diff --git a/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML (1).ipynb b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML (1).ipynb new file mode 100644 index 0000000..d3ed59b --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML (1).ipynb @@ -0,0 +1,1677 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Now, we directly acess the data values from the Drive Directly!" + ], + "metadata": { + "id": "BX_jk215VyTW" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mKtygqgPVxHn", + "outputId": "cae7c38d-c632-4aed-8e9d-4e6e869d2557" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /gdrive\n" + ] + } + ], + "source": [ + "from google.colab import drive;\n", + "drive.mount('/gdrive');" + ] + }, + { + "cell_type": "code", + "source": [ + "!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face.zip' -d '/content/drive/MyDrive/Colab Notebooks/orl_face'" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "upmN_t0KXJa1", + "outputId": "4d9f7546-4613-4f5b-e39c-d81e9b6b6515" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Archive: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face.zip\n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/.DS_Store \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/\n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/._.DS_Store \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/1.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/u1/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/u1/._1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u10/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u11/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u12/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u13/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u14/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u15/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u16/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u17/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u18/\n", + " inflating: /content/drive/MyDrive/Colab 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inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u19/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u2/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u2/1.png \n", + " inflating: /content/drive/MyDrive/Colab 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inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u5/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/9.png \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, Importing the Images data from the unzip files.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "\n", + "#Now, we need to read the values of the Data from a Drive.\n", + "user_name=24; #Labels.\n", + "samples_no=6; #Define the Variable Sample_Numbers.\n", + "path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,samples_no);\n", + "\n", + "#Now, we need to read the data from images.\n", + "imag=mimg.imread(path);\n", + "print(\"\\n 1. Type of the Image is: \",type(imag));\n", + "print(\"\\n 2. Length of the Image is: \",imag.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Now, we need to plot the Image.\n", + "plt.figure(1,figsize=(5,10));\n", + "plt.imshow(imag,cmap='gray');\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 618 + }, + "id": "0Am2a31JXi43", + "outputId": "8ad29ace-e825-4379-fa8e-af2a1c72ecf7" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Image is: \n", + "\n", + " 2. Length of the Image is: (112, 92)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, convert 2-D Images it into 1-D Images by using the Flatten.\n", + "feat=imag.reshape(1,-1);\n", + "print(\"\\n 1. Length of the Images: \",imag.shape);\n", + "print(\"\\n 2. Length of the Features: \",feat.shape);\n", + "print(\"\\n --> Range: \",imag.min(),\" - \",imag.max());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d6VyHe_TaPZ6", + "outputId": "95d897e6-a96d-4ba2-a805-b001dcc8401e" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Length of the Images: (112, 92)\n", + "\n", + " 2. Length of the Features: (1, 10304)\n", + "\n", + " --> Range: 0.05490196 - 0.89411765\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Logic to acess all the samples of the User.\n", + "#Of the Valued Users.\n", + "total_sample=400;\n", + "user_name=26;\n", + "sample_no=6;\n", + "data=np.zeros((total_sample,imag.shape[0]*imag.shape[1]));\n", + "label=np.zeros((total_sample));\n", + "images=np.zeros((total_sample,imag.shape[0],imag.shape[1]));\n", + "index=-1;\n", + "for i in range(1,41,1):\n", + " for j in range(1,11,1):\n", + " index=index+1;\n", + " #acess any of the single image.\n", + " user_name=i;\n", + " sample_no=j;\n", + " path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no);\n", + " #reading the Image.\n", + " im=mimg.imread(path);\n", + " data[index,:]=feat\n", + " label[index]=i\n", + " images[index,:,:]=im\n", + " print(\"user num \",i,'samp no',j,'processed...');" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CgOEI_fnagKH", + "outputId": "40cb0b56-0a8a-4dd4-c007-c91f0d0235fd" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "user num 1 samp no 1 processed...\n", + "user num 1 samp no 2 processed...\n", + "user num 1 samp no 3 processed...\n", + "user num 1 samp no 4 processed...\n", + "user num 1 samp no 5 processed...\n", + "user num 1 samp no 6 processed...\n", + "user num 1 samp no 7 processed...\n", + "user num 1 samp no 8 processed...\n", + "user num 1 samp no 9 processed...\n", + "user num 1 samp no 10 processed...\n", + "user num 2 samp no 1 processed...\n", + "user num 2 samp no 2 processed...\n", + "user num 2 samp no 3 processed...\n", + "user num 2 samp no 4 processed...\n", + "user num 2 samp no 5 processed...\n", + "user num 2 samp no 6 processed...\n", + "user num 2 samp no 7 processed...\n", + "user num 2 samp no 8 processed...\n", + "user num 2 samp no 9 processed...\n", + "user num 2 samp no 10 processed...\n", + "user num 3 samp no 1 processed...\n", + "user num 3 samp no 2 processed...\n", + "user num 3 samp no 3 processed...\n", + "user num 3 samp no 4 processed...\n", + "user num 3 samp no 5 processed...\n", + "user num 3 samp no 6 processed...\n", + "user num 3 samp no 7 processed...\n", + "user num 3 samp no 8 processed...\n", + "user num 3 samp no 9 processed...\n", + "user num 3 samp no 10 processed...\n", + "user num 4 samp no 1 processed...\n", + "user num 4 samp no 2 processed...\n", + "user num 4 samp no 3 processed...\n", + "user num 4 samp no 4 processed...\n", + "user num 4 samp no 5 processed...\n", + "user num 4 samp no 6 processed...\n", + "user num 4 samp no 7 processed...\n", + "user num 4 samp no 8 processed...\n", + "user num 4 samp no 9 processed...\n", + "user num 4 samp no 10 processed...\n", + "user num 5 samp no 1 processed...\n", + "user num 5 samp no 2 processed...\n", + "user num 5 samp no 3 processed...\n", + "user num 5 samp no 4 processed...\n", + "user num 5 samp no 5 processed...\n", + "user num 5 samp no 6 processed...\n", + "user num 5 samp no 7 processed...\n", + "user num 5 samp no 8 processed...\n", + "user num 5 samp no 9 processed...\n", + "user num 5 samp no 10 processed...\n", + "user num 6 samp no 1 processed...\n", + "user num 6 samp no 2 processed...\n", + "user num 6 samp no 3 processed...\n", + "user num 6 samp no 4 processed...\n", + "user num 6 samp no 5 processed...\n", + "user num 6 samp no 6 processed...\n", + "user num 6 samp no 7 processed...\n", + "user num 6 samp no 8 processed...\n", + "user num 6 samp no 9 processed...\n", + "user num 6 samp no 10 processed...\n", + "user num 7 samp no 1 processed...\n", + "user num 7 samp no 2 processed...\n", + "user num 7 samp no 3 processed...\n", + "user num 7 samp no 4 processed...\n", + "user num 7 samp no 5 processed...\n", + "user num 7 samp no 6 processed...\n", + "user num 7 samp no 7 processed...\n", + "user num 7 samp no 8 processed...\n", + "user num 7 samp no 9 processed...\n", + "user num 7 samp no 10 processed...\n", + "user num 8 samp no 1 processed...\n", + "user num 8 samp no 2 processed...\n", + "user num 8 samp no 3 processed...\n", + "user num 8 samp no 4 processed...\n", + "user num 8 samp no 5 processed...\n", + "user num 8 samp no 6 processed...\n", + "user num 8 samp no 7 processed...\n", + "user num 8 samp no 8 processed...\n", + "user num 8 samp no 9 processed...\n", + "user num 8 samp no 10 processed...\n", + "user num 9 samp no 1 processed...\n", + "user num 9 samp no 2 processed...\n", + "user num 9 samp no 3 processed...\n", + "user num 9 samp no 4 processed...\n", + "user num 9 samp no 5 processed...\n", + "user num 9 samp no 6 processed...\n", + "user num 9 samp no 7 processed...\n", + "user num 9 samp no 8 processed...\n", + "user num 9 samp no 9 processed...\n", + "user num 9 samp no 10 processed...\n", + "user num 10 samp no 1 processed...\n", + "user num 10 samp no 2 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samp no 6 processed...\n", + "user num 12 samp no 7 processed...\n", + "user num 12 samp no 8 processed...\n", + "user num 12 samp no 9 processed...\n", + "user num 12 samp no 10 processed...\n", + "user num 13 samp no 1 processed...\n", + "user num 13 samp no 2 processed...\n", + "user num 13 samp no 3 processed...\n", + "user num 13 samp no 4 processed...\n", + "user num 13 samp no 5 processed...\n", + "user num 13 samp no 6 processed...\n", + "user num 13 samp no 7 processed...\n", + "user num 13 samp no 8 processed...\n", + "user num 13 samp no 9 processed...\n", + "user num 13 samp no 10 processed...\n", + "user num 14 samp no 1 processed...\n", + "user num 14 samp no 2 processed...\n", + "user num 14 samp no 3 processed...\n", + "user num 14 samp no 4 processed...\n", + "user num 14 samp no 5 processed...\n", + "user num 14 samp no 6 processed...\n", + "user num 14 samp no 7 processed...\n", + "user num 14 samp no 8 processed...\n", + "user num 14 samp no 9 processed...\n", + 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processed...\n", + "user num 24 samp no 5 processed...\n", + "user num 24 samp no 6 processed...\n", + "user num 24 samp no 7 processed...\n", + "user num 24 samp no 8 processed...\n", + "user num 24 samp no 9 processed...\n", + "user num 24 samp no 10 processed...\n", + "user num 25 samp no 1 processed...\n", + "user num 25 samp no 2 processed...\n", + "user num 25 samp no 3 processed...\n", + "user num 25 samp no 4 processed...\n", + "user num 25 samp no 5 processed...\n", + "user num 25 samp no 6 processed...\n", + "user num 25 samp no 7 processed...\n", + "user num 25 samp no 8 processed...\n", + "user num 25 samp no 9 processed...\n", + "user num 25 samp no 10 processed...\n", + "user num 26 samp no 1 processed...\n", + "user num 26 samp no 2 processed...\n", + "user num 26 samp no 3 processed...\n", + "user num 26 samp no 4 processed...\n", + "user num 26 samp no 5 processed...\n", + "user num 26 samp no 6 processed...\n", + "user num 26 samp no 7 processed...\n", + "user num 26 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"user num 36 samp no 3 processed...\n", + "user num 36 samp no 4 processed...\n", + "user num 36 samp no 5 processed...\n", + "user num 36 samp no 6 processed...\n", + "user num 36 samp no 7 processed...\n", + "user num 36 samp no 8 processed...\n", + "user num 36 samp no 9 processed...\n", + "user num 36 samp no 10 processed...\n", + "user num 37 samp no 1 processed...\n", + "user num 37 samp no 2 processed...\n", + "user num 37 samp no 3 processed...\n", + "user num 37 samp no 4 processed...\n", + "user num 37 samp no 5 processed...\n", + "user num 37 samp no 6 processed...\n", + "user num 37 samp no 7 processed...\n", + "user num 37 samp no 8 processed...\n", + "user num 37 samp no 9 processed...\n", + "user num 37 samp no 10 processed...\n", + "user num 38 samp no 1 processed...\n", + "user num 38 samp no 2 processed...\n", + "user num 38 samp no 3 processed...\n", + "user num 38 samp no 4 processed...\n", + "user num 38 samp no 5 processed...\n", + "user num 38 samp no 6 processed...\n", + "user num 38 samp no 7 processed...\n", + "user num 38 samp no 8 processed...\n", + "user num 38 samp no 9 processed...\n", + "user num 38 samp no 10 processed...\n", + "user num 39 samp no 1 processed...\n", + "user num 39 samp no 2 processed...\n", + "user num 39 samp no 3 processed...\n", + "user num 39 samp no 4 processed...\n", + "user num 39 samp no 5 processed...\n", + "user num 39 samp no 6 processed...\n", + "user num 39 samp no 7 processed...\n", + "user num 39 samp no 8 processed...\n", + "user num 39 samp no 9 processed...\n", + "user num 39 samp no 10 processed...\n", + "user num 40 samp no 1 processed...\n", + "user num 40 samp no 2 processed...\n", + "user num 40 samp no 3 processed...\n", + "user num 40 samp no 4 processed...\n", + "user num 40 samp no 5 processed...\n", + "user num 40 samp no 6 processed...\n", + "user num 40 samp no 7 processed...\n", + "user num 40 samp no 8 processed...\n", + "user num 40 samp no 9 processed...\n", + "user num 40 samp no 10 processed...\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, displaying the values of the Image.\n", + "plt.imshow(images[397,:,:],cmap='gray');\n", + "plt.axis('off');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "lxb2WWQ8dMTX", + "outputId": "8b52c8fb-a1a3-4fc2-9cc2-f0911d57cb59" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we need to represent the values of the (5*5) Matrix." + ], + "metadata": { + "id": "NVyQJ8SRd8DV" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Built-in Libraries.\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt # Import matplotlib.pyplot\n", + "\n", + "#Now, we need to show all the (5*5) Matrix Values.\n", + "plt.figure(1,figsize=(10,10));\n", + "for i in range(5):\n", + " for j in range(5):\n", + " num=np.random.randint(0,400);\n", + " samples=images[num,:,:];\n", + " la=label[num];\n", + " plt.subplot(5,5,i*5+j+1) # Use plt to access subplot\n", + " plt.imshow(samples,cmap='gray');\n", + " plt.axis('off');\n", + " plt.title(\" \"+str(int(la)));\n", + "#showing the Image (5*5) Matrix.\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 777 + }, + "id": "LIhVYjWLdhkh", + "outputId": "164def60-b09e-4163-bacc-3b18fa8d9669" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn import svm\n", + "import pandas as pd\n", + "X = data # Extract the data from the 'data' key\n", + "y =label # Use the target variable from the Iris dataset\n", + "\n", + "\n", + "# split the data into 70:30 ratio\n", + "Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=0.3,random_state=5)\n", + "print(Xtrain.shape,ytrain.shape)\n", + "print(Xtest.shape,ytest.shape)\n", + "\n", + "ker = ['poly','linear','rbf']\n", + "c_value = [1,2,3]\n", + "\n", + "# pre allocation of the result variable\n", + "result = np.zeros((len(ker),len(c_value)))\n", + "for i in range(len(ker)):\n", + " for j in range(len(c_value)):\n", + " # create the svm classifier\n", + " orl_svm_model = svm.SVC(kernel=ker[i],gamma='scale',C=c_value[j])\n", + "\n", + " # train the model\n", + " orl_svm_model = orl_svm_model.fit(Xtrain,ytrain)\n", + "\n", + " # predict the labels\n", + " ypred = orl_svm_model.predict(Xtest)\n", + "\n", + " # accuracy\n", + " acc = metrics.accuracy_score(ypred,ytest)\n", + " #print(\"accuracy:\", acc)\n", + " result[i,j]=acc\n", + "print(result)\n", + "\n", + "ResultDF = pd.DataFrame(result,index=ker,columns=[\"C=1\",\"C=2\",\"C=3\"])\n", + "ResultDF\n", + "print(\"\\n Showing in the form of the Graphical Methods!\");\n", + "ResultDF.plot(kind='bar',figsize=(4,4))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 540 + }, + "id": "X7pGvqGrhTVh", + "outputId": "ca067b37-6e4c-437f-b860-c822c420ab4e" + }, + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(280, 10304) (280,)\n", + "(120, 10304) (120,)\n", + "[[0.00833333 0.00833333 0.00833333]\n", + " [0.00833333 0.00833333 0.00833333]\n", + " [0.00833333 0.00833333 0.00833333]]\n", + "\n", + " Showing in the form of the Graphical Methods!\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 33 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Saving our trained model in the Google Drive.\n", + "#We, use the Joblib to save the models.\n", + "import joblib\n", + "# final best model\n", + "# kernel function - linear , C =1\n", + "\n", + "orl_svm_model = svm.SVC(kernel='linear',gamma='scale',C=1)\n", + "# train the model\n", + "orl_svm_model = orl_svm_model.fit(Xtrain,ytrain)\n", + "\n", + "# save the trained model\n", + "joblib.dump(orl_svm_model,'/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IM30ETIWi7tb", + "outputId": "8c6104bb-6774-439e-ca94-2fd745d89dfb" + }, + "execution_count": 35, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl']" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Show the random image from 1-10 , asked by the user to take as input form of parameter.\n", + "#Ask the user as ID to show that location image randomly.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import pandas as pd;\n", + "import numpy as np;\n", + "\n", + "#Now, we simply ask from the User.\n", + "user_name=int(input(\"Enter the User ID: \"));\n", + "sample_no=np.random.randint(8,10);\n", + "path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no);\n", + "\n", + "#Now, we need to show the value of the Image.\n", + "imag=mimg.imread(path);\n", + "print(\"\\n\");\n", + "plt.figure(1,figsize=(5,10));\n", + "plt.imshow(imag,cmap='gray');\n", + "plt.axis(\"off\");\n", + "plt.title('Query Image');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 586 + }, + "id": "9cGoPRQloxSd", + "outputId": "5509fbb9-8139-4371-99ce-b434281a678a" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Enter the User ID: 8\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#We, make the trained model and save in the drive by using the joblib.\n", + "from sklearn import datasets, svm, metrics, model_selection;\n", + "import joblib;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "\n", + "feat=imag.reshape(1,-1);\n", + "\n", + "#Set the value of the Path_model where, we have to store the model in pkl. file on Drive.\n", + "path_model='/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl';\n", + "\n", + "#Train the Model by the help of Classifications.\n", + "face_model=joblib.load(path_model);\n", + "\n", + "#predict the image model by datasets.\n", + "result=face_model.predict(feat);\n", + "\n", + "print(\"Prediction: \",int(result[0]));\n", + "\n", + "#set the location of the zip image file.\n", + "path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(result[0],1);\n", + "\n", + "im_pred = mimg.imread(path)\n", + "\n", + "plt.figure(1,(8,5))\n", + "plt.subplot(1,2,1)\n", + "plt.imshow(im,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"Query image\")\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.imshow(im_pred,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"predicted user\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 439 + }, + "id": "E1EIhY3Zqpfg", + "outputId": "cd547008-764c-4ce2-b3e1-c2b59ff5b0ac" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Prediction: 4\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'predicted user')" + ] + }, + "metadata": {}, + "execution_count": 47 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Example of FP-(FALSE - POSITIVE), Very, Dangerous I check but I don't know where is the problem where all snippet is found to be correct, I refer to my friend's colab notebook for reviewing." + ], + "metadata": { + "id": "ifR4f7TZufyR" + } + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.image as mimg\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# load the query image\n", + "usrId = int(input(\"Enter the user number:\"))\n", + "samp = np.random.randint(1,10) # selecting any random sample number\n", + "path = \"/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png\"%(usrId,samp)\n", + "\n", + "im = mimg.imread(path)\n", + "\n", + "plt.figure(1,(5,5))\n", + "plt.imshow(im,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"Query image\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 481 + }, + "id": "BkvbI7mGuvrT", + "outputId": "606661c2-c7a1-4cc5-a8dc-932a076424f1" + }, + "execution_count": 57, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enter the user number:25\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Query image')" + ] + }, + "metadata": {}, + "execution_count": 57 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import joblib\n", + "from sklearn import svm ,metrics\n", + "# calcualte the features of the query image\n", + "feat_query = im.reshape(1,-1)\n", + "\n", + "# model path\n", + "path_model = '/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl';\n", + "# load the trained model\n", + "face_model = joblib.load(path_model)\n", + "\n", + "\n", + "# predict the id of the query image\n", + "id = face_model.predict(feat_query)\n", + "print(\"User id predicted is :\",int(id[0]))\n", + "\n", + "\n", + "path = \"/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png\"%(id[0],1)\n", + "\n", + "im_pred = mimg.imread(path)\n", + "\n", + "plt.figure(1,(8,5))\n", + "plt.subplot(1,2,1)\n", + "plt.imshow(im,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"Query image\")\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.imshow(im_pred,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"predicted user\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 439 + }, + "id": "qlCM0MPMu6Cm", + "outputId": "4192dd64-73d9-4a47-ec9b-904193751fc7" + }, + "execution_count": 58, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "User id predicted is : 39\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'predicted user')" + ] + }, + "metadata": {}, + "execution_count": 58 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#False-Positive!" + ], + "metadata": { + "id": "1t0Zy87QwWXi" + } + }, + { + "cell_type": "markdown", + "source": [ + "#Now, working on Generating an Computer Applications to analyze the Brain Tumor Problem." + ], + "metadata": { + "id": "GM4EnVrPwZbX" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, unzip the tumor files.\n", + "!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/new_train-20240708T093236Z-001.zip' -d '/content/drive/MyDrive/Colab Notebooks'" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GW52Ok5xwV5j", + "outputId": "71cdbe42-d7a0-45ac-c64e-e83609f92ede" + }, + "execution_count": 59, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Archive: /content/drive/MyDrive/Colab Notebooks/orl_face/new_train-20240708T093236Z-001.zip\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(36).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(26).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(3).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(12).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(49).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(21).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(28).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(17).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(10).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(29).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(47).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(18).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(43).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(23).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(2).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(48).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(24).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(19).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(50).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(1).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(22).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(42).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(32).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(9).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(13).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(44).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(61).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(34).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(7).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(58).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(15).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(60).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(5).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(27).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(45).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(53).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(35).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(20).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(4).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(38).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(51).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(46).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(30).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(57).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(55).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(33).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(37).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(52).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(41).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(11).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(39).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(54).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(8).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(40).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(56).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(16).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(14).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(25).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(31).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(59).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(6).png \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Finding the Tumor in the Brain with the White-Spot.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import numpy as np;\n", + "plt.figure(1,figsize=(10,10));\n", + "for i in range(1,62,1):\n", + " path='/content/drive/MyDrive/Colab Notebooks/new_train/d(%d).png'%(i);\n", + " imag=mimg.imread(path);\n", + " plt.subplot(8,8,i);\n", + " plt.imshow(imag,cmap='gray');\n", + " plt.title(i);\n", + " plt.tight_layout();\n", + " plt.axis(\"off\");\n", + " #plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 718 + }, + "id": "1ZOmYmmaxHei", + "outputId": "a7bcde13-e417-4126-ae2c-54bbd4b3b336" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML.ipynb b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML.ipynb new file mode 100644 index 0000000..bae897e --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML.ipynb @@ -0,0 +1,638 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Decision Tree Making!" + ], + "metadata": { + "id": "tIAQFWdU_l7X" + } + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hbsWDzX7-pu2", + "outputId": "9659d980-bf00-4913-9de7-862d4b8858c9" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data Represented: \n", + "\n", + " 2. Description of the Data complete: {'data': array([[5.1, 3.5, 1.4, 0.2],\n", + " [4.9, 3. , 1.4, 0.2],\n", + " [4.7, 3.2, 1.3, 0.2],\n", + " [4.6, 3.1, 1.5, 0.2],\n", + " [5. , 3.6, 1.4, 0.2],\n", + " [5.4, 3.9, 1.7, 0.4],\n", + " [4.6, 3.4, 1.4, 0.3],\n", + " [5. , 3.4, 1.5, 0.2],\n", + " [4.4, 2.9, 1.4, 0.2],\n", + " [4.9, 3.1, 1.5, 0.1],\n", + " [5.4, 3.7, 1.5, 0.2],\n", + " [4.8, 3.4, 1.6, 0.2],\n", + " [4.8, 3. , 1.4, 0.1],\n", + " [4.3, 3. , 1.1, 0.1],\n", + " [5.8, 4. , 1.2, 0.2],\n", + " [5.7, 4.4, 1.5, 0.4],\n", + " [5.4, 3.9, 1.3, 0.4],\n", + " [5.1, 3.5, 1.4, 0.3],\n", + " [5.7, 3.8, 1.7, 0.3],\n", + " [5.1, 3.8, 1.5, 0.3],\n", + " [5.4, 3.4, 1.7, 0.2],\n", + " [5.1, 3.7, 1.5, 0.4],\n", + " [4.6, 3.6, 1. , 0.2],\n", + " [5.1, 3.3, 1.7, 0.5],\n", + " [4.8, 3.4, 1.9, 0.2],\n", + " [5. , 3. , 1.6, 0.2],\n", + " [5. , 3.4, 1.6, 0.4],\n", + " [5.2, 3.5, 1.5, 0.2],\n", + " [5.2, 3.4, 1.4, 0.2],\n", + " [4.7, 3.2, 1.6, 0.2],\n", + " [4.8, 3.1, 1.6, 0.2],\n", + " [5.4, 3.4, 1.5, 0.4],\n", + " [5.2, 4.1, 1.5, 0.1],\n", + " [5.5, 4.2, 1.4, 0.2],\n", + " [4.9, 3.1, 1.5, 0.2],\n", + " [5. , 3.2, 1.2, 0.2],\n", + " [5.5, 3.5, 1.3, 0.2],\n", + " [4.9, 3.6, 1.4, 0.1],\n", + " [4.4, 3. , 1.3, 0.2],\n", + " [5.1, 3.4, 1.5, 0.2],\n", + " [5. , 3.5, 1.3, 0.3],\n", + " [4.5, 2.3, 1.3, 0.3],\n", + " [4.4, 3.2, 1.3, 0.2],\n", + " [5. , 3.5, 1.6, 0.6],\n", + " [5.1, 3.8, 1.9, 0.4],\n", + " [4.8, 3. , 1.4, 0.3],\n", + " [5.1, 3.8, 1.6, 0.2],\n", + " [4.6, 3.2, 1.4, 0.2],\n", + " [5.3, 3.7, 1.5, 0.2],\n", + " [5. , 3.3, 1.4, 0.2],\n", + " [7. , 3.2, 4.7, 1.4],\n", + " [6.4, 3.2, 4.5, 1.5],\n", + " [6.9, 3.1, 4.9, 1.5],\n", + " [5.5, 2.3, 4. , 1.3],\n", + " [6.5, 2.8, 4.6, 1.5],\n", + " [5.7, 2.8, 4.5, 1.3],\n", + " [6.3, 3.3, 4.7, 1.6],\n", + " [4.9, 2.4, 3.3, 1. ],\n", + " [6.6, 2.9, 4.6, 1.3],\n", + " [5.2, 2.7, 3.9, 1.4],\n", + " [5. , 2. , 3.5, 1. ],\n", + " [5.9, 3. , 4.2, 1.5],\n", + " [6. , 2.2, 4. , 1. ],\n", + " [6.1, 2.9, 4.7, 1.4],\n", + " [5.6, 2.9, 3.6, 1.3],\n", + " [6.7, 3.1, 4.4, 1.4],\n", + " [5.6, 3. , 4.5, 1.5],\n", + " [5.8, 2.7, 4.1, 1. ],\n", + " [6.2, 2.2, 4.5, 1.5],\n", + " [5.6, 2.5, 3.9, 1.1],\n", + " [5.9, 3.2, 4.8, 1.8],\n", + " [6.1, 2.8, 4. , 1.3],\n", + " [6.3, 2.5, 4.9, 1.5],\n", + " [6.1, 2.8, 4.7, 1.2],\n", + " [6.4, 2.9, 4.3, 1.3],\n", + " [6.6, 3. , 4.4, 1.4],\n", + " [6.8, 2.8, 4.8, 1.4],\n", + " [6.7, 3. , 5. , 1.7],\n", + " [6. , 2.9, 4.5, 1.5],\n", + " [5.7, 2.6, 3.5, 1. ],\n", + " [5.5, 2.4, 3.8, 1.1],\n", + " [5.5, 2.4, 3.7, 1. ],\n", + " [5.8, 2.7, 3.9, 1.2],\n", + " [6. , 2.7, 5.1, 1.6],\n", + " [5.4, 3. , 4.5, 1.5],\n", + " [6. , 3.4, 4.5, 1.6],\n", + " [6.7, 3.1, 4.7, 1.5],\n", + " [6.3, 2.3, 4.4, 1.3],\n", + " [5.6, 3. , 4.1, 1.3],\n", + " [5.5, 2.5, 4. , 1.3],\n", + " [5.5, 2.6, 4.4, 1.2],\n", + " [6.1, 3. , 4.6, 1.4],\n", + " [5.8, 2.6, 4. , 1.2],\n", + " [5. , 2.3, 3.3, 1. ],\n", + " [5.6, 2.7, 4.2, 1.3],\n", + " [5.7, 3. , 4.2, 1.2],\n", + " [5.7, 2.9, 4.2, 1.3],\n", + " [6.2, 2.9, 4.3, 1.3],\n", + " [5.1, 2.5, 3. , 1.1],\n", + " [5.7, 2.8, 4.1, 1.3],\n", + " [6.3, 3.3, 6. , 2.5],\n", + " [5.8, 2.7, 5.1, 1.9],\n", + " [7.1, 3. , 5.9, 2.1],\n", + " [6.3, 2.9, 5.6, 1.8],\n", + " [6.5, 3. , 5.8, 2.2],\n", + " [7.6, 3. , 6.6, 2.1],\n", + " [4.9, 2.5, 4.5, 1.7],\n", + " [7.3, 2.9, 6.3, 1.8],\n", + " [6.7, 2.5, 5.8, 1.8],\n", + " [7.2, 3.6, 6.1, 2.5],\n", + " [6.5, 3.2, 5.1, 2. ],\n", + " [6.4, 2.7, 5.3, 1.9],\n", + " [6.8, 3. , 5.5, 2.1],\n", + " [5.7, 2.5, 5. , 2. ],\n", + " [5.8, 2.8, 5.1, 2.4],\n", + " [6.4, 3.2, 5.3, 2.3],\n", + " [6.5, 3. , 5.5, 1.8],\n", + " [7.7, 3.8, 6.7, 2.2],\n", + " [7.7, 2.6, 6.9, 2.3],\n", + " [6. , 2.2, 5. , 1.5],\n", + " [6.9, 3.2, 5.7, 2.3],\n", + " [5.6, 2.8, 4.9, 2. ],\n", + " [7.7, 2.8, 6.7, 2. ],\n", + " [6.3, 2.7, 4.9, 1.8],\n", + " [6.7, 3.3, 5.7, 2.1],\n", + " [7.2, 3.2, 6. , 1.8],\n", + " [6.2, 2.8, 4.8, 1.8],\n", + " [6.1, 3. , 4.9, 1.8],\n", + " [6.4, 2.8, 5.6, 2.1],\n", + " [7.2, 3. , 5.8, 1.6],\n", + " [7.4, 2.8, 6.1, 1.9],\n", + " [7.9, 3.8, 6.4, 2. ],\n", + " [6.4, 2.8, 5.6, 2.2],\n", + " [6.3, 2.8, 5.1, 1.5],\n", + " [6.1, 2.6, 5.6, 1.4],\n", + " [7.7, 3. , 6.1, 2.3],\n", + " [6.3, 3.4, 5.6, 2.4],\n", + " [6.4, 3.1, 5.5, 1.8],\n", + " [6. , 3. , 4.8, 1.8],\n", + " [6.9, 3.1, 5.4, 2.1],\n", + " [6.7, 3.1, 5.6, 2.4],\n", + " [6.9, 3.1, 5.1, 2.3],\n", + " [5.8, 2.7, 5.1, 1.9],\n", + " [6.8, 3.2, 5.9, 2.3],\n", + " [6.7, 3.3, 5.7, 2.5],\n", + " [6.7, 3. , 5.2, 2.3],\n", + " [6.3, 2.5, 5. , 1.9],\n", + " [6.5, 3. , 5.2, 2. ],\n", + " [6.2, 3.4, 5.4, 2.3],\n", + " [5.9, 3. , 5.1, 1.8]]), 'target': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]), 'frame': None, 'target_names': array(['setosa', 'versicolor', 'virginica'], dtype='\n", + "\n", + " 2. Total Length of the Attributes: 150\n", + "\n", + " 3. Type of the Labels: \n", + "\n", + " 4. Total Length of the Labels: 150\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the values of the Data.\n", + "\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=7);\n", + "print(\"\\n 1. Training Data: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2, Testing Data: \",Xtest.shape,\" \",ytrain.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yPoJ5YBUArk0", + "outputId": "a0a26f57-fff6-496e-fd62-db3cb95b3e8e" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data: (105, 4) (105,)\n", + "\n", + " 2, Testing Data: (45, 4) (105,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we needto train the model in a proper Manner.\n", + "#Classification of the Model.\n", + "\n", + "clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=None);\n", + "\n", + "#Training the Model to become the Trained Data.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Now, we need to test the data based on it's labels.\n", + "#predict the training data for training accuracy.\n", + "ypredTrain=clff_model.predict(Xtrain);\n", + "\n", + "#Predict the testing data for testing accuracy.\n", + "ypredTest=clff_model.predict(Xtest);\n", + "\n", + "print(\"\\n --> Predicted Training Data : \",ypredTrain.shape);\n", + "print(\"\\n --> Predicted Testing Data : \",ypredTest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "75mShGsvBiyw", + "outputId": "b6e7217d-ead2-4c9b-d6ba-994ae0c08225" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Predicted Training Data : (105,)\n", + "\n", + " --> Predicted Testing Data : (45,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the values of the accuracy, precision, recall, f1-score.\n", + "#We, need to measure the Training and Testing Accuracy.\n", + "\n", + "accTrain=metrics.accuracy_score(ypredTrain,ytrain);\n", + "accTest=metrics.accuracy_score(ypredTest,ytest);\n", + "\n", + "print(\"\\n --> Training Accuracy: \",accTrain);\n", + "print(\"\\n --> Testing Accuracy: \",accTest);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AKiewPuuCj_J", + "outputId": "a0ec36c3-6b23-4907-9b42-f6d9c664cd80" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Training Accuracy: 1.0\n", + "\n", + " --> Testing Accuracy: 0.8666666666666667\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show the values of the Graph in decision forms.\n", + "import matplotlib.pyplot as plt;\n", + "plt.figure(1,figsize=(5,10));\n", + "tree.plot_tree(clff_model,filled=True);\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "RjAa2bGcDC3G", + "outputId": "f21e2c78-d368-4946-d7b2-5bd70dc9079c" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# >> Now, we need to perform the decision tree to find the actual values on the Diabetes Datasets." + ], + "metadata": { + "id": "w330H_J0EtLd" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the built in Libraries in sklearn.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Importing the another Libraries.\n", + "import matplotlib.pyplot as plt;\n", + "#import matplotlib.image as plt;\n", + "import pandas as pd;\n", + "import numpy as np;\n", + "\n", + "#Now, we need to show the actual Values.\n", + "path='/content/diabetes.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "#Showing the Values of the Data.\n", + "print(\"\\n 1. Type of the Information Available in the Datasets of Diabetes: \",type(data));\n", + "print(\"\\n 2. Complete Description of the Data Given Here: \",data.shape);\n", + "print(\"\\n------------------------------------------------------------------------------------\");\n", + "print(\"\\n 3. Show the Data with Descriptions: \\n\\n\",data);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mldyEnRxEqvo", + "outputId": "55283287-275b-4ea7-ec4f-a86e0bd1c5b5" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Information Available in the Datasets of Diabetes: \n", + "\n", + " 2. Complete Description of the Data Given Here: (768, 9)\n", + "\n", + "------------------------------------------------------------------------------------\n", + "\n", + " 3. Show the Data with Descriptions: \n", + "\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "0 6 148 72 35 0 33.6 \n", + "1 1 85 66 29 0 26.6 \n", + "2 8 183 64 0 0 23.3 \n", + "3 1 89 66 23 94 28.1 \n", + "4 0 137 40 35 168 43.1 \n", + ".. ... ... ... ... ... ... \n", + "763 10 101 76 48 180 32.9 \n", + "764 2 122 70 27 0 36.8 \n", + "765 5 121 72 23 112 26.2 \n", + "766 1 126 60 0 0 30.1 \n", + "767 1 93 70 31 0 30.4 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome \n", + "0 0.627 50 1 \n", + "1 0.351 31 0 \n", + "2 0.672 32 1 \n", + "3 0.167 21 0 \n", + "4 2.288 33 1 \n", + ".. ... ... ... \n", + "763 0.171 63 0 \n", + "764 0.340 27 0 \n", + "765 0.245 30 0 \n", + "766 0.349 47 1 \n", + "767 0.315 23 0 \n", + "\n", + "[768 rows x 9 columns]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to specify the data with a particular Locations.\n", + "x=data.drop('Outcome',axis=1,inplace=False);\n", + "y=data['Outcome'];" + ], + "metadata": { + "id": "QGnCMB7MGADL" + }, + "execution_count": 20, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the data in training and testing.\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(x,y,test_size=ratio,random_state=7); # Change X to x\n", + "print(\"\\n 1. Training Data Values: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2. Testing Data Values: \",Xtest.shape,\" \",ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cdxtkuqoG_YO", + "outputId": "e8ea6464-1076-47f8-97df-eb9b277a4a48" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data Values: (537, 8) (537,)\n", + "\n", + " 2. Testing Data Values: (231, 8) (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to classify the Model.\n", + "#Proper Classification should be done on time!\n", + "\n", + "clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=5);\n", + "\n", + "#Training the Values of the Models.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Predict the values of the Training Data Values.\n", + "ypredTrain=clff_model.predict(Xtrain);\n", + "\n", + "#Predict the Values of the Testing Data Values.