvhIlV1jI2JUrjH33HWMGBoxx/4MxpqvL2MCBjF28yB1DFFJ+fj5bvHgx09LSYgCYg4MDO3PmDN9hESIf9+8z1q7dp88lV1fGDh/mO6pKJcv3N9UASaBINUCPHz/G77//jm3btiEvLw8AUL9+fUyfPh29evWSaX6T1NRUREZG4tKlS0hJScH8+fNpYVNppaRwIzA2bABu3/60vVYtbgbXQYMAqklQGlFRURgwYAAePXoEgUCAyZMnY8GCBdDR0eE7NELKhzFg715g4kTg1StuW5cuXP8gd3fZy0pP55rXEhI+/Xz/nhuK7+MDeHpyE7MqCKWqAVqzZg2rWrUq09XVZQ0aNGAXL14s8fjz58+zBg0aMF1dXebq6srWrVtX5Ji9e/eyWrVqMR0dHVarVi22f/9+mWLiswYoNzeXXb16lS1ZsoR16dJFrNamVatW7MSJE6yQahgqR2EhYxERjA0Zwpi+/qf/qvT0GBs8mLHwcKrtUWIZGRls5MiRor+vBg0asAcPHvAdFiHykZ7O2JQpjGlrf6qlnjWLscxM7nMrJYWxBw8YO3OGsR07GPv9d8YmTmQsIICxVq0Yq1aNMUPDT597xd309Bhr3Jix779nbPNmxmJiGMvN5e2yZfn+5jUB2r17N9PW1mYbN25k9+/fZ+PHj2eGhoYsLi5O4vHPnj1jBgYGbPz48ez+/fts48aNTFtbm+3du1d0TEREBNPU1GQLFy5kDx48YAsXLmRaWlrsypUrUsdVmQlQRkYGO336NJszZw776quvmIGBgVgzFQDWpUsXFh4eXuGxqJ3sbMaeP+eSnH37GFu9mrHp07mEp2NHxtzdxf/Qa9dmbOVKxpKT+Y6cyNH+/fuZubk5A8D09fXZX3/9Rf9kENXx4AFj7dt/+hwzNRVvvpfmZmrKmIcHY199xdi33zL2ww+MtWnDmImJ5ON1dT8lRZs2MRYdXWlJkdI0gTVp0gQNGjTAunXrRNtq1aqFnj17IigoqMjxU6ZMweHDh/HgwQPRttGjR+PWrVuIjIwEAAQEBCAtLQ3Hjx8XHdOpUyeYmZkhJCREqrgqsgns3bt3ok7Kly5dws2bN1FQUCB2jJmZGVq0aIGWLVvC398fXl5eco1B5eXkcNW0n1fZvn5dtBo3Obn0svT0uKHnI0cCvr40AaGKev36NQIDA3H69GkAQI8ePbBp0yZYWlryHBkhcsAYt4bgpEni85JVqcJNrGhvX/JPAwPJ5RYWAk+fcnOeRUVxi7revMlNB/IlXV1uNKuPD7fWmY8PULu23JvPlGIUWG5uLgwMDPD333+jV69eou3jx49HTEwMLly4UOQxrVq1Qv369bFy5UrRtgMHDqBfv374+PEjtLW14ezsjIkTJ2LixImiY5YvX44VK1YgLi5OYiw5OTlis8SmpaXByclJ7gnQ4cOH0aNHjyLbnZycxIaqe3p6yjyhIfnMpEncaAhp6OiU/IffpAn3IUFUXmFhIZYvX45p06YhLy8Ptra2OHv2LGrRxJNEVWRlAXfvcv0VS0psyuPLpCgqikuKUlOLHlu9OvDokVxPL0sCpCXXM8vg3bt3KCgogI2Njdh2GxubYue1SUxMlHh8fn4+3r17Bzs7u2KPKa5MAAgKCsK8efPKeCXSq1+/PgDA09NTlPC0bNkSzs7OFX5utWJvzyU2Jf1XI7xvbk61OgQAoKGhgZ9++gnt2rXDgAEDoKenBzc1nUuFqCh9faCiZ/rX0OASm+rVuSV8AC4pevZMPCmKigJ4bt3gLQES+nIiMsZYiZOTSTr+y+2yljlt2jRMmjRJ9LuwBkjenJyckJycTPOOVLTx47mJwSixIWXg7e2NGzduIDk5Gbq04jYh5aehwY0aq1bt02z2whFmPOItAbK0tISmpmaRmpmkpKQiNThCtra2Eo/X0tISDecu7pjiygQAXV3dSvugo+SnEijQkEyinAwMDGBQEc0DhBCOQADwPM0Mbx1NdHR04OPjg7CwMLHtYWFhaNasmcTH+Pr6Fjn+1KlTaNiwIbT/+9Ir7pjiyiSEEEKI+uG1CWzSpEkYNGgQGjZsCF9fX2zYsAHx8fEYPXo0AK5p6tWrV9i+fTsAbsTXn3/+iUmTJmHEiBGIjIzE5s2bxUZ3jR8/Hq1atcLixYvRo0cPHDp0CKdPn0Z4eDgv10gIIYQQxcNrAhQQEIDk5GTMnz8fCQkJ8PLywrFjx0TrUiUkJCA+Pl50vKurK44dO4aJEydizZo1sLe3x6pVq9CnTx/RMc2aNcPu3bsxc+ZMzJo1C+7u7ggNDUWTJk0q/foIIYQQophoKQwJFGkpDEIIIYRIR5bvb5pshhBCCCFqhxIgQgghhKgdSoAIIYQQonYoASKEEEKI2qEEiBBCCCFqhxIgQgghhKgdSoAIIYQQonYoASKEEEKI2qEEiBBCCCFqh9elMBSVcHLstLQ0niMhhBBCiLSE39vSLHJBCZAE6enpAAAnJyeeIyGEEEKIrNLT02FqalriMbQWmASFhYV4/fo1jI2NIRAI+A6n0qWlpcHJyQkvXrxQy7XQ1P36AXoO6Prp+un6lfP6GWNIT0+Hvb09NDRK7uVDNUASaGhowNHRke8weGdiYqJ0b355UvfrB+g5oOun66frV77rL63mR4g6QRNCCCFE7VACRAghhBC1QwkQKUJXVxdz5syBrq4u36HwQt2vH6DngK6frp+uX/WvnzpBE0IIIUTtUA0QIYQQQtQOJUCEEEIIUTuUABFCCCFE7VACRAghhBC1QwmQiqtatSoEAkGR25gxY5CXl4cpU6agTp06MDQ0hL29PQYPHozXr1+XWGZwcLDEMrOzsyvpqqRX0vUDwJAhQ4rsa9q0aanl7tu3D56entDV1YWnpycOHDhQ0ZdSJqVdv6R9AoEAf/zxR7FlKtPrn5+fj5kzZ8LV1RX6+vpwc3PD/PnzUVhYKDqGMYa5c+fC3t4e+vr6aNOmDe7du1dq2cryHijtOVD1zwFp3gOq/DkgzfWr+udAsRhRaUlJSSwhIUF0CwsLYwDYuXPnWEpKCmvfvj0LDQ1lDx8+ZJGRkaxJkybMx8enxDK3bt3KTExMxMpNSEiopCuSTUnXzxhjgYGBrFOnTmLHJCcnl1hmREQE09TUZAsXLmQPHjxgCxcuZFpaWuzKlSuVcEWyKe36v3wNt2zZwgQCAXv69GmxZSrT679gwQJmYWHBjh49ymJjY9nff//NjIyM2IoVK0THLFq0iBkbG7N9+/axO3fusICAAGZnZ8fS0tKKLVeZ3gOlPQeq/jkgzXtAlT8HpLl+Vf8cKA4lQGpm/PjxzN3dnRUWFkrcf+3aNQaAxcXFFVvG1q1bmampaQVFWLG+vP7AwEDWo0cPmcro168f69Spk9i2jh07sm+++UZeYVaY0l7/Hj16sK+++qrEMpTp9e/SpQv77rvvxLb17t2bDRw4kDHGWGFhIbO1tWWLFi0S7c/Ozmampqbsr7/+KrZcZXoPlPYcSKJKnwPSXL8qfw6U5fVXtc+B4lATmBrJzc3Fjh078N133xW7yGtqaioEAgGqVKlSYlkZGRlwcXGBo6Mjunbtiujo6AqIWL6Ku/7z58/D2toaNWrUwIgRI5CUlFRiOZGRkfDz8xPb1rFjR0RERFRI3PJS2uv/5s0b/PPPPxg2bFipZSnL69+iRQucOXMGjx49AgDcunUL4eHh6Ny5MwAgNjYWiYmJYq+nrq4uWrduXeLrqUzvgdKeA0lU6XNA2utX1c8BWV9/VfwcKBbfGRipPKGhoUxTU5O9evVK4v6srCzm4+PDvv322xLLiYyMZP/73/9YTEwMu3jxIuvTpw/T19dnjx49qoiw5UbS9e/evZsdPXqU3blzhx0+fJjVq1eP1a5dm2VnZxdbjra2Ntu5c6fYtp07dzIdHZ0Ki10eSnv9Fy9ezMzMzFhWVlaJ5SjT619YWMimTp3KBAIB09LSYgKBgC1cuFC0//LlywxAkedkxIgRzM/Pr9hylek9UNpz8CVV+xyQ5vpV+XNA1tdfFT8HikMJkBrx8/NjXbt2lbgvNzeX9ejRg9WvX5+lpqbKVG5BQQGrV68eGzdunDzCrDAlXb/Q69evmba2Ntu3b1+xx2hra7Ndu3aJbduxYwfT1dWVS5wVpbTrr1mzJhs7dqzM5Sry6x8SEsIcHR1ZSEgIu337Ntu+fTszNzdnwcHBjLFPCdDr16/FHjd8+HDWsWPHYstVpvdAac/B51Txc0CW6xdSpc8BWa9fFT8HiqPFdw0UqRxxcXE4ffo09u/fX2RfXl4e+vXrh9jYWJw9exYmJiYyla2hoYFGjRrh8ePH8gpX7kq6/s/Z2dnBxcWlxGuxtbVFYmKi2LakpCTY2NjIJdaKUNr1X7p0Cf/++y9CQ0NlLluRX/+ff/4ZU6dOxTfffAMAqFOnDuLi4hAUFITAwEDY2toCABITE2FnZyd6XGmvpzK9B0p7DoRU9XNA2uv/nCp9Dshy/ar6OVAc6gOkJrZu3Qpra2t06dJFbLvwQ+/x48c4ffo0LCwsZC6bMYaYmBixLxBFU9z1fyk5ORkvXrwo8Vp8fX0RFhYmtu3UqVNo1qyZXGKtCKVd/+bNm+Hj44N69erJXLYiv/4fP36Ehob4x5ympqZoCLCrqytsbW3FXs/c3FxcuHChxNdTmd4DpT0HgGp/Dkhz/V9Spc8BWa5fVT8HisVvBRSpDAUFBczZ2ZlNmTJFbHteXh7r3r07c3R0ZDExMWJDGXNyckTHDRo0iE2dOlX0+9y5c9mJEyfY06dPWXR0NBs6dCjT0tJiV69erbRrkkVx15+ens5++uknFhERwWJjY9m5c+eYr68vc3BwEBsC/eX1X758mWlqarJFixaxBw8esEWLFink8Feh4q5fKDU1lRkYGLB169ZJ3K/Mr39gYCBzcHAQDQHev38/s7S0ZL/88ovomEWLFjFTU1O2f/9+dufOHda/f/8iw+CV+T1Q2nOg6p8DpV2/qn8OSPM3wJhqfw4UhxIgNXDy5EkGgP37779i22NjYxkAiTfhPDGMMda6dWsWGBgo+n3ChAnM2dmZ6ejoMCsrK+bn58ciIiIq6WpkV9z1f/z4kfn5+TErKyumra3NnJ2dWWBgIIuPjxc77svrZ4yxv//+m9WsWZNpa2szDw+PEvsK8K246xdav34909fXZykpKRL3K/Prn5aWxsaPH8+cnZ2Znp4ec3NzYzNmzBD7Yi8sLGRz5sxhtra2TFdXl7Vq1YrduXNHrBxlfg+U9hyo+udAadev6p8D0vwNMKbanwPFETDGGA8VT4QQQgghvKE+QIQQQghRO5QAEUIIIUTtUAJECCGEELVDCRAhhBBC1A4lQIQQQghRO5QAEUIIIUTtUAJECCGEELVDCRAhhBBC1A4lQIQQQghRO5QAEUKIgjt69Cjc3NzQqFEjPHr0iO9wCFEJtBQGIYQouBo1amDt2rW4d+8eIiMjsXv3br5DIkTpUQ0QIaRStGnTBhMmTCj2d3mXz3c5JUlOToa1tTWeP38u1fGWlpaoVq0a3NzcYGpqKravb9++WLZsWQVESYhq0+I7AEKIYhsyZAhSUlJw8OBBse3nz59H27Zt8eHDB1SpUkXmcvfv3w9tbW35BCmlIUOGYNu2bQAATU1N2Nvbo0uXLli4cCHMzMwqLa6goCB069YNVatWler4oUOHwt3dHVZWVrh3757YvtmzZ6Nt27YYPnw4TExMKiBaQlQT1QARQnhhbm4OY2PjSj9vp06dkJCQgOfPn2PTpk04cuQIfvjhh0qLKysrC5s3b8bw4cOlOj4/Px8rV67EL7/8gvT0dFGiJlS3bl1UrVoVO3furIhwCVFZlAARQuSCMYbff/8dbm5u0NfXR7169bB3795ij/+yqamwsBCLFy9GtWrVoKurC2dnZ/z222+i/SdOnECLFi1QpUoVWFhYoGvXrnj69KnMcerq6sLW1haOjo7w8/NDQEAATp06VWxce/fuRZ06daCvrw8LCwu0b98emZmZZbpmADh+/Di0tLTg6+srVbx//fUX3NzcMGbMGHz8+BGPHz8uckz37t0REhIiVXmEEA41gRFC5GLmzJnYv38/1q1bh+rVq+PixYsYOHAgrKys0Lp161IfP23aNGzcuBHLly9HixYtkJCQgIcPH4r2Z2ZmYtKkSahTpw4yMzMxe/Zs9OrVCzExMdDQKNv/cs+ePcOJEyeKbfJKSEhA//798fvvv6NXr15IT0/HpUuXIBw7UpZrvnjxIho2bChVfB8+fMCvv/6K8+fPw9HREaampoiJiUHNmjXFjmvcuDGCgoKQk5MDXV1dGZ4BQtQXJUCEkFIdPXoURkZGYtsKCgpE9zMzM7Fs2TKcPXtWVLPh5uaG8PBwrF+/vtQEKD09HStXrsSff/6JwMBAAIC7uztatGghOqZPnz5ij9m8eTOsra1x//59eHl5yXwtBQUFyM7OBoBiOxEnJCQgPz8fvXv3houLCwCgTp065brm58+fw97eXqpYhUlerVq1AACenp64desWAgICxI5zcHBATk4OEhMTRXESQkpGCRAhpFRt27bFunXrxLZdvXoVAwcOBADcv38f2dnZ6NChg9gxubm5qF+/fqnlP3jwADk5OWjXrl2xxzx9+hSzZs3ClStX8O7dOxQWFgIA4uPjZUqAhNfy8eNHbNq0CY8ePcK4ceMkHluvXj20a9cOderUQceOHeHn54e+ffvCzMyszNeclZUFPT29UuO8f/8+duzYgQcPHoi2eXl5ISYmpsix+vr6AICPHz+WWi4hhEMJECGkVIaGhqhWrZrYtpcvX4ruC5ORf/75Bw4ODmLHSdMkI/wCL0m3bt3g5OSEjRs3wt7eHoWFhfDy8kJubq40lyDy+bWsWrUKbdu2xbx58/Drr78WOVZTUxNhYWGIiIjAqVOnsHr1asyYMQNXr14t8zVbWlriw4cPpcY5ceJEpKSkwNHRUbStsLAQdnZ2RY59//49AMDKyqrUcgkhHEqACCHl5unpCV1dXcTHx0vV3+dL1atXh76+Ps6cOSNxdFRycjIePHiA9evXo2XLlgCA8PDwcscNAHPmzIG/vz++//57iU1TAoEAzZs3R/PmzTF79my4uLjgwIEDGDFiRJmuuX79+tixY0eJxxw9ehRRUVGIjo6Gltanj+nr16/ju+++w9u3b8WSnbt378LR0RGWlpZSx0GIuqMEiBBSbsbGxpg8eTImTpyIwsJCtGjRAmlpaYiIiICRkZGoX09x9PT0MGXKFPzyyy/Q0dFB8+bN8fbtW9y7dw/Dhg2DmZkZLCwssGHDBtjZ2SE+Ph5Tp06VS+xt2rRB7dq1sXDhQvz5559i+65evYozZ87Az88P1tbWuHr1Kt6+fYtatWqV+Zo7duyIadOm4cOHD0WGtANAXl4efvrpJ/z888/w9vYW2yec5+fWrVto3769aPulS5fg5+dXzmeCEPVCCRAhRC5+/fVXWFtbIygoCM+ePUOVKlXQoEEDTJ8+XarHz5o1C1paWpg9ezZev34NOzs7jB49GgCgoaGB3bt348cff4SXlxdq1qyJVatWoU2bNnKJfdKkSRg6dCimTJkitt3ExAQXL17EihUrkJaWBhcXFyxduhT+/v5lvuY6deqgYcOG2LNnD0aNGlVk/+rVq5GSkoKxY8cW2efk5AQDAwPExMSIEqDs7GwcOHAAJ0+eLM9TQIjaobXACCGkkh07dgyTJ0/G3bt3yzyEX2jNmjU4dOiQ2FxGhJDSUQ0QIYRUss6dO+Px48d49eoVnJycylWWtrY2Vq9eLafICFEfVANECCGEELVDS2EQQgghRO1QAkQIIYQQtUMJECGEEELUDiVAhBBCCFE7lAARQgghRO1QAkQIIYQQtUMJECGEEELUDiVAhBBCCFE7lAARQgghRO1QAkQIIYQQtfN/w/OPrumL28gAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### Helical Rise distribution for 20-45 bp segment\n", "plt.title('Helical Rise distribution for 20-45 bp segment')\n", "\n", "### Bound DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = pdna.parameter_distribution('h-rise', [20, 45], bins=20, merge=True, merge_method='sum')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='bound DNA', c='k') # balck color => bound DNA\n", "\n", "### Free DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = fdna.parameter_distribution('h-rise', [20, 45], bins=20, merge=True, merge_method='sum')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Helical Rise ( $\\AA$)')\n", "plt.ylabel('Density')\n", "plt.legend()\n", "plt.show()\n", "\n", "\n", "#### Helical Twist distribution for 25-40 bp segment\n", "plt.title('Helical Twist distribution for 25-40 bp segment')\n", "\n", "### Bound DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "# Helical Twist is a measure of twisting in the helix formed between two base-pairs, so for helical twist of a given segment \n", "# is considered here as sum over the base-steps\n", "values, density = pdna.parameter_distribution('h-twist', [25, 40], bins=20, merge=True, merge_method='sum')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='bound DNA', c='k') # balck color => bound DNA\n", "\n", "### Free DNA ###\n", "\n", "## calculation of parameter distribution for the segment\n", "values, density = fdna.parameter_distribution('h-twist', [25, 40], bins=20, merge=True, merge_method='sum')\n", "\n", "## plot distribution\n", "plt.plot(values, density, label='free DNA', c='r') # red color => free DNA\n", "\n", "plt.xlabel('Helical Twist ( $^o$)')\n", "plt.ylabel('Density')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local helical parameters as a function of base-steps\n", "\n", "* What is the average values of a given parameter for either each helical step or a DNA segment?\n", "\n", "\n", "* To address this question, average values of a given parameter with its error could be calculated for either each base-step or a DNA segment using a function [dnaMD.DNA.get_mean_error(...)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.get_mean_error).\n", "\n", "\n", "* This average values could be also use to compare two DNA.\n", "\n", "\n", "* Standard error could be calculated using block averaging method as derived in this [publication](http://scitation.aip.org/content/aip/journal/jcp/116/1/10.1063/1.1421362). To use this method, [g_analyze](http://manual.gromacs.org/programs/gmx-analyze.html) of GROMACS package should be present in ``$PATH`` environment variable.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "######## Average Helical Rise as a function of base-steps ########\n", "\n", "plt.title('Average Helical Rise for each base-pairs')\n", "\n", "### Calculating Average Helical Rise values for 5 to 56 base-steps DNA bound with protein\n", "bp, rise, error = pdna.get_mean_error([5, 56], 'h-rise', err_type='block', bp_range=True)\n", "\n", "# plot these values\n", "plt.errorbar(bp, rise, yerr=error, ecolor='k', elinewidth=1, color='k', lw=0, marker='o', mfc='k', mew=1, ms=4, label='bound DNA' )\n", "\n", "### Calculating Average Helical Rise values for 5 to 56 base-steps DNA\n", "bp, rise, error = fdna.get_mean_error([5, 56], 'h-rise', err_type='block', bp_range=True)\n", "\n", "# plot these values\n", "plt.errorbar(bp, rise, yerr=error, ecolor='r', elinewidth=1, color='r', lw=0, marker='x', mfc='r', mew=1, ms=4, label='free DNA' )\n", "\n", "plt.ylabel('Helical Rise ($\\AA$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.ylim(1.5, 4.0)\n", "plt.legend()\n", "plt.show()\n", "\n", "######## Average Helical Rise as a function of DNA segments ########\n", "\n", "plt.title('Average Helical Rise for DNA segments')\n", "\n", "### Calculating Average Helical Rise for 5 to 56 base-steps DNA bound with protein\n", "### DNA segments are assumed to made up of 4 base-steps (merge_bp=4)\n", "bp, rise, error = pdna.get_mean_error([5,56], 'h-rise', err_type='block', bp_range=True, merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(bp, rise,yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4, label='bound DNA' )\n", "\n", "### Calculating Average Helical Rise values for 5 to 56 base-steps DNA\n", "### DNA segments are assumed to made up of 5 base-steps (merge_bp=4)\n", "bp, rise, error = fdna.get_mean_error([5,56], 'h-rise', err_type='block', bp_range=True, merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(bp, rise, yerr=error, ecolor='r', elinewidth=1, color='r', lw=1, marker='x', mfc='r', mew=1, ms=4, label='free DNA' )\n", "\n", "plt.ylabel('Helical Rise ( $\\AA$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.ylim(9.5, 15.0)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deviation in parameters of bound DNA with respect to free DNA\n", "\n", "As discussed in the above section, average parameters with standard error can be calculated for both bound and free DNA. Additionally, deviation in bound DNA with respect to the free DNA could be calculated using function [dnaMD.localDeformationVsBPS(...)](http://do-x3dna.readthedocs.io/en/latest/dnaMD_api.html#dnaMD.dnaMD.localDeformationVsBPS) as shown in the following example.