\n", + "ypredTest=clff_model.predict(Xtest);\n", + "\n", + "print(\"\\n --> Traning Data Prediction: \",ypredTrain.shape);\n", + "print(\"\\n --> Testing Data Prediction: \",ypredTest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FkqircpeHEJ8", + "outputId": "d0f6be9d-a836-45d0-a0c5-d660869f086e" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Traning Data Prediction: (537,)\n", + "\n", + " --> Testing Data Prediction: (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the overall accuracy of the Model in testing and training seperately!\n", + "\n", + "accTrain=metrics.accuracy_score(ypredTrain,ytrain);\n", + "accTest=metrics.accuracy_score(ypredTest,ytest);\n", + "\n", + "#Printing all overall values.\n", + "print(\"\\n --> Training Accuracy: \",accTrain);\n", + "print(\"\\n --> Testing Accuracy: \",accTest);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fS1IFMqiH2kK", + "outputId": "7fb9bb08-70d2-404e-ace5-73410ac492a6" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Training Accuracy: 0.8324022346368715\n", + "\n", + " --> Testing Accuracy: 0.70995670995671\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show the values of the Graph forms!\n", + "plt.figure(1);\n", + "tree.plot_tree(clff_model,filled=True);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "Xqy51OAZIZMg", + "outputId": "903d6228-5cac-458f-879b-ec0e656b0c47" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we make the direct acess data from the Google Drive Directly!" + ], + "metadata": { + "id": "etqifk1lTqS1" + } + } + ] +} \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml (1).py b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml (1).py new file mode 100644 index 0000000..877950c --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml (1).py @@ -0,0 +1,272 @@ +# -*- coding: utf-8 -*- +"""Day-7_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1K26xv32kLaOTY8qLVpCVxFylXPeMLQx7 + +#Now, we directly acess the data values from the Drive Directly! +""" + +from google.colab import drive; +drive.mount('/gdrive'); + +!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face.zip' -d '/content/drive/MyDrive/Colab Notebooks/orl_face' + +#Now, Importing the Images data from the unzip files. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import numpy as np; +import pandas as pd; + +#Now, we need to read the values of the Data from a Drive. +user_name=24; #Labels. +samples_no=6; #Define the Variable Sample_Numbers. +path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,samples_no); + +#Now, we need to read the data from images. +imag=mimg.imread(path); +print("\n 1. Type of the Image is: ",type(imag)); +print("\n 2. Length of the Image is: ",imag.shape); +print("\n"); + +#Now, we need to plot the Image. +plt.figure(1,figsize=(5,10)); +plt.imshow(imag,cmap='gray'); +plt.axis("off"); +plt.show(); + +#Now, convert 2-D Images it into 1-D Images by using the Flatten. +feat=imag.reshape(1,-1); +print("\n 1. Length of the Images: ",imag.shape); +print("\n 2. Length of the Features: ",feat.shape); +print("\n --> Range: ",imag.min()," - ",imag.max()); + +#Logic to acess all the samples of the User. +#Of the Valued Users. +total_sample=400; +user_name=26; +sample_no=6; +data=np.zeros((total_sample,imag.shape[0]*imag.shape[1])); +label=np.zeros((total_sample)); +images=np.zeros((total_sample,imag.shape[0],imag.shape[1])); +index=-1; +for i in range(1,41,1): + for j in range(1,11,1): + index=index+1; + #acess any of the single image. + user_name=i; + sample_no=j; + path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no); + #reading the Image. + im=mimg.imread(path); + data[index,:]=feat + label[index]=i + images[index,:,:]=im + print("user num ",i,'samp no',j,'processed...'); + +#Now, displaying the values of the Image. +plt.imshow(images[397,:,:],cmap='gray'); +plt.axis('off'); +plt.show(); + +"""#Now, we need to represent the values of the (5*5) Matrix.""" + +#Importing all the Built-in Libraries. +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt # Import matplotlib.pyplot + +#Now, we need to show all the (5*5) Matrix Values. +plt.figure(1,figsize=(10,10)); +for i in range(5): + for j in range(5): + num=np.random.randint(0,400); + samples=images[num,:,:]; + la=label[num]; + plt.subplot(5,5,i*5+j+1) # Use plt to access subplot + plt.imshow(samples,cmap='gray'); + plt.axis('off'); + plt.title(" "+str(int(la))); +#showing the Image (5*5) Matrix. +plt.show(); + +from sklearn import svm +import pandas as pd +X = data # Extract the data from the 'data' key +y =label # Use the target variable from the Iris dataset + + +# split the data into 70:30 ratio +Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=0.3,random_state=5) +print(Xtrain.shape,ytrain.shape) +print(Xtest.shape,ytest.shape) + +ker = ['poly','linear','rbf'] +c_value = [1,2,3] + +# pre allocation of the result variable +result = np.zeros((len(ker),len(c_value))) +for i in range(len(ker)): + for j in range(len(c_value)): + # create the svm classifier + orl_svm_model = svm.SVC(kernel=ker[i],gamma='scale',C=c_value[j]) + + # train the model + orl_svm_model = orl_svm_model.fit(Xtrain,ytrain) + + # predict the labels + ypred = orl_svm_model.predict(Xtest) + + # accuracy + acc = metrics.accuracy_score(ypred,ytest) + #print("accuracy:", acc) + result[i,j]=acc +print(result) + +ResultDF = pd.DataFrame(result,index=ker,columns=["C=1","C=2","C=3"]) +ResultDF +print("\n Showing in the form of the Graphical Methods!"); +ResultDF.plot(kind='bar',figsize=(4,4)) + +#Saving our trained model in the Google Drive. +#We, use the Joblib to save the models. +import joblib +# final best model +# kernel function - linear , C =1 + +orl_svm_model = svm.SVC(kernel='linear',gamma='scale',C=1) +# train the model +orl_svm_model = orl_svm_model.fit(Xtrain,ytrain) + +# save the trained model +joblib.dump(orl_svm_model,'/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl') + +#Show the random image from 1-10 , asked by the user to take as input form of parameter. +#Ask the user as ID to show that location image randomly. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import pandas as pd; +import numpy as np; + +#Now, we simply ask from the User. +user_name=int(input("Enter the User ID: ")); +sample_no=np.random.randint(8,10); +path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no); + +#Now, we need to show the value of the Image. +imag=mimg.imread(path); +print("\n"); +plt.figure(1,figsize=(5,10)); +plt.imshow(imag,cmap='gray'); +plt.axis("off"); +plt.title('Query Image'); +plt.show(); + +#We, make the trained model and save in the drive by using the joblib. +from sklearn import datasets, svm, metrics, model_selection; +import joblib; +import numpy as np; +import pandas as pd; + +feat=imag.reshape(1,-1); + +#Set the value of the Path_model where, we have to store the model in pkl. file on Drive. +path_model='/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl'; + +#Train the Model by the help of Classifications. +face_model=joblib.load(path_model); + +#predict the image model by datasets. +result=face_model.predict(feat); + +print("Prediction: ",int(result[0])); + +#set the location of the zip image file. +path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(result[0],1); + +im_pred = mimg.imread(path) + +plt.figure(1,(8,5)) +plt.subplot(1,2,1) +plt.imshow(im,cmap='gray') +plt.axis('off') +plt.title("Query image") + +plt.subplot(1,2,2) +plt.imshow(im_pred,cmap='gray') +plt.axis('off') +plt.title("predicted user") + +"""#Example of FP-(FALSE - POSITIVE), Very, Dangerous I check but I don't know where is the problem where all snippet is found to be correct, I refer to my friend's colab notebook for reviewing.""" + +import matplotlib.image as mimg +import matplotlib.pyplot as plt +import numpy as np + +# load the query image +usrId = int(input("Enter the user number:")) +samp = np.random.randint(1,10) # selecting any random sample number +path = "/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png"%(usrId,samp) + +im = mimg.imread(path) + +plt.figure(1,(5,5)) +plt.imshow(im,cmap='gray') +plt.axis('off') +plt.title("Query image") + +import joblib +from sklearn import svm ,metrics +# calcualte the features of the query image +feat_query = im.reshape(1,-1) + +# model path +path_model = '/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl'; +# load the trained model +face_model = joblib.load(path_model) + + +# predict the id of the query image +id = face_model.predict(feat_query) +print("User id predicted is :",int(id[0])) + + +path = "/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png"%(id[0],1) + +im_pred = mimg.imread(path) + +plt.figure(1,(8,5)) +plt.subplot(1,2,1) +plt.imshow(im,cmap='gray') +plt.axis('off') +plt.title("Query image") + +plt.subplot(1,2,2) +plt.imshow(im_pred,cmap='gray') +plt.axis('off') +plt.title("predicted user") + +"""#False-Positive! + +#Now, working on Generating an Computer Applications to analyze the Brain Tumor Problem. +""" + +#Now, unzip the tumor files. +!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/new_train-20240708T093236Z-001.zip' -d '/content/drive/MyDrive/Colab Notebooks' + +#Finding the Tumor in the Brain with the White-Spot. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import numpy as np; +plt.figure(1,figsize=(10,10)); +for i in range(1,62,1): + path='/content/drive/MyDrive/Colab Notebooks/new_train/d(%d).png'%(i); + imag=mimg.imread(path); + plt.subplot(8,8,i); + plt.imshow(imag,cmap='gray'); + plt.title(i); + plt.tight_layout(); + plt.axis("off"); + #plt.show(); \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py new file mode 100644 index 0000000..0c4dcf9 --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py @@ -0,0 +1,141 @@ +# -*- coding: utf-8 -*- +"""Day-7_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1npzLgzx3jal5ATGM0UjBN9wa1N6P346t + +#Decision Tree Making! +""" + +#Using the Decision Tree Concepts! +#Importing all theBuilt-In Libraries. +from sklearn import datasets; +from sklearn import svm, tree; +from sklearn import metrics; +from sklearn import model_selection; +import matplotlib.pyplot as plt; +import numpy as np; +import pandas as pd; + +#Load the Values of the Datasets. +data=datasets.load_iris(); + +#Show the Values of the Data. +print("\n 1. Type of the Data Represented: ",type(data)); +print("\n 2. Description of the Data complete: ",data); + +#Now, we need to defined the load the data properly! +X=data.data; +y=data.target; +print("\n 1. Type of the Attributes: ",type(X)); +print("\n 2. Total Length of the Attributes: ",len(X)); +print("\n 3. Type of the Labels: ",type(Y)); +print("\n 4. Total Length of the Labels: ",len(Y)); + +#Now, we need to split the values of the Data. + +ratio=0.3; +Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=7); +print("\n 1. Training Data: ",Xtrain.shape," ",ytrain.shape); +print("\n 2, Testing Data: ",Xtest.shape," ",ytrain.shape); + +#Now, we needto train the model in a proper Manner. +#Classification of the Model. + +clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=None); + +#Training the Model to become the Trained Data. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Now, we need to test the data based on it's labels. +#predict the training data for training accuracy. +ypredTrain=clff_model.predict(Xtrain); + +#Predict the testing data for testing accuracy. +ypredTest=clff_model.predict(Xtest); + +print("\n --> Predicted Training Data : ",ypredTrain.shape); +print("\n --> Predicted Testing Data : ",ypredTest.shape); + +#Now, we need to calculate the values of the accuracy, precision, recall, f1-score. +#We, need to measure the Training and Testing Accuracy. + +accTrain=metrics.accuracy_score(ypredTrain,ytrain); +accTest=metrics.accuracy_score(ypredTest,ytest); + +print("\n --> Training Accuracy: ",accTrain); +print("\n --> Testing Accuracy: ",accTest); + +#Now, we need to show the values of the Graph in decision forms. +import matplotlib.pyplot as plt; +plt.figure(1,figsize=(5,10)); +tree.plot_tree(clff_model,filled=True); +plt.show(); + +"""# >> Now, we need to perform the decision tree to find the actual values on the Diabetes Datasets.""" + +#Importing all the built in Libraries in sklearn. +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; + +#Importing the another Libraries. +import matplotlib.pyplot as plt; +#import matplotlib.image as plt; +import pandas as pd; +import numpy as np; + +#Now, we need to show the actual Values. +path='/content/diabetes.csv'; +data=pd.read_csv(path); + +#Showing the Values of the Data. +print("\n 1. Type of the Information Available in the Datasets of Diabetes: ",type(data)); +print("\n 2. Complete Description of the Data Given Here: ",data.shape); +print("\n------------------------------------------------------------------------------------"); +print("\n 3. Show the Data with Descriptions: \n\n",data); + +#Now, we need to specify the data with a particular Locations. +x=data.drop('Outcome',axis=1,inplace=False); +y=data['Outcome']; + +#Now, we need to split the data in training and testing. +ratio=0.3; +Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(x,y,test_size=ratio,random_state=7); # Change X to x +print("\n 1. Training Data Values: ",Xtrain.shape," ",ytrain.shape); +print("\n 2. Testing Data Values: ",Xtest.shape," ",ytest.shape); + +#Now, we need to classify the Model. +#Proper Classification should be done on time! + +clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=5); + +#Training the Values of the Models. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Predict the values of the Training Data Values. +ypredTrain=clff_model.predict(Xtrain); + +#Predict the Values of the Testing Data Values. +ypredTest=clff_model.predict(Xtest); + +print("\n --> Traning Data Prediction: ",ypredTrain.shape); +print("\n --> Testing Data Prediction: ",ypredTest.shape); + +#Now, we need to calculate the overall accuracy of the Model in testing and training seperately! + +accTrain=metrics.accuracy_score(ypredTrain,ytrain); +accTest=metrics.accuracy_score(ypredTest,ytest); + +#Printing all overall values. +print("\n --> Training Accuracy: ",accTrain); +print("\n --> Testing Accuracy: ",accTest); + +#Now, we need to show the values of the Graph forms! +plt.figure(1); +tree.plot_tree(clff_model,filled=True); + +"""#Now, we make the direct acess data from the Google Drive Directly!""" \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml b/DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml new file mode 100644 index 0000000..cbd1aa8 --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml @@ -0,0 +1,33314 @@ + + + +BOOST + HAAR + 24 + 24 + + 211 + + 0 + 25 + + <_> + 9 + -5.0425500869750977e+00 + + <_> + + 0 -1 0 -3.1511999666690826e-02 + + 2.0875380039215088e+00 -2.2172100543975830e+00 + <_> + + 0 -1 1 1.2396000325679779e-02 + + -1.8633940219879150e+00 1.3272049427032471e+00 + <_> + + 0 -1 2 2.1927999332547188e-02 + + -1.5105249881744385e+00 1.0625729560852051e+00 + <_> + + 0 -1 3 5.7529998011887074e-03 + + -8.7463897466659546e-01 1.1760339736938477e+00 + <_> + + 0 -1 4 1.5014000236988068e-02 + + -7.7945697307586670e-01 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3. + <_> + + <_> + 16 2 3 20 -1. + <_> + 17 2 1 20 3. + <_> + + <_> + 0 13 24 8 -1. + <_> + 0 17 24 4 2. + <_> + + <_> + 9 1 6 22 -1. + <_> + 12 1 3 11 2. + <_> + 9 12 3 11 2. + diff --git a/DAY-7_SUMMER_TRAINING_AIML/new_train-20240708T093236Z-001.zip b/DAY-7_SUMMER_TRAINING_AIML/new_train-20240708T093236Z-001.zip new file mode 100644 index 0000000..2efd0eb Binary files /dev/null and b/DAY-7_SUMMER_TRAINING_AIML/new_train-20240708T093236Z-001.zip differ diff --git a/DAY-7_SUMMER_TRAINING_AIML/orl_face.zip b/DAY-7_SUMMER_TRAINING_AIML/orl_face.zip new file mode 100644 index 0000000..4f9b02c Binary files /dev/null and b/DAY-7_SUMMER_TRAINING_AIML/orl_face.zip differ diff --git a/DAY-8_SUMMER_TRAINING/Day-8 Face Label Real-Time (H.W).py b/DAY-8_SUMMER_TRAINING/Day-8 Face Label Real-Time (H.W).py new file mode 100644 index 0000000..736ebe4 --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/Day-8 Face Label Real-Time (H.W).py @@ -0,0 +1,42 @@ +import joblib; +import cv2 ; +import numpy as np; +import matplotlib.pyplot as plt; + +cam = cv2.VideoCapture(1) +path = "C:\\AIML\\datafiles\\haarcascade_frontalface_default (Practice).xml"; +# face detector . +face_detector = cv2.CascadeClassifier(path). + +model_path = 'C:\\AIML\datafiles\\orl_face_model_2.xml'; +face_model = joblib.load(model_path); + +frame=True; +count = 0; +while(frame): + ret,im = cam.read(); + im_new = cv2.resize(im, (512,512)); + + # covert the color (BGR) into grayscale + gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY); + + # run your classifier on the image. + faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10); + + # disply the bounding box on all the faces. + for (dx,dy,w,h) in faces: + cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(0,0,255),2); + cropped_im = cv2.resize((gray_im[dy-20:(dy+h)+40,dx:(dx+w)]),(92,112)); + lb = face_model.predict((cropped_im.reshape(1,-1))); + cv2.putText(im_new,'user: '+str(lb[0]),(dx-5,dy-5),cv2.FONT_HERSHEY_SIMPLEX,1,color=(255,0,0),thickness=2) + + + cv2.imshow('camera live feed', im_new) + # desired button of your choice . + if cv2.waitKey(1) & 0xFF == ord('q'): + frame=False; + break; + + +cam.release(); +cv2.destroyAllWindows(); \ No newline at end of file diff --git a/DAY-8_SUMMER_TRAINING/Day-8 Face Recognizatins (H.W).py b/DAY-8_SUMMER_TRAINING/Day-8 Face Recognizatins (H.W).py new file mode 100644 index 0000000..f562474 --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/Day-8 Face Recognizatins (H.W).py @@ -0,0 +1,42 @@ +import joblib; +import cv2 ; +import numpy as np; +import matplotlib.pyplot as plt; + +cam = cv2.VideoCapture(1) +path = "C:\\AIML\\datafiles\\haarcascade_frontalface_default (Practice).xml"; +# face detector +face_detector = cv2.CascadeClassifier(path); + +model_path = 'C:\\AIML\\datafiles\orl_face_model_2.xml'; +face_model = joblib.load(model_path); + +frame=True; +count = 0; +while(frame): + ret,im = cam.read(); + im_new = cv2.resize(im, (512,512)); + + # covert the color (BGR) into grayscale. + gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY); + + # run your classifier on the image. + faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10); + + # disply the bounding box on all the faces. + for (dx,dy,w,h) in faces: + cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(0,0,255),2) + cropped_im = cv2.resize((gray_im[dy-20:(dy+h)+40,dx:(dx+w)]),(92,112)) #Convert in PNG Image format of (112*92); + lb = face_model.predict((cropped_im.reshape(1,-1))) + cv2.putText(im_new,'user: '+str(lb[0]),(dx-5,dy-5),cv2.FONT_HERSHEY_SIMPLEX,1,color=(255,0,0),thickness=2) + + + cv2.imshow('Camera Live Feed', im_new) + # desired button of your choice . + if cv2.waitKey(1) & 0xFF == ord('q'): + frame=False; + break; + + +cam.release(); +cv2.destroyAllWindows(); \ No newline at end of file diff --git a/DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML (1).ipynb b/DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML (1).ipynb new file mode 100644 index 0000000..edf2606 --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML (1).ipynb @@ -0,0 +1,1405 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#k-means Classifications." + ], + "metadata": { + "id": "QAZgib_M4j6E" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pe4ZkLrWygGt", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 426 + }, + "outputId": "6f6800f9-bf76-4aa7-af80-f032be908dc5" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the Data: (500, 2)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "#Importing the Inbuilt Libraries.\n", + "from sklearn import cluster;\n", + "from sklearn import metrics;\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt;\n", + "\n", + "#Kmeans using the sklearn.\n", + "\n", + "#Generate the 2-D Dummy data.\n", + "data=np.random.randint(0,100,(500,2));\n", + "print(\"\\n --> Total Length of the Data: \",data.shape);\n", + "\n", + "#Visualise the Data.\n", + "plt.figure(1,(4,4));\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\" Raw Data \");\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Exaperiment-1 on K-Means Clustering." + ], + "metadata": { + "id": "D_ODYU099erK" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Inbuilt Libraries.\n", + "from sklearn import cluster;\n", + "from sklearn import metrics;\n", + "from sklearn import svm;\n", + "import numpy as np;\n", + "import matplotlib.pyplot as plt;\n", + "\n", + "#K-Means Using the Sklearn.\n", + "\n", + "#Generate the Values of the Dummy 2-D Data.\n", + "data=np.random.randint(0,100,(500,2));\n", + "print(\"\\n --> Total Length of the Data: \",data.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Visualise the Dummy Data.\n", + "plt.figure(1,figsize=(4,4));\n", + "plt.title(\"Raw Data\");\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 460 + }, + "id": "T8WCT0ji9iba", + "outputId": "c39ea405-a12e-4e19-87b5-cdc1a64ae430" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the Data: (500, 2)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Experiment the Kmeans Unsupervised Learning Model.\n", + "#To, Segment the 2-D Model.\n", + "#Creating the K-means Model.\n", + "\n", + "km_model=cluster.KMeans(n_clusters=4,random_state=5);\n", + "\n", + "#Train the Model for the Given Data.\n", + "km_model=km_model.fit(data);\n", + "\n", + "#No, Labels Available for the Predictions.\n", + "print(km_model.cluster_centers_);\n", + "print(len(km_model.labels_));\n", + "#print(km_model.labels);\n", + "print(km_model.cluster_centers_[0][0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZoJq_rAx-c-H", + "outputId": "600c823c-8a51-4f5d-a024-024f4411e439" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[25.52272727 76.53030303]\n", + " [70.23255814 23.08527132]\n", + " [76.35833333 70.2 ]\n", + " [22.64705882 23.76470588]]\n", + "500\n", + "25.522727272727263\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Visualise the Dummy Data.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.subplot(1,2,1);\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "\n", + "#Plotting another cluster data.\n", + "plt.subplot(1,2,2);\n", + "plt.scatter(data[:,0],data[:,1],c=km_model.labels_);\n", + "plt.title(\"K-Means Clustering\");\n", + "for i in range(len(km_model.cluster_centers_)):\n", + " dx = km_model.cluster_centers_[i][0]\n", + " dy = km_model.cluster_centers_[i][1]\n", + " plt.plot(dx,dy,'kd')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "Bj4d4WCv_oZK", + "outputId": "b3b066c3-b583-4011-fbb8-d8e3fb4dd635" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Elbow Methods." + ], + "metadata": { + "id": "mOvuUdpdAavP" + } + }, + { + "cell_type": "code", + "source": [ + "#Elbow Methods.\n", + "#Inertia Used for the sum of the squared distaces to find the minimum distance and stop if the iteration does not reduce the distance.\n", + "dist=[];\n", + "k_value=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15];\n", + "for i in range(len(k_value)):\n", + " kmeans_model=cluster.KMeans(n_clusters=k_value[i],random_state=5);\n", + " #Train the Model.\n", + " kmeans_model=kmeans_model.fit(data);\n", + " # distance\n", + " dist.append(kmeans_model.inertia_);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QVzb36nsAaiP", + "outputId": "4673b710-bd8d-451d-8d13-6bbccaaca25b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#show the Distance.\n", + "plt.figure(1);\n", + "plt.plot(k_value,dist,'--kd');\n", + "plt.title(\"Elbow Method\");\n", + "plt.xlabel(\"Node Values\");\n", + "plt.ylabel(\"Sum of Squared Distances\");\n", + "plt.grid(\"on\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "ExV4aUlpDDpY", + "outputId": "569ab899-ec83-4d52-a413-560c4a71dc15" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-1: Mall_Customers" + ], + "metadata": { + "id": "GN-PYnJZFs4a" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing the Inbuilt Libraries.\n", + "from sklearn import cluster;\n", + "from sklearn import metrics;\n", + "from sklearn import svm;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "\n", + "#Using the K-means by svm.\n", + "#Importing the values of the data.\n", + "path='/content/Mall_Customers.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "#Show the values of the Data.\n", + "print(\"\\n 1. Complete Data and Information Available: \",data);\n", + "print(\"\\n----------------------------------------------------\");\n", + "print(\"\\n 2. Total Length of the Data: \",data.shape);\n", + "print(\"\\n----------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "41a_hDRiFZel", + "outputId": "8bfae8a1-48ed-4a0b-c228-c7cc17383ffd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Complete Data and Information Available: CustomerID Gender Age Annual Income (k$) Spending Score (1-100)\n", + "0 1 Male 19 15 39\n", + "1 2 Male 21 15 81\n", + "2 3 Female 20 16 6\n", + "3 4 Female 23 16 77\n", + "4 5 Female 31 17 40\n", + ".. ... ... ... ... ...\n", + "195 196 Female 35 120 79\n", + "196 197 Female 45 126 28\n", + "197 198 Male 32 126 74\n", + "198 199 Male 32 137 18\n", + "199 200 Male 30 137 83\n", + "\n", + "[200 rows x 5 columns]\n", + "\n", + "----------------------------------------------------\n", + "\n", + " 2. Total Length of the Data: (200, 5)\n", + "\n", + "----------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Printing the Total data and Informations.\n", + "print(data.info());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "jpXhrU_5HQxp", + "outputId": "189dac65-b2a9-48b8-d534-b1e6e2b7fcc1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 200 entries, 0 to 199\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 CustomerID 200 non-null int64 \n", + " 1 Gender 200 non-null object\n", + " 2 Age 200 non-null int64 \n", + " 3 Annual Income (k$) 200 non-null int64 \n", + " 4 Spending Score (1-100) 200 non-null int64 \n", + "dtypes: int64(4), object(1)\n", + "memory usage: 7.9+ KB\n", + "None\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to describe the values of the Data.\n", + "print(data.describe());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5o9VzoGgHW1I", + "outputId": "81d998be-a781-40e7-9e6c-bfb619c51719" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " CustomerID Age Annual Income (k$) Spending Score (1-100)\n", + "count 200.000000 200.000000 200.000000 200.000000\n", + "mean 100.500000 38.850000 60.560000 50.200000\n", + "std 57.879185 13.969007 26.264721 25.823522\n", + "min 1.000000 18.000000 15.000000 1.000000\n", + "25% 50.750000 28.750000 41.500000 34.750000\n", + "50% 100.500000 36.000000 61.500000 50.000000\n", + "75% 150.250000 49.000000 78.000000 73.000000\n", + "max 200.000000 70.000000 137.000000 99.000000\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Experiment the Kmeans Unsupervised Learning Model.\n", + "#To, Segment the 2-D Model.\n", + "#Creating the K-means Model.\n", + "\n", + "km_model=cluster.KMeans(n_clusters=4,random_state=5);\n", + "\n", + "# Select only numerical columns for clustering\n", + "numerical_data = data.select_dtypes(include=['number'])\n", + "\n", + "#Train the Model for the Given Data.\n", + "km_model=km_model.fit(numerical_data);\n", + "\n", + "#No, Labels Available for the Predictions.\n", + "print(km_model.cluster_centers_);\n", + "print(len(km_model.labels_));\n", + "#print(km_model.labels);\n", + "print(km_model.cluster_centers_[0][0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7xzInqjWHeAo", + "outputId": "d161b3f2-1150-4b07-87d6-5b016c4af82d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 30.06779661 36.10169492 29.86440678 49.86440678]\n", + " [162. 32.69230769 86.53846154 82.12820513]\n", + " [164. 40.80555556 87.91666667 17.88888889]\n", + " [ 92.48484848 43.87878788 57.72727273 49.25757576]]\n", + "200\n", + "30.067796610169495\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt;\n", + "dx=data['Annual Income (k$)'];\n", + "dy=data['Spending Score (1-100)'];\n", + "plt.scatter(dx,dy);\n", + "plt.title(\"Raw Data\");\n", + "plt.xlabel(\"Annual Income (k$)\");\n", + "plt.ylabel(\"Spending Score (1-100)\");\n", + "numarray=np.array((dx,dy)).T;\n", + "print(\"\\n --> Total length: \",numarray.shape);\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 507 + }, + "id": "2Iez4R_UIw0n", + "outputId": "e7bdf898-7d14-409d-b9e2-3ca7a317d2cd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total length: (200, 2)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Elbow Methods.\n", + "#Inertia Used for the sum of the squared distaces to find the minimum distance and stop if the iteration does not reduce the distance.\n", + "dist=[];\n", + "k_value=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15];\n", + "for i in range(len(k_value)):\n", + " kmeans_model=cluster.KMeans(n_clusters=k_value[i],random_state=5);\n", + " #Train the Model.\n", + " kmeans_model=kmeans_model.fit(numarray);\n", + " # distance\n", + " dist.append(kmeans_model.inertia_);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LQLALlx4JXU1", + "outputId": "191bb25e-6efb-4dda-abc9-7060da5189df" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#show the Distance.\n", + "plt.figure(1);\n", + "plt.plot(k_value,dist,'--kd');\n", + "plt.title(\"Elbow Method\");\n", + "plt.xlabel(\"Node Values\");\n", + "plt.ylabel(\"Sum of Squared Distances\");\n", + "plt.grid(\"on\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "Xm7UJtigLcAk", + "outputId": "b2f3e174-0e18-4f1a-93d6-65e63598d4b4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Experiment the Kmeans Unsupervised Learning Model.\n", + "#To, Segment the 2-D Model.\n", + "#Creating the K-means Model.\n", + "\n", + "km_model=cluster.KMeans(n_clusters=4,random_state=5);\n", + "\n", + "#Train the Model for the Given Data.\n", + "km_model=km_model.fit(numarray);\n", + "\n", + "#No, Labels Available for the Predictions.\n", + "print(km_model.cluster_centers_);\n", + "print(len(km_model.labels_));\n", + "#print(km_model.labels);\n", + "print(km_model.cluster_centers_[0][0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QIHZ51FSLstR", + "outputId": "cee7a2b3-1335-40ef-d9e1-5381ff33feec" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[48.26 56.48 ]\n", + " [86.53846154 82.12820513]\n", + " [26.30434783 20.91304348]\n", + " [87. 18.63157895]]\n", + "200\n", + "48.26000000000005\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Visualise the Dummy Data.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.subplot(1,2,1);\n", + "plt.scatter(numarray[:,0],numarray[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "\n", + "#Plotting another cluster data.\n", + "plt.subplot(1,2,2);\n", + "plt.scatter(numarray[:,0],numarray[:,1],c=km_model.labels_);\n", + "plt.title(\"K-Means Clustering\");\n", + "for i in range(len(km_model.cluster_centers_)):\n", + " dx = km_model.cluster_centers_[i][0]\n", + " dy = km_model.cluster_centers_[i][1]\n", + " plt.plot(dx,dy,'kd')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "DMxgfO3ALzyK", + "outputId": "7ff2f4b1-0182-4e6b-8213-0e2d0791687a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Image Recognigations." + ], + "metadata": { + "id": "zxnBEtsfRiBB" + } + }, + { + "cell_type": "code", + "source": [ + "#Import the Inbuilt Libraries.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "\n", + "#Importing the Image.\n", + "path='/content/images.jpg';\n", + "data=mimg.imread(path);\n", + "print(\"\\n --> Length of the Data: \",data.shape);\n", + "plt.figure(1);\n", + "plt.imshow(data);\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 441 + }, + "id": "7UkK53IZRYSq", + "outputId": "ee3b9f91-c827-49a4-c050-e3719e5518bf" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Length of the Data: (225, 225, 3)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import cv2;\n", + "newimg=cv2.resize(data,(200,200));\n", + "print(\"\\n --> Length of the Image: \",newimg.shape);\n", + "plt.figure(1);\n", + "plt.imshow(newimg);\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 441 + }, + "id": "xCV8p71bVk6x", + "outputId": "dbe6e52a-2b39-45ba-b601-d22d88e44105" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Length of the Image: (200, 200, 3)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab.patches import cv2_imshow\n", + "\n", + "#seperate out all the color channel of the image.\n", + "red=newimg[:,:,0] #For, First Component. # Use newimg instead of newIm\n", + "green=newimg[:,:,1] #For, Second Component.\n", + "blue=newimg[:,:,2] #For, Third Component.\n", + "\n", + "#Show the Images.\n", + "cv2_imshow(red)\n", + "cv2_imshow(green)\n", + "cv2_imshow(blue)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "GptV3F_7YgZk", + "outputId": "d42a8957-f84d-4cc0-bd0e-026f67c7b073" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# create three new images array (numpy array)\n", + "# of uint8 type\n", + "\n", + "rIM = np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),\n", + " dtype='uint8')\n", + "gIM = np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),\n", + " dtype='uint8')\n", + "bIM = np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),\n", + " dtype='uint8')\n", + "print(rIM.shape)\n", + "\n", + "# replace the first component of rIM with red component\n", + "rIM[:,:,0]=red\n", + "\n", + "# replace the second component of gIM with green component\n", + "gIM[:,:,1]=green\n", + "\n", + "# replace the 3rd component of bIM with blue component\n", + "bIM[:,:,2]=blue\n", + "\n", + "\n", + "cv2_imshow(rIM)\n", + "cv2_imshow(gIM)\n", + "cv2_imshow(bIM)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 634 + }, + "id": "bwt_HlhsZQzb", + "outputId": "fdc32ccf-f1d9-4328-a691-a670e11cfb07" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(200, 200, 3)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(rIM.max(),rIM.min())\n", + "print(gIM.max(),gIM.min())\n", + "print(bIM.max(),bIM.min())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "jstSSD1AZpWK", + "outputId": "ebd8d327-8153-4c40-f1a9-a13c9229ad67" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "255 0\n", + "248 0\n", + "174 0\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Facial Recognigations." + ], + "metadata": { + "id": "Z6Or1PRTaTxB" + } + }, + { + "cell_type": "code", + "source": [ + "#How, to detect the faces in the Images.\n", + "#Detect how many faces are on it!\n", + "#Seperate it Out.\n", + "\n", + "#Voilajones alorithm effective to detect any object in the Image Easily!\n", + "!pip install opencv-python\n", + "\n", + "# read the image\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot\n", + "from google.colab.patches import cv2_imshow # Import cv2_imshow for Colab\n", + "\n", + "path = '/content/thumbs_up_students.jpeg'\n", + "im = cv2.imread(path)\n", + "im_new = cv2.resize(im, (512,512))\n", + "print(\"Resolution of the image\")\n", + "print(im.shape)\n", + "#cv2.imshow(\"Multi faces image\", im) # Replace with cv2_imshow if needed\n", + "\n", + "# covert the color (BGR) into grayscale\n", + "gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY)\n", + "print(\"Resolution of the gray image\")\n", + "print(gray_im.shape)\n", + "#cv2.imshow(\"Multi faces image\", gray_im) # Replace with cv2_imshow if needed\n", + "\n", + "\n", + "path = \"/content/haarcascade_frontalface_default (1).xml\"\n", + "# face detector\n", + "face_detector = cv2.CascadeClassifier(path)\n", + "\n", + "# run your classifier on the image\n", + "faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=1,minSize=(60,60))\n", + "print(faces)\n", + "\n", + "# diaply the bounding box on all the faces\n", + "for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + "\n", + "cv2_imshow(im_new) # Use cv2_imshow instead of cv2.imshow" + ], + "metadata": { + "id": "YodjqI76aS3C", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 740 + }, + "outputId": "dc88350e-a432-4fb1-893c-e3467aa0a3f1" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: opencv-python in /usr/local/lib/python3.10/dist-packages (4.8.0.76)\n", + "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-python) (1.25.2)\n", + "Resolution of the image\n", + "(804, 1200, 3)\n", + "Resolution of the gray image\n", + "(512, 512)\n", + "[[ 90 107 81 81]\n", + " [257 71 86 86]\n", + " [230 194 84 84]\n", + " [329 148 87 87]\n", + " [131 196 87 87]]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#How, to detect the faces in the Images.\n", + "#Detect how many faces are on it!\n", + "#Seperate it Out.\n", + "\n", + "#Voilajones alorithm effective to detect any object in the Image Easily!\n", + "!pip install opencv-python\n", + "\n", + "# read the image\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot\n", + "from google.colab.patches import cv2_imshow # Import cv2_imshow for Colab\n", + "\n", + "path = '/content/five-people.jpg'\n", + "im = cv2.imread(path)\n", + "im_new = cv2.resize(im, (512,512))\n", + "print(\"Resolution of the image\")\n", + "print(im.shape)\n", + "#cv2.imshow(\"Multi faces image\", im) # Replace with cv2_imshow if needed\n", + "\n", + "# covert the color (BGR) into grayscale\n", + "gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY)\n", + "print(\"Resolution of the gray image\")\n", + "print(gray_im.shape)\n", + "#cv2.imshow(\"Multi faces image\", gray_im) # Replace with cv2_imshow if needed\n", + "\n", + "\n", + "path = \"/content/haarcascade_frontalface_default (1).xml\"\n", + "# face detector\n", + "face_detector = cv2.CascadeClassifier(path)\n", + "\n", + "# run your classifier on the image\n", + "faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=7,minSize=(60,60))\n", + "print(faces)\n", + "\n", + "# diaply the bounding box on all the faces\n", + "for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + "\n", + "cv2_imshow(im_new) # Use cv2_imshow instead of cv2.imshow" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 723 + }, + "id": "FIKByKtD39QD", + "outputId": "78c10605-173b-45aa-b9a0-40541cadf1e8" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: opencv-python in /usr/local/lib/python3.10/dist-packages (4.8.0.76)\n", + "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-python) (1.25.2)\n", + "Resolution of the image\n", + "(598, 900, 3)\n", + "Resolution of the gray image\n", + "(512, 512)\n", + "[[ 16 142 87 87]\n", + " [336 85 107 107]\n", + " [100 97 98 98]\n", + " [211 103 98 98]]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# !pip install opencv-python\n", + "\n", + "# read the image\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "path = '/content/thumbs_up_students.jpeg';\n", + "im = cv2.imread(path)\n", + "im_new = cv2.resize(im, (512,512))\n", + "print(\"Resolution of the image\")\n", + "print(im.shape)\n", + "#cv2.imshow(\"Multi faces image\", im)\n", + "\n", + "# covert the color (BGR) into grayscale\n", + "gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY)\n", + "print(\"Resolution of the gray image\")\n", + "print(gray_im.shape)\n", + "#cv2.imshow(\"Multi faces image\", gray_im)\n", + "\n", + "\n", + "path = \"/content/haarcascade_frontalface_default (1).xml\";\n", + "# face detector\n", + "face_detector = cv2.CascadeClassifier(path)\n", + "\n", + "# run your classifier on the image\n", + "faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10)\n", + "print(faces)\n", + "all_faces=[]\n", + "# diaply the bounding box on all the faces\n", + "for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + " # seperate out the faces\n", + " croppedFace = gray_im[dy:dy+h,dx:dx+w]\n", + " all_faces.append([croppedFace])\n", + " print(croppedFace.shape)\n", + "print(len(all_faces))\n", + "\n", + "for i in range(len(all_faces)):\n", + " f = np.array(all_faces[i])[0,:,:]\n", + " newF = cv2.resize(f, (112,92))\n", + " print(newF.shape)\n", + " plt.figure(i+1)\n", + " plt.imshow(f,cmap='gray')\n", + " plt.title('Detected face')\n", + " plt.axis('off')\n", + "\n", + "#cv2.imshow(\"face detected\",im_new)\n", + "#cv2.waitKey(0)\n", + "#cv2.destroyAllWindows()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "44Uz19AS4Fdh", + "outputId": "a8031c0c-5087-48b7-e514-e7ab3caa3025" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Resolution of the image\n", + "(804, 1200, 3)\n", + "Resolution of the gray image\n", + "(512, 512)\n", + "[[257 71 86 86]\n", + " [ 90 108 81 81]\n", + " [230 194 84 84]]\n", + "(86, 86)\n", + "(81, 81)\n", + "(84, 84)\n", + "3\n", + "(92, 112)\n", + "(92, 112)\n", + "(92, 112)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import time\n", + "\n", + "cam = cv2.VideoCapture(0)\n", + "path = \"/content/haarcascade_frontalface_default (1).xml\";\n", + "# face detector\n", + "face_detector = cv2.CascadeClassifier(path)\n", + "\n", + "frame=True\n", + "while(frame==True):\n", + " val,im = cam.read()\n", + " im_new = cv2.resize(im, (512,512))\n", + " # covert the color (BGR) into grayscale\n", + " gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY)\n", + " # run your classifier on the image\n", + " faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10)\n", + "\n", + " # disply the bounding box on all the faces\n", + " for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + " cv2.imshow('camera live feed', im_new)\n", + " # desired button of your choice\n", + " if cv2.waitKey(1) & 0xFF == ord('q'):\n", + " frame=False\n", + " break\n", + "\n", + "\n", + "cam.release()\n", + "cv2.destroyAllWindows()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 228 + }, + "id": "H_0o3fZ4-HX7", + "outputId": "79f2458e-6632-431d-c812-690c7a94f308" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "error", + "ename": "error", + "evalue": "OpenCV(4.8.0) /io/opencv/modules/imgproc/src/resize.cpp:4062: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31merror\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;32mwhile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcam\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mim_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m512\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m512\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0;31m# covert the color (BGR) into grayscale\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0mgray_im\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_new\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCOLOR_BGR2GRAY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31merror\u001b[0m: OpenCV(4.8.0) /io/opencv/modules/imgproc/src/resize.cpp:4062: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML.ipynb b/DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML.ipynb new file mode 100644 index 0000000..b8d31bf --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML.ipynb @@ -0,0 +1,1776 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#k-MEANS CLASSIFICATIONS." + ], + "metadata": { + "id": "qkZmEnRQrgBG" + } + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 464 + }, + "id": "CRCV732iojQ0", + "outputId": "d8ee88ae-6d69-4664-8a75-d11359f63b3f" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Length of the Data Given: (500, 2)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "#Now, we have to perform the K-Means Classifications.\n", + "#Importing all the Inbuilt Libraries.\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "from sklearn import cluster;\n", + "\n", + "#Importing commonly used Libraries.\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "\n", + "#Now, we have to import the random datasets.\n", + "data=np.random.randint(0,100,(500,2));\n", + "print(\"\\n 1. Total Length of the Data Given: \",data.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Now, we have to visualise the data in graphical forms.\n", + "plt.figure(1,figsize=(4,4));\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Experiment: 1.\n", + "\n", + "--> On, K-Means Clustering .\n", + "\n", + "--> Importing all the Libraries and datsets randomly and show them with the scatter graph forms!" + ], + "metadata": { + "id": "4zW2vntms9Cz" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Machine Learning Libraries.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "from sklearn import cluster;\n", + "\n", + "#Importing the Common Based Libraries.\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "\n", + "#Now, we have to put the random datsets values.\n", + "data=np.random.randint(0,100,(500,2));\n", + "print(\"\\n 1. Total Length of the Given Data: \",data.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Now, we have to visualise the values of the Data.\n", + "plt.figure(1,figsize=(4,4));\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 464 + }, + "id": "aOmua0qTsz7Y", + "outputId": "2b13a654-6c4d-42ad-9687-89d6300173c0" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Length of the Given Data: (500, 2)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we have to train the Model by Unsupervised Learning." + ], + "metadata": { + "id": "HvfMwC7KuI-b" + } + }, + { + "cell_type": "code", + "source": [ + "#Experimenting the K-Means Unsupervised Learning Model.\n", + "#To, segment the 2-D Model.\n", + "#Creating the K-Means Model.\n", + "\n", + "km_model=cluster.KMeans(n_clusters=4,random_state=5);\n", + "\n", + "#Now, we have to train the Model.\n", + "km_model=km_model.fit(data);\n", + "\n", + "#No, labels are present hence simply show the Values.\n", + "print(\"\\n 1. Centers of the Clusters are given here: \\n\\n\",km_model.cluster_centers_);\n", + "print(\"\\n 2. Total Number of the Labels available are: \",len(km_model.labels_));\n", + "#print(len(km_model.labels_));\n", + "print(\"\\n 3. Centers coordinates along the X-Axes: \",km_model.cluster_centers_[0][0]);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sFkLaRwJuFIF", + "outputId": "22fb80bd-7a3c-415f-e2d0-2e0a56cbfabc" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Centers of the Clusters are given here: \n", + "\n", + " [[73.43307087 20.66141732]\n", + " [22.04587156 77.16513761]\n", + " [23.19685039 29.11023622]\n", + " [75.06569343 74.59124088]]\n", + "\n", + " 2. Total Number of the Labels available are: 500\n", + "\n", + " 3. Centers coordinates along the X-Axes: 73.43307086614176\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to visualise the Model to show in the Graphical forms!\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.subplot(1,2,1);\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "\n", + "#Now, we have to show the clustering by classification using the K-Means.\n", + "plt.subplot(1,2,2);\n", + "plt.scatter(data[:,0],data[:,1],c=km_model.labels_);\n", + "plt.title(\"K-Means Clustering\");\n", + "for i in range(len(km_model.cluster_centers_)):\n", + " dx=km_model.cluster_centers_[i][0];\n", + " dy=km_model.cluster_centers_[i][1];\n", + " plt.plot(dx,dy,'kd');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "jR4JIZFovYFW", + "outputId": "c0b92e02-46c2-491f-c9fb-a333b737eddb" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Elbow Methods.\n", + "\n", + "--> Elbow Methods(Inertia): The Sum of the Squared Distances, totally when the total number of Iterations, gives you the smalles and optimal values, when after the Iteration the smallest values is schieved and we did not get any optimal value during the further iterations then we take the finall optimum values properly!" + ], + "metadata": { + "id": "kL1zf1oEwZbm" + } + }, + { + "cell_type": "code", + "source": [ + "#Using of the Elbow Methods.\n", + "#Inertia: Sum of the Squared Distances to find the best smallest optimum values during the Multiple Iterations.\n", + "dist=[];\n", + "k_values=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]; #We, also uses k_values = range(1,16);\n", + "for i in range(len(k_values)):\n", + " km_model=cluster.KMeans(n_clusters=k_values[i],random_state=5);\n", + " #Now, we have to train the Model.\n", + " km_model=km_model.fit(data);\n", + " #Now, append the list items.\n", + " dist.append(km_model.inertia_);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sMByRB5lxHiR", + "outputId": "b3e0f078-45e6-44d9-85d3-ab9533edf450" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Visualise the values of the Elbow Methods." + ], + "metadata": { + "id": "E8mne5lkyBMy" + } + }, + { + "cell_type": "code", + "source": [ + "#Visualise the Values of the Elbow Methods.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.plot(k_values,dist,'--kd');\n", + "plt.title(\"Elbow Methods\");\n", + "plt.xlabel(\"K-Values\");\n", + "plt.ylabel(\"Sum of the Squared Distances\");\n", + "plt.grid(\"on\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "syJT5O4yyFcn", + "outputId": "fa55d9c1-185a-4fd7-fea4-a478c2fe40a6" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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soouh8ePHyx2BiIiISK9xOQcRERERkYY4E11MPXjwAMuXL4eJiQm+++47ueMQERER6RVZZ6KzsrIwbtw4uLm5wczMDBUqVMBPP/0EURSlPqIoYvz48ShdujTMzMzg7e2NmzdvqnzO06dP0b17d1hZWcHGxgbBwcF4/vy5Sp+LFy+iefPmMDU1hYuLC2bMmJEjz4YNG1C1alWYmprC09MTO3bsULmuThZ9cf78eYwdOxYzZ87E69ev5Y5DREREpFdkLaKnT5+OxYsXY8GCBbh69SqmT5+OGTNmYP78+VKfGTNmYN68eQgLC8OJEydgYWEBHx8fvHz5UurTvXt3xMTEIDIyEtu3b0dUVBT69+8vXU9JSUGbNm3g6uqKM2fOYObMmZg4cSKWLl0q9Tl27Bi6du2K4OBgnDt3Dn5+fvDz88Ply5c1yqIv2rRpg5IlSyIhIQH79u2TOw4RERGRfhFl5OvrK/bt21elLSAgQOzevbsoiqKoVCpFJycncebMmdL1pKQk0cTERFy7dq0oiqJ45coVEYB46tQpqc/OnTtFQRDEBw8eiKIoiosWLRJtbW3FV69eSX1Gjx4tVqlSRXodFBQk+vr6qmTx8vISBwwYoHaWD0lOThYBiMnJyWr1L2iDBg0SAYg9evSQ5f4ZGRni5s2bxYyMDFnuXxRwDLXD8dMex1A7HD/tcQy1w/HLSd16TdY10U2aNMHSpUtx48YNVK5cGRcuXMCRI0cwe/ZsAEBsbCzi4uLg7e0tvcfa2hpeXl6Ijo5Gly5dEB0dDRsbG9SvX1/q4+3tDYVCgRMnTsDf3x/R0dFo0aIFjI2NpT4+Pj6YPn06nj17BltbW0RHRyM0NFQln4+PDzZv3qx2lne9evUKr169kl6npKQAADIzM5GZmanFyOWPzp07Y9GiRYiIiEBycjLMzc0L9f7ZY6ALY6GvOIba4fhpj2OoHY6f9jiG2uH45aTuWMhaRI8ZMwYpKSmoWrUqDAwMkJWVhZ9//lk6VS8uLg4A4OjoqPI+R0dH6VpcXBwcHBxUrhsaGsLOzk6lj5ubW47PyL5ma2uLuLi4D97nQ1neNW3aNEyaNClH+549ewq9YM2NKIpwdHREfHw8fvrpJzRv3lyWHJGRkbLctyjhGGqH46c9jqF2OH7a4xhqh+P3f9LT09XqJ2sRHR4ejtWrV2PNmjXw8PDA+fPnMWzYMDg7O6NXr15yRssX33//vcrsdkpKClxcXNCmTRtYWVnJmOz/9OnTB7/88guuXr2KadOmFeq9MzMzERkZic8++wxGRkaFeu+igmOoHY6f9jiG2uH4aY9jqB2OX07ZKwc+RNYieuTIkRgzZoy0FMLT0xN3797FtGnT0KtXLzg5OQEA4uPjUbp0ael98fHxqF27NgDAyckJCQkJKp/7+vVrPH36VHq/k5MT4uPjVfpkv/5Qn7evfyjLu0xMTGBiYpKj3cjISGd+UXv06IH58+fD0dERhoaGEASh0DPo0njoK46hdjh+2uMYaofjpz2OoXY4fv9H3XGQdXeO9PR0KBSqEQwMDKBUKgEAbm5ucHJyUtk9IiUlBSdOnEDjxo0BAI0bN0ZSUhLOnDkj9dm/fz+USiW8vLykPlFRUSprXCIjI1GlShXY2tpKfd7dpSIyMlK6jzpZ9FH16tXx+PFj/PHHH7IU0ERERET6SNYiun379vj555/xzz//4N9//0VERARmz54Nf39/AIAgCBg2bBimTJmCrVu34tKlS+jZsyecnZ3h5+cHAKhWrRo+//xz9OvXDydPnsTRo0cxePBgdOnSBc7OzgCAbt26wdjYGMHBwYiJicH69evx22+/qSy1GDp0KHbt2oVZs2bh2rVrmDhxIk6fPo3BgwernUVfmZmZyR2BiIiISK/Iupxj/vz5GDduHAYNGoSEhAQ4OztjwIABGD9+vNRn1KhRSEtLQ//+/ZGUlIRmzZph165dMDU1lfqsXr0agwcPRuvWraFQKNCxY0fMmzdPum5tbY09e/YgJCQE9erVQ8mSJTF+/HiVvaSbNGmCNWvWYOzYsfjhhx9QqVIlbN68GTVq1NAoi74SRREXL16Ek5NTjocniYiIiEiVrEW0paUl5s6di7lz5+bZRxAETJ48GZMnT86zj52dHdasWfPee9WsWROHDx9+b5/AwEAEBgZqlUVf9evXD//73/8wdepUfP/993LHISIiItJpsi7nIN2Rva579erVKseuExEREVFOLKIJANCxY0cYGxsjJiYGFy9elDsOERERkU5jEU0AABsbG7Rr1w7Am9loIiIiIsobi2iSZJ8UuXbtWmmbQSIiIiLKiUU0Sdq2bQtra2vcv38fUVFRcschIiIi0lkaF9G7du3CkSNHpNcLFy5E7dq10a1bNzx79ixfw1HhMjU1RadOnQAAGzdulDkNERERke7SuIgeOXKkdKb4pUuXMGLECLRt2xaxsbEqh5eQfho6dCj++ecfzJ49W+4oRERERDpL432iY2NjUb16dQBvZivbtWuHqVOn4uzZs2jbtm2+B6TC5enpCU9PT7ljEBEREek0jWeijY2NkZ6eDgDYu3cv2rRpA+DNgSfZM9RUNHC/aCIiIqLcaVxEN2vWDKGhofjpp59w8uRJ+Pr6AgBu3LiBsmXL5ntAKnwZGRkYM2YMqlatiuTkZLnjEBEREekcjYvoBQsWwNDQEH///TcWL16MMmXKAAB27tyJzz//PN8DUuEzMjLC1q1bcePGDWzatEnuOEREREQ6R+M10eXKlcP27dtztM+ZMydfApH8BEFA9+7dMXbsWKxevRp9+vSROxIRERGRTvmofaJv376NsWPHomvXrkhISADwZiY6JiYmX8ORfLp16wYA2L9/Px49eiRzGiIiIiLdonERfejQIXh6euLEiRPYtGkTnj9/DgC4cOECJkyYkO8BSR5ubm5o0qQJRFHEunXr5I5DREREpFM0LqLHjBmDKVOmIDIyEsbGxlL7p59+iuPHj+drOJJX9mz06tWrZU5CREREpFs0LqIvXboEf3//HO0ODg5ITEzMl1CkG4KCgmBgYIAzZ87g+vXrcschIiIi0hkaP1hoY2ODR48ewc3NTaX93Llz0k4dVDSUKlUK3bt3h4WFhcrfOhAREREVdxoX0V26dMHo0aOxYcMGCIIApVKJo0eP4rvvvkPPnj0LIiPJaMWKFXJHICIiItI5Gi/nmDp1KqpWrQoXFxc8f/4c1atXR4sWLdCkSROMHTu2IDISEREREekUjWeijY2NsWzZMowfPx6XLl3C8+fPUadOHVSqVKkg8pEOUCqVOHbsGB48eIDOnTvLHYeIiIhIdhoX0dlcXFzg4uKSn1lIR+3btw9t2rRBqVKlEBAQACMjI7kjEREREclK4+UcHTt2xPTp03O0z5gxA4GBgfkSinRLq1atUKpUKTx+/Bh79+6VOw4RERGR7DQuoqOiotC2bdsc7V988QWioqLyJRTpFiMjIwQFBQHgntFEREREwEcU0c+fP891uzMjIyOkpKTkSyjSPd27dwcAbN68GWlpaTKnISIiIpKXxkW0p6cn1q9fn6N93bp1qF69er6EIt3TqFEjuLu7Iy0tDVu3bpU7DhEREZGsNH6wcNy4cQgICMDt27fx6aefAnjz4NnatWuxYcOGfA9IukEQBHTr1g1TpkzB6tWr0bVrV7kjEREREclG45no9u3bY/Pmzbh16xYGDRqEESNG4P79+9i7dy/8/PwKICLpiuwlHdeuXUNGRobMaYiIiIjk81Fb3Pn6+sLX1ze/s5COq1q1Kk6fPo06depAodD4z19ERERERcZH7xOdkZGBhIQEKJVKlfZy5cppHYp0V7169eSOQERERCQ7jYvomzdvom/fvjh27JhKuyiKEAQBWVlZ+RaOdFdmZiYyMjJgYWEhdxQiIiKiQqfx38n37t0bCoUC27dvx5kzZ3D27FmcPXsW586dw9mzZwsiI+mYhQsXwtnZGXPnzpU7ChEREZEsNJ6JPn/+PM6cOYOqVasWRB7SA+bm5khMTMTq1avxww8/QBAEuSMRERERFSqNZ6KrV6+OxMTEgshCeiIgIAAmJia4evUqzp8/L3ccIiIiokKncRE9ffp0jBo1CgcPHsSTJ0+QkpKi8kVFn7W1Ndq1aweAx4ATERFR8aRxEe3t7Y3jx4+jdevWcHBwgK2tLWxtbWFjYwNbW9uCyEg6KHvP6LVr1/JhUiIiIip2NF4TfeDAgYLIQXqmbdu2sLGxwcOHDxEVFYVPPvlE7khEREREhUbjIrply5YFkYP0jImJCTp16oTff/8dq1evZhFNRERExcpHH7aSnp6Oe/fu5Tj+uWbNmlqHIv0QHBwMOzs7fPXVV3JHISIiIipUGhfRjx8/Rp8+fbBz585cr3N9bPHRqFEjNGrUSO4YRERERIVO4wcLhw0bhqSkJJw4cQJmZmbYtWsXVqxYgUqVKmHr1q0FkZGIiIiISKdoXETv378fs2fPRv369aFQKODq6oqvvvoKM2bMwLRp0woiI+kwURSxc+dO9OzZE0lJSXLHISIiIioUGhfRaWlpcHBwAADY2tri8ePHAABPT08e+11MjRw5EqtWrcKmTZvkjkJERERUKDQuoqtUqYLr168DAGrVqoUlS5bgwYMHCAsLQ+nSpfM9IOk2QRCkPaN58AoREREVFxoX0UOHDsWjR48AABMmTMDOnTtRrlw5zJs3D1OnTs33gKT7unXrBuDNHuIPHjyQOQ0RERFRwdN4d463tzOrV68e7t69i2vXrqFcuXIoWbJkvoYj/eDq6opmzZrhyJEjWLduHUaMGCF3JCIiIqICpfFM9OTJk5Geni69Njc3R926dWFhYYHJkyfnazjSH9mz0VzSQURERMWBxkX0pEmT8Pz58xzt6enpmDRpUr6EIv0TGBgIQ0NDnDt3DlevXpU7DhEREVGB0riIFkURgiDkaL9w4QLs7OzyJRTpn5IlS+Lzzz9H9erVkZCQIHccIiIiogKl9ppoW1tbCIIAQRBQuXJllUI6KysLz58/x8CBAwskJOmHtWvXwsLCItc/ZBEREREVJWoX0XPnzoUoiujbty8mTZoEa2tr6ZqxsTHKly+Pxo0bF0hI0g8lSpSQOwIRERFRoVC7iO7VqxcAwM3NDU2bNoWhocYbe1AxkZ6ejmvXrqFu3bpyRyEiIiIqEBqviba0tFR5cGzLli3w8/PDDz/8gIyMjHwNR/rn8uXLcHR0hI+PDzIzM+WOQ0RERFQgNC6iBwwYgBs3bgAA7ty5g86dO8Pc3BwbNmzAqFGj8j0g6ZeqVavC3NwciYmJiIyMlDsOERERUYHQuIi+ceMGateuDQDYsGEDWrZsiTVr1mD58uXYuHFjfucjPWNoaIguXboA4J7RREREVHR91BZ3SqUSALB37160bdsWAODi4oLExMT8TUd6qXv37gCAzZs357qnOBEREZG+07iIrl+/PqZMmYJVq1bh0KFD8PX1BQDExsbC0dEx3wOS/mnQoAEqVKiA9PR0bNmyRe44RERERPlO4yJ67ty5OHv2LAYPHowff/wRFStWBAD8/fffaNKkSb4HJP0jCII0G80lHURERFQUaVxE16xZE5cuXUJycjImTJggtc+cORMrVqzQOMCDBw/w1Vdfwd7eHmZmZvD09MTp06el66IoYvz48ShdujTMzMzg7e2NmzdvqnzG06dP0b17d1hZWcHGxgbBwcE5lhFcvHgRzZs3h6mpKVxcXDBjxowcWTZs2ICqVavC1NQUnp6e2LFjh8p1dbLQG9lFdGRkJJ49eyZzGiIiIqL8pXERnRdTU1MYGRlp9J5nz56hadOmMDIyws6dO3HlyhXMmjULtra2Up8ZM2Zg3rx5CAsLw4kTJ2BhYQEfHx+8fPlS6tO9e3fExMQgMjIS27dvR1RUFPr37y9dT0lJQZs2beDq6oozZ85g5syZmDhxIpYuXSr1OXbsGLp27Yrg4GCcO3cOfn5+8PPzw+XLlzXKQm9UrlwZS5YswfXr11X+/yQiIiIqEkQ12Nraio8fPxZFURRtbGxEW1vbPL80MXr0aLFZs2Z5XlcqlaKTk5M4c+ZMqS0pKUk0MTER165dK4qiKF65ckUEIJ46dUrqs3PnTlEQBPHBgweiKIriokWLRFtbW/HVq1cq965SpYr0OigoSPT19VW5v5eXlzhgwAC1s3xIcnKyCEBMTk5Wq39Rl5GRIW7evFnMyMiQO4re4hhqh+OnPY6hdjh+2uMYaofjl5O69Zpaxw7OmTMHlpaWAN6sic4vW7duhY+PDwIDA3Ho0CGUKVMGgwYNQr9+/QC8eVgxLi4O3t7e0nusra3h5eWF6OhodOnSBdHR0bCxsUH9+vWlPt7e3lAoFDhx4gT8/f0RHR2NFi1awNjYWOrj4+OD6dOn49mzZ7C1tUV0dDRCQ0NV8vn4+GDz5s1qZ3nXq1ev8OrVK+l1SkoKACAzM5MHkQDSGHAsPh7HUDscP+1xDLXD8dMex1A7HL+c1B0LtYro7CO/3/1eW3fu3MHixYsRGhqKH374AadOncKQIUNgbGyMXr16IS4uDgBy7Prh6OgoXYuLi4ODg4PKdUNDQ9jZ2an0cXNzy/EZ2ddsbW0RFxf3wft8KMu7pk2bhkmTJuVo37NnD8zNzfMYlaLl8uXL2LJlC6pVq4aAgIBc+/BQFu1xDLXD8dMex1A7HD/tcQy1w/H7P+np6Wr1U6uIfltycjIiIyPx77//QhAEuLu7o3Xr1rCystI4pFKpRP369TF16lQAQJ06dXD58mWEhYXla7Eul++//15ldjslJQUuLi5o06bNR42XPkpMTMSpU6eQnJyMZcuWQRAE6VpmZiYiIyPx2Wefabyent7gGGqH46c9jqF2OH7a4xhqh+OXU/bKgQ/RqIj+66+/MHjw4Bwfbm1tjbCwMHTu3FmTj0Pp0qVRvXp1lbZq1apJJx86OTkBAOLj41G6dGmpT3x8vHRqopOTExISElQ+4/Xr13j69Kn0ficnJ8THx6v0yX79oT5vX/9QlneZmJjAxMQkR7uRkVGx+UUNDAzE4MGDcePGDVy+fBl169bN0ac4jUdB4Rhqh+OnPY6hdjh+2uMYaofj93/UHQe1d+c4e/Ys+vTpAz8/P5w7dw4vXrxAeno6Tp8+jfbt26NHjx64cOGCRiGbNm2K69evq7TduHEDrq6uAAA3Nzc4OTlh37590vWUlBScOHECjRs3BgA0btwYSUlJOHPmjNRn//79UCqV8PLykvpERUWprHGJjIxElSpVpJ0jGjdurHKf7D7Z91EnC+VkZWWF9u3bA+Ce0URERFR0qF1Ez58/H35+fli+fDlq1aoFExMTmJqaom7duli5ciU6dOiA3377TaObDx8+HMePH8fUqVNx69YtrFmzBkuXLkVISAiAN4d2DBs2DFOmTMHWrVtx6dIl9OzZE87OzvDz8wPwZub6888/R79+/XDy5EkcPXoUgwcPRpcuXeDs7AwA6NatG4yNjREcHIyYmBisX78ev/32m8pSi6FDh2LXrl2YNWsWrl27hokTJ+L06dMYPHiw2lkod9l7Rq9duxZZWVkypyEiIiLKB+pu91GpUiUxMjIyz+uRkZFipUqV1N8/5P/btm2bWKNGDdHExESsWrWquHTpUpXrSqVSHDdunOjo6CiamJiIrVu3Fq9fv67S58mTJ2LXrl3FEiVKiFZWVmKfPn3E1NRUlT4XLlwQmzVrJpqYmIhlypQRf/nllxxZwsPDxcqVK4vGxsaih4eH+M8//2ic5X2K6xZ3r169Em1tbUUA4t69e6V2bqujPY6hdjh+2uMYaofjpz2OoXY4fjnl6xZ3APDw4UNUrlw5z+uVK1fGgwcPNC7i27Vrh3bt2uV5XRAETJ48GZMnT86zj52dHdasWfPe+9SsWROHDx9+b5/AwEAEBgZqlYVyMjY2RmBgIJYuXYrVq1ejdevWckciIiIi0oraRXR6ejpMTU3zvG5iYsKT+yhPX331FS5evIhmzZrJHYWIiIhIaxrtzrF7925YW1vnei0pKSk/8lAR1bx5c0RHR8sdg4iIiChfaFREf2jv5rf3ACYiIiIiKqrU3p1DqVR+8Is7L9CHPHv2DMuWLcOzZ8/kjkJERET00TQ+sZBIG5999pm0p3fv3r3lDUNERET0kdSeiSbKD506dQKAD+6mQkRERKTLWERToeratSsA4NChQ7h//77MaYiIiIg+DotoKlSurq5o3rw5RFHEjz/+iN69e+Pvv/+WOxYRERGRRlhEU6HLPgZ8/fr1SEpKwqBBg5CQkCBzKiIiIiL1sYimQtexY0cIggClUgkASE1NxTfffCNzKiIiIiL1qbU7h62trdp7QD99+lSrQFT07du3D6IoSq+zsrKwadMmhIeHIygoSMZkREREROpRq4ieO3eu9P2TJ08wZcoU+Pj4oHHjxgCA6Oho7N69G+PGjSuQkFR0JCQkYODAgRAEQaWQFgQBAwYMQKtWreDg4CBjQiIiIqIPU6uIfvukwo4dO2Ly5MkYPHiw1DZkyBAsWLAAe/fuxfDhw/M/JRUJoihi4MCBSE1NVSmgs69lL+vYuHGjTAmJiIiI1KPxmujdu3fj888/z9H++eefY+/evfkSioqmmJgYRERE5HmyZfayjpiYmEJORkRERKQZjYtoe3t7bNmyJUf7li1bYG9vny+hqGjy8PCAv78/DAwMcr1uYGCAgIAAeHh4FHIyIiIiIs1ofOz3pEmT8PXXX+PgwYPw8vICAJw4cQK7du3CsmXL8j0gFR2CICAsLAwHDhxAcnJyjiUdlpaWWLx4sUzpiIiIiNSn8Ux07969cfToUVhZWWHTpk3YtGkTrKyscOTIEfTu3bsAIlJR4uDggLCwsBwFNAAEBATwoUIiIiLSCxrPRAOAl5cXVq9end9ZqJgICgrC+vXrsXXrVmRlZUGhUECpVGLr1q1ITk6GtbW13BGJiIiI3uujDlu5ffs2xo4di27dukknze3cuZMPhJFaspd1lChRAgBgZWWFihUrIjExEb/88ovM6YiIiIg+TOMi+tChQ/D09MSJEyewceNGPH/+HABw4cIFTJgwId8DUtHk4OCARYsWwcbGBosWLcLs2bMBAHPmzMG9e/dkTkdERET0fhov5xgzZgymTJmC0NBQWFpaSu2ffvopFixYkK/hqGgLDAyEhYUF2rZtC0NDQ7Rq1Qq3b9/G3bt3Ua5cObnjEREREeVJ4yL60qVLWLNmTY52BwcHJCYm5ksoKn4EQcCqVatgb28PMzMzueMQERERvZfGyzlsbGzw6NGjHO3nzp1DmTJl8iUUFU9ly5ZlAU1ERER6QeMiukuXLhg9ejTi4uIgCAKUSiWOHj2K7777Dj179iyIjFTMZGVl4Y8//sCePXvkjkJERESUK42L6KlTp6Jq1apwcXHB8+fPUb16dbRo0QJNmjTB2LFjCyIjFTO//fYbgoODMWTIEGRmZsodh4iIiCgHjYpoURQRFxeHefPm4c6dO9i+fTv++usvXLt2DatWrcrzOGciTQQHB6NkyZK4fv06fv/9d7njEBEREeWgcRFdsWJF3L9/Hy4uLmjbti2CgoJQqVKlgspHxZC1tTUmTZoEAJgwYQJSUlJkTkRERESkSqMiWqFQoFKlSnjy5ElB5SECAPTr1w9VqlTB48ePeQALERER6RyN10T/8ssvGDlyJC5fvlwQeYgAAEZGRpgxYwYAHsBCREREukfjIrpnz544efIkatWqBTMzM9jZ2al8EeWX9u3bo2XLlnj58iV+/PFHueMQERERSTQ+bGXu3LkFEIMoJ0EQ8Ouvv2L48OEICQmROw4RERGRROMiulevXgWRgyhX9evXx+HDh+WOQURERKRC4yL6bS9fvkRGRoZKm5WVlVaBiN4nKyuLWykSERGR7DReE52WlobBgwfDwcEBFhYWsLW1VfkiKgipqakYM2YM6tevzwNYiIiISHYaF9GjRo3C/v37sXjxYpiYmOD333/HpEmT4OzsjJUrVxZERiIolUr873//w/nz57Fs2TK54xAREVExp3ERvW3bNixatAgdO3aEoaEhmjdvjrFjx2Lq1KlYvXp1QWQkgrW1NSZOnAjgzQEsycnJ8gYiIiKiYk3jIvrp06dwd3cH8Gb989OnTwEAzZo1Q1RUVP6mI3pL//79UblyZSQmJmL69OlyxyEiIqJiTOMi2t3dHbGxsQCAqlWrIjw8HMCbGWobG5t8DUf0Nh7AQkRERLpC4yK6T58+uHDhAgBgzJgxWLhwIUxNTTF8+HCMHDky3wMSva1Dhw5o0aIFXr58ibFjx8odh4iIiIopjbe4Gz58uPS9t7c3rl27hjNnzqBixYqoWbNmvoYjepcgCJg1axYaNGiATZs24ddff4WDg4PcsYiIiKiY0WqfaABwdXWFq6trfmQhUkv9+vWxZMkStG3blgU0ERERyULjInry5MnvvT5+/PiPDkOkrv79+8sdgYiIiIoxjYvoiIgIldeZmZmIjY2FoaEhKlSowCKaCt3x48dRr149GBkZyR2FiIiIigmNi+hz587laEtJSUHv3r3h7++fL6GI1DVgwAAsXboUixYtwjfffCN3HCIiIiomNN6dIzdWVlaYNGkSxo0blx8fR6S27IdZJ0yYgJSUFJnTEBERUXGRL0U0ACQnJ/MUOSp02QewPH78mAewEBERUaHReDnHvHnzVF6LoohHjx5h1apV+OKLL/ItGJE6sg9g8fPzw+zZszFw4EC4uLjIHYuIiIiKOI2L6Dlz5qi8VigUKFWqFHr16oXvv/8+34IRqSv7AJaoqCiMHTsWK1askDsSERERFXEaF9HZR34T6Yq3D2BZtWoVhg4dirp168odi4iIiIqwfFsTTSSn+vXro3v37nB2dkZiYqLccYiIiKiI03gm2t/fH4IgqNV306ZNGgci+lhz586Fubk5zM3N5Y5CRERERZzGRbS1tTUiIiJgbW2N+vXrAwDOnDmD5ORk+Pn5qV1gE+W3kiVLyh2BiIiIigmNi2hHR0cEBQUhLCwMBgYGAICsrCwMGjQIVlZWmDlzZr6HJNJEVlYWVq5cCRMTE3Tr1k3uOERERFQEabwm+o8//sB3330nFdAAYGBggNDQUPzxxx/5Go7oY6xZswZ9+/bF8OHDeQALERERFQiNi+jXr1/j2rVrOdqvXbsGpVKZL6GItNGlSxdUqlQJCQkJmDFjhtxxiIiIqAjSuIju06cPgoODMXv2bBw5cgRHjhzBrFmz8PXXX6NPnz4FkZFII9kHsADArFmzcP/+fZkTERERUVGj8ZroX3/9FU5OTpg1axYePXoEAChdujRGjhyJESNG5HtAoo/x5Zdfonnz5jh8+DDGjh2L5cuXyx2JiIiIihCNZ6IVCgVGjRqFBw8eICkpCUlJSXjw4AFGjRqlsk5aU7/88gsEQcCwYcOktpcvXyIkJAT29vYoUaIEOnbsiPj4eJX33bt3D76+vjA3N4eDgwNGjhyJ169fq/Q5ePAg6tatCxMTE1SsWDHXgmrhwoUoX748TE1N4eXlhZMnT6pcVycL6Y7sA1gAYOXKlTh37pzMiYiIiKgo0eqwFSsrK5w7dw47d+7Es2fPPvpzTp06hSVLlqBmzZoq7cOHD8e2bduwYcMGHDp0CA8fPkRAQIB0PSsrC76+vsjIyMCxY8ewYsUKLF++HOPHj5f6xMbGwtfXF5988gnOnz+PYcOG4euvv8bu3bulPuvXr0doaCgmTJiAs2fPolatWvDx8UFCQoLaWUj3NGjQAN26dYMoivjuu+/kjkNERERFiaimX375RRw7dqz0WqlUij4+PqIgCKIgCKKjo6N4+fJldT9OkpqaKlaqVEmMjIwUW7ZsKQ4dOlQURVFMSkoSjYyMxA0bNkh9r169KgIQo6OjRVEUxR07dogKhUKMi4uT+ixevFi0srISX716JYqiKI4aNUr08PBQuWfnzp1FHx8f6XXDhg3FkJAQ6XVWVpbo7OwsTps2Te0s6khOThYBiMnJyWq/pyjLyMgQN2/eLGZkZBTYPf7991/xk08+EY8dO1Zg95BTYYxhUcbx0x7HUDscP+1xDLXD8ctJ3XpN7TXR69evx+jRo6XXf//9N6KionD48GFUq1YNPXv2xKRJkxAeHq5RER8SEgJfX194e3tjypQpUvuZM2eQmZkJb29vqa1q1aooV64coqOj0ahRI0RHR8PT0xOOjo5SHx8fH3zzzTeIiYlBnTp1EB0drfIZ2X2yl41kZGTgzJkz+P7776XrCoUC3t7eiI6OVjtLbl69eoVXr15Jr7O3W8vMzERmZqZG41QUZY9BQY6Fs7Oz9LcORXHMC2MMizKOn/Y4htrh+GmPY6gdjl9O6o6F2kV0bGysynKLHTt2oFOnTmjatCkAYOzYsQgMDNQo5Lp163D27FmcOnUqx7W4uDgYGxvDxsZGpd3R0RFxcXFSn7cL6Ozr2dfe1yclJQUvXrzAs2fPkJWVlWuf7K381MmSm2nTpmHSpEk52vfs2cOjqd8SGRlZaPfKzMyEkZFRod2vsBTmGBZFHD/tcQy1w/HTHsdQOxy//5Oenq5WP7WL6NevX8PExER6HR0drfIQoLOzMxITE9UO+N9//2Ho0KGIjIyEqamp2u/TJ99//z1CQ0Ol1ykpKXBxcUGbNm1gZWUlYzLdkJmZicjISHz22WcFXtimp6dj6tSpWL9+Pc6cOVNkxr8wx7Ao4vhpj2OoHY6f9jiG2uH45aTuQW1qF9EVKlRAVFQU3N3dce/ePdy4cQMtWrSQrt+/fx/29vZqBzxz5gwSEhJQt25dqS0rKwtRUVFYsGABdu/ejYyMDCQlJanMAMfHx8PJyQkA4OTklGMXjewdM97u8+4uGvHx8bCysoKZmRkMDAxgYGCQa5+3P+NDWXJjYmKi8gePbEZGRvxFfUthjIeZmRkiIiJw9+5dzJkzR2XpUFHA3yntcPy0xzHUDsdPexxD7XD8/o+646D27hwhISEYPHgwgoOD8cUXX6Bx48aoXr26dH3//v2oU6eO2gFbt26NS5cu4fz589JX/fr10b17d+l7IyMj7Nu3T3rP9evXce/ePTRu3BgA0LhxY1y6dEllF43IyEhYWVlJ2Ro3bqzyGdl9sj/D2NgY9erVU+mjVCqxb98+qU+9evU+mIV0m7GxMaZPnw6AB7AQERGR9tSeie7Xrx8MDAywbds2tGjRAhMmTFC5/vDhQ/Tt21ftG1taWqJGjRoqbRYWFrC3t5fag4ODERoaCjs7O1hZWeHbb79F48aNpQf52rRpg+rVq6NHjx6YMWMG4uLiMHbsWISEhEgzwAMHDsSCBQswatQo9O3bF/v370d4eDj++ecf6b6hoaHo1asX6tevj4YNG2Lu3LlIS0uTTmC0trb+YBbSfX5+ftIBLD/++CNWrFghdyQiIiLSUxqdWNi3b988C+VFixblS6C3zZkzBwqFAh07dsSrV6/g4+Ojch8DAwNs374d33zzDRo3bgwLCwv06tULkydPlvq4ubnhn3/+wfDhw/Hbb7+hbNmy+P333+Hj4yP16dy5Mx4/fozx48cjLi4OtWvXxq5du1QeNvxQFtJ9giDg119/hZeXF1atWoWhQ4eqLCciIiIiUpfGx34XpIMHD6q8NjU1xcKFC7Fw4cI83+Pq6oodO3a893NbtWr1wRPrBg8ejMGDB+d5XZ0spPsaNmyIrl27Yu3atfjuu++wb98+CIIgdywiIiLSM1qdWEikj6ZOnQpjY2NER0fj1q1bcschIiIiPcQimoqd8uXLY9WqVbhx4wYqVaokdxwiIiLSQzq1nIOosAQFBckdgYiIiPTYR89E37p1C7t378aLFy8AAKIo5lsoosJ07NgxpKamyh2DiIiI9IjGRfSTJ0/g7e2NypUro23btnj06BGAN9vRjRgxIt8DEhWk7777Dk2bNpX2kCYiIiJSh8ZF9PDhw2FoaIh79+7B3Nxcau/cuTN27dqVr+GIClqzZs0A8AAWIiIi0ozGRfSePXswffp0lC1bVqW9UqVKuHv3br4FIyoMX375JZo3b46XL19i7NixcschIiIiPaFxEZ2WlqYyA53t6dOn0imBRPoi+wAWAFi5cuUH9xMnIiIiAj6iiG7evDlWrlwpvRYEAUqlEjNmzMAnn3ySr+GICkP2ASyiKOK7777jQ7JERET0QRpvcTdjxgy0bt0ap0+fRkZGBkaNGoWYmBg8ffoUR48eLYiMRAVu6tSp2LRpE/bv34+dO3eibdu2ckciIiIiHabxTHSNGjVw48YNNGvWDF9++SXS0tIQEBCAc+fOoUKFCgWRkajAlS9fHkOHDkWZMmXw+vVrueMQERGRjvuow1asra3x448/5ncWIlmNGzcOEyZMyHXNPxEREdHbPqqITkpKwsmTJ5GQkAClUqlyrWfPnvkSjKiwlShRIkdbeHg4hg4dinnz5iEwMFCGVERERKSLNC6it23bhu7du+P58+ewsrKCIAjSNUEQWEST3svKysKqVavw33//Yfbs2UhKSkL//v3RsmVLODg4yB2PiIiIdIDGRfSIESPQt29fTJ06lX/tTUVSZGQk+vTpA4VCIf0hMTU1Fd988w02btwoczoiIiLSBRo/WPjgwQMMGTKEBTQVWT4+PqhSpQqUSiWysrIAvJmd3rRpE8LDw2VOR0RERLpA4yLax8cHp0+fLogsRDrh8ePHePDgQY52QRAwYMAAJCQkyJCKiIiIdIlayzm2bt0qfe/r64uRI0fiypUr8PT0hJGRkUrfDh065G9CokIkiiIGDhyIFy9e5HqNyzqIiIgIULOI9vPzy9E2efLkHG2CIEh//U2kj2JiYhAREZHn9exlHTExMfDw8CjEZERERKRL1FrOoVQq1fpiAU36zsPDA/7+/jAwMMj1uoGBAQICAlhAExERFXMar4leuXIlXr16laM9IyMDK1euzJdQRHIRBAFhYWGwtLRU2b4x+5qVlRUWL14sUzoiIiLSFRoX0X369EFycnKO9tTUVPTp0ydfQhHJycHBAWFhYRBFUaVdFEWEhYXhyZMnOHLkiEzpiIiISBdoXESLophjhg4A7t+/D2tr63wJRSS3oKAglWUd2cs4vLy84O3tjTZt2iAyMlLmlERERCQXtQ9bqVOnDgRBgCAIaN26NQwN/++tWVlZiI2Nxeeff14gIYkKW/ayjgMHDiApKUlaxmFpaYnatWtjx44daNeuHTZs2MAdaYiIiIohtYvo7B06zp8/Dx8fH5QoUUK6ZmxsjPLly6Njx475HpBILg4ODliyZAmGDh2KefPmSUd+R0REoFu3bti4cSMCAgKwevVqdO7cWea0REREVJjULqInTJgAAChfvjw6d+4MU1PTAgtFpCuCgoIQFBSk0mZsbIx169ahT58++Ouvv9CtWzekp6fzmQAiIqJiROM10b169WIBTcWeoaEhVqxYgf79+0OpVKJv377YsGGD3LGIiIiokKg9E01EqhQKBcLCwmBubo6oqCh89tlnckciIiKiQsIimkgLgiBg9uzZSE9Ph4WFhdxxiIiIqJCotZwjJSWloHMQ6S1BEFQK6Dlz5mDEiBE59pkmIiKiokOtItrW1hYJCQkAgE8//RRJSUkFmYlIb8XExGDEiBGYPXs2vvnmGyiVSrkjERERUQFQq4guUaIEnjx5AgA4ePAgMjMzCzQUkb7y8PDAsmXLIAgClixZgt69e+P169dyxyIiIqJ8ptaaaG9vb3zyySeoVq0aAMDf3x/Gxsa59t2/f3/+pSPSQ8HBwTA3N0ePHj2watUqvHjxAqtXr87znxkiIiLSP2oV0X/99RdWrFiB27dv49ChQ/Dw8IC5uXlBZyPSW127doW5uTmCgoLw999/Iz09HX///TfMzMzkjkZERET5QK0i2szMDAMHDgQAnD59GtOnT4eNjU1B5iLSe19++SW2bt0Kf39/7NixA9u2bctxcAsRERHpJ423uDtw4ID0ffbuA4Ig5F8ioiLEx8cHu3btwvHjx1lAExERFSEan1gIACtXroSnpyfMzMxgZmaGmjVrYtWqVfmdjahIaNGiBUaNGiW9TkpKQmJiooyJiIiISFsaz0TPnj0b48aNw+DBg9G0aVMAwJEjRzBw4EAkJiZi+PDh+R6SqKh4/vw5fH19kZycjMjISJQuXVruSERERPQRNC6i58+fj8WLF6Nnz55SW4cOHeDh4YGJEyeyiCZ6j/j4ePz77794+PAhWrRogX379qFcuXJyxyIiIiINabyc49GjR2jSpEmO9iZNmuDRo0f5EoqoqKpQoQIOHz6M8uXL49atW2jevDlu3boldywiIiLSkMZFdMWKFREeHp6jff369ahUqVK+hCIqytzd3XH48GFUrlwZ9+7dQ/PmzRETEyN3LCIiItKAxss5Jk2ahM6dOyMqKkpaE3306FHs27cv1+KaiHIqW7YsoqKi4O3tjcuXL6Nly5aIjIxEnTp15I5GREREatB4Jrpjx444ceIESpYsic2bN2Pz5s0oWbIkTp48CX9//4LISFQkOTo64uDBg6hfvz4UCgUPYiEiItIjGs9EA0C9evXw119/5XcWomLH3t4e+/btw/3791G1alW54xAREZGaPmqfaCLKP1ZWVqhevbr0et++fdi5c6eMiYiIiOhDWEQT6ZCLFy+iQ4cO+PLLL7Fp0ya54xAREVEeWEQT6ZBq1aqhXbt2yMzMRFBQEJdNERER6SgW0UQ6xMjICGvWrEHv3r2RlZWFnj17YunSpXLHIiIionewiCbSMQYGBvjf//6HQYMGQRRFDBgwAHPmzJE7FhEREb1F4905Xr58ifnz5+PAgQNISEiAUqlUuX727Nl8C0dUXCkUCixYsAAWFhaYOXMmQkND4ebmBj8/P7mjERERET6iiA4ODsaePXvQqVMnNGzYEIIgFEQuomJPEARMnz4dJUqUwPnz59GuXbscfTZs2ICQkBAsWrQIXbt2lSElERFR8aRxEb19+3bs2LFDOq2QiAqOIAgYP348srKyYGBgAADS3/4kJiZi0KBBSE5OxqBBg9C6dWs4ODjIGZeIiKjY0LiILlOmDCwtLQsiCxHlIbuAFkURAwcORFZWFp4+fYrnz58DAFJTU/HNN99g48aNcsYkIiIqNjR+sHDWrFkYPXo07t69WxB5iOg9Tp8+jf/973/4448/sHnzZmRlZQEAsrKysGnTJoSHh8uckIiIqHjQuIiuX78+Xr58CXd3d1haWsLOzk7li4gKToMGDfLc8k4QBAwYMAAJCQmFnIqIiKj40Xg5R9euXfHgwQNMnToVjo6OfLCQqBCJooh//vkHCoUix844oihyWQcREVEh0biIPnbsGKKjo1GrVq2CyENE7xETE4OIiIg8r2cv67h8+TI8PDz4h1wiIqICovFyjqpVq+LFixf5cvNp06ahQYMGsLS0hIODA/z8/HD9+nWVPi9fvkRISAjs7e1RokQJdOzYEfHx8Sp97t27B19fX5ibm8PBwQEjR47E69evVfocPHgQdevWhYmJCSpWrIjly5fnyLNw4UKUL18epqam8PLywsmTJzXOQlSQPDw84O/vLz1o+C4DAwMEBAQgJSUF7u7uGDFiBI4ePZpj1pqIiIi0o3ER/csvv2DEiBE4ePAgnjx5gpSUFJUvTRw6dAghISE4fvw4IiMjkZmZiTZt2iAtLU3qM3z4cGzbtg0bNmzAoUOH8PDhQwQEBEjXs7Ky4Ovri4yMDBw7dgwrVqzA8uXLMX78eKlPbGwsfH198cknn+D8+fMYNmwYvv76a+zevVvqs379eoSGhmLChAk4e/YsatWqBR8fH5X1pR/KQlTQBEFAWFgYLC0tc8wyC4IAKysrLF68GBEREfj3338xe/ZsNGvWDGXKlMGgQYOwd+9eZGZmypSeiIioCBE1JAiCKAiCqFAoVL6y27SRkJAgAhAPHTokiqIoJiUliUZGRuKGDRukPlevXhUBiNHR0aIoiuKOHTtEhUIhxsXFSX0WL14sWllZia9evRJFURRHjRolenh4qNyrc+fOoo+Pj/S6YcOGYkhIiPQ6KytLdHZ2FqdNm6Z2lg9JTk4WAYjJyclq9S/qMjIyxM2bN4sZGRlyR9E769atEwHk+Fq/fr0oiqKYlpYmbtq0Sfzqq69Ea2trlT52dnbirVu3ZP4JdAN/B7XHMdQOx097HEPtcPxyUrde03hN9IEDB/KpfM8pOTkZAKRdPs6cOYPMzEx4e3tLfapWrYpy5cohOjoajRo1QnR0NDw9PeHo6Cj18fHxwTfffIOYmBjUqVMH0dHRKp+R3WfYsGEAgIyMDJw5cwbff/+9dF2hUMDb2xvR0dFqZ3nXq1ev8OrVK+l19kx9ZmYmZwMBaQw4Fprz9/eHn58ftm3bJh3E0qFDB/j7+yMzMxNGRkZo164d2rVrh4yMDBw4cAARERHYunUrjIyMULZsWWnc//zzT1haWuLzzz9HiRIlZP7JChd/B7XHMdQOx097HEPtcPxyUncsNC6iW7ZsqXEYdSiVSgwbNgxNmzZFjRo1AABxcXEwNjaGjY2NSl9HR0fExcVJfd4uoLOvZ197X5+UlBS8ePECz549Q1ZWVq59rl27pnaWd02bNg2TJk3K0b5nzx6Ym5vnNRTFTmRkpNwR9JKfnx8iIyORlpYGU1NTfPnll9ixY0ee/Tt06ABfX18kJCRg165dAN4shxo9ejSSkpJgbGyM2rVro3HjxmjQoEGxKqj5O6g9jqF2OH7a4xhqh+P3f9LT09Xqp3ERHRUV9d7rLVq00PQjAQAhISG4fPkyjhw58lHv10Xff/89QkNDpdcpKSlwcXFBmzZtYGVlJWMy3ZCZmYnIyEh89tlnMDIykjuOXlIoFBgyZAjmz5+Pzp07a/z+58+fIzg4GJs3b8bt27dx8uRJnDx5EoaGhvjkk0/Qp08fdOrUqQCS6wb+DmqPY6gdjp/2OIba4fjlpO4zfhoX0a1atcrR9vYDTtknqGli8ODB2L59O6KiolC2bFmp3cnJCRkZGUhKSlKZAY6Pj4eTk5PU591dNLJ3zHi7z7u7aMTHx8PKygpmZmYwMDCAgYFBrn3e/owPZXmXiYkJTExMcrQbGRnxF/UtHI+P16VLF1hZWaFt27YfNYa2trb49ddfMXPmTFy6dAkbN26UtsiLjIxErVq10LVrVwBvlj3FxcWhXLlyan9+eHg4hg4dinnz5iEwMFDjfIWFv4Pa4xhqh+OnPY6hdjh+/0fdcdB4d45nz56pfGX/1XCDBg2wZ88ejT5LFEUMHjwYERER2L9/P9zc3FSu16tXD0ZGRti3b5/Udv36ddy7dw+NGzcGADRu3BiXLl1S2UUjMjISVlZWqF69utTn7c/I7pP9GcbGxqhXr55KH6VSiX379kl91MlCpK8EQUDNmjUxadIkXLp0CdevX8cvv/yCHj16SH32798PV1dXNGjQAL/88gtu3Ljx3s9MSEjAgAEDEBcXh/79+/MkRSIiKlI0nom2trbO0fbZZ5/B2NgYoaGhOHPmjNqfFRISgjVr1mDLli2wtLSU1hZbW1vDzMwM1tbWCA4ORmhoKOzs7GBlZYVvv/0WjRs3lh7ka9OmDapXr44ePXpgxowZiIuLw9ixYxESEiLNAg8cOBALFizAqFGj0LdvX+zfvx/h4eH4559/pCyhoaHo1asX6tevj4YNG2Lu3LlIS0tDnz59pEwfykJUVFSuXBmjR49Wabtw4QIEQcDp06dx+vRpfP/996hRowYCAgLQsWNHeHp6Sn8rJYoiBg4ciNTUVADgSYpERFT05Nd2IFevXhUtLCw0eg9y2aILgPjnn39KfV68eCEOGjRItLW1Fc3NzUV/f3/x0aNHKp/z77//il988YVoZmYmlixZUhwxYoSYmZmp0ufAgQNi7dq1RWNjY9Hd3V3lHtnmz58vlitXTjQ2NhYbNmwoHj9+XOW6Olneh1vcqeK2Otor7DGMi4sTlyxZIrZp00Y0NDRU+ec2JiZG6vehLfh0BX8Htccx1A7HT3scQ+1w/HJSt14TRFEUNSm6L168+G4RjkePHuGXX37B69evi9SDgfktJSUF1tbWSE5O5oOFePMww44dOz56PS/JO4bPnj3Dtm3bsGnTJsTGxuL8+fMQBAEJCQkoV66cyvaOwJslI9bW1rh+/TocHBwKNWte+DuoPY6hdjh+2uMYaofjl5O69ZrGyzlq164NQRDwbu3dqFEj/PHHH5onJSK9ZGtri549e6Jnz55QKpXSvxf69++fo4AG3vyBOyUlhcs6iIioSNC4iI6NjVV5rVAoUKpUKZiamuZbKCLSLwrFm2eUY2JisGXLljz7KZVKbNq0CTExMfDw8JDast9PRESkLzQuol1dXQsiBxEVAR4eHvD398fWrVvz3O6yWrVqUgH95MkTVKxYEU2bNkWrVq3QsmVL1KlTB4aGGv+riYiIqFCpPf0THR2N7du3q7StXLkSbm5ucHBwyPOvcImo+BAEAWFhYbC0tFTZPz77mo2NjcquOIcPH0ZSUhL++ecfjBw5Eg0bNoSdnR18fX0xY8YM3Lx5s7B/BCIiIrWoXURPnjwZMTEx0utLly4hODgY3t7eGDNmDLZt24Zp06YVSEgi0h8ODg4ICwvL8dyEKIpYsmSJyn7w7du3x+nTpzFr1iy0b98eNjY2SE1NxY4dOzB69GiVB5UfPXqE6OhoZGZmFtrPQkRElBe1i+jz58+jdevW0ut169bBy8sLy5YtQ2hoKObNm4fw8PACCUlE+iUoKAj+/v4wMDAAABgYGCAgIABBQUEq/QwMDFCvXj2EhoZi69atSExMxNmzZzFnzhx8+eWXKiekhoeHo0mTJrC1tUWbNm0wdepUHD16FBkZGR+dc8OGDejduzf+/vvvj/4MIiIqntQuop89ewZHR0fp9aFDh/DFF19Irxs0aID//vsvf9MRkV56e1kHAFhZWWHx4sUffJ+BgQHq1KmDYcOGYfPmzSqz1i9fvoSdnR3S0tIQGRmJH3/8Ec2aNYONjQ28vb1x9+5djTImJCRg0KBBSEpKwqBBg3iiIhERaUTtItrR0VHamSMjIwNnz55VOakvNTWV+wsSkcTBwQFLliyBk5MTlixZovXe0KNHj8bjx49x8eJFzJs3Dx07dkTJkiXx4sULREVFoVSpUlLfJUuWYPLkyYiKispzu72BAwfi+fPnAP7vREUiIiJ1qf0IfNu2bTFmzBhMnz4dmzdvhrm5OZo3by5dv3jxIipUqFAgIYlIPwUFBeVYwqENhUIBT09PeHp64ttvv4VSqcTVq1dx9epVmJubS/2WLl2Ks2fPAgBMTEzQuHFjtGzZEq1atUKjRo2wZcsWRERESP2zsrKwadMmhIeH52teIiIqutQuon/66ScEBASgZcuWKFGiBFasWAFjY2Pp+h9//IE2bdoUSEgiotwoFAp4eHhIW+ZlGzBgAPbv34+DBw8iPj4eBw8exMGDBzFp0iS4uroiOTk5x6FRgiBgwIABaNWqlc6cqEhERLpL7SK6ZMmSiIqKQnJyMkqUKCE9MJRtw4YNKFGiRL4HJCLSVP/+/dG/f3+IoogbN27g4MGDOHToEA4cOICsrCykpqbmuntISkoKgoODsW3bNpmSExGRvtD4RANra+tc2+3s7LQOQ0SUnwRBQJUqVVClShUMGDAAly5dQs2aNfPsr1QqsX37dlSoUAGtW7dGx44d4ePjU4iJiYhIX/CsXSIqNmrUqKGy9V5e7ty5g2XLliEqKkpqS0pKwm+//YYzZ87g9evXBR2ViIh0HM/WJaJiI3vrvQMHDiA5OTnHmmgbGxscPXoUN2/exNGjR9GuXTvp+rFjxzBs2DAAgIWFBRo3boxmzZqhWbNm8PLy4nI2IqJihjPRRFSsvO9ExbCwMFSrVg0dOnTA9OnT0bhxY+m6ubk5fH19YWNjg7S0NOzduxcTJ06Et7c3bGxssHHjRqmvUqnMt7zh4eEoXbo0NmzYkG+fSURE2mMRTUTFjronKr6tVatW2L59O548eYJLly5h8eLF6N69O1xdXZGVlaWyQ8jixYtRsWJF9O7dG7///juuXbuWo2hXR0JCAgYMGIC4uDj079+fB8IQEekQLucgomIne1nH/v37kZycDEtLS7VOVATebKtXo0YN1KhRAwMHDgQA/PfffyhbtqzU58iRI7h9+zZu376NFStWAADs7e2l5R/9+vXL8yHtbNkHwqSmpgL4vwNh3p7xJiIi+XAmmoiKJQcHByxatAg2NjZYtGiRVntDu7i4QBAE6XVYWBh27dqFsWPHolWrVjA1NcWTJ0+wZcsWjBkzRuXBxp07d2Lnzp1ISkpS+czw8HBEREQgKysLgOqBMEREJD/ORBNRsRUYGAgLCwu0bds2Xz/X2toaPj4+0vZ4GRkZOHfuHI4cOYKHDx+qPIQ4adIknDhxAoIgwNPTE82aNYOnpydGjx7NA2GIiHQYi2giogJmbGwMLy8veHl5qbSLoohatWrh6dOnuHnzJi5evIiLFy/m+TmiKHJZBxGRjmARTUQkE0EQsGTJEgBAfHw8jh49is2bN2PVqlV5vid7WYenpydq1qyJihUrokKFCvD09ESdOnUKK7pkw4YNCAkJwaJFi9C1a9dCvz8RkVxYRBMR6QBHR0cEBATA398fz58/x9atW6X10Lm5fPkyLl++LL1u166ddFy5KIro0aMHypQpg4oVK0qFdtmyZaFQ5N+jMAkJCRg0aBCSk5MxaNAgtG7dmstMiKjYYBFNRKRDPnQgjLW1NTZt2oSnT5/i9u3buHXrFm7fvq2yVOTJkydYvXp1js82MTGBm5sbunTpggkTJkjtt2/fRrly5WBkZKR2zuzdQ54/fw6Au4cQUfHDIpqISMdkHwjTpUsXlXZRFLFkyRJ88skn732/oaEh5s6dKxXYt27dQmxsLF69eoVr167hyZMnUt+nT5+iYsWKMDAwgKurKypUqCDNXFesWBE1a9aEm5tbjntk7x6S7e3dQ9633zYRUVHBIpqISAcFBQVh/fr10rIOAwMDfPnll2oVqDY2Nhg6dKhK2+vXr/Hff//h9u3bcHR0lNofPHgAMzMzvHjxAnfu3MGdO3cQGRkpXQ8JCcGCBQsAACkpKRg+fDicnJwwd+5c7h5CRMUai2giIh309rKOpKQkWFlZqX0gTG4MDQ3h5uaWY1bZ09MTaWlpePToEW7duqUye3379m3UrFlT6nvz5k388ccfed7j7d1D1q1bh4SEBJQuXTpf12ETEekKFtFERDrKwcEBS5YswdChQzFv3rwCm90VBAHOzs5wdnZGixYt8uxXqlQpDBo0CIsWLcqzT/ayji1btiAwMBCmpqZwc3NDhQoVUKFCBbi7u6NChQqoU6cOnJ2dC+LHUREeHi6NX2BgYIHfj4iKDxbRREQ6LCgoSGfWGJcrVw4LFizAo0eP8tw9JHvZibm5OQwMDPDy5UtcvXoVV69eVek3c+ZMfPfddwCAW7duYerUqSpFdoUKFWBnZ6dyEqSmEhISMGDAACQlJaF///5o2bIll5kQUb5hEU1ERGr70O4h2ctOHBwc8PLlS9y7dw+3b9/GnTt3cPv2ben7atWqSe+7ePEi/vzzzxz3srKyQoUKFTB+/Hj4+fkBeLMLSGJiIlxcXGBomPd/wrJ3D0lNTZXep4u7h3CfbSL9xSKaiIg08r7dQ8LCwqTZXkNDQ7i7u8Pd3f29n1e1alVMnjxZpdh++PAhUlJScO7cObx+/Vrqu2/fPvj7+8PQ0FDaTeTtGewmTZrA0dFRL3YP4T7bRPqNRTQREWlMm91D3lW9enVUr15dpe3FixeIjY3FnTt30KBBA6n9yZMnMDY2RkZGhjSz/bbw8HC0bNkSAwcOzLF7CAD07dsXRkZGUuFdokQJjfPmB33aZ5vryolyxyKaiIg0lr2sY//+/UhOToalpaVWu4e8y8zMLNfiOjg4GH369MGDBw9yXSZSqVIlaRnHuwU0AKSlpSEgIAAAsG3bNrRr1w4AsHHjRowdOxa2trbSl52dnfR9+/btUaFCBQDA8+fPkZqaCltbW5iamn7Uz6cPM+UA15UTvQ+LaCIi+igODg5YtGiRtKa3sIorhUIBFxcXuLi4oFWrVirXLl++rFKc5sXOzg729vbS6wcPHuDatWt59s8+gAYAIiIi0LNnTwBviv13i+5Ro0ahadOmAIDY2FgcO3ZMpSDPysrCgAEDdH6fba4rJ3o/FtFERPTRAgMDYWFhgbZt28odBQDg4eEBf3//D+4e8m4hGBQUhJo1a+LZs2d49uwZnj59Kn3/7Nkzlf2109PToVAooFQq8eLFC7x48QIPHz6Urvfr10/6/vDhw+jVq5da2UVRRHJyMry8vODv7w9LS0tYWVnB0tISlpaWaNKkCVxdXQG8We6SkpICKysrmJqaarWLSV70Ybac68pJTiyiiYioyFB395B3OTk5wcnJSa17DBgwAP369UNKSkquRXft2rWlvvb29vj000+lPomJiUhLS8vzs0VRxL///os5c+bkuLZq1SqpiN6zZ4+0Y4mBgYFUaGcX3T/88APat28P4M0hOcuXL89RlGd/ubu7o2TJkir3SkhIyHVduS7NluvTunIqmlhEExFRkaLu7iHaUCgUsLGxgY2NTY5TIN/m6+sLX19flQwBAQHYtm1brjPlCoUCVatWRbt27ZCamip9paSkoFy5clK/Fy9eSN9nZWUhKSkJSUlJUtvb31+9ehVTp07NM+OCBQsQEhICAIiKisIXX3yBrKwsvHr1Kkfft0+lDAsLw86dO6XC3MrKSuXL3Ny8QGbIs+nDTDnABzOLMhbRRERU5OTn7iH5SRAELFmyBAcPHsx1ptza2hoHDhz4YKHfpUsXBAUFSQ85vvtVt25dqa+rqyu+/fbbHEV59velSpWS+qakpCA9Pf29984uVjt06IDevXvn2W/KlCn48ccfAQDXr19H7969cxTb2a+bN2+ORo0aAXjzB4Tr16+rXDcxMVH5bH2YKQf048FMrin/eCyiiYioyHl7WUdSUlKeyzjkkF8z5QqFQipG36dWrVqYN2+eWp/ZunVr3LhxAwMGDMChQ4egVCpz9Mn+A4mnpyd8fHykovztL6VSqZIrISEBx48fz/O+P/30k1RE37x5E3Xq1FG5bmxsLBXUISEhOHr0aK47sIiiiJSUFLRv3x4TJ05EpUqVULFiRQCAUqnE69evYWxsrNZYaEsfHszkmnLtsIgmIqIiycHBAUuWLJH+Kl2XigNdnSk3MzNDpUqVsG7dOlSpUuWDp1Lu2rUrx2eIoogXL15AoVBIbdWqVcPmzZtVCu23i++315FnZmaidOnSSElJkdaPZ2Rk4MmTJ3jy5AliY2PfuwOLUqnEyZMn0bZtW4wYMQK//vorAOD+/ftwdXWFsbGxyix39tpwf39/6aHQ9PR0hIWF5Vhrnv2/9vb2sLa2fu9Y6vpyE31aU66rS2JYRBMRUZEVFBSkEwXLuwp6n21taTNbLggCzM3NVdpKliyJL7/8Uq1716tXT9rtJCsrC8+fP1cpvkuXLo2HDx/muQOLIAiwt7eHi4sLypcvL7WnpKQAeFOQJyYmIjExUeV9b+9JnpiYiBEjRuSZ8euvv8ayZcukz61Zs6ZKQW5sbIzdu3fnmq1v375QKpUoW7YsLCwspK8SJUrAwsLivcfZ5yddL/Kz6fKSGBbRREREMpBrn2116cJsuYGBAaytrXPM+r5vBxYbGxvExMTkGM/q1avj6dOnKmvC314b/nYRbWRkhO7du+fok/3920tVkpOTcffuXbV+HlEUkZaWlufa48DAQISHhwN4M6Neo0YNmJubqxTZ2V9169ZF3759pfeuX78epqamuRbmlpaWKn+w0Zc15bq+JIZFNBERkUx0bZ/ttxW1deUKhUI68OZDSpcujb/++ivP628Xng4ODjh+/LhUYF+5cgXjxo374D3KlSuHzMxMpKWlIS0tDVlZWSrH0Kenp+Pq1at5vr9jx45SES2KIrp27ZrrKZ0A0KZNG2lmXBRFVKpUSZqZf/fnSk5OVilUFy9ejKysLJiZmcHMzAympqbS9/b29vD09JTe/+zZMxgZGcHMzAwGBgYfHIMP0fXZchbRRERElCuuK8/d21v3mZiYwMvLS3rt7++Ps2fPanTgjyiKePXqlcqDnCYmJjh48CCeP38uFdpvf1+tWjWpb2ZmJj799NNc+6Wnp8PCwkLqe/ny5VwL6LezbNq0CTExMfDw8MAPP/ygsmXi27y8vFQeGK1Zsybu378PADA0NJSKbTMzM3h6emLbtm1S34EDByIxMVGlKM/+3snJCR07dtT52XIW0URERJQnriv/uFyaHPgjCAJMTU1V2oyMjNCyZUu17mlsbIy9e/fmek0URWRmZkqvPTw80LJlSxw+fDjX3VcUCgX8/Pzg4eEB4M2Md3JyMl6+fCmd0Jn9vbu7u8p7X758KX3/+vVraRkMAJWtFAFg9+7d+Pfff3PNXLlyZURGRua5A4uuLOtgEU1ERER6SVfXlRfGgT/qEgRBZVs/hUKB8PDwPHdfsba2Vinyf//9d7XvFRcXh1evXuUotl+8eJFja8Fp06bh6dOn0vW335M9TnnJXtaRPVsuFxbRREREpLd0dV25LjyYmZeCKvINDAxgbm6eY3eW3Lx773dzxMfHf3BJjJwFNAAoPtyFiIiIiDSRvazD0tISAHTqwUzgTZHv7+8vPQBoYGCAgIAAnSjy3x67d4+Oz2tJjBxYRBMREREVgOwHM52cnLBkyRKdWW4C/F+hmr0jiK6sKc+WPVue25rowl4SkxcW0UREREQFJCgoCI8ePdKpk/ayZa8pt7Gx0ak15dl0ebYc4JpoIiIiomJLV9eUA7q9VznAmWgiIiIi0lG6vCSGM9FEREREpLN0da9yzkQTEREREWmIRTQRERERkYZYRBMRERERaYhFNBERERGRhlhEExERERFpiLtzFKLsU3dSUlJkTqIbMjMzkZ6ejpSUFBgZGckdRy9xDLXD8dMex1A7HD/tcQy1w/HLKbtOe/e0xHexiC5EqampAAAXFxeZkxARERHR+6SmpsLa2jrP64L4oTKb8o1SqcTDhw9haWkJQRDkjiO7lJQUuLi44L///oOVlZXccfQSx1A7HD/tcQy1w/HTHsdQOxy/nERRRGpqKpydnaFQ5L3ymTPRhUihUKBs2bJyx9A5VlZW/AdXSxxD7XD8tMcx1A7HT3scQ+1w/FS9bwY6Gx8sJCIiIiLSEItoIiIiIiINsYgm2ZiYmGDChAkwMTGRO4re4hhqh+OnPY6hdjh+2uMYaofj9/H4YCERERERkYY4E01EREREpCEW0UREREREGmIRTURERESkIRbRREREREQaYhFNhW7atGlo0KABLC0t4eDgAD8/P1y/fl3uWHrrl19+gSAIGDZsmNxR9MqDBw/w1Vdfwd7eHmZmZvD09MTp06fljqUXsrKyMG7cOLi5ucHMzAwVKlTATz/9BD6nnreoqCi0b98ezs7OEAQBmzdvVrkuiiLGjx+P0qVLw8zMDN7e3rh586Y8YXXU+8YwMzMTo0ePhqenJywsLODs7IyePXvi4cOH8gXWMR/6HXzbwIEDIQgC5s6dW2j59BGLaCp0hw4dQkhICI4fP47IyEhkZmaiTZs2SEtLkzua3jl16hSWLFmCmjVryh1Frzx79gxNmzaFkZERdu7ciStXrmDWrFmwtbWVO5pemD59OhYvXowFCxbg6tWrmD59OmbMmIH58+fLHU1npaWloVatWli4cGGu12fMmIF58+YhLCwMJ06cgIWFBXx8fPDy5ctCTqq73jeG6enpOHv2LMaNG4ezZ89i06ZNuH79Ojp06CBDUt30od/BbBERETh+/DicnZ0LKZkeE4lklpCQIAIQDx06JHcUvZKamipWqlRJjIyMFFu2bCkOHTpU7kh6Y/To0WKzZs3kjqG3fH19xb59+6q0BQQEiN27d5cpkX4BIEZEREivlUql6OTkJM6cOVNqS0pKEk1MTMS1a9fKkFD3vTuGuTl58qQIQLx7927hhNIjeY3f/fv3xTJlyoiXL18WXV1dxTlz5hR6Nn3CmWiSXXJyMgDAzs5O5iT6JSQkBL6+vvD29pY7it7ZunUr6tevj8DAQDg4OKBOnTpYtmyZ3LH0RpMmTbBv3z7cuHEDAHDhwgUcOXIEX3zxhczJ9FNsbCzi4uJU/lm2traGl5cXoqOjZUym35KTkyEIAmxsbOSOoheUSiV69OiBkSNHwsPDQ+44esFQ7gBUvCmVSgwbNgxNmzZFjRo15I6jN9atW4ezZ8/i1KlTckfRS3fu3MHixYsRGhqKH374AadOncKQIUNgbGyMXr16yR1P540ZMwYpKSmoWrUqDAwMkJWVhZ9//hndu3eXO5peiouLAwA4OjqqtDs6OkrXSDMvX77E6NGj0bVrV1hZWckdRy9Mnz4dhoaGGDJkiNxR9AaLaJJVSEgILl++jCNHjsgdRW/8999/GDp0KCIjI2Fqaip3HL2kVCpRv359TJ06FQBQp04dXL58GWFhYSyi1RAeHo7Vq1djzZo18PDwwPnz5zFs2DA4Oztz/Eh2mZmZCAoKgiiKWLx4sdxx9MKZM2fw22+/4ezZsxAEQe44eoPLOUg2gwcPxvbt23HgwAGULVtW7jh648yZM0hISEDdunVhaGgIQ0NDHDp0CPPmzYOhoSGysrLkjqjzSpcujerVq6u0VatWDffu3ZMpkX4ZOXIkxowZgy5dusDT0xM9evTA8OHDMW3aNLmj6SUnJycAQHx8vEp7fHy8dI3Uk11A3717F5GRkZyFVtPhw4eRkJCAcuXKSf9duXv3LkaMGIHy5cvLHU9ncSaaCp0oivj2228RERGBgwcPws3NTe5IeqV169a4dOmSSlufPn1QtWpVjB49GgYGBjIl0x9NmzbNsa3ijRs34OrqKlMi/ZKeng6FQnUOxsDAAEqlUqZE+s3NzQ1OTk7Yt28fateuDQBISUnBiRMn8M0338gbTo9kF9A3b97EgQMHYG9vL3ckvdGjR48cz9f4+PigR48e6NOnj0ypdB+LaCp0ISEhWLNmDbZs2QJLS0tpzZ+1tTXMzMxkTqf7LC0tc6wft7CwgL29PdeVq2n48OFo0qQJpk6diqCgIJw8eRJLly7F0qVL5Y6mF9q3b4+ff/4Z5cqVg4eHB86dO4fZs2ejb9++ckfTWc+fP8etW7ek17GxsTh//jzs7OxQrlw5DBs2DFOmTEGlSpXg5uaGcePGwdnZGX5+fvKF1jHvG8PSpUujU6dOOHv2LLZv346srCzpvy12dnYwNjaWK7bO+NDv4Lt/6DAyMoKTkxOqVKlS2FH1h9zbg1DxAyDXrz///FPuaHqLW9xpbtu2bWKNGjVEExMTsWrVquLSpUvljqQ3UlJSxKFDh4rlypUTTU1NRXd3d/HHH38UX716JXc0nXXgwIFc/73Xq1cvURTfbHM3btw40dHRUTQxMRFbt24tXr9+Xd7QOuZ9YxgbG5vnf1sOHDggd3Sd8KHfwXdxi7sPE0SRR0wREREREWmCDxYSEREREWmIRTQRERERkYZYRBMRERERaYhFNBERERGRhlhEExERERFpiEU0EREREZGGWEQTEREREWmIRTQRERERkYZYRBMRkVb+/fdfCIKA8+fPyx2FiKjQsIgmIiqCevfuDT8/P5W2v//+G6amppg1axYAID4+HkZGRli3bl2unxEcHIy6desWdFQiIr3EIpqIqBj4/fff0b17dyxevBgjRowAADg6OsLX1xd//PFHjv5paWkIDw9HcHBwYUclItILLKKJiIq4GTNm4Ntvv8W6devQp08flWvBwcHYt28f7t27p9K+YcMGvH79Gt27d8euXbvQrFkz2NjYwN7eHu3atcPt27fzvN/y5cthY2Oj0rZ582YIgqDStmXLFtStWxempqZwd3fHpEmT8Pr1awCAKIqYOHEiypUrBxMTEzg7O2PIkCFajAIRUf5iEU1EVISNHj0aP/30E7Zv3w5/f/8c19u2bQtHR0csX75cpf3PP/9EQEAAbGxskJaWhtDQUJw+fRr79u2DQqGAv78/lErlR+c6fPgwevbsiaFDh+LKlStYsmQJli9fjp9//hkAsHHjRsyZMwdLlizBzZs3sXnzZnh6en70/YiI8puh3AGIiKhg7Ny5E1u2bMG+ffvw6aef5trHwMAAvXr1wvLlyzFu3DgIgoDbt2/j8OHDiIyMBAB07NhR5T1//PEHSpUqhStXrqBGjRoflW3SpEkYM2YMevXqBQBwd3fHTz/9hFGjRmHChAm4d+8enJyc4O3tDSMjI5QrVw4NGzb8qHsRERUEzkQTERVRNWvWRPny5TFhwgQ8f/4cAODh4YESJUqgRIkS+OKLLwAAffv2RWxsLA4cOADgzSx0+fLlpcL75s2b6Nq1K9zd3WFlZYXy5csDQI4lIJq4cOECJk+eLGUpUaIE+vXrh0ePHiE9PR2BgYF48eIF3N3d0a9fP0REREhLPYiIdAFnoomIiqgyZcrg77//xieffILPP/8cO3fuxI4dO5CZmQkAMDMzAwBUqlQJzZs3x59//olWrVph5cqV6Nevn7SGuX379nB1dcWyZcvg7OwMpVKJGjVqICMjI9f7KhQKiKKo0pZ9z2zPnz/HpEmTEBAQkOP9pqamcHFxwfXr17F3715ERkZi0KBBmDlzJg4dOgQjIyOtx4aISFssoomIijBXV1ccOnRIKqR37doFS0vLHP2Cg4PxzTffoEOHDnjw4AF69+4NAHjy5AmuX7+OZcuWoXnz5gCAI0eOvPeepUqVQmpqKtLS0mBhYQEAOfaQrlu3Lq5fv46KFSvm+TlmZmZo37492rdvj5CQEFStWhWXLl3itntEpBO4nIOIqIhzcXHBwYMHkZCQAB8fH6SkpOToExgYCCMjIwwYMABt2rSBi4sLAMDW1hb29vZYunQpbt26hf379yM0NPS99/Py8oK5uTl++OEH3L59G2vWrMnx4OL48eOxcuVKTJo0CTExMbh69SrWrVuHsWPHAnizw8f//vc/XL58GXfu3MFff/0FMzMzuLq65s+gEBFpiUU0EVExULZsWRw8eBCJiYm5FtLm5ubo0qULnj17hr59+0rtCoUC69atw5kzZ1CjRg0MHz4cM2fOfO+97Ozs8Ndff2HHjh3w9PTE2rVrMXHiRJU+Pj4+2L59O/bs2YMGDRqgUaNGmDNnjlQk29jYYNmyZWjatClq1qyJvXv3Ytu2bbC3t8+fASEi0pIgvrtwjYiIiIiI3osz0UREREREGmIRTURERESkIRbRREREREQaYhFNRERERKQhFtFERERERBpiEU1EREREpCEW0UREREREGmIRTURERESkIRbRREREREQaYhFNRERERKQhFtFERERERBr6fwDmwRakd6R8AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Practicing the Values on the K-Means Clustering by using the given below!