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAGwCAYAAAC99fF4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAb7tJREFUeJzt3XdYVMf7NvB7ASmiYKMqrGjA3om9azB2gzGaWGOJvfElGhMjYk9ixNhLLDGJmgJGE03UGEsESxCwB9mIgrKIWMCC1Hn/8N39sbLU7ez9ua69Imdn5zycwO7DnJlnJEIIASIiIiJSYWHoAIiIiIiMEZMkIiIiIjWYJBERERGpwSSJiIiISA0mSURERERqMEkiIiIiUoNJEhEREZEaVoYOwFTl5eUhKSkJlStXhkQiMXQ4REREVAJCCDx58gTu7u6wsCh6rIhJUhklJSXBw8PD0GEQERFRGSQmJqJWrVpFtmGSVEaVK1cG8PIiOzg4GDgaIiIiKon09HR4eHgoP8eLwiSpjBS32BwcHJgkERERmZiSTJXhxG0iIiIiNZgkEREREanBJImIiIhIDSZJRERERGowSSIiIiJSg0kSERERkRpMkoiIiIjUYJJEREREpIbJJ0kbN25E06ZNlUUd27Vrh99//73I15w8eRKtWrWCra0t6tSpg02bNukpWiIiIjIVJp8k1apVCytWrEBkZCQiIyPRvXt3DBw4EFevXlXbPj4+Hn369EGnTp0QHR2Njz/+GDNmzEBoaKieIyciIiJjJhFCCEMHoW3VqlXDF198gXHjxhV4bu7cuThw4ACuX7+uPDZp0iRcvHgRZ86cKbTPzMxMZGZmKr9W7P2SlpbGbUmIiIhMRHp6OhwdHUv0+W3yI0n55ebmYu/evXj27BnatWunts2ZM2fg5+encqxXr16IjIxEdnZ2oX0vX74cjo6OyoeHh4dWYyciIiLjUi6SpMuXL6NSpUqwsbHBpEmTsG/fPjRs2FBt2+TkZLi4uKgcc3FxQU5ODlJTUws9x7x585CWlqZ8JCYmavV7ICIiIuNiZegAtKFevXqIiYnB48ePERoaitGjR+PkyZOFJkqv7vyruONY1I7ANjY2sLGx0V7QREREZNTKxUiStbU1XnvtNfj6+mL58uVo1qwZvvrqK7VtXV1dkZycrHIsJSUFVlZWqF69uj7CJSKiMpDL5Vi4cCHkcrmhQyEzUS6SpFcJIVQmWefXrl07HD16VOXYkSNH4OvriwoVKugjPCIiKgO5XI7g4GAmSaQ3Jp8kffzxx/j7779x69YtXL58GZ988glOnDiB4cOHA3g5l2jUqFHK9pMmTcLt27cREBCA69evY/v27di2bRsCAwMN9S0QERGRETL5OUn37t3DyJEjIZfL4ejoiKZNm+KPP/7AG2+8AeDlXx4JCQnK9l5eXjh06BBmz56N9evXw93dHWvWrMHgwYMN9S0QERGRETL5JGnbtm1FPr9z584Cx7p06YKoqCgdRURERETlgcnfbiMiIiLSBSZJRERERGowSSIiIiJSg0kSERERkRpMkoiIiIjUYJJEREREpAaTJCIiIiI1mCQRERERqcEkiYiIiEgNJklEREREajBJIiIiIlKDSRIRERGRGkySiIiIiNRgkkRERESkBpMkIiIiIjWYJBERERGpwSSJiIiISA0mSURERERqMEkiIiIiUoNJEhEREZEaTJKIiIiI1GCSRERERKQGkyQiIiIiNZgkEREREanBJImIiIhIDSZJRERERGowSSIiIiJSg0kSERERkRpMkoiIiIjUYJJEREREpAaTJCIiIiI1TD5JWr58OV5//XVUrlwZzs7OGDRoEGJjY4t8zYkTJyCRSAo8/v33Xz1FTURERMbO5JOkkydPYurUqTh79iyOHj2KnJwc+Pn54dmzZ8W+NjY2FnK5XPnw9vbWQ8RERFRaYWFhGDZsGABg2LBhCAsLM3BEZA4kQghh6CC06f79+3B2dsbJkyfRuXNntW1OnDiBbt264dGjR6hSpUqZzpOeng5HR0ekpaXBwcFBg4iJiKgoYWFhGDx4MCQSCYQQyv+GhobC39/f0OGRiSnN57fJjyS9Ki0tDQBQrVq1Ytu2aNECbm5u6NGjB44fP15k28zMTKSnp6s8iIhI94KDg5WJEQBlorRo0SIDR0blXblKkoQQCAgIQMeOHdG4ceNC27m5uWHLli0IDQ1FWFgY6tWrhx49euDUqVOFvmb58uVwdHRUPjw8PHTxLRAR0Stu3LiBV296CCGKnX9KpKlydbtt6tSpOHjwIE6fPo1atWqV6rX9+/eHRCLBgQMH1D6fmZmJzMxM5dfp6enw8PDg7TYiIh1r1qwZLl++rJIoSSQSNG3aFDExMYYLjEySWd5umz59Og4cOIDjx4+XOkECgLZt2yIuLq7Q521sbODg4KDyICIi3QsKCiqQIAkhEBQUZMCoyByYfJIkhMC0adMQFhaGv/76C15eXmXqJzo6Gm5ublqOjoiINOXv74+3335b+bW3tzfCwsLw1ltvGTAqMgdWhg5AU1OnTsXu3buxf/9+VK5cGcnJyQAAR0dH2NnZAQDmzZuHu3fvYteuXQCA1atXo3bt2mjUqBGysrLw3XffITQ0FKGhoQb7PoiIqHBWVv/3cbVnzx60bNnSgNGQuTD5JGnjxo0AgK5du6oc37FjB8aMGQMAkMvlSEhIUD6XlZWFwMBA3L17F3Z2dmjUqBEOHjyIPn366CtsIiIqBZlMBmtra2RlZSE7O9vQ4ZCZKFcTt/WJdZKIiPRDCIGqVavCx8cH//zzDw4cOID+/fsbOiwyUWY5cZuIiMqnhw8fIi0tDa1btwbw8u4AkT4wSSIiIqOmWHns6+sLgEkS6Q+TJCIiMmoymQwAULduXQBMkkh/mCQREZFRk8lkcHFxgb29PQAoVzET6RqTJCIiMmoymQze3t7Kr5kkkb4wSSIiIqMmk8nw2muvKb/m7TbSFyZJRERk1OLi4lSSpOTkZOTl5RkwIjIXTJKIiMhoPXz4EA8fPlRJkrKyspCSkmLAqMhcMEkiIiKj9d9//wGASpIEQGUXBSJdYZJERERGS7H8/9Uk6fbt24YIh8wMkyQiIjJacXFxcHJygqOjo/KYvb09kyTSCyZJRERktF5d2QYArq6uTJJIL5gkERGR0WKSRIaklSQpOzsbiYmJiI2NxcOHD7XRJRERUYFCkgDg5ubGJIn0osxJ0tOnT7F582Z07doVjo6OqF27Nho2bAgnJydIpVJMmDAB//zzjzZjJSIiM5KWlob79+8XGElyc3Pj6jbSizIlSSEhIahduza2bt2K7t27IywsDDExMYiNjcWZM2cQFBSEnJwcvPHGG3jzzTeVOzgTERGVVGEr29zc3PD48WOkp6cbIiwyI1ZleVFERASOHz+OJk2aqH2+devWGDt2LDZt2oRt27bh5MmTBYZLiYiIilJUkgS8LANQ2OcQkTaUKUn66aefStTOxsYGU6ZMKcspiIjIzMlkMlSvXh1Vq1ZVOc4kifSFq9uIiMgoqVvZBgDVq1dHhQoVOHmbdE4nSdKDBw/w119/YdWqVbronoiIzMCrG9sqWFhYwMPDg5O3SedKdbtNJpPh008/RZUqVbBs2TJUrVoVcXFxiImJwcWLF5X/TUpKghAC9vb2CAgI0FXsRERUjslkMvTs2VPtc1KplCNJpHOlSpKGDx+OESNGwMvLC40aNcKTJ0/w7NkzODo6omHDhmjcuDF+//13bNu2DT169ICHh4eu4iYionLsyZMnuHfvntqRJOBlkvTvv//qOSoyN6W63ZaamorGjRujSZMmSElJwYwZM5CYmIhHjx4hPDwcmzdvhoWFBVq3bs0EiYiIyuy///4DgEJXRnMkifShVEnSV199hUmTJmH48OHYtGkTDhw4gKlTp+LGjRu6io+IiMxQYcv/FTw9PSGXy5GZmanPsMjMlCpJ6tevH2JjY3H69GmMHz8eMTEx6NmzJzp37oypU6ciJSVFV3ESEZEZiYuLQ5UqVVCtWjW1z0ulUgBAYmKiPsMiM6PR6jZLS0tMmzYN169fh6WlJerXr4+8vDzk5uZqKz4iIjJDiuX/EolE7fOKJIkr3EiXtFICoGrVqlizZg1Onz6Nnj17okePHli5ciUyMjK00T0REZkZdRvb5qeY98p5SaRLWq2T1LBhQxw+fBjbt2/H119/jTp16mizeyIiMhOFFZJUsLGxgZubG5Mk0qkyJUnFDW/269cPly9fxpw5cwAAd+/eLctpiIjIDD179gxJSUlFJkkAV7iR7pUpSXr99dcxYcIEnD9/vtA2z58/h729PRo3boywsLAyB0hEROZFsfy/uCTJ09OTSRLpVJk2uL1+/TqWLVuGN998ExUqVICvry/c3d1ha2uLR48e4dq1a7h69Sp8fX3xxRdfoHfv3tqOm4iIyqnilv8rSKVSXLhwQR8hkZkq00hStWrVsHLlSiQlJWHjxo3w8fFBamoq4uLiALyszH3hwgWEh4czQSIiolKRyWRwcHCAk5NTke2kUikSExORl5enp8jI3JRpJEnB1tYW/v7+8Pf311Y8pbZ8+XKEhYXh33//hZ2dHdq3b4/PPvsM9erVK/J1J0+eREBAAK5evQp3d3fMmTMHkyZN0lPURERUmOKW/ytIpVJkZWUhOTkZ7u7ueoqOzIlWV7cZwsmTJzF16lScPXsWR48eRU5ODvz8/PDs2bNCXxMfH48+ffqgU6dOiI6Oxscff4wZM2YgNDRUj5ETEZE6cXFxam+1ubm5ISgoCG5ubgD+r1YS5yWRrkiEEMLQQWjT/fv34ezsjJMnT6Jz585q28ydOxcHDhzA9evXlccmTZqEixcv4syZM2pfk5mZqVL+Pj09HR4eHkhLS4ODg4N2vwkiIjPm4eGBUaNGYenSpUW2S0tLQ5UqVbBnzx4MGzZMT9GRqUtPT4ejo2OJPr9NfiTpVWlpaQBQaCl7ADhz5gz8/PxUjvXq1QuRkZHIzs5W+5rly5fD0dFR+eAGvkRE2peRkYE7d+4UWUhSQfF+zJEk0pVylSQJIRAQEICOHTuicePGhbZLTk6Gi4uLyjEXFxfk5OQgNTVV7WvmzZuHtLQ05YP7BRERad/NmzcBFL+yTUEqlXJrEtIZjSZuAy8LS3p4eBSYYCeEQGJiIjw9PTU9RYlNmzYNly5dwunTp4ttqy5edccVbGxsYGNjo3mQRERUKMUq6dIkSRxJIl3ReCTJy8sL9+/fL3D84cOH8PLy0rT7Eps+fToOHDiA48ePo1atWkW2dXV1RXJyssqxlJQUWFlZoXr16roMk4iIiiCTyWBvb19gtL8wTJJIlzROkoQQakdfnj59CltbW027L9H5p02bhrCwMPz1118lSszatWuHo0ePqhw7cuQIfH19UaFCBV2FSkRExSjp8n8FRZJUztYgkZEo8+22gIAAAC9vT3366aeoWLGi8rnc3FycO3cOzZs31zjA4kydOhW7d+/G/v37UblyZeUIkaOjI+zs7AC8nE909+5d7Nq1C8DLlWzr1q1DQEAAJkyYgDNnzmDbtm3Ys2ePzuMlIqLCyWSyEk3aVvD09MSTJ0/w+PFjVK1aVYeRkTkqc5IUHR0N4OVIzuXLl2Ftba18ztraGs2aNUNgYKDmERZj48aNAICuXbuqHN+xYwfGjBkDAJDL5SoT+7y8vHDo0CHMnj0b69evh7u7O9asWYPBgwfrPF4iIipcXFwc3nvvvRK3V9RKSkhIYJJEWlfmJOn48eMAgPfffx9fffWVwWoFlWSIdefOnQWOdenSBVFRUTqIiIiIyuLFixdITEws8aRtQLWgZLNmzXQVGpkpjVe37dixQxtxEBGRmYuPj4cQolRJkrOzM2xsbDh5m3RC4yQJAI4dO4Zjx44hJSWlwEaD27dv18YpiIionJPJZABQqjlJFhYW8PT0ZJJEOqFxkhQcHIxFixbB19cXbm5uJV6RQERElJ9MJoOdnZ1yb7aSYpJEuqJxkrRp0ybs3LkTI0eO1EY8RERkphQb25b2j22pVIrLly/rKCoyZxrXScrKykL79u21EQsREZkxRY2k0uLWJKQrGidJ48ePx+7du7URCxERmbHS1khSkEqluHfvHl68eKGDqMicaXy77cWLF9iyZQv+/PNPNG3atEDF6lWrVml6CiIiKueysrJw+/btMo8kAS9rJfn4+Gg7NDJjGidJly5dUlbWvnLlispznMRNREQlER8fj7y8PI2SpNu3bzNJIq3SOElSFJUkIiIqK8Xy/7IkSTVr1oREIuEKN9I6jeckAcDff/+NESNGoH379rh79y4A4Ntvv8Xp06e10T0REZVzMpkMtra2qFmzZqlfa21tDXd3d07eJq3TOEkKDQ1Fr169YGdnh6ioKGRmZgIAnjx5gmXLlmkcIBERlX8ymQx169aFhUXZPpakUilHkkjrNE6SlixZgk2bNmHr1q0qk7bbt2/PvdGIiKhEyrr8X4FJEumCxklSbGwsOnfuXOC4g4MDHj9+rGn3RERkBhSFJMuKSRLpgsZJkpubm3LCXX6nT59GnTp1NO2eiIjKuezsbNy6dUujJMnT0xN37txBbm6uFiMjc6dxkjRx4kTMnDkT586dg0QiQVJSEr7//nsEBgZiypQp2oiRiIjKsdu3byM3N7dMhSQVpFIpcnJykJSUpMXIyNxpXAJgzpw5SEtLQ7du3fDixQt07twZNjY2CAwMxLRp07QRIxERlWOaLP9XyF9Q0sPDQytxEWmlBMDSpUuRmpqK8+fP4+zZs7h//z4WL16sja6JiKici4uLg7W1NWrVqlXmPvIXlCTSFo1HkhQqVqwIX19fbXVHRERmQiaToU6dOrC0tCxzH5UqVUK1atWYJJFWaSVJevHiBS5duoSUlBTk5eWpPDdgwABtnIKIiMopTZf/K3CFG2mbxknSH3/8gVGjRiE1NbXAcxKJhCsNiIioSDKZDH379tW4H09PTyZJpFUaz0maNm0ahgwZArlcjry8PJUHEyQiIipKTk4O4uPjtTaSxK1JSJs0TpJSUlIQEBAAFxcXbcRDRERmJCEhAdnZ2Vq93SaE0EJkRFpIkt5++22cOHFCC6EQEZG50cbyfwWpVIpnz57h4cOHGvdFBGhhTtK6deswZMgQ/P3332jSpInK/m0AMGPGDE1PQURE5ZRMJkOFChXg6empcV/5ywBUr15d4/6INE6Sdu/ejcOHD8POzg4nTpyARCJRPieRSJgkERFRoWQyGby8vGBlpflia0Widfv2bbRs2VLj/og0/qmcP38+Fi1ahI8++ggWFlqpTUlERGZC041t83NycoKdnR1XuJHWaJzVZGVlYejQoUyQiIio1LRVIwl4effC09OTK9xIazTObEaPHo0ffvhBG7EQEZEZyc3Nxc2bN7WWJAEsKEnapfHtttzcXHz++ec4fPgwmjZtWmDi9qpVqzQ9BRERlUN37txBVlYWvL29tdanVCpFVFSU1voj86ZxknT58mW0aNECAHDlyhWV5/JP4iYiIspPm8v/FaRSKfbt26e1/si8aZwkHT9+XBtxEBGRmYmLi4OlpaVy6b42eHp6IjU1Fc+ePYO9vb3W+iXzpJXZ1n///TdGjBiB9u3b4+7duwCAb7/9FqdPn9ZG98U6deoU+vfvD3d3d0gkEvzyyy9FtleUKnj18e+//+olXiIiejmSVLt27QLTNDShSLgSExO11ieZL42TpNDQUPTq1Qt2dnaIiopCZmYmAODJkydYtmyZxgGWxLNnz9CsWTOsW7euVK+LjY2FXC5XPrR5X5yIiIomk8m0/r6bv6AkkaY0vt22ZMkSbNq0CaNGjcLevXuVx9u3b49FixZp2n2J9O7dG7179y7165ydnVGlShXtB0RERMWSyWTo1q2bVvusWbMmLC0tmSSRVmg8khQbG4vOnTsXOO7g4IDHjx9r2r1OtWjRAm5ubujRo0exc6syMzORnp6u8iAiorLJy8vDf//9p9VJ2wBgZWWFmjVrMkkirdA4SXJzc1OuUMjv9OnTqFOnjqbd64Sbmxu2bNmC0NBQhIWFoV69eujRowdOnTpV6GuWL18OR0dH5cPDw0OPERMRlS93797FixcvtJ4kAS8nbzNJIm3Q+HbbxIkTMXPmTGzfvh0SiQRJSUk4c+YMAgMDsWDBAm3EqHX16tVDvXr1lF+3a9cOiYmJWLlypdpRMQCYN28eAgIClF+np6czUSIiKiPFH9e6mAvKgpKkLRonSXPmzEFaWhq6deuGFy9eoHPnzrCxsUFgYCCmTZumjRj1om3btvjuu+8Kfd7GxgY2NjZ6jIiIqPySyWSwsLBA7dq1td63VCrF33//rfV+yfxovu0ygKVLl+KTTz7BtWvXkJeXh4YNG6JSpUra6FpvoqOj4ebmZugwiIjMgkwmg1QqhbW1tdb7lkqluHv3LnJycmBlpZWPOTJTWvvpqVixInx9fbXVXak8ffpUZV5UfHw8YmJiUK1aNXh6emLevHm4e/cudu3aBQBYvXo1ateujUaNGiErKwvfffcdQkNDERoaapD4iYjMTVxcnE7mIwEvk6Tc3FzcvXtXq4UqyfxonCQtX74cLi4uGDt2rMrx7du34/79+5g7d66mpyhWZGSkyjJSxdyh0aNHY+fOnZDL5Sq7QmdlZSEwMBB3796FnZ0dGjVqhIMHD6JPnz46j5WIiF6OJHXs2FEnfeevlcQkiTQhEUIITTqoXbs2du/ejfbt26scP3fuHIYNG4b4+HiNAjRW6enpcHR0RFpaGhwcHAwdDhGRyRBCwN7eHkuXLsXs2bO13v+zZ89QqVIl7Nq1CyNHjtR6/2TaSvP5rXEJgOTkZLVzeZycnCCXyzXtnoiIyhm5XI6MjAyd3W6zt7dHjRo1VO4gEJWFxkmSh4cHwsPDCxwPDw+Hu7u7pt0TEVE5ExcXBwA6S5IAlgEg7dB4TtL48eMxa9YsZGdno3v37gCAY8eOYc6cOfjf//6ncYBERFS+yGQySCQSeHl56ewcTJJIG7RSJ+nhw4eYMmUKsrKyIISAnZ0d5s6di48++kgbMRIRUTkik8ng6ekJW1tbnZ1DKpXi0KFDOuufzIPGt9skEgk+++wz3L9/H2fPnsWlS5fw8OFDLFiwABKJRBsxEhEZlFwux8KFCznPUktkMplOb7UBL7cmSUhIgIZrk8jMaa1OUkJCAh48eICsrCzcvHlTeXzAgAHaOgURkUHI5XIEBwdjwIABLDqrBTKZDG3atNHpOaRSKTIyMnD//n04Ozvr9FxUfmmcJN28eRNvvfUWLl++DIlEoszaFaNIubm5mp6CiIjKCSEE4uLiMHz4cJ2eR1EfKSEhgUkSlZnGt9tmzpwJLy8v3Lt3DxUrVsSVK1dw6tQp+Pr64sSJE1oIkYiIyot79+7h2bNnOr/dlr+gJFFZaTySdObMGfz1119wcnKChYUFLC0t0bFjRyxfvhwzZsxAdHS0NuIkIqJyQLGFlLe3t07PU61aNdjb2zNJIo1oPJKUm5ur3My2Ro0aSEpKAvAyi4+NjdW0eyIiKkcUSVKdOnV0eh6JRMIyAKQxjUeSGjdujEuXLqFOnTpo06YNPv/8c1hbW2PLli06/yUgIiLTEhcXh1q1asHOzk7n5/L09GSSRBrReCRp/vz5yMvLAwAsWbIEt2/fRqdOnXDo0CGsWbNG4wCJiKj80MfyfwWpVMqtSUgjGo8k9erVS/nvOnXq4Nq1a3j48CGqVq3KOklERKRCJpOhVatWejmXVCrFTz/9pJdzUfmk8UiSOtWqVWOCREREKoQQeh9JevjwIZ4+faqX81H5U6aRpICAgBK3XbVqVVlOQURE5cz9+/eRnp6u1yQJeFkGoFGjRno5J5UvZUqSSrqsn6NJRESkoFjZpq8kydPTEwCTJCq7MiVJx48f13YcRERUzimSpLp16+rlfO7u7rCysuIKNyozrc5JEkJwM0EiIlJLJpPB3d0d9vb2ejmfpaUlatWqxRVuVGZaSZK2bduGxo0bw9bWFra2tmjcuDG+/vprbXRNRETlhD4nbSuwoCRpQuMSAJ9++ilCQkIwffp0tGvXDsDLrUpmz56NW7duYcmSJRoHSUREpi8uLg5NmzbV6zmlUqnyNh9RaWmcJG3cuBFbt27Fu+++qzw2YMAANG3aFNOnT2eSREREEEIgLi4O/v7+ej2vVCrFsWPH9HpOKj+0snebr69vgeOtWrVCTk6Opt0TEVE58PDhQ6Slpel8Y9tXeXp6IikpCVlZWXo9L5UPGidJI0aMwMaNGwsc37JlC4YPH65p90REVA7oe/m/glQqhRACd+7c0et5qXzQ+HYb8HLi9pEjR9C2bVsAwNmzZ5GYmIhRo0apFJ5kYUkiIvMUFxcHQH/L/xUUBSUTEhK46TqVmsZJ0pUrV9CyZUsAwH///QcAcHJygpOTE65cuaJsx8KSRETmSyaTwcXFBZUrV9brefMXlCQqLY2TJBaWJKLyLCwsDB999BEAYNiwYVixYoXeJx+XB4ZY/g8Atra2cHFxYZJEZaLxnKSMjAw8f/5c+fXt27exevVqHDlyRNOuiYgMKiwsDIMHD1bOp5HJZBg8eDDCwsIMHJnpkclkep+0rcBaSVRWGidJAwcOxK5duwAAjx8/RuvWrfHll19i4MCBaid0ExGZiuDgYEgkEuVOAkIISCQSLFq0yMCRmR5DjSQBL2+5MUmistA4SYqKikKnTp0AAD///DNcXV1x+/Zt7Nq1C2vWrNE4QCIiQ7lx40aBrZaEEIiNjTVQRKbp0aNHePDggcGSJKlUyq1JqEw0TpKeP3+unIh35MgR+Pv7w8LCAm3btmXmTkQmzcfHp8CiE4lEgnr16hkoItNkqOX/CookKS8vzyDnJ9OlcZL02muv4ZdffkFiYiIOHz4MPz8/AEBKSgocHBw0DpCIyFCCgoLUjiQFBQUZKCLTZAxJUmZmJlJSUgxyfjJdGidJCxYsQGBgIGrXro02bdoo9287cuQIWrRooXGARESG4u/vr1zZprBq1Sq89dZbBorINMlkMjg5OcHR0dEg51fUSuLdDSotjZOkt99+GwkJCYiMjMQff/yhPN6jRw+EhIRo2n2JnDp1Cv3794e7uzskEgl++eWXYl9z8uRJtGrVCra2tqhTpw42bdqk+0CJyOTk5eXB2dkZAODi4oJLly4ZOCLTExcXZ7BRJIC1kqjsNE6SAMDV1RUtWrSAhcX/dde6dWvUr19fG90X69mzZ2jWrBnWrVtXovbx8fHo06cPOnXqhOjoaHz88ceYMWMGQkNDdRwpEZmaiIgI5c71Q4cOxe7du5GcnGzgqEyLIVe2AUCVKlVQuXJlJklUamUqJhkQEIDFixfD3t5eZdsRdfSxFUnv3r3Ru3fvErfftGkTPD09sXr1agBAgwYNEBkZiZUrV2Lw4MFqX5OZmYnMzEzl1+np6RrFTETGLzMzE//88w+mTZuGP//8E2+99Ra2bduGjRs3Ijg42NDhmQyZTFaq92htk0gkXOFGZVKmJCk6OhrZ2dnKfxfGWLciOXPmjHKCuUKvXr2wbds2ZGdno0KFCgVes3z5cr4pEpmZ6OhoZGZmolmzZgAABwcHvP/++9i4cSPmzZsHW1tbA0do/NLS0nD//n2DjiQBLChJZVOmJCn/ViSmuC1JcnIyXFxcVI65uLggJycHqampcHNzK/CaefPmqYyapaenw8PDQ+exEpHhhIeHw87ODj4+PspjM2fOxPr16/H9999j3LhxBozONCj29DSGJOn06dMGjYFMj1bmJJmiV0e5FMt8Cxv9srGxgYODg8qDiMq3iIgItG7dWmV0+bXXXkP//v0REhJSoDwAFRQXFwfAOJIkjiRRaZV5TlJJ6WNOUmm5uroWmHiZkpICKysrVK9e3UBREZExEUIgPDxc7WjR7Nmz0a1bN/z555944403DBCd6ZDJZKhWrRqqVq1q0Dg8PT2RlpaGtLQ0g5UiINNT5jlJ+V24cAG5ubnKKrQ3btyApaUlWrVqpXmEOtCuXTv8+uuvKseOHDkCX19ftfORiMj8xMfH4969e2jfvn2B57p06YLmzZsjJCSESVIxDLmxbX6KWkkJCQlo0qSJgaMhU1Gm223Hjx9XPvr374+uXbvizp07iIqKQlRUFBITE9GtWzf07dtX2/Gq9fTpU8TExCAmJgbAyze3mJgY5UqGefPmYdSoUcr2kyZNwu3btxEQEIDr169j+/bt2LZtGwIDA/USLxEZv4iICABQFsjNTyKRYPbs2fj9999x/fp1fYdmUgy9/F+BBSWpLDSek/Tll19i+fLlKkOpVatWxZIlS/Dll19q2n2JREZGokWLFsoK3wEBAWjRogUWLFgAAJDL5SpLP728vHDo0CGcOHECzZs3x+LFi7FmzZpCl/8TkfkJDw9HgwYNUK1aNbXPDxs2DK6urspSIqSeoQtJKri6usLa2ppJEpVKmW635Zeeno579+6hUaNGKsdTUlLw5MkTTbsvka5duxY5gXLnzp0FjnXp0gVRUVE6jIqITFlERITaW20K1tbWmDp1KpYuXYqlS5eiRo0aeozONDx58gT37t0ziiTJwsICHh4eTJKoVDQeSXrrrbfw/vvv4+eff8adO3dw584d/Pzzzxg3bhz8/f21ESMRkV6lpaXh8uXL6NChQ5HtJk2aBADYvHmzPsIyOYrl/8YwJwl4OXmbSRKVhsZJ0qZNm9C3b1+MGDECUqkUUqkUw4cPR+/evbFhwwZtxEhEpFfnzp2DEKLIkSQAqFGjBkaOHIn169cjKytLT9GZDplMBsDwy/8VWAaASkvjJKlixYrYsGEDHjx4gOjoaERFReHhw4fYsGED7O3ttREjEZFehYeHo3r16ipFJAsza9YsyOVy/PDDD3qIzLTIZDJUqVKl0Hld+satSai0tFZM0t7eHk+ePEH9+vWZHBGRSVPMRyrJ1koNGzZEr169WFxSDcWkbWPZokoqlUIul6vsw0lUFK1W3O7duzfu3r2rzS6JiPQqJycHZ8+eLXY+Un6zZ89GdHQ0Tp06pcPITI+xLP9XUJQBSExMNHAkZCq0miTxrygiMnVXrlzB06dPi52PlJ+fnx8aNmyIkJAQHUZmeoylkKQCayVRaZnt3m1EROqEh4ejQoUK8PX1LfFrJBIJZs2ahQMHDignK5u7Z8+eISkpyahGkmrVqgWASRKVnFaTpM2bN8PFxUWbXRIR6VVERARatmwJOzu7Ur1uxIgRqF69OtasWaOjyEyLYvm/MSVJNjY2cHNz4+RtKrEyJ0l37twpcOy9997jpG0iMmnFFZEsjJ2dHSZNmoTt27fj8ePH2g/MxBjb8n8FlgGg0ihzktS4cWN8++232oyFiMigkpKScOvWrVJN2s5vypQpyMrKwtdff63lyEyPTCaDg4MDnJycDB2KCiZJVBplTpKWLVuGqVOnYvDgwXjw4IE2YyIiMgjFpravjiS5ubkhKCgIbm5uRb7ezc0N7777LtauXYucnBydxWkKFCvbjGX5vwKTJCqNMidJU6ZMwcWLF/Ho0SM0atQIBw4c0GZcRER6Fx4eDi8vrwLJkJubGxYuXFhskgS8LAeQkJCAsLAwXYVpEoxt+b+Cp6cnEhMTkZeXZ+hQyARotMGtl5cX/vrrL6xbtw6DBw9GgwYNYGWl2iU3kSUiU1HW+Uj5NW/eHF27dkVISAjeeecdLUVmeuLi4tCuXTtDh1GAVCpFdnY25HI5atasaehwyMhplCQBL5dShoaGolq1ahg4cGCBJImIyBQ8f/4cUVFRGDNmjMZ9zZ49GwMHDsTZs2fRtm1bzYMzMRkZGbhz545RjiQpaiUlJCQwSaJiaZTRbN26Ff/73//Qs2dPXLlyxegm6BERlVRkZCRycnI0HkkCgH79+uG1115DSEiIWe7pdvPmTQAwqkKSCvkLShrjSBcZlzInSW+++SbOnz+PdevWYdSoUdqMiYhI78LDw1G5cmU0btxY474sLCwwc+ZMzJo1CwkJCfD09NRChKbDWJf/A4CDgwOqVKnCydtUImWeuJ2bm4tLly4xQSKiciEiIgJt27aFpaWlVvobM2YMKleujLVr12qlP1MSFxcHe3t7oy0uzBVuVFJlTpKOHj2qLPFORGTKhBBambSdX6VKlfDBBx9g69atePr0qdb6NQXGuvxfwdPTk0kSlQj3biMisxcbG4uHDx+WuYhkYaZNm4anT59ix44dWu3X2Bnbxravkkql3JqESoRJEhGZvYiICFhYWKBNmzZa7dfDwwNDhgzBV199hdzcXK32bcyMtUaSguJ2mxDC0KGQkWOSRERmLzw8HE2aNIGDg4PW+549ezb+++8//Pbbb1rv2xi9ePECCQkJRp8kPXnyhHvsUbGYJBGR2dP2fKT8Wrdujfbt2yMkJEQn/Rub+Ph4CCGMPkkCwHlJVCytVH48duwYjh07hpSUlAKl3rdv366NUxAR6cSDBw/w77//Yv78+To7x+zZszFkyBBER0ejRYsWOjuPMVAs/zfmOUmKkgy3b99G8+bNDRsMGTWNR5KCg4Ph5+eHY8eOITU1FY8ePVJ5EBEZszNnzgAouKmtNg0aNAhSqdQsRpNkMhns7OxKtM+doTg7O8PGxoYjSVQsjUeSNm3ahJ07d2LkyJHaiIeISK/Cw8Ph5uaG2rVr6+wcVlZWmDFjBj766CN89tlnRp1AaMrYl/8DL4t9enp6coUbFUvjkaSsrCyd/gVGRKRLivlIuv5QHzduHGxsbLB+/XqdnsfQ4uLijHo+kgILSlJJaJwkjR8/Hrt379ZGLEREepWdnY3z58/r5Q89R0dHjBs3Dps2bUJGRobOz2coxr78X4FJEpWExrfbXrx4gS1btuDPP/9E06ZNUaFCBZXnV61apekpiIh0Ijo6Gi9evNB6EcnCzJgxA2vWrMG3336LDz74QC/n1KesrCzcvn3bqCdtK0ilUvz666+GDoOMnMZJ0qVLl5SrA65cuaLynDHfkyYiioiIgK2trd5WnNWpUweDBg3C6tWrMWHChHL3Hnnr1i3k5eWZxEiSp6cnUlJSkJGRATs7O0OHQ0ZK4yTp+PHj2oiDiEjvwsPD8frrr8Pa2lpv55w9ezY6d+6Mw4cP480339TbefUhLi4OAEwiSVLUSkpMTISPj4+BoyFjxWKSRGSWdLGpbUl07NgRrVq1KpflAGQyGWxtbVGzZk1Dh1IsFpSkkijTSFJAQAAWL14Me3t7BAQEFNlWX3OSNmzYgC+++AJyuRyNGjXC6tWr0alTJ7VtT5w4gW7duhU4fv36ddSvX1/XoRKVilwux+bNmzFx4sRyvXRc327fvo2kpCS9zUdSkEgkmD17NkaMGIGrV6+iUaNGej2/LslkMtStWxcWFsb/93etWrVgYWHBJImKVKYkKTo6GtnZ2cp/F0Zf99t/+OEHzJo1Cxs2bECHDh2wefNm9O7dG9euXVNWVlUnNjZWZa8mJycnfYRLVCpyuRzBwcEYMGAAkyQtioiIAAC0a9dO7+ceMmQI5syZg9WrV2Pr1q16P7+umMrKNgCoUKEC3N3dmSRRkcqUJOWfh2QMc5JWrVqFcePGYfz48QCA1atX4/Dhw9i4cSOWL19e6OucnZ1RpUoVPUVJRMYkPDwc9erVQ40aNfR+bmtra0ybNg3BwcFYtmxZufkDTSaTYeDAgYYOo8Q8PT2ZJFGRjH9MtBhZWVm4cOEC/Pz8VI77+fkp/1IsTIsWLeDm5oYePXoUm+xlZmYiPT1d5UFEpssQ85HymzhxIiwsLLBp0yaDxaBN2dnZiI+PN5mRJIC1kqh4Jp8kpaamIjc3Fy4uLirHXVxckJycrPY1bm5u2LJlC0JDQxEWFoZ69eqhR48eOHXqVKHnWb58ORwdHZUPDw8PrX4fRKQ/T548waVLlwyaJFWrVg2jR4/G+vXrkZmZabA4tOX27dvIzc01uSSJW5NQUUw+SVJ4df6TEKLQOVH16tXDhAkT0LJlS7Rr1w4bNmxA3759sXLlykL7nzdvHtLS0pSPxMRErcZPRPpz7tw55OXl6X3S9qtmzZqFe/fuYc+ePQaNQxtkMhkAmEQhSQWpVIo7d+4gNzfX0KGQkTL5JKlGjRqwtLQsMGqUkpJSYHSpKG3btlXW+FDHxsYGDg4OKg8iMk0RERGoWrUq6tWrZ9A46tWrhz59+iAkJARCCIPGoimZTAZra2vUqlXL0KGUmFQqRU5ODpKSkgwdChkpk0+SrK2t0apVKxw9elTl+NGjR0s1lB4dHc2VQ0RmIjw8HO3btzeKpeqzZ8/GpUuXjGIRjCbi4uJQp04dWFpaGjqUEmOtJCqOxhW3AeDYsWM4duwYUlJSkJeXp/Lc9u3btXGKIgUEBGDkyJHw9fVFu3btsGXLFiQkJGDSpEkAXt4qu3v3Lnbt2gXg5eq32rVro1GjRsjKysJ3332H0NBQhIaG6jxWIjKs3NxcnD17FnPnzjV0KACAHj16oEmTJggJCUH37t0NHU6ZmdLyfwVFiZjbt2+jY8eOBo6GjJHGSVJwcDAWLVoEX19fuLm5GWQvoqFDh+LBgwdYtGgR5HI5GjdujEOHDin/SpDL5SqT87KyshAYGIi7d+/Czs4OjRo1wsGDB9GnTx+9x05E+nX16lWkp6cbfD6SgkQiwaxZszBu3DjcuHHDZLfIkMlk6Nu3r6HDKJVKlSqhWrVqnLxNhZIIDW+Eu7m54fPPP8fIkSO1FZNJSE9Ph6OjI9LS0jg/iXQqKioKrVq1woULF9CyZUtDh2PyNm3ahGnTpiE9PR0VK1Y0dDgAgBcvXkAqleLtt9/G+vXrDR1OqeXk5KBixYpYvXo1pkyZYuhwSqVly5Zo3bp1uSnFQMUrzee3xjfks7KyDLqMloioNMLDw9GiRQujSZAAwNbWFpMnT8bOnTvx8OFDQ4dTaomJicjOzja5220AayVR0TROksaPH4/du3drIxYiIp2LiIgwmltt+U2ePBk5OTkmuU2JYmUwkyQqbzSek/TixQts2bIFf/75J5o2bYoKFSqoPK+vDW6JiIqTnJyMmzdvGuXot4uLC0aMGIG1a9ciICCgwHupMZPJZLCysipyr0xjpdiapKjaemS+NE6SLl26hObNmwMArly5ovIcf+CIyJgotioyxiQJeFlccvv27fj555/x7rvvGjqcEpPJZKhTpw6srLSyYFqvpFIpnj9/jgcPHhhkHz8ybhr/RJt6bQ8iMh8RERHw9PQ02oKHTZo0Qc+ePRESEoJhw4aZzB+aprj8X0GxCjohIYFJEhWglUpqjx8/xpdffonx48djwoQJCAkJQVpamja6JiLSmvDwcKOcj5Tf7Nmz8c8//xS7QbcxiYuLM/kkifOSSB2Nk6TIyEjUrVsXISEhePjwIVJTU7Fq1SrUrVsXUVFR2oiRiEhjL168wIULF4z2VpvCm2++iXr16iEkJMTQoZRIbm4ubt68abJJUo0aNWBnZ8ckidTSOEmaPXs2BgwYgFu3biEsLAz79u1DfHw8+vXrh1mzZmkhRCIizUVGRiI7O9voR5IsLCwwa9Ys5Xupsbtz5w6ysrJMamPb/CQSCVe4UaG0MpI0d+5clQl7VlZWmDNnDiIjIzXtnohIKyIiImBvb48mTZoYOpRijRo1ClWqVMHatWsNHUqxZDIZANNc/q+gWOFG9CqNkyQHBwe1Jd0TExNRuXJlTbsnItKK8PBwtGnTxiRWYFWsWBETJ07E119/jfT0dEOHUySZTAZLS0vl3B5TJJVKuTUJqaVxkjR06FCMGzcOP/zwAxITE3Hnzh3s3bsX48ePN6klrERUfgkhjLaIZGGmTp2KjIwM5SbhcrkcCxcuhFwuN3BkquLi4lC7dm2Tquv0Kt5uo8JonCStXLkS/v7+GDVqFGrXrg2pVIoxY8bg7bffxmeffaaNGImINBIXF4fU1FSjn7SdX82aNTF06FCsWbMGubm5kMvlCA4ONrokyZSX/ytIpVKkpqbi2bNnhg7F6Blrsq4rGidJ1tbW+Oqrr/Do0SPExMQgOjoaDx8+REhICGxsbLQRIxGRRiIiIiCRSNC2bVtDh1Iqs2fPRnx8PPbv32/oUAolk8lMdtK2Qv5aSVQ0Y03WdUUrdZKAl/fQmzRpgqZNmxrVxpFERBEREWjUqBGqVKli6FBKpVWrVujUqZPRlgPIy8vDf//9Z/IjSYrtVHjLjV5VphmMAQEBWLx4Mezt7REQEFBkW+7dRkSGFh4ejk6dOhk6jDKZPXs2/P39MWjQIADAsGHDsGLFCvj7+xs2MAB3797FixcvTD5JqlmzJiwtLZkkUQFlSpKio6ORnZ2t/HdhTKWkPhGVX48ePcK1a9cwd+5cQ4dSJrm5uQBerhgGXt7eGjx4MEJDQw2eKJWH5f/Ay7I1NWvW5O02KqBMSVL+/dq4d1v5JZfLsXnzZkycOBFubm6GDoeoTM6cOQMAJrWyLb/FixerfK3YrX7RokVGkSRZWFjAy8vLoHFoA1e4kToaz0lKSEiAEKLQ58h0mdsEPSqfIiIi4OzsjDp16hg6lDK5ceNGgWNCCMTGxhogGlUymQxSqRTW1taGDkVjTJJIHY2TJC8vL9y/f7/A8QcPHpSLvy6IyLSFh4ejffv2Jnv738fHp0DsEokE9erVM1BE/6c8LP9XYJJE6micJCmGfl/19OlT2Nraato9EVGZZWdn4/z58yZ7qw0AgoKCCrzPCiHw6aefGjCql+Li4spNkuTp6Ym7d+8q59saK3OrU2RoZa7Pr1jVJpFI8Omnn6os+8/NzcW5c+fQvHlzjQMkIiqrixcv4vnz5yZVRPJV/v7+CA0Nxbx583Djxg24u7tDLpfjzz//hL+/v8FGyIQQkMlkeP/99w1yfm2TSqXIy8tDUlKSUW+xopgGMWDAAM4V1YMyJ0mKVW1CCFy+fFnlnrS1tTWaNWuGwMBAzSMkgwgLC8NHH30EwLiWHBOVRkREBKytrdGqVStDh6IRf39/1K5dG61atcKvv/6K6OhojB8/Hq6urggKCjJITHK5HBkZGeVmJEmRGN2+fduokyTSrzInSYpVbe+//z6++uorODg4aC0oMqywsDAMHjxY+ReqMS05JiqN8PBw+Pr6lrvq/+PGjUNKSgo+/vhjuLi4YNKkSTo/56urXcvL8n8FFpQkdTTeDnvHjh0AgGvXriEhIQFZWVkqzw8YMEDTU5CeBQcHQyKRKFctGtOSY6LSiIiIKLcbbX/00UdITk7GlClT4OTkhMGDB+v0fK/e5omLi4NEIik3C3QqVqwIJycnJkmkQuMkKT4+HoMGDcLly5dVPlgVoxCKQmhkOm7cuFGgrIOxLDk2N7ztWXaJiYm4c+eOSc9Hys/NzQ1BQUHKeSgSiQQhISFISUnBe++9h8OHD6Nr1656i0cmk8HDw6NcLdDx9PRkkkQqNF7dNmPGDHh5eeHevXuoWLEirl69ilOnTsHX1xcnTpzQQoikb+qWHANA7dq19R+MGVPc9lTc1lDc9gwLCzNwZKYhPDwcAMpVkrRw4UKVyboWFhb45ptv0LlzZwwcOBAxMTF6i6c8bGz7KpYBoFdpnCSdOXMGixYtgpOTEywsLGBhYYGOHTti+fLlmDFjhjZiJD17dcmx4r9yuVyvb8LmrqjbnlS8iIgIvPbaa3B2djZ0KDplbW2NsLAweHt7o3fv3rh586ZezlueaiQpSKVSFkEmFRonSbm5uahUqRIAoEaNGkhKSgLw8oeNt2dMk2LJseKvRG9vb+zYsQPe3t7o0qULTp48aeAIzUNsbCxve2pAUUTSHFSuXBmHDh1CpUqV0KtXL6SkpOj0fIrl/+U1SSpsFwkyPxonSY0bN8alS5cAAG3atMHnn3+O8PBwLFq0yGS3AaCXidKePXsAAHv27MGYMWPw119/4fXXX0evXr2wf/9+A0dYvmVlZcHS0rLAcWOptGzsnj59iosXL5p0EcnScnZ2xpEjR/D06VP07t0bT5480dm57t27h6dPn5bLJCkjI0PtLhJknjROkubPn4+8vDwAwJIlS3D79m106tQJhw4dwpo1azQOkIxH5cqVcfDgQfTv3x/+/v7KlY2kXUIITJ48WblS9NVKy7179zZUaCbj/PnzyM3NNZuRJAUvLy/88ccfkMlkeOutt5CZmamT8yjmyZXHOUkAywDQ/9E4SerVq5dytU2dOnVw7do1pKamIiUlBd27d9c4QDIuNjY22Lt3LyZMmICxY8fiiy++MHRI5c7q1auxfft2bNu2rcBtz7Zt22LlypX4+eefDRylcYuIiICjoyMaNmxo6FD0rlmzZjhw4ABOnz6N0aNHK/+I1SZFklTe7hawVhK9SuMkSZ1q1aqZ7GaS9H9eXXKsYGlpiY0bN2L+/PmYM2cOPvzwQ97D15Lff/8dgYGBmDNnDkaNGqVy23Pv3r34+++/8c4772Do0KHYvXu3gaM1XuHh4WjXrh0sLHTyFmf0unTpgt27d+Onn37CzJkztf77KZPJUKtWLdjZ2Wm1X0OrVq0a7O3tOXm7EGFhYRg2bBiAlyVJzGGlbZnqJAUEBGDx4sWwt7dX7uFWmFWrVpUpsNLasGEDvvjiC8jlcjRq1AirV69Gp06dCm1/8uRJBAQE4OrVq3B3d8ecOXP0UrXWlCiWHKsjkUiwePFiODk5YebMmUhNTcXWrVthZaVx6S2zde3aNQwbNgx9+/bFsmXL1LaxsrLCrl27YG1tjREjRiAzM7Pc7J2lLXl5eThz5ozZb4vk7++PDRs2YNKkSXBzc8PHH3+stb7L08a2+UkkEpYBKIS57sRQpk+06Oho5U7Jij3c1NHXaNIPP/yAWbNmYcOGDejQoQM2b96M3r1749q1a8rh0/zi4+PRp08fTJgwAd999x3Cw8PLXLX22bNnaifYWlpaqhRZe/bsWaF9WFhYqPxFVpq2z58/L/SvRIlEorLxcGnaZmRkFDlMb29vD+BlnazKlSvjgw8+wP3797Fz584Cf10q2gLAixcviiwwWpq2FStWVP6MZWZmIicnRytt7ezslCMQWVlZRe4KXpq2tra2yp+VV9s+ePAA/fr1Q61atbBlyxaV1ynaZWRkKH821qxZA4lEgrFjxyIjIwNTpkxRtn216n1+NjY2ykQ2JyenyDkr1tbWqFChAuRyOTZu3IjRo0fD1dW1yLbAyxWvL168KLTfChUqKPd6LE3bvLw8ZGRkFNv2+vXrSEtLQ4sWLQr9XbKyslJuVSKEwPPnzwvttzRtS/N7r4/3iIkTJ+LOnTv45JNP4OjoiDFjxqi0Lc17RP5rL5PJ0LRp0yLjyP+7XNL3E8Dw7xFSqRTx8fFFfm+GeI9QUPx/yP99l+b3vjRtnz9/josXLyImJgbz588HgEJ3Yijp+4kidkO+R5SKKAdat24tJk2apHKsfv364qOPPlLbfs6cOaJ+/foqxyZOnCjatm1b6DlevHgh0tLSlI/ExEQBoNBHnz59VF5fsWLFQtt26dJFpW2NGjUKbevr66vSViqVFtq2YcOGKm0bNmxYaFupVKrS1tfXt9C2NWrUUGnbpUuXQttWrFhRpW2fPn2KvG75vf3220W2ffr0qbLt6NGji2ybkpKibDtlypQi28bHxyvbBgYGFtn2ypUryrZBQUFFtj1//ryy7eeff15k2+PHjyvbzp07t8i2AMRXX30lhBBix44dRbb78ccflf3++OOPRbbdsWOHEEKICxcuFHv+devWKfs9fvx4kW0///xzZdvz588X2TYoKEjZ9sqVK0W2DQwMFEIIsXnzZmFpaVlk2ylTpij7TUlJKbLt6NGjlW2fPn1aZNu3335b5We4qLb6eo/w9PQstG1p3iPc3NwEABEZGSkcHBxEzZo1C21ryu8RkyZNKvL6AsbxHrF582Zl23Xr1hXZ9rffflO2Le49Yty4cWL8+PGiZcuWwsrKqsi2AIStra0QQojffvutyHbG9B6RlpYmAIi0tDRRHI1v2L///vs4duyYweakZGVl4cKFC/Dz81M57ufnh4iICLWvOXPmTIH2vXr1QmRkZKFZ/vLly+Ho6Kh8eHh4aOcbINKQv78/Zs6cyUn0/19ERAQaNGhg6DCMhrZH9B8/foz09PRytR1Jfp6enjotn2Dsdu7cicjISDRv3hyjRo0qsq05lCSRCA2zmwEDBuDIkSOoXr06hg0bhpEjR6J58+ZaCq94SUlJqFmzZoHCccuWLcM333yjtvCej48PxowZo3KPPiIiAh06dEBSUlKBicrAy6Ha/EOJ6enp8PDwQFJSEhwcHAq0N5fbba+2vXr1KgYNGgQ7Ozvs378fXl5eRjWUXpK2+hxK37hxIz788ENs2LBB5Q0pf9tz586hbdu2OH36tNrfLWtrayxevBiLFy9GUFAQPvzww0JjKMvttqioKLRq1arQ8+dvCxh+KN3b2xu9evXCZ599Vmhbc7ndBvzf731mZibeeustXLp0CX/88QcaN25cqveImJgYdOzYEdu3b8fYsWNx7tw5NGrUqNA4TPV22+7duzF8+HDI5XJUrlxZbVtD3m5T/H84f/48Xn/9dQBF30JLSUnBtWvXcOnSJURFRSEqKkpZld3Ozg5NmjRB06ZN0bx5c+VDcY3zv0fs378fw4cPV+4CoPhvWFgY3nrrLZO63Zaeng5HR0ekpaWp/fxWUexYUwk8evRIbN68WXTp0kVYWFiIBg0aiKVLl6oMSerK3bt3BQARERGhcnzJkiWiXr16al/j7e0tli1bpnLs9OnTAoCQy+UlOm9phuvMTXx8vPD29haurq7i4sWLhg7HaB0+fFhYWFiIgICAItspbndduHChyHaLFy8WAMQnn3wi8vLytBZnSc9vDO7duycAiD179hg6FKP0+PFj0bx5c+Hu7i5u3bpVqtcqfg6Cg4ML3MoqTxSfBflvkxmL0NBQ4e3tLQAIb29vERoaqnwuLy9P3L59W+zbt08sWLBA9OvXT7i7uytvNTk4OIiuXbuK2bNni2+//VZcuXJFZGdnl/r8Pj4+AoDw8fERYWFh2v4W9aI0n99an5OUmJgoPv/8c1G/fn1haWmp7e4LyMzMFJaWlgX+Z82YMUN07txZ7Ws6deokZsyYoXIsLCxMWFlZiaysrBKdl0lS0e7duydatmwpHB0dxalTpwwdjtG5fv26cHR0FL179xY5OTlFti1NkvLFF18o771rK1EypSRp3759AoC4ffu2oUMxWnK5XNSpU0f4+PiI+/fvl/h1ip+D8ePHC3d3dx1GaFiK+aYHDx40dCgqQkNDBQAhkUhU/jto0CDRs2dPUb16dWVC5OTkJHr16iXmzZsnfvrpJyGTyURubq5W4jCl94PClObzW6vrtbOzsxEZGYlz587h1q1bcHFx0Wb3allbW6NVq1Y4evQo3nrrLeXxo0ePYuDAgWpf065dO/z6668qx44cOQJfX1/lcCBpxtnZGcePH8egQYPg5+eHH3/8Ef379zd0WEbh4cOH6N+/P9zd3bFnzx61qyPLKjAwEDY2NpgxYwZevHiBr776yqxqBUVERKBWrVpqV7XSS66urjh8+DA6dOiAvn374tixY8r9N0siMTGxXC7/V3Bzc4OVlZXRlQFQt+E1ABw8eBB9+vTBjBkz0LJlS7Ro0QLu7u6sVagt2sjK/vrrLzF+/HhRtWpV4eDgIMaMGSOOHj2qtcy1OHv37hUVKlQQ27ZtE9euXROzZs0S9vb2yuHkjz76SIwcOVLZ/ubNm6JixYpi9uzZ4tq1a2Lbtm2iQoUK4ueffy7xOTmSVDIZGRnC399fWFpaKldLmbOsrCzRo0cPUa1aNSGTyUr0mrL85bZ582YhkUjEhAkTNP49NKW/HNu3by/eeecdQ4dhEi5cuCAqVaokevXqJTIzM0vUHoBo1KiRGDt2rB4iNBwvLy8xd+5cQ4ehwtbWtsjVZfpiSu8HhdHrSFKtWrXw4MED9OrVC5s3b0b//v31vuph6NChePDgARYtWgS5XI7GjRvj0KFDyn145HK5SgVVLy8vHDp0CLNnz8b69evh7u6ONWvWlLpGEhXP1tYWP/74IyZNmoT3338fqampZl3kb9asWTh58iSOHj2KunXr6uw8H3zwAWxsbDB27FhkZWVh27ZtWh2xMkaZmZmIjIzE0KFDDR2KSWjZsiV++eUX9O7dG2PHjsWuXbtKNOqYkJCA4cOH6yFCw/H09DS6kSQvLy9cv35d5Zg5rC4zNI2TpAULFmDIkCGoWrWqNuIpsylTpigL6r1q586dBY516dIFUVFROo6KgJereLZs2QInJyd8+OGHuH//PlasWGF2w8EbNmzAhg0bsGXLFnTt2lXn5xs9ejSsra0xcuRIZGZmYteuXeX6dnJUVBSysrLMblNbTfTo0QPfffcdhg0bBmdnZ3z55ZfF/l4+efKkXN9uA15udKvYn85YKFZhvbq6LCgoyMCRlW8aJ0kffPCBNuKgck4ikWDZsmVwcnJCQEAAUlNTsXnzZrPZxuTYsWOYMWMGZsyYgQkTJujtvO+++y6sra0xbNgwZGVlYc+ePaWvOGsiwsPDUbFiRTRr1szQoZiUd955BykpKZg+fTpcXV0xZ86cYl+j2HS5vJJKpTh27Jihw1A6dOgQzp07h4CAAPz222+4ceMGvL29sWLFCpW5uKR9WpnR+ffff2PEiBFo164d7t69CwD49ttvcfr0aW10T+XI7NmzsWvXLnzzzTcYMmRIkfUvyou4uDgMGTIEPXv2xJdffqn38w8ePBhhYWH47bffMHjw4HJ7zSMiItC6detyPVqmK9OmTcP8+fMxd+5ctSPvr9LlrWJjIJVKkZSUVOT2HfqSkZGB6dOno2fPnli5cqVyw+s9e/YwQdIDjZOk0NBQ9OrVC3Z2doiOjlYWk3ry5Emhm3SSeRs5ciT279+Pw4cP480330RaWpqhQ9KZx48fo3///nB2dsbevXsNNnLWv39/HDhwAH/++ScGDhxYZEFEUySEKFBQlkpn0aJFmDBhAsaPH4+DBw8W2q569eqFFlksL6RSKYQQuHPnjqFDwYoVK3Dnzh2sX7/e7KYoGAONk6QlS5Zg06ZN2Lp1q8pfcO3bt+ecHypU3759cfToUVy8eBFdu3bFvXv3CrSRy+VYuHAh5HK5ASLUXE5ODoYOHYqUlBT8+uuvqFKlikHj6dWrFw4ePIjTp0+jX79+ePr0qUHj0aabN28iJSUFHTp0MHQoJksikWDDhg3o378/hgwZUui2TrVq1dJzZPqnKCFh6MnbcXFx+OyzzzBnzhz4+PgYNBZzpXGSFBsbi86dOxc47uDggMePH2vaPZVjHTp0wKlTp3Dv3j107NgR8fHxKs/L5XIEBwebbJL0v//9D8eOHcPPP/9sNHM4unfvjsOHDyMyMhJvvvkm0tPTDR2SVoSHhwMA2rZta+BITJuVlRV2794NX19f9OvXD9euXSvQxhxqUBlDkiSEwPTp0+Hu7q6yhRbpl8ZJkpubm9pVAKdPn0adOnU07Z7KuSZNmig/4Dp06IDLly8bOCLt2LJlC9asWYO1a9eie/fuhg5HRceOHXH06FFcuXIFb7zxBh49emTokDQWERGBhg0bolq1aoYOxeTZ2dnhwIEDqFWrFnr16oXExESV581hc29bW1u4uLiolI7Rt9DQUBw+fBhr1qxR2YuP9EvjJGnixImYOXMmzp07B4lEgqSkJHz//fcIDAwsdEk+UX5eXl44ffo0XF1d0blzZ5Of8H/ixAlMnToVU6ZMweTJkw0djlpt2rTBX3/9BZlMhh49euDBgweGDkkjnI+kXVWqVMEff/wBS0tL9OrVCw8ePFCOOppDkgS8nJdkqJGkJ0+eYNasWRg4cCD69etnkBjoJY2TpDlz5mDQoEHo1q0bnj59is6dO2P8+PGYOHEipk2bpo0YyQy4uLjg+PHjaNasGd544w188sknGDZsGABg2LBhCAsLM3CEJfPff/9h8ODB6NKlC1avXm3ocIrUsmVLnDhxAnfu3EG3bt3UzgszBY8fP8bVq1c5H0nL3N3dceTIEdy/fx/t27fHyJEjAbys92Uqv4+aMGSSFBwcjIcPH+Krr74yyPnp/2ilBMDSpUuRmpqK8+fP4+zZs7h//z4WL16sja7JjDg6OuKPP/5A06ZNsWzZMsTFxQEAZDKZchm7MUtLS0P//v1RvXp1/PTTTyaxFL1JkyY4efIkUlNT0bVrVyQlJRk6pFI7e/YshBAcSdIBHx8fBAYG4saNG8qVXnfu3DGJ30dNGSpJunz5MlavXo0FCxYod40gw9EoScrLy8P27dvRr18/tG7dGu+//z6WLFmCsLAw5eZ7RKVha2uLjIwMlWOK6rKLFi0yUFTFy83NxbvvvoukpCT8+uuvBq9AXxoNGjTAyZMn8fTpU3Tp0qXAHBRjFxERgRo1ahjN5PjyZvfu3SpLz03h91EbPD09kZCQgLy8PL2dMy8vD5MnT4a3tzcCAgL0dl4qXJmTJCEEBgwYgPHjx+Pu3bto0qQJGjVqhNu3b2PMmDEsckVlphhByk8IgX///dcA0ZTMnDlzcOTIEfz4448muZeSt7c3Tp06hZycHHTu3LnASkNjFhERgfbt27OGjI7cuHGjwB+9QgjExsYaKCL9kEqlyMrKQkpKit7OuWvXLoSHh2PDhg3ltjK+qSlzkrRz506cOnUKx44dQ3R0NPbs2YO9e/fi4sWL+PPPP/HXX39h165d2oyVzISPj4/aD7zMzEz06tULP/74o7Joqa6VpFbTtm3bsGrVKoSEhMDPz08vcemCl5cXTp06BSsrK3Tu3FltsmpscnJycPbsWd5q0yF1v4/msLGq4laXvm65PXz4EB9++CGGDx+Obt266eWcVLwyJ0l79uzBxx9/rPZ/Zvfu3fHRRx/h+++/1yg4Mk9BQUHKIX0Ayv9OnToVT58+xdChQ+Hu7o4ZM2bg4sWLOo2luFpNp06dwuTJk8vNQgUPDw+cPHkSlSpVQpcuXbBmzRqjnkB/+fJlPHv2jJO2dUjd76M5bKyq7yTpk08+QVZWFlauXKmX81EJiTJycXER0dHRhT4fFRUlXFxcytq90UtLSxMARFpamqFDKZdCQ0OFj4+PACB8fHxEWFiY8rnr16+LOXPmCBcXFwFAtGzZUqxbt048fPhQ63FcuHBBABAXLlwo8NzNmzdFjRo1RNeuXUVWVpbWz12SGHTl3r17wtPTUwAQEolE5b+hoaF6i6M4a9euFRUqVBDPnz83dCjlWlG/j+WZg4OD+Pzzz3V+nnPnzgmJRCLWrl1bbFtDvB/kl5SUJIKCgkRSUpJBzq8Npfn8LnOSVKFChSIv0t27d4W1tXVZuzd6TJJ0r7g3g6ysLLF//34xYMAAYWlpKWxsbMS7774rjh49KnJzc3UaQ3p6umjcuLGoW7euSE1N1cq5ShuDrjVs2FAAUHlIJBLRrFkzvcZRlHfffVe0bdvW0GGYBUN/OBtC48aNxdSpU3V6jpycHNGyZUvRokULkZOTU2x7c/z/oG2l+fwu8+223NzcIjfrtLS0RE5OTlm7JypWhQoVMGDAAOzfvx937tzB4sWLERUVhTfeeAN16tRBcHCwTobKc3Nz8d577yEhIQG//vorqlevrvVzGIObN28WOCaMbMIui0iSLumjDMCmTZsQHR2NjRs3wtLSUqfnotIr85bkQgiMGTMGNjY2ap/X18RaIgBwdXXFhx9+iMDAQJw5cwbbt2/HypUrERwcjJ49e2Ls2LEYNGgQbG1tNT7Xxx9/jEOHDuG3335DgwYNtBC9cfLx8cHly5dVVjYZ04TdO3fuICEhgfORSGekUqlOdwBITk7GJ598ggkTJqBNmzY6Ow+VXZlHkkaPHg1nZ2c4OjqqfTg7O2PUqFHajJWoWBKJBO3bt8fXX38NuVyObdu2ISMjA++++y7c3d0xffp0REdHl7n/b775Bp9//jlWrlyJ3r17azFy4/PqhF3g5R9Hrq6uRjFKrNilniNJpCu6Hkn68MMPUaFCBSxbtqzEr3Fzc0NQUBDc3Nx0Fhflo9s7f+UX5yTpnjYnCP77779i7ty5wtXVVQAQLVq0EGvXrhUPHjwo8nX57/+Hh4cLa2trMW7cOJGXl6dxTCVlyDkIr07YnTx5srCyshJ+fn7i8ePHeo8nv5kzZ4o6deoYNAZzYo5zYfbu3SsA6ORn/fjx4wKA2L59u9b7pqLpZU4Ska65ublh4cKFWvmLqV69elixYgUSExNx4MABSKVSzJ49G+7u7nj33Xdx9OjRIivryuVyvPXWW2jTpg02bNhgNoUL/f39sWfPHgAvy35s2LABhw8fxvnz59G+fXu9FZ1UV69KUUSSSFd0VQYgKysLU6ZMQYcOHTB69Git9k3axSSJzIqVlRX69++Pffv24c6dO1iyZAliYmLg5+cHLy8vLFy4ELdu3QIAhIWFKWsE+fv7QwiB0NBQs6+E2717d5w9exaZmZlo06aN8raXLr1ar+r58+eIjo5mkkQ65enpCUD7SVJISAhu3LiBDRs2wMKCH8PGjP93yGy5uLggMDAQ165dQ0REBPz8/PDll1/Cy8sLTZs2xeDBgyGTyQC8/Mvv/v37+Pvvvw0ctXGoV68ezp07hwYNGqB79+7YvXu3Xs//zz//ICcnh5O2SadcXV1hbW2t1SQpISEBixYtwsyZM9G0aVOt9Uu6wSSJzJ5EIkG7du2wdetWJCcnY8eOHfjvv/8AoMDKLkNs6mmsEzWrV6+OI0eOYNiwYRg+fDgWLlyot42tw8PD4eDggEaNGunlfGSeLCws4OHhgYSEBK31OWvWLFSpUgULFy7UWp+kO0ySiPKxt7fHmDFj1M5PEgaqEaTNuVnaZmNjgx07dmDZsmUIDg7G8OHD8eLFC52fNyIiAm3btmVdGdI5ba5wO3jwIPbt24eQkBBUrlxZK32SbjFJIlLDXDf1LAuJRIJ58+bhp59+wr59+9C9e3ed7pyel5fHSdukN9pKkjIyMjB9+nS88cYbGDJkiBYiI31gkkSkhrlu6qmJt99+G6dOnUJ8fDzatGmDq1ev6uQ8sbGxePToEecjkV7kT5LUrbIsqeXLl+Pu3btYt26d2ayOLQ+YJBGp4e/vj9DQUHh7ewMAvL29ERYWhrfeesvAkRm3119/HefOnYODgwPat2+Pw4cPa/0c4eHhsLCwYIVi0gtPT08kJyfjxYsXBVZZltSNGzfw2WefYe7cufDx8dFRpKQLTJKICvFqjSAmSCXj6emJ06dPo1OnTujbty82bNig1f4jIiLQtGlTzukgvVDUSrpz506ZXi+EwNSpU1GzZk3MmzdPm6GRHjBJIiKtq1y5Mvbv34/p06dj6tSpmDlzJnJzc7XSN+cjkT5pWlDyp59+wp9//ol169bBzs5Om6GRHjBJIiKdsLS0REhICDZu3Ij169djwIABePLkiUZ9Pnr0CLGxsUySSG88PDwgkUjKlCSlp6dj1qxZGDRoEPr06aOD6EjXmCQRkU5NmjQJhw4dwunTp9GhQweNas5cvnwZADhpm/TG2toabm5uZUqSFi5ciLS0NKxevVr7gZFemHyS9OjRI4wcORKOjo5wdHTEyJEj8fjx4yJfM2bMGEgkEpVH27Zt9RMwkRny8/PDmTNn8PTpU7Ru3Rrnz58vUz8xMTFwc3NT3gIh0gdPT89SJ0mXLl3CmjVrsGDBAv68mjCTT5Lee+89xMTE4I8//sAff/yBmJgYjBw5stjXvfnmm5DL5crHoUOH9BAtkflq2LAhzp07h7p166JLly746aefSt3HpUuX0KFDBy6hJr0qba2kvLw8TJ48GT4+Ppg9e7YOIyNdM+kk6fr16/jjjz/w9ddfo127dsqtJX777bdiKyPb2NjA1dVV+ahWrZqeoiYyX05OTjh27Bj8/f3xzjvvYOnSpaXayuTatWucj0R6J5VKS3Wb+JtvvkFERAQ2bNhg9htimzqTTpLOnDkDR0dHlXopbdu2haOjY7E7k584cQLOzs7w8fHBhAkTiq0QnJmZifT0dJUHEZWera0tvvvuOwQHB2P+/PkYM2YMMjMzS/TazMxMzkcivZNKpUhMTFS7XdGrHjx4gA8//BAjRoxA165ddR8c6ZRJJ0nJyclwdnYucNzZ2RnJycmFvq537974/vvv8ddff+HLL7/EP//8g+7duxf5Rr18+XLlvCdHR0d4eHho5Xsg42asm8uaOolEggULFmDPnj344Ycf8MYbbyA1NbXY19nY2KB58+a6D5AoH6lUiuzs7BL9jH788cfIycnBF198oYfISNeMMklauHBhgYnVrz4iIyMBQO3chPzbSagzdOhQ9O3bF40bN0b//v3x+++/48aNGzh48GChr5k3bx7S0tKUj8TERM2/UTJ6xry5bHkwbNgwnDhxArGxsWjbti3+/fffIts3atSIty9I7xQTr4urtH327Fls3boVS5cuhaurqz5CIx2zMnQA6kybNg3Dhg0rsk3t2rVx6dIl3Lt3r8Bz9+/fh4uLS4nPp1gtExcXV2gbGxsb2NjYlLhPIiqZtm3b4ty5c+jXrx/atWuHn3/+GT169FBpo5i31LRpU0OESGbO09MTQNFJUk5ODqZMmYIWLVpg0qRJ+gqNdMwok6QaNWqgRo0axbZr164d0tLScP78ebRu3RoAcO7cOaSlpZVqcueDBw+QmJjI0QIiA6lduzYiIiIwdOhQvPnmm9iwYQMmTJigfD4pKQkA0KxZM0OFSGbMwcEBVapUKXIax8aNGxETE4MzZ87A0tJSj9GRLhnl7baSatCgAd58801MmDABZ8+exdmzZzFhwgT069cP9erVU7arX78+9u3bBwB4+vQpAgMDcebMGdy6dQsnTpxA//79UaNGDe7NRWRADg4O+PXXXzFp0iR88MEHCAwMVG5lcvHiRQBAkyZNDBkimTGpVFroSJJcLsf8+fPxwQcfcOPlcsakkyQA+P7779GkSRP4+fnBz88PTZs2xbfffqvSJjY2FmlpaQBebpVw+fJlDBw4ED4+Phg9ejR8fHxw5swZbphJZGBWVlZYu3Yt1qxZg5CQEPj7++P777/HypUrAQCTJ09GWFiYgaMkc1RUkvThhx/C2toay5Yt03NUpGtGebutNKpVq4bvvvuuyDb567DY2dnh8OHDug6LqNwwxAq/6dOno27duhg8eDAOHDigPC6TyTB48GCEhobC399fb/EQV3pKpVJcvXq1wPHjx4/j+++/x44dO1hvrxySiNJUciOl9PR0ODo6Ii0tDQ4ODoYOh6hcqlevHm7cuKFyTCKRoGnTpoiJiTFMUGSWVq5ciaCgIDx//hwXLlxAy5YtkZWVhWbNmqFGjRo4efIkLCxM/uaMWSjN57fJjyQRUfmlrsqxEKLYivpE2iaVSvH8+XOVY6tWrUJcXBx+/PFHJkjlFP+vEpHR8vHxKVDzTCKRqCzMINKHVzepvX37NhYtWoRZs2ZxQUE5xiSJiIxWUFCQSnFYiUQCIQSCgoIMHBmZm1eTpJkzZ6Jq1ar8WSznmCQRkdHy9/dHaGgovL29AQDe3t4ICwtjuQ7SO2dnZ2VB4VOnTmH//v1YvXo1V0WXc5y4XUacuE2kP1FRUWjVqpVywiyRvoWFhWHYsGHIzs6GlZUVGjVqhOjo6CK3wCLjVJrPb44kERERFSEsLAyDBw9GdnY2gJdbkFy8eFFZpJjKLyZJRERERQgODla7gGDRokUGioj0hUkSERFREW7cuIFXZ6awFIV5YJJERERUBJaiMF9MkoiIiIrAUhTmi0kSERFREViKwnxxWxIiIqJi+Pv7o3bt2mjVqhX27NnDUhRmgiNJRERERGowSSIiIiJSg0kSERERkRpMkoiIiIjUYJJEREREpAaTJCIiIiI1mCQRERERqcEkiYiIiEgNJklEREREajBJIiIiIlKDSRIRERGRGkySiIiIiNRgkkRERs/NzQ1BQUFwc3MzdChEZEasDB0AEVFx3NzcsHDhQkOHQURmhiNJRERERGowSSIiIiJSg0kSERERkRpMkoiIiIjUYJJEREREpIbJJ0lLly5F+/btUbFiRVSpUqVErxFCYOHChXB3d4ednR26du2Kq1ev6jZQIiIiMikmnyRlZWVhyJAhmDx5colf8/nnn2PVqlVYt24d/vnnH7i6uuKNN97AkydPdBgpERERmRKTr5MUHBwMANi5c2eJ2gshsHr1anzyySfw9/cHAHzzzTdwcXHB7t27MXHiRLWvy8zMRGZmpvLr9PR0zQInIiKTwqKm5sfkR5JKKz4+HsnJyfDz81Mes7GxQZcuXRAREVHo65YvXw5HR0flw8PDQx/hEhGRkVAUNWWSZD7MLklKTk4GALi4uKgcd3FxUT6nzrx585CWlqZ8JCYm6jROIiIiMiyjTJIWLlwIiURS5CMyMlKjc0gkEpWvhRAFjuVnY2MDBwcHlQcRERGVX0Y5J2natGkYNmxYkW1q165dpr5dXV0BvBxRyj9kmpKSUmB0iYiIiMyXUSZJNWrUQI0aNXTSt5eXF1xdXXH06FG0aNECwMsVcidPnsRnn32mk3MSERGR6THK222lkZCQgJiYGCQkJCA3NxcxMTGIiYnB06dPlW3q16+Pffv2AXh5m23WrFlYtmwZ9u3bhytXrmDMmDGoWLEi3nvvPUN9G0RERGRkjHIkqTQWLFiAb775Rvm1YnTo+PHj6Nq1KwAgNjYWaWlpyjZz5sxBRkYGpkyZgkePHqFNmzY4cuQIKleurNfYiYiIyHhJhBDC0EGYovT0dDg6OiItLY2TuImIiExEaT6/Tf52GxEREZEuMEkiIiIiUoNJEhEREZEaTJKIiIiI1GCSRERERKQGkyQiIiIiNZgkEREREalh8sUkDUVRXio9Pd3AkRAREVFJKT63S1ImkklSGT148AAA4OHhYeBIiIiIqLSePHkCR0fHItswSSqjatWqAXi5d1xxF5nUS09Ph4eHBxITE1m1XAO8jprjNdQcr6F28DpqrrhrKITAkydP4O7uXmxfTJLKyMLi5XQuR0dH/iBryMHBgddQC3gdNcdrqDleQ+3gddRcUdewpIMbnLhNREREpAaTJCIiIiI1mCSVkY2NDYKCgmBjY2PoUEwWr6F28DpqjtdQc7yG2sHrqDltXkOJKMkaOCIiIiIzw5EkIiIiIjWYJBERERGpwSSJiIiISA0mSURERERqMEkqgw0bNsDLywu2trZo1aoV/v77b0OHZNROnTqF/v37w93dHRKJBL/88ovK80IILFy4EO7u7rCzs0PXrl1x9epVwwRrpJYvX47XX38dlStXhrOzMwYNGoTY2FiVNryORdu4cSOaNm2qLDDXrl07/P7778rnef1Kb/ny5ZBIJJg1a5byGK9j8RYuXAiJRKLycHV1VT7Pa1gyd+/exYgRI1C9enVUrFgRzZs3x4ULF5TPa+M6MkkqpR9++AGzZs3CJ598gujoaHTq1Am9e/dGQkKCoUMzWs+ePUOzZs2wbt06tc9//vnnWLVqFdatW4d//vkHrq6ueOONN/DkyRM9R2q8Tp48ialTp+Ls2bM4evQocnJy4Ofnh2fPninb8DoWrVatWlixYgUiIyMRGRmJ7t27Y+DAgco3TV6/0vnnn3+wZcsWNG3aVOU4r2PJNGrUCHK5XPm4fPmy8jlew+I9evQIHTp0QIUKFfD777/j2rVr+PLLL1GlShVlG61cR0Gl0rp1azFp0iSVY/Xr1xcfffSRgSIyLQDEvn37lF/n5eUJV1dXsWLFCuWxFy9eCEdHR7Fp0yYDRGgaUlJSBABx8uRJIQSvY1lVrVpVfP3117x+pfTkyRPh7e0tjh