\n", + "\n", + "--> By, using the Training Model.\n", + "\n", + "--> By, using the 'Elbow Methods'." + ], + "metadata": { + "id": "MOHMkXpqyhNn" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Previos Sklearn Libraries.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "from sklearn import cluster;\n", + "\n", + "#Inbuilt the pre-defined values of the Libraries.\n", + "import numpy as np;\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "\n", + "#Importing the Random data sets values.\n", + "data=np.random.randint(0,100,(500,2));\n", + "print(\"\\n 1. Total Length of the Data are: \",data.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Now, we have to visualise the data randomly!\n", + "plt.figure(1,figsize=(4,4));\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 464 + }, + "id": "Hb5yiqmqyuqa", + "outputId": "71d5cf93-2e62-4638-8eae-4fd447614832" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Length of the Data are: (500, 2)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to train the Model.\n", + "#Proper classifications in the K-Means Clusttering.\n", + "\n", + "km_model=cluster.KMeans(n_clusters=4,random_state=5);\n", + "#Train the Model to become the Trained Datasets Models.\n", + "km_model=km_model.fit(data);\n", + "#No, labels present hence we have to print the values.\n", + "print(\"\\n 1. Center of the Clusterring are given here: \\n\\n\",km_model.cluster_centers_);\n", + "print(\"\\n 2. Total Number of the Labels are: \",len(km_model.labels_));\n", + "#print(km_model.labels_);\n", + "print(\"\\n 3. Now, we have to show the centroids in the Graphical forms! \",km_model.cluster_centers_[0][0]);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JeDWOXar0zej", + "outputId": "dc9ce7e3-6ffb-49a0-d673-f0d237adcf1b" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Center of the Clusterring are given here: \n", + "\n", + " [[77.45901639 73.52459016]\n", + " [22.07142857 27.42857143]\n", + " [70.78688525 25.26229508]\n", + " [25.60769231 74.74615385]]\n", + "\n", + " 2. Total Number of the Labels are: 500\n", + "\n", + " 3. Now, we have to show the centroids in the Graphical forms! 77.4590163934426\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to visualise the Model to show the values.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.subplot(1,2,1);\n", + "plt.scatter(data[:,0],data[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "\n", + "#Now, we have to show the Output of K-Means Clusterring!\n", + "plt.subplot(1,2,2);\n", + "plt.scatter(data[:,0],data[:,1],c=km_model.labels_);\n", + "plt.title(\"K-Means Clusterring\");\n", + "for i in range(len(km_model.cluster_centers_)):\n", + " dx=km_model.cluster_centers_[i][0];\n", + " dy=km_model.cluster_centers_[i][1];\n", + " plt.plot(dx,dy,'kd');\n", + "\n", + "#Show the Values Finally!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "Q_UXyEoZ1tsa", + "outputId": "949a7f71-ddff-4697-8f18-c3799f5b151d" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#By, using the Elbow Methods.\n", + "#Now, using level of the Inertia.\n", + "#Inertia: sum of the squared distances and getting the best optimal values after several iteration when it stops at certain values and cannot reduce the values after many iterations, it means that value is found to be 'Best Optimal Values'.\n", + "dist=[];\n", + "k_values=range(1,16);\n", + "for i in range(len(k_values)):\n", + " km_model=cluster.KMeans(n_clusters=k_values[i],random_state=5);\n", + " #Training The Model given here!\n", + " km_model=km_model.fit(data);\n", + " #Append the items in the given list.\n", + " dist.append(km_model.inertia_);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qlIn15dO2cxH", + "outputId": "43486ed0-f620-4434-99e1-15da8eb0d40a" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to visualise the Data.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.plot(k_values,dist,'--kd');\n", + "plt.title(\"Elbow Methods\");\n", + "plt.xlabel(\"K-Values\");\n", + "plt.ylabel(\"Sum of the Squared Distances\");\n", + "plt.grid(\"on\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "ERpOIRO13bl9", + "outputId": "95a958cb-3132-4c93-8f70-c51965c53c58" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Experimentation: 2\n", + "\n", + "--> We, have to perform K-Means Clusterring in the given Mall_Customers .CSV Files." + ], + "metadata": { + "id": "nnHHw7g03ubY" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Libraries.\n", + "#from sklearn import datsets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "from sklearn import cluster;\n", + "\n", + "#Importing the Normal File Pre-Defined Libraries.\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "\n", + "#Now, we have to import the Values / or we also import files by using the google Mount.\n", + "path='/content/Mall_Customers(Practice).csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "#Now, we have to show all the Values!\n", + "print(\"\\n 1. Total Length of the Given .CSV Files Data: \",data.shape);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");\n", + "print(\"\\n 2. Complete Datasets present called given below: \\n\\n\",data);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "om_IplNu3rk6", + "outputId": "57df4eda-b11a-42a7-e54c-4257958297d6" + }, + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Length of the Given .CSV Files Data: (200, 5)\n", + "\n", + "-----------------------------------------------------------------\n", + "\n", + "\n", + " 2. Complete Datasets present called given below: \n", + "\n", + " CustomerID Gender Age Annual Income (k$) Spending Score (1-100)\n", + "0 1 Male 19 15 39\n", + "1 2 Male 21 15 81\n", + "2 3 Female 20 16 6\n", + "3 4 Female 23 16 77\n", + "4 5 Female 31 17 40\n", + ".. ... ... ... ... ...\n", + "195 196 Female 35 120 79\n", + "196 197 Female 45 126 28\n", + "197 198 Male 32 126 74\n", + "198 199 Male 32 137 18\n", + "199 200 Male 30 137 83\n", + "\n", + "[200 rows x 5 columns]\n", + "\n", + "-----------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Data Informations in the Given Mall_Customers.CSV" + ], + "metadata": { + "id": "EWbd94BS8lw3" + } + }, + { + "cell_type": "code", + "source": [ + "print(data.info());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "v2LUz8mh8Sef", + "outputId": "de4c5d39-f134-4796-97b0-f63eb4148633" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 200 entries, 0 to 199\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 CustomerID 200 non-null int64 \n", + " 1 Gender 200 non-null object\n", + " 2 Age 200 non-null int64 \n", + " 3 Annual Income (k$) 200 non-null int64 \n", + " 4 Spending Score (1-100) 200 non-null int64 \n", + "dtypes: int64(4), object(1)\n", + "memory usage: 7.9+ KB\n", + "None\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Description of the Data Values in the Given Files." + ], + "metadata": { + "id": "e1UAw6lw8vw_" + } + }, + { + "cell_type": "code", + "source": [ + "print(data.describe());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_OozD7I98ufD", + "outputId": "5734e4f3-e18f-4e1d-902b-b5aaec473181" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " CustomerID Age Annual Income (k$) Spending Score (1-100)\n", + "count 200.000000 200.000000 200.000000 200.000000\n", + "mean 100.500000 38.850000 60.560000 50.200000\n", + "std 57.879185 13.969007 26.264721 25.823522\n", + "min 1.000000 18.000000 15.000000 1.000000\n", + "25% 50.750000 28.750000 41.500000 34.750000\n", + "50% 100.500000 36.000000 61.500000 50.000000\n", + "75% 150.250000 49.000000 78.000000 73.000000\n", + "max 200.000000 70.000000 137.000000 99.000000\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Using the Elbow Methods." + ], + "metadata": { + "id": "V27coUcQ87cq" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to show the relationship data between 'Annual Income (k$)' and 'Spending Score (1-100)'\n", + "import matplotlib.pyplot as plt;\n", + "dx=data['Annual Income (k$)'];\n", + "dy=data['Spending Score (1-100)'];\n", + "plt.scatter(dx,dy);\n", + "plt.title(\"Raw Data Available\");\n", + "plt.xlabel(\"Annual Income (k$)\");\n", + "plt.ylabel(\"Spending Score (1-100)\");\n", + "numarray1=np.array((dx,dy)).T;\n", + "print(\"\\n --> Total Length of the Array given are: \",numarray1.shape);\n", + "print(\"\\n\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 545 + }, + "id": "BirLzXMa9lVd", + "outputId": "51b99217-e8d0-42c3-bbf6-18bd40bf57a9" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the Array given are: (200, 2)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Using the Values of the Elbow Methods.\n", + "dist=[];\n", + "k_values=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15];\n", + "for i in range(len(k_values)):\n", + " km_model=cluster.KMeans(n_clusters=k_values[i],random_state=5);\n", + " #Now, we have to train the values of the Models.\n", + " km_model=km_model.fit(numarray1);\n", + " #Appending the items in the given Lists.\n", + " dist.append(km_model.inertia_);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ncR6k6ia-v6f", + "outputId": "6eac1c81-c0d3-47f9-c809-dc2025665b6a" + }, + "execution_count": 50, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, I want to visualise the files of the Given Data.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.plot(k_values,dist,'--kd');\n", + "plt.title(\"Elbow Methods\");\n", + "plt.xlabel(\"K-Values\");\n", + "plt.ylabel(\"Sum of the Squared Distances\");\n", + "plt.grid(\"on\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "hE_0e41S_Qxy", + "outputId": "5509fc37-9faf-4c21-974d-2edb41d435ca" + }, + "execution_count": 51, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to train the model based on unsupervised Learning.\n", + "#Classification of the given Model.\n", + "km_model=cluster.KMeans(n_clusters=4,random_state=5);\n", + "#Training the Given Model.\n", + "km_model=km_model.fit(numarray1);\n", + "#Showing all values no-labels are present here!\n", + "print(\"\\n 1. Center of the Clusterring are given here: \\n\\n\",km_model.cluster_centers_);\n", + "print(\"\\n 2. Total Number of the Labels are: \",len(km_model.labels_));\n", + "#print(km_model.labels_);\n", + "print(\"\\n 3. Now, we have to show the centroids in the Graphical forms! \",km_model.cluster_centers_[0][0]);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qQ50twI1_3Uj", + "outputId": "b0ce899d-2f7e-4c48-e35a-7f8d7fcbcc02" + }, + "execution_count": 52, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Center of the Clusterring are given here: \n", + "\n", + " [[48.26 56.48 ]\n", + " [86.53846154 82.12820513]\n", + " [26.30434783 20.91304348]\n", + " [87. 18.63157895]]\n", + "\n", + " 2. Total Number of the Labels are: 200\n", + "\n", + " 3. Now, we have to show the centroids in the Graphical forms! 48.26000000000005\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to visualise the model data.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.subplot(1,2,1);\n", + "plt.scatter(numarray1[:,0],numarray1[:,1]);\n", + "plt.title(\"Raw Data\");\n", + "\n", + "#Now, showing the K-Means form of the Clusterring!\n", + "plt.subplot(1,2,2);\n", + "plt.scatter(numarray1[:,0],numarray1[:,1],c=km_model.labels_);\n", + "plt.title(\"K-Means Cluaterring\");\n", + "for i in range(len(km_model.cluster_centers_)):\n", + " dx=km_model.cluster_centers_[i][0];\n", + " dy=km_model.cluster_centers_[i][1];\n", + " plt.plot(dx,dy,'kd');\n", + "\n", + "#Now, plot the graph based on it and show them!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "rCxSd9oDAZJ0", + "outputId": "4ce2719f-af71-41ad-8659-4defc21b83d6" + }, + "execution_count": 53, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Image Recognizations." + ], + "metadata": { + "id": "TvwFC8ApBT45" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing the Inbuilt Libraries.\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "\n", + "#Now, we have to read the Image Data Files.\n", + "path='/content/Flower.jpeg';\n", + "data=mimg.imread(path);\n", + "\n", + "#Now, we have to show the values of the Data.\n", + "print(\"\\n --> Total Length of the Image Data are given here: \",data.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Now, we have to visualise our image data.\n", + "plt.figure(1,figsize=(4,4));\n", + "plt.imshow(data);\n", + "plt.title(\"Image Data\");\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 339 + }, + "id": "v1efclHoBNbd", + "outputId": "65def67e-bc1a-4a6b-a6b4-1733210de982" + }, + "execution_count": 56, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the Image Data are given here: (2592, 3872, 3)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import cv2;\n", + "newimg=cv2.resize(data,(200,200));\n", + "print(\"\\n --> Total Length of the New_Image are: \",newimg.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Visualise the Values of the Image Data.\n", + "plt.figure(1,figsize=(8,4));\n", + "plt.imshow(newimg);\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 418 + }, + "id": "ioIISxvGE94D", + "outputId": "33546e74-26e3-490b-f627-a8099628fe42" + }, + "execution_count": 58, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the New_Image are: (200, 200, 3)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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ilS4CblENHRhj266gtHcSVxp0G7gotVSk6DVQdC24KsWcalCA5gNVOOS1BiAvGIMhTi/GNKJqtXXPCrSjrWN9ZYxMqZvh3dDVKJtS1oV+3uitRyGmFcSVzQvTFNgYIyIrqYVynKiHBVkqmwxECqJCV7sWHnruzEqhSyBrxWtu4I5Zh96grfTzhp87cgG9COPBsfuOrwU1obgwTYVSK5NUfDO0CHUJWxLOUQNvVaeYRUHHjKF2LV60qePzgENgbGKObCAjjEZdhNPtxHRb0aUyXMAG03BkOH04Y3WOc+O991YO++cL/PwH32HrF/AZk1tEZo61JkwiGEqRikoFKVFIcc+UPuFAv+TJGFUEE+jUgB+yYPCrL3+f53rm73x64vfvBmsTai9sIzA/2ZMKdwaCWjjsPQIdZjDCyBQVqlzrJFkPFNbWotJdSmY9YTQpNW72MHxrgWV1i0p1d8YA67H+hJLQQBYo/tB3gdFKyc0+TVG8khL4rYK1ineD1bGLc7kzhjdOLwXRCqVQl8pYO631rBjnWs2POajSbNCjVhZpsDhanZULd1250fcYw1l7Z3hnEqEyYT5jVmi9s9mR5oVmKy6KqFHZ6Fl06tLAOmV0pFSEHnuvBJRStDJcs7iWhVCDB2u4dqR2ttFYJ8MZrNxj06AW4DRndA8+V0opHKbCsBl3o9bG8CgYuQrmJaGNDm7pdH+IxlFVr15XF4VJnkSn4YK1FkpRylIpVSMVLvIkbbT0xlGAcYmUw32Eh9L8b0kkVzzT5zCusbH8mlmZZLWbwHIMu2Lpe2Tqw7Bh9N6pQyPVaQ3vQTvoayxk74ZeHNkcNhjnjneLylbP6qTCNX3zx/PT/bzMUCPwPbc4QRXchIA54nXfMS8cRsfzK4o/hmwGm0Om8hrcH8yiuqciaGK6Em+LD2cMo1rQkGxYpGgSZUAVxUWh7BGsQFVkMkqN6N4rgXWVLLrMUaWus6Jlr18I6o5pnr8bcx08O3ZqiYi9VjjoxsfHM3/qq/f82sOJ+ywixmbYAaY90d1N3WM095ipOGnWch0JksZ0KfCV02s+mj7n3F5y9/2ZTxLDkSzUXHPX/MaJsDGKQTv0Ep8PErDMk78LKDILKmMgRkANh8JPfqXz8AC/+bsaoNtwMEU84SGLYuFO08lUBlG57oMrKiB7ih9rRp4WHRNSKFoYHuk8naAItVi7VIvgoUThA401gztuI7BCAuOMdwwYo6iitVLKjFPYzFlGMDmaWdyXvO/mUdhqLfEfy/uZdGlLipVj9KzsiXcawRAoCOIRGLiRzgJMAicN+CGMoUngjl7CETVvaIUygUxyXTtWA4rQorgq7hpp+0i6UBZ8kbBHbmBRcfxjj7c2jrUUSJCYU0EPis6RepqCTMo0VUqt1MPMVApFBWpgaGbg1nALCytlCp6aGeZBI4hCCkSI1zAqBclSSz7couGsJax/ALyKS79SJVoEbEwR6NDHoJ/PFCuIOdY7dMObsb6+BP7ZBR4CtKfBuLQ859g4pQjzkqmFCFikeiLhma1tgFCYsNYYYsxSsCKMKoF/YckjjPQUb3i74P2CbyuyDnRz9BxB01hBLk7pJegpuam1KMUlq/wGQ7HubNvGtFSKCsMbzAtSMmKRiI5mVYYMhhhymOJ9utNWkO7oLJSMistR0WNFD0qtRkkWgPljhd/NOE6DD247dQobcBgw7p0ff7byV//MJ/y3//r7/PrnwhgD0+APajAOo7q7G0gh8bNAq5RwqOYdZUIQJon4uxblSwfjmy+/w48cf5/365f57rc/4jftWS4hRwdPcmi/IpKGU7SGgzXLZDFYA03jrCYLqpUBRWfMGmYNHQvzMvHyywf+tX/u9/mHvyP8G791w9gcH4L6hNERH1jfoli0Y92kK5DcuBaFiKKSFJ5wYFbBs9ov4nSLBX3QqJb7IHiq22BMjm4VR/FqTCWc3lYrNWk9OgZWCiZCxzmIUBR6hTLPMAuH+QUorAMqK2ZCNzhcoQbofaM1ZztX6FswCmqJW0wwCcwH5iNZBQ3YWNPQLNQo8IxwGlrBVDGJPcMwFjPO3uiygm7B8SnCcEMnCV5jptRWIhUXCSNYpAYfWixWlztUY8rCbptmrHds/JCNY1mCyKuHgh4nmDxwg7lSC+hc8KoR4i4nxIKRZkl0xZ1hmot9sPU1looIOleMztnO6JSYRNxGXJy1OrN3ihV6KVHUSC8cRFbHpKI+UN8NcGAZ3iSiwma01pDusDmjRUWRcxgXumAXYzSjt5GFAgBHkg5kHtVws0HrJC7k+GiMNQyxjw1GQbYSGGzRKHbkefsYJLDAoGHbhvWOrwPdBr4N1vsNLlDWgq7gm0ZxSIKGVAkPKM3R82BMyZWsxlgMkcI8R4UTUaSe4jOs0yhYeuNlqQycbgXdttjEPYCJKsJhVk4MqhluyojqV3DTfAf/heM08fLGqeUu4q8D3N3D6Bvj/Bn/sa/9Hj/27CX/5re/TIk8AKcSzFfNqMkRF6rsTE8BLPmEM3hGMcwY8GI685e++i3+xPN7jqXzfPkeh+kFRV9grYdR0EzZVKOi/4Q3uRsqoUaSZcaMYkmbGuXxXg+xNACRofyFXzryX/zPfomlfY/vfc9hXOPeiFiSOvSF0HAPm4l0H55kQmmcJSOgoopLDS6ahhtxjPO2UbK6bZeBqyM+aKcR71VgFGXUINiXMmJR2ggsFJiniVordVJOp0o9TEHKnycgcO1zPyNuFIPlYMxUqhekCePcufv0jrsHaCL0Z9F8IJOCQdHAfQ92wacJKwo+Atdl0GyLgAJFJIy6esvIcUA/o7ZRrWHWaYQjPtaGa2GzKBIWEao5kya+mbc4HpTS6fHcDIZaYKjDqXUOR/TDNI4yCzIrsghSFVcHMbSWwLumR+NYksDlmZ54knUtI4W9gisJSqNJAB8ZR8jjInaCF2mZhgaJNkkC4lea0BBw67i15AJGVCNbhPB0wzdLzCZ4jNYcX4mq7TDGaozkxe1pFuJBeg47GZQfG5hF2uK7sfUgrgd9TpFRUIl7U7rgNQF+y+o8FtHuFjwIX4HtMa2XTZGNAPaHxMJLvmZEVBEdSQeaRXV8PH4VK7iXwJwoaLBLgyaljlePhz8MmwMn9g4k31EJrramSbC9AplcyN1IihZqNQ6zXtPiWmKhmjl9bXz98Jr7XtnhF9CoLrKn1Ynv6Y4RRnImbpkf5yL0XPzAXBo/cvsDbueNijPrSmFDvBFgX3q3hGOi6JFRRnBorsWgPTKKH0XF1DwiSsmoCCKa/rGvV372R+GXf6zxe99ygloaBiw49GkQ0xDGfpXrJewpu+cHXmGEJ+cpssMh+S+Bn5mHs3AnsPItHm9fe9jRSnBrRSilIqWFWc1uHhGhqlMnoS7KdJiYjzN1mZBScWLfmBnFo8pcE7rCFR/C2IzLQ+PyxugIWqbgGcpOu4trKQJdJPiMkd/jDJprFIwICA1x1I3h0VkTeyvI+55/h3oUlHbMNv8VhyIFF6WH93pEKWTnMexFL8+uOs0k/48/3t44ngo6K7Io1IKr4yVA+1qFeVLmZQo8ZbSszoIMpeeFDcZ1feu0BEgrjV6yk8MLw+JmleKQwKn1Qas1O0osqnY7JWQEXWIbDbVOHR1tYCMA8anXNC5G9O0prA05R+dL38j3dC7bllilXiExFU2MDzCjby02swrbeYPV0U3xOe5HnxRmgVmYJe6HqNMkFnZFuOTGn5LozXDsInAxpDnTeYYLsIbhDcaPMGny5HwkrzFxpUsPHO54pLbkPTKD1MD33BFX1MEmoRcFmZi2NdEiRy49UvQ+IiI2oulMI5KvutscwTePCIvCdFCW0+BwtFyUUCdhmpxtwPkML+ZP+UBhrkLziBoO1082hPqU8w8Y4h2RWDHdw7yHkYiU6aAPfOXZ71A4M3rQx+q4p/ZXFOswOqMH7UNUKSW7TxLHy5ya0QbTNKE1HCGaVBQzeg3ydW8DBhwX5V//V17yM9+8x9u/zzQ1al2QXlCPlH3YCN5iDY5lH7Yv4x18fPw+MbH9PhTxiAzLFEW9pKJgATHUqohnRtZyIw3h8tmFuVdmn6gnp6CUaeHiIyAkoJbA9MtcmG8q03FGbk7c3Cwc54mtz2zbRm9rVN0lKV4SZOruivVKu3TuX220Vxccp7CgBnKscFSGrJgE37KhrBhVojLtLjwMZRY4Vui9IQgLMEbDbDB8cPFO80bVTlVh3rM2h+KO+gZSMSZmPeIi0Y1kUWxQjCmJ5UJhiqCabVZG4sBvc7y1cZxO05UIWqtQCvik1EUpVamTEns3UunsKqJZDwxFQT3iF0tvEBhLLAJ3fyTBSqAVkgTWSQtunWGd7h3phnajWkZuHRTNRO1A2cJo9jaoWRGtZUbT+17sjrWvjK1hLbtinvDhgD1uBLKiKQMdnTE60hyzgZTAhdwc3XKhHyq+Ba9vLWtEKyoM1awYBq8ON9pIbzkMbQPbBJpSHshC0d5pIBmlhWfHoFhsWNkcSomq3D3oNDHJQpmO0e42wGXQlehSwCmlBJleBdfs6jhF/4m3Dd2T30lginZPusfCFGdQo5ijiqkwL41TjXbNvdWtTmA9fFG7wPvywL/24/8+/8dv/zTfejgyKZgUQCleUI1MQM0wCU8/WuBHkkYj+LXO148b37y9MNd+7ZByh1/9MefZrfE//3bBa8HnyvKciMBUQZNf6Yqagyu6CKLZgaNk8Socrib3VjMyPKrzk1/5hI9fbJh3Js12OxuMHv5XM/02EZBw4kbihHthMs2hQxL0geQPXhO+vB/FYSTpRX3grglLXagu8fP7QZOIRps6pRZKqZSpQEDiFAlGw3SYmG8OHE4Lp9sb5nlBy4TilLZi1pA2qNWZJ7K3XFAKfRPaGS6vGg+fXnA3DmrMOLVVvCtDnaHCRRsqsCg0ma97ST0sQB+aSYDSzeg2Qm9AGqowSYmWQsnswQZIiVZ8orBq3igW6LRb5aIbiEV3j2fApTWMp8CkBRkjOuN+mMZR5jgxNEjc0S9bKJNQaxhI2SvRFg/eHYZfSRGZMuQmYGSKF8tBss3qEajPDUFUhqODxbDR0S2qyNYl2uu6oxqCC5NOaNcQGuhCmWaqzhymmyzgDYb2wCS8503OdP1qFq/B+HUZR+VxMHrgWTJGpDEWP1MNzyxEa2C0S43sUNCgIl1vZnZt9J7Mbw9Ri0ZwGbcw+B4fFX6ER9JwvkWS5g169HdrV8qoFJsoNodww4CRbYmmkh0PwaFTrVE9HJ0PXhi9GJ+vUXEXJPqpk06Fj0iFRHCZIFMUZqFOylT8esdEguVSahiLbcCxNH7l5ff5m9//Oj/gOSJz5pSKekkitl3vOZmiesIngULHHfjy4YEvHx5QGVduqzt87f2OTg2tFYoiVSmHuqcA+PX9Bbplxl4Q7+zMA9lTNpHsNY8fffBc+MaXjS89e+A4D4Zlp5gQfFYjsO7EUCNNzj5xduzR97P9g7srL3k3lH5NtSMHf/zNfV/FflBwYVwcSnQg6RL3TLPIowJqULSHlsEh6D51mTgdZqQsuFSkb9kC2Sk2qHhwGyXwbDOhd+ir089Gu++YD/QEsuS9FcVq8C036SzZ9NFLUB32tDgias/7Y/RwH+EuZASdiWBNXKv12RSi+qR324JjqlKoUtgsyOVVs8tJAvZxYlGqVtTlD939/6DjrY2jTTX6d4vhhxH8vjpRD8E9mlVZtx6CEcB5DEZ6xDLCkj8VYoiIJiKBDUsMUsA8eVDZ5TIsaC7W0WHUeyjd0eGM1a50icN0YJlmjvOMjZadAbBMLzksJ17cvsfonbZl21oDGdC2numLUEYLY51iFYFR7cx9ow3DHwK7qLVSphR4EKXJwMWxte+YMCoh3FBKvVZMEadKUDmGWaQCIyvTuWELIIk19uFMEnznZoETVk0MyqAZ2KUzycQNN8xypHKg9jkYBjhnG9HfrnG/fTeWk1IUnpfBf+Gnf4/v/8D4P/y7z7irBfOCzDBbDV7n3m3jhTo9o/eO26DeCvUAtbTo0EkYea6xunoaSZHBjb/ha9O3eD03fs/+JHWPBjUdgEPX3RHFRgkLUdMqgLrzSy9/m59673uBLyf+qQ4f3LxG6oZNHyNL8h0be0tRGGJVShW2bcM9WuRkb+vL4o2446uhVhCDboO/8pfhX/1PK7c3nd6clnAYlg4tO5F2HytA1YKUmk7FGRbPvOweRDR5jbFWhg3ElCiNhFEdtCgsZlqz0+EWFqwbrQ18q7B2ZH3gplTkWOk3IMcDpVTqrEg1dHaW58J8K0wHZT4cQA+YK5fLPW4bjA3xC0UqU1kwmXGrjM14eOicHzqcBT+D2WB96PRlZHPghEyCVKg+cIFNhWUWxlTZ5kpNLHobFvyD3XoHkx18JE0waD+GYl5A5nA4wNL1SonrNCYqL+qJ/vAmVK1S7KkUZZmUNoIM30ePOkA9/HCN45BGUUFrEJC1KqWmUgehrNLaRt8GfhE6GanMgmXaMtUSBOUE2bNTG4jeVgluSuAGjeAiGnjXkELqRr/vdMvCwyW6Q6ZMvcWjMm0tqBqHw5Hb5x9wON5we/uC0Vf6tuJjY2wPWF+5v38EkS2rh1EISEGEHdQnIgGzkfQjj/RenFIzRVDwljZEw3OZDlz36DkLU9mBAgQm5bEmNA2AuUcuZHsEG69ppuaaG8TMo1pfFrCKWkVHQXtgpkOyi6VqpMzDsMUzqs1CSBGmMvHx+/DV53BzhP/936j84C6wGlrABqVOEaG6xvPTYCscb5x5iSqljaQ3JaaTBVRqDSd/eQO//KVXvP9s5n/zu0SXD5KUqD0CDCsZsODM3ormRGHO1Xl+uufZ8X4nLGTxDgqN2YSlFC6LYVbR2fJ6QaJPFBMNyTTLTiyPDpkqqTTkjuvAmye00TkdjRc3xlyd1uN5ka2B+zOMa97pQuQaCqO4t8YFNBAnvEe8e2SzF3/6CGaGXCNJgCiU7KB9H5FNmVm0u7qjKJfXjak5ZsqsKcgyFWSZKIuwnCaWw4nDfKKU4zVFVcLZ9WHUPbMoEagMh60b693G+nrl4fVDNC8wsBVKC6jLkgIWVC2J9/MBVoMD2h2rEZ37fq88VLfEB8jAl0GZK1qU4SUxc5LVGwVPLYp4QXyOLjAc9Y55Z/hg8sLoAe8VvTAIpS4R8AzO3uZ4+95qGbiGdlqtJVKmkionCGM4vTd664xNsRKJkEiKLyih0kIQhZ9kT9l3mqsmDYN08Oxo96zIWhv0hxHpyxDkIlEdn6LtSkak8TacaSks8w03ty84nm453T7D+oW+Toz1zMObhfVcn1QpM+TJVO7JySVOmETXRHNdyMKQR1X4mkplWp2UC99DokSTxBwL9cnk1u2pY2BVYRx53GweqewgOhri/EhOpzGGU7MiHVXyLNKM+JxonUv1otGx4lFOtnLtxS6l8uKZ8MEEX3pm/F//gfKqFTRVimLvViR0tCI9ymjseOxMs0fhoLFnj1ejpU5SamC7wDe+9MByfMP8rQ6E8MCebMbnpBtRAS8BeTCy3c+R0jkuK8dpy8yEx2qvDYo3nh2cyxbFH7FwFJT4+/BP+TzMsRaOTomUzTIi35diEedL7xkvnw8Ocw9+ILAX0nEYFr3M11RYSM3LrPA/yeNEH5Psp4fo4yvmfm2GcMt7nc9c0nibh2F0c6yHMxeUdt+ixVM79eABnRwKZanUQwnMcT5QpwXR4BpHGtezUmyJJ4cqEFkp7wPaudEeGtvDivWQCgsnMRKeGrGXLarUZob3ThfJ7rQo6OlOudA9fczvxfAJdIrn1a+E/j0Ak3QmUXFWr9CTUD4ek3PBs9oNrYHLHOs22RfX/f3HHG/fW70odSksS+Ewg9SIPkaXYM1vG9ulBRUGsp1JaO5MatTqNGvRC4qyJvhcBcbocbN7w9dIJ8twymrBS1yVsVkA9JskNhcFiz5VZI4UxuiIXZjnmWmZuH3xHi++9BGn2+c8v33BaHe0yz06Gvd3bzivKyKfRtvavmKznS0EencrlR4swgFUQnBXS0oijeBb2pViFCnTNrJ3OvLZxFsjHcFBpFC1oCLMJdINI4xVcDyh0gJtE6X1Tk/sTd3pll0z4uCRYtWHNTbLVvdLQWbFS2eUxihRuS0V6giIYK6F5yfhRjbWN43DzUvmS6Wde9yS7sgmaA3Kh22dUpxpGnzjoze897xDmVJ5Jpyfpk2SBtMcS2gF+pszpX/ON8u3+dS/ygPPrz3UIcURD0LQDM9iuRcpHOvKB8srjtNGqc5oj8uzSBSA1Iw/+4vf52/89sKvfXsOYnDQ7xGdEsOOZ+ADmKJQKMBmRIuZhUiJLvD+jfA//avKV740wkblJt+1G80jOrc5KWgeIh4QxaU6R2tfb+MLKXdY0DBARUM4BDGKGDOFbu2RanTdy50+ekBN8Kg3asa4QL8IkwOrgXW8NGafmZ4dmG4WluPM4XBE51soC44x+kbbVi4PD/TtgtiGziFOIjIlDU7RbWJ9gPVhwDqwhGdK7bRao1CrxsjWzIsNKkKplbG2wCQrzJvEpp8Etx71BzWUGZ8KjQVlQ6Uz14HIjMiEWugqDNfs+a4UnWFzrAnrJbF1jDaipmDu2LlTdYTu6lQpTrTT/jCN43woTFO0krkOzENHbjRh9MHWGt1GRDMZQYnYrgGMOUwErcGEK5dJrTNayEPJZtiWrnkbSCNEF9bB2DxEBBrR7jce8WpMsNZQTX6iVrQuzKcbbm6fcfvsluenI9tlsPrgrlbmOdS6SylXj1PSmohqiOvubYA8gdP3UDN1pyRDnZILeVh6w8ANgoTqe2T0CBtElBHlhKim7eUGz2paRBjdQczQTP0k0+6641Y47tnjIRq4riSONnYIYNB0o5UVKzVpWI84nE+CalSbizp/7icHX345+Lf/HhRmik4cyi34HFGEb6ADnYWvPb/wYu7xWd13sCxgkhT0kAystUb7+OSNP/PVb/PXPnvObz7cXiM6IVrdJBn4LlGeUwlA/kXt/PKLV9zoCt73gOpKlRk9MoBf/pGN794f+I3PQow5qlvRNuZ75d+i4dhFg+vpBB6sQXlSgdoby9x577ZxKIZtgWUF2T+vk2iRDauZOo8ZdWreiyfWDXeniPLzvzDx879Y+ff+Pw989lnn01fRax4Sd9E55lmZLXluDE/qWtKD3MFl9yFx/1bBJLrI7GD4IVxDyJJFFbtqDVFoU7beWdtKaytuoY5TtQRcpgAhNHFxYetC6zCGYdOIIlANoycT6DFrBaKU0alIyJdJxS26xIqFmLpawDJdogPqMEI8pVulDkEodHuAaqDB0dSEXEI9KRtoMyvo1ZmmOVgJwOT+2BqaknXWww7p01D+H3G8vXFclKkGmO3WQ7JoCN6gd6O1Hix3EuORMFSVXcp+xxpS8dp7KCy39ijdv4YXoDt+9lSkgbYm/jOefHlIoO2LwkaLNVgE0YkyLSzHE6fbG25vbrg9HrjQkdEodWKeJuZpjkb4TFVLmZMPV1IMYjBGv4b+Vzggya6hcB7YqSJZSAgi+/7LO4a1A0y7Qgw7RmkRafWr7FQY5axWpUippZcuV0K9a6pJX0Gs7JPVgpYgoEdqYfTR6RIioFFT8WxPCw6mjyweJdfwn/5m48Wp8tf+YaWyMJUDB24xK4wR0ADSkBm+cnvh2RRG2IfHpt2hCgu7RFattUDfYNLGP/nxd/n7l2/wDx/Gjr6xg6+eebkjyQ0NhenntfELzz/jVGIj79HbnsZbpro/97XG3/qOUA8zRR+f3xieOCPBukgs0JDrs0HS0RS4WTbeu+0cS6d4RKYiBMzzJKWPopxFMafKNS3eQeQdNrHMRJ4/U37llyt/5a8smL/h7/2684NPwzCBRO+vRXRoyYBI9leev++axmEcd4wX8E13ZAp/zrVttahQi6KlUHIUyDCnjR60trYFv1hL/J7uTyUitpUo/oUkgeOzITqu/fgyCXoIQQml0JpRCZF5U42gphlqoQNaBvTJMB00OofE76spZUThzziDGzoFZi8Ehq2y61MGA8aLM2qnpnHsPige9yhgkoAMxoDucsXEf2jGcSoFkV2QNkRtpU/Rt9w77dywxA0g+nPFA0AtvoAW1r5mxOnYWKM62w09Z+/xBtJbUFi2SuuBH461JTArVwBHCGxodGPoYJmSSzWM03Hh9vaW2xfv8+LZC57d3HBzWMKQuXM4nsIApqnWPbV8/h6Hw5FlOXBZH1jXC+fzA5f7cxRgMvpQiT7laV6ial1q9A3bYKrK2gatD5YplKKHWW6OxEzSuLqBlwwCeg/JqmTw751EZpZcM6dva6AtoowRTmZPJRAo08Q8Hai1It4ZrowB54fPWb2zMqjDcK+Z5izReRASe9QJTkfo7bss45Yy/yjLdEv1I8VusBHtj4vOiK1ME7x/88Bpsky/Yoe6RgFSevzrW1znYYFLB2FQL59wtDtuZOWemZBD66iEUGnM2MnuHInI9mY+86Pvf5tJNnbtAPFHIxxGHj56T7m9FfSgTLogLiGi4NHXW7rRWwgVFBUk+ZLiFbUkLPbBf+6fafyVX+yctsgEdYKtJRYZAWdEm9OgI7gmXUWjutYzKEAU7x0twssXhX/jv/+Mb3z1gfeffc6/+BeM//O88Gv/oMazHmDdQ2ABUBO69/CvoyC+Q1GEQ0rXvBvhMsK5Nu9MVrGUfLC50ucSyu70KCRZY93uWC/3yMOZWmvMX5oUL4VOueKbg9BJ7Aykt8AQtSAHmA4Ty2Fmmg8BNSEsNdZKG8apGgmno2eBdeDtwngmWI01cilh+KaHQS9g6hhHnI3BhsyWY1AqHIxRPFt39ubKEDFGI6symXHXUOTfVnw0Jql0NwZP8JgfhnGM1CH4eaN1LNQfQop+hOK0ZcuWeKQEkpVmHyOYIGu/GjbZFbc3Z1wsBR+imOAGbCMXAH+ow2BvMQvvbekVOiFRFJ6llBCenaYY5FWmibLLeO01Eo+zqdNEnQ88e/6S5XBiOhzQ80yp9wjQLg33nkYuIrRpqizzTKkTpU4BZo/BJjBszVbINIZGRBH+BHh3Uph3l0PI1i0sU255bBVLrpn7uDZ37BVPRbILJ4eOXe/Tk7R+y2IMPQQ/Z5CLYqdQcvEQ3EssFS53xvPS+As/ec9vfOc9Xj9MIcyRKemupo06x8lDjccjotojuZLPfzdcQrxWNGzP+c75+vwJ64sT/6/Pv37Vc6nXbb4DC3EscuFQLsw1rNP+DEfWE6698OIUb9Tq1EVp9BChMEU7wYgoabRHkvl9ZOFrYBp6mQc23j8NPnrmAe/snNH+yGoSsuFmynMVoteepN6MiECxiAD/iV8s/PIvFH78mxvPbwZTgfffg9ubuJgdisIjdc8QIKGdvYxgSQOLvehJZt9/Yy9SMfYsImYA7Sq+NQuOfQweLhfa5YyfLzFjpwglZ9jsbZuWqWyVAWXgGsoAqgGX+B4eJt9MdJcRiScp0oPDSvTOa9MssuZNCeA22CgpNcjIe+FC64NhGzo7lmm4ngtMBpNRphnQaIIommiXshNUA/6dcK1ZcHrKaf5HH/8YxtGvaePYGsOE5ka1kAS7StFbCEGo7rZLMW2IDOw8rnJb0ge+RT9zvwzoivSSQLzhaYAfQezHQkdw9uMI6adBGxvqSqEiGsZxmipTGsgYwKU50GvHuCI1npcjh9Mznr/8EtPhRFkWyrRQ64S4cf/mPiJDN6oWSinMy8IyH2L6W3JVdk/eexjrXdnbLBRCRCUGfblcSa8hUxXlXMs+cQqR2kiSyZHEQNNIZsUTkasQge4UBc9cU1KeaUDfnNE75hu2y5LVgq/BzfQaoL9K8ikv8LJ2/sovfM7/Yv0a9326VkrFo7VsqOHFOM4hnOKZdl4jyNR2lMjAo1afKegYcP8GfvzZd/jg1Plrn3/1OjhrlqTBeOLW6QBP9Z5TfaAUi9Y5SyeZZHl50vQgfWMqznIsXNoaVXkTSmbYFKGaYGZ0a5RcZKYW2oQ4700bz+fBzeSMHp9HT+O4R0GEgYgqSF6fZlnJHenBLZUKZRH+o/+Rwr/0n6x8/MEZEWNY4flz43iMC5bEzIW4R5E2pnZRwikhqRYYqWeVOESDYz0FYiColzCOU6Eu0Skj4kxmDDd6h/v7B8b9A/4QLZh+COPoEmW/fAxItuPJFBijSRDgvThMhKr8RAxTSywwqFGdYsaQjuBUF6hTQGRPVNJNBqWP2MfYdZ6MDGFcAhMtU4K4Wpio6CzIUSgnYJpgmULcJbF7txXFqCWKPaKFrd0x0sG/zfHWxnEbK21baevKeWvgFbVQA/YxYFuDm5gwmI2IJMMRjmgdvOzCDI63ngwCp58jRBQ3VJLPlCrTIOyDmCCoO55q0Dtfauud4dEWV4rjFKTM1PlALRrtq2Owtc6lNVpbGX3DxqCWidPpGbcvv8SzD79CmRa0VG6WiTdVWNuFUie0t2vaGOBgZTocWZYZRegtxkSoztTasRHjVecClBKyUxkhSi5g0RI1Wg8KRSklqVHQu0OmlvtneupDkrBmYI/GjRYmlDEa2xZcMxVja4PeRuAzq2NtoChDNlwGOjd6L2y66xhGYUkFZmm8kE9QfUWXAlLphOSVaY8Wr0V5PoXYsAjYmsyQArWFMakVxuUxuisFbApaz9ReMfdBZSTk4Izsyy0iuJWMko2/+MFv8xPPfxDG6ZzvlQVtb0Gi99S2uL+HD+sDv/zBp/w7nx3YOtgYnGciomrCILOAOjPWcGwy4s2+/HLwP/6XGx86XL4X/jibwyLQmaItMoJ3hwUqNelSIdYKwFxABx+/dP57/3rhR39k4+P3HtBiBCtRWSaYJ6fUHacMoybWwrlKCcJTboduiplQxDApmNh1MuFwjUykQDkZ5RDaqpIZDqLcbY2xdfpqnH/wGnu4wNZYlqDYeHWORcL4SVSAmxirNMotlOcKJwltRYnzqqUwzZWbw0zM7RF8XXE1TIWjGzLFDdTxgAGt18BdPLDZdYzozvGVIZGa+2r0VrF+5O5hi0qzC5c2mGbleFO4O90xHSZOL04wK0MDp+8y53oWJh0UGTEqIbPFH6px7G1jtEZvDespQ0Z69kEOpiJSuagwBN8pwyd3hyZJXA1+GQky79U28KsAJul9duO4k6E9U8Y99bz6tizP7y1DWkLWKOZ7BB7YtpVtXVnXjfWy0bYWUeY0My0H5uUUaiYSEmNTqczTTK0RlcmTKK1OMW9FSwgD7KktHiIBRSVUSeKsQ2yW6+mSV3a9v49KRJlW7vcDrkWda0rtj5nz1RshIQ8nPSvkg94sMeER0X03bA2P7+L4IcfFzpHqyIhnmRMe6HfGjz//HDPl1779XkavQb0widh3DgHqxyvJ9NP3Ai5P0us0vCUCgJjfYxtfq5/wfW54PWb22YL7rQJHzfn4eMf7h4dYM0HLi3u1R6oJv7hF5PvhsvGzH9zzt18fomnAlKI1CM9qDIjILKN1GyF48v6p8SduB19/CeUN+D3InPBEMi12WmtEt4JOmmluXGACUAjGz/+k8LPfFH7mx+HZbUQyUSB/LM5FOh0K+Duo8JgxGdeVsK+Dp2sA2f/iMc3XhG/y36KaMnuONKM/OP2h095corPGoBzCIEo6OmGHNRyXGFswLYP56OhJ0RJtfqUWSKFZlZJFdGfSQh+Z8aQjEg3FcZnBF9jCWKS/T7HqPrIYpEl6j8r1PpMHM1iDH9zwYEkMwadO0SUEtydJfqmzjXG9DtFsNtUfsipPv6z0ttG3DVuDd6bF0CFYF0aKb/oAenRpyAgVlT6Su+ixgcfY9e72HXA1fUF7kS+y2OWaQ8MYI3++W5jAONx7pPxjpLJxCdRjjIQBGuvDHZeHOx4ezjzcP3B+OCNaqfPMfDiwLKcg81pn9aB1nJaFqe4VPA0vOVXmZabWCZVC90YIFhDcLaJFcBNN/CnRAM9NI1nIFL+mL5R0AE6097Gn/sI+13gXAzb3qwpMQplhk/q1hIm1lW7RgXNZW7b7GXaJHS5tYEvwxnpVNNsprUXA0xrcfQ/+7Fe/y49+8MDf/fazpMJEV1T3aOCf52g2uQbUewGGP2wwS0aVlOA+rmfw1vml42/zt9ev8Wr7ELFy7Rs3GRRzZje+dHvHe8dzjrXIFH7k1Y5HA+wD2j184+bCy2fO/+5332ftyiYTk0Qk5xptTG4DUsbOx8D74Jsfbfzc+50DsQ9HFnk8740pIesmj7hgmQu9t+xiirWuODIN/hP/7Mxf+tOFL3/QwyERHVW2EXxUDwMo0qLPWYPJcYV9dtMnjwZQPAZc7c0Ce0so5IzrTD99T6XV2doKDcpm9FdGv2tsn54p7tQS3UFaCOpMonYxytZBDdPG4djot53ppaKtozNMU4FaGDWEyGI2k3MqM4wWrXvZ/FFUguBNiHXI2felH6pdbmxbZ87AZqSH2BWZxB0dHe0VurO1zmH1EG0pnTqdMnOrKIPVjHsLHmhweDpeopr+NsdbG8fz/QN9G7R1oLYkBGNM5iH88FCDRjBIZWrSy3sKUsg1dYprDqBqzxrJzNl9jw737bVrxe0R5R4t5pFYi+ocQ8lLznG2znq55/XrMG42Om8+f82bV5/z6rMfcP9wx9o2pEoUa6aFIo5Yw8cF71vSeWKEZK2VuRSWWphLoVQh2OhRD+wjvF5s7IFbpwpR0RNY26NIQnSaOHhQYPY0co83dvmNp0x+eeohMDyFQgfQmlG0wdRYW5Q2xJ1tRC9vFego0RXTsdUYHS6fN2YvLCnl5APqgKVGlHT3bfjaRxdeLorzGkPpKOYTPdqWOEzZFmt7kYOQ8Lfr48PuCayzJ/6mmW4rLKXzc8ff4PftxD9cP+IqzKBQrfLV5TN+/vQtXtQ1uk4u0B8iciwlMMDWYPsc9HlEPmODw6lTbgSdDtSuVDobRhelx8QzDKH5YNo8lJa68y/8svMXfwYefoerw9iLaj4iirT9vy1ZBNpzyKPj2ihV+Mr7wr/6lxp/5hfh6++HjJ9Uy8gsbpjl9EIvhhwb2IxZ0OJqrQExjYrTnqQK0euve5FGgufqhFGSsi+RkGPb1sHDXaeMgbrjd87Dq43tvrPdGadjZVoKsoCWQcGQcmJIxaQCjbls3B4b4zSYXxRuvnrL9oPXQJCrF4VZBu4bKjFM+9IaYpXJj+hwXAddOzPBvuhTSB7jTrddZAa20rNtMHryoz9dQaagMXlmPi2eWfOKj4JelHmNtahFOdYaFLABXo2tGroGkX9+wjv9Rx1v31udIrDWg4QZHizSY98cLoI3eUyrUmeRPfzfSZlPbNwXikZO4CX7zywKGFebcI1DnqSiT/88CbEQ0WJvjfVy5vxwz1YUG537+zseHu5Z1zOtt2j0r1O+Vyj+iMU8l5E8R0s1oL1qrBKDmIo8VobFjcdhIX69nl2EQZL6cyXuPrmmHU+N1rXHHz1NlR4v+Mn7P0m5zQwbWQTKSBUnAfu8LidT+zwPHFsNu8BYH5/VXkRRAxrYxZmXxs9+/Ip/8L0bPrkLIniMebCoSmcatqe2V8YBRJfevrf3NFu4ypsVcWa/sHij+gj6SOaNIsLz6cI3b3/AXHo42y3fb49EU/SVlue+32KH6hZdGhGbXTuUXCSrKnJNy0/F+fEvD37sQ+fj53D5bnyOWrTxX+/8/Lhe7cnXXi4X4P3nzjc+dn7lJ52PXgzmIil7x1W5aVcVEGBZ4MV7zpvPnGGJye/PcYek5HFVXNfOk5UQ91XimpL2Zg3GakGzyzSf86CvG9ai+FM0lHO0RjEJCeoUWkKN3DdEI7qcFmU5wfGlMu4KPrL9NAuDewBTVOjZ4ocVRMq1YLsLpIeamKQmcXyu4NTou0RcgpCf98xz3jUGbc4HjESFvMRnqOu18LbfnalnUi358K4E0T/+eHtVnk6oj1iKv3pMcuv3I9Koc6QZHkTGXDB/gBy9Z8IJnu0P9Pq4fcftwG0fEBWRxKPh8MT/omrte6XRAoRSr2yXlfPdHZ9/9hk+BqUovV14/dkrHu7esF0utNbow5iKIj5wW9m2c0RWfaP1Hr/T2uOEQECKUrQw7Qx9l8fJfeZXLNYhGP0W1zjV6DXt0fJCLIWSkUTM9Njl02KDRztiLeWqN6n7WMt9Q2QRy0anDY3iUUjgxCYzQ3vj8vCASAnlpL1f1RzOUXVeFx4xxxanpx2WAm8+henFxn/pn/4t/id/7ev8P88vI7r2FfNoI9wREN+N1W4M95R/AywiMSAVUyIyMIsCS2mdAxsXlselq/D+8YGf++D3WAqP6yxT6uHxmmxQ8ryFxDM7jAc4mKEOK9GJkW0KOYUSpBt9Mz78YPBX/3Ljpz6K2TOlxd/3DfqZpKsAN2mAkwmw7wtjIBJ97j//jcav/JTxiz8OzmBYdsvs3UMW8m8llOZ4/wX81E/A3/pbxtaUqsLwwfCwJBKWg17CCcuActXuAfdQlqqaxZDUHrCz0O+N9fMz0mccYzycqZuFETkszIuwLE6dYjSvZpahEoTxPiQq+EU53M5BVfJBu5toFw3txCJXtkRkf47IFJxCi3GoQji3jXL1NCH5lmE4kcKfGHQL3unMRC3Rt76VJASb09yDIbBArQlzHRZUJooV5g6jxZ48dWjeGTrwm2eYXBiyvpXN+8eaPqiz4FVY2gzNGVsPXHFka19/LNHv+NoI5nRGhPIkPYz0QhOXywQ6PGwa1r0iTfKWnD/gL/8AX2kv3Ly5e41Mynw8BGFVYNsuPNzfc344c7nEgoUAjFvrtMuKr/dxzqOzbo11XbmcH4LmkH3DU4kJb62vaC1ZcSb6OUe/4oN7OXWPDsTj/OpUc0Fn1Jc3y3II2d62CIKmGGxIvAevTSWMc3RzREQaOpONdVNKsZgVDvSthf4ke8wRnRJYePC2DXr1GNa0R/WdoN5sUbnefg/8DXz4DTi1HzDfv+G1Pme1xmTb9fqcjOgyghtZMJGSqSlgF9CbeK3oo3HsG/zC6R/y8c2n/G8///NsI3Qmf/LwLb5x+AE3S0IuI1P0h9xPE/gljK+dg/qmgR7QNuib8Wc++l3+zuvn/HuvXuL9UTpONefTjBj3ezsbP/ujg3mF7QcwPt3XVIyw6VkRrx9F0DnG3i0SRrJoYS6DF0vjX/gPGX/qTz6m49c9tH+T+0Mys/j4S8I/9YuFX//1wvki1whcRCiE+AYuzBSsj9xjLTl7lo0DoLuYrxh9GNoXdHX6nTGLUItw0Ak5gM4SalZHgYOgs6OTIFNhWRamemSqRy7DGbbRh1JLp2qnj8YH3zzQL0LvhWmaqTJRdEJj7BY2V4qFbmO7DHJSA6NqFkhSScijv/+SwcdcTrFejWijCfAz2j0zgp+zoEiB43wIA5mMAh8wLkJvMZ52Pd8zvGHqaD3QZ6XV5a1s3tvzHOPuo1opPTEOl6tRk8yTHzHFOK5MlHyT3ThKfi8iX1hAgSHm6/hjMTZ+yGOFOj3UH3hfd2fdLlzOZ87395TsTtm2lcvlwrpubD0fFpr8vE7fNnq7AJ5CGivbtrFta6TWJH8sQ332eReE3t9IIrrZ4NqPfa2y72UXSZJq/Dss9Bvd91gzjogeI0LfowaETIcfX9tTdiewRek5l1clA9qYtKZP3mOnnCvQhqPdY47Nnjd2INNUNRivuRZZPj5d+JEXnb/9aom0+lF2dM/6/lBavW8K8aD6SA/4SCQJ4dGKy3vlnkV7wg8hLvD14yd8dHjNPg/JRhhYX+N9x8hosj2JTgOWwzrYcH7i5Ru+1xd4zRW73glVQlzbj3w4+IkvG89PsL2G/nkYwrIrxHhEorZxjf6u1WsjolBxXhydX/4x46e+Bl/7gEeogkfoQUji+m4ggZuD8NUPIgqT6yyUdFapzON4jt2NfWaeJPDcILI/3ySjmgRBfHSLJoCthTh1VXSKjK5WRZe4RimBrccM6Jm5HpjqEcoWGgrdoggrSr8ZVFPaRTg/KNMyU7JTTD0HqElBUqasa0uyeopviOOqhKoVCVH1azCkEhS1fXHFLRyP9zL/z697gOsD8RFTE/sae7rdr9hITPhmhWdT8JLf4nh7yTIjFXdnvDg6FRarrG2LcGcu9D6u0dwTaPFqBEnjIn/AmAWBNf9K9jnQEUWOvHmBPaSp8WyrI3Cp69hWi4rX5XxBRZnKxH0Okh82GG0w+mBdO8MUkQl3aNuFy73wZq7s4gfnu3sezvfc372m9w3wHHtaUJQyjLauMe5y6/St0XtjXR+iMR7J8Z+RhlRS0m44da6ZITwhsxOGS4XkbAqq5ZHNn3N3JSPmWq8uJ6Qf3ZBt3aE0BhI9rAS4pzmgZYwcRSoxhlM3p96HcfQREZg9gD8AK7TPYTvDd38H/tLPOr/6k4P/yv9yZUI5+d47nilt+q0rpaunQVyJ2fL3UFZCLShFcBHYNqg9CilSJopPHHD+7Me/yYeHu0eaziXew0N3Is5/5zreE5AAka62jGD/1DdWvm0b/l1nSqMwWpTN1ZQqg//qf3zln/rRhjVovw/tu3H+U4U6w+UM7SHOb8pzZsBlQG9O3YJH9/NfN/6HfzWLjtmHfe3umiJiVoko1Mdj4HCa4csvQiyBHKaWYBJDBq0FTBUE7xAWibbELOSlurXsqXtVZA6naQP6Cr2cKQeF+YbTpEy1wDShZaOUjtbOPE3czAvvLy8o8y0637AMx+2CdWXtMdLgxbFxd7xn3QYPFyXkwGNmUUSPynBoWhmlouK0TVjXwG1cYJQC9CfjSULjgNEoOT3AmMMwO1yFjYem/w29R90atYNPClsstN6h3620tfHwOuhK4JRz4/jN97g9PXsrm/f2mOM8ox4y41fL6x46VMTwn+6hsB3qIfGQY45sbn+L7oeYjhbl9Gv0eE1HeUyXddcitGvEFUcsDEnisnkQqOOnRt9Wzm6M0ZnrjGpysWzHPzupygco27biPtL4RNp5d3/Ptq60bdBGp6iy1BopqzuXHp0VjrCtG9saKewYIcClEhJOQqQAVUJcteNsPcC34O7uEXKqPO+IYhaBdtg+Nkv8LHrEH4tVNsIDDxUK+/TGUEg3PFrCckiTOlx7yj2Vuz0nBxqwRZprPdS8FXKxgd3AQY0/8/E9v/Fw4FJrTL1LO13mpL98DrqkoZIsaDjYXRjf3EdxHRpUoNYA6/yT5W/yiT3jjZ84lc6cBR/bMoW+D+Ob9aC4I1lUIXmaZYZR4nf0EvjhJIbqhKujxRkKVEPnCy9ujBdHYr3mZ4jEOfUSauZ24VF4Ij/z934XPvmeM7vzX/4XB//EzySRO5d7zoHKfuYw6N0SfuAxI2rdeXPOgg0hkGHm19+RrlEgk3yAYkG70ejn3p2kC0iNQIWTUk+KHqBPhDhEyVbRQ8WnQlELJatiVFUmLcxaqVNEj4fpyKonxojxtFKCnzmXSpXKthiHBdxnQjBTo24ANDO6OqM6g+AS62SMEQ0H4slslBh1rJKanQOGjRCmufI7SI9CMAy6g03IKMF1VKd2Z0tcamyd85uV7aGxfdbpa9DY5jvHx+f0+4e3snlvjznWkMsXE8R3vsDAg3iPmFCWiFLYQonHYS/lXRcMj88SeJJ67iH0Tu8R/8Lr+8/yj56+GJ/zxAiPHpP0mnWaTtQ6UeYFT37TlcAuYZR6Dx5kzagWh8vlHMK9I6psMSu9ZHocLViMiJR7i6ix53yZqClldfAPnC4EPouQyiJc6UuWRlL26zFPy/N43+RJVTAvPCgORJVxl/H6g8yAHevY400nOxyE60C+Peobl9jAgXiG0Rz3QaHRBX7uw8an35/5Vns0jMCVRmKXHYYJ3HKfd+1rGrb0S8KTtEjiufyofoub+oJP9Dmz5EgBeCz0bPm9PfnaJcSMaxvkjj36Cjd0vnJc+eRhpu/MAYXjYnzl0HhxtCj4nMMAezr8LrG27UgOyHpcjmbwne9EVPkjXzb+3C85P/3NJ2s9oYidVK0SMMA+iOtpymAOPaGbfPRxXXtoueu5ZEqPgkwSu7dIGqW4dqkGB4XjFJHiAWyyXc4GBKwqPhWUdh0SJ5kya3KIJxUWVfCJTqd5ZZIooFRinN1cnKKG7YrdyBUmqhb3rwtsIwo6opXWOt3AhzM8Ahrf6ww7Id8s+d7tKtJC68RoZ6E1Q4dSRwh9DAn4wIdFx92lsb7pbA+d/iboh2MYfgFmw/zC2xxvbRxvjnNs1g5aY8VbS5C0A5cRqWBTxoNhZ8dbxjxPNmmp5Q/JlGvRxyKG75JLAZhL4imPWOZudPYtnuUa61dDGdzcSOGbrEzTzO20oFkZdoSJgpnThrFeLoze6ectiKoKvfdk90dUPE+VeZpQi8+vAmvrtGG07cLa4gFMGnNZpgJ4dgYAa7YIMixa4xC6XG9LXt8jtnntRsn3QJVaamJRMdBJiMFeWrIjYDibRbuRuTNXpRZlRrkOm0YxFEM4VNDDoN4apiRWA5cfxMaeCxxLTEDsvwd3BtP78M//CvzOv+v85u+kwd03bNKR+gb9ElXjaYLxKm3zKSPHGF1y1Xm0fI+5OD/Gp/zY7afojXCqjyCTXeJvCYQjxUkimhuJRYqlWo48puzne/jVZ5/xUz//Of/Nv/nznLeZWQqbGL/4Jzr/nb+48vIQhvH896F/GpHj+BzKEudpAuUG6rPM8LNS/W//LfjqV43/0X9r48MXMZH3+kCJe2jRCcd0iuLN2DKK9iuEzDI5z08eIxtGFGGwLbDv5tc9gDvlMKOnir8AOVVkKeGghsTedIt+ztuZ8uyAT8aYzsAlZly7MEQwCU5w0ag0j1IwsoOtN7ycESvMRP6/WTRxFEJc4jDH+ryZNi5DGQbFQ51oeBRp96ibMpgHaC+8uaus3Rmt416iENk62xqK5tsYaAkMom1Blnac1iwxXgk8vBveLLpt3NC2hVjNaty/WukXYzRjOzdGi1bm7a6xNmX65Iv25z/oeHsl8KIII/pGVa9dHHMpWI/+S+kewpdDQ3xCPBZwtgdqptLungO0dmA5Q8pdJTQd5i5z5KmGA3tEtnfF7Hils08t3H9DPFoK57kyzRPLcgy1HRW8B0Wnt872cL+HbqEvqbEZ9mqymyUhF9RTRktgUmWTDFd2ciqS1ffQH3TftQqTN+hZZcs2K7NMu+EJX84j7EnbH4IbmkbdrhiuJd4qGnJYUbncKcJOVRB5LAw9TanNiba56mEUMxKV9E8174FtGY10aN8DfQF+Cw9v4Jdebnwwdear4mxu9qQD2YBUy4roqIXBqZd4P/KzJH9lj4hIEvrp6NGWmGm19yiSjDPY9LgsZSRFKHu5sTDKhTRCEqyPk+W8o6J4MW6XM8+XM8/miG59hfb9KMb4Gerp8bxtiyq7T0+SH4Ff/UX48Evw/rPAIkXScF7iOlQfizr2lI85PV7/funRP50FlzEC6nBBc6QGSsyMf1bx24npwwk5TMg8sUwzvY2YqT5WdJkoNyeWZzdQjaoT22Vg3hje6FYp7rTrvJe4V92dzY21O7V0il6isGfRxCE5c1ylJLRjmCqTeEw4HHbdtN0aKp2ig7lmdIfBHMZAd0Wv3qENvAujabQP5gClZrHfzIFudItxLNJCElEHlC10CMa542vDWqh8jS2ClSvmS0ocXvw6+uOPO96+ILN3+RcD2TUGYRJFqtOcCM/VkabIyI05ov/ak5oAGRFdo6Ms2+32MSOmK/tRCEL405yGHYV7xOv80Zrk63GUaWKaF+bDkcPphlIUaxvregFZ4f4uP9uJORqSobxeLWRJoqsknchjiWQU95i+uuzYYLQ+eUqSIXDIU4tWr0ynk54QhnGXJ3sSaO9GS8h2yb2ST15rGsf8iUGo/4hnpXu/JVGd1vz8a2p9zZszxc3UrORrX1Cj+TyLNQ0e7uHHbjo/9iIM6fU55e2gx+/JXum1NG57pbnzBcFRJYzYnn7ONYoUu5L2bhy9ReT1hXO2MJCSyjyyF2kyvZb0M1OHUzWWYlwEPro989HNylLy+jYYnwUu6mtEerY9fq4DPrP3GSACP/fT8OIZ3CxPnptlhNtB8xpKScgsmoqCSH5NnXcnLAFZGfiIKYR7YQ8lBl4dCtwU5FmhvljQw4LMM8tyRLaGXUIjtcwT883CdHsTBG4KbbuLfntrDJui0MFElbwmT1qbOW04Wx/UsoXKjYdxjD7nZGzguErqCMQK1B3XRoCOSA/Bh6Sh9WJQQ1MTieu0PvBmyS4QWhc0meKNaCc2D1bPGE4zKE2RoYwhQUNbjfEQIxF8OIwo5kYDR9iKPTsfG1j7IRvHtYCooj5Hm1IVdKmYFxjGUTbaKlgVdArpJBMJLGPzED3onaoh0661YL1HdCUxTMF8n8NyhUdyc0vuv8Q1Mjbbh1ipFHqzR2qLhypzmSaOz97j5vYZL997yenmGVoqfdu4e/0q09KI9IYbA0017V0qTam1cJyVuSizTGgJPHO0mObn5qzDQ9JfYPOY+xxZtV93/KpBAt82o0ztagC7hzZfH+O6rIa3R6x2mtNIGkK9UlFqNmvvykKuRhk5k4CgF1Ui7Op2oZPjE5CgzxSoizAtxrP5kQqiJY1VRoDjHEZNHoBLREWrwukGTofUbUyjkJQ0sCBOeweLFlv6Bc6fQH0In8SWqy+jrbzdnE5w2N93t+ISvMv970ZimtMURqf3MI6e5PD6yI+O6LGBNufPvfgWf4dn/PWHD/iv/4fv+emXD+EkVrA3sH4vrlEGjLuk3AC6Qj3C/NFjclMr/PJPZ/pOnqNn8Hsf96kdQGvejx73YHTQI48ecIR//tZ3jPVijB43ZIzEnM2RgyI3QvmqUp4L5VaZ31uohwNljhT0cCgsp5l1E+pcWW5njs9ucFG2ccQvZ/rq+MNrllmgOMUXlGhCPXBCTaORwxt9OFtrSCnJsoApFYOQgkvnOmuaGOp1McVzdkuQyaPFuNMxMUSimGPS8NZY1xZyhXlfRq65LZIxvOmV2rMRBUbvUMYR3WY4LwHhrTFHu/VUpLcRMoXXYAywCBjezizG8fZK4OkyZRdYEDLJy8hvjhYh71EwmE4xx6KzD0/X7CUNQ+AZlovola9lT9Ln2DT+CNhfD/kij/JJau7X0EViZkadmJcDy3KMtHqaw5i6MU2VrUYuFJVlTUUe2JV/VCJirRo4qWUa7e701LE0M0wkKQkZv+YGioX0GA3Ha3o1BpFaP3JDVXhy/Xtf3qOFiIgoDHnZw6odqyUi0uic8euY13Ay8lhlZVdvEaaqYUjm1BFUkJkQd8iqte9VYCIiGndQjrGQt3F9JPFPRo1jJdrORwRKvitTQVScz5ESIY8QhhBR6OEQohSSGGY+5OAyrtDu8hyzCyYD6Ovn7wUZ3w29xu9OBj9x+wAibEx8cOgcE/PcfgDbd+Pc9oi2r3luCS9MHpGwE0a5hN7Cdcy59cQ/k2okHkbQPSPQzAp0r2XyeN53D/Ct70Bve0FjjxiD2VxOSnlWWN474bcVjgWfOla2eI9SAn7xwXRcYhJnVazGxMgJpc7HEGG+JEVu9KDHFEBrMB3yhCy7n7oVqp4AvY4a1us1xDobI3D73gdr79e6QIxKHanonjNcXNhMaa64a6TSHVpzerdQ/R9pGB3GNU/LomsW06Qbvhm2DsZDRp67nmrCS9eIMW0WmrCAP86F+uOOtzaOdU/5xFKaaCc0W75ecOuQ0/b0BFZC+FWsQKoAmzlYDGN6pPE8tgHGPXhMvwOf1H2P8MW8Mx6S75SeNFw7F2yqlWVeWJZDjKNM4yclIsJSak4HjOiulBrnYqG4nd2hOSEQLMHpMI5BvPakJ+2qzJ4qv+4e0XGeX/Ay43q7c/W5UZ1Lk7XfDyRGnSbWuPe/hl5BOJG9K0KQTB/CSoSytV8Lm/gej8Z/+GMwy5SEYJlyESmwcCU8jyc4Hg72APIGpg8jqtr6kwUi7FoaURxJwzU28OXxcdkWP/eUNbM8NZUovC6HiMauFWzYEY84p4eUSJMs5DiPg7ZyL+3Xsve2790437xZWSYoS+FZDcEQHLbvw/a9cAi7QR4bwRktBIbqhCGRwBePpyf+K/jMjEvwQmWLiLGc4v7ZGtcqGjtuN5T7Y7l7gN/9/aQzZfqqOU9GijDdVKbnldN7t7STMhZg2nBt0QddZsQHqp26nIKSVgQrBZVKdWGaT4xxYTsL47p2c/wIJbH2OCnzjWGFYYXKMQuClUKOlVCy6yk7rUbQ3S7Nrs95YcPEQuE9C4jDhNWEZlkUHDG99NId3zzlDPdnmYPG+KJdEFFoDpthl0HPVHqHuPbAxp0nJPFYSJIwBk/e8x91vLVxfNgGpSrTdMC0EeORlUVjgVopiFQU4bQcuX9zx3ZeQ6mlGH6Js5UGtOwlzocxTZp9xx2y2BIR2BNy+P7PFawKsrao7JkkmkrZcynM08Q0LSzTwjwt6HykjQ23gfctq1/OUgV6oVvIIYUcdkUdisZYhUd6Eez9naRG5DALAQsnHpzsEXYglM0GrfcgYef52X4xltJkmg78CW2nSEQm82ni4691Xn6p8Xf/NrgX5jlCmL333nPIQEmq0h5LjuhBiwiAkP83Cafm6tRlYZ4bN9NIaSogcTUfwCUKSTV7jf2z7Gf+WnAJa/nCHo/rSgzQR6TucsxK88q1w8XOaTCCi02dMlqQiBq1csUVr7W6FsZueU7cLAtjRNJ6bI302bPIo/tyib2PKNw2+JnblV/46BOWyaBHJLp955H43S/xHkpwh7vAs2+A1IgMTy/jfJNAcD1H6cGp5FVcpxwCWuwtotDtDOUZ6Ino1vBYyuLw/d+Hv/7/gLvPN0bXq+CzVqeeCvP7hfqlhem9W/zFAV0Kk71mx7u9hXCzWafqRJ0W5uOROoW3su4cygEvRzZi/OnKxJBC8Wy7HLEnRY3z6IjOHHRGxCjqzCpUPYRT1qSdjQgM3mwr5+2Cb0u0Zaph0ugWdqwPC1ZIH6wXaGejPcDWlbUL69ljwB6S2hBp3IixGYqzCo8ww6iwCv5gYFGYbX087j/fawORJdXUaOid0MzcBxD9McfbV6uHh3RQcjZi0NNjyhbvVhFV6qFQm2KmtJlrNwC9PEZYRq7k8JRCGKPQqIu4Kqq0jykpeEZB+8/3Tpvk/mXu+LQBntwgcvVClm1+PbQefZciCG5VkKJ3lmIAwpqEbDVjp5rv6Xy0+sU9SEFmdsaa+a7kvYtFcP3bfdfvJPCIkOx6PY4wz/Dnf/WBL/8J470PjZ/40MEKRVpEYRbRxu9/0vnslfK7v1uuNJHHWFEez8kdS+ezq+KoRidORCnBY9zVta+GJ/uH+10Yg+UMHB9pd/lB7G3wMoE/7KkN14iOEanreIhOGXOuYz1rdsxc1/fjBcR5XB6NbI4niSryzqG0J+ewP/PdgKU/rZqpew3BWfd83zcBF/j6eEHbSmgmVtDbuC97cSXuW0aMlsWcc1yXneP8bDfYqSI01qh4U/iC5Bme2pl3RFFG9LrupQrlJOhpQo4zdpyph4oviqwVH0Fu9rHBlfkQDAQrj9mIFwMNBR1NkNTcaVLpGhFyQDDCpBO1GlOp0S4rIRI86UIpx7yxMQwN6YlHClsLucLorFZMJXB8d7opw2LYmGUU2W2ijy0mGfq4ZlWTxOzrGNKWD1RgFo2iJYIOwYdg/TFafJQ5zGVjhiHXrBNPlS8PwZe3Od6eBJ6qLWIBOqgEMVp3srd6CrCVAPpbDeb73DKNEBjBLbTEF/YUWSRMjmoM49oNT9HC3j2zH7tphCimkOlHqL7G72lRRENWy9LwiTVE4vsxNsZojNFo2Rft3hnESqm5wIZHVKbu2Y3hV46mQ0aNqRKU+cBIuk5EUWmc94pyRhnXTiB5bL8zH4/8z0ytl8X5T/2zb/jKV+HlB1k9zvVSNNru7h7gb/w6/L3fmPj+92e2LXl/3UBqbpBIbQY5P1xKyEGV4Ehqak5KicIDPQyFbxkoh/IZ611s9Jt7kOdZ89hTXzLF1Yia7PtExJaRnHjgjHYG7tNwpJGoJ5gnmA+Pj/NpOOotUvpxB+0NlEMune2JcbbrPro6692I7T/fuZh7hmwGPET/+HgNfo7IDo1Ib1Sim+dF4Id1F8zY37cQYgpn2N6kkb0HeRbnMu6T9L2n1vnBu8LdTnEbHc4XwX0nYUeVSyeozzSN44IdZ+ZDQWdn7TWqvZbkyd0oCQx1enUKElh/8l5Ek5bmUexZZaJpdAHN3ilSmOrE7ZJjfkXQUqg6M5cbtN5krWHFPHAHc+ij0rvRG0EQl5jZs6/1bjU4iu64d8yVNqCNO8aIwVquNaEVZ5SoZ5SkyBlwKDU+SxzJwhG7HuYeaDzRNAh4KdNw96ujfOyq/+OPt6fyXDreR2BQS0k3LLHg4jfQyamzh/LKULACN6Hk41PMNakaJNJ2P64zqC3FITR5aPi+eP2qWrPbx50cXvb5wlldjhnNsTF6tudN0xTajK3RWgv9yRFSZOvlHF0wW0wkixjYkrkiHOclU/0N8TDSuLDl8PNOkKaHBdXH0vLpNSRxpqnEbGAzamKEJqCpTTeypHUNrCz+O/BFZZqFr30TPvoIbm9DaeY6iyU3/JeewUcv4S/8UuNf/suveHUPv/Ut+J/9r+H15ye2dU7bsKOcA9eC14L5ROsPnC+f425oBbmBegt9Af80z83zcY8wjnIf3MA684WiiZRIiWtGf7bB+km8TgNpYHfAHO+zV8QleYKHwx9Yc2kYfQXuucrilUzZvQYuuhdDfE+h7fG8r3SgxAV3SpNkFNs+S5L66/i9cR9pb5ni/tJhegaHF3B8mcWI/aEldah40ID6m/j9WQOdaa+jam8D5psUYvV4D9sj3kFEVOnERGJ+tWikg/OxUm4K5ZlQn4EuoRY8Txvdp8hwVsvoa3CqwQ9VBJEYWuXJLRKFqd6CXKKZoT+qk+uxBk6rziILU5mZ6gEvB1RvKNNLaj0lznihExM5Q5ZMaM25e/2a6XRgOk6cKtkXHYYKK5RRA8IagwstWgzdH/UjVWjVQwxZnO4L4h1h0MVxnfAyR2fCamh1zDV51coYkS7XWtmTM7ceIhii1DrnoLwfclotzcAl6Dl1xIhLL9cRoSKFWqMvU+YJ6hrvPmnqS6ZE+kzw3NbId8SJmS9PDKObM+xp8+zjenTfq7K5I0msQlKanjxHYnfYGNjojNEQ81TgadeWPxu72kd0B5AthSOrXwExGk+Z4Q5hDHdytoe32gHgPfT5QqCf4YzuuKWAuuYsli/8Yv5tRKDTQZgXYgCS2LVV7trwQqR6twd4+dz4YIXTAv/Mn4ZXrxrnB+fhAt/+jvDpK8AL17tnUBgcS2MXgqVmZ0gaB39ivZV47aqAsxvGPP8rFVW4itCaQd37rDWrwA+ZImfldkdE/kDj1I5RXEcjXNsGM+JCuPZTP+2t9v2897u5P5c0WkpcQ7+H9QfZLhlMqjh/i7dyzyLRB2EgdW+Vzch2rBkBn2G8ScOfEaFkKt0f4lTr+yBJXZK8p6lMxx62XwuRErPUY0aLorMiWYGOrCjyey2GWrRA7FZf6t6qt4/oMGxseGrJuezFr0iZRcYXYB4wPEvSUiaQGdEFkQOwBGIuBoFisy/DAVxaR4ZRDFpCaZEKe7YDwr6tDQ+VfNVoe82wX7II5ju2Ev+B7XCeaHif2ZFZoqYh8HQUtaXa1Y4Hu+wC0Hl9P+xqtaxhIAylzB1PnsSQ6MsUnTnMlelQYZlheoApPJ0n27VOSp+Dw1W2fYyiMU9zzJmu8bt9dNb1kuLaDk9EFvbweeRrksN4NPEExUN6KaW1rTX6trJtF2RE3/V6ubCuK61tMXNmx/yGg4ZRumzbdSF3D+FMbKRgRtBxRIJ3OKwjRZKW9IiF9hHRrGrO003aUPDLI2oWcXS3LBny7+8zbOAFylSZ50LRFeuO9aDZ7PlhaudSgJdHePkN+Kn/PLy6W3lzv/Kb34J/6/+i/L//dsHtFBQlN+jGUQYfHveRDgT+d4K6R3G7ceyPaWt7iN1Q9qrHI+rBXg2xS6a9S6SmqqBzGIvhYUyuVez8+90Q74Lne/OAtfxKStDYuM5N3uXV6CD5vXfw5DruylcZnJAkgCgIfAIPvwntHBtXLBwNAptHYlQK3H4T5meP1KA99W+fJ6fxNYxPkn95CqMYLbVpHCscnxFMgN2BeEayGjCQlvkLmLRUC6M4CzoXZK54VWoW7y5lQqtQXWIvlorMBeYJrzUiMTfMG71fGL4xWBk6YmZMFWqZQTdM8mQsWvp60tdC/TZ7KPWEs5BAC64Vk8IgBsk1ER76YDJjGc7DCAwza2eBTRoxTSApfaVMWDGcNfUZHa0EDipBaxKr1/EqVYRJYBwrtgl6jqIaqzMufoXgeu9JVM9Aww3D6EOvNY+3Od7aOLY3IMfky62aE+Aa80kpVah0qDNewxAsxwUFtoeGWcQq2x7S+sDbQp0q1Y68eP4htc6UUtge7tnWC4Jyzj6sEIgIg2LXkAGmOqUXfhy6VURoY4TGYrvw8OYVo6+MVAo3M873D1zO92xtzQr5Hq8pRRQXpbeGqkRFdqRXl4K5pnxU4opPKCOiQqmHHI2a71gk8cEYwBQAekSj46oMFMcjhprRa4fPPnM+eKHIi5l5cbx2RotZGL6nZ/CFosR+QS9vIqJ8cYI/8SXjP/PPOd9/dcf//W9M/LW/NdO7073TS6Z0aTh0jj1RauBhQbwl6DkjZL38J56kmPnlxD6aP4jfs6z8Th744nYf9B8HpvsoBOgR5lOSqQ2uWLlzbbeLTZJEgiXOzz0LOznnpR7Svwy+qNWhj6eYpc+IPB/APg8Kj72J1N2VnUlDLfDen4PnvwSHm4gadd/pe1Ryjl7s87ciGlbC2E0ZYa73YdD3IhUlPmNkgQvCwEuJ/qaRxb0iipZolBiVLKYYRULoxESwqihBMeu3U6jT14pMlTIrdRJaC2wwhHHPV6x9k4GJMveVWQWXwjYesOHIEBgjBn2JMM2Vyj6UShkYmw22caGNM/QeM5fszKSCt40mnS5ZAJKIDBmGGzTbIthg4OnVZhTf6Ue6Y+PG7IpIaDH2UeO6Baabml2qSl0FeVCsl+gSshEFG3/MNJ+sgCs89zbH22OOazwkKozJr5vQk8RseIT0tQQGl+NRtRSo0fniZQRhMonHaoVJjpyev2Cqc+pFpmBE21jXLUeuPqlI7elS5ko7Z2/fDlcek8cmaC2Isl4Co3Rz1i2ixt7aF4jnAo9GOMu+LorlgxaRL/RA7/8LcmqMaZ3nmVILpZQknQdx9nI+00entyTHevSb7qojTyPj/QmaCZ+90lCH9sQ2Va49y7ZHIfoYwO3ZkSbeVmvgeTcH+MqHzkefDz6/E+7u4be/Wyj0cAC5fp6+H/4YtZFG0jz7j3dFnv2D97+vWTDZ00aP1HNPx/cuB18hRvw9VqmflNjjsMc02jauRSImroRz33mYtj87rs9y/zeD9aDQ5A/2dNhex3vuMJQTxrHcwOEjOH2D6/iA/RldU/vkbPbXGaHW5GBmmu9Opro83Z9PHlY8x70V9wulfYkMRmTPLri+HhmN5/hVpczTtYmBWh8FmRmESF7PEREjosRk2I8sNKKetLTB8M4+omN4yNqJR9MDGj/f7EIbK902mjW694TBnNFHzLJXj4xYs4KV0d/eBecMNGlCXhUrAsWvdQMlPvdp7SRcSOCyOkE5BTavQLnEgpMBrs5o44vrQZ4Yxre0kG9P5bmksRhOFyiLMElFc1zleYHjXKhz5VA05x0JdTnSpYF26qUzFjAN91l0Ypme8/zDj5l0jmhjOXC+f83l/EApF8aIkQZ9hMJ2dLFo8ghhKiVEICyiUnfLRvrwHtsWs2Kkt6vK8sDZtkuI89qThcZu+XbrEJt5kyAM16LRs7k7hiSvi0r0b88zy+HI4XhiOZ549vJ5pk+D85vXXC4XHh7u6f4QfaMjdu3O6HcfYLtwaZBkf/O3Jr72IdhXehCaCQ+rU6bXIzZvVA15Kr5zNRi7StAyw+0NfPmDzl/8pzr/jf/uyqTwcvakZcUxLKKbnuKyY1e/ST3Ch0v8rNbHFJh9z008tsd5RFv+wBUTHCMiXn8AnyMN3TtOsiax74RrT7atYZDbp9BeZeaeRR6yZbBlsehpmr/bo522ZE9e7OfoF+f7cV7xi/EeXmH6GA4fwM0LrjogO8a745X+ANwDb4AdPjjE+3pPDPUAcvN4Pdc5bHkE+yzW8rUVU2HQUI9RAnMaEhdAg4kxWWcQOgDL4ZTpvkM6ZCH2gjMwOWMeLX4UpU6VuUZb4M7VcgbNOhcrnGiIbLhudN9Q2yiyUm0w/My5f8rW77j0B97YA2frrBbsib45KsYiRpkNZqfWJH2LpGxbx8ZGlUGZBLmt2UMdkFm5DtYL6tkVt2TEo+pbFC2fF/qiMINiMflwq0EhsjValp0UyfCwA27sTOM/7nhr4zjOLebxulAmpZiAOn0KnOA4hfI2Wnlg0H3g1hjSKKVTvbMdPTCyAmIz83LL89OHnL70JWadmQz63USthcv5jsv5PiTekex3fmyhA2Gu0fEy3Ci+Y581JJeImz1MwgP3HRSOvujrEHYnCO3ppFQEGYPhRGdKVrAxxaxeI1ZEUQ3PW7LjZloWXn74MTfPXnA63fL8+W18Xm+cTyfOD/fMrxfeuOAXRUcLKoP7dR73o2Vw1g3+nb+j/OiPCL9isF1WtDilekRa2cLWkyA9Jd63M6D9sXDOVUdjRFpan8N/7V9xfvN34Td+my9wFuUUWKGuoKmqJFMaqkTfVb7YV4zkaiqPLwFX6CHnkAVGqNBW4AKcH9/jOtt7N3BPWhfHll97cWaPQLMIsxOq91uo+X875AG5SUZKqn03VXgeHgstfgluY30JX/+X4PQx10LO9WJKvIefYf1+VOPbm9Av9Ky+e96zNuDmp2D5OIpcFkXUcDI9jMnf/fVgF0BBphQFcYnBUhrpYnfZNW7DoKF4iYFZLhY6i5pT+Oa0sB5cQUpBl1tke4VYY0p82gSOWvCx0mxDa2PqSm3Gw+jUMajambVR7IGKc3Gn+4Vz+4Rte8Vlu7Buje2h0e8btjY891k5pL5BVS6+RWdXC+1HFWem02tg6swV7zGVbaoHxhbjPUjdAzwGgqmGEv9qAymK1kIphhShurI+9IiMa2UGbBv0S7yvI3gaR37oxrGlvmJRWCNsZnLsEH28tQZ51RGCXTiuDw/NzVxDdUQdWCam45HD7S3LzS2LziwubDlm9Hg6MdWJrSith2t/rASHgdQsRxkeBYVsL/KMQMIre+Jy42ocbeQgIoi68B4J7u8rjxwt85Q/yzD/qnaTx15kKbUwzTPHZy+4efaCm5tn3D67xW0wxkZJpZzeBuflntI3rjp9GepE1fsx9OlD+N1vK6/fxNnulKdsfHnkGebz/gJHUB4N49XYZGC8R1O/+FMhD/ZwH0b2ek1LYo57weVJyuqDLwjKPt6HPJfdmOTn7LzCa8qfyjRjJRRVnrYg7o93T8mTtoSnIXz6xaNh9Iz89oLRfj77PJmn52aZ3vdXEY3ao1YHGNQPYf463P7oYycMkuez76mMZturoO88Ve6xpB9ZRt9SiSkCe2oNVwK4Dfi1fwC/9x0ijdaEi/JZyv67eR8knXkECznRL/v/pQSsc82A9v2iGu1MSfoUMVwEy7K7W9DRhnp0tBhs2aLq7jGNkxWGsXqj2YVLf8PWL2xjo/eAivo2sDZiHtGw4NBOlWJBBt8FIYLREI0VuqfR+/pxCZx1jNBtHDxJTfab51gaRK/OBDH1c3F0iXuotSA9HE27bFeI6LqQ3/J4a+PYV6OYxrB475Qe6LKeolpMmTAEcadYZ9BpEpSf7oKVGnzHLDnWesNy+4KbFx/w/PkLDuXIQSfONSrX6/3nnJ7d0kbj4fJ5bjDJ6ws+YLco1ghGnaZMfRzTJKJ6pPbDwfr4ws2RxBBHH7FxruYyDHxJo9UcRMoVx9k3C+T8GonU/nA4cbp9zouXH/Hs9pabmxPPX7xPYSC28bkWJq3YMM5vPmdsl5zMZ7HonwDG7iAl5Jt+6+87rz7Nq9/X/Q7mE46m7ERj+ALw/6Q54GrkVJJOIZEW/+LPwM/+FDw77cYZppcwPoD5vTCcezptK0gLwvaUeOYXjhIrSrODBQn80e/i/NQjqhod+Cz2rLfrpbNTnHb6zk7hsQ0ko0zPKrgPYkRHptJGGtqscamkwd/3VF63JVxw/i1YvxWftfYwRjPw4T8Pt386YIidGI9wnXCoc0INb2D9rXgvqfG5kvdglyLTBWwiKEtTnLPtVCyP+/C/+rfg9z7LQltidFUUKxaE7jFYNmNajclC7coFJq2UIliEhyEpWAQlPIeZMEv06Lda8fmIewxVixnQhYuUEGMwQa2yevx36RZdRBjWL6isbKI8jDu2ceG8vaZvRmudy8MD62WwbYPLeTAeGtYGq8JRjUMxSk2lchOWqrRhXBhotUSwOjKnmrhZ6GYajPsVrcmLFig9Qm49HDANKECY0GrooTO9LEw9Bnxt4jQ1/DXJf/Tr2GK5tl/9o4+3xxwh+IebxeCoosGIV5BiFInczkQYvreohUBDAA1xI5gFijDJgemwMC8Lx5sblnKgUllGyJ3fPHuPw/GG8/mM6l2GxuE5S0lepKTWotaIHCHTx0AVhnkC0/44ckBidKXsZUmU6zS6JEe5x++GMfZr6BPPznlKooq97Ey1clwWDpOwzIVlmZmmEgZhFMpUozpflGkuTFOhaqEToxdq0StlIYaX5xj2UWjbYF0bN6cYWRqgYDyTPUJy56p4Qw0Dt1dEr8aKNIC5wfDY/Dve55mW1gmmA0Hmf9qqlzzDvnNo9zX21LnnVy0RHW6/mylv4PmPik73RC9ye/yzp4fkrbcsxoydGgRXUYs9xScpOJp/t0ciX4hmJU9ziwLK+imsr8Poew9ncikwHeH07Mnf57FTh8ZrsM/iq98HCV2WJ+e/cyaniEL1GGtyL3LvAYySdYpTwbdIH2WCqCgYXgSbQFVCpX5r1I0wKCUKGZKe1ERQYrB9ONoB3h+zGlXmjCwpJbmehrfG6C26s25nZD7AdMDLCZOFbgJyzkftnPsda195aCt9c9pmvLkIl+a0zbF7wx4G1jp+qtgpFMajnTlGHlcpuAw260wVJhUOKlw8ul+6BJezTNAukQqpwMRAasG0YDqQGil70R5anijyPEjmPipFKq6V8v1LNEDskbBEEedtjrfnOYpc5YC0K57l8kC7SY8VzXo97mb2WUZ66nvYIrEqqkbxpsyVaZmpZUYpTO3AOJxYDjdMy5E6LUFxyULI3nOtqleMMFRz7Mm5PqZY+4jLnSbhT7ZiBGwp4EmETbvsmcEXDMrOt/TdSu7gWIBE0WZVanSSVI2KtWrmT4+RahTvnkxhJF4vEjvI8gI8c2B3oTdjXQfPni25d4IOtKMM+/WyV5Yr8IxrJLb//OowJdPdJxzA/VohDc2Um36vZO+p3Xi8/C9YNXt8b+SxattfJU1OYUrjaKSxywmBVxu7n8PujDK93hV5LLFVaTxWshNrLPJYUZanp7YbyPzWWxZ37lJkYocKJigfB9l7nr9oGHfLJsJVtq2/ikh6/9u9X2EnO8sE0/OINK/akk/3E1kkOih+zNemMHhigmsOw1KuitljG5RZ0WJISSPqj85aqCA9s7N+xeZ3KTzJYo548lyzscFFkGlBphmpM5Q5OIwOtj8kN9Z2ZhuNNjqtw9Y9JhKm9JhdHNss2oNb6i/KTgL34Deq8ajCFRDVJB4dMCL8f1n7s1hbtyzPD/qN2XzfWmt3p7ld3BtxIzIjIzKyMgNXVpaLSlymKFcVLhswWAgJ8WDEC+IFy088YnixkF9AQggJI/FAIUCYQnZZFjalNNW4mszKJjIjIpvomxu3Oc0+u1lrfc2cc/AwxvetfdNUxSkpl2LHOXefvVfzfXOOOcb//x//UaMaAx0E6ZLpi1WJqB2qQSBYb7wkWefBq/ekUyNhtoMCjcQuwfRg4sC6KH76458pczQsSCnDRNpk0jYTNx3SGTut0z1ooHa+62KiT17aNmFq5nAqIRFiI/aNvOBbKRDpYK7kuWd7fsHZ+TnHwz0hBpPW+O4x70cjYrIEYsIujtctWgxXkeSAl/egLsHQSmdbVAK2aCSQRKi1MGuluqVaCNGN6sN6M81TcSmrTZOmQQwMXq+VQivWvlgqZRpNjFsnajM9Fr5B7KN5oy5mwLH0i9ZaOOwbty/hydNGcKciWTpDPDgEIDbv1MB4j/zEAhPltB5kCYzYn6sA2xuF3AnfZCk95B5qtixwrE6IeCBcCRk9fYnY7+YEs5eyYbQgGyI+LsLlL0cLemuQe4BxLhmjTvZh5oMFM6J9RhGXKgV73tJZQLIZuJzMm8JpK0iwjHX4rgu4x9Ot2n0WvvLveMZsS2QNauXOgnJwaGH4BG5/H/RgwS9k+zct5nFZXCB/cWG96jE/WBLLgRXt++WRUoM4RKKmdKte+SS7sakpdZrZ3zynlysyO0QKRcScsVTJIZGIjJhblc4jh2INqkE6ZhoTlake6Ro26qDfkfueLm2I2wviJhP7RM7WWTAy0HRC2kyoI8N4MMa3QpsDbY4wRxiVNjbGw2gdPJueUme0jIS5ojkRSiXMxQZhFbG5RjRrPywTYBLAHBohb6k50z05tyFA40BtwgK+ZpQQkvEfIVIJlBZgNGjkce4Y7zNzp7S3rxhf3Nv86qUa+9Qx9U9+/DMFx6U8CSkhXaBtG3kjpCye2fnxKXaTpQlDDcb3SiSExOK+0MJMDYU5VBuTKdCpQlRKEjQn+s2W7XZL32cjUpqVGWkZTt7stcwN23GNIDaKFPNNBDu9zCcRZ7yXGtJHxPrPVc8YjRlva/oQlmzSSSARyOL9sI7Wi4+F1NbQUtAy0+Zh7c8u80idZ1qplNlO17AY3cKqtbTcWFcQWSRw2AvPn8PnfzbwcPLgklUtXSEsmWC1fuHYecYYVjzeYAcPiksZvWba4kHKDRf0zIKTHljbvtbsTvx5HpbW/v2l71mdhFBcCjRYZrVgeHXwbpI/tlYfkjFanKWeHauEVWy9ECUtcBqdHDwwPiz1l2uJve700l93CcgdyPaP9Ypz+j3mE8Nc91Zaz68evEb15/evsDVIQhd5T163xdr1oxj50XYJqUKnppKQZYidB/8cGswzOijxGNFu8NZGhZyQlFA6WivUOqE6UueBMh6YS7E211Ao45FWR8NQk1h/9i5Zhp8Crcu0GM3STi3xmCloHc0rUtt6XpQKU41MJfh6V2RqSFNyJ8Q+Mu8SksyspjVopaFTJUw+S7uKVzCWFRat1rYYzaUHiXSbTGud6SLnw4rHpy4h5npD89EmooHQ9YgIQ1Jkl4kI+VFHHTq0VOZxdn7nTzg4WrniouscoBO0V2IvnkEsrhhW2yRXttZqKS9ADGl1vm4UihRmZhemKkkbJapp2FIiL0a1uWOaZ6pWa5nqAilGdHbDL1Vo8iCTc4ZaT3NvF3cOkDUQieMxi+i7tiVb9EzVM0V7e96l4+VxEigaLPC6eE1cyKatonWmzaaLLNV6uS04WodLXSyP19p9KW8XwTvre73fC8+e2QZNyTe5Z1hUKxUXectCaLR7aDvPgjaYhEr9T7w0XsrQh/ianWNWUp/bf+toEhKP/w8WBZ+uUDwrlYiB6s4CL++1jaxk0TK4anWreRjMvNRd7dKmE5mi8mDRhtPvxt6DenjwXMvbe/DfbYLpmnX2NcmkO+nJ6aBYHw+CX5ssoNY7yyTbPWbbthxQ/r5FIW5NRK5uxyaLwa2vJdQyzMMMbRMJJdBVsWqlmshZgpGCieqwgtINCems3a8GJWgmSoYUzLi2BqSNxDYQ9MA4zzQNlKA0t3UPyZhtyZG8MVLHmjeS4ZwCTZWijVkL1Bmh+WRXE1xrU0qNhkna4Bl0ssM+BiF3kbrLSCzQqhkBF6XOSp4WyzK1hEl8pEJrZvhRFWJFUiPmQM0JSnaTbMOGYr+YZBurjhgsFl2SNUWlIxIIxIuOdJtoQ6JO5XXjIvDPEhyjnHbUDuRcCBeJKdoslw6h1InQMmdyRZsmyrHawo4BgtB3mSo2C1rrRKn3HNs1Wg40CQwOgIVoM1ty6kips9Q/joTQ6N7u4SBwFMK9khC3ZirePhgYZ6v9ooA5lnswDLZbtcxIyoQYbc+4PCcE8Ylv8iCAiNnOY6d1iIEYw9q4D+JDyT07EyUGG5k61cI8jYzjkf3+nv1hz/3xyDiNTLN1F6QYCQGmsRioLKy2baDMtfD1bzdSgv/KXxhJZ3Z6171lSBHbtM2hoWU8Qplg/KG561z8kv333IxlXqy7VnMJL0EXvE4zpCu4+DkYfsfxtecwNqvQk2N+AieGWbEMrDeGOr8B8sJszvozTqV6tDU+HUD2UI+ngPHHg2Mt1iJYX1oG23zA1ubcsuNybys4bFntv1ZImAdxe3k+Naec43cxe7HJCO9f/J/B41+GxRR3VSR44BMFJtAb2P+u9WQTrP9aRnMryt6+WNWE4/kJq7hc0+k9LA5CP7iGbzwTwnZDD+hcYFS7ni1bG59zb62Yu/t8O9KpEKdCKZXaQ+0CevWEPs30HAjtlp/b7fnVz9zwez/a88Oh52v1bbo+GH6VA5vU0aXMbtuvHpe7aCeYamNs3pnWKkGFLvRsY88kwiQzc90TpmR7psG0LxzvJkueYkO6Snp0hjYYW6FOIzpXqMJUgnk4Fqu2NMKUTutWZ8jZiKTSGb+Ra2RcpjZGIUixA0QSOGM/50gJxmVsu4Qka4EMVz15tCxhPszop8qff/rj9YOjl6KqSrwIxPNA7CJE95BDqaEHySur3cYKk7qjCE7tOfajM3M7ciy3HKZb85LrzGnVTsEJ1YIEJe86cp+QXNmcQatiwcBrtobNkVa3QIruBLz2QDtGqA9YA0/SWFKKTycMVm8uGZUFPyvBu5QJ0RzCEcMuWzNfRMTaC2tVGwupM/M8MBzvOR4PDMcj0zDQyoRoJUnwEa7qH8Xfi6x7Gm3wycvIt34ojNNM2xn5IL6QyoPAKAvzOoM4iVFnGD7ChN0b+1nx7FO8dW3BIZcsS5IFzrgx9jZtLBisQmtOP/swK1supASIO8vmFp3e2gboCUBtFvyaaXQ/JTfSpf3OMcflcyx6Rip2KvT2/TZBN7G2TH6KGn6Q3TYf9DXcmsFs8yw5bd3H8vQRAD90BswqbW9EzHztZM7s2apft1bWt29zuc+dqXbnoU/1vQMfHjt+61VPi5mYK9qs1A2CDU9zvWMr/kFas9a8cSTHmbf7mfefND7zSNmeDXTJOsUII0/SxGe7gfhWYXOf+IOXlTklCMGCYo7kGFCqq6+EeXHeUHe00UbURg6JLD05nNuHiRNzVLI0Co2pQh0a7ViQYvphotJnJaggLZHqYnobjaRpEGyItl2T+OD+I2biWwPLHAub2LlcPnXWGQgNVQvSvcAUFPXe7JRMype3gbpNsM2kLlGxyu11Hq9vdhsW9kkJ54F4FkmdQIiomINMDT0iGS3Vht8MFaa2znTRMLM4hWotzPXIsdxwP96QYs+uvwI1e7FWRmPKgpLPOrqnmbAp9EUox8W5g7W3ezG3rbVY5qeGOS6SnpXQEfERqna1VU3cfkoX7GYs2aSo6aQkRnKK5JxdShTWn68oEs1lqCiUqpS5QlTm8ch4uOe4v2c8HpnHgVZNqJdiYC4+PjIaI48TPcu+bq3x4iaaOcA4rzIR8c0+3zuDu+BZHlBkBtxQdvgA+nfNtKG5dGaxTltE2xIfZIKwEjJp45Zjzj4vuJM8CGYPcb0lAMStJSraLHAE8WDo2VVdMsP5tDFWmHeBCpbA6FljK1amUq00Z2MZsUzQu0FFXILjAn8vC1gM45z2cLy31w0R+q27kD8kpzx7baNl6EtgbLcw3cC8N/xx6wcB4RQcawB6wxzjzg8ghySU08H30djxtdsLahJCVTvQPDhGcba6uddiVQKNzsoKMsrnz0b+hbcLv/xO5aJ/RYymgiBZyToXeBSE2in9baMmsyDbpp6zqMSojFrMyarB6KerYN0oEevnznFLJxuSnCExI0zMsZBlYGbmUJV2rLS9tTMpJt3ps3eltEg8GgNYmpgBjEIkGjavSutOa0cwLXQtQLKEpom5eq9uBh6HEO9QAzqUIvazRSsxekvsVpBtgE0kdxGti9H2T3+8PiHTQ6imp2q7Qt2osZJkkgZ2UonbHpVAfXnLdD1R7quh5YuWArHdEW3MY6lHbg4f8mz7ATVC6i/oxpE67hnmPY1K2MLucSaebykhMH08mm7JA1+IVkq31qgtWOnUTPhd0E+z1A+yiUUDpuAYXyOlaAa8raHN8MQggex2aiH2pNyRYiQSqFpBApvdJWe7R2z7M9o0cGiV8ZiJURiO9+zv7zncXnM8DuyPI9PUaE2pVEJOBBX6pjaZrVbGOpN8F43NQPpQhbsX8GgH/WMLXjRoB8/+HBtUn6tCYXGhon1kQS5mu4+Lp6Y2jMRYGO0Ha0Y6CG8A59B6C2TRs8YFA1zIm7X38EGGGDb2HK36yAFsdrSKlaP7GeJkr6uNdepcivbe2vzgOQ+WIddiGszpwDpCtg72+urwV6lW9ts41uXDWID6/t+FV79j+sQuwdUvwhf+J2ZJ9rByWIO+k1Hzc//6BMoze624hXmwa5o7u/50jl16lr59Ai35ebOQZUuGnns4uyBzhGr+TNE/RC2VJmWFelqA9x7Dv/3fGnm0LWxzo98qXbLrlTJrKl+xYL/dmtQmRGu/3YoiUkFm9s2qqz4UM5zFyVRnsqoEupDoQybQmf6YhoSemUSJM9G7ZtqozHeF+aaS+og0IUbQrIZfNpC7BKURtCFMCDYEz21B7f6IHXiCedPE2uimPVOB2swAY3HSr44rx6JonZgRJoLrhSshKKkpopmpi8Rz6Evi0CdiM8XH6zxeP3PsBKqgTcwrL4kN3ApCDEoRoQtGSBzvjsx3M2Vv5agkhSiUhfFy/UrTQqswzrdM0wVluoNpps5H5jKiXTUPvItISIFYWVMPqUag4CSRNiudqwvAm5e7xgxaNta8/WohPhBcAu6n3BJEF19GN99TzyxNq2ipQhO7o0GEnHtizAiRMhumKmKtG8Ow53gcOA4jwzgxT5YqCda9sAgqFw/I4BrIJZIvQ7dqg5tX8MZTuHrMyjoDJ/NZZdH/Wibi670dzbQBge491oC0ynYeiro9a5JgmWM4ty/kVA6rv59aH3TJLFlXtUxvgacjXkpzijkV+8t/gZBZPrUhEuth9rAcX4ThqAXX5qV27u177UFAfPinKkwfQnnhP6dAB5vPeHns73fJ7BYcV6sdOvXafr859iXeY92w87+pZ6JveHbLg2zcP8Oi2wRbU9UnVQa16yQP9H85Vp6cKX/us9at8+YFvP+ksusaXTI/g6WPwZ8GxSsC/wwhZJO8oEgrpnTwbLSp0mRZJEr2TBVVa1SQQCf2ZxQfFesSAjOD8OmBU3HTX082Jmiz6ThCtMpyhW1CIzV/HV/rRF3XCr5HtZlx9Fwmmk3y8/fma3xV9duXbWvDSAXQGKgymw9EiLQs0AshiRHJn2Ld/smP1w6OaSu0WWhFaDlAjuQusQm2OIYAZzITSqVcH5iuZ+Y95D4QcrQSszV6gRR1LcULlXG4ZopbynhNHRtlmpjKgG4tONYnCRkhHM1vTgpQFlzv5Are1BqKls1QF7sbjCgx0SxIC27KoF5SWwCttfkMj8TcZp9bfTrVCMv8CWP1lgFEOXVEX63TaLtaaZQyM45HhuOB+/3APFkvagruaCxCrdaU24LRyTYyNVHdZShFm69Tq/LJxzYy4R0wkN/Z2eKWYGERIzveuJgVlKPNZa4H6D7zIGs0nsyGSD201RLb2LGD9BjiI9bgWDw4lmqlZXJ7sofBsRw9mw2mOxscWjK3mVMl3hanbP9d8cygVS+3F7xywfOWf/OymcGdiHz+DM0lOkvQX8reJcj+BNpze42i0CLkc05C9wfyoOoaTArIaBnj8D17P3QeHF2jWfxz5WzwRcz+mg9eu3p756JDbgKzWG9zaEpURcV7EGOi6yo/91bl3/yXlMvedKPLNV0VAcu98udDvOvGM2hkg9ATms+JpzjL66awaotERNjl3gdgQR8SG4lsQ6ATIftIksbsVmbQWqQWoQyTB8dow6sGpY6WBC3dOBLFyJGgSI1GcAclJgugxe+VijCrkjSgNTDUiVADVJscmMRbQqPPvVYxffDSFVStNbkWmEMmEuhiT+lAO4jZqFbNrxnzXu/HgLOZ0DpCS0zJ7ngrjSON2GW255eEw0y7GSnPC+UTW/hczDauUQNcQEvCXCMtzQiBjsAwPedGINKzGTfQGmM+Mm4PlH6i21bqoOigyH6mHYQ6CIlAUxOS4guvqTW6N09Hlna8Wk84oplIWGA1swzPLq1gp2ED7/FsUlyW1JqVCiae1nWAT0zmaN7aTC0jU7ERDKrCOA4cj0f2w5FWDVSLazSAEDo7xX2QsxCIodlN1Igk8QVZ+c/+oRA3ys9+0bK5PANb6/ioo7XDUSwgpsw6ujRvHOO7h/EDx8O2rK2BUiA8XiIWa/aIwuZLcKnw1q/DJ7OLnAMMN3D4CfQ/y8lUwSU6840FkLgxR/s7n9vcd/Y+5mrBaZ5tLs5yLewm+lMFk9zUF8ALK81nL8u9fRgaHIu97vEezmYvyaIJ1GXpTvFs7fgxDC/t9aM7hSc/YBROs2eK6UTbteGM5QVMz2F4Du3cnjIWn3kToIhn32pBqrs016PimWyr3qLpjHkxuIxeoZYZKROJif/hr858/pHyzuVE1yvbDi594F+Vk4nuqkrzVHzxldAAIQZKhTY1/pPvTnzzVUDnHobR1Bw5U6k2BC5nZK6IVvZtspHGMZCTkFMipZ4ULcPTmCjzzFyKNTOUSp0r035Ejo1whGFscAAm4awZdCVdZIrV5XwZ7cW0vqXYcD6B6hdeEQKJWs2ebCpKmCuhACNohhoFmcWx3rb2tIdgRKVpHyuqE03gKDYutu8q9bFCyxjt/dMfr292m1kddZIbuLamJicJkLtMvRmZ7yemm2Z2+CNID4wN6ZS4iy5naKYBcyZvrgPH+Z678ZpWLhAVap4om0rrGyH6sO9Z0IO68YDrFT3bWLSB6iXTYkcGIGvN9P8HaxBrKmQlaB7+DqvTzaKhXHZxRFapjw0tr1SxIT+tmo6x1maSnXmmFKurQoifCj5w+s/TX8A8K93NqFmZ/60PEr/0olLnRtxiPnYbz3zUylnx8k2EVf8o2L9rMZuujAWuVaoCLL3aS5Bb/p4fm7N3iqdr0RT2H8L1H9pIhmXY/XK9QnbyxImOqi6jaSvnZKW5H/YLGbMw5yt77SVtcxF6rfbelpcr1dUycsL13CKaBRoAf64GwwHGwX7syZ+Ciy+fYjJ+6eWBbrQe7OAZX1qHjsvsLCYVz96x7Ft2kLwXPXrXF6cleHoNhb2LoHNVvng1cvVo4kksfPXdxmcu4OmZOwI9KJfXjHFZI5UVxl/+zWQtIAhBIj+8FX5y2+wU0urlakClWuXkOEVTNVNbX9c2jtXaYSUk4xG0WNtgLZRa7aCvSpsVXb4CtCJoETslPIUXbxuWZnihip4YqiWT9mujDjOpGknVZj2tUVYXBJYS59Q8IauEy263lRdNxFsNIZ4voyN4rcfrB0cHnQVhk20Vt2oT60KAbpM5fjhzvB45fNSY9oYdyJjsZAmQd5kaGkXqmpk1UY7zwZgs7ZnVjC3CtqJnFTqziKcAg1Bv1cTEKlY6+Qety7wAFWew/ZLJA5zQd81iOqaq7lzjQvDgJ5gKi51Y8IlMEgIppPXqJ0kGZIvNpSmhWFnSlqwVjuORaRyZppFSTAuZwinAUhXxmTXLe1/udQi26gXQYGzdb313x5/+cGQ6DOQthn2duWTmCNMMwevWOlk5KBXUA1tQGL97wsZWDZ9gJ3Pn2VZkLQn7Ny17WjPmaM/97HdhuIPP/0ULhuv77s3NZxL7e0iWWY3V3s8DZzQrf9xhZ8EVxY17fZCcBalb/9PlP7nz33djWpZuHAUmY5jjBacW+GYZ3P09HAfLMD7/34fHX+G/EL0WHJTJNJHjc9j/EKZ7TxCCl92TyRJjNEywex/SW5al550fPqxxbN34tcKzKXCchF1V/toX7/jFpzN/+u3Tz9vC5QGcw6pBXZj4Ntm1jU7GROcAjscKmkix57vXgR+9gpAOkCzIzW32xEmgLJP4GpsYPekxJUYMkS4lNG4NzihHjrVwLJVhnNHJZHpMgTrYDBeiwCgwRVpNSIuwEDSq6Fyttzo0Qmuomz3HBogY5FKaMeWKtSVOdrImV2iwdLgRbGHH5boF2tqqFNYasBEJyezMujc6pMyUxZHlpzxeX+eY3N5IYG0kUnHNXaNN95SbgfKqUA6Czo4B7s2DUJow9BOhWrN47dQxPYEQaVqZ6ysGSSRJZmK5uTQ3m2GgDjN6mGhHtRoDW3UBG2M5VwuOEoN1qGCqweYzMG1w/aJdNHIlOHr9oMq1/39Q4uGZTqEyTUdiPLNgK3Y7pAlaR1q1+q1WYxvN426mjCNlHE/W9QJ1TY1MVqD+uktGJdFTakAI1mbYGhKU8aC8fAGbR9bulh5D+IlnDtWyHWYLioshbi2sIwbqZNnjeA79E9CNb+B7y37illMWubyNHtr7wAHk1r53fGmYXRm8TdHTOckQryDe2/fjpf1eq9bvLcppWKCagLp6RRLgpAcUC9QtWNDv3hTqHo7XNk1xyYananhcqKwzbha44GELYqsWzI54WXxmg8RWY2DPtssd1DsLsHIEOcDxByfSKzW7LooF9tIMe91cQH4K8RyTprj0qRYLiO7lSlMYp8Zf/MxL/toX7nhzU9h2D6r/JSlaAqKciDbGZTNC1/vuzVZuV5SpmF9iq8o42Xz21oTQzGV/OdxmZ5IiNhhLQ2JHRkIi5sx5t6HP56R4iYZMrWZePdaJuTQ7fEuljDP1fnIPR9+So1KODRkr7BItZEbuzEN1NOxfqsWDxVRCAVVLk2WuFDXit86Q1bxaZxX7nQL7Nrt/KmSHokRgxrLfztX32iq13NDFjtQl9CoSZOd93T/98fpsdTLAVcDsgJbSVRzFm0bqoVAP1VJhT5l1VnQSWgIZGmQhZjGQ3U9HgkX6ojNFzCBPoy16CQGdFaYGU1vHclpQFdaeOTnZfT2oWPl0pDul4kGWsapL1mZ906vjzPq7S5bZrJxoFdXo/dp2U5o2ai2++AO1FjOwmCfmMlOX2tGfx1+JtXywv63uaKudrnyq+rYE7yi8fA5vf96CI8twuN4y+LKUlousxi/Rp8ThtzB/DN3WnrR52SELW6Kf+uiEDex+AbpnQnwFOqiRQHsLOiv+Jbb5pPNfD6b1Uyfll173hU+huU9ke/Acyx/iq1Mct1sqNXXMzn+uqgWssGS7gRVrXAxq5yMcXp7KcBX7vIuV2/JxUWhH67zRO2g+CqEdnQRyrG8Z9rVgn+ZmjYm/N/55lRXiWD6beX/CZQdPdoW3zsunDYphJQDXM7qBzxwxX8vAOkVxmSW0RNbFZWkqcH2vlGpmzU0b4hS/WtuYvW/xDwXWbBeSTe6MHTH2hGh9p00KSqVpchmdQUalNOrg8+eXzztBO6o5CFUI4uRnsA/XigXvVo2gMczlpCkOzcaHtKoePE/XZVkbp1GuzRaJ//JyGRc23vbaDKEzQ4yY0MUp5DUerx8cN4thZWNLT2uVUgdaTCayvjsyvhwZX834QD+Tz9RGm8x/ER+YXoOStsaaFSDGQBUx89p4JIfEJiVytqb0+ajoPYi3zFm2GCGIlbLVX6s1WrVG1wWLsFGqoN5eIVi7YQwmTG8PrKhTyD78qhJIFnAlrCYHpVXmOhGC0OWemE3w2prQphFhBEnMpTBNE/vDrfVUl+rOQrbIs8/IaPLgRoKPTMDfv2XEDSvTVaALgVfXwrd/H372K6bVk2zaOgqUT1ysDOs4AJqV3avOTqF+CPUT2D0y7KxNsOk5ZSf9umcsS3kKn/83YL5LTDeBFz8aGTwbqsv6XerliE0HnG1BxydQPrCnfbCPAcu4ZjeAWLpfvBKzgN05nneE/bUyjOtbWipoHBUhnmEdKVsIV6waSxrcfggffwOGwd7vMuRR4GQ+sVyzW8us9Uf2Z30OocAcjIgKDeJ8+go7yG/ZNWvZyC7Enqv6ub2sn65zg+Etp0Ft/nkXvHX5gOIYHaO9pzbb3slbC+ot+eydBLMHkOCl+6s75Zs/buzHztQFrSJlQkIkxHOi2iz5RiPGRtTANkS6kMlxi8ZziGeEsENaMgInJDQEGjbJ8zg3jkOh3FiL8JJ9t71SrxuHu5mzK2UnkblLsAXZVfbPB8pUqaVZtt+EkCPmraMWKz0Jyti1GQX6pLQI1WfgBMG8K5PbVLeGw7wMrVFNBW1EWBeQnNmGnpZ7avqTDo45EmogqJDGRotLFmWbvoxKPQTaEG22ii5tPkKdKtoa5LBmbGGjSLMRoyG7gZ5ADcVHZCbO6mwyhP3IcD8x7YtNM8PZnGK6sKbLlDZYUOzF8mv5vmkrzXwMSZbVBCESjYVWE2VboFqAbYtm2iIi6p8LCNHGO/Q9MSZagHnYM00D9/d3DMPANE7M4+RGG1CKa78QjjKtWWHw7LW2tgLszdujRNx7T0ARaoPf/yAy/8OOX/0rE2fnhjnFSzux4yPQF1Y6t3vfSN4V0zwAhdEDYoP734X8HuSfBfVBWvUe0mctA1pTqmi40GYqbI/CgrcvQXgthZcsKJhAuswWvJtY8nPPiSesD76WBKHhWWCwACteOjY1k4ah2Et0/rO3mG2lqOGEawbaTlmjArffgR/9B3C3t2C2e2qZ45qsqn2ONhi+WV/C/AKGn9joVmYLSCGaxEejBULFSJjt5y1DDtne94kkZM0Yd9tTmbygQvj9XvoTHvKG9c6gkHbnz7Nk5Z71LoJ8BcRLdvEt/e1nyv/51wsvB8uySo/NoVahDYN34gh5CuQ+kfqEyoacztjmM3I8I4UdUTaMIsyocQIIM7BvjVrUOrDuzcJsmbWuRWijoK8q+qjRLqFppEVFtzC1QJ3EcF03CY6TrKYmCxEX1LDqEI0MXP1pW6P6gaaibi0YSESbeghIkNUScBOVlBNxs6HbnKOpQ/+kM8eYs1UtFUJpKG5cCY4PqOvnXJS9lKvgw3WUNgpkiJ3QpmatXo7NPHTp1tCowUYySKnoVF3/2FCSt9fJelotDJaRKPqp116Y6IXjWr25PBgHgjmD8/D3XDu5yIFYTHJBJBJTJm+2bLZnpJx9sVs3Tikz0zQxjoPP4VjuafPADGizflEVks1joKlpLMV3h6xMycKmW9n94k6oP0kcjjO1eItUD7I1eY/4HW0z6MaeYtE1LhpCdWxu/NB+r/sstIP/rrfnremdvwt735buKN5Q0+BwbSREWlrAxEuo5feTox/YPC1PENfSepEEPgwmwNqWh8MCUzXjC4cIqRh+uFve2/L1gDlfSubDNTz/rsl+Lp7Ao5/zbJoHP+d4bTtgvdQjTHcwvLJs0cg0y4iXTg2CXft05cFxIbMePKwd8DSjZ7FsWy/sgxLaESrDSL2cb3vWXCAswTGwjsVdbeuWwFuF673yzZ80dNPQLGgQajKOoJaCJEtSQoMUluwrEiST44YUNgT3SajSqASbdOhfC3HS5oaOehprq2om2JPQ9g09NBgrQQMtBlpn/pLN8UT1DL7NS7OGXdelHXZprlu+grhhdVv2h+2r6Be6+toMiJGd0ny+UyL1Hd1mg8aMyuuFvdcOjmfnj+AwwTTaG282AkHprb9xGI11DdU0hf5orbnrdaAeXYMWlXZvWWcMkZjNBVh3mS4UU9ZvNhYoqvnAtbHRBvyKWXpQg6LNdlEOzffvAytLCWuHiV3cbIHV65clW1H/AVF77hNq6RpJndEQSXHDZnfG2cUl54+ecnFxQcqZSZXcd+Su4+XLFy7CPe10C+bNX9MzZ0yPWcrCVusqMVwGh1kzWHA8zN7VMMGrW+HVC3jzMXRexsUt9J8xHaMezEmn3HswaqzA/uQbNSkcPrSAuruB4WgbfPOUUw2c1ssACncJXrpH5FHtvXzzb8HP/Dn4wq+wSrMQy1rbzoJHH2wy4hEjOMHJGb9N1XHH2LzEXHDIYgL3coBjs8xz9rfmFSdXy729gnBphEjYnErlOsP1DN8ZDav87C/Av/hvORmzBGLPPIcfm74RbwucBzjewGZnBEg+M4ZegrPwCdhC20J628gxl8QCFsy2ycTLYP+2NEWtB4ETL0uvexugvTQJUXMmP2SDCeIjw+ET9nvNCZ9FNiUZ7o8zd3s4HiDMxcx4NTBLhgBdhBYLTaC0nlgbsVb0sbncxLhlk84h9pSQqKVRqDwwLiMRmMaZ4TDCUWlzXfuVdVR0D+OLyu5yJJ4n+gtBotJyIfWBdgjMxwVOUdBC51rNBYteDrq2LJJmsSNENQIo4hMxkyUacfJ4FIjSkbURYoCY6Tc952cbrrbnzBIp68r7pz/+GYLjJVUPlLHRRpsTU1UIrbiQU9GklimsTta++B6gqeaMIuTBUooWYOyUmBu5VWqYIGU23Rl1qnCcqONInathij7/RYAkYq7d1c61xZPReqZtEHl4gD8u1ySuYxfUAOPm0m/fUcthtZBOAT/NmpJiIvdbzi+fcHb5mK7rCEwc+45913H76hm1VOZxYFzAIHxyo78XG9mgLJPj8NPQLxGgdjpim1A9SMdoJ34W5eYTuH8Cj97GJD0bw926Ny27mV/aRtPqvIYHC/HyulULWPrcbLg2XzF2mWJ4ZDuH+BafIgze+6uweQee/2+sgmgz/NHfg7On8P6fXpN/C5JbwAmKxe38Hsv0hNNE1oSViMEv/JoZJS9dg2WMk1pAXZjuTz2cpADDFJf3rGrXYqpw75nJLLapwiL+9oxaC9QbTPj9wgir+d54wNCAwX9mIbWqyXe6K28/7O0+nPJ9Z9EfvhfvamnVA6T4v/sp3a6NLZ8/sUNhKacX848cTuuyDCc4I7g70Fzhf/+fwG99z7JeOstmYwNCIUSYMyyux5NWQgtEqdTjRN2aS33VhrSFYFRaK+ZP2iZrdKg+ZXBWK4FFnKwyomUeK/GVcHh2RPqCSGcdZTGhPZCVzESNuhov45lkDKcMsjVrIvCeE6oatKQOM6kGQjNF49zUx9YqSWebfBgDfR/pfGaTxoSDcq/1eO3guNmdMc+K9DNj8aJI/PgSjMWKQDKJzCI7XHqGlxk0tdgq76aIRrVZvtUCj6gFPytDOlrZo+NMnaa1RG1iYx1REIILsH18gAvB1xMIPZHZ0bA9h8SczfL/wJgtWZpUsRumf+wa0JSYEl3Xs9ldsDl7RN939HIkBsNxLi4u2d/dsb8LDLPfZSxb6zplu4EgNjXRLDJNwtO8HbI2YZiXGRzy4IyzoB/FDAo++hjeehveax6Msm2SdGXlYew9C1m6SZaSzG9d81Kx3cPwfejfA3b289w48fCmv7RftMd/yjKuZRRQq/Dhd+CLz30ZLHIewYbZb31z+ocYMLwwYhlgw+Q1TMD2wfV2uAUP4sVlQEszzaI0Spxeb8HrHmJ42qwj5rg/SXiqf5b15xdoZjZ8r91Y9jg9tzbIRcBe/A2sOGuFnQu/vQJdO4UE+8w5fPp9LdfxU0oN/EK4nrPemMt4WwTvvVdb+QTpLjrLhWQLDp+0Cn/7G/C9j7HuqCUDD2ZAodHWYxATvrbaKNKooTGPI2WeKHWiaEWaRWLL6ovNsak2T7q2hvocV62LQTQ2I6ZBLUq5F8abibArdFeCZB8bm6KNkVVZrcgWKzwaJyzYg6aoHZ6KY5JL+e3lufjpZti1YfRKRXIihEDKgZSCDRcLgYAPJnuNx2sHxyeXbzCEDYfYETYjYT7SpkYZrJRuWgi7SDzD+tpmWXPi4OzsPBfaKJS5EHOPNyiTWiBosDa22pO1Y4sSxkI5jNzf7yklUcV6KmsDamPSeQWiZ5q5pSwjDtT6lNsD5X9py3jT5eJYq6D9L9LqvGKZVdtJBI5lb1Ubu7NLLq6esr16k4vHV/R9JuiW1G/YbDcc7j/D8XDH4XDNNLuFuwS2V6/4hZ9X/tJfED7/ZmWTlRxh3FsDw3GED1/Bxy/hH/4WfPJJ4O42EEiIjwhUgGbDtv69X4N/pcBX/ywnGrhzk9UZpgsYb2A6WpCMvTGbS0na8OC4h/Icbr4B3S1ssmWQKUFewEU+vbldfUER2Cscmklykm90VctgOdr72EYzIwcWmS4C7DHG+u470D4PnWeqS9YwfMfs1uYZXqoFuAvglT/XYywDjInVzixt7QVas2v7W/8e/NEfwbX/bhXbgO1BEFMvZ+cPoPzIMrfnH8HgA7RC9QDZQHtrY5wmuOhBrqykFmf4g8CmswyoPQzagdW4g2ivK+Lk2R7qNZSfuE71aN+PHWwfG9YZfcmW0SAAqVYtsGwjNZu+w7ExDrb3+tqMrBkVzcFID1FyCuauNSpjU9o8k29uiV004imfI3FHCxvqVJjqxFxnprkyTo1pgvl+pOzH1Z9Rm+tVg1VZ9VWjZGGOEM8nZJugy/QaQSPHEuiGgNbGnJs5CwXTtC7QwVLlTAqaIKgSCcwhWDleqmP3fp8mg57GLESJSEqwzbQuoymSmL1D6E+4rN7sNggBtEPCHToII0fD46oQNEJfkbNA9yjT7jHRcXUqQ/Gy1fC2Nla769lxwSDWjK4Qm7Xj6VyoY6HcV+pkLiDr+AKBU0eJrriYCNYALxh8LKylqwHaYpbr/lhZYb/IguGfZmZrbF8Un2wmkHL28Q09fc70ORMkkESJoXH1+Iynl4E/+9URaUdigBSFi4vKW2/A5z8Lj87UFoD4Yvfs6P0B9kf4U5+F/b4xDHbK1VopVXzKm1KmxvWN8sbOyqvUWVmpXsbGMxMk55fGepbJwfyI47as9v6ilpmU57bB0zsQn2IjRn8E4Q3fhA6ehwDnwCe2hxnUqqvmWcrKuC6lZud4XTb2+shJW94wIfVHfwjvnEP/FmvHjogHrBEO1bLOwRfsYtizxzKqjesaQ2/Y6zIBsM2w/4Flj1Xg6g1z6V6kQwvpM984DHGPZavA/XTq0nmYkVINt+s3lkXHnTHgSxaYI6vYX5YyRU445PKt5QLoYK9bby3ba5NlsSl4ttifiJiVUPPPF/0zN4W7o/Li1qVRRV2qY49WLXtEILYALaylaWuNUhvHQ+N4HNhOA5vp3jSgQaxdsJW1EhO1fdmmSpua2fv5h18zeASadc5MN0p8NSNjQzZKPUTa2AgtUQ7F2og3rPOIgtp1b9g1MIIyeCDE2gKDV1tN3UAGMwteoKgWzMowBXYS6bWR2kSVgNChi23ST3m8dnDsNj02GGRj2UOoHKc7plbXIEQnyE5IlwmtaqX26MCIGuVu68bYarLA5EEzmv5xLdFbo80zZSzUg54YLc8E9UFdtHTgKJ5GiqxthUvWqv5323WwWEPZqra83uOt6fOirKm8OeOYE09MmZg7uq6jy5kuJUJINGmkMPP4KvD5tyrvvTlxsRvpktInuNr5YhY/XcWC4yJqB1YpSvx539weGKe5Mk0wjrb4hyP89u/AOxdQR8dkIiYI9wCRntjmTdlbazsvBycLQGHJYrD3Nb2yRVpeQHcOejA9pFx4cPQ1LwHOe3uOsRkpsh/g7sZ1d15aLySCdGYnljoLVgsRs0p6Cjz7Dlz+LDzxfwPPIGfLLI/ViKQZK8OXS3bEssbeO3RidwoWSwvi3SdwvLPN9/Q9uHzKKvOxBeI43yv7zIud22F+kFnyIOh7+2K/mHcsX35Pc3zwsw/L6dMltIPJs5229+B4x2k2d4Ho/pvrXJxlffj7a1ZMmD1ag1f38L2PlNklAcKaL5j4Xm3ka1yATw/TTQtaG+MAwzgxTBPTdCBqJMTE3CrVZzEJfmHngo42N2YBCJd+kNV6TyJtasz3lXRbCUUJRSnHZK2PLTBPYtrNYGt3KaXXyiZimkxOwbF65bfMF/LGGppiloYiRLUyP0Whl0DSSmgzTVwf/Zph7/Uzx25LikK3CWx3ka4TdB6Q/cykMKdI6CvaCu1Rs5P8IKTnlj222hCJK0ZYRkibSM6JRnHvNaHfXtF3G+JUuLvfM9zec7yHVCKiCbNxt5u7Ns97i5HK0lfdfEFbtmeLxNjxE4rncp1abJSCmFXYgmEswam5cE5CJCbTU0hMhM2Grgv02TSRIXV0sfGFn/mbvPf2C955Y0/X2/uKcMIyYe1kEGfgloUfYNXpLYO0NMG2A3beBuiMxDvn0GWYbq2X2TXraA/hAvK7sP0E5AjDj+znZoWNnwVVoS13f7bSpb2E/EdwPJp2sruC3eeMBQbsnl7A5V+B7e9A+B7cCvx//lP4x78D//P/NTx64gvcy9fuAnZPYHcP/d6q9IYFuIQJqa+/Bcc/Y4t9zg+InQxThGuFGi2gd77xq9jPdjvYXlgPeDzHoq54WV3hHwGvggXov/o/gnc+a9d4NWtQK6PnDyx7rp8YmdEUWnDo4HAijFRMPL99G3gE7cxY68vdA9PZBRz0e7uCOL6hUSuN6wGGb4F6J049spJwKXtwhLXLqd7afSPZfanijuRb+Ptfh//t/wtur8UOvgjFq4UUgT5CCmiISM7WQy3jOrislMBxqNzcDZydT2QdCTlRvYc50zPrQCjKfDdRXxbajQH6pg12mzKxkSF9tumcbQzMr5QwKnIsqzyp7SHijNV+ss+VbUhWTKwYOa0i3hZZ/CudUDFO2i7HLyNOuiiBSpXCXEdz8iGgBDQsJ+M//fHawREaKWZizER21DJzcbFnrkek2HzbGgOSo6nha7ULNQg6BJjF54WczrSljW/pqwwNUtwSpTPT27FQpwZVVtLGpXb282ZZ4xljsMAmnpr5dWueIqxjs5Q1QMrDWkn1wQGva6kQXGajTtq0MtPKbKNXW6KpETGlVVRncr5huy3szhNdNvJIfKyszyyyEx/WudGijv/ZG7YS1m++6mmvBd+cTa2jRcSNGx7UbOKdLsk7N+oI+Tsm7lZ35PZq0rIkF4SLgh5hfGYluXQYW3yLSXKu7GdSD+/8Klw8g/R9C4LjEQ4vLKtdP99CC3qZH7f22ke/+xe4O9ASKNzaa7kHTS14zKOV0wuhdqinw2Z2rGvRxK1dJgrHH5tr0L54Oa7m+Zi7TzPIrUB9YX6N7QB3B7g/mvNWp/aFB3vFNm7YgFyCbu16Z4c1wkLA+P1aDmYBwwj9XtejES/lGtqLUzndXGwuG2y869aet82+Y+opO17LSYVxhvtBuL4XSsWMRhb/wmx/aheQFKw1cKngopz2QvAuLYSpABHzVXSWTVtjmmemaaYMFR3UzEoeeqbGQIxm1ryaqQDihp5aBD0q7SimF3XCQBZ5XgbtjKRlae/0JEYCaDAZXmsme2tq3o+wNJxYTEhdspn10cikaTqaokWyVZSh8jqP1w6O2qqXlJkkwSaHlSPjfESGQDnO1JjQTpAdtutCI8x2RAugpTh2Ig86V2RdRZZJ7Twlv6OOxfGJaCeD4xutLQezZ5APQCFBTrWQKcSx0BjW+ujUu2yBVL3PTPRUWi/4WQz+PZSmjVYm2myzgWvtaM0WRGsFbRMiR3IH211PF5sNC2uNVuyUr9U3GKwMncd2ZxZZ66F1trRvsBBOHoGuRmKa8DG02JNuvGw9g/qOB9InME5muzU3x3K8RFzwTgHa0Yih88/bxmzRiIKwsUwSNVnJu38Brn7zJC2hGD5YZstu44NODnYWHMWD48Hf6iUW5DKsM6mXdrtl09d7I5SOYL6WTTjQOPM1WZbunObB0ctPrbD/Djz/e3CcLWNer6V4ZoL/XrHAWD624PjqCNejvU9XptmPernXZbs2cgG6s2vTdw8OhHDK9k6RntWVPTSfQfPcCZgX9vlLdawy2HWLbgKy4MTNMdJ8ZqTTqVvfOn8OgzCVaFlcUOghdZGQA7GP1F4IycxfpTYPJmGVuYljjIowLYybeuqpirbKOE3mZj8WF7rqOudGxAbQhWjY/iJXE+znKAKT0I7qJig2tlhFCcUkOZJsbdesRi5uWfe3yvJs5uHa1GA7WaZzqTVZhBBIfTKD7WD7sgwFZCKnHSFVm9f0Go/XDo73ZU8vwjb09Kmn28EmAlW42994FJ+ZysS93oJEpLO50HMUagKpyjxVJ0QCGqF2jRSEospYbHiQtEbcj+j9AIeZUHrq3NBi0d8yKmVoE9EDbF0vHWswq6h1wAB2Ke2iGPNc7MbW6Jip2bzbWgls+uwXPVjPqphz8zwNjIdbhpvnzD10siN0mTYP1Lnw/Y+/yqMnP+Htt17Q9TubC+LejiHYRlof4tCXb9plPOXqp7FklC4dEbVym94CEbNlHCtT4cQJHfAEkgsDr34FXv0mzHdQ9v7awf5tKdPpLXgPe7j7mjn2dJ+H44Vt3rP3WUXhcbSML1VbA7PAIC77UGctsRK8/3kYvwndS9M4umkQB38bg8L3RninmE5vnr01zsXNxwbPBK6HRifwTm8E0+iHQXcG2zdh9xXznkRMnH7zPXj+G9B7oLvTE5ZVcWG2B684QjjaQfOiwTMscE/+Ppce7iiwvfTgFK207t6EfnfKRgXWcrrOnAaRYWL2uofxezZyYf7ITS78IMlX1m20cRlTGS3HWNx4whWERyCP/L+Dfda//rfgH/2+jQWR3FwvJWhuaCeQhZQ7QorEGCBGk7+VSsgZiZndeWS76dmlZbSCZYtJkhtKTwzTyHE/MDw/MN1Xc10Ha/II1uhQHYpKiwNWEIa5InMkHAUtkTYp81jc5UsooZFrNinYVEkbq7YYhRbtegYCQSI5GKPemtiBkzfeK99o7UDLjRArKQSSNNo8kNKWGBLT8ZbQb5D8sD3qn/x47eA4jLe2kGKmyxlJkaRbttsdrRWO4zlSLC+IOZnmSaFuBN2pZX571lN0rTfwyLO0pvnM5jqq7bgxuGW+reSFabay5ZQthvUcxTDH5T/llDUYOWNBkPUEwsYdLP8WjOky/NE8KbWt1S61zEzjkeP9DdPFji4GAo15HJjHwt3hDV6+eMnN08rFWXCrtEQLk7uOsHZHqGfLdmE/XZItkhbX17qMh5Uxjl5GKqwT+taWOA+Q0lsGkt6C7glMlybvWbpm4hKAwYYWiQXj461lYd0b0F5BvbLXXhjZEK3r5YwT86oVfv+3YfwK/MyX/f1GzxovQHYneAAsHi9/P4gb4XomuHaPRMteZ//sqxyGB4dKtMAiGy99iw3gujnAJ0dO7XqnAsUGdQV7z7MTIWWA/d76t2f/XIWT8DxjwTFsIZ1DuoTtI+jPHwTGB6+xLm8v/dvoyoFbzxqv3TG9GXkVkklYYrBDYdGjqgdY6SA/YmV21WUzCvzBjzIfXlsy0IJdEzOfCYQkSBLT+gV3ovL21OQRX5IQcyKkhETrWhOnyJeKaa6VeSyUQ6HeTsZWL4zeUru56mTJoHVp5dXoFZ8aUduWKnD99ZVUUYQQxWCUVUZmM6NCEJqPiRQx85gYTTeZojBLIaaCJPVRU2oZaS2oiukl47w2e/y0x2sHx/3hGVUK2kW27IgxEWTL7uyM4Iav3Fe0VXK3YawVC3Oe+lCpd+bJFpt4i6F9LSWHNIUy01qgHBocMwzKPCnRu2IMO7BAllzxDhbgcCJmMRl+EFYAMTPPEIghmFWWGkYTYyDGYDcmRbou0Us0sWgLTD5fN2pjnkaOhz33L59xOD+z52wz0/HA8TDz7KO3+PDyh7x91vjce1hwDD0SZ0TVZCz19AUedBxIliWYL5sNJ22CbWrv0CTGE842D7a54s6eZ6GDo89P1rehf8eY6NsPWNnMxbwAfy6ibdD93qqgyzsr+8LFaZMSQDKcB3jsmVIAdIJf+w9gfwdf+BIrVBA2IFfA+SkYGrZ1ehRxQmjpAV/uWAeaLEgtOOOxWGBcertV7Gc0G+SgE4x38MkA368eWHEhumfkdQI6O1TGTyxADgd4eWtJ+HJ2PyxdzwQ2wUif9Ngyxss3jHD6lO2Yn/Pr6lO7dvMrm3ldrmH6CKYX9r28sUDWbaxkV2wkRG6WPbMHzuw6dp8xomU9GGz38PUfbPjoVaGG0VsUxTqTHGeUDF2ypKAgqNNi3ZIOZyF0GckJTZEYMiFGJAaaVkotjNNMORTK3UR9eaQN5UFwtGpMQrJgHIFgVrPaGoFs0zarlRUmFm/eFWYxoalxCyYJsa8wq9mqBYg12BqtgRYLiJlPpxSIMZHzhmOekTQhfTVFQ1OkNqpOBKl2DWaxrPQ1Hq8dHJ+Pt1yEhMQNQ7qii1u6uKHfXiAxU0NgDoIc76itct8qYxjYl4G4CYSQ2Raod0rdK2FQJFtoa7X4iWLWX3WGdr/ncD1QXjVzFPaVF4PNqA4SSI4XaqtIjuSYyTlT6+h+c9b6BEIirtmhBNMlNjXROAISAn2ObGKmj8nYb21otBk15pkrHI57JAq392fsXm4o85758orpcGA8Hpimkd/+/cd8/4PP8/kv/ZjHjzL9ZkPuOwhGN4u51tuUvsVR5Q6zCnNnl0VpJLDq5UL2DVsfbEZMRjMrPHnCSaIimCBRgFfQf8F+f/hDONzC4WDZYnAcrE4WXOZiQXi+g5s/gp3LRQ7/APo/ZVmoVtZxAKWcAt03PoB3PjGpkeCi8wzdF2Dz0joKwQJWgvVgO1aXKR1gPrN/zMkDY4QhwU2FvhmR84DrMb1obyV1MQSDFOFVhO9HY7cfB+izidqjmORoaZM8/l0YfwS3t/BNDN9cyu/dg/cYgwnk0xO7lue/7NjjH09C/J5p9ZJ5NlKsXBsjPn/oDLWyOs4ksSx+meyI2ihY8evXP7HXtcFWzlJXeHkHH17DIEKJAVIid424i+RNgqRIMqMUzZEqkVIiVa27OKVA7UA7YdNFQjIvxy4aT6DqOsd5pg0j46sj0/OR9nGDYolGq2pGFlFoYcEZBdzrQBBoah1XLVBbtIRpGV7nB0kzGyxr1ayC1kilQBO0KmNWUox0uWP0rFO1QgvmMpQKFxEjmYLtVQqUoOQ6EyguaZpOEpGf8nj9sno+ktKebtwx7QaCRFJIxBjJuWPbn7HdjDRtTOOGqQzUGglRV1t22dppKNXwR0nmyK2trSuylILODcaROqtlE1VXEavgGkY52ROFEOm3Z/R9z6bvmeeBMs+M42SEhapjFm76INCWYtyjz5KJ5hTpUyTQbFhXE2+Xs2hVppFxiByPe/b3t4ZzCszDyDyaVdmwD0zHHc8/sTGam55TLZwVkn3egJcSxcounSwQyZmXi2t5cirZlt7l4P8u4ozr0o/3sHZ1xiNsLKts57bRhsnIh9lL6+jSnqKG+1Uvbe/voRsg7w0f636WNShfvg9v/nNQfsfef1YvHUcLUMUDuETLPPPlKThW/yqOuR7UiaWDl7yeKXucWLxeLbHwawYmk01XLlr3LplabKTBNNmBEQXOz+CNNx9oMBemd4T23GCE+6NZoC2XcMEm18oumzlwvIL0CPpHrP3cJ0DH/2NJbWcr2esR6nMoN0LZQxt0vYdLjzewOtUgmP4XWwsLc71o+hZ1wg+eB37nB5HRiTxJgnSCZIEY3NA3mFG191OHRam9VCdBCDGiISAx2ihTgjvjmNNULYU6zNT9TD0Ud+P3PR10XZuIvY8WHs6GltOlabDMdrJ9bxds0RwvVdPDS2kMtJfrUZGoxGRBuc0F0YjQQOrq04l455sC1dQsVaBVn036mkNkXj84Dreg0DRwtXuMoOQgJOnJsSN3mXJWSVHQcs80H6llosvm/1cFwvmD1V0xP7d8WkxSYJhGZKyE44CWiNZALc3wqxCsuwa1Sp1mJXCfefrGO+x2Z+x2Z4zDnmE4cH/7iru7W0opoIEuJvdPbC64bqiPpgwIXcpscmSXjQErVRgJJjdRKK0xHfe0OnO72ZBjZBoGpuPeGenC/n5PHZUpZL79B0KOypPHRsNKdF1XmxBRwmTxkmb4U60WTNoT92Ls7A4t1k4hODEQjZhpCcZgQZViWQruwr2AXpJtM9cb+/vuZ03g3F6ZBGSR5s3NvkbPBIdmnSkXA2z2MH0A24GVTX3/vwb9z8D/6d+CPMGZ2uLfOis/z6fsN13C5hIese57Aj5uRMwU4nC0MrO8aYJxokEtrZn5gzGpMKoyqS3cR8HeQ/6ya+CqsduvPrDrGRscArz3JvzCV03ruLLIXu62V/DyFTy/N/JlYdAfBmUAtrB9YqVt/yZsrywzXrKf1TC32C+pr+e29w6c78B0DExDRMKEj2y2ERPZ1tfsDeCrXnJjGWM4B3Z23dUPwSjw977d8df/8477AuozZKQHzUKNQpdNmxu7RBAbc5JCoIrNXW9a6UI2T9Joou8UM7MGTE1TKXWyOUh3I+XVQL2ZqEddA7ThmPihE9DY0NRszRLW2e9G1JmHqy4n1DJ1UH1uuwc0CYqk5s8pxCiGK6eG5Jl+k5iHmWEcEc2IVmCkJUu4gjSqYx2pVArN2O7gmMyfdG/1XBttGpn1jo/HGy5pNG1s0xmRSEqRbrsjxEhQm1EtMTLqhMRGScqojeA+a7GBbqH24norU9DneUJKA6KD4cssGBOaLnqHRYKw3V5w9fgJb37uC2w3O7b9hmnYMxzu6TcbQkqMxyPD4UDskhnc1pmqyQ8QA3pjgC4oQSt1VoTiADIUDeYsLA2aUOfG3fUrmCf22w2HR5dkXHw7j5ThyFSO/I3/8IL/+mHm3XdGzs8VEd81mRVclGeOIQbLnNoExxdQHxnwnx/ZhtFouBrBNsbSIdFF7z2dYbpx0P6hGNk7Z9JjL1m+AldHkFfw4YceUNQJTj2xtAsO+MmPbGLfG5+D8pGV0vE9wzPzpRPknsGmBr/7m/Dj/yX8j/9NePtdLx87M2n44iP4rYMPAlN/neUtXsHuM5a55gLaQXof5CMr/2NT68pRywiTwDsCZ5+H+CU7WIiWPX7zr8PHn5yIlMeP4f2fM1xvyR7LBNNg+OR3K3z0YEM4Kc+df+8XAjy6hPQ5ePyrxlKnBzijAMtYimWOTxsMmpi+D/NP4P73IJxX8la4v3ifXG6J9RVteJAtVb933pqYHhlWHM4dYvCsfpE8FRJz3CK5IWqmYqmLprFa2rFiJMQOcUeHqiMaq+sQKzUkJELXAhFjnXO0vTa2Qh0a075wd3Ng/uhIcSdviXGV4okzyiQldFYpSjC8T2ah1rBi7DF4tYauB8/i4tXcZix0gdgHwtlkI2Sl0Um0QXuhQTeRAmylgzLQRNAQDXITI2BsDnhA44YUzah6xhKtVv6EdY61mMi56ZH74Z6A0BvySg7mjRRiIOVMvzlju71gboV+vIcwoaUwF4Xe2pg4E7QPZmEeBZEGrdDKTKg2fMturr2+ynrgu+RGyDmbv+LlY86unrLdbNn2PbnLpJxQCuNwRFDqPJHcATn5hKSldJBoNzlh31tEP4tlmQUyA51RaK0xjiNJjL0mKH2IJPGhPvNInQs//qDno48rr16N7LaZEF3rstC+ybKB1eG5YfKc/YlckGDBRbJlUctCFE6VehCLufPeCIOQTht3AejCBuQc4iNjobdvQvrE51DbIf0pqcuMKUhe7UF7eHJveFnIEN+195E60yvOnD7S9TV8tDc/wdWZO5r85fJdSD8yLdtskNBSnTEXyx5ThOZDv+QKODuV38rJ6iwIPM7OFp97GR/s5z74EdwMVq0krLf7zDO9pcqbr63n+v4Orivc+PM+/PxLq+Mu+UCzd63/O188KBb107/YZguO5WBu4uVjgyTGa+ga5NasrTLIySGpePbva6LhxM+Fsf3LoajWq0Ct8Mkd3A6BJtGE4mr9/wbH2HoNMRKceRa3HBERd9O39oiFqAqebCzWzjaHHVppZj5xmCl3hXZoJ+2t7wvWAKngpe+KTQirW5bNZZcHF+2UwS3JjnrADUmIOVA9RV3WuQT1/WKLu+4nX3vtdFA1X81q78u6gcz1317rTzpzHCcIMyENXF9vmXcD2mambWOXtsQukoONas3bLRftTWK3Y1a4Pb6CcU/VIxoEMrRNhGjTzjqBpjNTmxmnkViULY3Y94ReqIe64m4mjTEw+NGjxzx+420ev/05Lp6+x/l2y/m253i8Yxru6Lcdtc7knAhVbb6MKiFuCbWitRGl0II5dUQvA1sErdEyVSoxCc27dJovmjLZET4OI8PxwLbP5BScVVXHnjY8ezbyre/MvPnWBSm65uZoN0cCcOXB7IZ1SFSdbENNarrE7pENitfMKbVZ5qt4llhnuHtumWNatJQC6xCmDUi1Tdd/Achw+X0jOl5V0xsixlqP1QLDEbid4fIG3v+6DamaP4btn7P33EX4ssJPGjx3zHJQe87j6KyrS0/iE9j+Jej/Ywj3RsIuAY8IP/ke/P7fh5/7VQtm8xmEN6Ccw+0D1jkJXIkxu+9fwNnWDpjp6Aa7Gb4B3IgF4A4Lit0fI0/ufgte/h784AN4zslrcniwMRqGa+Zz6L8Im/+yZXTLPOnF1lzE8cvJbM6Ga8xs+A9g+J7Zn+0P9uTxutF/9ockJ5IWrLQcDT9V7F5evefORr1ljQ8ayziM8Dd/Hb71kbl8p87k0FUyIc24Oxcp965jjIQmiEaSbJh97kpthRyCNUh0mZagiu0RbY3WlHkYmfYT483E+LIx3wFBHCtVkIbEjKRA68o6qrlZp69b5tniih4om1o7sV07xxp9ZhJYCR0ylvGGClKtZ90lPtL53syVcZhPs4lcMhRbpIpF8E2tNixMOlKItE2m/XG79n/C47WDo0QHvSRQ6sAwBW72QiBTu4oobMOGKIYy95tzYujNsDL17NMN9/KKKTfmvjHNGF4pG1rZE5vQV0GKQFVmUTTNkAPSR5ti2JS1B4tA2mzIuzO6s3POL6/YbXoLUl1g3iS6CMP+3nDG8chxf6CVQqRQfVBFbc0lIcLQmkWHKh6wm+mlSnOnYznJTJwNMUflyjAppQSyUd8LMszv/VHi5rDhS1888tZT2HQbKKONrp1Y3bPz2/a86siBqmUhw/egXsB8AZt3PQPs8VZMiN5xU9XYXn0IlC3pjZtAaLEsK+6sLL540111XpxkJ62diAjXHjNM8N0fwVsZHj0yTSAJ+i388i/B+Y+AZ/Dj4my6wv4F7B9bR00HsIXLPwvx7xsD/aqzSxQjnJ3BcWcC7KcfW+BNZ4arzhn2waQtTqJyaDCewaNftGBfmgViCdZOeRPsdyqWzEwe9B1FQYux9rffMXehxeVnBrbBzpJ9M4z0aYbzX4Crr8CTL55wRhHW+Tm1GTNdB9Mxzt8zCGL4Jhyf2wG364x5rgniDegG5o1ljIu3o06WlW5+BlrnwX33gITxhKzUyG9/8iYvDplNiBxbozKjqE8lFGoQMg3x8RvR64IZE1EGEbq0RZxlrt5GAYmC2QLWuTLdD0yvDpRne0tSipKzMcQSMbOZDkiNsG0+i8l3imAkSkhGwCwkjH8Osw/z6gzzTLCJo4IGpSW1zFcSlULCSv+ehEqjJAi7DbgPbCrFPqt0JGw4nuTNmnWksKNIov1J6xyj94RpMJ1UqRPjdGToBmN6AclKks70R7EjdomL7SNanczItk3E0ixrS5VET0fP1I4WFBRCc5GoQIvNZ84klilMa1IumPQgd6RuQ7/Z0Pc9uUvkbOWZ1MlMeqeBY9cxD4OVX+v0JZ+B44zZ7K4AIpEYfCy4KlqbD+FaroYst99OwqYU7GdMxgCLI+wnLyL3h8z1iyOXu8im67DJ8/qpkXxhA+EMwmTBYRH6tjvb8O1ogcYHw6FOLoiXxIsQu812Wi/T9YCT9sWZa9lA3FpbYXeAfA1DPWHVD+OrYoTIh3dwdg/n9zA/g/DIiIPPfgU+mYAXJ8F0AH74E5vlvHtqAVDSA/ysh7q1exQT9BfARhgRbq4bmys4ny2bGicjnSIelILjjhn6N+xzlRn2L03yc3sLezGyB7VMsHgGvehGtcHwCdy/gJecjHcXXaOKfZaNwKMM2y/A9l0TfS+V5PI86qx0OWDtjs+sLbB8