49Krp06SJmzpwphODPYUkFBQWJZs2aqX2O17Bk5s6dKzp27Fjo89q6jhxJKoWsrCxcuHABfn5+Ksf9/PwQERFhoKhMW3x8PJKTk1WuqY2NDbp06cJrWoS0tDQA/7fRMq9j6eTm5mLv3r149uwZ2rVrx+tXSlOnTkXfvn3Rs2dPleO8jiUXFxcHd3d3eHl5YdiwYbh58yYAXsOSOnDgAHx9fTFkyBA4OzujRYsW2Lp1q/J5bV1HJkmlkJqaitzcXLi4uKgcd3FxQXJysoGiMm2K68ZrWnJCCAQEBKBjx45o3LgxAF7Hkrp8+TIqVaoEGxsbTJo0Cfv27UPDhg15/Uph7969iIqKwvLlyws8x+tYMm3atMGuXbtw+PBhbN26FcnJyWjfvj0ePHjAa1hCN2/exMaNG+Ht7Y3Dhw9j0qRJmDFjBnbt2gVAez+LVtoL2XxIJBKVr4UQBY5R6fCalty0adNw6dIlnD59usBzvI5Fq1evHmJiYvD48WOEhoZi9OjROHnypPJ5Xr+iJSYmYubMmThy5AhsbW0LbcfrWLTevXsr/92kSRO0a9cOdevWxTfffIO2bdsC4DUsTl5eHnx9fbFs2TIAQIsWLXD16lVs3LgRo0aNUrbT9DpyJKkUatSoAUtLywJZaEpKSoFslUpGsaKD17Rkpk+fjgMHDuD48eOoVauW8jivY8lYW1vjtddeg6+vL5YvX45mzZrhq6++4vUroQsXLiAlJQWtWrWClZUVrKyscPLkSaxZswZWVlbKa8XrWDr29vZo0qQJ4uLi+LNYQm5ubmjYsKHKsQYNGigXUWnrOjJJKgVra2u0atUKR48eVTl+9OhRtG/f3kBRmTYvLy+4urqqXNOsrCycPHmS1zQfIQSmTZuGsLAw/PXXX/Dy8lJ5ntexbIQQyMzM5PUroR49euDy5cuIiYlRPnx9fTF8+HDExMSgTp06vI5lkJmZievXr8PNzY0/iyXUoUOHAmVQbty4AalUCkCL74llmFRu1vbu3SsqVKggtm3bJq5duyZmzZol7O3txa1btwwdmtF68uSJiI6OFtHR0QKAWLVqlYiOjha3b98WQgixYsUK4ejoKMLCwsTly5fFu+++K9zc3ER6erqBIzcekydPFo6OjuLEiRNCLpcrH8+fP1e24XUs2rx588SpU6dEfHy8uHTpkvj444+FhYWFOHLkiBCC16+s8q9uE4LXsST+97//iRMnToibN2+Ks2fPin79+onKlSsrP0d4DYt3/vx5YWVlJZYuXSri4uLE999/LypWrCi+++47ZRttXEcmSWWwfv16IZVKhbW1tWjZsqVyGTapd/z4cQGgwGP06NFCiJdLNYOCgoSrq6uwsbERnTt3FpcvXzZs0EZG3fUDIHbs2KFsw+tYtLFjxyp/b52cnESPHj2UCZIQvH5l9WqSxOtYvKFDhwo3NzdRoUIF4e7uLvz9/cXVq1eVz/Malsyvv/4qGjduLGxsbET9+vXFli1bVJ7XxnWUCCFEmce7iIiIiMopzkkiIiIiUoNJEhEREZEaTJKIiIiI1GCSRERERKQGkyQiIiIiNZgkEREREanBJImIiIhIDSZJRERERGowSSKiInXt2hWzZs0ydBikxs6dO1GlShVDh0FUbjFJIqJyZ8yYMRg0aJChwyAiE8ckiYiIVGRnZxs6BCKjwCSJiIqVk5ODadOmoUqVKqhevTrmz5+P/Ns+fvfdd/D19UXlypXh6uqK9957DykpKcrnHz16hOHDh8PJyQl2dnbw9vbGjh07lM/fvXsXQ4cORdWqVVG9enUMHDgQt27dKjKmn3/+GU2aNIGdnR2qV6+Onj174tmzZ1i4cCG++eYb7N+/HxKJBBKJBCdOnCjReRQjUMHBwXB2doaDgwMmTpyIrKysQuNQ3PI6fPgwGjRogEqVKuHNN9+EXC5XtlF3y3LQoEEYM2aM8uvatWtjyZIlGDVqFCpVqgSpVIr9+/fj/v37GDhwICpVqoQmTZogMjKyQAy//PILfHx8YGtrizfeeAOJiYkqz//6669o1aoVbG1tUadOHQQHByMnJ0f5vEQiwaZNmzBw4EDY29tjyZIlRV57InPBJImIivXNN9/AysoK586dw5o1axASEoKvv/5a+XxWVhYWL16Mixcv4pdffkF8fLxKAvDpp5/i2rVr+P3333H9+nVs3LgRNWrUAAA8f/4c3bp1Q6VKlXDq1CmcPn1amWgUlpzI5XK8++67GDt2LK5fv44TJ07A398fQggEBgbinXfeUSYqcrkc7du3L/F5jh07huvXr+P48ePYs2cP9u3bh+Dg4CKvz/Pnz7Fy5Up8++23OHXqFBISEhAYGFjq6xwSEoIOHTogOjoaffv2xciRIzFq1CiMGDECUVFReO211zBq1CiVBPX58+dYunQpvvnmG4SHhyM9PR3Dhg1TPn/48GGMGDECM2bMwLVr17B582bs3LkTS5cuVTl3UFAQBg4ciMuXL2Ps2LGljp2oXBJEREXo0qWLaNCggcjLy1Memzt3rmjQoEGhrzl//rwAIJ48eSKEEKJ///7i/fffV9t227Ztol69eir9Z2ZmCjs7O3H48GG1r7lw4YIAIG7duqX2+dGjR4uBAweW+jyjR48W1apVE8+ePVO22bhxo6hUqZLIzc1Ve64dO3YIAEImkymPrV+/Xri4uCi/7tKli5g5c6bK6wYOHChGjx6t/FoqlYoRI0Yov5bL5QKA+PTTT5XHzpw5IwAIuVyucu6zZ88q21y/fl0AEOfOnRNCCNGpUyexbNkylXN/++23ws3NTfk1ADFr1iy13x+ROeNIEhEVq23btpBIJMqv27Vrh7i4OOTm5gIAoqOjMXDgQEilUlSuXBldu3YFACQkJAAAJk+ejL1796J58+aYM2cOIiIilH1duHABMpkMlStXRqVKlVCpUiVUq1YNL168wH///Ye///5bebxSpUr4/vvv0axZM/To0QNNmjTBkCFDsHXrVjx69KjI76G48yg0a9YMFStWVPlenz59WuAWVn4VK1ZE3bp1lV+7ubmp3G4sqaZNmyr/7eLiAgBo0qRJgWP5+7aysoKvr6/y6/r166NKlSq4fv268vtetGiRyjWcMGEC5HI5nj9/rnxd/j6I6CUrQwdARKbt2bNn8PPzg5+fH7777js4OTkhISEBvXr1Ut7G6t27N27fvo2DBw/izz//RI8ePTB16lSsXLkSeXl5aNWqFb7//vsCfTs5OcHa2hoxMTHKYy4uLrC0tMTRo0cRERGBI0eOYO3atfjkk09w7tw5eHl5qY2zuPMUJ3+S+KoKFSoUaCvy3RKzsLBQ+RpQPzk6fz+K86k7lpeXV2xs+dsGBwfD39+/QBtbW1vlv+3t7Qs8T2TumCQRUbHOnj1b4Gtvb29YWlri33//RWpqKlasWAEPDw8AUDu52MnJCWPGjMGYMWPQqVMnfPjhh1i5ciVatmyJH374QTlRWp3XXnutwDGJRIIOHTqgQ4cOWLBgAaRSKfbt24eAgABYW1srR7kUSnIeALh48SIyMjJgZ2en/F4rVaqEWrVqFX2RiuDk5KQykTs3NxdXrlxBt27dytynQk5ODiIjI9G6dWsAQGxsLB4/foz69esDePl9x8bGqr2GRFQ03m4jomIlJiYiICAAsbGx2LNnD9auXYuZM2cCADw9PWFtbY21a9fi5s2bOHDgABYvXqzy+gULFmD//v2QyWS4evUqfvvtNzRo0AAAMHz4cNSoUQMDBw7E33//jfj4eJw8eRIzZ87EnTt31MZz7tw5LFu2DJGRkUhISEBYWBju37+v7LN27dq4dOkSYmNjkZqaiuzs7BKfJysrC+PGjVNONA8KCsK0adNgYVH2t8vu3bvj4MGDOHjwIP79919MmTIFjx8/LnN/+VWoUAHTp0/HuXPnEBUVhffffx9t27ZVJk0LFizArl27sHDhQly9ehXXr1/HDz/8gPnz52vl/ETlGZMkIirWqFGjkJGRgdatW2Pq1KmYPn06PvjgAwAvR0l27tyJn376CQ0bNsSKFSuwcuVKlddbW1tj3rx5aNq0KTp37gxLS0vs3bsXwMv5PKdOnYKnpyf8/f3RoEEDjB07FhkZGYWO+Dg4OODUqVPo06cPfHx8MH/+fHz55Zfo3bs3AGDChAmoV68efH194eTkhPDw8BKfp0ePHvD29kbnzp3xzjvvoH///li4cKFG12/s2LEYPXo0Ro0ahS5dusDLy0sro0jAy+s3d+5cvPfee2jXrh3s7OyU1xYAevXqhd9++w1Hjx7F66+/jrZt22LVqlWQSqVaOT9ReSYRr94oJyIyU2PGjMHjx4/xyy+/GDoUIjICHEkiIiIiUoNJEhEREZEavN1GREREpAZHkoiIiIjUYJJEREREpAaTJCIiIiI1mCQRERERqcEkiYiIiEgNJklEREREajBJIiIiIlKDSRIRERGRGv8P5UiL1N5bX+QAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### Deviation in X-disp, Y-disp, h-Rise, Inclination, Tip and h-Twist\n", "#### Deviation = Bound DNA(parameter) - Free DNA(parameter) \n", "\n", "### Deviation in X-displacement\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,56], pdna, [5,56], \n", " 'x-disp', err_type='block', bp_range=True, \n", " merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in X-displacement ($\\AA$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Y-displacement\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,56], pdna, [5,56], \n", " 'y-disp', err_type='block', bp_range=True, \n", " merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Y-displacement ($\\AA$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Helical Rise\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,56], pdna, [5,56], \n", " 'h-rise', err_type='block', bp_range=True, \n", " merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Helical Rise ($\\AA$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Inclination\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,56], pdna, [5,56], \n", " 'inclination', err_type='block', bp_range=True, \n", " merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Inclination ( $^o$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Tip\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,56], pdna, [5,56], \n", " 'tip', err_type='block', bp_range=True, \n", " merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Tip ( $^o$)')\n", "plt.xlabel('base-pair number')\n", "plt.xlim(0,61)\n", "plt.show()\n", "\n", "### Deviation in Helical Twist\n", "fdna_bp, pdna_bp, deviation, error = dnaMD.localDeformationVsBPS(fdna, [5,56], pdna, [5,56], \n", " 'h-twist', err_type='block', bp_range=True, \n", " merge_bp=4, merge_method='sum')\n", "\n", "# plot these values\n", "plt.errorbar(pdna_bp, deviation, yerr=error, ecolor='k', elinewidth=1, color='k', lw=1, marker='o', mfc='k', mew=1, ms=4)\n", "\n", "# plot line at zero\n", "plt.plot([0,61], [0.0, 0.0], '--k')\n", "\n", "plt.ylabel('Deviation in Helical Twist ( $^o$)')\n", "plt.xlabel('base-step number')\n", "plt.xlim(0,61)\n", "plt.show()" ] } ], "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 4 }