CIN3wLRqFmfWHwwy+hkc/IJFO/AWrWp+guuU/L4VVmF8bTAW4ePDGcdq0jaCrO74FrQEjWHNasOStQkozUXgYm5TqwpkWdzBWlSbzV+fjxNlP1FvJtrsezBgo0ySIFmhsykAkpfS330KFmjM4R0bfOXPIbKy0fbZ7PWDLASPeEAwuEA9eItCRqzaIyBdstlNGGQlAsTgnXERCQtuFYmho0lcS/if9njt4HjeJUqEKYCImcKWGtlP90zlyCDKsL1kk3Zc9m+RwzkpbsgxEZOy3W4Ifcc0z8x1ZpgPtJrR1lGnyFyFuTXa5Es0BdpWQRuhmDt4mC2rC4ifKJGUOjabLbvthk3fkVMi547aZSKNs7MLyjhytz2nLzMxwHgcaKXStJFyZ1quWphLJYRIjI1jmY1MUys/aoNS5QSTCNRWzNJMzGvSZD11ASsJfo2q7vjetw5sk/LoKsHWbk44GIsMEC9sU8Rzwxz1E2Aya6yyN0ux8spMIbq3oX/b3kMx6aS9pd5wxyAeOBbc0ZUBJOAWwhWkAfpfgCcC8gx+4+CuPbjRA4Yn3mIl5w+AJwd4+iHc/D9h+xeg+yX4zL8B4/8VvvF1gwGiwFbh3/2/Jf78n1X+F5+vJDfPDQlra3wXnjyCywRnAc4F3j7fcJF6vvu9G7RTrp7Ch/85fPAtGLqTJjPNlnneZajZsMbhBXz9P4WbF/DiFdwobgDrgTI/IGOwAPPiBfzkFXz7dDtR4JWzsANwvoH3nsKTvwLbd1gn4C0ldZ1AB9B7qB8Z5HD8PcNm51t4dQ1n2cfeJr8dxVx8qpttpGgHVkqw+xLEt0AvLBiHLbibnmHhCrdHeL63z1cF5iCkLAQiXVDiRsxgIgdC6ogxkYjkINiorGDWgEFJS391CHQ1EKt4v36hzIV5mNjfjBxfjJRn1sSg0e5F6gMhC9pX2rZBVlJItDybk5XjYCJCTV6RGSO0XnD1zRTDEhvNDSsRScGlSGKfvxJNpUIhxGDBn0y3qdRiBFvDT58iSIqWZ9ZISFti2tDlfpXyvc7jtYNj2G0INBLVLihiIFYbaURmgdvxmqGOpLgjdT0iiS4mNv2OGMWE4mViLhOvhsRclHnyDHBOtBYZqy2+7Ck7KrS5EEhIFOIQTqNAFyeOYAO7Y8z02cXeqdF3G/qup+96crehdRtQpTq7U0thKpXi+MoyIrUpdM1MmKoEirc+SWuUBogJ0UspPk4hsrR21KCWEa1AiJWq/+GvdVwfG++9v2fbC9IF2DSb5T1Z94ps7Xfy27b5CtBeeCmXLfCNE0zXhnHFc/uanPyQ4CLmyfSM6643LN7+c2vBUYtlj/0bcPFluPwm3IxGTCywZvHfS2p68h/fWtb21R+Z/VjwjDAI5AqHZGVj7aDbWhvOi5/Y66QIx2fwzuPIz38h8Komskz0VJ5iHTcU5eULGL8BH38E6d6C1GfehbvBs64eLpsRPL+/hy98DHEnfNK2aJiIuXD2pnk4lnuYNVh5trEMafzYmOPnd+YovpTUttWsBBfgDYVHb8LFz8L5E4MQloRmydQX8qw+M9fy8iGUH1qLZhmcyW8OlbiKBHGIo2JaxnP7LP0bdjimp5DfsYNEGp9yKopiQSCXyn/vFz7h5Si8GuE7zxsvDsKLQWgl0EIE6UjBvA0WLA8VolR3TDLNUOyEmIQqnDDBOlCGwnQ/Mb06Mt9OlHvP7KKgWezDdZjDdxaIDU2Lm1WEapI7bWo2acGCsK5p8ClbNYjeQW9Luyy71EgVQSPEFAh9IHRCShGJ/p5JiJrSpNVq7cAxUE37Q9ZMDJmUkmlWo8mZXufx+mX1pjOvxgbBe9SMsJhRrcwqjPNI0cZQ9mzSBclp1pw6QhDOgtjo0jIxhoqMhaYzMWd0sjEIdbZDJ0ZZNRXaV2NJRJBiG9tio0dJwUvhsBrTEpKJumMipUxKmZo7VJsp5b3H8DhP1KWUb7jE4TSvpgBNZRWvwjIlsFFdLR2qD8hSKGH1IrFNp+Za/JvfyLz59sT9/UjXZ1IK0DeT6DQrycJsGydc+NcIcuPBMZm4ue7t59PGNlOXsPLcE9ZpafMrBuTLIudZyu8e63MeLTPJj6zcvfiWAf33WM/0UgqpZy1bgVcjzAhffqEmQcECVhfgLMLLeHr+szMTxz/7yFnqAC8+hMtt5L03It2NgaCJyhOEDqVOjf0ebu/h4w/h7SeWHb31BLizjEsu4XEVdhE+mmD7TMkb4VY7tqEQO/NbLNWE4KUYObDMk56vzVjj+mhSnZUU8kdxVOQJ1h64+wJszs2WbK3G/Oa20ZUF1zD92DPGZyYRatW6ctZAuqxZz2hplkWG6KX0YyNk0pUZUKyVpvKpBgAadCh//rN3XI/w4gi5BT7IZsow54j2iu4iV321YBaEhDnrTLnQUkBjpHaJ5B0lg4C54Td0rtSxWEl9N1LuZ9rkw+ACSBJT/feCbIKXv6DJdoaoteLSGi2q4/OG0a8l9CKC/dTV9wujtoaFYKLyKOQuniQ+KZoCQrAJBAoxKK0sPq4m7SEkGlZhBrGRskHswHidx2sHx+0G5haRKtCS8bhNmRigQdVGJNFUeTY+M2lIviT2T939OvCo21DyhtqU3aZjPxy4zQfuZ7gPkX0dYDzYseqYo2I7MwWFbKrHdrTFNk8T03hkGvfUOlP9fSWxG1CqWtZHIMSE9GeEkEk+EamlgdDuqONIqyY1WuQxFZsZU5ql7Q2xkQkRRJVpmlfmvExLXWuYyVwqpTQ77YLhPcOUef688kd/AP/cryhnOwiPA3IwO7N6baUz1TDF5AQM1TZcG739Ta0L5Pb3TAe5fQc2P2sb+vaFs4OPYfqC/XvsWSUVq6yns8Aon7P1GF7C+zuYCvzeYDhcUtjO1q6XcHH0ZUe/ixyGI8MeNvdWYn3uEfwLX4T/ywvLhM7fgnc30InwH/964L/7pJID/IO/D90mspHEG62iEVIMPIo9+9uZ2/thLbGaGBF0vgn80qPMYTuBqMlyotCFyDZG/vbXJu5m+My7BemUBHy2wgcBDucwXTfamV8HAb2F8ofw/cFY6nPWpHqJYWwi/NwG3vtVePJXLVs9AbgW+OoEw08wu7Mfw+HrMDgrLU6SbS9Ppfx077hyb/BI6oxs6Z5A9y7kL9n88HjuS8nx9WX+vDarCK6yjYotDd7Yws89gj//XrN57zKv2KqI2H2OJxVEIzBoYq6JqWXupsirKXEzBb53SHz7buYH9wWOAe4K7XqifjChL62zJPUCWagb0A1or2arFhQNQohnMA9ImZG4YLiGS0ppdlMXeRechN8Prq1WqFUIVUga6HKATeDsPNFtInkTkYtAToE+RqbjxHhszENG8t7UfymRktnia+4YK8xTZdNHM6J4+IL/lMfr6xyleVN78El/GOSpusoMEpFAsEb1+UBSIaVMFzqyJESC44VClQ01Q91A2do4gLPhHN1OlDLSyrhcWjMJEKEmITUlqMCszGVgno7Mw5F5HCgpUpzMmOeRcRqpZUK1ElImZgN1U1M0V1SVlA9Mk1K00DjNprCMQi1rlBPIvCi1ophs4ASjqG+cRlzmZbs5rwbQ0vjBjyP/7//vhs9+fqZ7R+l7JZxhpffeMuJ6sL7aeutyhg2ES8ecBkwDM0GqwJ1JZpoCWyuL6gzTS3jxG/D4v2TB81PpUfCy7sxb4d4wzGz7WXj0Ebz7E/gQKzc7nOn1rGUaKlNtPDtA/wcmUu7+jD1XewPe6yBtI08eZZ7GQqhQxsBH32+kGJjyzo06INVGzokokenFzFQas8IcLUi3AturDRGl7QtnvdBv7LnH/WRSk5SMWW8K80Rq0IeOp0926GFg049cV+WJy3hag5sCf1jMluwG25edXRYQO3x2yZjpi7csEC0YleL3ys1qxx+awLt8H+5fmt3bVO35kvr9dLgjn7uOtHh5Hu2Q6t42GCU9scApjk2ubaCeLbZq5hitGfYZl5gif+xLl7/qpwx2zSjZglyvlSaFs155lALjRnh7F/jShfBqslJ1npRxUJ49PfC97xR+4x9Xrg/moRC3Ed2aXpMuEEJyqEl9RIWazV/zIC3qe+mEM34qIoqskMWih8Qnb0oWZCukXSKeJcJZJG4f+CTURCyVTRLwDLELmTkkWgjUOjspY47l0h5E55/yeO3g2KRZ/2VzhkzdO1GX+RE2GUwI1KaMZSCqEktC0xnEDYGOGAJRAp12NpIGGLeGF9RhoI0T4ygchmHtkyQHWjQEWop1SmhQ5jpY5jgczDIsR4rbFc3TyDiO1HlCa0VCIqYORWiloDmDKjlnJECl0VxXI3rqzTTwwFDhdS6NmPHFMkphKaHXksGvD1Wd3bey+8c/CRzuN/x3/pWZJ1fN3LzPbJ2kO9t0bYRy46LmCNufMRY7imUcTH5J1BjS4bltnHCJmUK4Zu76Oezehf4pJ+Z6Ade8xIyX/nwzbD4HVxXe+xg+ae6SA5TgpSBwHCthgGcKZ98ye/7+z0DbwvxYeHejdF3i0W7LeTvSZuVQhI9+AJIjdXtOk5HQKqkpG0lElOF6YHLZzhTstWuD/rJHjjPDi5FNH7noI29d9DwbZobWqAE0CiE0pBSCJrqQeXR5QU5wGWcua+VxDxRrjXwxwLeqjV7Y+yVZsuMmcK5wnuDxl20e91oa+61dDrDyHMYfeDn9Xbi/MUijiek/Baw9UezJN5dG3rTRJD0hQ9hBehvSm3ZQicubbJGxBjtVy6imox20RMMyl1valr/gGKX4PffAvHRVGV5qWbyEwlke1/7R98XPUIGuNy1gJfD8C0d+/WvKJ8/g8P2OYwukbbTMsQO66Ayzi8dd1SFNbb9ir9tQn1m04I2fzt7WxEP8jTS3IkxC3ATyWSKdJ+JFJuboRI0icyPNgqSKBg+OJGpIVAStZkAn2Ez7pSp9ncdrB0dkS/RLpqLOlIHUiqiNA6ihIaLkAMe6Z6p7ahiZ8hld3LJLl/Sxo08due+JOdB3BpoeU2IbGoGZwxCQWDi0kaqNIGkNPmMMbkJRGad79sNLbl5+yN3zN9DpEW2+pAuBeRrY31+zP9wxjIP7+plTcdwIsevo+gLBRra2puz3x3WRRfEebipBOgRfbdjMGFWlBUvRzyQztUJpbc1AlnUQtFovN5nDbBnHN37XdHt/+p/HNIhntkG0YZ0ws3VW1BvYf8MyitBZybXYu5XZZD/bBsfvYQD5K2OzQ2cmsXc/sM35+Bcf3McFg1TDttxRje0Ib13CZoI/+J4RIAegr84YBgvINcD3L+H8CI8/sE3aUs/cbXlPTQCpY+QsZZvVsYHf/o5QqLz9M3vCeWAXA2e9tZlqqZRmXR/OUUAHfQ+385E0Gwa1OVaYKz95NbEnUYi0w5EmmXiW2V30jGNjnpXt7Q1xKmxq5NFnK7sRPvmH8Lu/Cx//GF5e23CwJp7h4f3kCr+Q4UtvwNv/bdg+tR0ikdW1vdyZi8/h6zB9De4/geefWH94FHMASp7VVR9LocHaIkX9bNoZG737MsTPOwlzZlmjteFxguM8A2vN/m2B7xRWn9J4ii6o7+jF9u60f+13oq9LmsEzS6Bo4STlmsYZkRkRm43zlZ+Df/2/IXz070fGm2h93rtkBhddIgd7s/M4kkK091AbxAah0WKkBXUfg9PnWt7TOjgvKB3RZtsXZdsJebehu9hw/nRHv4vkTWAKS9XamEtmbpV2NrHRQhChxYTWBGqnSKuN0mbSNlFUVm/Yn/Z4fUJGIkJAUqSoi0vV+4XBOkyM3yVgg8GLKqFAbZU5jGhWarcza/TQuY9hpO8yWnvm7Y7tdotSGcuRMhvmB+LK+krNGfpmruJl5lgO3B9uuLl5iWojoEwxU6aB8bBnGEfGuVAW9wbBANooECJp6uk6+xqGieaaxrpESYmedfkcmbbcV3WdvTmXqJ7uuInVq7Fzahs/iI14GIG//9uZKsLP/2Ixp5cI7EwDmCroFejeMKa294xjoVMFZIdZnM3QMoSjZZ3jR0a06AZkC8cf2kF58b6JvsNyt60CMbZxMcV9At0N7B7Duz+yjfIxpgAqD/BzFdjP8OoVvIjQfxP2H0VEM1smG7vQGjHYFeyIVhqJEGOiijJrYyoT7aC0yQ7aSYwUKIK14VUYB1OVdwE0mnN8yo1aGjUIqTfMshLN5UnF28SEKOKCaZvM993ZnHfuCnysxoLb+zsx1Cg8fg/e/hL0l4YLLlkYxbK+4QcwecZ4+8LaD++bXa+knGYFBdDePkdrgDtlhc7mc+e37EBMjwxjlkXdsGSMy8Mx5lr5VFvoQ17jYbzxIocgsEh6dV5jkR3aS5DtOLWjenWwoi/Bvkbd8Owl/PrvNPaT2GGeXQAeTQxu7YHq1Dzu8L2Apr7kgpnYNmcOVU2St35I/6NVr0glELpI2iS6bSZte1IfyJ0lKaLNcMksaCe0rpCC1a5IYJpNXlfXEl1ozj+0T50a/+THawfHpNH6QYNYNtcqsRbHExpFxIZua0HUxjlWtd7jWUc66YzcoKISSGmLeFNxnxNoz9zO2A1nqFSOdUOlEutsTsTNjCBazjYTWZX5WDiWPXf7V1y/fI6WSlQlpJ42T8yHe47DaKYZofcLJ4SgxGANYtllPl2/IaUjkxaaW1IHCdiMCltWDT2ByZwGcpVWbCHqAu8tuhnDMLUJKs1wL4Rf+/WOWYX/5r9ceNw5k3pmQU7UMsK6N9mG3lgZp5MZPZh8wrDIWiyApmjSkeMrCDcWPMObNj9luocnX/Xy+nx9WyftigfH9Aj0qf3cz3T2kb+vLm/BCIDON+fdEZ4PsDtC+XW4KYFQEr1aZ4VMhZAriHUMbXcwx0DqOgojQy3IODK+sq6SvoMhGA9QxXA5JhgP1ui1SdBShE7pto06KFWU3XkgTZFaAjoXYotEojvFWPk0DfDJCC8wxn2fjKxp7eRItHQCbTGs8e2vWgvjMhcmiAWncoTDH8L8A5h+aNDF/XhqPRTwNe9BZ8s6PExGk+zEDfSfs+mQ8U1THISliWMJkEuE8gxvno11T+7e4wvwNDtoWXttjZ2GUXtgrAevODxCSravJCeyhnAKsAFn0aPw6n7Hd34Af/NvTfDYoAC6SEjqPoqRaZ6oWlnniaxDmHjQ9iuQoC591mu4tr8vwuxaG0mjG1Ak8jaTd5m42xC7YMoNZmg2UC91Aa0Cm0BMiYiQWmBsgeoeb+YOZP6UDR/o9zox77V+CpDWmYeaKlqLy2ggFaXUxtQq6B2iQtVIFxJZhKmZE8hB4Ta+4mp3pOxmkkRS7Agh2ZqIwm63o7Qr8jaRe/joJRyGgTZNmP26scmipnnUuTBNE/fjNdfXn1DGI9Phnq7borUwjwcOx4GGkDZKjJkQIsGlRUKjdRu6fss8T2w3I+hALQPRpzApEGKkNWEuzUoIVUrzdkYgxQjVDoQop6O/VbdikuhtgmYTPyJ8+LHwn/0t+Et/Bd5820oqubTTvBXrzkgXRriU51BGs/RamnukB3qIA6a9EeiOMNxAvQOK4Zh6Dd/6P8B7fw2e/oqV0OsO6jxD2NhzyRbaBXx+D+278I3v270vOAxU7S9TgG8LfKDw8x/C3B8IeWTedMhsshGJG4rAQRp0MJWZ7358zeO+sKMx31u52bYWnA4YmWHDmbyByFvrZoW+FkIN3GtP2czMotxMgVKhlcb+7kjYbsidlU33BG5CRkTZBNgG4Xyr5MvG9HZlt7eAdXe0+UNPA/yrO/j8l6H/RVafRcGY6TKYbnL6Htx8G55/G55NpjBLGXS097y4DOkM43MIS8xIZnV2/jkz/83vmxg+usExbtO2xgu/z4vbz2oR9iDgWKbFqvuNWCCugx2K83NfK9k/T+f9237/5UH5HorHtYBrBa1B43/6bx/4zk9ANoHaC9oFYhJC3xFScE9Ik9MMTUxRgRG4NTRKrGa8W4HBMsiFqGxLRwusno5BIG6VfAG7Rz0Xj7acPz5jszm3VkSp7DQwh8aQGl0TJCk1m+VgEqu+uhJoRLRtiBgRVYtVFK+ZOP4zsNVHtZkQNJ8Nbeh0mYrZnxfrMRbFDDJjQ4M4EGvTzoiQQk+IHZvNBR2NrB1BT8Bt7jMqPVq3nG3NHnVo1a3DGqoFQjKFfAet2Vza/XADrdDmmU2/A22UaWQYrem2CyYilRCIKdsiwyemBf+KyRxBlhrLkEag+YI8TaoRZ7/wE9pu7FJD+DVrzZ/7gU5SlaaBl7eRf/S7ma/+cuHykbJxLaN2luGFasxpfvNUoUzPHeQvvuFcOxc720SpgzTZZpnuPIM5gkxw+3V7X09/5UF5trzXZBlBFCMTzj5n3TBf+gC+XWw4VcRLXrEAMAjcBeGLqqScONtu2LdMbI0+1cXrlRpA+khT4fa2sNVGiia5Wfr/m+ONCyseIrTOyvkFIq1JKVGppZHf+TmqwrMffpsxVoRAk8RUGzrOhGPhtinX2nh8tozsBKSx7ZTPPIbLC1ONffCxEGdlew7v/Wm4eNeGdqmvR8Hgs+kFDN+Hux/Dqxfwwgd3BTW3neW8KbB2tMhs91CC+T92jyA+dhLmyg+qdCpt/3hgbAXmkXW4moTTAaXCagNWFwuh0RoFmnfutHt7zrCkg3gmHDnhqNYxawHDs9aYAt//CXz9W5Xv/lC5PgTyRYAcrfMk2cjWhvjkTptJE8Tm06wV1qIpFAuKMQaqZ/QLq47yYE+xulDFrdDtOvK2I/YdKbqe0natZYPirZAh2sjoqCuLH6MQ2lL2W8wqi6L+T7q3erot7sRrVkfaKpSJcZxNnjAnSrGjLDRlirMLQ2HWZoaTQVESswj99oytFrZhRwuBhJAIdJ1/SD3nqkzkFLgvE200lrkxoBggEnpr4ZNauD0+ZxzuOYZ7tv0Om55WGIeRkDKbFAgxE2KyAKw2zMuySVuhNp1NSMGmqAUXli+4Z5QIaliauJ20qmXOQYIH3LaeTKUq0e3gm8/3DX57P3yZ+Jt/74y/+lfueOvNyubMTm3pQB5ZmRQE+s97h8kW2rVlkLWAHjyxEJ9DEmxDuO8n+ztjs0lwNcKLv2NznC9+wRxqVh2sb4pw5gHyEWy/DG+P8Bf+AL59D88L7OSUcQDcBjNUjZ1wtjsjXT3i4xulbyO7dGCgUhRqEMKuR2vh5vrIVbI+46N31izZT/H3sThkp+5kitsLzD1G8EyNs/f/ImUWvv+P/4izy5ldH6HbcpiOtMlq6E8UXgZ4vMXWQrCS7moDX93A4zP45Eb44V7Y3AvnT5V3/3W4fGrvb9UpY8Fn+AHc/kN49ofw7GD+j4IRa0wntVTA37fCxrOx2MHjz0J8B8Ib0H3OjTWW3umHeKMHxiXoHfaOVS7XfrRSXZcfbbYm2jXUFzC+tBI6LGup8x/0U0bERktI8rLbO9L0gZNT3iT+we9W/t3/48zdvidsArHPxC4hvZW7TUyVop66mvl1oLWymlgEseFXq6QnJ0osXnHZV1vVLsvBGJydjmwud6TdltBtHkw2EJqHrShKDZYp5NSRUiVIgyCESYgtIDlQ1RKZsU4IaU15ftrj9YPjzRFiQ2K1gVrTzHQ0127mAEdoU7HSu0FMDZJSdmojIpNSszLmgvSFu+M909wYUmETOvoQbSykWwvFDTyqjT5k2jyhYU+eKrdjhoSp8SVBCmgvjK9GyliYhoHD3b1lcSJMw0juelK/o+SJmrIhgq2irVDKRAhK3yXYbghthjZTfHoiS5+oAlrXw71ip+ES+JZxCwa1+J0WY6q1lNXC3RrurYVxIvEbXwuIVv7lNziB8p1JcxbAXLKRNbmC/hDKd401pdnLjH7iS/ANp7Cr5vg9DvDJDLu9OXl/6/8Bb/4yvPlLnOY3V3tNPOPZ/KL9d/0h/Nw3QV/BjzBmPAlMCdploD4J5tBSlfl+4Hg4UFRJQTgei5FIvViXSmtotkyyiJEso5eh07I51ObPdNl6ko/ugBEK3J0ZfjTcNt742t+gxsDTi85FisKrqnTBJDL3AUiBqy5QIxSXcfRdplUlj4UffqzcTMrVG5V33oR33nCpTHN23mGzeYDbvw2vfguuvwZfO7ozud8qT+RwtRAV2Og6GYQnj+DiMcgXof8ydO9bd1PYYkBl5hQcJ7sHC4lXq3McjjlOd6wzz+ejwS3ztf/7vWljY2fbIiYjhSRZcM1eWmvFuptmy85rs0O5u7SMrQX4o+/N/PBHgdsXmbDrCUmsBbNXWraKIFJMxodplLXZhdNqp12Ka6FkmWaBEgoh6snnU9wnwQnXEISYI/G8I15t6S8v2G7O6FNPpZq0h7CCqhIhzhWhUSjYXJpATDs2OYNGDihRIUhFysxUTKv7Jxsc744Gwma14VRzoR6qYV4jtHuljYHWmmmtsinjtVTYKOK1h1ZzBj7OlaYTTQMtNFrMBBH61BFFiCnRdT2tNXb9jtYqIjCURvHUnRzQZX5AV9BaqVODojZbIgTKbKMY52mglQmtHeiJTBFtJkUCothYyhStsbU5rhjxzM9yVtqyc5ZnWepefEesola39lzG5HlHgCUBNmX7Oz/seHIF/9I4kzenACl+ksvWggPVSuzF6GC4t7Iax+fWMsVTmISXds1kJIOTRfUPrL1u96Z1sshyIntpSLCSr3sHtl+B917YuIQf3LssRQQ97+iulO4Kcs4EMSJmkwyvOmpjaMuh0Zhn+3vauBxK3bNxclJJTpnRIloWhZ1rDHWGsRmkMaHs71/SYiDGDsTkUxKU4mXmQSwQpN7NTnOw8R0z0JTcICFsE7x5ppxhxhTg2Uvw4DhbaTp8C179GD56Zcy04jZsfrkXr0nlNGJBBHY9bK7MlzF9xgT36ZEFIUm++xaIeskYl2x1MinQ0g3Wiv+9WUAre28W8OC4WNUtJT04nrww00sJPbOaJiu2zkIHMVt73WFQ/sFvwre/L9QazQw3CCqCxAgxouGkUlzGqWJhCxXrJAsCbbmRq2LdyiERBR8Tu5TYJuWx95H6TN72JvfzOdrWomGLpIpBfPKg9csLbX/O4GNFdDWvXtgoXe/UT3+8dnA8fHRN2kS6bURCM43UGJB9pO6F6YWYitfnREhnIyHz/Uw7V3TXrAOgRbT23M6NXme2TRkZGGLP3ISr0NH7qNS06dmEwJPSyDlzGPaUWRnazKSVaSOWisyBfJZBClJnWyylorOdZG2eGQ43nG17WhcI7XIlBYM2E6x6IAxu5RRC8mlvSsL6NotHo7roOtVtk4SVbYtRVrF4DAnUPO60nVjA4GLVgPDrX79iqhP/g3/tORfRML8FBxRxlx7XNu4+Zyd8edtcYMroG2j0bAPfZMXcaxLeSjnDq8lYy3d/2/wOa4PP/WXIO8f43FsyduYQ1H0BLv41+OrBgtQ/+AO4baA5cPXZpzx+esfZ1cDurKfRUVvincdn3Ewjz/cHqgZKqYzHibkaS3/xuCOOM6E0Hr9h7ZLDbH3XGuz86ExEwDzB+2/aZ7wpcJRoF/BCeV7MYKFKYKONDjjrlJujsj/AvcCmE7ZbIffCdttzsdkw/uSaOha2RfnspYmE57nxcqxmjRfNHWfNzvY2uvX+1+H7L+APXP+TPJBnD5QTJ9uzc19XMcI7jyB9FuL7sP1Tdu+SW8ZJhtVK7mGExQL8tLfXn5+z4oKCGWeUV15K32Oz4KvBIvnSocUIZDf43WBOOhPWyz0biWRAro2WzY8h7DL3ryo/+knlf/W/C9zcB1IOziiBOf1v0BSIuRFq8HnuDQ3JNYqVOUWqAK5oUVFqjBDNsaqJrNND11q5Qa2WVeZNYHPes73YstltSZ15uWktHvSieVLSbCyJJCurQyYFU4SoNDTYSZGruga5MIUODUpaG0b/6Y/XDo7hHpgbZYbSV8QVu9MhoUcbpVhGM8MUYJ6soT0e1KzG5kzbzNQM0jd2nQWwA4UUGlOaKdrIKSHa0aeEkG0G79kZXQLNHVdFydPIsUxoG601KGbmYSJoJKqBxswgQ7MhQxKsXC4TOo3Mw4HkDFuphi9WteBXtNJEqbO1GgSf2iYJ1A0otNk0Q7z0ttnU7q7s084Wca6hMVYypBjMUq1L5JTYbrYQ4VgC/+hr8Cu/DG+/xQl/ElYjB8EWs9g65fK/ah0ax98DnSyYzBOrwBtsM8S2rj9Ghe/dwaPfg8fPYfuGsafn73om4VmoiGcUl/DkX4X6RfjLfwR/F/iBKLE852mAz3aBvu8Yj5W6HxijMpTAsV6Q08wmNi7PEndD4TA39uOMzg1JnlV1gWGy3vQlEzkPjps2+PLbNvzq+hn042QC+QxvXW2oTfj+s4GxKENTrueCTo06w36CrGKbWxLzfuZwPXCmAWKiaKGWwKBwPwv3o5CrcvaEk+4U2P82PP8N+LWP4floh8Mjz3IbJ61ktVi0xrh3t/D4EeQ/A7uft97pdGkBTLZ4f6F/4MUWyEHEeW/C8npv95XB2kHrHupL0KOTch5Mg0DaGWaoGJa5EDxhYYjc0UixNZXf8tbRt+znycLtXvm//0fw7/9Hgft7a42tqkRJaBBqLKapzYFNiLSitNaIdSE8GmMZjFfwuS82rymjrZr7t+AECqBKjhbsRAKlZYiKbCuySUjfEbszCIEGZFdFilY2YmrqSoS2pxVrP912iSBWXVDNxLpSKHWklUIfBHrLgl/n8fpSnuqroEItyxxacbwhQBMf1r1gdM02WQvI4N5sY0MmYGp2gkmj0lCpJkcI0UbAomyDz7cNkZgzqW1QYLc7Q0NAR2GeR+tvDhHNQmuCVCGGCJPhIaEEogbreKkzZR4o0wAxGxNZ6yriVq0onumppfHGEsbVKag2y/iinpx4BFi861TF9We6lta+Js2lOEb63ox5z87OaKI0SXz7h+d8+UtH3nxaV3DaaDcvsSsWKHFY8rNWVpdPTLpRK3BgnX28TO5bZB6eUHIs5iIzTPDo95357mDz2ErRppzcrnvT5F1V+NKX4XdeCDIpsZvpJLDRZFkwFWmVWqE1A0kbMxWbRS4SiKLk1tiIld99Bzl3ZiU13BPU9JqfeWRZ07g3A4hdF7jYBeZS1vE7XbUWtVwrR8fjaq32mdU0mRIzXbchMNNmM22Vvl9HkzYFmlAITKVSm5XWIdo1m6/h+vvw4bfgh8MDnHEhkWRN6CxT9Nu1CzYK9uwJpPcgf8aCUdgaOy1/XLJjPRQmbZk8W31p91JHywznFxYs2/MHL8ipNF/wRXXcebGSW1kb1xdJxLwj3dgkXtj3xwJf+4bym78r/NbXHf6JrrDwxSteyiJWxDatLBS3SY2sEwUU4tJS62Xup4SbeL+1rYsg5s1KTJAasWvEPpG67D3R9numBFH3OAhrlb6o7rWaD0MInFortaFUWiu0OtOFiMaEjfz86Y/XD44ZYk7EnJia+YqlEKmh0ERNZOkaIjOJtcChTdDRppp1h4jcByQXJDRCVjRWy97SzKxK0sq82RFSYhui4Y90tpliYpM35PsbusMd3N6bpTuB8SzTUqNKoycjs1I7CJOJQnt6pumeVge6LpHSBiEwjwdamRCtZApTq2Z6uyLjav5vBjYSYjIshZlWxHqyaV5KG2YJ1bJRXwiRaAs3Brq+49Hjt9idnXF+dWmCZZ3421+74s989Q/53FvXdO7ruK6npQSr/mdx8XA2dln+DoQPLLu4O1pwCMnGq3r3Ha6r5hjho9nmwfDXjZh561+Ez/0lK7HWYV/BNnMKcPFF+LP/DvzG31A++abwzhuZTivDoaBPIillthuDWoJEzrvA7f7I/TBzOMBZH0mqvKHwzgU82hmLfHP2Jod6xt2LP+S8KU86+Mv/PDz7Lvzw6/DyJXTbjl/+yjl/9xvX3N8Z0P/iZiAHuIg2N+c4m73YGCyIlRG6s8dcPX2T7vpbSK1MDWYx9QAamEQYo1AkMpdCLbqy+HUPr/4OfO034Zt/ZALyywBXGClVMAx32fLLgbWJ8PMbsznr3zfWv/uMt2lePAiOC6ZTHtxjhcO1aSPrh9gM71cwfsvb/BYsMdquTZesAS9GV0X9/1j7s1jbsiw9D/vGbNZauzvN7aPLiMzIyL4yq8sqdlVikSxSEi2JFEWABg2DD4ZtmjIlPcgwYEAyYBiGZdh68YthEoYgQ4YskhANlyh21bmKxcosFrOvjMzoI+69cbtzT7Obtdbs/DDm2udEFIu8BdQOnDjnnnbvteYcc4x//P8/Mmro2enaiEGfnHh9XW4Jiy8ppizVSX43wAf3C//T/zjz9LwKHgog1eClqPLIYzBV5ZCKvoZSKv6ZCzkWLDp7pgBGNLQkC9JYZMxISRoYjcWLqwIJ/V3ztsW2BZlHFquW+WqmjBABIZPFqd8qZd/oyQlsABkLaUjklVZ6ToweXqVAGSixp4SRbCLi5srEf4bHMwfHw6OXoCnQFFq7oIw9ab3Zj6rJJoPUMarlMqMqAFmQYLEX4JzafrW+UBohNg4jgRwzMDA6j4wBt3vKaGd4cTTWYo3gjFPe0myOlcIwLtgllScakyg2kZrMmAd1+DDQxgaTLNIXDBlTIsP2nOh6xDhyjKQwEkNQbe6op0zBYaRgJe2bKTr6s/o5iq1jPnOFhaVmaLoAvLVVq5opJeOco+s6VoeHHBwfslotuHZ9xQs3CquZ47A949pKGPuKu02PCR4puuilchJZQZnX7vIXVP7HHNJb0F/AJil5ekTdZ1R+rx3vFv38Pw/w0jtaqoV7Oifl9s9cAvZ2UmQYHWXwpU8uaKJn++SCpXWsfEPpNY1yzuNiwErA2p4YA8dt5qu3C25e8KYwHzRzSUX9Gj/x6mM+/+VTxkGBc290rMILc7j+Qn1N7QjtOdc+ldldwPkjuNFqdrTJcBrgZAP/7Du1CWLAHXmuH3mODj1hM6cthbnbEUq9V65wWgqbVDgfA1G01PdWg0jYwdv/EO7fU0PcA8Dly1GyU4yautMj8DkLz69g8Sp0r1UFzDVlGZhZbcLYy6bZFBgEDX5jDxffhfGeEs2HU70vstZAJl7v7x4tC8pMcK1SfqYmTxm1Gig7xRbNSjPXrpb29lB/Vyn6d//2P4J/9E/hdG2Ie631NEd6auQIqTqCiEmIEcacyDlDDJgUkRzV5MFrmWytrQR2DZwkQbKm5SUXkqS9csZ5Ww1vDX7R0LWGzgtiWm26lAQSa8VWyCKElHTP7kbsEJkVQ2dbrDPELNW1J8EIZoyUcdTr4YYrtKB/+eOZg2M7O1Q/RR8xzhJypmd9OXN3Splr6sv0r6KbRyZCcluwTcLOCxS1OCsuYEpRcDdBTplx7MEK0XiEBrFG7a7E0jQNlEzbzIhhJMZAkqQB2iViqnZGxiBOuSMlFUwukCNh3JKzjkTICWIYSSEwhqSYYVaHD9nXJZflgHZUNYWXWhpM/9arUFTXK4o4TpKu1aJwfM3w/HMtN282LFeO69eFT94JHC9Gbix6VnPt9H9kgMvH7pY43Sy42uUNSg8xrZbX3VM9UdcXl4qN/sqvmmZTW9RdpzmF47U2dhC48eNQruiw95vRwPWl44Ujx+MzobNWsadxAuwr3EDGyoiUwrItfPoFYJ5xAqsRdo2a6p49gVs3dtx+RUvChG5YP8B8ATdu6fNIPhOakRvXYTyHp3M4ajWzPU9w3cDhBXz/LS1LyeA7wTutJxtvaIuhFRgGxYCxwibCOmfWfaJxOgBLgtqCXXwId9+Ek1HJ7qt60Ndm7/7QL+xhYe4cwK0b0LwA/gUletuVBsa9244mYrWiqm8FwloHcW3f0kMqfaAzyIl6YCCXP7//2xMxHIVXsvY89sRwkmLGdqFmJO0dbe4VVyvtCE9O9FD55a8Jw/gvWG9F9pzLHMHEjMRMcdV/oFqASU66Z4rygqa9MWV41CF21DEjmoAWrW5rg2Za7qa1OGfwVi7LZ3RgrGbo1TA3F1JQEYqJmUYEbxTm0eSlgGQkGYjKmklFOdElP1t0fPaGTDvDWjUUiOOWMSRCFHK2VTGTMGIpYtTJxpjLWbgpkrMQsRQGckx45nSLlna5oPi1KkNmLU1weISOwtacsbNCYUkqLY31zHyHa2YY4zheHNNsntKEDSc2kUvA5EC0C0wyuFjIfiR5SxCHSIYxkXeBkgKCox8KsSRSSezGHSUGSJmYBrBWzRKK+lA6DM4rUN2HQBo1mFpn95xIK/XUMkAseKe8vT/842u+/AXDH/vpFTcP1jR+h3WPcOU+Vs5wPMRNC2Yqnydcavp4z58AlrrY7R0oN7UUo2iQbO7B8HVtwIy5jhut1VKuwXEGPC9ahf1ahJ95D+YrWH8L3GfQLGWnBHMpyqk7vb9m/cTxwnPX2F7oyM4xQ2qF4ITsWlzJLLJw7Cw3bgp3vpr23XYfwY465uArnwE5htzVEQhJSzRZqHRyhU4oTFmbD9usWditz8JC0Q52CeYZ7hzDv/0n4He+Cx/cg2Ajjx4+4PHTJ/xrLw8ECk8vLCHAIJadbVmXnrOh8MET+Dc+B5+5Abu34Fu/Au+8Dt8cLo/Fc70czFEd9f6gMXCrwOcKfPZPw/I5dETE5zUgzY65VMBIzegK+4SiFB1xcf5tePJLsP0h5CprbNraOW/rzJmiTdFmrp9L6LTJsKsQ5lAZB8uaac7g8A/pjHJ3fFnOT7ZrT07gb/wt+O1/7rl4YDElX/EGQPmKFMqQsLbgRtTqKadK+9Iy2mLpYyHGjDiLFKn8nqIlSMyK/w/KrywxYVC6nIirjc2EcSpLLK1QWkvxjiIDVMMbX4y+ZiOUcSQOA3G3we4yHkPX1rkzCJYCVaFXypw+bhnGEU9P8hbXPlvYe/bgmHVFFgopBrVRj1m701kQmRrkGiCm3SxVM1mklp0jyLpAlyhFxyS4tsEVz6xbsfCHGC+ovcyGGAK7dEZpD0gNONfoyApjadqGlObkklmWNTsUGFZCKKQiejGlID5Cm3FWO18xFEoMlBxIKetrSWk/WnLyhipGEOcr9aZmHjnjjNA4R5RMKkn10/XUWnQjh6vIz/3hxMGisJgVXnkpcevmmhdv3KPzJwowl4KTDYaxZp+XQQzhkhR+9VHL3IkTWNAgYz3MmqqtjXD0BbB3oTuFi0H9C9eiOmbDJUYlmkjx3QTn96D7h/DKS0oL2W7gYqNr3EbItIhtGYqQ+kTZjGzagjiPiEdST86JIcPBQlguZM+ny2imO83bNo16Rca6Id1EY6pQwJrLjZrZLycd/eAVTjAjSK8l9sExvHRTVSlvh0wukRQS6xPlWV6UwiY7BlPoJXA6wDo2jF3LziWe9pFvfW/Hdx/D/VGNMOoUDObUZlZ9LhPx+7UCLx7AJ16A5ljvQ3NdeY32gP2YisJlllhqfImjBrcP/z5s34btm+DOa2ZfG2Ox6Bpw1IB6JevMV7pBZXaZxc5eVGqOv1Ht6+Z6zXO937nAvYfwg3eEX/265/7Dao5CNarNIFZP4ZzV+aaEQh4KeRfrPGt1cS8CIUWICZNqKixqTZaiYRLJm2w1A5WMWv9VvmGepIZqDgiiVqPGUqwuBiVwa36u0sRMzMI4ZobtSLMdsN7iD7raNEoVlyz75yLeYXIHWIxrMeKfKeY9c3DMISJZS84YI3FMpFCP8KzbrVQtkuyD47SbdXWXAgSlAORdIkuiSMTR0PkZB+WQA3dN56XIBkmFoWw5Gy4YTEs2lllWcwdvDc57fDujKzCOKipOOdaLrZSbWNt21hakFbAGXywplzoDZiTGTAja8VJaD3vtdRGjc3dFMYySFSS2xmAr/SXGUPWdwsGycOMg8tyNHf/6z2RuHMFqDrMFNH6gaYbLsippw0Ngbz21v3Tmytt0GcuVy7q/qkCliPgD8G9rprUsYAfN1h4GDY7bonNTZqj941SWWYG7GfITuPXbcOff1k01ruGsN4QE3mbG6Eh4hvr8STDkgCsWiyAlkFNmCIWjGSxr+TsB9ymrUkOsUnJy3T8Zh5eMJ6uzdw2YgqtemHkvVJoURNM1KYPihPMV3L6ufpR3P4Qh6e/anen85xF97T2FXUmc99BHh+nmjDJyNghnj3a8u4HHGcWXawLUccljvAq03HDKZbzx6ZqdHdRy+lAx/6IvAoG9g07JqpfuT2HzEB7+qnIZ81obTMbrQTddg8loeCoopgBb4pUnstJs0cx1KmV7B7rnUNpcbeZNnpAhwjv34btvCt95wzHsSr3GXEr5pr2KGqWUWINjH5FSHW6a6psQI5KTenOmrJ4HNit7oCp8JNn94a+muFOhXLPT/f/BTfQ5o6WvQjVCqoTQgspyw5gI20DTB8UtGwsmqpy3vg71XC2IVbMZjEWsejs8y+OZg+OTx/exsWBjITASU4FgK+eqkLY9JEvJSmVxpnqo7dECvXikhEmGsB1xNGALh82CBSuO3XUO/HVMY8km0OcztumcEkcuQqAva7w7IHshWwPNDI+63qQUaUPL0recjTuGFNmaRIk9CUPfzjR1z0bHKdhAHBL9kAg5EEMkp8mbTm9iKdqdJteMoVCHoxd6LCEFYoqULCQZOT7O/Kd/fcsLtwrXjyrXzVaBwATeRfZGCNOMD9DFawz7UZQfKaunwGivfDyB55Y9MCgdLP80NHch/L9h9QVYvADmm2DOgd1lA2Ey86Eoz/dY4EmC/3ID9//36hTU/Djcnx+zTob+/UeMdo34HXduzpk9d0T3iZaye5/dWDgfMjJzxIuR9fnIj5TEraizh8atqnS2GzhcanAcSjWiMZ4L+xnC9gHSP2axApvAR2E4/iSpbEj9vf0YU5w6D00DtErWADy/rQTsow6+8ZaOMN1FWK/UsfzaHE6K0EfhdA33HhsWTeErr/SY4YL1GPHGsbGJC1+U7rLVA+ZxvVZL0Z7kEXBD4Cs/BtdehuaL0HxOu8B+VQ+EGk33FmOG/eyZxz+EB78CH/4iyLlqx+de10kBhlTLZwcSq1FuJagz1uqrQLSKy64+C/MXYfaS4oxmpoel9VwaVBTY7uCtD+D/+nc6fv1bjn5y2QJKUeWKQuWFSSqUg0Jm5EQUj+scbWkYdAC8jnOdwpwpmKLhLJH1MIggQ0ZGQaJRxU3tS/jG4KxTg1zqjewaTDfDtTNMcRSR6ksZEQwOx5Oxp9/s6J/2dFugNdjOkSUQcmQ7joyDVe5vHhFTcNbjaJFmTp79AXerzSAKbI6Q9qqPcmmnNLFMS80MZTKYRMXg+3MCSsnqGuw8YWzx9pjWzmmlY9msaNoG52GTZ3Rxod3nsqaXQA49I5ZSLA4DrsEitGmJsR6MpUXIYcCmnZYIxujIVSM6WrWovjMj0DpKiCrPSrpISp7S8oxJmZDSfryDnrBKekUKYgvGR37qK5EvfSbz6suFowNYzqCZSsi6OeAyMO7fT5+vX9uX1FOKMnHiJiR+elz9/JRdigZIdxOWfwyGb2kWuboOL1nFPsO5YmgbLpsLhkrPEFV/fHsL13eG16yvFgKFPJ+zWY/EIbM8cgQT8Tkjm8Q2qsTQ0bC5EJ48ytz6Mtx+WbvHZ3WNuHpQmKwWYK7rsK6h3TxmlwuDHDAvF8pTmj2H7T5DyB8QuYdffhFvBjxv0J9pBiStmkRYr9fLtsrX/OwXIb8D53fhPKofYjPAkBJx1MaVbxbMOsPCjXRYGgSXCjOnPMyLAbraGIuiy9sKHEd4/gBevQkHn9LxEs0L2hWW7jIYTfdqMrAoCR7/AE7fhpNvQ3hPcMHUER4fxSFLvfdTc0Xq6ytRBWFiQVZ6IDS3Yf4JLaPNUt8mLuUe+is60fHdB4b/+ldb3nnoiEnHS+yZO6Jrf69frE+mCEgRShLymMkkogSKL2By3etFt79HZ7SkGmiTQm57m70r+IiIjjbOOVOsii4lg8oKVXGtYoo0/QQ5Z8aUiX0ibiNpPdA1nfoiOENEnbtySoQ+EXaZEEaFCkRFGNYI5g/az9EFo7K8Iam5BEVPwzxdz8vgCOraLZh9d05pLjWDLIVxHLF+xIeAcy3ezWjMjIVfMu9mzFpHl5d0cUnIAyU8ZJ3WjLEniCVhad0MZxy2MTQFsDpUpy2aIdmxx7hKzI6FWJn5uYLPZR8cLSVGynjZn05VUmhz3lsd2YqrpiKUnDXw+YJfBf7oT0X++E9lXrijQci5ywU/EfKnADi5Lu+Hi5fL8nPaINP3X/4gVxvnl3fu46W21bJu9UcgPlEy8/wmPG/hwMLjLVBpPjsuPQ8myl0LvJ7hCOF202JMwVMwBzP688Rul1iPlqEErET8OrPJmU3JLHLDbgPbi8KNT8PNFzUgGnGqljKxjtNUKWM5asG1NP0DNvmQ3iyBNdIcw/w1bPMaZgw69XHxGp41tn+Dca1DuGwLXavBMYyaiTeH8NqXdGTp3Q+1kRODGl2MKTEO2sSYLzqWM+jMjs549SFMgwZHDw9HzaiFipUahUBuCLx8DJ9/Vef7NM/rnGm7QKk0XOKBUmNNTkpqf/Bt+OA34PybsPKGg5kjkvRs23dCuOwQ1387W9fH1KhzWsbPX4Xlq5XrWrESmenXi6gwYAqOD0/gd941/K1/MmPcKMyUDORa0lwuxYoDUA1kROrzEcpY1NU/B0qrB0Ymkk2m2AJe57vblPc4gKRyxcBF/5KSwA0hDlrCe9Vim1JhrPpfqbGiVKVOzokhjMRdJG0DeTvSLRc0rRK7VeWWKSkT+0jYRUIYkWwxWKyzOAH7B+0EbnrRRlXKSLLKY42Cq0YTEa0dRerQ7cl2uGiKlAVy0dTYiBBCxIeow65EMM7TzBZ0fk7rZzSzjhskDtMcbzKLYcZFPOdBOGGbzghxTWmhsQ5vLJ33muGQyaZgGkPjhIthw5AKwapbtCnaSElxJNuIXelEtWIdJkMatLNW6jwEKUKIGlCxsQ7V0oDZtoFPvBj4j//ayIvPCceHQtMU3JXyuLIV9s2TQl3s9brub9N0spbLf+8fE/dm0uFOXYHpF+QrH0+poIXDPwPLr8L53wP/Jizuwc8s4c3H8MYJvJEuS+wL1B1nFJWV2cPE6ckFNw8P8BbO+wuawwVh4fjg8Y7l0rKaGT65grRpOL3oeLI551OfyPyFn4fuhtqSrQRe/Oy/wcU689bXfoHuCFoLD98Dd3iOWFF/xHHLpgQ+9yMZGd4m3L2Luf0durLGdIX1k/9eHegNHN3Ua5EPIL6vgVZuVa5fp9f7R78Er92Cd74NF0n15P0Onm6E959a/vK/+VkOZ5GTD79Huyu0CcTMwG2JPpIOtTS3A9wosIxw7OBP/HE4fE55g8ufqHSdVrO5kjVITzy62qvg4j784v9KcUWqScSQE7uYuMYVAnfW2+dK5S5azYyrDQ5cg8UrMHtOS+kJPPbXNLssFWOcXH1Khn7QmTn/u/92zjff9QTk0o3boG7eVhsr5coamgKabgN1n5JoyAl2Q8ANVgfTmawiBXeZESKaCJmxwKDVpvodFOw0NVC0o1MokKNCDqn+cSkgCZd00qlQGFNmN+zY9GvCgy3mNLAYheaowx80GAIpB8Ywst4O7NYjwyZSCGSxZLGMxukaStPm+Zc/njk4khQzzFF3+dSpV19ENJBMF7dQL4BmbZotwlT/5UKdT5xJ1d1m/58YjLFYo0HPGuGgOSSj3ovbHKFEdqmQU9lroet0CjAO51uMGFxRzNPGCKHsS9USM9npTc8JiAbJDhtBTEaISLXbV1862cvOkELXJm7c2vHqS4FPfSLzykuG1aLQVUXJVEqbK5nApItm2ggfP7ymbPFKpr3//FSmTXfr41jkx34H9VKb6t3ffUnLLXsD5Ptws2hz5MEpnCYtsROAE1xriCSKcRweHNBZdSI6mK+IsaGMwg+frLlhPE4saam1uPWwucgYW7j+vPLuxqSDrOzwASZmnbpXX6OZQdMWuqbQepjRkOkg7TAm4bsdyT4icczQ/jTL7tu40tMmcLOWVAzn5ygAZ5Par5nK/bQwP9Rs8eJDYK2B0URY+oZP3lxRrGeIGfqCiQUnUJwwtzobenOkDjxphMMCr1yD127C8ZdgdrN2ghd6T/J0j+rhNu29FOGdfwYfflcNcn3SONKipHJLLZGVGMGUcDnDvvlkHLhrmh26l7XZ4q9rN5yO/ZiLSS0zZYq5wK6H9x47fvm7c9574lj3qiYrInVIXdkHQ92rmqXtpXrTEis6gE5i3k9BSEFNHvYqkALFFcUgHKgpdoXcUlalHFOhI1fig5phm2wuG00hQ8iEJmkwRalCYYiEzUg83+LHyMx7ms5hGiHVLrVm24acrEoKS0AHiWdIQQ0s7B9wcMxRtZOp3vmSIcVcIz97beN0pUQuLYkm53ARu7/ke1/DFKtF1QR+VHxArHakreUwHyr5287ZhahROQm7OBJ0KxNNqTpNp2MLrMfYBhGhCQOGXiesTSMdPAo454JkUzFFMDaoM0/RHmERVEA/YSGSWC4TX/7Kmp//w4VXX4Ib1xzOJWy1SJIpANTrNM1EkanUcuwD3L4qrvjjNAP8I8Exg0x179UONh/7vqvvKyZpZrD4CVVshHtKpL5l4NDCDzawK5cSQ+MMbuEJKYO0S6sXugABAABJREFU3L55B3vxCFLCrq4jMZG2A/d2I0ZgRmG3FLID1yXCTp9bex2GoJpdScLs7J9TRm0yyJQdHepM6EWn+GxqZzRyQI5PcU2hm8HanRLMJ9nJv87t43do2SoWcDxju204fxdac4afJ5rOknMm5aLmsCto53D9eUgP1YzCRrg+a7l5+wabCLshMltnrMvqdegMBw5SC+U63NvBZqvX6/Mvwle/BMsfq1SZhV7rfRk9NcXk0ootJvjO34c3flXjWE3WaIG2VH/OGtSNrdQdox3r4jQwmrk2Wpo76gcp89pw6fRrMqu/sAbTVLvSucDZBXz3/Yb/+69fp98GRPv+tWubwWakVnvGqN1gKaXGTDUIpvYNZAIwDWpEETW42tpSL1l9W4kGiUKWhCRRdkcNjmD2ApHL4IiyRoyBJErkHzOMiWGWcEWt0EKMhF1gPA+Ep2taIywWDW0NjqOEamWmbZtShJwMJgWSCfrcwwi2BshneDxzcCzo8WasJYRISRmpZfaUFV7y2BU8vfzheuck70+NlHQhF4Qhw1iyNnqSAqo5B0RarHGUZs4CsMYRuoiJAcmBkAOhBGIZ2EmhMZ6509Gv1nmsU8CmjZGuHRiHDWMcOZOBHC258jatVRC7L1ENbL0DEzFRMElHQ6jhcabxkeduBv6dP1F45UXD4YHQzMBZVwncgUrO11J6BBl0FvWUYZuJ1sHlopbKiZu61NP0t/2cD0FJilN5PYGFlr1JKlz+/EeaOU69ICezgbhRBcaf+n/Ce+/B63fhtw2cx8zuPHD9c5bbtwp2/ZSu6lt364f0Y4Is/KkvPcdbj8753umGNhecyTg/8Bf/SuH42mUjPXOdbfk8afNNDBfcugFuDeEC1k9gXOnGvv4yHMtTijmjW2SGM+ifKmfQ2e8x9+8Rn56qljaCac4Ze8vJ2HKDRONv4l/8q4z3f4Hy9J+pZVbNulafhNkteO4cvvffQQiBMZyx+/AhXQ5cNyOuU1OT08cXtM5xw3tmNrB4AcqL8Ff+DBw/B/MbVdMstVNe95hY9iMrssDf/Rvw7vdQRdgT/Z6AdrxnXA72KqK8apc0y139MZUfHn2lNpmsvgZbieTFV4aD06x1miM0Rd1iNNMdR9hu4f/wC3f4/sOOIB7TWBrJpBxIUfmKItpgSSXtkx6RiWHy8UflnWS5JE0KV8ppR4lCGdVIZmacuvf3UlksGlx1Rk2CZCq+eenqQy40yVM2hnwhLOct1Opt3CXCk57d3Sew7bGHLe21BmltzUISJhUkWWBOw06pXMFgnE4GGHcFKxEjw+96df+ix7OX1WWfELPPrUu9w1zuX2AvB7osp6ePr9Te+5KzkKPK91KKKgWMgZw8OTvVMFcDWp89rbS0dHS0uKgk85Qjg0SyVY83U9X4xlqsb5WnqEJFjLFKKyFQiERbJu4qNNNrMepiEEFigTg1SZR+MF8Yrl+D+UJoWoO10ywamIYJ60mbtdMY2Q9ZL0kDZomaUaqFPB+RmGGUA2iuBE2pm32SECrOw6VX1vSG/vzk7D09xKH41E2QQ5AjuPnTwEtg7sLT1w13d/DumGmdoTGZ3AdiSEjJtF4vjxPwkll1jrTq2MYdh1I4tCr5m831eZju8xR7DP4IPzi8qLHFlF0eXdPnNFY/R0sCyfjDJWMfCGFAzsDNBxaHA9IYcjSM20x+molDYdUZfKjZD2scAaTBHPw4kj5A0ge0cyVWE+Cwg3WMDGGLNYP6+kkmpEispgZGBG+EhTHkNmMbuP6J6lq0rF392oTcd6WTTn48P4O334d3X4cn70M7wLzorZgMv4VqkuMhz+Daj6pNWtvA/MvQvQCzl7niHH/l78G+lM0TVDNerhmsZqx3nzq++V7H209mnGw1yqqcFqy1iMukqOYMxqg57bR7tdiTWsFNO1v3/tVGds0tP7L2TDIwld5WNFhGatv8MoxoU/wKnCa6f6xx2NzgoseFhibNKEXJc24cMTuL2SjE5Z3BzVxlo0zl9CQ5bBAZ65gTbd2XIpQU9PnEq4D+7/34fQRHdczWJyA1lQalaE6XdkqZ2UsHlTJzeVX3uIZRgKSkROy3hGFLGAeGYUvjhTx6YvXxt9bijCfbTFs8szKjzwt8eAK5EEtmx45RRoJJiJiq5vBqu+4y3nmsddodxwEXlJIIppCt3ng703JDbIZkkVgwIeskpUrzmS8cy1WmW0LTCt5rA8pYX4OyY8/BsCOYghHwI3sJVdzp+7RB3Z2pWUC9dns7aTSAmJpBNLUjikMzhqa+txp46dEUZfr6VfxS9GftskIwS7j+l+BoCy+fgv3PGr71buaDRyNtSfgkpF1gc3+DLXD42hEXKE736GLNndWcl68vePede8xc4aWZEt2dg9QbzMGfwzqHKa+zPDPMPCyvw5NThX9ufULVN+eDGjvkAjhhef0OeX3GkB4R34fVHVi+CG7p6YfCxcOR7fdBhsInbw9szyCzQYZfoin38M2SzQt/DbP+O5iLD2gy7EYNSHcO4OE28GC44NbMMRNIUljvdrrR22qhhcXZQlsibZcxx0BVofS7GotEb3HOGpAevAWvfxf+X38LrqOcyylLrJ4RuHoregOyUBrOp/4DWNxU2tf0ECoUU9dDuoLpTzZ0eWA/ZEdqQwirBPNvvD/j//JLtwihBaNyulSVKdYLNinslq0hG828klxxx5/+8BVse8IeC+UKy0LZKJJ1TUmozZhUyLboWoyi+ELWwDVhj9lq5jmFM+883rXYPKONC2bjgiYdUYohl0LYjbSbjmbd0XVb5p3Dz1tlCIiOHSk6sRxTOkR6jEl0zZyYTLXyK5gkSPhIlP89H88eHKkSH8nVA1Gjr6mnS9nXiHoR0x5bMBWvE9VfVn5LAVKKhNCz3a5pNx2bzRnrzQyRTOcNWQouedqm0VnSueggrij40eCSxWeLT4a821CcgSayq+xXZz3WNhjjESuI8eQmIq7l0Dpat6U1AyEMxBAYJZFMJjt1B/fJ0aQG03gkgAyJk3Xg0dPE+brh2qEaYggDsk8jpkhkUZ+3BE1SzWstiYiVHlIq8TdokIwXmlVyZV1SSynbKOkXp7+nO+bSAqvjozhkAO5RPba4LLXrU5sSf2OBhW7MH/0PB+a/A+t/qEOm5q1aS9lbMwiRs/dOmd1ccaNruGsLabfFhMBf/GrhWqtmEDOrzt67LRw1Ebt5hLz+DwlcqOYbuHig3zMKjDMDnbC8lTh5D07fyeyevM/8Drz4o54PvxaUE3kO4YnquCWq6qeZCde/2GDeCuwuBtL6dWCkeGH3zv+J1p7SmSVRNri2cHAIkx+ptWDbJSknTi7OuDaztNbQoBg3RtgabSaNRknYBH1Lg0JX/Q7e/jq89wF858162G01MFY2zT5LLPVzcqTcxJ/563rQmQZWt/XeylWCf9GvTYtgCqr7DLJo8JxgwLjdQ9P0Gb5wvOF//bMf8Dd+85AH6w5YId4QpZBiAhGyWJIzur6S6Cyo2sVOKSLG7M1TpiCWK6M9l4yI4vGmiB7MFVaQotihsaYO8CqkoObQ1mimCgVS/sgM7rZpWHZzDpsDDuSIVTlmHo+IRTvp4fSCZtfRlRnzoxndUYtfGqL0pFwYU8Fkj2RPyh3OzyitsOt7JBdcEYpZqFlF+APGHPlIfjjxj6bUmysfXHnFH/kp9sav0/flUogpMQw7+n7Lbruh3+3w1rLrWrJYfEp1kE/FIlOGVDT7iYJNony0kKuuemBsBpUUBVfHSDoNlK7RjBVLjkGpWJlKF1CC6Z6d3QFRu15GjE5eLELoM2ebzA/eNhwfwLwr+GaSuUxLVEvqaSUL7BspxdaFn6hNgCvlWW3c7Lt8FVg3HvKEM3rNFGy1qTKzquOtMjGZ7uhkxwPa0byaFtS3vbytgdXLhRs9fOIlMN5hcBpIuobiHeNWXWVLNHTWU8aBVEaevwbLrhLei75ZW5D8DmV8yrh5qtMTs1JZmoWWOHmMuBk4L7jVnMTIsI04O9BFtegvQSWMm4dgSlFTF1NhV6eWXcVAloKXLW5uKNlS7r2lr7kppKTMiLaFgw4uRoVKYlAdfTCGKAZfSYnZCMUKQYTgLGINYx/ZnsN2XZ26t3B6Du9+H+7fh/ffAV/L51XdVNNZVYxKCV/4HCyP4eAW3PgiuK5e+6l0nt6unK9Xt95Hyuvp66nqv/OlPDNlWPnMZ64PfPnOlg83mT4Jbz+Zc5G1BL1cA/qLi1z+6StbtzZRp317aVw7ld2AJkliKldTlADO5RrOWTNJ6hROqcTnQq6qHG0GNW1L13XMmhmtm9PKjDY16iEZBTt6Ghq6rsXPHK4zui9KJGUIxWCyELMhV2Wb8R4TIlJyRQCd+k3mP+jgaKp4POU9kRkg181vrNnfz7LvywHUQVVoqb3HTtCZtyEULi5OMUbouo7lbI6kjLWObgw0jSe2LSJ6YvW7QW31A9idYGPBpYSNlhACYdAMcswDmUiURNN0zJ1nXjNJ51XDGZqGKGCdzqxelzVSsio/TIFoGYPRgehOaUYlB+6fZv6L/9ZwtOpZzWB+bVUhh5qapCq3mfiI05sm3jqvuABDzRRrSWRrsIw9OkhrUF+/Cfu2HZj6tkWDo1upW7fUGm7yDmQO5QLKuXZur3YCqjKMsdqUidHM5fAIPvcZuLs+YNwZymnAdUeIMQSXebre0p/uuLV6nifDjj4UFgstETeNcgEbC6ujgtn9N+x6eGzhublqqssIz/3EgjwznHz9lEWTaecGOX6eZJ8wjE+Z34bkMv3DzPBIfQ6fvgeHN/V150aDovWF8enAeq2u5ncOoD3qKOJxPzjThkarHWBnYd7Bp+9oYLl7v7AezjCNwR+0DBPrmgjGko1ji6U0Lb4Tzp+e8f734e3vwOYE7p/C24/0Hrqil7YtlyjHdI4V9F6vXoJ/6z8Dr/0FXHu5rfaw3oQbwmWUmt7bK+81zujrU5iWPOiSS/VlNIBv4H/+h9f0ac3J9jH/+a+/zPcfdviI+ldKxhthyJkU056wLqCjimsuqsmEPkFn6zftOSd18mBRBxwrKpjPtTrMlVqTYwKjDt5QavWo/zbG4NuG+WrF4uCIxfKIRXfA3C/pglM6XDK4uGA2W1HaDenwFDM3VcOdCQg7Y0lBSCPEEqCxWFraXMijCldKttgSuNor/pc9njk4xjCQkppOpJgoWek4U/s/pkzjJ5uyypliwh71yEuleixOOrmaYPWbHuEMay1N4xmD2oUNO4+zlm1j1TwTIQ492+0Fu92GtBmI40iIEescI4GxDJSNo8SKdHpHsQYfM0HlGjgxSDvDWMcBltEPBD+QS2JII2MK6v1mwTghUbT7WbOWFA33Pmj5za8Fwjryp352S9s1eGtUq5ayBsaB/TwUEpdT4oK+btuAUTgGyYpFlkmVEZXCJ05/JgXID/VnJejGN61ih+P7NYM81GBpOrTpsqxB02g5KlNqU9f75OE3WWrtzuH0Pow2EPHIqiWOa3LM9GOhtzN6A8P6hIvTSCqOuIy1Ww9r0zDLmeMxcm9YEdaZZdhw49WWtoXdewN5s8Ekobulzy25hHt0D7MZ8Vk7uuEpPFzDbg6Ll+D2pwxPv5sZTvXy2rlyKM37sB3V3aecw7aHiKW79TytPadxa1yta1OG4x/R7NHeV4kgAmOfKTMPXUteCP0QCDFQRNiue85OMv/gH2umXiz889M6+bFAmzVjbMse+t27zV1/Af6df18DYrdQ2pKZGAb1QKo2T5ePq5JQrry/8pA9d7DeV/R5TYHNCvt51KYo4f7GAv7KTz7gjceWv/tt4WGcsx6ddqr2xFqoNSFg9lQbY+zet3TatCVrUCpF+wH70ROpBr5ppEKuY0amEZclkdPU+BGdT28N3WyBaxts6/CNxfsO5xYY22FC0grRCV4sjTSkRYtt9TDLtBTjsb4jBEe2luwNKa01SzQ6m8aUhMmeIRuekcnz7MExxUhKqc6MKfvMfyJyXtW87e/5HoesYqCSkVLNLacMshRiiIy7gc3FBevzc4yxdPMVafQ4KwxOnaaNqGZ62G0Y+x1h25PCSI4RafXGZTJpUNVwdpYm9IixNC7gq8ekk2oogdC2YLE4sSzCHAlq0TQx1U3SUoGJgxiFhGHcNrz5rmfeFL76o4FjcdhZlT5NnnYRxWJqgNwPRgpcErvZVzeajdcsbr95ph2HBkt2wFaDZvKKUwavUjp3BGlVs8drSvo2K81Azaruy9o5n8zNt6Nns+6YN2v6QcvQMUaiMTjvCEkPw5AKwarCYjfuCAOQhVRL/iJCMLfo0pY2nJCCoYRC56FdCtYX+gKsEy7oJtbXWaDfquHsijr/XEcdmAW0Nz2rV2Zs3tcgnbMGf7zafhlTcdsezWB8YXZwHUMHzGnsI2IqxKj8y/kjYdUY9fCsHNQohmgcxlv6IRJSIYfCuIvEIfNoVIehxsKTagc+L5eEgWndw2VgfPFz8OpXFW6wtSrYsxEut0WloVz598ffPv4oV34mV/x4WjP1S9PnJ/mjNfCZGz1zD68/NKywPPaFd86mmp49/3BfSte9fSnMqJEY5RJmFOqYvg/QCnHKLAv7LrWp890nA9yplDZGsNbgG4f1FnETOb0G4wkjKkmhL1cQU7CNWuElMkKDkRZn5ljTUKxWetHslN84XXOpFyarvPBZHs8cHMeg6XPOl95rIkan+FnUokhMvRkFW3XVIevGKRj29iB7JLaeVVno+5EYT3F+xhAS4jwzXwNiiXRdq2B5CsRhQ+i3nD5+xFAikMjdgJiINYZgRkKKGImkEmnbnlyEwgGp6RBj8MbgTB285RypbcnG4PoL3O6C1AykmAmhINZRIgxjQYiI0539T7/vuPtw5Ke/8IjXPhu5dUvwbq51Thz3UrEcUCwx6JfKgAa8mh2WyF5iRdDswFqg1aHyNXGlrCpGaaCcQThTza4x+v2tg9KCzLUT2txWPNIeQPtZMC8CJ8ACzBxWR/D2W7f4tW+9xlde/k1c2LF4Dn74w55hGLm2GDiTGcEY2nJKCAtC9myzQcZIFxPDVAomh8z+LLJ7i7L7hzTbM/A6TrbEnmEDZw80mDdeHa5Xr0Cz1Gtz/RU4eB7e+yVorsHxC7B0ML9zDXPjNa7/+G+TLrakcyiLCm9t4FY1eS0XsLjW09wQxs2nebq9wUXfclj+JkV2jAImwrWl5wsvzPn1ty/YpcJyKZxT2OREcwbjaBn7wvm7Ww4qQf25A8cgmXVSZZUV5SbOrMaoXYHgtLw+TvDv/jV47ataPlur9+cjQOR0MH48EF4iUfqYgqP52Mf1Z3O49HzcD9YqmjlKYm+mkqq2/JUj+Os/mznZnvHGfc9/8jefI5RMIhJqBQgaIItUxnJtotjaqNLnV7BOBSB5T4spGFuIsZBSzXzq6e+903GsRoOiBkfVOHtfk4pZobSJrewYSk+bB7ys1IzcgNhIsQOp3WG6kWQLKVpmfom3K1p7gGkdozXYYhncQEwBa88o1lKyIZQ1MfaqTniGx7NnjvtcdJIEoulz/djUSegF1D6dKZksH/k9uX5+alrV9JGClubb7UYHUc1mjO1M3X0lEYcBYyDHkTxuSWNPv1kTshCLYAaHc4W2gWwDFLA2UlwkmsC632J9U/9+ZuFnNNaBUYslKw2zeUK8YBtPvz0n2oAxkdEI2WaKqD0ZRqVOrlieRs//4+/N+Asx8VUZuHN7idiiPlRpQHr2dmU5KAE7V71eKSCT7rSv77Nu9txrIK3zzxEPsbmENfOom3SWtINaRsXexp2WmM0T6D7U4U7+Rc3E3Icw+xx7vTctPH/jhD/0xd/h//PGyJNz2D2Fsi0ssuBzyyCGUDI768glEEtktzP8yFeEz7yiZWOIjjA0NPmXGHfnbM5hMVNO4PgANq3u7fmsbiNvWH1hRv9wYP2DqLSoF17CPXeTxae+iXOJ1guLT72E5EL/O68TdwNhDdtHcPxpDTwhKQwQdxpM/WqBbWbI09+iyy1JLE/WBSkWaxImw+FR5LUvb/jO40y8KEQCEg0lZ/q4I+wyZSisBA4zHAQ49JZNgTFp5hrRgBSLltUeHan7iZfhZ34Onv+sPj/XXKkIpoegP3B1a1zNBv9FGWNtnHGlUZdKhbXr14ygSUpm7/qUBbLVwzRXfNImtXX7zO3If/QXH/N3/1Hht75V9mX09CSnUlr5uzqb3RodlCfGkivWmEWzOSiMY6ijjLXhZYzR2UmzFuc83ntsNRYoVX9sGqsmFq2QmsKQB/pxTdt3dItrpBAI/Y4+XhD8jtxGvC0U8eS8wNJgiqfkjoU7ojGWXQrsxhUx9PTxPlY8xqsWvIwQ+8KzPJ5dPpjzxy5gva97yg5MFkeKf9Q7XSbjSfZ3fSKCfuw3kYua1trdToNkAm8tRhLJalc5pZE87khjzzgMhGRI2UE0mMZic8b6qL/fF0rIJBsZwsgwjiivKuOtVzylUhZEhKZtwApiHcSRICoZjNRFUHLFTCq5tQi76Pj6Dzq++OkNd44T14+VKG6chzboAqgZIlzJElNd6JWbWIYaHKcTv2adUq/t1NWUKx1rybWTPegmCUm9AHNSbC5uwZ8qedtvwJ+Au65NBCOKQR4sdnzy+R3vf0d4d2O4iHCNzBEwz0bt8ylE62hLwJVCig23XoDXvqwzVgJzEgcQ3iT2ic0W5kfaJAiDqjasVbJ3nUKBPXCkB5Fho6WOPDen7Y7obhlMSBiBdjkjX6wZHj9S9UevXo7UTj31OuWopXYpjjQYSvwAkws+C0M80vEWeYsA3Sxjn8vMW1hvIJVEiZGMsOtH8k7xxblV/8YVwsxYxqwTJotRjLOvAWcGzAw8/wJ8+ovw5T+lDSNjayZ3ubwvSdQ1EO49Pq8+Khx/FYu8+juo6ybD3kD3qu2dMZdo1gT32yngVomxddCsCj/3o1t++Kbl7n3D3feNqlj2Pyt7CbC+XSmHndPmas5kyRirmU6so1mlFJJknLN472i7lrZpaZsO660iAtWYGgc0QmmE4kRVb2FgDD0pRp0RNfaMeUuUAVwEI4h4hLluhuIxpcXbBSKW6HYY2yLGM+aRxqBsk8YhvcDwL8Irfvfj90HlYU8C1U5+xRKlVPH4Jf5g6iBunbxXatOGCupWEBm5wsCXfRCIYWToDf16jc2FYC0xRhoJWJMxztBvtgx9z7AdGZMwphHfdTodzQqzYkmhKAfVJGwOODuykwtSGPCLhgsp9Klj3qzwFKwpNGaGMy2dS7Qk+jCyHQaK2RAjBNcQTdIRsKZQGkcKgljL3/ta4vW31/xvjk+5eXPOwUEHC4FugOWIudCr7WtXceLFxXUl9Ab9HIm9fx+apGrZGKDUeSGmgTJXcnBUvrp2KoNiiinp8KnwFMopLO9qQ6BbAedaYvvXYPZF7Wou5vBHXpxza+X4wdbypDnjyTryzbOnfKkXbohjeXTA8/MN8zLQP97ROM1KzBb8/AvYaz9NO/xN+nHN4x6+eE3pNs0Kjj9riTu4+1YibkFOMg/yGcdfXHHw6QUf/vIJ8Qc/YHzyQw6OC+FCGE4Lm9/5AdYV/LKSJaKiFbsHur5P7sHR57QJdf4hDO+ekUZYvaZBOQyW67d+krS5Szz/no4LKOoMfmghGB2xutmMDAk2PSyyErYPW7gxFw5nenj2IXI+gD+qLKkdLIz6VV5r4H/wP4ZPfv5y9vXHTRkoeihO+PEeU562gOGS1VDVU8gVvmP9fXthGvo5I7qu9nN6pr+Jfi5lMFnvVa70sViNeI9b+Pf/UuLP/YnMX/4PGtZb6uTQUvmIVG5jwVahhGBonDpZ5ZKwOdL4DmMsbTdju9kyDgNN2+G8Bsfj4yParqPrZhjX7rPj7bgl2kBaRtyqw7QtORTCEBhkx/bslH63ph8u2PAEI2us3RLosGaFM8cMucPKkpYj9p5xImRjCMawk0yxEZwwPziEFszhH3DmKEYuaQf1FLyaDYK6eUyUm+m00QsqsG/f1+8veuQZI3uqj1okFXKM7DYbKKkO4hGMjRTJlF7IKWFQQbxqsYUwBsQKxhnYqFVKMRnrNOMrNhLLSEmFcwGfdjQ+g7HMTENjPFaU12aMoW0XiGlAPBbLEAY2wwVgSC5XubiAVcL749iSnxb+/m/s+IkvWD7/qmF5qBkQ3sJC7bacL5iZltbmKRoUjU6Dm7z/8nCJQZaim0UCUDPEPDV3klJbGvR3hHhpIpGAPqkN2ZMCrocmw5NvwrXHcO09OAo6Kc+8AD/10kg3S7z3TsMrL63YDZkPHgaePBq52CUOzjbcMoEDD8eNZlZOJpL0wNifYfrM8uaS2588Zt7cR1LUcmx+TAiF7dkThgstN48+CWnTE0qgOQQ/LxgKJx8IbQez67A7KRQnMHe0PuBnsLwFF6e6ya9/SuWH6RwOXoDzoprs8EQP2tZkNuPr5PYG5ubPky9+DWt2rFr48c/Dhx/C6+/Bea+ZdpdhZWBpYTlXR/vNOhOHnugKM2dpfCJWCecnEnzyVfjJPwO3XtTXNXWkC1olGF8D4abev1Gx0j1XUfR32cpTrVtpXy4TuDStpeLNon6cCJMj4DQokIl5I2hZPY1ZKLlyUGv5netz7BzcPi781b8c+eXfFH7zW6JEbqg9BlM70FK5iTpa1RqDRciGWi47WmmxxjC2DYhijb5xdKsFs9mMxWyBbaoLd8mY0RHMyND2GARiRnb6O6MkLs7P6Lfn9MM5uTuHMiK+YE0LpiPZGSF6PA3eOIbQE3Mi5gFJAZsTzhhMM0O6Od18RSlZqT7P8Hjm4DiBvfXe7eObPiYDyynwJaimlfXLGlC5LMFl/9Wa+6OhkwK5EsNFEs45vPNVB1tIfeYyvqqVUk46A8NkC8UhxULJmkp7kFLITtu0OReK6DSzkEu9sYLFkmsgxhgaP0OMo4jFVvuyIQ9gImKrC/qkGCpwsfGMW/i170RWC8+dY8d8VhAviLMw0zLftAXjINepfgRVWKVe70aJig+WQT/OSbuOpupor2qyS2TPjzQZytTZrhspZG0WPAGIatrw9C3l6oX7qGIjagn82euBbcwcGsPyeEWfhJ3teRwCF5IYTnvOo3DNwFGjpaSdNmjakMpjxm3h8FrLnS9co9x7SO4jzRyKmZFqx3isU/1cB2kXIAaag0prMrA+AXur0K5g9xBKMaRswURcW1jcgPs/0Nf80nPw8APlhc4/qXjpUDFd34BrMml4D5Y3McsvULZfw+UdswZeewUWDj64qwdNHGFhNROcO9U6501h18NAoBxYZq1h2SYdg9vAyw186TPwR/+tSoK/4rZEqYfctFzPFVfOA4RT9gRpMbUS6Lic98IlzFhMpc2WWh3UjDNMOKVo0Cs1s8z1OUjNKCfxwbQ1LewpQKmW3Adz+Hf/TOJsY/jBu4b1xdQzLXtK3iUkpt6m3rg9qdt5tw+QxhqatiFLxjtH03i6xYzZfMF8scI3nb6umCitpS8D2aoNNrEgg5B9IUhiHM/Zbc4YxjOK3SpUZw0iDUUakjQEUVeOjGGMPTEFYgmUNCI54YzFNHNMt6JtF4yhhziBvv/yx+8jc2Sfz8u+CTOl4XrxEhM24epFvNL9umo6UTE05UNl7bZNXCmbwGQMhSFkQrZkiRjjKxUHYo6EqAO+QsgMMSMxYqzDpYJPVmVmg6osmBc9skNCGouMhThEUjuyk4JtIsYHil9hnMVYg/cNjbNY7+gNWC8Y54jjjhACG3ZEDMlmBhcR4wjB8JsXDfb7Hecbz5//2cDh0Y7FcqssaG/Aa6ltrhfMLcUE8xr8fUgnmgVt31epYNxCOq1mBzWDNEEl24wVs8qwu9COZEy1M14D5HRrnNWZLdsC9wr84AzcObz2X8Arn4PP/CFY/ll4pST+6nLH//HbO07ahte+csxzN3ekmLGl5Z98M/Lr9xP/M184jNCsYb6D64s3aBZv808+tJydXLD74DvcWCaauTpWv/9rd8mp8OIfh/VDfc7zWxrUYoTFMXtFxYufVZckAhy+CIVEKeqWbRtY3dIgSIK8VYpNNHDxukrn0iHcuQbrMzg/rc2q9A2K+Q5LP9J47ZUNS4jV79JUSWLbVqK2wOakqIoJOLhpkTmUrvAnDw3xoJCWhT/3H6olWjuV0lOlVA+3+BDWP4TwSDN3oWKRN65wEb1mjtnXABj0oEy1ahBXUwcLZqkHYKmdaVoNqGHHfk+ZOqohoZDGXos/4daNwh0T/SdrrOToEP7Kv5f5+Z/J/C//t4mTU0uK1dWkjkAxxtaGi7rg22ruMp93OkveWdp5p99rRZ23vedgtaKbzZgvlvjZHIpSA03cYuIZp/0D5m5BEzsIKGy27dn1G4b+KSmvuXZLqVbZGoZc8VBjwTdkgT6fsxk3xDggqefp9im7YU3jVhzOX2C+vEHXeHa+R9zpH2xwdJ1TwDahBOuigVEmkTCyxymmQDhxII3VoypL2bfxJ8JrQQmemrGxb/UruKZ8JuMF63SGCzlWqkEhIxXbrKMPKjNW2FfxlLU+Z2zG5kzpCsWq67HJhdE5tsmQkhquNsXRFKe6UwDjaJoOaz3WeHpjsXakFGEogRACAxY3N0gs9OPA3Z3nO4/nfPHdI14cCs+zpVupEaxMxDxq0BblJTqrhO58AaWFcALxVMvpNNbGw1CD4I79ODzJWhLm2ogpWTfZWN9P18KUqtwQ7bIOBd7aweYD2H4NvvBpnQl8es/wmbLgw0F49DtrlncKs7mlsY7bL0TyrHDSwyPAnmogyDGTQubYF0ooPP0w0V3XmdKLOQynGQzMVuCXBwgGMad61mbFwCaWSOxRpY/XwBlHVcksbzfqlxkC+BUpw/bpBXYFfgbDY32NjdMpjDOjpeP2ETTdC8wPPk0Zf4M07tiMsK268tvPw/sXej0CsIlKaz00mo0j4OeW5AtRCiYVbr1UePGrcHSnelSCCqO2sL0LUrPEdAbxPuQzvYf75smWvZnN1FmeAtdUNsded5VRmwDdK2PNEEVf20S0LFGDoPGXWGWp91nq95ir0p2KS044v+5ZVRE9dxP+3J8p/PZ34Le/BdPgkFJnNGiTWccliAFn/D5QtU23L+mNtzjncN4zmy/oZjO6+Yy2WyjskyJxKAzjgBk8oYyUUnAijNueHDO77Zpc1ogfwR+QraFgGFKg5C2SzvDdLTCqipnGWKXQ06+fMgznLDtLYzoas8TU15B/Fx3g94h5z/RdgOvs5ZhGgZzKR3wJy5WuWY5FMUrRE9I4pQCobKloR83WVWEE01ilA0jBTum6VXzSGMF5Na8wmD2VoVCqq7EqYZSAqjdxP8FvWoHVmNNgkQzJJySrs3kQS87CmIuy6UuLKxCMVeMFsTR+BjbTOvUVs9YrLFC2YKpZrrcKfJ/1PBgc6bTju+8IuQwsu1OaLl1CCfvgX1QDvNANzgrKFsyBlr1hrqV02GgWGTfVJLlmjiT2BkBTlzvly+BXbw+Uy95AW9dFX+DdAicP4MljuPZlLfXvPzV84doBByHzC9++z3LpaBeWmXe89IJQrhceP4ROIJ/CQdTgFga4OYtcXOjA+MNWsK4w38JwoaVj08Hy5gFiHLv3TuuuVC6nr2TpsAVaJS7HXhsf2wtYPO+11boLFLckjcLm5ILlsZboJSpNxRSwK2HmNAN9cA7N/GWODv8UZyffYEg7hh62BljAcy/A/B6cjdUWM2rDZuG0q2+NYOeWZBVvS7lw8xX4iZ+rOGGp3fIA8TFcfAMdV7hFWQhbvYc6tqDKZ58WUsX97LSHivJRTQdmAWlX99UkNRQou8v9mKcEw9SMsUUVR0kzQmO04hCHgtJTqV0ug7GpgVadvRUaP1zCv/dvqj7+268XUtDNnXOuzZmMJCHlpNfatPvOdldlvmIE03jFHL1ntlhqx3o2YzabAxByJJDoS4+TjjGPhDLQGKuzX7aB3XaNawONK9AYirMEDNs41qo0c9Te0FggcV+NhjAwbE4Y+3Ncd4wXjzcLTFnrpNCPeq/93jHvmb4LYJ61KTAWZavneoeKVDxEMUFE8L7BSFXCeAONVTwsD3sT1yI1g7KCs00FfQOuaVALpYBkwRRLazp16QZwM5xsSSWQnc5JxoB3Tpn8Yi5nJY96k4mZPCRKn5EuYbcZd+hh7kilELJyTkoOBNfR+5ZlmtM2LbO2Q8Tp7FvrWAgE7zSLMQYXGmILoR8I40i7tBSTuKDn7749483T69z/0PLHf/wuR8eRxWHU0no/favehaUGBZLa4Lvb0K2Vl5hONJPcvgfxAcS7MD7WcmrY6W1I6NCpXVE3mci+B6Co7sySvNBdRHLRzzcCO9Eg+Z//fy3Pv2D56o9Y5s7yQtvy5z/1CeZhID8NPDjckownzxzD9S0fDJ7TYPmjTa8DswK88GVYPtTA8Mq/dpN4Hrn7yyecfKAl3u4ukO9TLDy+B8fPCYvb0D8p5DJHSsfqxaekXWHcgJvD6hAOPgE2bSmjZsPz7gGbEe7fg/CeUoRefgH6rXagc18IT2F4AgsPEh5x/vBbPPhgpGnh+A4MH9Yy9lDhiNBXQ+1OS9wzD921Dj9ruGcdn3t1x+c/PXDtDnTVdicFGO/C5rfAPNLDYryrrz+PMPR6WCGCvd4wyDEhz2jfexdHxhqVQk5Bq69ZXXEa6LJosGOJUre6yzLcLTQrNPVjg+LSrb38Xn+o2ah0ICv92LRQ1OJQVSa1BN/jmkWhhZ/68cTpkPmF/65lsy1VyRYQEaIVnF9gsbTe0TaetvV0bYNYC9bQLmY4r5njanlA2zZ0bYufzdRMZYgEN7JwC45nd3iwfpN+vMA2BtspIJvHiD02NDcauuM526awHRNPzs7IYURSxBjLYn6d1fwWImtS2XAxPiWOF+RxzUXfsMwDUgbS7gy2W2T7B92Q6USnjFWLa5MNkq1mjBWHTCXvN7zxlTDqHMUbvRk4JTRboRRF9MWiUj4pYITiTJ1U57URUTRrdGJUSRdKxT016zJFagWu4xwNpvK7LsmpFMEkgwxoEB6itlm9kMJQCd6J5A1jzpQ04l1BrX9AXIcVq7ZLTs3ztCFjdCEwIiVjpBBUiU2QwkWCd7cO83DGjTcNL92BVyx0q3Kps716iFXciq6C8a2Sic1M8SYaSMeQrkH/gY48MKfanQ2DBobJjmxqykzskDEVooBpVOngBPwQGVFazHqA077weEy8GMEjLCiU0VEQmmFgWCVSk/HO0F8UwjqRDtWVZ97Cw3f0ed98Gdp5T1hnNhGuf3HO/KBgmx2pT2pDFVFnZifYDnZniXEbuT5/mZLPoZzohhfdxNvTOUKhnW+BjHMa5B78QLPLeAvaA2hnMD6BsNayfHUAzM6hfYd2oeKA7bpebq/jDqzR5ZfaiulZGBoh28oRdYa2FVYzWC4UI16/C+k+DPdg/b06S3uno299zeqHUJe1E+bXF2xGQz9Eln3Rithq7iBVfDIVe5MU0NbMTnwNhFaDoTS6LqZS2jb1fQ2WZjIgqQFQHHs38UmeOpkmG6Ny2uSFXEQrjxCJGS42qnbJdUiOqc46FCHHSPJ1/xu1KLPOYZzHOM0Yvfe4xtO0Hteo9Z91RvXhzikx3DXMbUdjWpLrMSRyFykkheePHPOjBjf3GA9IIoREGHrysGG1fowXQ+6WGIkII/14TknavQxxIMULUnjKMDxhd/GU8ezsDzY42rklu6wT+6zaA5ls985clrxXB4oVZCZYX49BnYeo2Z0xiFGMT0zGOKXTFCsU53X2hBEa4yFlXFE7qcZ6DIY8qMV5ASUDG8F7g0SNDJI14uxtoGoKbXBIzMhYkDGrxVlIlHEkmaCMe28Z40AwBesTsYyMokN+vG3x4tTU1maMOLAW8ZZZHnEC0VvWJpGzEEpmtIl3B8MH6xa/sfzoJw1Hy8zNtp7uE8VparhQn3PFiWQOdgZ2Be6GuniXDeRz8G9oUBw/hO23YTjTYGCn7mi67HpuC4QhayZ93JIbg7OG9rEOJUpGN9VA4oNt5s6y0OYMaWDXd8TB0l409M9tyIcjBzPHZps4P8mMSw2Mt1bwS/8Ubr8KX/5ZcHJOjMqq+rGfP2R5UBjf2bHbakYVM2zOIY+Fay/Bkw8GnrxXWNz8Eo53MHKi1Uk17Dg9uYZrArMbW0rRMvzGi3D2Lpw/Vajh4JPQ3oDtDxV+yBau34TUPSG4HQe3Apun8PQB+Lnq0b3VN2sgztjL8MzMEQTGmLjmVX7XZsWAd+/DydcgfF2z0/UTeJg0Gx/RIsCh2bsHmsaAPeR807O9WCNJs11XVOFkRYnjjWM/QdHU7NQ37GdRG6lld5WImhoM6S6D5IQv2is+nmIusc1S6mHg9MlZqy8417krMQnrzYbTs8Kbb6lkVkvqjHMGlScXQuNxzhB0KLS67luLb1ucb7BOaBqPb1qaxmNbj7SNwmMiSGNwTUOTWpa2Y9GsNB7YNdsyEJvE7MCxuO5YXmtxywYrgsRMSIV+GBk2FxyefUgjhbg80M60jGyHp+Siri8h9oTxhHEwnG3vsz75kO3Dx3+wwdGs5ph+i5iBbKPOjkkZX7kDoUCp851N48iNDl4ytmCsSo5UJ5kpNmk2t18VXm+cZFrntCljLW3yNDga0xFLpOSENB6aGblTvFJCgpBpSgNZKAlS0vrLF6nOw4VsI+IM4g3GZzIDUgTr26rCMeQ0krPaxpftGhd7fNoAmZmfM291JrYRg29nIAVvHH5h6MPIEEcaOyfmOqw8RJJJRBL/+PQ6P/ydC354/4y/9Kfhzm1YHnHpxHKFDXDVlGLvCm7qtzTArMrztqqvnn8G4hM4fBvWb8HmFB5dQB8VWyx1o44F8plKdcQI3c1FNQERSuiZN5bu+pym88yKUEZPHgtbyZyTmD323Nwavvj5nvELLVkcLzxaUyI8WCvfTwo8fRs2Xmk56QLKqUpP86gcxfUFXDyFg8+pv2G4gOMbcHAYGLe/iT3Y0d7QxH13pgHw2ov3ca0Gym6peOTZh3DnR+DmFzRbpFHicbvYINX9OxsYnoysnwTaRVZnIqfwAwa6BhZLfds1hiGqldaLByvmrdCYQjw75clvJb7/m2rWe3qquOrFTptgkvRvGY1TnKMl+vF0S8Vi22ss8kPaoefQFFqn9B/pLgOVzNHxqi2Uua6NwmVWOTVwKGgkrpi6hb1ayHX6fKRXDFOamlF2+nv31nVWwLQ6PiAahtiy2QlnF4V//JsbfuVrwg9et4RQG6wIw5D2SpmYIjFFStbBXdaA9Q3drKVpteXva9bove5pMzVxUWcsJwZvPW235GZ5jjEfkdqB9WLNkDbEeA97XfDHHumW2oNwGZkfIqkgY2K72eHtCQcH95B2Ri4DXdeycZaQCm3eErYP2cWBzaNzdvd3DA/SM8W8Zw+O3mKzpWRHKlE7Q0YNZqcO1n7eiYfiaxegKXUGSu3Y1JkPVayJWIu0trrEaGouxijnMDkEhxivxNSctPNNAHFI8mopHRNS3J4MJkFgn0FpzTTZj4kVtcP3muFaY7Ei+4ZFqpzNlKOmN7YwjBtEwPkWJ4KgiLc1Oh4B38E0UhYIKRBzZJQEBGLJXPQd94aEezLy7XdGdjHzmUYbMcZ+7GJ/PFhW1GGaCyMFtSObOpFSM4XamLEHin/lNcx78Gv1mwhATDXqVp+73hh2Bfpc8CmTU9QBSMbinXrbZIStdJR+SymZ67ZQFplkE+E9bWBIC7dvWeKusPkwqxGGhYMDsONAuCicPdWX07QaGNyUOEvdwKbQr8+rJZ42R+Ko3Ehro2Z3Qa+X76B4Q7NoSVHoT7ZszzM5Cz6y54juHsP2vLB+XPDHGkQaC6NTpoTHcX0W2S0Kjz34pPeVEvDZMBPIJHZ94b0NPHhXh1ftesUEp1vVukorjEy03suCIGfC03Nku6OJUWfmmH1id9k83ENUXI71Fe2aS0ID6PQ9+x/WAEhTA+tcM0fTKW5p6tf2FkLTz9VHCGpd9+BJ5M13hbfeFb7+Xcvb78BQZXZS/zcZXBtD5RcnYlSnrpwupxg6ZynGVt5jtTyDvdEt1CmBVrXX3jfM0gKbrbJB3IixPcVEso9EH8nWUTDqQ9k1pNhRxjkxByKFnEdVUOWEbVrEewiWXCJj32MGx/BoRz4tyObZwt7vIzgKXhzWdgwM5Jh18eakGssYaZoKyLpaN1glPVubNUMxTktoY4iOPYhiWyh1opD1DowjmqZOB1RHHzu13MIOYyPitCTPwVBixtDoAJ0QMaOllEQ2CRuVrS9WR3CKheQsbuawja3BsWAk40XI1pCsZcw7ShJSzOz6MzIR63X6DKbBAE4M2EZLiuhpU6Q0XrPIEFj7THC9ZtApc9JbHu48zdcf8RMPR24fJI5uKAA+Wd4p2HR1Z135fA34tmaXE98tWu1w0oG9DvM1HD2F599XIvXbb8EPc+U6UnHIAuPjHRuBU4F+LuQd9OcDw6yr4LllmRM+W6I75snFjjIOHDswbiQIvPGhuuwsj8Bda5CLhHs8slpB6lSm58M5uw28+y584lNwcHQZTNIGzCEqpwwQwoDdKZ4qAdKuGp3ETBIdUj8zYBdCd9tDc51xY8nfeZfH746UDC8dK8QwBtg8Vefu8zWUE1jO4eYRhBZKdvjdkk+vLlgeR74nKBNBDNv+gkWwWGu43hg+jJnX+8KbG3Cj2mLedupwLgluzNWEIlxcsmUi9TwLgc0bP6SjTrRoaoFQdKtIrkHV1ntstPstRe9vmWhADft5La6ttB8L9gjKTN/sNS3J3bz+cavwAg17BzCB2mVPbDaGp2eZr31jw9/9+45/8CueFFwNgkXn1O9Lcl2QpWi3OqbE0I8MQ6BtI4ai3X1rwTbVRLqSKSWDSdhiKtMk46yneGFGUiVP9AwhKU1PRqLvGZzBGU9nHEUcYmG+bHGyYCyw6y8YnCWUxDhsCEWwswWmmUEYyCWy3QyMPezeWlPWBr+dP1PMe+bgGJxyBwra9cwCWRQvFIS2GEWvDWAKpTGKAjshe68ZIkWHXtkG56xKkKxmbsnUoTxuhhhDI6KDvhH6StoqKZOJBJfUd861SLRICpgixGIIyWLGvNdHpcq5NEZxkT0g3VloHLZxeKsTBJPx6i/ndARtQgeOh1IoYUS2p0iTaNyMzh/QGX0NmDnORGyO5NQgNuF8wqWe3hl2rkDJjI0QHfwgv8Dj93e8/ref8j/5uZ5PP59ZXftoNrA/3afTfmrgeC5H2Q26aE2qSblRYvM0JtS9DM0pfPZL8LKoMeybvwbvbuH9Ec6u/GrlrlX1zSZSYgNNQ7QjgYKkge0g7MQRiMoGcPDCV8E75bg//tbAeFbYPYKXv6il83e+Drefg8V1ePVHYH0KT9+FBz+E135aZ6qEUzg/gd0GXvwRo5LPXHh8r8W3mTtfCLiaGc8yjBcwPi2cvzmyWD2kJGFzDrdegeUhPPptOHgVbn5SGyfhtCObOWV9SvSZ0cFshItHkTd++4LvPU6cBMN6Nsdn8BSO3Yy5gOTC22eRu08LH57AYdFl3hS9zn1Ri03ZQFdUlz3dxrZ+TP14UgiqaUkNUF5h+YmyI6VyUW1twrTsoQCpmvrSKe3KNIqbpsoAMUahlhJBYq0mnGaUpa4d6ZThsOsLb78f+Tv/wPJPv2E5Pel49FRq17qmrBjKfgqO1WYm1XxCjMI1++wxqudrSKSY6RrNwK2xBJKanSRDKBGM0WrQClYcnVkQcyYSCKFnU07Y8AjrdqRsicNY+7WCK4Wla0iLQmod/dDgjaG4hmF3QUwJR2G+bPH2APc0kh9nhpNAeeAoY1Fnq2d4/D4UMpZS22fS2NplFrKxukGNUFyt8YxgGm2RKa5owVr9kvX1wqgSxVqDFC29nS0aRCsdR7JRQjMTp1INH6LRjTnZh0mup9PUkDGZGr016xDIRhsPIlKdbQx4g3g93YyxFKfP1xmhWI9w1eMuE1NgiDrXwNqIkdprgmoIqviroyAmV0Jv7YSnSb4IuwCPomH7OPCN94VI4EfakWam58ll2/LKe/nY3aoZRqklWJl+ziq3lKqCsCtoj/TjOEL6EOQU7BpOezgdoO2VFO0sLJ2S2bMkMpHksw4DQwijku+DgUJDwuIWO3ynHMbd/QxGaI41m+8v4MkjuHZbi4bGV/zMQLvQz5X6+sYdbM645LFWcrttBNc6co5qypGU3pIiEAt5N0JRt+3ZUt+PI0hjaA4FbMJ3sDyAi7Ver2KUE1n6wun9yOkIFyKYDrwpzARWWGaijcZBdILhZq3GFJSayF/ppcV0CRV//O1KFau3rnyUoD81D/OVcrroeaowSf3eSfE0uVrhKrRy5Q9MLuE6EvWj6yhnbYZ98AAePoHvfF/4Z982fPt3hDDUCX17uaD+f28OUy5nx5RS6iyWKt+tzuAxRuI056l6K+jrUpFGrvtJCtgyleFgijZkk0kM7BjZENlgTSbX8BxyVOxWDK0xJO+qHVvRw10KIelYZytUJx6LBEs4g/Qkk6vT/t596F/xeObg2OFJLhGc4K2nZEcuQkYJ3OISYhsNEjaB6xDrsE5IRsvmxnTa5RVLMq6adGYiOi+4M17Z61MaX+fRDiXTujpi0lpisQQxRCIigsWT4ogUQ5MbostMM1yKeDKFkEfECFZg7gzSWqSxmM6BaxDr8cZqsBMw4usAcJUcCJBzZoiRzIhxO8bSYMVzUD3vjAjGtkqPKECx2ORpfIMXy+hHet/T94EYPGduzv/t6xd8/q01/2nzgFvPaWPgI5nj1R0mXKYfLWpIMQN6kB4t3xdawVBqhnysAbegC+Ozn4CXP4T+PmzfgLt34Qdvw6MWVnPLq4sOO0KIA9LviF1Dch6cJ+4KISfWDYhcI4VD8vqHHM/zXgLYHVpWz7Wc/9qWi8eFJyfwRz4L127B2SOYzeDgEF79ihK+w4UG7/Cefv3J25nZAroOSAN5bBnODoj5DBMTTdVm+wU8fwf6XrPdV25oJpUi6k5uHYWGi92GWddz82bPNx7rNWxES8xYYP1Uexu4zLLdcXPlWDWWg+CU6mULs6bHPCyM53AWdZTDlMRbdLRsVzfTRLxPKM/0sH7vyGWWHkRLXefYO3dP7IIimvVRtfVlV0vuqsXPWZVSpvo3iLnyR1Eivdhack8NnxngLUOAuw8T//UvwG99x/D1b8xISfbjk8ukRy1TCV0+4qQlRkvinDMhqqlISYkYA2Mc6fsdTdfhm1ZVaxSFt0ohkik2Q3HYAg4VWEgRAolRAhvTcyJPGDkFWVNEiM4yOMN5usAbobVzxBpyMSQxZNuRcySOW/pxTQqBzrW0JHwuDOee+EFmvKe2dGWPe/6rH88cHEsuiDU421AkKDiKU96SAeOzZoTGYrxVkrcIzpY62Ro6MWQj1S0kgDFkq6lOIZPLQJKMFIMtkEv1mBt7xiSUXIhxIOZAKsrxkOrsg9ESOFEolRwnYkhGb60tDcVEnXFrM9loUyk5g/gGcZbGN0hWiRgGcqUdqXuAoRiLEMmpcLrLdK7FG8/WZxrT4KyjtVbxVQzLsiAaz2gckqA1I53v2PgdIUSCj2QnvDc0/J9/pfDnv3zGF18YuP08v9vSanrkKx/XYCm54o/+Ep9CVI5Y/Tr2EjS5A/ZlaDdw+LNwPMArW5j/BoziaQ+WyOAooTCMgTFFohGa2ZznbnWIDFg7kv0LiHmZm/EtxvPM3RPgAo5fyqxuDjxdF+bPwZ/9X2hTphRoV5q9ProH/+S/gj/0J+GTn9Mgee2OOpMf3Kovu8D1T4A1AWsueP/XM01nePnHWrp+IIas+unH2rlezODgFY+7Zulu9iCR4SwzO1yS+TTn+fPc/OybSPmQZN5l7GEd4WynQcR74aCzdK7FiSHHHTll+lJ4/3HmfKNUGZ+U2H2eLzHFtl7y5mPbbvp34rK/lqi4YWSvjZ+MIfYjXZLaFoKWxMZr4J/UM2YG7kAbb3ap1YG0QFexRs+l7jprV/3tNxNv3LX87V+Z897biZOTwjBkSpXITF1k5QurL2uukFSp8JR+hUrtEVLNGscQGPpB1/QYiGMghYg4i8WRY1/3BNVHQYOxSCGZxJh7ztM5p+kJZ7yPszqB9HBhiI0nG0PMPb60WBoVPaRCJOEQUomMcUcIG3IMakrdZ/IFDO+1xHWvDdYp0H88lf89Hs+ukEHzJyuWbBIZSzYeacyl/tlop9l4zdYA9WAELXlrSaWuPFqC5VpblJJVH10MhayWZLl2w8OoYydTJuVRR7QWlXNRy+/J3CLv543qoisVJ5HpDxsF9k1dmWmSMzqpJb0ewwoV6Mm5/x1GtLSf5uSWTDERh1XSWim42v1WcZBXfbkI2UWScbjsyUawLiASiAibwfDbH468dmOktZmDo0DTKsvpd2WRH70huusqS4CqnthbunTsd6Rm4lo6ywE62tWqC80x8CMn8ORCeCiWXHSCXExKBkilYFOoOvlqRScNWRbkLJShNlR2EHeZtCtko/6Rdz6rHeNU573kVCcKPnKEMWFMoWTFLJ1FR1KUjJRM40EkIzmzO4G8UiikVDnexamS33OA9Q7cDaFrRSGEmBl7yP4mIT1PLK/gVyeUeE7YatYYsg7qkqLwiLOoMr8IOSflquZM3ysX8nglMJSaaV1Rp3KJM07Z5JQlXoWQp++xZi8O25viWqfNFXE1CM4r1jjThpXMwC40GJo52GN0LtAC7GENjjWAFqeZ6XaE0zW8/aHh+28K33/H8k++6QgXkOrrmKrmq3v86kIrH/mYvRPX5IgVc1JT2hiIKSj2mCI5RUrWJqoKJnQcipGsSVHRfRZLYigD23TONp0SuaC1idYblq1n5yy9MSQSpUSodmM62VANMHIO2q3OAzlHSjaaqu8M+dyps37R1u6zBkb4/Wir66UrxeKKI4ilN47ipTJpPU60QSEWsmgKY3Hk+t9OEo1os2VbFDCTFCmMWqJXR06tFIS4q/JAInEYSUnxL4kByZkkTk82yZR6Nu8xm3ozpaQ6w8YiJUOCgOqgTckIFmOUz+YkMw3SEk3ClVdm1H7NUTXLpSA5sekDAsRmoLUzvGsJ5pjWNnjTqD2TMbjksQtHypGQRmxaENNI6DZsmh3j4OkN/Fc/bPnVu1v+E/8OL70A165xKYq+Wg1M67dijB9R2lxNV/jYz9agaSpReOjrrxN48aeg3I28/d0d2DmRzCaNZKd2Y7u7r/PG27qbfv7PQZInDMnxnXczr16HLzwP9y50nWzfLtz5tGJoF+/r+IacFOcLO1guHf/D/+gmrTllWO9wK3jyBjx932Bu3mR1sOHw4JzdIy09207xRN8mxpMNZxfa2Ln/Q/j0T6qc77v/PTx9OuJnsD1X1c+49Dzufw5TLF7eJWzfpwxPKBuYLWpgos7ecYWQA2OwCJZsWkIIjDFy+zBz7YbjUCy/+IsDIevrPKpn8Fj0cgc0UKZ6qW+itMKu3pYOLelncw3Ezmmn2bTaWDG3NAiaBchNkBr4mkPNFpnpe6kiAtPUoFg7P9noNR8qPvqdH8LXf2j5G7/YEdYdsYfU93sXe5nAU1Asvq6hkNP+c9OCsyJkki45sTojPkV2fU/TeBrvGMctQ+hwoWEIPSZ6fGqQrKqxlKYDUrHEoQR2eeBJOuVJeIeL+IAFI8edYTW33D6YcVo6zvGMCCEP2JixJRGzOo87dpC2SNjgGEhkYnR0mw67dsiInoTVOy4/I94Iv59udQoYKRhTCMUQUZt0W3SgtzcOWzvSsVQ8Ah1rMM3RsEk7vyNp3+IvBSKhbl6LyYp5xGKQlJGUCXFgTBWwTlGnh+VSCWCTyYWm+DEWGtHQlqajcQ8MK+dRDWp1HoykAUHlB5ERxCBiyTkiQIOtryeDKbhUqgOO6ssLwpqB6KDJkWIs0c9ofcJHwRiPOEdTLClLtX3yONvowDDxNH7A2kLeQTSZ7z+c08wGOpuYHe6rgX8xyl+4DI5XP4bL1KZeu8mxZwL7c1QMKyV4fBeePBDWW4NxgVwyoWSudRFPph8yPKel2twpJUgEPv2a2p+98xZcRP1cY7TxYjvFE91cAwGZmg0mGnuKkVGf9gCLI/A+k5pTZovIfFWbbjXw3Pq8frwdNSvqjuBTP6oZV7+F2fNK/xlPqpIoQHgQeOlT/z92p3DxYeTo+R2pHdhFDYy56AHRd5CDIL0l50STE27MzJrM3BUWRbG6b51mpGKOHWqqNNFzlujArcNWJYytgwNT+ZxV2udmStL2HbhaDptrep3sXAPjpH+WJepONHEWPUxTAcRpdigVX0S0ITT2cO8p/PCh5WvvNLz5vufeI2HXqyqsBDWSqEmbQlb7ymQynK7jWKmfz6XKUaeGTH3DIEUz9BAi4xjo+0jTB6wfGIYR40bEep0plYrubfRwFoGxDGzzmsfjh5yPDxjzU47mnqOF53DmWDaeXcr4HOoAvwLG4ASSyYhxpOoQlNKIzQnJCZMCi/Qykuc89Q8Q6xCpFI7fxZH7vR/PHBxzbaFJKcQCCR02ZHPBZIvl0ik857zfozEHbekXlf6koql0R1sNPysQXLMx6uSylAWbBSqHMhVT46G6g2hFrdigQiOFnPRt8r9SZZPeTOVpCdPxWIo2bCTr4JZCJqkNq64JElY08Et1AEH0Y6mO5RpsRMuqUlQhZKwuMymEfYPHVpd0owsNhzUOW4d7NM7QmC3OCQcULnaW7dowzBLtnEvb/av39mpwnBb41c/Xf1/t/k6BMNd+VQiqcR4GODkVnl4I50PZO/fEBKs2M3eZs7Xh9mHGdzATGAlYGbhxo+X0Ah49iprBZNgGRRnaA7UPQyFgilE5nFAIm51mSV4DWTPTt91upwGlAYmitmWhsLwJYRROT5z6e3pDc7gknG2IY2R+Rx2bxgtoVlkPrk3m+OCH2G1hF2DerUgmUZrL4DJZe+VSB4XFjJSCRRtyrYnMRakv958WPlk0Rs2BQ9FJGEcGjg3MPRzOYHagQdFbLYFNUzPCg5oNduCOKifxhgY/VxUxClGhmOHV+tzWP1qf87Qeiqh08mIrnK4Nbz0wfPN9zy+/3nH3w4Z+k0kxYFKmpEKOogHvdznTlH3FZYzdL56yX1iTi7/UyqrusZSJFWsch8A4jPgmEMaA8wHjAtiCaHtGWSEVThjLyC5vOYuPGdIFSM+861h1DavO0XpLQ8FWRn/JOtDPiMVIVgZNVt/YmBNSEqZkXC60+QApS8Q+VDhs0k7uN82/+vHMwbHpOsiBEgbGuCFIIRnlKZU0I8uMZCOYjLH5cleGQjJZJXmpkLJmJWMq+31uyeSciDmo9KmAJMOYoeQMcVDOYxFSEVLWF9pYjQIlC7sskAoSC7uiRFIspHpRTE6I0bKAJGQjSs/JgW1YM5jIQbvClBGTM84LpSTGkgiMiidGo4m76JiuIGrE0YYdJVpGsVzENcs4Y5FmwC1meca8JPALtT8Tw8zruNkhF2bG0JTCreWaP7Z4mxf9CW0s2AL9k6rNXWjg2INYcNmhLLCnol1Z53vHiZohRjXdZjcoQToE2ASVGX5wAheu476B716c84nFZ2kxpPMHPH+jYdXCmx8YrrPmphm5lsG6d3Byj0cXP8Hp7i7nvMvnPqPB6eld5Rgub8LRi/DkfRjXel/ba+rW/Vv/DXzhT8Kdz0B/riVhKvDhDxyH1zM372R2/ZySEiX15B0MYc7p2YsY8x4n/XV+9f3/ET99+2/ziZtv8sofOdRybyw8/WdPFH6peuTDa8LCFtYEvMmsVrBtDJsb8PyrmXGnFnXXZytWUljOWl78ya+wff91dg/f51oc+ckWfuwGvPwNMNXh+1qnJb+f64hZqXI/O5W8i32SpcqVWhJzCBwoZmgnbLFKCHHoITO78vHVIDk9st7PcYA3P4Bfv7fgFz84YpfnbNbC2VAg7XTgHJ5xWKuLfkQDZFG1mI6jLsRUE4FqI5iymk5Ms6H2Lv+13NsXJ7nQ9+p3sF6v1WhGDPPFHMSSc8F4nUHjnEUkYhCMSZyVE56MD3h48TYHrmE5u8nzNxy3F5alN2r8QcCVxJhGSm4xAUwrYD3eGiQpa2ZMmRQzLhpWLHBZdd9j6okEskmYXBObZ4x5z4452so5MgIpavqaIZdMjILhgtxYJWrJWE829U4rWTE7myKmWj4XU7sEV/A9RPbUhFikAtgGEa9zMqaTTbQcMGJIaIfaltp8sep4UkRIduqvacAQp+MZxQpiroByOUEaSWW7pxLFGFV3iujvFSHV8QuUwlAzaZN1cRUcGUFyrHxIxzzuCFIYTCEbhxOPiNu/bicdh+6cG/YJP969y4t+zcoUlYrVimfsNdsbt1qS2Qrg10m4Hy219ZLvA+ZkgKvDpqoTTtZsA6+36vTU8L3fcTzoLBcJzq8J947XuMbBzRm/0VluSuRTt7fYs0RXeZSWQmsCw/AuBwcXLF5VErcTuPMiHDwHGDh5V59L2+jzj9V27NM/o+Xl+pEqhCoVltuvZpxo+dcuRkRqFRIAFzj0T9kNz9FvDnnrh2/BOz1vzSw33ip86fM9z91MnEalCy2PIJwUzp/C04cwvx4wWUcfjF1huy2cDVRvw8x53ujwrDHA+28gmzMQbdzcegVu34GjH0VJ9xmahGJam6pprq+h1ExflAGlUtUpg2y0wWJmNatccNlI8+xddD5iTPvxqiEpL/TeE7h3Ivzah0e8u56zy3MwRzoT2kQdPWwDkeprl9VPtdTKR4ncl2VHmYiJtTqyUtfKFOFJ+8bnfrlVQ+sYI2MYGceRcRzY7XZIlX25YtSotpbVkhWWurBrdnGgzZ6j5oijznM8yxzNLIsGNrHHS4/LI6RIIjCaEYpWYq2xjKIuqW0x5OJwGBppET9SmgxmBJsoRvsNUyPpmWLeM30XuniUOK+lroSERM0IyRCNUEpbic87rGjnOlmpxE/B5oi2RiCqlU/tHpUaJGVPbC7aEsVQKMapJZgp+1JZ6o3RUyxia7qfrdolFhGwDknVu82IGk8YMDZrRikKSkvO2hgqOzKGjKmWR1PAvux6uKKd9UDE1QlGpRilJwGGXAnjkZwGooGh2qkUo5gtYjG183+jueDl5jE/urq/X/x5qmqKBpM46prtgm42V1uil85DfDQ4wj44pqRl1zhqxpjcFAz05g+D4eE9xzsrQ5wJ9shzttohMw+zOd9KwvMx8RcOB0LUezfW8t2bTIh3WS7B34BHb2igOzpWHmK/UXOIgyPNfrslnJ7oz778E3D2vhpL+Ns14DewPM6ENYxn0DZBsTqreGKxkeX8jLh5gVQWPHjnDWLacd8art3L3HQD1ySwyToXZXEsrN8rnH0I9+/CC14rhzhASYV+B+sRzdgkcx63jBi2eWT84B0WXmg1JnD8PLz21ctOswHyGtIphHuKo1ntS+5xXSmKM9pqRDuRtu2qBkDLZWZop+fBZVt7upfUirCgmvEA/QU8eghvfSj81pMVPTOK6WjsimjBmRFvHdn0iPQqjsiGqcwoNdO4JHfI/u+Ucpktmprk7OE6/a66NdSHIJeqJBsDIUzBsa/4ulDwZGcoVX9dTCHEwNbvGNNIR8ehP+Ra13HQ9RzMDJ0vjLuAJ+HKgORINpEgofYChFYsg+ahtJhKErc4Y8GPFB8wPqrG05b9wLpn9Lp99uAY0U6u8w5rmjrtLJAGZcX3OeCGHdZaXGMoNqm8sKpdEKHPBWuszlupzHZfhGhNDaD6OWtg0aAcu1w0QNhIpuCLpk16UxItwhzP1iQdWp4FnN6U1gg71M591rSV/6hTCVvbaPbVJMQpiT2lEalyhOiVgF5SIRaLKUJnLL2oaw8YrBFMFrZjYuYEbxuSLJmJZ2Y8sThyKkTp8XJOFEcUT+sbOkmszI6fOfoNXmofUKmauvQqLlhKxZ8qQhHHOi8kTCe6BrqSNVBaf/k71K29/p6suFaz1KbBFFQXCb76+cgry8Trb9yiD55UHBcPHbsinKUMKWNj5pe3B/zYl7a88FzgXgA/a7GNw7gNGZ2ZfftV2NyD739dtcyLO9oFZ1ufQ1YZYUKnBLYLDZojIEHfynp/JvHgTW3kzBdwMVhSgDwOHL7wLW40wtH9wh/+s5nPfBl+/I8VTt5IPHgIr9yC+WGHzBpELvClMM96SLhWzWHnSZ15rhk42en8mVPRudZNUxhiZuth7oWXTZ22OGWEFcJqroFcA/OpmtzVz+cKaUi83D9SKVcfKZWvZoZyZTd+HBqr9zAO6oo+bGF3rs/9x25nUveQN8bneWN8Drc+wmZli3i/wTlLImhpWTJD0AamNVNdpqEvoVVgyaUaT1eUUSqGXgp5MgpFzaVBiCkrz7hA2G3ondV97CwpabCcDa2OOfGGWZpTHIwmElNPI8JRe4ebi9tcWzbcmW9YthnrErsEM3fO3PYchUeM6Ix0i2BKwcQ6qsFZbNORQo/kDGZDihZZWK6/tMKyYRMHxj5gjKrynuXx++A5FqZ5EpNO2abCGIJ2fancJXVmwDr1ZVTZQA0mesVrw8bsQXpXF5Ya7+jFn4j/gNqeFasnMSonyugJrs+oqEedUI039VQz1pDEIUbwTg0vMHrzjTPazDFZ+Y1WKNVSRW920NdrQLKyNoeMYp9Zsc9YPLZYjNRJhBTaUkv8CS8VDaBjGrEm4SRh88C15pyvLN7llj9j4SJ1Lrqe35MEsJ5yl93FmpXUbnApGkgNmlHEHaSn6OTCgs67rhwTdUaqvaolUOV766fw6IHgYqYNI3GzpfMzirGEUk1yY+DRbuT8JHPdw+xFGLYGeke5ENquMJvr3+oWcOuLwoe/Wsjnym9s5tB0Fnu8pMkbUoiMG9X4pqidW6O3g92FltvtAuYj+xEAi66wPincfxOaWWLu4Wf+CHzpxxY8/xnHYhUZW40iJ/egj5HZDsazwjiijjVXXGkqQ4xuVFPabVFOpxmp+LI2lqQp3Pi0dqCHQbvjtmbeulbqATXBHKLXdY/7Xsn+/v+s/VmwfdmW3gf9xmzWWnvv0//b7DNvX/dW36nKZVXJamxLCGEMYWwChAkieILwC0/4hUeCIOCBB+AFOQIibCDADmSwhIUkVwlJVVKhurp1b902b2bezPz3p93Nauacg4cx1z7nli1VOuLujB3n/Hfus5u11hxzjG984/t+rMHibj/L/jZf8Prjj5dkohz9jW2OeaqZv0Dr4N3DiZBGunHig3XLpEIUIblM8oUYWrwLOLEqam7GOCe3I4nURSi6zxJnzqN9Lan97DvdoPqXWtTG91JhHBMujDR9j8PZ2teCj56QvL12FLQpeBViaDlsVxyEU5YhEoNad98X2lDofMPCORYygvaUvEN9IAtMIqiOKCPqCi5487RyimtHfAms7gfGm8Zmqne50pgKn+X22WerVRE1LSjx4LNRXnZpQBGa4ozNWOaSopiiSJ0WEZTgHKlAkUxUs0gt3tGqlcRZYKphBnRGIvFe0eIN69KJjNTrzk5Yxi7YuZtmF68NyHehQQRi9DbxInZREUG9kp2lBBItI/S1VJBi2744wVeC+lgyMdsJLwqpLFFVmqonVlRpNONKqXOx2SZ4ijDkkaiO6BKd7ngcnvDrx/8/ThqT0NrjSnVdzG58M91J55JKK4upPicnqkI6DOcwvA/5GrMU2NlPHQyz08leuzwEHlnQenrl+N4Lz9lRQsYMV2v8UaGJDUsf7KJn4nLccfPMDKiWr8NwIwyDo/SBo8NMJ4XxBg7eEB7/gvD7/19FdzYe2LwF3XGEk1PCkHC7zOSUYWPY2XHl/TkxBR3XWjl66CoTSeBoUeiv4fkP4ew1ODiFP/8vw8OfP2D5oKNM13RMZIVPPoLVLnG4SbAWhqTkqpYtRqUl1fK0GSxrXFMdH62nyBSUVCz7O3lsmOJ2Yw6FPtzOwPsaXGzklL1yOYIFxzs81BmV2p/ku7c5mM6/y23imAfLGvsr9k6UIZqiXizwVswc6ciDtOPFk8iAJzohOdMiiGGowdHWYZlHA3F1rdmHmeeoS5kD4rxbz+Hxtta/HS+sOF4ujMnhpwk3eoZtD1nMO0cKYfLEEJhKwjeOIEIonobI4fKIlT9l4SMhDOZaGJRuTCxCx8oHFm6k0JPyllSWZGediqI9ykhxmRAcojas4TThPKxkSbppkAmmy4mkiTz9hIPjMGwrNmFpbNJCzhONr+UfitO6hZJJ2a5syQOJRBHHIoba3FDGdokvDjfC4KzJMsMtqspUlGkyXb/GRWwCW5kqBhidY8qJBqVBraMs1ryRNtpooEs06k15OILTild4T5JCwUphCd5EcLOSJZMls3ANoxifr5UJSsGVTCqVH0lAc6rkdYevtc+OcV89RdeQsIgmQRDZ0rhr/huvfZt3DjacLUzRxlUgf97CVe+UxHfGzPIWk7JKdYZ4C9OFTbvoFaQfAh9BubSxuostXE/mEbPFCOwbMS3DKdjvF1J45ZX/5p/zPDrsePDwiBI8WTyDtoztNbtWedY77h0XVsewaOHlix3nV8LP/vn/PnL5Txme/EMuP4Yzr6zeVj73CzC+gJvfhaGDftfzw6//iC/88uc4PI3wybdoDwybPDiB3bllRo+/DDdP4cPfs3HDMcNmgAcPrTP8m/89Uz2nwPI+lKsXnD8T/ujvKBeXhX6Etz8Pxw/g3ttC9/h1Pvn+hudfv8SfWUDcPAN/DS+38L0FrFvbMQ+DGF8XQVNBtondpvC//7/Bn/pZ+NWftQ5801qQ1Kaeu1jnpF39950sXWtpLXc3wDkwljv/vpuM1fNdkllA9JsqtOFMCXAOnE5rsJzgRF9y6K74y1/OfOf5G/yDH7xH2hUmn2v73Nuscs62HmojI9QQbKwOAEfwUukxpXKndT/dBtZjqL0VvFj2WTCaXRpHRi1sUMZhIPY7Sl7io9knLKaG0ARiiiyWHQu/4MAb00CkEMm0viUEzxRbDhcHKCf0sqNNxyzzPXbulJFEr1um7CqFr6cpjmA1KU00WcMUAvKupz1ZkKfC5nnP9nL4TDHvMwfHnAxMFef2njGKIdOzSyDO2TSK3jnXSevqhlJJ2wimu+gq989DEcXVIfXZZHXeuHKdvVYUFVMNF9V6hur/qyfOMCG5xUzqhSoYTqeYl0qpgciLEV4lW6mvFCvZXSCK0okSikOr4mypPDOfxd5XE7nU4yHVerUEa1qVhNhS42HY8bC94Z3lS948WHO6mEwJ+k6JNi8UKXW9qC0QprrIZh3+HvTCAmJ5Zk2BdA39p7B7ZYvpfA3XI6xrVjRQJzhqVuIEpDMty+gLPY4pBEITKz4olJwZEDQHvFtwdT0QNXHogIVDBscP/+gjjsoFhyYwzvYCnnzLbD5Xj6E5E3JSdA1HIRPGNekm8OqJ0B0r7ao2jirdSGpW1B1YcIxq+olTb8fkYAX+/oqUhP58zdXLwrC27OroPpwu4eQeDGv49Ntw5nourwNX4xnPX14SMB1S76AHrrfWCOqc0npYlkKD4BqHZPNIudwWPvrUsuaDBbzzJvzUF+v1E+17O/ixaSYpd/4tt49pXRjzNMo+S5yhGCNOmBVvzXBnibN9X1DuvGfNSEsuuDzysH1OfxS4eu2Qb9w4ho3H1RdXLZb/iavNlPnvtSaIghMxjVatH7z+f8t67wwX1oxy/l2gDmHYh3VjYF6iIXj8lHAhmJ1KiSDQhIhGNZm8kkAVV/HQ4E3rYNGuyHrMydTRugcM6XVW4R49A+tyTZErJkkkNkRafBGD99yEc9CuxJrBXhjfWFrc+EmX1Wk04QnnbLexsk/AW4DzsfrAiJn0BG+jfEM28FQkk8UG23FQco96j/hY0To1dY1SR7Gc0InDCQypoox1+/IVFJFislpJMqWE+vnc7UlU2Zc1gnlcF4GE4YK+YL67ZTTIIMyhTAgSCa7QuESRaATxYNwrskkuTWSK5noxJQPBfQMuI6Xg84hXT8Dzhe45P336il9/+JSjmjHG5nZ9/HFBCae3AbH0VhozgG6hXIN+D8pzyD+C/iMLBus1XGS4AV44G6GbvH1nXw9FZ5xcvMBuFbkqmWUppggeHG7hKb21uXUa6UfHTluK83z86SXnIfHaX4Bw2tJ6zz/46/9vvvB64Wufs071zUv49Afwtd+A488JR+94nv5eho3y7hvgd0/YvBJ+9F1452fh8L5hj+NoOGDamPzZvXesceJq6fr+Ny0Adg4Of/YewyQ8/e6aZ982buW9N+DtX4Szt2D3Ar79e/DDP1Te273ixe4hz7dvsn1/w0E7cO/AiNi9M83JwwOlbYVWlXvjxApnmQZGB7vXDvz+J/Af/hM4uIG/8C/AO/csoIWW/YyynzO+PQujYpJU7NfVoCnsG2p3b2W0ptGwMSteVYwXWTvklcBRSdjsG0MusLczOOMJ3enI/WP49OMvsL70+FTQnNCSjEDtXCVGG3hVikIVqXXOMewmZrvVOv5xO1MNNbLL/t9SSx5T6ynkUnAukrKawDTUUtnhNVFSgypEH4guMu0Smnd26VcvmuA9XdNR9Nioe6kw+LcZps9BfMBWe67SBdlf0kthoGehKyQL22mEboOEwuLA0UQhLxxeVwSnRPlJB8d+NLWd6HFqTQmoAF7N1GbeVMGhxVmzxfWMySg43jFPLONDJquyK8mMumSeUPE2zF9gUzJG1TEvamva9ySskxMpqHgmCWSdbG66mIuad4XgEuI7KM46zg6kTsIkEbIIOk3EIPgQiEWJongcU1dLlmzvE8URgtBWrpQB6pmkRgTPZaSUzPVwRZt62tBQ9Jgvn+74uXtr/sxrL7i/GDnqjPPn5k7l3RJrHs7tbaGUCWSHaV/dQPrA/KzHT6r74BqGa7NkHTNsQ80StQZChZjsJPdUq2s1cdYpg74a2KL0Av/wn77krUeexTuB4/YYR7AMWRPL4Lh/75g/eNnz6Tjy55tMSju6CD//V/419OJ7fHD+Dc4WHUdvK2+/l2mnCpAOifMfWYA/OgT31nvE44Z7x99h1RrtahgtU5QjCw6bG7uvTqFdntGt3uLRu99h2vTcPIfF+ROuL+F3/jY8XML9M/jCr0Dp4PLKstBuCa89hPdW8Oj0FW+8sebK/RKSLmmGb+EjHD3wvPuLrSk8UWg9HB51HHhPpCc1wlQ86y0sBR73cFbg5T+Ff/9TuEjQtXD/BP6FPwcP37LgHGvTZr7ma1F1m+WV20x5WsN4YRJy+WWtGOo0jVtAODXBCddUrLPyINXdUoZKsQxWnL1mUy65V77Fv/6nrvjGDw/4D54f2XRJ1hrYFFTs+q7Vn6owTQnVYlMsWurInq06L1UIBnsNucMjM6sUNUsEABXSONr17IRp6PHB04RAmgaaNtJNOyAhZPo+Iq6haQLLbkkMFhxVHF1ZQIExnrL07xLbzyHhiLEktmlLN3mu5BNepu9wmDt88qz6wHb6iDxeUw6KVWiN4sOEiy3to/iTDY5adO8RbQMqtl2K+DtlLPUxvcVF9um7ncnZLEhLhdjEgBOdu2QzRKzFOooogolHFGa6uAEzZd8jvs2UjUqRETV2v/piJ7huf+oKWTNad08pWIcrG6dS5FZBxD6HBX2osUyKfWanBG/fKbu5LFIoo32XnLnfwdsHO750subxQc+qKUYKrmNisx3CXrqqio5oD7qrjZRLSJeQLmD4ENILmJ6ZBWjqbTHMo+ZCzRBrcJyhg/mzB9h3+hMwZWWq52y7SfS7Qs6K5mTHzDl8lRh3XmkPBbKjzRmiIqtE46/ZDj27S1jcUxZnyuLAFrsWCJfw6pVxFdzZoTV4+oHdNag0uM6h5z3eWzldRVestBcYNpmbi557D6p6UoZ0MzFeGp0lnsHiGFPTLsbr3N4YzHb42L5b5zOnzY5UNqgbCDX7V4PyERzBOZYdBG9E0DJZxCne8bR2tJcZFgppDS9GuBjsM+/O4Y8ewPPncPqJZbfe2TleSLV3ldt90M2YcrYMMa3Nl7ycWxBtDsHfA3dgjZj2zLJof6dMn+GYuTqfeyVSwEkmyo7Hx69YP+j52rsT508H1nsZnloq690gd3utzI0ZJ3c+9Py+NSDPq9UgIdlnmvPQRSllbxFsxGsDKp2jlr1K0za0raPoghgKbdPShEDwpiBeqL5MriFyTONPaZszkAWxJAKBs/AQ5xKjvqLLEZIYEVc7NA3o0EOruFAIbaI9FnR/IP/5t88eHNXG/5SCBCNCq5jtATVbLA4QNbHbGeRD8LOhFoXoCo0TtnkfL8l5HgmxbVA040xc3bLAGW9EmFzEVeG7ASVLQUUI2XylnYOSTAUkiVkdiBQ6lOwTRTJZU/UBFpBgJO4s5LbgyZa7Tr4Gm2ImWuJMTk1GcAUJQqtCQEiaSDgKQqMDlIy4xC/ee8mvPEz8yuPEUe1yuruaVoGazmElc28/uQG9tvv0EfSfWLAZnkAZKkVHMaw2gAzGc6XAgdaXLVRemP2cm0T9nXN6g3WCo7MMsynQBiGkhHcOjQsa8YwCN+OWx28Ulq3nuJ/IRzCejGxv/haxheYIHv/0QPRW+l88s1O+28IPP4bl/QXdz36e7bPvc/3xFR9/Dx7+8hFnZx3pw0+IXu1irMINJcHhATz76Io/+v0rfvG3oI0W/PuXMLw04Yd7r8HpW3BxAculFTIXn8LiDE7fhKsLaBOsgrLdfh3thHDf0T8rDNvCJ896TlYHHB8Ezo6BnTCOBXYFdxjoQ+T3X61ZrZWTZBioZMNA22Lz5y9G+Jv/iZ3WRbF565nP/aCY38xBpd4EsSzU1yacFwvkfmknx0dYHIK/j5moncHRO8BZbVYuMevW1W33HW+VFpnbGfoCh3LBl1+/4N/+Vz7mj77Z8PSZNSe1ZntQkxtnavwqNqJrjwsigazVQK9qC8zrOudizA/vkeC5O2mDqg151EdLpmoRFIpmYkpoUaJf0zYZkciqVY4Wnq5taWKL846SAuICIkpXzui6+3SLh6QCIY1EPI/ah3S9AFtKUqZxpN9coGlhYPXRRDlOIAnnJhaHgXb12cLeZ+c5Wr6MqpKxFqtQD6wTcxesz/Oopf/ioLSUqtlnpuDWWoltQ9ZCqjuKIhQX0bIzUQhVowMhNo5Vp0qKs53Xa6HkYrQc1IjEYh1zdTbmV8qIlgZxkMWkJZBs0kZZrPWnhRKE5CCWyb6HB82O6JTOKeJt1LEQcCp1xts+s1QhxVADtiblpx4qX31Q+IvvTTxaFZaLStC+S/yF6pda7zdmr5pvID2xTm+6gPFjKJuaSTpMs8/ZdEZUo8AMYhumzlljMYmsDbcj1jNLpKm/J+CE28GMn3kMR2c2gz4edKgE+qHn2rdss3J+cYWfek66xLi1xTg1FsC612C8b0ILwxquX9h3cqFO5ShM/Y7d+9/h+v0d608qR/XyCn1xw/GJElYdEls+/sOe1T249yV4+WQgHsEv/kZddo3w4Bccl08ycghf+DOmGK4JHj4wH+xnz+Hf/7/Db/yL8Gu/boHCPFPAH0BwSrtWPv2nsH5qsnBHMXG8UM4WhfOXme1VIfpCkpG1FPKNWhkcDAJYqAXm+TRmNShjNnacM7BVPd4O26ykYr/FmTDHvGG5Cdy1Tde4bCdOWnC1GbdrI+O1IN8ciQ9MtKJ9C/wxuEOjGTmxjrl4y57nCanWwX0H/6N/a+IPvlP43/1fm30lZEmJ1V4zfceJ0dTmLouN785CFbrHHmMwUWcfXV32Viqa5mq1Q6hZZdjHCGtwpVTYbUe6hWWcJ2c7lidHNAcBR0Y1oyp4OcDrgNOMj6f4eECIEaeQRCqcsCD6BQ0rrocLdpstm+s1m20iiTkALB862hNPe6KIS2Q3fqaQ99l5jlLLaZkPhey/PFA1E3WGH/dl2awfLGJoomjG1DlcpQNYB21u2c02lVZRz628+ZqTPTJs86F36IGihsNgkmIo5m8h5udC/X9SM9RS64Nk3CG8V1Po8dbdQmxcMbkZf7aGjqvkByvjrQGFOMsbHWQvvHZY+NqDwptHmYO20jzq2N78gXXOFtc1Y7yCdA7pqpbOL8x4arrEgmcVMhZlTzie9+pZd8JTNw5udQxi/f9S37oLcBggRfBnZg3bLcz7mQb6pGRvSkO9JooEcimcXw/EKSFD4cV5IEelNMrBquxtQXdr88y+OoezqrLTHAgHx0qzsON9/QIunmI+QMNE2ULoHH7RoKFlezXQHSqxtU3At9Yh7gfbYJpD6H9oDYgHr9lxK2N1cDRUA9LtBrGVqrFYLFB4jPq0fmXB1AWpmLHS94VpSORJCU4symgNjMXsDbzshaP2FWeo1+e86czHv+V2RFrquZk7zPWSrV5J9pjMUFhhb5UAIFt7LL205+mI+VGP4AeQEzt388apvgbumqm2Al9+T5ly5sFp5mYjjJO7UzHX4Hd3LLfeXGWf7Ndhpdz5YM1PHzwzA9IUwsuPvY6vEylSaSNSibu52gAjE91iomkDIQZKGXAl1JyzQcQ0UX1Y4n1rikEKzpnCj5OAmMIMaZwYhoGh7+m3I1OemDTZ+K86s/MNNXv4DLfPnjk6KE7IzkaOnMwTKpnZPnVmLzTOoz6i4ivAYqOBIWOOflJooKqACyFEcknkNBCzR1UYNN9ikmrtflHwLpOdlYPUxpAAQXKl7jiknyouKOhYxfsayzwFIWF6jepMUby4QnCZyWW8N99dHwqTg8lBV7vsImLdahy+UndUqIZN5lkdusyX7vX86ddHTg8sOQ3zapmj2YiN1J3D+MyyQL2B8aVljtNLKDdWnjqp4jrFtBDnksn7GmCzEYFd3VBmrdvZVH4FvMBKuZWDt0/MjmB1H07/CrTv2V06+OT78I//BmymkQHPjWaOZEcpmU+eDkSFy+j47T84RlyibRNv3t+QGqMMPf8Adpc2GviFvwwnD4Xm0PPV84w0SxbvfZGP/voP+NH3r3EHJoKb10J4fQmrJfiW4eIlw6KQz+HxqXEfb16afUJYKHmTefIDUx3/6s/Ap0+gTzUoiVF5/upfgocP4TDBs65uHDM/sFhG9fQant0IO+/YlomLjXL18lZ6LDilFXO9m9QmaFzN1Hul0rduM++qJoarx7ytPxf19/3EoFrG72sq72pAVDUIxDvwswVrpXCt+okYYNdA2RrVZ30NfmHlePNFyybDaW3meHvdEK3sLwOcHsO7ryt/4U8N/L3fFz5+LrgZ9C63oV6pOCI1BarCEjlXmhqgmmliY03MGKuXPAxjX/vW9uVijESTV+c2uFY9AymUMoAK7SKzWixYxJZheAF5wvsDiluAu0dsIzGfEOPSbFgwTqX3houWogz9wGa9ZrO+Zr294erymr7fkp5suHfjOboIoAv8occv7wKp/+zbZ88ci59zQLwzGXspCuJrxyyZ457AVh2+DKbK4aQe5hpEnLNd2UEoRtVJuVoLOMglUbSahyN1RII9J1Jmyzdun2MsfWfPlWQNIbWT3oqNHTLVugYjuKoYo1FyMnGMusvhQUOiuFIzPceAzaPiC00wKGHCcFjLyCzgHzTKv/3VHb/wWuFoWQnec7YoGF9xB+XCSuVyDfkV5HX9eW1d3TJi2YPDRAoO6vU7Gr7oATb1KwYIDftJGKfWADjyNoIXFvC5U1i8Dd3rcPZTEA9tZC8+BlnYazDBcqV8/qcLf/BRz/Pnwve/v+P+W47FUvm1L0CSY3BLStsypDWjJgZXm+wV8zy7D6efg6uXkJLy8K3MvVPFNSOMT1l2A4/favjav/4Wm+8+59t/cEP/93e886sTD79kKkv9Gm6emLJPPO04fv2IT3//nNwnmg7anQWm/qZOVRV4/oe3HdvFfbgmcn0Z6B7tzK2whzBVDYICD49hPcD7lw7ftvio5GbHiHHi2oOOnBNuyPxmkxm9cUSbYpnjqOyTgVlpLGLCt9WxYK86Nu+J3kETrFGkazvfId1eI65WGC5aFjn/vrkC10M4tM8vyd5MxNYGz+0aKucQzixguiPb8EKw5w0C9+/BX/zT8IOPJp68yIwa5xKNu50XV4m3AmaWhWV6Cnjv6JpAqMHRxWBTZUAztYzDQBonxt1ACIHYNDRNs4flSpkoOZNTtpIdj9OMkxalY7cb0egJfkHwxzjfIa4jxBPEL4wRozbdo5jZ3liUTRpY79asNzdsNmu22y39bsvUG71OB0dxie7U0Rzt682fTHDUbMo6rh40aoBRVztXFScs+7IjGz/Jz4RT84sJToyBX68YL6bPqDg8wbwi6uUktXR1as5+c+o+32RWKJC5aKyimu5WUsl7k3/PeQ6OMA8r11CJZlPVcX72rdFK6DacNKNUyzSzV6g+NKjZ0ganHDSFx6vCrz1OPDqy5oHzdz5etgDGBsplzQBuapDc1N972+V1roNrTbafia4LQyotZK+8JLfvExsLyu3CFmF3CvE1aL8IzTuw/Cq4JXtXqL0AbrK/efCmcrSeuNwpbZxMpk0cr59GRteRpEOToHWGfXeDpU0V71ocCg/eEF59Wthdw+alGrUlZvL6hoODRAyRt3/6gG//8JyLl7B9ljl6bKrn7XHExcK0zaQMMTqak0gaTfdxuLYF7505D2o9J+N17eh2lnltktCPjhOkdkvtmPcTXPcGD4XGGb2keJIqKZrbXQqB1DSEUYkh8zNvwPbAuuNBqz0JFphdDZghWbnebKzU9fnHpRgdltk6ZxBA6tlbsc6V2DyF4ipdZw6Q02hrqjk1TFLkDpykIL39nEsHtYrUrp1g2W4Olpx/4V14783M05fKB8/iHkucL6QZEnPVXK5pzQemVO+kEDyLRUvTdFZSh2C6AICfGrzzjK5HUyE0DbFpaLulzZ+TSZOQk5nUaa38cipo9mgJpBSYaCEv8PEAkRXOLfF+ibhYZdW4TXQQpqLsppHdsGHbb+iHnmEYGIeJaSj0Nzbd5tpMSUoZf8LBMd2MuOAJMTCJGSipE0SK0VuqxapKBeJdtjwzGdlLvPEenRNT6Kjck+JAh0JRQSvZRChI8ZTs8TiWEilpImsi6TQ/A6+3eKZpHBoOmsdq2dpEQjA2fpomsrXNCDruQTgvkZInY+h3wbrWYpazXpTGKV4NHshRGSvdJ7qCxmrR4OHPvpX59Tcybz3wdE0xY/p5JLAAV5YtlEubaCk7m2rhysrnPFaaTR3HlM4+Xx4xAeBsC3DOEGvzn6k3zpyKGVodvG7ZA+/A4W9A9wUIb3MLfN1tGsyLM9hiahdwcA/+8ud60mjNlX/yj1c8f9HRp5aVFrz0HB3uiK0JmH78t+Hkq3D6c7A+heYs0jxacFZuWD8p/OHfgAdfgcVhJn1zzee+CvHAwe4cx0DTWYb48Tfgu//U8Zf+p69TXl6z+cEF6wTNzZbVtOXzn7Py+sPvweorhqu9+hCWJ3DQwGGE7SubL5cGSjeS25GP3jfLgmUD6x/AR0/hH/8Q4srTLjt+7sun/P4fvODyZiQfOeKjE/yq4Tr1PKTw8Cjzq/+DyrqaYDVndMGu3ZKNnH71KVx9BB/9Nlx9E/K5ZY5z1hhhz2XtP62PN7XY4RZP3mPGLXuztKazoN8sbrmNeTRoJXjLRt0S3LFhv3kyAZKyrdnjsT1ntm39H/5b8Ju/Cv/O/1wYp7nJonXDVSuHm4ambVguVzWTNDqOc56m7Tg8OiHGODcYACX3O643N2x3W0Jo8MFeZ3lwWEvzxDD0TMOONCZyKvR95voqsdsMdB1kfZNxeB2V+0T3Bt53+NKBP7IPL4BW2nkV5R3GievrG15dPGN9dcV6ndlst6RhxCns1iPTbiKNhd0roV18tpj3mYNjmQSK8feoDnSgFF9tDiRVzE+Qmm0omHy5LzjnCKmqeYv52M4cxaQGmDpMfZtsqtsOC46x1MxOlXEyDp4TZwZZ3n4X4wRZE0arpHuCyU123lPGaYLKn8wzSzJRy2x7vpGVFO9dlfeEVEo9J4XKP2eShLQ2NTR65f4y8c5ZpomK87ofzZKZS7Ozu/bY+F+l7eTBsjbuQDN5VTMIbLFI/SAm1GvZUnHAATQP7TFa0FM4+oVaLr9mGaM/Bro7RZP+M+6FWw3CYJjXLIfvgeOQrZwroMmzyYGpCNd5QkritGTaDtKUePXJjmVSVh18/i2YFrfXdX8J4yYj4Ry2I20Db38NTtaw2RVe/f4rO2iNSapF1yCHS8ZPr5nGgtyD49NIaIU2jDTOssvlvUOGr++YroTy+q+z3X7A5uoDw/QClAh6ZEFjNwC+4BjYXV1wupg4iMLqtOHeceTs2PNT7244bCdWHayOKjJSjPYkwl5cQhW0s5L+4D4cvwbjpVUAvsC0saz28h9DfgHlyuxdvatUnrt1N7ccVAbLEkN7W3lMF5inzGzTOlcnDfuNOPg6edVCbuu1UhuUKoZDHh3B48eFX/yVgR983/P8mVlMiBcb22tbFosFi+WSw4MjnA/GC66N1KZp6FYHhBgIIZCqRau2LcRA6FqGZovzlpx0y+W+aus3a3oHediSS2G3K7x8lri+2NG2CW0e48o9vDtBZAV0KHOH3TIaS8isUZRLZpomttst603PZtszDYmSbC48l0LyAkXotxMlO9Lus8W8z96QqebfZJP4orZh5uBolW25RXPrj5ItgOGK8Z08lCBMrq5JrdQBLVBkz7aXDNE5M/8ud7xcphkLpJ4saxBRzOFQNZtnNhb0ppQMc0w2uw1GdC5qwTHngjqzTZB0a93g6m9GLNa6q1c0faYFqRAb5bCBe8vMg8NiXEZ3m9ntZ6IHy/rKVMvrqQagil1RsSFXg9LsYTyrgte3s9K+hbKq2cKjaqFwAPoIFr9mQVHu3S7gfWScs9g5g6x3nRkd2T5vrnJi1+dwsy0MqXDUAsUmoMZSGHLDdnJcaMODrEjKxAiaC9urERciKy+c3leekSiTEhrY7kB3hXa1gWReKydvwmIK7Hael99c05xA99ioLM5FZHnI9dWG7aYgHXStp+lgPLJmVAiO9qwlu5F+8MjRTzMOG8bhA5ZdzYx9zcq9dXB9USQlyjZx0oIuHM3ScdQJpyv4qc8PRsbuLOCI3kLHsK/q7N/RZNZW9+D0bbs2FTuuuysbZ9QBpg8gPwG3qd8tW+lc4dr9GxSxDXMus6UG4byt/w7sLV33yuEVavHevq+vwTE7o3nNlVIQoz+dnMJPfzVx8crx4rk5vIg4nPeEGGm7jtVqxWp1hIvW3fEC3gk+BmK3IMRA20SzKMgFjRH1Dt8EYtVtdS7QLDqbnhExJ4Ay0UfP0CemEa4uMuvrkYOjieiPEA5xusJsFhtuWaMyJ463GKYWcpkYx4G+nxiGRJnGfRzRqkNZVBnHbFYt7ifckGGwT6RiFBmtASqn0fhOTcvkRtRlgmzBe8R5WtdQvFKcMspkI1ANuOSgah/mFJkS7EYjiUsF00JpaDQQSQyTJ+eA5IBKqd7ZQiThnGlDqRrB27s5xXJMUwEtSMlETNKIlPb0ibHkuloEksdHhw9CHkZckSrAYJmoSoCxioEGIY2FR6eZf/fXCz//rnB67HBN2U9ozSIRbNnTcUi1Sx8wsyVvi4Rseow6Vfn9Kv6aqVjkxk6DOwM5geURuHsQ34b29QrAn3ELdM0wLOwDH3OghdtAWT9j3hiNqP8UnvxH8P5H8J88gVdf2XH4euG//rUj2sMjvDSwvmIaElNJxKbBDQl9CasHxrlrEL7+nZ+mjS2ff2Pgo9/9Lks2vP1Lpgg0evsoi0PLjC9ewsGXPsfpgzf4/n/293iQJx6sLMPLxx0cPOTv/O5LytXEV96BbddzIfD734QHC8/pEj736gU/+Jby4cdH/NKvn9AddJTJ8Ncm2NTKp98xibJ/8Uuw2VrHOSvI0oRVrp9s0KmQgg0TeKmXRg1adypIKq/rdpPZR83bf0sw5aDlfTj9AjBZY+j6+7D+e7D+HTv+oQbBuyDlnBmKsOcGSQ3uWQ2WiW0N/HKnyqC+lrcsMbSmsamV/7jZABHuH8O/+afh+Q89778fgYkQPDFGmiayWK44PD7j+OwBsVng2xWOHsT4yG1jyjmLdmaqCEOCxfaasV+zvbrY60b6ZmF+9gKts1HEfrfDsUY08/I5PP10h/c9D32LLsxhzXlf1cR9FUA2TMFI7GaoJWKZhqjZNZMKeVJKznUUsgbUohRnMMLETzg46lQ/mEnbQB2jk2JXTcmjgcjiTHhSFFwhu8myPAc+Flx2UByihZTtPg2ZkgSXPOKLle+TEiQTMT3FUAQtjjH72nApNTOqV2fASOOV22iP206BmtdLntVis1JSoajindTngEo2FSG17nVRQYrgFZzObC7jbmpRQigsPbz90NRijMvo2Lu+33Js98HKRWsczHL3hivYTx0tY5i7l2qHCjk1GwJpLQi6MyuX/TH4RzVgdhWnvJst/jF8EWU/ZK2jUYfKGvQKdj+Cq+fw8Qfw/nfg+TVMW5g+zlz3I/9odc6XX4vcXwmMiTINlDQhJfLkVcPNlHjw/sSDB/DaO8pR+4Qxt/zoaaTpMjLBH34LHvzCgrAQvv67W15/C07fxWw+pMf5a+69U1gdGETABNN6S/nuJ3zhKxOuwGuP4OKFdY6/+EV48t3C5hWcHinHrzW8c+YJu79LUz5EW/ac0Jzg6XPLwI4fmmqQJNt44qOfYmJBSs9xsmbcDHzyT+Dhl+H4DfZKOsodmovcOc7/ucVye1lSszovVuJKC6vPW9BevVOxwRsrt0ttjOWdbaDiLZGYM0oXb+9SPWtmsdpSGzqlsFd1moPk3JhxATqpuHWA4yM4fDixeqzcPFVC29AsIqujFQeHK1arJcvlitCtCIsjXOkr7CQsupYQA7GNdeoG4jQRfCZGV9dVRktBQqyJXqFMA6GNtF1LGndAYRqU3daz3QbSoJT2TspcD+jc1LWXSZVCmBESyED2a1wwes80B5zKaMlV6cvvhTV/0jzHqaBFTEZdYV79giHJJU2WfruZGA3UDA8xNR+/UFxySBG0JErOTFMm78A8q8W2c7VJEy+ZIGKy69nmnUNxZoUqWhsw1gxy3tR/VGa5M8VV2XeyleQlm2qxL4UymRpJbMUa7UUp3ixatQhauVu5QIOr3CosMGJYxrJVTlrl8VldbA5mnbz5qpV68VLPt6uK1HO5Lckufq3cxb3lZrDyQbNx2OKpZZruGPxpnY6oIDyzM2F9nx+7zVlOtqyUjd31BoYfWOMgvYCLP4QnT+Cb78N3xcjT4kCeK9vtxB8cXXK2OuC4ceg4oNNgM9i64sVV5IevIl++TnRfVN5+CCeLp5xvWp68OOGLBwXZwre/A/d+vaU98nz3G1sevuc4elvYfT8j0xaZLjh728rvfGgTQ+V6h57veO89s3lY3XN88tcLJcHP/jL86JvKy+fw6k04fNRwciiU679nHMSmchInE9V9/tLKWHcPHkcjR7OD9vQ9pnDK+qJj1B8ybnZ8/E9qg+uMPd5LzeL2JbW7W+LVH+WPHfs7t7kEXrwGi0egv2T+M+mZjYnmjc1Zj6+qbxBW1lcBb6S1clkaO/daWeZa7yXUPfhOGb0fPAj2eBsrdcvDYoLTx4n7b2d2F5HYOdplYHm4ZLlasFwu6JZLYndAWB0iuUVLppTEctkRm4hrO3yVpQ/jDud0j0VqmixA1qhdSmIYI76JNF1LvzW+cU5K33v6XcCsmyzSq2Fn3Oq71cOqdYqGhGhCZKSEDaEx11DZ425aaYGmyCA169yP+fwJt88eHLc2FjTlQlBnqh0l4Z2dkQIUny078pBMmhvn1WS9HEbTGZQyFXwZ8VlZJKEfrKwpqWeo7n4oTNEOvC8m0pkwLiUhU2ImLMRm1kLAe7XxrSLIaHJmvmR0tA9XSl0luTBVDNFj2Zv5cIMfi8EcrSBj2u/KNIv9UL2626v/X/3Fwq98qXB64mkaa8QY0FifME881FJpBs0l16eMoEv7DOXGgP15rCXUGdrVnCUe1rNVX1sOMbrGTLKbg2K5fc4+MPbAK+DSZpLTM7sPH8LmE7j8AH73HF5NcAE0apjnRm1Uzk1ws4XNxRVrtoSrHb5ZsWoOGI9bZMoseiHfwHWCp1tbwG3XsTx4jYP3JspmA58MTDdXrFr41d+Ch196Gz065INv/SHH5684enyOhAJLz9gFfv8fjiw65c134enfgaM3V/z0f+t1vvC1j5ludlw9h0cPbPLlOx/Ca7Lhvttwr25UCpxfwz/6Ovzd34ZVAO8D15+0tKsdJ6Fw2kF5+p9BfMzi4b/MzbMLtlfnXH4Crge+AYfv1ObWQ/YjgAELUDPdRuZzMGdrd89H5g735s6/W4hvQXgI7Rcw5kK2e5luO9Na6V05Gd4sDYSj2/M/T19JLVoQwxrDXbYEWHT0DQuvxFiYNPFX/zz81tfg3/nfLFCJdI0nLCNh1dCsOhYHC9rFgm61ZBpbSsmojrTLjhgjXRtwzhIGHx0hRNI0MTYdpZiknyYLqCVNTGlEcyL1R2YXmyD4zNQrwzYTxO19pvDeZr9xUKXVFCWnhOYRKTZi1sQd9+8DN8J1cGxvssENyaAEV5tJCQjiCT9pD5k8pb3hVKlA5140opLstP6uXgxIc7ZCi4A6RTrQVIwgVrPDPGbK5ChJjJKy5zZWqoSCq9rwIoq4jA9CbDyh8XsV5uyFktTwypxNNDQJJLfPDA2s4db4SCqVpSIFrgLvpgh7mwlmV/ZbslZgx2NE4tdOhFAxKsOjkq0eYV9ez++ntVSamyJ1LLsqlUA8skUjHXufY3d8uyB+LCucqR7hjz0+Zw0Z64oPwCXoBZRrKC8gPYXxU7j+Lrw8h0+uYFPFLBb2EZiw4OjUMpf0HIbXlOEYurZBNTFNa6aQGfueaTfBQnHVPnZQUJ3w/pwmtrCC48cDaacM13D/dejKDXI9sTyAdqWEVolbjHC/8Lz2HjiJuEWHDxvKNLF+ekWaN64C5ehzZFr0+R/RJ2W9gXunFQ4sIGv7/NKAXzamNFMyH71U1hEWJ6BjzxRekQ//kKvxgvMhM72CxWgKSO98Cot70N4Dv4J4AM0JNI/tdbO3jM5VbiLxTsY2n5O767GW3JLr/6uMmBoD7Fqs309L5b7mei5m7mtn5b5W/HbOZsucxd7NZpM1gKRedCIeF2DRDRwdZM6O4c03OtZ9QyqOdtnQdi1N2xKbxqg90QJgKVCyr75LppojzqZeovdIE6s3TUGLo6gDH8jJmY5qsKwyhICPAXGR6CM+NNZ8k4ATj3fuziG7gxNpQarnh5YB1Q0hDhwdNQynHaUoRzeZ9bkw7mSfJJqgRvmxveJPun12nmP1caZYZ2su3XPJ1oWqGnAAVO4fFQOhGm3JhPEeswnhTsnwxpSUMgl5rAN+asRtDdZlKpManunAuWypc2t0ji4qbVDWzjxs3JSN0jMJOkp9Pyud5yPjp9mLGrzT26BV6SbULqK5tAnZZcOuXABv3r9B4d6h8PAIvPd78VDr9FQeDoUf8wXB3mNfptUsW7HyyR0YEC8rkIWVUXTcZh/KvkQi1t/dndefsc3531vgBsqTimttoDyF/CmMP4KLb8PHI3ynfqzKANl/5H13djIdyf4LMOJoDhakzRW53zC4zG47MNyM3H9gAT14G1vLusPLE6J7g9gFzt46Z9paqfvoy+CGV+gVnNw3Wa72GNw1gFBaxxd+Hvptw3Z9THfU42Xk6oPncF1jylIYT36KsTsmbr/NkJWbLZSTGngm0Es7VIf3hbaxLFe3A++/UC4CPHYgZHK4ZCh/j1e98mSAzUvIz+BC7dwcLw1Xbh9bAyx/rpbJNUg1h6CNTadIsTJ3HyTvBsf5Opgz/Pn/z+d0voxmmGSyjLHoLeQCBveUCqGXcvt6c6AUZ4R1l0Fq08dlw841tCCerlO224EmKu+9teSTc+Fi41isWtpFR9O2hKYjxEj0pvKfM2SMII54ZjVfAaL3lpx6R9GEFgfFI2XWMCjmXlrL7tg0Jo4RPCF2+NDiXMA7X/1ubv+7xRDV8KEyWnDkmhAHjk8WDOslCIzTZElXhdG0zMIZpo9wOz3xz7999rLaeTQpmss+OIJZNwJ7o2wFo83AbQYjilPBhUAUE4wdykCujRDXC2UUymRZhyHKSpGJ4gzZFK/4KLjOETtHaB0uGNaId0Q1vp3kbDqQRZkyhEmrZqOSazPJgHWbukkuG1A+TyVUwvriIBjFRxwSvGGa3sBBESAoR8eJk0NFgrtT21Rm7wwPuGz0n3nQtpZMs0qBtBaI/VxS1yC9X1B3S2TYdy5/rHSb/5/j1kphg5XSN6buk1/a/er3YPcENs/hexNcYwFxfqtif8KEDb5sirnyiYNelA0gzRIpExIc7cnbPJle8uHLp5QnNup2/TG8/Wdgday0i4ln5x/TCNw7gPKp4WrXr8OrD0x+7BT77tKZ3NdHfzTxw99OfP5nFN1t2X7ac3qakWVVNj8GH5Y0J+9xfP4DouvJrynOG8oy9fD+t+GTH8DpG46bwYiOmyJ0MXB86nmvDLDJfPeTzOmB4Xcfq3L+BIYLYwxcqIkHfzrAoxFev4FfGGB1aZSc8RvGTfaPgF+w39MG4yE2lYz/X0S+vxswa1Cr0657atc+a5xMmDgV2CUT4BhGuLz29LvC2CupNv40wy5TKzVYBONfhiUcHEATC22zQ3xv1U1beP4CPn3p+O7FSM6Bpp2dONW4wCWb/UG2DnAppnwfc7JGV1YaX0eCYyQXZ9VkuyCXbNqp02jfMRWaECltQzqIjPkQNNEthIPjQxarJS4ap7LMtIB9AmBq+6qJoiNFt5RyTePPWXU7zk6X5NTTLYXoldY5bi4mnn08kPtiFDoXKLncJnF/wu0zB0c34xdaPUHqiZ47SDMpU2q5bV7KP94dcBUUnjmDpYJ6mrBsKpsXjXEmdV9COMzTgwihDWhVD3VBcUEQL8RcyzHnGclG0ahNHMuoZI9DUflh80yXlaeCbwQJzsy2Fo2pColDa6lg5e+sSgKxnYhxshesrH0jqWFK6MnXkj7tU3kVK4XmDDA0FpTnRs0/k5sItxeK/LHnzM+bOZU9sAbd2r1sDGMcP4btp2bHerMzQQXBYvZMPp7mw1L/Her/DwX8ONGPnskpOTYUcYzFzrsH6BbkIIwTXPxgx/KecvAGOK3WswK5bQFhGHtePDUzraMvwRSWSGmZpkuGpLgibOSXSeMlm8vv0R5UjPjGxECyZpq0xsuOJvRo5SMGMT5gvzO6TnOj3FwXri8z7f24z+iO7i3ROLG92tB7z+SEm10hhWNYeERf7vepXuFSbc8+3cA9hXsJFj2EnXEthzObRPELa6CxMrqNm+GPuw2zObeowZAaGEu+LQBShs0kfHTjuc4dfQ70u8g0BNLoWd94xj4xTYkpj1bGqtLjrEnkofWWNZKURa9GEA+2TlQg+8TVlXB+7djVas4+5gx85to4TeQpM+Vb7DBXzmIMYnCTmgjEbIMSvCURUjCxGufwswVCCMSmZbHoQDNt52lq+X4bM+zg6BwnmIPaHCRHVHZ4l2kCLJrIwapDtDBue8be2PPrdWa8zqS+kLLQdJ4w9wL+hNtnDo4+KE5stC6nuaPAXk1432a3B5nbeKYSbjtAqEx+xS7iMpfmCTQJXgWvHnGKNkAjuCg0mMc1waFLKz1dY59evaCuKtN4jzSejRtMGCNT1cQFH0C8mKbknjemSF1R4sXKglaQ1uG61jw1gic3C3Bi2GQV7Qse2m6gaUAJVWpN0amS3QuksaGkkTxlUtZ9NlBjNSEaMdmLdcJ9xZV+LCusWYEoe1rIj2UeBqXs7RXYYNM419i44gbytVm27r4N1z+CywTX9fx19SX6Oy+zwILkVf19qXCQwe1GdtvCjsQUW5JfsNn1uGniNAiL+6c0weMofPTbI6fvJk7fhWVr32vcwnRyiErAjc/49GPl1Y/gS78J48EZo97jenuDxMSDh4Gb7r/NJn+L64vvc/CG0k6gr2BYAt2A+A8RZ26A6qDzlqQPVW+yBLi5UF49Szx5knnrbEnxjikoJ/dXyHJEn2/YrRq24rh5NZGP38KtlvD+KxaqrLgdcNoCuw28M8KXe7iXoRltlK+MEI+NvC6ft4M6OcOR3YJbHjP1QNfrYE/FqeXxHBynDM974T991fLR9IDr8YDp+ogwrnBTS+kFVTMYGsoVxU0m5txE8GKVjhSyKuMWuDJ1fHWAegukuy2pYv2TDESgqKMUq+UlJzSNZCJjSQxlQsuEpB1jSWiOdNFRnBG8TYW8ShWGYkR3BZwQfKCEljHsjGS+WOCwJoOPkabpiNGaO0b2sKDoikkcWrC0KQUtE6o9ygbvoQmeg7YhHS7xHsZpZ8Ze0bMbM1s/MlzDZus4utdycPrZouNnHx/0JkCJczhvlB7bAWtQ1LmurxmcPQpUQ++Fo6uYmuFuVlOoFiTWbVkVOXS4RvALT9cWWq/E0CI+o75Q2rzH44oPuCqWuxPPRGLSbK/lbeX7KuJJgKaNVf07odHKcR88LphtpGsiLtbHGsNGfNMQpKXOA9FK5rCZ+OLZhuNVtous9+RhRx5HNjeZXRVXfXYBu52y3SrPz030YMjCo6PXOFgecHx2SNdCEzLLZk3nXhLdljaONFUHsm3r/Q7fzQ7y/vBaJBuwwHiJRboBxqcVK/xGJR5/avJeqK3VBbfZ4qwJGepLZW5luOb4+2WBM4GrAtuUWPeJ73zrFQ8fLPjiF98k5AavkQ2RqwfK9dWGp//eFX/uvwLLY/j0BXSLSzSe8sOrf5M3fvkf8qVf+CHX57CZ3mHT/Twvb36G+90f8sbx17mX/5ccPfoSx//S/4Tf/fv/HiE4PvflX2aR/gGyO+fyxvxjdIR/9LdgO5nm4urYM24LvSrfPof44D6/9sXX+NEnn7LdJKJzfPzJC5ZeuPdzZ7x/uebl9cAnN8qXHn6Xg+D4PiagPO9FC7uc8MCTBC828DM9nHZwdmAHMK9NUKJTCPehfduOq5tABkNcJFbkRevGPZfS5Q4sWWzzvNcV/pVHO/7P5/CMULtlIxIKxblactnEWnRC6yNTZYmIKCVZqRQQ8AkthZTqiG3Gdo+ckZRpcqFMiT4NDHlgyD299mhe42LCtxPTOFLySElb2ra1pk0UFphGTojeEh4UT80oAckeXzvki2VXhUMKYzDWZAhCd9DSLBqCE9N8zSOadxQ8oq4SuRNaRrJuyHoDXJrylbQgKw7VEXwkiRLCmu5goDhhs+rZXU+0LxL61cjm8+1ninmfHXMUbp3PKo9xDoZ3nrKHVubumfOCbwW/EFxzWyqXQrVVsAzOOFmCW4DvhLhwhOgJzgilEjzqHaEpaCio15oJ3r6f/Vrqa4KLRgIQEQhCWAScr6VydPZY8Hjf4Lz5XbsQcMEbvhkirmkQ2rq7J7w4XITiPNshcrWBm43jautY945n55ntVtj28PLKsdsVtpvC+TlMyZNKZD2ccXxwwgP3gINVQxuULm4JPEP0hjJdIWxp4sBX3+sJ/6yzpFgUm+yuFW/UAcraeILpudkrTFfW9ZwVXYLeLsa5NzD3c+5W7hGb1T15BG9/Dk7fU+LRjh+9gPUus/CJVes4WHSUTZ0eEsUvOsZNYXe94/r5ZE04D9mZ708uDtcKQSrZfFjTTy+ZppGyWqLLt2n8xzgOSasbimSSKlPu6bTMRAg2z2G4MYHd9QSTCOFgwVhGhjySign8Hq+Um4OOrBMFm68vXmARaHpHs4G0UfpXPbFmeVlvM+lZOBgssI1qGpahbjRcW9ZaIrgLy2TdkR1bn+smU69Lyf95xhXU9aW313Pr4EFTeLPdsUmRT3bRxJddgegRLZYI1FJ5X8EJIGpBRQVRV5sSMOVkvYOk5FTIo3F+3aiUMUNyjGlg0J6BHs07w/ZTJk0jJU2ktIWSEQppOqA0uTZKLGGaXZ4E8CJ4Z2x19RkfA6qRkusuIYWmEZomEIKrTadaOs/gvDoboSyJXEZ0b8c5VY6lBcUmWjf6YHGAToo4z9AbLS0ER5qU4VSY7v8z1tMfu33m4ChVOUArOK+wN6Gy/1/LaNWqFm5leGyC6dAdC9II0ijEwqiFnNQ+QVNw3hEWjnAghNbTLRta39KIJ2Y1DfkgxOjY+YHJJaIL+0mcZjLZ5FLs8/lG8I2r/C/BNw1x2eJCIOGgNayxFW8Kw75Bo0NCg4uR4DL4gIaGKC1oIWeTo95J4LtXme+/KLCb6Hv4o+sFH64bvv7plt3OMQyOTGQaRqbdSNhCZEHnDtmGN7nPI/rF2zyID2i0NTn84RWb7RUf/egDrl99QCdP+Hf/6o/oOv1xfHFeUZnbmm8eU6xTH9tPzK1w/AhufmRTF15slG7m0s1NmKonsQ+Qc4NmruLvHcFf+Ffh6C9A87nM2y+f8fx3Gp5fR37m8w2LVaRxjqQ9zk+42HPUrtgFz+Vh5sNvX3L//sQbfxouxiVTcdzTf8Lm+oJNcrz1uLC9/Dru6uucTLCIvwIn/zUCf42y+w7l5nu8+SijCdz1/wepthOLDt7/bXj5CWzaKnjrPccPHvHq+Tnbq5GTBtp8hVuPfOXz73DTJ568uGKxckRnFKb7q4jfKt9+OfDhc/vOh85mkkXNTmLulQm3Wo1rsLHXG3gosOzh0FtVM402JtnsrLRufO3ZzWOcDsM/Yb+uZmhZnJWjXmDl4bcOnvK2u+SvXTeMNCiBLjQWJKWgIde/lT2bRKlWBuqYkqdkZUrKdphwg8JU6MeRslN0UGTIuFFxo7DlBmk9soq0reJCBB9JeSTniTT21rrPK4bDY9ouE1WZUq7SgrUkFpMtcR6mGjJjnHUYEn7KeKesVpFlF2iioL6WQsV6G652rrNA1pFUekpZg+5MSEZAvEfV1q93Dd63BNfSLXq8u2HRRbaHO7JTNveF/njmY/zzb589c2zE1GYcpKmSqL2p8FpZUG4rvqq/JEHxR4I/VvyREhaCiw4JjkBhIDNoxjvrEIdGcYee2Ea6xZLovClu92qyTB6GorRBiE7YMuBUcbmwnqp/dQuNa0kqDFozwxCI3ZLQRAiO4DzO2+hg6zu0el66pqnuiIqExsoCL2iVNZHgcHVmO9Hw//x0ySKYAfr1MLJNicuutdnvWNgOw74zNliqTSuZwY/0MjC6kYEJEU/wwWgSUckx87l3L3jz6BmP7iuLFbeA/nybZ7XnBoxtpEyvbOIlfR/6D2B6aiNjqTUPFKrkfqVa7svrDRYYY31ZsDLyyw/g8Zfg5L8K/oF5oXzvQ4iD4wuHDccnJ3SuoS2B1LrahPeUTmGEsW+4cQtWztPSE2UisybmNctmIDaFkwbygTUugkCz+DbN9gm+2bJwSlgWtg8d06j4pNbhB8IIqweRNcKzH42EAl1UNCWOViu611pKTgzTSL8dadKae23k8PVjbl5ck6aJacg8zAOHKfGvncH3b+D5CK/UNgmpx0bqYjnhxxGNOUO62MB2MKvVowTdCOEUSmeWEFybiZnvQQ4tMM5e1syvV+m0c9rusGTstIGblIlcIuEEJBBKoTAao2Om1oGJLBS1rvKklCSk0TP2A+M4Mqy36C5TJqX0hbTJ5F6RreAmweVC7nbk1jP2sFyNOG9GV9M02fUsha6NxNSS07TvYhtDRVBx+IrNqwhZMjghqplxORdAGqK34Ni1lVfZBMRNFIyWR06UYgRioVjE0J4pX6C6RapggEjlWIrDe8uODheOGDoypla+OFiSD48o9xO7MF/h//zbZw+OlSAtXvcznft6AH7MgwJqmh8MjPYLISwgNg4XjQOpEigKKVvWKN4RohC6QGwibReNLV9AUrZusVSAd756tKDFFEGSFuPnBYeXgFPjSbkYcKEhLBZI9IYzOmeSUU4IvkW9p3iPj7GaemWK88ZDFK0BTvfqKIYTeZ5sG5vHFiXlYt/HOQhGOci5tzJDDfTOxRTDRzcyyMjIwMiEJyLOkV0hu0IJAw/Pet57MNAtrDP+Y7Uu3HIfaxdltnTN10bdSc8gX9ljztfYWvtkSSojqJaOs+IMWHCcqMZMDbz2nukxNm/Z3+YtXF2CL4HTRUMXOhp1xCJ48aYAgzBKQZwiPtDvHOu1qYOXVSL6TGCi8fY+CweLxmJ8G8CHGyTdMFxbd3W5UA5XMETLin2wBsjlc+vqEoQRIXYtzaJFFKILhMYj0uC2jjQWZBoIonQu0p5NjMPEdp05O8qsFoU3vgTlfYjnllG628O7P9Tz1TcHxflesn2WfoL2wsrneM5eMccdGYwkUnH3O6+jd6qCu78bdmiiGYe+8Ebc8FKXbNUwM8XcNEv1QJWapGi2sjn1xvdNPUy7xNRPTNeWLZZRKb2St4U8KGzF2CIFXJmQ0qNqroLeB8R7U+92QoihfhHHXggCUJm9YuYRvrqFyO138dVXynlLNIJXfDD1decBJiuKNFm3cj9Pm1CZKPSUsq1ltXGOTdPV4DfEkdXRFKt9Fp1xkn2IOLdD2vF2ZPtPuH32hgzF9OecXZgFzH5xb1swn1B7Z9+ZV4M/gu4o0B46Dg+xFxAYiiMGKL7giLjgcK3nsDsgNpHYeWPLZyGWRMoYw97PPDCh1cg4jYxTsflr50wtOLQ48XTOEZpIiA2hW1G8Gfd41Jot3vyKXQjgHCbXC6gnU3BqmUrOthTUCWPaIap0xQqsLIVRehS7kIR50L1AY0RZVZCSyVnZlczar2lcw005pJFDkhMOHPSMDOwo7SXvvT7wS29X3udd7iPc1r/zbbKu9PTCZnWnj2H4DuYAKKANuK01BmhspCoVWFRh1PV4K+1/WF/ytIOffgtO/jvQ/hzQWmDKOxieQ3RL4tkJy94ESIo4nEa8FLzL7FKPR1iuWtYfDGx/1PP8Ofzcn03ce93OoctWOh4Aa2elcltr+qLw/t+CBw/hS78Cry2VvoN1Yxje+Uv4nb8Jpyem/bhcBF57723O7t8nnL8i9wMMicPDA9pmSVdOGHcvyOtLmmniN/9KQorywe/BF34DDk5szvzBX4NPfw/CC3iOcT7noaYR44V2WLNqPmYOOKqZXiomfNufQ7gB/0XwbxjBXwweI+xqkyZgI6NzAJ3hKr2DPTrwBe6FzL9x/4L/+FXDNxKUEClSvdtz9V/PCpMYR3pQ0nUhDUIaYLyYGDcD/fmA7gJldEyD2rRaEcY+GfzkFa89eSyMQ2bT7/A+0DQR7x1N27JcLmkWK9puaVVYDYrZtXV5qyVTJVUTMYuOSt2IRQje0USP9wkfRlycTAqxrMnZkVWMbF7xU5gqhWeCcmX4hAPRWiILuMqFi8EjKN5lxLUkv2Qdd7zY/JCeicBPuqyu/jBFwDVhfgitTkO3YzqWnrhWCCuhOYLuABYroZ3FN51QxkwWIYWG6DqC98ToiIumjhYZK9slkF0yv5mipMnEJLKnpkvFUvYmUPCoa3CutczURxuOD5EQW4q3AGe4qa9yRrJv5jg1vCbPohVamEox24d6xWoxPs5YlIQFwcJYn1cIUsy0SwsuVSDcFTQGsihT6hlYs5OWdeg5cD1OAgVlJ2toLvjpx9/m9XvXHBxRlY7YXwC3HS9bsbozX+v8EtIn0H8H8xJZVkJA7ZRmb82CNOON80+1svpYbNEfCizvweohtD8L7g3g2CJESvb2X/wafPJ04Px8TYoRnbLNyzetXQeTIq0nSuBQWp6cnbC9jkyfXHP9n8LD1+FX/iVrYDDAsyfwnUt4/wrGGzg9dJwdeV5uJtZXDfrBgnsPbyi5sDuH81fC+TlsF8p6BzpG2kevk8rI5uoT9HJHUEcQxy5dIyHSHTVszxMiidhlupXSHcDn/zQsjkAiNA/g6CuWlPzGH8FHFzYn/sIONQO3CfzMzJk5+aoW3I6inSM3wfYC2h9CuDapNn3djrlvQBf2nq6uU/V2359bbgMkQHC2YTV5h+4cpTuuakHW6va1OdSXDMWZRbHW0dmdMN4k+utMf+7M5iLbWqLC2bKX9ipsx4GgmUDC5wbnA2lqWK4OEAJt27FcHLBYHhC7JRJa1DUE7/Z2DwZFWbR3Wqsup6RiMJonIAx1UqyguqOoSVCb+vMM/CTLGnXEVlzCi826liLgqnupABIM/hBPceCjJ6KWoTrPZdsw0pOn/jOFvP8SwXG+G/GaAjLpXoFnr3NXf3dR8J0jLJTYCbEV4/UFK6u9CtF5SnCE0BCcowmO0DjLIr0Jq1ratW/A7eeeVU1kV1X3LobiDPX2PqISEB9xcdaFc5X5L2ShdvbcLYmdsq+ZlYKUWrIXrcbmdhG6WkakYqW8kcJvie9IriHTiMw28VDHKVXJJZHoGdkxuJ5BBpxEMkovO7qw5t3VS05XStPeOe5/vBQomPTU1twK03Mbd0vnoBsTX5XKm5uZ3bMq9FwSkveMJw4FFt7sBo7umxlX/AK4U0wKjcrDUzjq4KM8crHZMrUtPmX8lOnaUGtvRasgQYsnHSzop8L2xZb0qdKPyucvlaNJ6Qbon8Hzl8KnF8LuJQynHrnvuM5C6QPx5RLHhpwL56/g5UvH1UZIjbLeKiqBB8sjKOfk3Zo8Cs5HihfG1EPIiFM2Q2LpC64rhGiqO/HAjiNq5fryHZAduHPbOFpg7A1rnXspc5kNtwFy/tnWNFOBPJgkmSSsQxrtHIQDe7KYiJVd366W7fMl/8cCpIi5Ih77kRPnuCwH7BcGdUhb5Q6DxO3XoqiSk5KSksdZa8DEXubAMvvAUDvaRWx9laJ4X02NCxXXC8TYEGOHbzukmrIbx7HmiCK1bHFIcfUxZwmK2ny3mR4a6VPViOxFHbN2n6CgI6oTqgNawQ3LRG1hFEoVhXFoFdm0cODtnPiCE4fXwuiFSeri+Qy3zz4hIwHnC94X4kqZvHXqXLaDjWCYhEBcBZoDR3sgNAeR9tDRHjj8wvydlYKEQ1qEY1WmAPNAfHSKcwXnvSl4qKLekadMLhnNHlHFOaV3hV4zvRaSV3xwxLYzM+aKVYyhEBw0kvFiDPxCqYRboxnlUhhzppkmJlF6gTZZcCyqlVJQagA1pYfslJISWhTnOpbe5NPyeEmvpjfn9ZbSIBXv0wC9vyKIsMmnXHHGQKEpyk5fEeI1v/ymdYjdnJbMwfFuNXBpC298bnPS+SnkDyrRvs77ermddBEPDDa1UcdMmUe3g8BZDRaLx9B8DZrPw/JfAO5jLzJUPY0env0N+Eef7Pjdyx2Hb8LbXeC9NvLm8TE4Ry6ZkqeqENNysIzEsOJs6RCXyVPi//J/2vGOH3nQZB6+DhepQdqW1971LLqBsevBwbVErl8d8o0/eGXmWF54cGwEfd8K0hQkBg4iLMaBNu04OHrEblSupsSm7HhxecOTdSIUeEPg/o0dFFdLWWksKOgEp78Oh1+xgPblc3j3Fbz2D+DpCM8KvOQW7h2wYxiBhVQMF+uie2/whU6GA2++DvEVxGcWmOKZydCFU3uu8zZYUGakakar6ubogFbhzz7q+eIq8b/98Bj1HucdCatuJgAfakPD25y+FLP32JpsVzsKeQN5UNJM7RLL0JzzCJ6cEyllcjI/99jComlNR9VJZXG0EBeE1Qk+Gv1NRUxLFa18RbFNR5xpJBQhxmCQXEkkzQgTogO5OCQ7yCM+7xAZyUxotnJaJBmyKdbwc87jfINp3fjaHLZyygJjIOD3mWmrhcYl2sbj2+VPODiq4LCsTtVDUEKYy1soFdl3QQgHSjgsxCPH8sATF1ZKxLZ2ewVSiXaRqflCU8OPjSBJNe2eLVTNB8YVRXPFGUqid4nstF5YofpMGP/KIzjxTLm6D3oT3rQrL5HUyBk7Md9DEHYUUpVXT2myNF9tgB0UccVcEiq26OpAe2HCZfOxSdn2roDD5UxRy4BFi2GdVQKooIyuMJaNzYM74dR/wBvtE04O1LC3u2Nn823mMV5ZcJyegV5Y40VWNQDb9WDiqYW9JQUYrjdjlqvOFnTrTcU7nkB8BPHz4N8BTmvgsJODbmH3Cn7vH8HzG/ATXI/w5CRTTuH+SSJ6O7/BOXJObHfnxNDioolJeCB7x/AgcLPtmXSiiwXnlxzFFu8S0p0gy4b17jloQ3CRm+4IbSZWnbEQJHlC27AoAwXY3twQIzSxIZWe7Thx2Y9chkT/PNN+CFsH5wIfePj5963R0bx2e2hnRR1/Bsd/Bvr3IX4Er72CxTM4PYcn2YoXVdODdFTJO2dBrtqVGAY2t7trcNPrGsAaSI8gP7Kpnjnx85WREWviMZ8nZ0khorBq4TAVNv01Lna0TYOf086iNnVSeV7ZO3LITG4kdIUmCzr4ynks+OTMNkALXsK+sePE74c6tCq2eO+JoSPGtvpRd8TYEZyrXGRrqjqt5fCdTHTfS3RSp8QMuiolAaMp63gLrtN0TWDCifEcRU2z0UDVuYwye2SXJ6suJZK97rNQxNfO+SyMDYhy0LTkEOeu7p94++xltRrB1HnDMsQrPphaTa4dXRHDyMLC1K7DCrqFEFtblLFxe95SUMc07yzFTkpWvYMBKk6gVAEK1CPFeJSUTJHEqMVwF+/2WeE8oycV1bAdWPeBDi1InkhktErkRN/gJDDUQXvNhVx3rKwTmi1CCeZDY0m8s10e7HWL1nOjc2Jfh36kHjt7t0acXRgKyUPSwbBU4Kx5ymvtE5adjRbuFV3qRTaX0myM5J2vrImgW8OnTe6ffWozbz7J1ZdR64dp3dBiY7zHtrGxN38C/iH4N8G/hnVK5uBczNnv+mP4zvfgOtsi7hNcTUpxmet+YtVC8I7gPUOa6PsN8SAQvac0hoUVFZaNsFahHwO7mPHScaAdY97g4hLXnjByBQREPGO3xElitYD+JiHqWMQOTaYrul1vWB4pGhvyNNKnnvUwcDFYidx+ApsAO4HnDi5/YIEmnGACsneaXhJg9TPsZ91Pn9nUy3EPsYdNhnWqSjda3S9spsBwu5r1VY6zlXcCubepmPHjW7g8ntbj643ZMVuzOkNxTHPgTqxpAizbQicbUjFZvuga6rJAZPbmzKjzZJdJbsA1SsxCWnnczrrYPnhSSZRS8BoN7xMIYuo1c4AUwbxlfCT4psqONQRvxldOHL5CVPN1JvsWdfkx/RQLtUrWXLUhJ3LZMXpPQLHhVMt9tSQ8CVfpOnuNPmFPQlesGnEZcGqZsgu1PepI1lplzBNdjIxOKPLHM47/4ttn71YLeB/MUawJJJcoebCxKBtgtqyxdSyPhcVxYHHsWC2FbhVpFp6u9VCVbmLxNAhJYDPaSo5qXfHK66ap7ztUXEUVRjIbEjvJuBgYve3GC2lQNWmyCci+kEMmMiElQ58YSRQt+EmZJJJdYEpCkA0OJfuuWi1kfBJKyeRiB9yoCYHJOYIIjfNsxQR222JCCJMWotoIhEqiKaV23cRmVZ2jeI9QCHgaWtQ5khRS2vKVewO/eJpsQmNerHdvG+AG9LLijC8x5Z1ggRExjxQGa56UzugjurU/l2KLMkZwK6PPuEOQe9C8Z6oycma/uwcVa7xDGfrW/xG+/TctMIjAqsDhhWFy/aXyd7sL3nrY8VMPD4hdh4hnHYTHQOsL5SAwuAVDEeRmQ9MukLAgLRuWiwWLEOmfbmhlRytwFrBhgbxjFYQsjg0Tx43QISwXiWmTWfcjf/j0hkaPWLqOzvcgmTLBy9+FkwT3VtAVjyQl9IWv/wfw8vPw838JDn4N4j0sys1ScAEWX4P2c3Zc433oHlgGuX4JV8/gRcUWR2DMFhSzzK6JlS/qLOD5tm5GEaYdlCfQX1lDJj6C+EbtLa7AH1gy4bDzKKNljdKYWtDjDv5nPz/yH3/i+Z3nUsngAaQ6Aar5qg/YNJAT7ANlR7sAXU7m4zwppSi5wFSMLufnwAjgBBfMCwo1+b7gHFFiZYYIijf9RQQp4zw2zm2BIpbZSkGKGFafEyX1rIcNuayRcsUuFZzPtG40uTMMBpgrSE8BiYiLtN19ShqZphtUDApwskP8AucaYig4iQzDxA8/eJ/cC6Nz7L4UyLPu7Ge4/ZdQ5XE4F3G+w0WIRZBOKbFOLniHbyEshHBQaBbQtJ5VF2hbT1NnlvfeEC7uTc2TM06/jURXRLoU+ilTJpuVVqcUj2k/GrMJdZalRTXc0LoOQhTzzC4lMUnGSaFxGUnmg5qSGj8MZ66DdXtPQU0EQiCrMfpnFaGZYyEY18t8cKqSifialQrFWXD3KqgzEMlAcvtslCpxJq6WviOeQlvOOWpHDqvlwY9ljabtCdeYLuO1daTZ1iyj43aMENtQ8oxVVSrIjEG3h1bu+Q7cEsI9iK+DHGOGXe+AHGFakvX9S7EF/XQHH/eGswW9zUwZ7bOcjIl70vPgsLAdDDq5v2xYkQlAcQFfMq4or7CZ+9gGDo4P8TmThh2+jDQ4lkFYNUt0UPp+RxcK2Tt2fkHsexottJrwDnJwHHRC9CNeC0c6cZMKbjAytmQYCoRUbJQMuBnh8gVc/56p6ei7EN+sX7l2V8T2chZfq5jxYFiuW5n2pH4I42hl9T7BF5giaGMGWFJ7E0msGvDtbfauaqZmWi8NBMJgP/2Bvb/3le5HvQ7FzulpBwuZjMblA1Sz4Vrf2BJKMwzFrEddx38VcfZcqVCWQh09dLUMte8z60bOAjO4Kj6jI6UMlV5Tgayse51UKDbeiBpFqdh75FwYc2KTRsZxIOWeXHZIGhFJOJlqdWZJia/XsJmQZZDM07QjOli6SBmGujgmUwJyI+InwyOLsjjqcAeBwXlUGpJuSWX3mWLeZ1flcQ7nAs41ZlivjtDBGEd0Uop3ZmO5grgqxE5oW8eiC3SNMyXhGJAZgdCIsYAKnbPsKpfbFDxrYZpGcsqWbovN5U5iRQM4VKzE9eoY1NqwzjkTo9BCKYXJF7xTGhSZRkgTuZRKG/AWAB0gQo6YjWwQ8kwin68SnbvYyizbPjsmOF99s7VQJJv3c/FVV69ANrtYVZBU8MGIIFIKJY/AwKG84rAdWc1+MHNwrI2C2felXEO6gXKBeRvHuthqAM1YcCx39qFQamx0tqj9wgKqnkB4bAIJWUHuQ3wPIzveES4pCdbn8LyHZ2rSlHNg7LHmhfTwWs683mQenQ48f+pAlpRlR+ztmBTxxDJBzhQpxDbQBc/ycEG+uibvNoQ8EmnpvGMRFgzDSB52HBw7cnAM0hF1oCmZpqjxbqPjZOFZthNtHDn1mctiijmrYsGxz3A02vODN5Xzq0u4+H3rzDtsk9B5bVfusTSw+LJl3/naAllzCocPIb+C7Y1l0nMVibPgWJraHKsl9lTLdWlsQ5sDYl7XMjwb5qmJvR6k1HJ/9vyWucQW46guXWJRMlM5QGd83HkLhuook5HBXWFvw2LDGrqPtHcVtWTekUVq59dK9Vx9qec3L0AuIykPaJlMyUelBkPqQbSMwqE4Md951Dzgx5zZppFp7ElpR593qOxQJrJOdChhDo7+NmN1LqNS+GjYsmobHi0jjBtKzmQV2mDz1Fl2SLSm3epkSfQNvQtojkylZyrDZ4p5nzk4Nh2E1nDDrm1RX8hlpG0Trgiinu5soj0RusOWo4PIcunRRiE4JETDiHQmkEfr9JaCyza4rrU1p5pJpWfZWBk6pIlUJlJWJqllqAhT8XtAxqNG2tZCKX1N9ApOA0ULV1OP0x40U7Kj5MFmw51nU3HTbkpoEHIwRnJ0gUai4Z2Y4ZcUjxahhLLvLA4lEdSUSIYScGqUnzxnliqMua/NGyFPCT9N7NJI2sK9xQ3/xqMf8u5RoVny4/SdEVPzvoB8CbqzMgtv2QlqpOKiBuLvCcQVCKd+xnhkC659HWhAWzj+mi3W4qG5byU1h1gLe96lJsPn/sP/MTy5gEZqILWPYKIM9f3+4hvw6Gtw/Fvwxqtrnj/NfPsPl+S6MhtgGAdizpwul5w5WLqJ9cfP6fLIIk2gC4QlSZcEXbNqPHKyYHH/mEkL5WbN8ULosscz2eSDCG8tCr/wK4X3fkrpWrj3t+C1p/D3J7jKsPa141ugK7A7h+cCf1vgz/4evHFh3NDwBfD37gQ77OfiZ6H9Imz+X3Ye0hru/7oR74cP4eLGCOASwQ0GYQwHxi0VB0upG0qxwDmLK8+kd+2NdZDqeW4+D/7YstqABdQS9wUMocCfexe+8gD+V393YhgEX2DIAyImxOBKqOZViTQ68ghpI+jokeRqSjjrJFoGGW10zKZjFIpYnTaOA1Oy2Wp0Io8TeRzRPJIzIJngg2EDFIIz6TRrRlnWqGLit9M40l/3XOw27MZr1psXtvvohGMkVrGZ1gckWJ9jFY0HVci0ThiOGt5fdNxrO9iN9JfXaLHvHqMQYsQHz65tmWJgEzzbqEgZWJSfdFndUD2dPSFECpkSMi54XFPwUghLoVkKi0Vg0TkWnaNtIk0MNMETEXKVMfI1dzeRTG+cKhFj+StE8bZ7aTXlFqH4OsddSdappvoOK3OpjRdXt3/LQCej5EyJkkstc0sV6hbEhcqLglxSDYQOSDaj6qAUKz+06ssVKWT1FZux71Nq5mjmXUYi34v5qqBZ9htD4x0+Qxon2iJ0beLxUWbRsPdInjuVVMFa3VlmuMelYY8H2oV3m42oWDk2l4j+2NgCvjYg5Mju7tgWs0RwJ1gDpuGWuJdhGmC7hucvrNnT6o/HjQlLMjuB08/DwRsQOogrxcXEMPSAQ3ywudpgG1kjBkPkDL5kApkoQuoOyDjG3Qanddba14aXVvJ1/QA5A846UE6FpoHFyrC9w0dw7x04+MfWNNreWQ8VUiSpldubF7BZwOJD61Sz4LYZZUXCPuNrv2IycHxcscQjy8LzJwY95NFEJ3QWBVHQAHnB3tY1YOfq7mSMhJrdT5A3MF1Y7JJQu96V7uPSbTd8FeCsARkKpTcqSxlN/7A4QSdjT4xjJqdEGYW8DTCa31IpxcjrNXt0rtbsfyyjVCCliWkcmIYdU7+jpNGEcEtCSzD91NnlDzGFrYpLSq0KEfOUmbKyGwbW/Y7duOVm2BpdThOBieiE4ISh0vO8d3v5NVUl5cRu8qxTQ/PwdZplAzS4ScxnaHtBmMy/Po4D02pBr41BZZpIP+kJGdcKLlpg9KFBNJG82bF6CtqMNIfQHjhT2Vg5lkvHsm1poyN6IQKjWKDzFW9EDLNTEZvFTZmgmC7b1NtQuzqKN66UgpXxJTOpadU5sZnCUjFBVzFEdSbZrqUg42RlRrGoU+aOcg2u8wUg6m1GVCfUFZLTagFhfTNL9+sruJnUI2RsQmaYipmNl4qzYaNQMtXgKND4QEyOvBuJjWN1kLh/Cl3DXoKNWmpxUzvTW/aUDzdnEBncVH+vJG9NtpB8HeFQD/7Usv7Q2eIPjyE8soUpLfgVpqiw4laSp36G/gbWV3A+Wcd2Tirn+J3rn50FOPwatG+xTyunkrnebGjaJcEHJAZcdBbwSmIqBjUckYlO8M4xLY6YypZ0c4XIIU4KnglJI06N9mXW4ErKipDM5S7LLVbmYPkYTr8Kh/8PWPeGke6vZSDKPv5z89KEfQ9/YKW1PwC6O7hvvUuA9udrE2sD+b7xRv1DY2ikl7B7CjeTZZFuV9+ggXTE3qEwVLYLwc6bBCvBs7djWnb2WjpaUI6nFX90luW7ckelXZQ4ZXTwTAnKYMTtoQB9IWfoS4V2JiFvHM6GTszOABueCPMQxZ3S2tVAWbQwjiNjv2VoI7vNDSXdQ/NkCQUZUctETQPBBG+989VbSvdNo6KeMRXW/Zab3ZrtuGY9bknZIUWJWmiCEhxm8+o9wXum2YpAM8Nmx/UVvDr3nDx8i8ODIxZHHXEsjDfX3Fw9JdTpL+8L6oXJe0r2TBTy7HX7J9w+c3CMXTSuWqzdL+cIMUJrWUm7EE4edBwcB05PI4tVpG0DnSi+HvgiNtIVEKOyaPWRJuAk0UgiBY+dy4w6E3YQBuu+CazZMnlHch5fmx8kOwBSMuSRlBSVqv9IruIUmHVBNtxDnCKSTR/OWYNEJmd4ZB5xTR1z8rYbmsdDxOdSGyuexICi7IqveA1IsgmZjGIsLFMrSWPGSSD6zsa/klBk4hdeu+BnX99wemyK1vtspUqQpXP7XdQylNJD2lkJqNHwQN2yVxj3lZUsAnpkfxfPLAD6FbTvcOtmeIRlSat6r+rqe5WFDF//X8P7f98yxrnS3usa1p+fO4NfeRO6EwsqYBqLr64z37zuyXnDYQx87d4WV4SUlb7f4De9bVyv3WfYeXa945X7kI2ObMtEGa446DwPjjy/9dMfsjwqDE754e+dcvXCseknvnnZczEkjorypTQ3HIwz2HSwDCY/ViflcA2sloYV+mxf/9kGptY8YvpvWZNk+Zv1C87H5A6mGN4CfwjjdyxT9I+gede4p+0PYPERjBdw88zw2CJ2LnNncIaKKdfHatSjzkrtpqovlZr9aw/Dx5i30qFl985bYJ8Ntw4F/rt/duTvfy/wO98KKNEq20kZ+2I+0D2knTPF72GsqvXWHJkTBEIw2CcbJj57Jmmx9TPlxLbfEtpALieknGqPIOAlVHGKWh14T9O0e/fOaUykAn3K3Gw3XF5f8PLVp3y6/oBdvmHSEYmNiVoUh0x15t45YvSV9jeSiydlz+6mULKnK4FPH/+AwwenPH7wNhApixXx3Z9n9+RHpPUVennN8uEKObwHN89NJn78STdk6tif+HngGxOybexqbJeOZiF1VNCEan2dtXQ1OzN9t9pMwfItr0p0FkLKnlU/448VFC7KlG3OeVK1drxYq8TrbefU/s6uYsPe7O9VqarLc+1ZVwpiQLOa2ZbmcNvVQ8neJmmcs9pVVMjZSjgprvIna8YqVk6UXHnmdcd1WJlNMo6nl0BQTxCPGwuPlzteOzBBW7mbklV1b1FbkBIw98Y5A6rk4bnExBqNe4hAxbqqLtQpjCPLiNwRe0VqDrDocFfmut7yYB7XF5/C9XN7CtyW0zPd4xBz5ju+b8Fbwm1WO/bK9VWmbBNTLPxQNjxadUSBNAwcNBNLrxQdudhMXF3AVd4xSmaSQt8r9xvH2SawWo0c3zMXu4/awiDwZBh5cZm53Ci7An1fs9qaXYcW7i2t3O17k71UNXjAYVm6r5jsNMD2GegCw2Qv6/d1P35cEIzidAr+Pkhv4h0cgC7twLgI4ZXxWKedNTVShUlUDQGqVkO3lyIVh4x2zkqoz8lQtnYNmJkPe3qQqGWTb50V7q2UEITUOivBneJStks+C7oTSlZKKreQja0UO6daH5o/jFKrrBnWF3JKdv27SsJ2juBnb5hQ75EQjBM5k60Na1SmnNkOW9a7a67XL9lNPSOZUm0dRISpOERt4qdXZSrGIGnUxHmnyXzudVRkzOhHN7hJ2KwOCP4EiGaFERum0KBOcJohjUy7NaXv0fEnLFnmgiK+IC7byJYoIUGzsp1icVCDYwuhEUIQgjcMY+42zTOQqNi4b4FQCq0XJnH06u1qKdVCUQtoZirQp8JuKiZU66pPRYGgQqtCnxStQI7JPhUjiyOU4kglE/QOSbXYySh1osVhNYurkmVDKuQgaAPik3EdK4koqJFeNUsV/HX1ejLHQ1XDUktJ+KK4oqZY4yOBwEIWhCL4MfPWasdbRz37iqZ+dHpgZ9jhvE/olv2gwF7aqmKOuIpJ1eu7qHVVw6E1GMLZnXKxwxba3JWOWDldDzlquoTn37RGwxZLMufZ4llKEuAt4OwImjdA5sVLpf9slfWTjHuprEPm/XHNn3lHeLDwpN2W+28J944cH55v+OGrke99mJjW0EboWrgYDNx/2ydiY5mpKtAUril8Yz1w/hT6C3jZw/a6jjiKlandAbx7D1xvthUTFsg2k82Re2fZI1gpe/5HcFo7yvmT+loRyx4rBDQ3yyRCfBfyDchLrEFWs7vmkTVV5L41a6YLwzy14hDFVY1HjOfosq0FxTYXf1AnbajBdGMVAi1IxYVn/3MReLzK3FsFlp1n3Xg7h7kQm4wbFGmFfsSgB83sza2RveSXpaLsd79y19QGW795ymgqxNAQfCSGSBOrOVZjkzMhRJu9Dh6kqgzIZF4208T15oqLmxe8uPwRfZtMoLYzhX6AXNy+qWMiFBY3lghlUtIu0/dC2Rb0pqddK3ox0dxLHB1/Ae8WjOPEEANpsUSnS6a8I2+U/tULZHK49BMmgU/TiFPBS0CyZWXFTywOIDSRxaFndZxYLj2LZceitQPUhAYntQ/tvTVTSiaqJ3sHNEjaWTfYGR7pxKg31ymzGxM5JaIX1AVy8TbKqIIjm9F5ETq1JgqS6bHUybrEguZCyI6pdsV9rjQbKrm0JFMudkLOaoReodosOEqE4pQsGU8ECXhp6ueAornSHaDMDZmCcbuKIxehdZFGW5ayYOGPaBSi7Lh35Dg5Zq/7h3LrduWwjG5jDRkCRufIlkXOXtyOil11toikNczNHxmXMZ7VwNVhUW5J9SOp97kBU7OGcmmzwO//L0zMYnbcmKmPddQa5+CXHsODr8Li10BW9fUy7K5gfAHtR0rYma2AXsBrX9zwU18Ufu034N59pY2ZB9/s2Xxfefkj8OmWp3kKHKlpPkptboiDr/3iNX4Jf+PvwtkzOz4vqc0K6jE5MmL18vNwMMDhq/qc+j3afPv1HRYkL65htYbFJWy+bQG0nfXJ5mN093ZgWaJE0I2dMz2AvAR5CAePjCY1vQD/PkyTkboZ2AfbXNgb+cQB81fBzmEItjkmarY5sIdMQmSvD2nOwII2wmEIZBWSgusKeSqwU1Yt5E1hfJFIN411rwcrPVSE7GrwVq0qOm7fmKyndB8EnQ/ExYJmtaJbHdMulsSmpWkaqxadTUgV6uTcMJJzZrvb8OL5+7x88Qnr6wF3ar4zy9hCMNfE5KKp+2NTNLiIiqfvRzJKojD2ibxV0lqZNp40TcjunKuf/wOasxWnR28hUnChsDtqGG6u0VfXvP0kIo8eoq+dfaaY95mDoxYLalImUrbZpyyZrs5Mx4WnbY34HUIgeFdb8uZGt8/YlH0TAzEit1ZpdZsdmctCk1ov2AMeCKJ4XM3ESg1ODlFX1XJq93s/FyqVCFv2Y5fWuLlVLxGsLDZFkEopqruoSu0a1YhQnFJE9pQjqe1Hn2v3OxXrtldbRS3giuDUEwlEF4jaEDSyiplHZ4nDFTRNtaOda5uazYi3haMVI5rLMvROOV3ZTPNEja8lczgDd4CNpB3UbLHFsMUOy4bgNjrMpVaB3R/B+huw+dCeEu88lfpWHSZXeXIPlg+sxLzbyMkVFmi2SjPZYYwjnBwWHjyG48ewOrbs7fSosHLQ9IbFTWIfpZU6aSE2R15uwJ3C0Wnm9BTOsKwrT7ByRnYvtWklEWRpky3LIzgOsEh3Stg7X33el1K2xldZW7amG8vWucMT/LGbr9jtqh67OgI8b1SuqSX+0mAKtwG/syC3Zxbobaaf68ZXinExJVrwBdsw0p0u2Cxl55xdJycH8M4D4dnGMxarcbwECJlYfeCdd0jvbYwHoUzyY8cD6uepMJHKDHHZM5wza1XnPXHOFpvO7tGsVV3tUjtvLPdSCjhPKoXdsOPm6oLdzQ1lsokZy17NKxu5gw2hSHHk6qFcnCdLNji8nmfNdRxzrWyeTLizkXaXafIFKTlKLuSUyRcZ3SjuJtA+XBIWP+HgiCqaTW5rzY11ar1ysIBmIbQrz8HK03UeFwMx2EA64i2gaTFVnVr6lnrCiyhKg0jCa8KJLY5xvviCmClPzkhRWlevolLQbFyuWByuDBQcSSMu7Ugok8I0WGngneCS2aOOYovSzQe6mCojpdxWFurQUZnShFcHQSiNNzoR2IxwjMY5GyDmhEtKmqDk2kEtgYijw7OQhlY7GlkR8Tw6GvhzP3vJwzNoulilpSb2A9u+np2buiC8lX5ag6XUMTepvgYK0FlH2nUWRHwNitJymy0e3zmnd/DKOvQKEzz9a/DqDyzB8dSJGOoMcX3aicBptEZEeN3ez3Yau+dipeJBtr+fMP/nN96BN75iF3eo5epiaTPDodRgqDVTqVlxL7D7FowtLH7FmlFnR/Crj+AHL+ByDY/USN/TYOU03hpP7Vtw9sTghYsr2Jb9INE+aQ53FkI+NzuJ7isWHPN5nTO/u1LmIFXPixxgH7wHvbHONUDp7BzE14wxML2wBtv0CtJglJ/ZVl2xplFJ4Kd6fQZ73dl61qsFyGq4uc8gReBn3oCDA/g//G7DOFSsPxRcTsSQ8AFyAxnznpkaRXMgTYVSPatFjIKjahJlIjaKOHOQnQ/4YOPDbduy6Ja0i0PatiOGSIhiwbPCXqIWxdQ37FLiYn3Oy6fPWV9fEjOk4pk0MFb5QhfM12eq10BXEmNRRlUktsiUEBnriK/ur9mph5sM7vc825OR3Zd/wHQQcM5ztnXIB4JcCpcPlzwuC07ivc8U8j5zcBwHtQFvB5p6YnQsOsE3kaZ1LFuIrSe2ni5g/tCiVOlHyx0FS411MgUQdXhqWi/eSlc1DUXbIK3pEWNhKIWJwso1qBfLzEZPxO5FlUzGUSkiOZNTIRTbCUtKqARMUCjXkSfzpsBZNutw7F3UkDpUb6Wxy0KTnYlReMixQ2SsNKBislGlwDBBUjQLjKaJl5xSNKDqUJegjSyazBtnNyxacM5bCjRiJ7xmjPvSet7WXc04arkt2YKl1FEzqYIfbgFyYkFRZjxxzhjnxf3/Z+3PfmXbsvQ+7Ddms9aK2M3p7r15s89qxGJnio2LoCTAMGRBAmzIfpH04EdbMOD/woABw2+GAcMwbNiwYRhwJ8AybFKiKJqkij2rWGRVVmZWZmVVtrc93W4i1lpzzjH8MOaK2OdkFusUUHGxcc49e++IFSvmHHOMb3zj+wJvPhTKCzh81x395vsTC+W0SLYENgIfTPDVaycxx5ETF28LHDF17mP1RkgAnolTj1qBYe8YabuF278N7Qd+mRGPMxecEmg3svoe6FPgVz0YPPki/Hv/Mfyn/ws4fubX+Ml34NvP4K/8t/31LcHwIUxfhvpV+MI9vFp9HH0LSFuAHAWeZUhPv8z6/p41fIy8mNFW2H+Nc4q5BcaHJbZ4JmebUl7v9ofRs5vg9FniI+cw5uc+5VRvYXnVofVD/93kGaysnj3mrhQesmOxUb25s/bqQfFAeZkLX726J/OIaMn5gQaNhRJmQo6Ohe+UsHNP6Tx496ya0qz5nu1yYCCnjrbg5X2MiZgSMURiGAlxJEb3nN6UwkN0vqRIoKqirTolSBtlnllfzaz3lRIhrI1UA4mAaPQKaxhPQtNoIppXE3Xe9FVDP6XFexNNu+FfpGHYa+P4exBSBa3c3kbGsiNbptwo8fUr9q9//E4x752DY127hFgwzAo5BqJEV+fIwjAEYhepTX2A/awm0mcuAVdz3Mob9ZJ4a3XI1jvzL6fSeIkaohARBjohHL85A8JAoJjLFIkpUaWXKN5BdsUScztXCed/w0/jk+VsL7W3rp3gZbv2MiRW0Kgnpn/qz3WuSfCVW/qptigWAhqtdx8NjRXNjRgKj/ar8//CA8Bv23j24O8PguOpIbAFuK20Th4Uw5Yt7nrJl/GguGn624Pf217SgLXz9H4b1teOjQXx7K1XjHSmGXvgegePrz3AbWNxDwOu+rgrO/WYL+Kl76lET/5ktkL5Icjr8/dSf63NN7oC+tKpMtuBMew9A336Rbh65ApFrz+Cj7/X8fx+X8Ij79bnR67SXSvc6xu37vQ1CBAiKgNreUQ4KiEWx4D3b30mb5fZ22eCv2/6NYiC5c7QGpxOFfKZWqXiZbZuOHPz7FGrZ98bYVx6Jhz7odn09BKoQRJln0pv7gQ/GcRAlCpOxg4Rl/ZK7gO1xUCwPrAgxE3V31zUWTt30SvezjjpPEYRp7C5tqI3VULspT7bfgwnGwUkdltYRcUrheDlI0JAxMeTXWRGT3vct4en2VbBikETpItJ8/BeAPJSkFQxg3IbiBsuTKGVe+zwind5vHvmeNNOGNz+CmwYIE9MkzHtAnlKpDGTsvMYU3B9RTtNMBvHVnCpiEjtOKNYZTPl8TMq9YFz43qXWYfAy6NyGQfHfpbKUpSiThgfiOxMyJZRIs0Cq85+Y3C7nmrqwrzqitAxZlQLqg42m/SGS+ckRglQm68bZxz7YlIhRhe4XeNKzOMJI0med1JWQYoSitKO6rYMMVNZWJsSrDGkCnLPo+tGyj3kaHVgLuGp1naCvNU0keSdTCv9//dsgixO0bnmHAwnzmnY9jxwTgEf/F0/hfXX4eZ/75mYqauCWznPUIPH1w+ALzyDy687fKXba/TgYQavPobDc7+EtS+0L0W3Lk1bB/4Idgf2KQwHf4o+GXlKQgN+W/TQKS2FU4oZBvj6X/JM9Pf/c/js286v1P8xp+gXP4T4vk8GPX3UF/y9oxVwbtYHfP56eP5DTPfcPf034cm3icM99rpjtnveTKO3ALll+8Yb2fPp54C44+QvHh/jIhazwxLlOaw/hXLDaY5eL4HqZ23Yonhycn/Eb5S1jr2Zd5e1GXEJxDmiloi7AUIi9e6dWmW12nF8kODiLLU2IDjmruoye2zGcoorjGv3a7Fecm+e8cZmBSun4OinRCCQNBLIpOGK6eoDxnEkr5EaK1Ej0iKlRTIDSTKQsOjyadaO/h4LXo2thh2NejBkhWDqKkLqtrBRhFiE2ALt0YomGMaR46jcTzPjsxteh8z+7u2y6ec/3r1bfWMnHpbt+5idQMyRmAMp4Q0YiViA2k+ZYL7EHbXYlNp6Q6N3xkzcDXCwQJGCdjDBOYSBEEfMmmd2wXlPhjqQbhElEyUQrRERLmQEEY7dLjKauHSXuHhE6/qLqLCq2816N307SA2idHUdEO365dI6y0ARuXdsJGaSbc/tDau2KPWotBksFi/vpkAfiKTGFcsLw5SJfXYUdiA+bbCZB52CYg8mYfCFYtZL5tCD4tQzt0tg30vpxBks/MOYC4YDi3dw94/g8DsO54445iXSGwF25oWLwLMd7C49EA9f8vnfN8p0g4++DS9/5HiiKlxcwS/8Gbj8oBPVg2Oo7dbPnyB+mfvgvNVkp+k7wJskdsPJ8WqbNvlTvwpXe/j4b8K84ve8g/UbHhif+eTL/sf+Pq7u/fwBD/Z7h5Q9cTuAtoXjb/w2w5++YT84KTxeevefiTdL694geSMVhfPhs/UX8O9b9MyxC8kw7iFdwvDUg2RboXbnQ6meVZYRFxLR3uSJLjtn1X+mHSE1GJvx1cev0RfKx6+fMNTs6js1sa6FUhSp9D3pBQ490HkP0S86dkWVzZdeg5fX2oNwrZW5FOZaqLVQ60oIQvKxFucqx4ioEkQYhh2X+8e8//hDvvK1X2F6fslnNx/RdIUSySVBi5hGQshd4cqoNjh+X11+jhnCQZA5wOKHAb3aCyKnz8IqJEskYK8wi1AjMCbWceB+3PgX/+rHOwfHduylW/M63/CgIiecgZOKtwcK6V3ocBb/FDn93TvXHjxbJ4f7+uqeLD04Go7J+e/0ViR+I0I/sdy/MPUy2BglU3oWuHm+hNDVRfATZ3t9VZclM+13w/rZKL7yxVyBSKx3tVtfRLFRUwZz3qN11R7MuWC6mhsZmY8rqTQsBCw04thIYyMPqZcsPSXc0i5p57SpB0YJvrFk+5HYS62MB8QJD44PA2I+//4bZeCDjMeOXrIu34PlJ06Qzh38F858xm1wJgb3cx/2IBeQnkG4+Nn18vonPrM8Rc90pyv48M/D7vG5nNPFu8Ib8V7w6Y+MB0ejl52p/+wBp8xc94Aj8N7XQBb/vbn1oNPfn+D3I1x6QyQ/hfHeKTq5nfHTIfj70k6rMW3U+49pXwD9wCeSZPVGyQkH3l7AHnxt/7Z9dm9jk/1zZCPhO1OFcOEHTNxBvQe5OT+PqG/2Vjn5Wm+CuCl2LLN3mFIwPrw+8Op25McH1xyV7rVRV6MV9aXVqxJ9MDQBnMvpjrmfYBc1GkZrrVsoFNa6spS1B8fiNL2mZwM7tvJbSGlgN+65vnjMs/e/QlXlsNxzxysvj6v4fW+eiLgYhmCa0KZorWhXwGc2WMXL89an9ZBTcDQ8m84WyAijODzZgmBDpOTInN8t7L07lWcO29Qcy3vKZIGQs7vaRRfFdFqOH6M5uMilwUm9ppp1uowibfOtjRQarQdciwNmTgZrwYHZQaF00LisK4dSWdTncSdbmCwwckXstJ5FA9EiExllPc1kt+003+SZA32U0Qf0N/9mD6oKZq4oExxvySGytJVWjXYnFL0lDYGULl0Y13xoUMQnYciVlI08CvFCHDMaja9+PfGlLxs5JySNnrZI7Qq1egb/4byDN9Jv6t3QrY18gZd7G1n5rTL8jc358KHADaw/gfl7jvvVT1xtJmcPvMzne5bwADQO8OgbkD90LC99HcI15+5J31PrD2D+kW/sT4F4BV//j3r21a9Jbz0wD9XvfcXPBTjHmnQRGN5PtFooN+Zkxfc5DXlvh0Rj29wOk3jUw8vYPYzPwL7izY79K7h80a0I8EAzhF7u9wbITmF47ard+7/CaWKJtd/r7bSANw+fh6X11lR7GCS3z2Sr56cODeKk/aHAdID6qpeT5kvCFp+2MfHDJgwQoyAZdmrMs7+fv/iVe9abPd98HmlLQFOkxIF2p1itRBXKwSgzPl7YPAk5PUSop43iGb0AZsbxcMswJJa7O+5fvWZIE3dXj/xtqxIl0Kzzm0P0fZAiKSu73Z7H10949pU/jcaJus6U1yvzemS+O7DPjlJWKi0KJom4KvWglGNDXzbai0p9XqnHQu+jElLys6l5AtTZR0SNDCpcJbjLsAzGeAFLNu5+BjD++Y93Do7arMugCyOJMURyNKYY+vifnjiMJt54cS23s+mO9JsP3rBBXCqMjqtI9G5cQ7AQkKaeomtzbKQ1F8BVH8ur1lArbJ6WIu5BHSUxiLLTxtyqS5mpnSY8moY+ymi0Vr37K76RtfPPkngGWU2dJ2ZCXbvSDs50rNXL6dVWP40xzwp2RhAnhUsGmQyZFBmNMArPnkSeXCsxRm/GnPhd/dONnEu1XkLag6aHbIFx4IwrPsgyPfA/bHP3xW7iO63jXfUjaJ96gGrPQe5h6MFGHP7tJu9+nlyMXh7LF4BrsMmzHtlMnHsmJbhidWo9aG1YacdHt2vVteOIyYnMG/1yS7wA2mIcn1dsZ9jBDcXyL/V31jPp6Sn85f8hfP/vucfNcgdxgrx1lyeQJz3TfQS7L8Ijg/kIy5GTnWigl63ZSeG2+KSLbdzHW5BHnFWRtscWHE+H74N/78vi9OfPCZQnDuXon3NITgC3LhCxjRjaw0yygPT0Pg3e3IjVxUtyAF2F9c5J08daWBdQ9cmuclDq7LQ2QXrWrGcVnq52tSn1bI2ZUirzfOT1q+dcvXxOTJmbx09ABLXW/ZFGGAZCKKeJLxfJcj3Ycf+I8eIx4/4R6WYi1EI5VMpUgYCEggU3OdDSsKNi90p5vdJuC3psfa/5DTzzlZVtsF5E0NWzxXoRmEa823Yx0bJx/yctdruVE2KQJZFDIEUjn/Ca7SI5kVtVup9KXwwiPjst3cIRMf8Z651qcYPF0H8Wthlp674ujbX7VmPQrNGsola6krIr9CScdD2FTFTvhW9lIvgiOZV2W1dROlaFB4cu2k3DyOKE7lZckRzx2GPNGxKrFFKfz6YLnIagBIMwuId3mIwwCDIFnjwKXF+6FJOcasotpZBz9rd9Jc6UnI2Ut43qbdFke/jN4w2g8cQ07uXLDNxCfe48PnvteJ7MLuNv8UFAaz14KOx3uJf2U04lvOxxHuXDRgUw6Bk3lOgbXoYHwTHgDcijX2qSs5Pfw9jRirG6/JJnT88hbWBkz6bHR/Bn/rtw9wP4+DM43rjlau7amDLhMm17SNcwvQeXd34ZZeVU0ktwClAcPNCsXT5MbzkRwmUDX98OdA8zxO3Ph+X1ORn72XJ7+3s/mMh+DVbxxkths0by29s72iLnexsHfJx3hJyMKEqdlbU2lmNlXR1+iilQjuaCFO38vt121UGtLVCGID7o0FvCtTaWeeX25jW3r1+Sx5HbmxtiCiDKmGJ/K0JIhbhBRlsAk0CeLhmmK4bpkkBGakS10OaGSCOleoLldG3YscGh0e4K7dDQVXsm2zUirQMDcr6x21hwa0LZQcrGLkOZBlo0mv0Ji90KHVNMgZAFiQ1jJsQLUgxcIiTREybts8rCIXjA22gym4OYBsf6okDSTDNlVaNapVlDtLJqc2+LUt1KswSoxlqN0oyogUUVdGGI94hMJBnZtYGgRpHC3jJmxqFVVEDEyDQvJzAXe+1l/9YUiHgFlQLskZ79GDLYyYQdXDiVZjAYleIK4ENCoiCTMOZEysnHK/c7hmFg3E186Wnjg+sOdKXeDdoApbD9+1Yjcs7KNtJhFN/F266zt1OW/ueGaXi67KXhDa4Red8bIi+g/L4HAAyGR77xrGd9eT2vlEffgEdfwwUXrjzg8JizKsX20HNcB7jc+9cJLugZncwgtxBKz045owgbbNoxdrcYaMAneOu8nV8gZfjgq3BxCazww38CX/2rsH+KR9tHPVn9Qb/FzeEEBebCSU9x2HvGFgLohf+cAMs3HRtMX+DML9pKY+MMzG73fAuGb1dvb0McD7HKhzjm9lkPOJ7ce3Qn9noPus28gWbi131x6RNLX/7qkT/3Zz/it377KeVo2BGWW0VbIydY1+LrX88nmolbmrqD57lEDaHTZXDx22VZ+fyz5wzjj1iPR4IEjscvcPnoEaqNi/3CNO25MCEmRYJi1XF4IRJzJuWBEEZYIxy7q6kAR2WuXqaYGfP9PXZbsbuGvKqEFUQSjTOwrOpZrht89fAyQhgjNgovMtTdgu0qUzFCykh+eFL94Y93zxyh26Rax/CCR37O2eIG5qoJFS8t46kD0412ulmGbqd1PwrNnERt1kvoWtHmToBF1btlTakmjsE07fiUZ59FFx+Ol97ksC2DzAwYQ6gorZuy64l+sB31/fLP1IhNM7H/h0DsJca5qWROg6k+YUAwVJSYM1ESu74Q8jAy7SfyMDCOI/uxMGVzk6KHtahEPN3M3hHBHGfwk8nt/k437UHwfPhZb+W9qe8e5dxu9jd/3rgzyOIvEXtHVAcH+LubAVI9SF2OML4H6UNvbshFD44PsU3jTL2wc9z4yl/wr5+hEqm/lZi8FNwmaR6W1VuSHPT8OxTOZlj9IwypazSu8Ht/Hy4/hC/+uX5rE9je6TytZ83pPS/9p9ec+aAbZ7Pz4lKHMepLqDfeyQ6zX5RshPqHAW77/wd9w9O/vb2X7MG3hLOACL2K2Z7iYRdcvAymZ0mhVxzVzgsgJ7i+qHzlgyPfzKtzpXvKac2x+01PosdBX/2dknZuRsopC5QH17RVca9fvaC2Qt5lmq6s8x05Cq0UammIDKTsmaA2WEuh1eJz22ZQlXpcqMcVItRjcwgnuue7qcJ9w24remjo2tdLL/39rcuJdB5DRJKdeZahv6fme0wCaKuINlfpeYfHuwdH2dJY7ftPPDh6lPAxKP8BmoZufqVMnczpBbZ7OHuFflbIsZ4tFm1Yq1hrlFKw6hJLtU+7tKZOfm1+c73345lX0Zlk7ujnky2RJInM4I2EVCjdo7ecAuM5CQC/+a3/KUMvrTljMDE4pad106xtXtuKOewZHF+NKRDTwJgHhmEkDzvGi5GcMtMwshuEKTfiNk8KnJm+eCTY8MNQzmV3HJ17ZtUBu40B2873futE0hoUL4dPgXELLhvEcKDzxToPr/roXO4vVxuwesl7cQ3j+503+Ng7wOHyrRv4hwTHr/9l+Mpf4k0OYMcxg3nWM3bMcUvCtthySjR7gizGiS+40Wqk/8KQ3bLh+/8Avvar5wAkvdESH+EcnteQ3nc9xd1HUAZcKLiP623BMSbfX8fXTudpd5CPvEnnYUsM+r3tI20nDHhbaG8FUOO8vqCXzNv1bsFRvIg4zc8nfN6Zrl26iUM07VxHP0MvJuWDpyvk4mZYUum7l9o6yRtXy9K+f2U7jnoH+5zkPkge2JaccvP6FfNyIE6CtUI53pOH1OeZDQkDw1AZcsGIrNW73Ki6W2mtlONMOSyEIVOlIc0YpDhMpoocDLtv6LG6Cr5szA7p9ya6S2MQn84ZQYKrYLkzYkBqJFrEaGithB5f3uXxxyqrMW/IDKa9ByDMZogqowrWvSfEfORORVh7kPQVUf3Gm+Mf2v+51EZtiln1krm65Hqs2oMjWFF0bei60pbmM6EhkKyrIkslshA1E3UkaGRkJAlkMSbLzOKWlSIeZM0gIzi70PHTZv6V1OOVCqziZNPYjYIs4AGpa9BNREpoaDSGIBCVFiphfw1pwtJI3l2Sx0zeJabhliHOGNWpCxLwHdd3WJzOqdJJdUI9A7QGuqKrL8JaXauwVe9WPp688xr0rawjcAqMWn2jtxc+71s+AQZ8FrlPTmjAeWX4JMfVX3MPlfRFv1R5D5fNeTgZE2Bd4O5TzzgHXBXty78MH/5yX23bz/bsRXvgGpP/7MKZormtuwRY7PH+NYyv8HL+6sHzNfjivwP6FF79byGuuN/OQzrTo575vYbdL3pmuDkIasU1GZNTh+IFp/I/3Hvjav5dSB/4QRK3ILgFraMHOFUvgRWXKdu8rNuW5AunWXgzt3TVft7Vji1uQrYx+sgg6fz/G9MiCFhomDSW/ru1wu0dfOv7mf/vP7zkhR1ZLxslrAiVuBh6D1EignSVsi2NjGDb/FrgpIuqzRODmMCcPDfXSgiGHpWPf/AR5X7l9tEr1nXm1dPnXDx6yqMPvsr+4orddMmQM1WNtVTuXr3g/uYlh/sb1uPKelwJayW2ofM/jy6cKxlRYe6Jl0TXXQhBkDRAUCQrbWiQIU2VOLhUUT0IaRAIMM+NdD8QUgYKWhQut5GGf/Xj3TPHB5Vca9Cq9jR1dO6duk+EiZBMiNvKse107PYCG7eq5/bWnc20NVot1NqoVV27rSq1GHVtrEtlXfr3uvKNOIrs14RSrbG2hR2e9plGQhOiRnLIJCleUj/AfrS/qdMEn/XspGM5NYivVpx/uXU1JZ7TpcpGiTBs6KTyhCulB6GYMrcVLLBLI6UWlqUwz6U3hqJzKaFnf6UfJAraNfhM/X5UPxjuDsZxgdf3gR9/KkzR+OVnytUzvEFyyjx5IyAxc2qE1JveEDGwqWcqvcSj+KYeLyA9heHrTqYOXbmakbN+4/b8eLf4038BbTmzjcYdpD1vlpoPmhqSPEPa4th26Q96N545dh6jzbBh6vLgOS8/hGe/5GOKeucivdfb3HngpHoerns3eHGYIH/ia5rOG5TkXWsNfolx8ntWP/fXZumvvzsn/n2p+1tr8HKGv/VDYcpObYlpR5WASiSFixNkU8xY1wPL4RXL59XXdhSGGMgJdjtjiErsh9ZGN0tj98s24bC6wo6uwu1d47ufGJ+2xjo4TCVasObViGBIdd5uMqFWOVmHPExv5cGH5WV17wwbJ88ZDMpauL25pTp1g2VZOR4O1CbMl9fsL64Yp72r59TK3ctPOLz+nOVwB+bOhNYU6971SCZ0ZfGQB5gSQQquKuokzRjFZQSH5m5peVvzoU/SdLUhA6pRZkVUkZ8IwwpSfg7O8XMe785zNJBOgvZTSqm1Es2I6gZSNTjFJsTQqy3vTree1AfxEKMmfUzJh8m1Ga1W6rKyFqWsSlmUZVXWoizHynyolLVRqnpJrV19OzgdRsUorUCFEi8IFmlNCEXIFrzEDQtVGqt1oro59/JUAdmD/dtAg6BJiP1nwHz2dDvBzKcGjrV55iHQBiUHI+dAHjKl4e6Jc4Mh8Dhec5grt/cLt3eL0zEIxNbNiMQI7YDZ6vhrS5g2tDWOCxwXuD/Cxzfw+U3gx58n/tG3I1+8Uv4Hf23hw0cQdviCOdF6+mfYMUebPXiUF7gkV8QVZKTT97YuKbB7CuOXYfzlXk6P/r3TeOLD4Ghw+2P4wd92sdytmZ6mPhXzdnDcSvzkGdbDUb4tlz6dY6UHxtav+eHh33/h6kOQAo8CrC/g09+Hy685hIsAlw4jcIB05e8v/6ITw+t9z2J7HS9d0s3UOZqtOA90MzvjHg+24u/DHnSla4OPbuB//U8il5cT+93Exf59ljhQ48h+84IVo8bG4e4jXr1YufvWvUt57YSrNDANcHldeRSNITh0k6rD0dM13LTAbQvcHgOyRsIaeH03c7car/JKsYpGJUijiqADhGyEoyI1kiSgR0OLX7iHDDlBXqd7L3SFHv/3KAG6UZ62xu3rW+5v7zne3XF/e8vl9UvWu5mLR9fsrq7ZXzyhmQfH15/+iNsXn3O8feUN0Bgpq2JLxaohcUdKmZQG8u6KITfGqWBitLbQdEH2hg5KGyvhyheORafy2Bqw+42KErBSWe9W6twYbjLpKITlQXb0r3j8MRoyBiad9+aSQVGFXJVcXewB89GhUHFDrOBA5KYap7rRb4yqFWuGVmNeCqU01qWwroW6NsrstIFlheMxMt8pZfEaZFPBDhGkKbXLsCc1xhY4auk83UyOO7BGaTO7tGJi3Kxbiu7Q3danyB3bSaFnDWpwNOLk6WKBviiMInYSadnKccMzCg1Qk3KzHDBrNC3c3bl6yPXFU37t46/y/buVj5Yj93WgaqA25Uo/I9sNazlyXI1jhRe1cLsYtwt8dOfjjlW9hG6z0e6Ml88rV5Px/rPuQ7JZHjxs+Xaczu5Ab0BfAbc9YF548BLzwFjVm9sNSL8Iwy/0EcFuIXCSP9vSvAcBTz+F8o9hXDh5Fct2LduO25oqPfGv0Q/9zfRPHvz49qtbg4he7tvxwebtj7z3oHENvPyv3FL2a7/qwRnDv2H++3ID8Sns/nW/H+vHsMz+2bWO9cnQJ2d6tsgKxx/4LdjtHTrgwVo0/P6ZwdNR+I//fOK//Gzi+8c9j8Y9hUA14f7wU69DLKBRWF4Z9x9/gZubH4AqyQKaA/dFeN0CHw2TU59EybiSVaob/Q1a9aGHFCPHlChmBFG3RVaQnTDsfTZZD5BaQFpAZ2XYBdLq9B7tGL+PjnY8oE+Yleq6i/g/uWRY5xKFjgUcDjPz/Amff/aczz/5iIvrK/ZX1+wvrjHzCZv59sC6FGqBGDMxVlacMiDRtWD3055xv2e6fEKzQqkL9+UVzQwNjXa99vc0wuB8Sg0RXZOn/iVRgmGtofdKXfy9rVpYf1iRn7xbxPtjldVbp9axQpf0ouFBTunG9gKbHFgnC3ows15+d0vIZr0DbS5IWRulKOvaPENcldYCp/5D7SdcNT+lgy8O7R0Uwy8sNvObLYEYBqIkFCFqIpFJ0kjhePqQtVf/p/KsZ1unaYu2Ad3iFJ2tmyH094pbwVrnZDaoTZHaWItHAM8A3ab05v6O58MeiYnhVeC4RrfPrJVddT/hm1lZquNRN+qy/vcFnh8fKJlZD8Rz39TVmCbPkuRhYNwymt4dsdlLaT30993pQTH275f+48EncfL7ncKyyZ9lzkFyy0y3+1Xw7veB01x2Ezb21oP71n9WOIlmhI3raOegCG/2NU4d3j5KJvrgOftnGPq4ot05TmiLfyanezL06589w45PID/znyuf+YtZ8HURgr9fq/5aIbrlQXjc55mLX+Bp8rNfs4hjt1+5MnavA7pkNI4+gqfG3Ba6bT06F+ZXM4ePZ9aDdYqqMZsSNJAF9yxKARU3lktBfPInOoHbzBVyWgjYMBCCMiR1f/VmWGpobFjPoEMzQlWfQOt8OtmUWrbSW7qCVfMJMm3Wp2Wk750+Zij4mHD/GW2VWiqCduJ4YT0uJ75jKw5BYZwbLHBqeMboDqdDGhnGCbWExOC6ZaE5DefSkCkQ99EnDXrLl4InZw9mxbVoXze9+bTq6XP6ox7vXlZD7wl40HKxzdjnPh27yNnBYpWMi9pCNO8QK+qLXN3hzIr1ALkFxsa8KvdzoyxKuffGhLsLLt6MqEadcc5hMDQMnkk2xzpFfX56ZoYgDLYjhoSoa70VqzSMi0FYqlHU5y5Tzxa38lB7ebTNdrfqp2TM4bRwQnSS93bjkzpz+lgqujYaCyEtfiL27uJ8uOOn9glXF1+nxczzdYKl0GrjuBZ0FuY18sObnpD14NFkK/n9YLDo3d0W4GgGB29q7y+cDPzGTPUWjKoHBD242EO9dZxGYv+zdNZPx+dDhuEZTN9wx8JTQBxxCe6HGeO22o5O0N7Byepg3fpNDw4eANYeyHbQBh/dy8GFAui4WgicWUt+5vrb6ZnjyZ+UB8/bP8cMzkm992AqW1k/glzR3ba8M1+/4r9Te+aoyXFDCX4fbAW5cFho+cT/nr8I8diD7sC57dyxwZyNp7uF/SjkJSPDjtAq0grHVbHtxr88cvjJa15/5yNvdA2gVpmrEHJgp8LOXP2eHNxnXQJla5R0FggiaPQTLamStTJUP6iX1qhDoVWFUUlLQ0pFB7/3ugDBkOoYPa0hlogaCS3TqlK1nGcVCGh1+p0rdXVISDnBZfOxovWe9XhkGQ7uK5MzeRz9erfSrU/dpd5xjkOnv+WRYbrAUKQlbFyRoRD3jfYYwhiIu0SgeQJWK7F3UyU57Keq6OrSZQ7uw5na8Uc//hhldQ9AUdhPid2QGS27sGYTP4mKgQWGkKBVRKD0sRrDOGyBrPkoUqseKJfjwnFpHI8NPSqtwNoCbVm9s7o02mLoKkSJlNK6LWQ5eXikFGhWmK2RNVKsssjKPmViCowpoikTQ6PGHfdxZY711LVunGlz9mCzaehdxNbVh7MhMZBS6pmyG7FK8FHHsZdXVJjX4wmHYmiIroRyy6cvBi73V1zt9ui60GphWY4s82uWcuesm75+huCTTyKwdByw4QESNaQ0F2RYzS0StqD4YECGhmN091APvVN9B7I7JfpnOL43L+QK8lcgPMOVri85Z159rvmt5cHNRy7eOuLPyQ4u338wC/4QyFr9cws7XIarZ3xj4ETxGaIfUEVB3oPwXh9B3FLJmfOkUH/eeAlf/R/By1+D+99xKbP3/ip88KucYYA9rojes9/8SyDX3rE+fta5kF0gyfB7Ifg15QIye4d//KC/9r6/p34A9FjOLsHVxcSV7ljaC1pNWIuMMTDPtxzvPuf137uhvF6od5k0GQyK7oWYG2FQyj4TSnGV7XGkbaZUOaLNWFpDkjEQGQgQIIRItkBKjWoBWmTKyffdsLoIczPGVaizUVeljpXQGqKBsCaSZZImdG4ww6DJOcAoIu00j61miG7UOOdaeRVmVFWs+IEtnaEdgmfMET0J1fiei4gkchyI00jYjcQkNDEkKemx0hLoGJj20QmdKZznU8sArzPcRaxAXYy6GqichsYkhE5+/5PmOUIXzAwMOTGmxBjcBiCaY39aQVE0bhP9m4itUwRq9QYMTSm1cxeLsi6eLfob8uDYKtTiWEFd+3M36aV5L+1bDxLmvi9m5rp2HeVs1nwkMQRSiOSY0DAw5R2ll3yp1hPHbDtPTt4ePSg5PkR3ZAMJ7k9jHWrYOKCC9VlUXzRaHJRycV3vOKspN/evUFNySEgtaF2py8JSVtZWz8Mfb5WMcL7OTV5fzE4TLeHtALThe62XorNjrNZrc3kQVE4Upd6MiBcuLhEu8CCyldQDP5s1djjh9bdg/klfs+KBbPryW82YB6W1pJ7RPch0U8cho3gmWa1Tq3Y9MPbsSiJvCj/g7ykkuPozsHzbx/9uvwmXXwL+EudOTy+tBb8v4dqJ7+kawg2OJT54j2ETh+g8QmmOU9rsMMQ2Gy0PPidwDBvBLTvq2hke0XUFjoa+bMwfz7RDw2kyCs1VrMLYHErCeXvWBKP5/3c1X+sRO0Y7rwc84MRNOszMqV3ie0+CosnXTI54ep284hIFUSPm6N5MGpBNBmpx+MwHPfS8J8yHPd4EgLuyljqLpEvKeMImby2c033zUcUYo/tOxYhEUGlUq9jkDSkbfOzWQg+cIph5BWtLgLXbIxdzUVweQGF9U4i8cbF/6OPdg2Nwj+phDOx2AxfjyPUwcRFAaKzFN7VWYdWZMDhWEGk0GmpKq6F7qzQO80JZlXVRjjfuvVJXWA6FUpXShNrEZ2uPjbrRFUr1DDb4IrPOerbu/ldVsSGhEmmmVBw7yTKhOSBxoI2JUm/RdsDSHW01WjHu2znpauHB33PuH2PpGKhQt/RGIMSM28AaMUVMm9dlixFSIgwJ1YqK0QQ+f/ET5uMtU8qMbYVa0PsjhcoidjoM6bidSedxyzkoll6iBvX54FZ7E+HtjA4cSzxyMo6i9kAaemUTYFn8oAk9y8tPYeod6hPeuJXWW4kMpwClK/zwfwfyU7gcvGod34Onf9U7w2+UvVvAH89ZqU5ezqZuD5A2LK95MN/thfEKwiNz/+1uE/F2liwZnvxrMD+GwwJ3fxvmD4H/FmdG+bbqE8gC4QrH8LowBQmsE8NFYNr3YaPmQdoM9DNXMOLSO8jb+zu9TYEpw91y5PNbP4W0LZgKY72kfTIiP8roy+fo6jiCluBjo0dBdwrZsLnQLgJxEkJZSKvrpx7H4qOp2b1SWhLWqCQ5+0fTEm5cByH5HgyjUNXfSz4qaSiUUinS3KpAhbyV6hqQKUBqtHl1GT7dSOS+I1pTLOC+MdJpQebapiEEN9FSn6pRqjNeMForfQpOCcFnvlOKxJSJIbnKfobFFu7snjJVNArk4QFcpEif/9Vj6zqP4s3E1eewg2ylHJhpF7j5eZvkZx/vHBxV3C/k4hE8upq4upqYLgZi9KaKLkYJlRaN4873UU6BhvrpYUZdi0f1Jk7knhv1qJSjMq/KcVXKHKktMFfPFq0KQV0d3B3YAyEYEhtLEHckFLBhQMwY1HEVxFdAi4UQhSGOpDQRshLHkTgm9rbj5RKpqVDXSj3Op8ws2NY3EFKfKSx9YYh0gHrczMh7h89zx35O4kK9EomWaP2gDAZkH35/PX/KNSOhwloaVRQNRsoeIGIQaj/5U3B8dCvvIh4YbIDrPVzuutTY280P8PKzZ5ebhWgYusp09EmQlDubYPVJmPwBpCcevGSPl47bbPfW5OkPW4E7uO7z2BsLQDJcfNV5gqcgtl1XZwYEAS5geF+4+AroJ25rG/DKSc05ieWFka480J4sIDac70GgFoHxEnaT6zauwOEn8JN/CF/4b0C64Fxej8CjDiMYpG+4YIY8dzK7dUmx1g+RMHBS327aoYk7SId+f7aMOHoGmyKE6o5/cUgca2VZGsuPblh+WJh/sKK1Nwya08qoYKsQW0aSwRKwtaHZ0J2iOw9wYe8TIWRjbYpNHvWtz+QngdAxkhACYq7H7xQ3cydNjJgTqVQsaBdy3nCWiOoA0nwgY/abrSvY3HVN+4CCqmeTm6arSGAbrQ1RkFZ9IESEYV1RbZR1xpqXMFHOJ0vILsNm2Vhi4ba+4KV+wpoKJCFmb06J9OGSNdKOTh0LC1BAaQQ2HPQMXGtvItjP8Bx+/uPdJ2SSE0/HC2G3S0xjdlOdULHanLRtjRoVDZCSr8DU55mbGbUWWhVac8/cunpJvS6NdVWWxWhroDbnimkv/6L1NyjmnbVoHVvb/j9AjH2WW3wUTCD0kp5ghJx81ChByoZFH39cgrLIkSALuSxUNXfO4zyavI1eKXSZJ//mpt6zKYi7ovKDFH6bA9u6qtvfE6hW5nLPFAJJ+7RQjAjR9fr6iJR1AGtramwVjPTFJNHpO7t9v46HpSv9NbdSuo8RivTStDcdpG9+6wEsPvI55LBJkW0iCFsHnAfPbY7Rldfeaa5beW69qfP4Qfn+sNx/QFKXEfIOpr2wDIa0/u3kmXEQbxpo9QBF6q+h5/uwPa+IY1yuTO8Ve3kOr38b3vsrHqhPuGzC8dPipXR44pmjrc4UOOk29uvd7pGJ/7zOOO+xE8JP2aP0YBpwq95qfrqVgB2V+acHlk9WlpeLByTzQNM28DucmSCino1ZUrcZVscLTaBqQ6oP5Ppr9sYMjRbct8W9WbpiVEf7As39jDDoyjuTNQ9y6oIUahE0oFWRgnfKtsH30jGn7drp47SG31zZoAbrakLNO+citLq6o2FzSfvTct3+EgyLisbGKjOz3DNzS4su8RejuLp5X3+teGJm9+YQh/o3pDcOzhW0v/93a8X4452D4/g4cPEk8Og9YX8F+4vIbhoJNTrWtxilFIo0aMZBjZwj++R+MQ1jWaCURq2V9VCZZ+X+2Lh/OVNXKCWx1ubDMxbcXteMpkozQSXQciMNQkyRXRYkZ2TIvqmDd54riRwTOY2E6qY9aboiDIplI0wNGydCNMJ6xe3xNYf5hlmPUCtW1DuU5slqJnTdxkbUCOaWlbI6HpSyczpbUCqVqJA7+Z3WaLX6lAV9xLlClco633M/ZgYGdmnkMu9osXIIR0owqjguZMHXY8E3XOxBmSBIEq6/rFx94cEa2MrejcB517vUS+++4lnR0LFCK72EDM4VzF+G+D4+nreJLD6k7vSFua204yfw+rd8rlmiN1CmsauFX/+cVRb6804gk0/P7M1IR+PV+CB2Rg/qtnISK3pDBPjh+92eNwDdEXEYPKFbv+uWDfXf7tn1E87YY+a0yeNjb0LJvnft+8EQ+v3ULhsXVpAj2EtoGdoXcBHfnsFu2GMKgK60MtOIpJvI7oXw4jde09aNrytdrEVP4kpB8Q+jiU8zzRGLkZYhz4aNSpsLd4NiWdhdJ9oi2CKkC8Gyq/WTmsuZxcgkQpJAjgM1Np+BtgohELIy5Ohd6QoqiapGrT50oZ3HqFR0cIydYyRUL2dKdfuQGAZso7d1i9emylKMbMooPvWGQExG2g6bFMgpkpLPga9xpsTKjcwc5AUabmGAlBJj9CkEl1dItGNBXxvyKVhVtvE3b/w63WnDO2PkZGv7Lo93Do77a2F3EdlNA1cXI/spOmsfPx3rUTnOykpzX4tWqYPShrN0ei2wbJMvi7EcjfVemZdAK56yt9op48FoGy0jC9Gkr333sY4pOD9vTKQh9ZGjSE4Js8ggIyFckMdMkqF3RAMShTjuiKMwRiOmhHbT83U+EFafDVu1EJoQVFir7x5BekkpPhWkjpUezekDPmKS/AMHQvGuXjEj2YDhJ6Ya7gEc95R6xGwlhUeMcU9K0GTw4XvTUxc34GWaGSdXOo8VgfefGE8e9y7hKYAF/8GefWvvUqedY3utePDRowfN1jzDG659XDA+wSdKHnIat4c++DrA+i24/1sw1Y5N4phonDzYylZOb+W4+MqThGsX7qBE95TuCbRv6tQbSZWeXfWMcWsOPWgoAedSX/y5w3iWXJMKP/r/wOP/Onz473IexREcU1XgEcTFD8XhpVcvzZEc4ujXqRteGqH1rrltEmqdr1mVE+0o60yuQivX1M+F+rFjcNLTJVUPjNqFRbdmQdukc4DQ01WxboK1CqKDC/P24F3Xxv3cmExhSFhRxqyEFNGskBJDDAwUzyRjgJxcS9WUYn35Rn8rUXE3UfVAp9oQAm1nlMEIh4CsgiyKrAmrcqZd9Q/j3KDqJZNWxKJrK6h2XDk4nzQZGhstLtxL67Ppt1SZISXGFEhRkKA+cFEVWRU5KjILYQnexAlC6E1ZkT4WLGHbvdQT6PVHP945OA57GHeBcUxMU2LIgRh6/6wpZakcD41Vm/v04sz9puZzyCJoMcpqlKUxr+Z8xsWoJdCKdRUe/1mJ4sKyEWQMp0UT8JnlGGMX+UzkIZElu+F49tMrkQk2EoMrg0swQvAbmPLkNIEEloSihaaV3bj34NN8htmJ4ELpnI7YNeO9tA2uUGTGWiCyGYpFH00U6+TwjilZ8m6jFZ9KUQFLqB5pVFoqhJiJIZLCQGgKHUDepOqjeIWmWwAQt6t9fBW4vrCtpjjXmionbMD64TPkc3wKseOFG846eEkdrnqXenMxfLhKNmjA3xrtNZQfw/od2PXTeTul09Anb97GQHuglN4cCYMH7PIg8MjgwdWCl9Qbc+CN3w0Prok3n9t6lpd6w8gMXvxzkEt479/0TO90mGy6jPv+votjm3rvGKz119uy7s1oTrv4hHVTLzHO2Wv/3AZZ2Vng5s6oL4z183r6AFxcVk/Xl3Lo9JboTIvOl1Hx9QU+ekt1SluoRqgguQ9SFCVm91dpTVyPsmeJeQBJHbJJmc3fJfbA6xYnftEV5/CKgozu8R6bILgsWOs6drKCRHN1qRIcL+17hnYOjl7t+8IJXfkfdYdRBKzrl2pqlLTQZKXSWPUWi0oIEUld8jB0doYasjZkCYTivtcxeUkfNaKyaVRuB44vvo1m9C6Pdw+Ok7K/DFw9HhguAnmAKI1DXbifD9y8uuX5i8JcGzIo11+YGK8SY9XTql6LEVSJTbm7qaxro84VvY9UhcW6sFlKpN3ENAZXkE5GSN78iAlSGIghk6MHxJAy18NIzL0zLN7kyHMlSUZwg/Fdit7hG/fIKA5eR9dOzBFSO5IjBGlkVdZVmVsjZ7+rRiL3oDCbdG06/38V6YuiEsTJ2joMBFMG7dSfnjGFBfRYuGsvePI4M4yg4ysI7yFxh4zvk5bPoBasJ4Aovtj75yodH2xZ+PC9zAdPFJGeJllfkVV97K32oDX250peotY7oHmGNQTPFodvQHgPzxo3vHHjFeqbf+oCn/xD94pJPROT6A3FywS7K87k6wdZ3Qnv20jl2ZW7d0+h3PYm0QgXv+Bairb6W0pbp/ztbNEe/Ht/rbKHwzN4FGGtninbj+HwTfjkH8D7f83x0BM9qXfG6crg+QPQF7gIsDgU0laIV5waOmH266qvOiF8e0/0JR/hKxeVXxqO/P9++wXHj2fKS09NzUBb86mQAClGnn1hYhh2pPiIj3/6U5Z5du+lDu8FwJrfQFEIa4AsWA3I0JChMBeDqcG0cD8eCTEgeSBOlZYH6sWOMXtgKmJEcXwzRYCISWAc3LOnrSvHECAPlHxFGI26NCwLded9BrsXZK6EGsht8gm2ZoR1q2GNqcuKSQjEwSdUWvQBEQQfNZ6UNhVu96+Q5NldRRiSkDNU73iC+GfJ4vsoHkZiTeSL7CZaBjEYpgdq9aPHXQCsI6725vr5VzzeOTjupsg0RnY5knrasGrjuMwc55XjYswH41gEWiDeG00aVcPJtL7U1gFmD5S1CqoRlYhEYQguSik5ImNkmGLvTiVSDsQoPpQenb6Q49h3UmQYJkKK/rthICQjSCJVIVgvI3xAlaA4uC0dx0gTDI1luGAqlVYKJazEZGQipSuGSDCaKEQnugdzmoC7Gpo7xDUjRelpnteDnlA0CN7V7li1rx0STTrglyBEZWKg+m8Q+2m8kW63g0/UIYYQAzk3ctafbcaoOHi/Kdhkf65N4zFkpwA1wx36rn3zS+cTvq2/+BBn1AX0FZTfAP1pD74PcM78xHmDYvxsQNseG7g4eqYog5fT7MAu3QvGFg/eKpxmnU8d+YcYaG/Q+MVBfArjL0L8pmN/Q4ZwcGWdu9+A6X3YfRn2X+R8AHTVHsybM7H1ue6tOdNhAQmcFOQBt8vtdgaSH8RpgS9eZr7+KFFu79B1E6gFiULKwvvfeELLK0u84/qDhESj1Fv2tRJfw3znFsjCA1dA/HNV3Ni+CUiLhCqsprAYsio2Sc/OHSKqg3qgHRIpBixBi5EQImN0Qyxv4vQ56pgYaP7/CKqVFiJBhOOs1KJYqs4eKIFYhFalDx0UggWiBhT18dAUYPDseDSYm7NKLDd0EtoANZcuwOJE9xiNsNEzDF/Pxd+jHgPxkJDV8YzQDxFMyWkghojW5bRu41aG/UmX1eOYmIbEmCMRw1QpNJZ1ZV5WjivMR2Epjs6lo6FBacFxAsSoreIUgUip0hn3EQ0RCc5zkmRIjjAkhin6vw0jufOghrxzYcsQSGFExWdO8zQi0QNljBFp3upPpgQVJKSzOkTr5VqASCSHActKSjuGvFDz3JWFjBSUtvaGsxiKp+opBILGTgZXtHi3T8y8EQNYW08TKFGbjxym/lnJFnMyRnYKUHKK0miJo7iEmdQHH2X/XIVe8pgQYiSnQowPS+r++at1akj/Vg+Op451n9NveBkZr33ChB3dvPrBArA3v9o9lM+hfgc4cvLzMgB1GlC8enDdWyB7mOn17FeyBxuGXuqPYBc+bRNW7z6r8KbS0M/72h7q3fbxaxC+6026IXh2Zzdw/Dbc/yl/7elJL5NTf8/7fvh0/FEV946JnCZzpNN6Al1ooiunS+XMJugl5XsXkS9dRvR4RCwTcuo1uBCGxNOvX1H3R+6HI9MzDyRlXpheKSEKWsO5S+1zcAh+CIetagkQWiDUSGsFViVUdUWPZFhuCIVa1XH85jJqMgpC8nUeE7HTcFwy0vdMMqfFRAnUGqihISnQkvp0Vu7NyyrI4jarWsGSEiwSLWPV9etCFkgeHKMIc4lOKRqUNkU0Q00VCYkgQk6BENTnvONmx2o+H72AHSLxGKCGE3cx9P2XXAWXqotPwfVEwn6GsP6HP969rB4jwxiZpgRBvLu2LizHlcPcuCtwfxSWRYgtcBzVaTHS0NA8QKSR1pwqI3ny+ejqGKJJwCQwXQ3kITKMiTSOPpMZvOkSY2TMAyEmJERyFCRmJGTfAUGwEN3BuikSK63MmBjjINhcqKpIXZDYM78qWBfKSHlC4h6VQsozJkd0Pfr1YRDaaTKmiaHR2fmtJlJoZFGqJvf1XRtDb49ZU2pciaMgY2CI6jSgCaZpIGXB6g2rjpCUvVxgkqgIixqj+b5d++fqeh7OS5IcGMeJMTeQeTs6faduLe7imz9G/+eNWG3mmdpwBeOXIL4HvOcB4g0+48OSGH++578JL/8Z5Klncwpx9SCmEdLXIH3IOShuEQM7Z30b37BnhWHn3d/tNeJFL8vHDilM/UBLD65ve0TO2W3w4Dx81X8nDE5D29/5+cgR7v+lS7bVAzz5FbdF5aJ/ZZwobw4R2E/9/sngKIyM/jWMnlWWru+os+O1mycRwC7PXI3CMETys4HxaqCOt6zqWo4fP/oRNg7ocM1RbxiGgasPnyGPDsTXK9PvHrn9fmB9KSyLEjZbYbxiwQxKolXDFiUsgZgS6T4yTwuaIYyBuig6KvVYaftEGCI2wDCO5CET8oplJ7xexAfCcUEIITKEkRyVVpW0FoahsrbK60Mj9GxRV0U0kzRgB+lk0AIx0CSySPTRQ4zVjEUaqyhzABkUohFDRmLwhpcWyOKNL4U2N+qh0u6UeJvIL4d+8DvsJt0VIIr3DLQpSCDHjn/uBBmUluo7xbw/VnBMgxCSITT3hViV+2XlsK4cS+mjguKKzU2QBrU598oEmnYsLATCZsCbAynuvIMWArt9JudE3g3uxRIjOQ2knIgxkGJGQuy+EaHrOUYsOCZhfRj/5IDYRzi0+gijiCFaEfXro0HVldpWWq3uTdMXtjuciXdW6Te/YxcQEUvOBRMjhEjQCK15V7ovYkmBkAMi1f0tNDAmpyLJMBK676lEQ+3OJw7SjiiBQTKLrq700xvPpymZ5k6ILQkWI8RN/Wizn/Cs8aS00tkGMXwAAKd8SURBVJPmzW5gy/K2Db+V0z+j0fjWwwz0DuRziJ/050h97K9nVVtZe2p6+Prtj/4P0kuljihswSdkuuVEv27H4Hs2wtkZ8cFTvfn8/veQnTupPfsNEYZd7xv0a7UZ5o/g+NgzxHHroA/ApWetNL83p/HSDVs1/zlJvoxbb3q9TTEaAkyDIY8VLhfsUqkxcDFdsZuueKWf0miIFIa4Z4g+8CCjEK8jfH1gnEBeGHzHlak2tXDzFe0dZ/X1HSSgZj1wBmRVn6WuoKNneKs2ZFSsRUwLWhuM0tW4jXWAjQw6BBAiwRIawZXDIxYWaHCtk1uXKJRkaAtYE5oFtEFtru/qMzOFGt3LvqmxUCi4Oj/JIbXU8WjpMI2qesZYK3ps2EGJx0g4iOt6NoNehocQTw0hCeo7wTYYA9gZMioh/wnPVg+7SB7c0jRQWBscF+V2WbhbFo7rgsYB0vbhCEWFpInNnnXFiDE5ZqjqQ+gxM+RLUogMITDlTMyRtB+9fI6JPE6uphwCFtKpg0uIvRvlb8X6cokWujK49g4xtFJPJbG0ijSBqJg2Sl2odaatC1YLYtolmcDUO2luVekL14NjJtSEBTciDy26AAeCipuBmTXiEImjEEwJJh4cIx7whytquMOkdJX6O7QVND8lhcgYMrWtLqFffdpDOxyg0pwEmaVDqR7I5WQW3E5ZY8iclIa2vtGWEMbRic/hCmTrUL/NJdw2Ox4s6kuIz2F8AWtfeGmb0uq/m55CuO6/swWuXhb6am2n4PiwtI4D2BYgB389sR5ke3D8ueX0W9ltTJAmaP16QnDGhZnzMLcsevkE7p84tDBeg131Ev8SpOB2Pkcnuuvq1yb9sNl8ZGOn72j1r81+HFw8YxqAp0rbLdRdoeqey6eP+eLTL3L/oxc9qi7s0gekKARb/Dn2kfD1HeMXK/F5I36sLLeuQeDumT1R1gc2pZ2d4BWSO/JZUHQxL6M10Fr1MkQFqys1Q23COBhDNZbgU18QyNlL6qjuqul7z2hd93GPcMRYDUhu3dGqoiJdD8G6gIiXKzU7irmqMbfibBcJaHAHwiEam8OmicsbSm204+zB8B7SXcbuA3roMmrBY0EITtlpFpDY+sROQJL6wXphMKpnqe/wePeGTBJycopNs8BSV+6OR+6XxqEqK1AHsGwMQyHsd52cPSFZCFkYspBiJIUIwTPCMY9oHkghsQseCGOKDEMidprANIxojB4A+nCxKGg0IoFAoHZTntbUB9W1YhRKLbBWFp2RjSqjRyQVpAZKhaXecSwHXr98yXy8Z54PNFt8Hlp9dtRCgJTIIXqjJ0weANWYqlDFWHvQC4vzILWtDLtLrt57xBBfI7US5sK8zCCNNEKKXmZKyGgs1FB4XX7MhDDFzBp8Ha8+qg09+a4CMTSSLoSKU3+AzUWO0oNjw60BKucpmR4o04VjjOkZ8D5eTr8hTfTWY4H2El79Xagf+c9mPzu8yZN6vAr42OH09hP0+kj0Tewx+8/GCx/VY3BKTcr9R0eQI2f7hy2zfFjy/5yHiIu1SO4e1njwWkunR/XgOh+gvfBDZP8FhxnYR7hUCOaz07fAHSeZt1NgT55xy12/lgVvMPXG20koZISlGXI0vvhUOByf8+0f3mAyecA6HFmTQRgZ0qUr5ITGsC/s6j22F9b/YOTz32qsP1DSjw9In4GunVPk4g2pQ7vmI4NdDVuak8RtNuQywGRwXyiTUAdYd4ElH0j5yLTuiUnIUQjjhTc3MwyM/hpAlIRFfD+oMRkcotHWI61UDiF5t7jBGgJow1pjicVHiVFUnH2YgZXWKViRFL2JW2tzabSqyG0iHo14APs8YIu5I0DuNrJAztnpbblRQ6QSKaaEKSBDoOwCltY3sfR/xeOdg2MIfmqAUWphrZWlKmtzAqkNHqSMgIyRMA7EYfAglzMyeFmeUvImS8gMKTGmAYbR8cSQyHlwwcucfDY1SB+kD5i45SvmJaR0nxXPVKtrQ/Yv04q1hdZW2MasxEAyNSZi14Er5o0iH230aZZWCq0V1xMRRULklK4Gvw6LTsoFQ0LnhZm5Tl9sEH3o3gxaVUKOSGp+cvUsCGunIj0Fc1dEUwhHJF4Qo3fcJHgJbet2StItDxRrlcMaOBYwi72UMLaRxW0jGz3bSZwMnqT7wMg2JrjZCfy8h0I7ug6k3vaewlZibmVqJ5LH7Xk7L5CtDH6bRvEAe9yuxXrWtfnwnLLXTbnn4e9twXV7PGwaPYAPTmX7znHRbF6q0zHXLdkuR6cSCZAmO/3OdrhQ3wqMvZFj2aEJk545Dg/3TW9WRTk1bAqu0jOvhZRHLqaJR5dPeNUWSmksM97Uiz0ASERyID5LXP8i7K8MPgC9G9C7zOtPXvbpmgdlZC+7T/JSChvnViJeOWnEtRBddqwNig0Q44LlgGUPXUGNiBGIp2QkdJJoko3fC6MYLVWqGcV6hhmMylk1SLX4ig8+2CFdVTr0g0rMunKXeIpfQFZIx0A4gBwE65JaDYfWnL/cxaijY4xNwMR9pdhFwhjQ0YjbaOY7PP4Ys9XbHa/MZWFefdJlrkoRQ/aJODhoE8ZEzBeklJl2PpEShgEZhTQkJ3GH0Rn7MRCnfZ+bjH4SheBcxyBdkkj63zmp24CTQNXc2KrU6lM5rVCWxctTXTxba0Yozf1agrHmoXtoOx1prZXSalcydgHe9ej+G4x40ydFDzK9sbAFTcExj2RepqwiaPIdLyq0Wjje3bMbfSbUpkrMftCYLTRTIkaSPiYpjZAaMT8iyd55nK24FeexfxbmVamJe++8PCZu5oBZOkcH7Zu4c/g2PuY2l6xA2PcM75JzcKRvMqBvL3/KCuXGlbClcwEZeiCjB8iKW7w+9sxPxgf4oPnmPDOD7cSLJPbM8fJB2UwPaBu+tuGNW2X+sNHzcK1veHEfi9xK3BD9EIjRdUlCz6DDyEkHc1lAXnnn+fJavYTOeHNIvcTeJmEeyrhJ9saUqsMf0oOvBIcbcvI1k4Ljk/dNqdWoxRkfHzx5xp/+6q/wT3/4axwW931mHIhZUCmEMTuDY5/54M8lRhN0Taw/uGb54Y77V69pS8NN5fx+uEKOnywhBEx7B672w3MRQvNJGsuNsIJORh2VJjM6RMIQaXok1krURrLg6XXI/hGIB0cjkPDJlGJGkUhDnK0SGwetPluNoHVBJJLi2K0W9LRUEVwbsssIOpfRYIV8G5BDhPvQJ6YEDYGYnPwdsw/ThyykXWQ2dSK5NGwy4ijo0BgQxncMe+8cHIkNFShqHLVx1MailZoTJgNpjCQSIUbiLrMbrhjSyLQLxDz69MqUvaxOiXEcGEIix0wadn2xqwt20rlbfZcISlOXXKqlUq2gWpGitLaibWVZF7QUdC0cW6FZpWphJ4moPgYVm6sZV11owYDoUmuroWvwBdstG9a1wuCTCO6ElgnDREgerOusrFvmFyoiDpSl1Td/DQI50lpD7+8pVzumCcYhUmwFa4gqObhQbiVRo+OGA0YIR0KEi2lHazCvjdhpN3P12WURz2g+umt8fFCaBYIlhOizmtvY34PgoasHGRlclkwe48reQ69N0G4B63+1japyADngBHbzwLV5s5xoPHfevBi+BnHvK76P+J5ZzJu8euDUFd4yMBkgvd8399Cx0dBxvoRjog9HBx+S099KBnTxLNf254AautpRiF3hKEC67Nfe/HXm2RGJ8FPvYOcrzhawA/Ccc6d9u7cJ73I3vKzuCZuvXSdSPA6Bm6IUC7yfv8KhvuLOPmcaHvP8/p5/+N3f4rC6ss2Ub8g2MoTI1T7CcEmIA2MQFl18/U+V8Vdm9r8E8Rtf5vm/fM3n/+w1Zs21H8U1orYJkVqdChSDYDV5JdBAjhHJifEy09ZKy5WyGDYKOgK7hTgWhlpo6pSfIQ7k6HQ2keTNSgmEJIwSGNrAmKL7zDdjaJWlFeawMqszPvzGjASBEUW7T31twZuSzUh3PWOcId5PyKzI3Ggip6bNeDUQpgy7AGPBBmgXiYo7PWKCZs/Cox6xECjhTzg4Kq4a0hTU3NzeJEIKSAhkBjfMSZG8G5nyjpwHhjER8+D0gtGnWnJMDHkgh0COEUnplF5sOYt0wMbYZk9dB7LU1UterWitaF3RujpOuBZ0XZm19i51ZY0DySLZMmmzc7VG2/QVtZ0VRdqmRaXnak02ioC3TW1jmvZ0ycw74JsYz0m005xEuw0GWxesSMHbcCfbg56Jvnl64ny1TpIUM89ceNAj6QmYAffVOBQH5E/uY9unu5WfWwDrZVXoWoqySZFtNJueePbbxN3BM6lp4dwcgZOCj2wNiOQZVLzozZiNWA1nAYwHWeEp43vQmSY9KNXfwj7D9hrhwe+GB8/38GE43rqwicT4+N/2HHiTU+jXuTWpgsfu1mC992Cp4vPm0g3IuOuv8aC0Pl1/88Pq1LCW8z1vFUwdI7TSiAhTGgmqtLJwVw/E4NzFaitpnDASJhNWC9oqIQb3iYkj43Dhgw8xE5bXPLq7Zpov+Pg7n3nm2duTJ+BzAzZ0WyJyQjkEd+0TS0Rz9oV1UVsNFUxpUllCoSZXzGkp+VrO+OiuCCHkXkkpSaEFo0WnsoW6+Hpvgx+u4qdjwFXBqerme6sLXFOAQ0SOzjcNq/k6EiEMznsMWZC9wCjoqNjOsDFgu4iE0fdNy15uC0S6mld8N9DxnYNjVaMarBqw5k8uWQnDSrZIznt2446cMtM4kdOOmDyqp+RBU8bELo5M0ZPbSCOESutDqSIRldrFFQJYwayy1HYKjvN8h7WGaWNp99jasFK5uXtFXVfqslLNx6PGbBzjSmIgExENRHUl5UULdROvNXP8sCxIWQmlkqNgXXFYomOONVSC9YiTAlKU0HWzpI+xaBJCy0QiEsxB86Bom0ALKVSy+dx2C8oSknvi0BjEfXZaC8zzgjET6wS1MbSuISGcyjPpG/q2wF3ZNPa2aMh5ZniLvP1bvTKCJ8Be3IdhS3faOTDWAh+/gDLDN8aO0zn1jRZ7RreVroOX6fGJcyZDn7CxgKtIQ5cuO5fsP9Ot3kjefd469M1M8HMmbgHzYTn9VmZ8er8rbqLVf3cTx/WxTlh7qzdOnOlBqYtGGNzf4ergd/CsKxPJgFuybkyQrUG0NWacqufwnqMtjkgYvDoYguPs9zefMo0jT/dPuLm/oQVFBmMXJ1oz7g5HZP8+6BX37Rpdvo+1W2oamB59jd3wPk93HyJDpCXl9urX+epf/RK/+Fe/wX/6P/sb3L+8P6eumHsgdeC3NZ85DtYtWPvnUQ7NKzsSzQRpK9IWKhEphtbGbAVJhSU3chxIKVFt5CJFzxjj5BgukHRyDxdVdwUtB8bgSvlq3ohRy6COzWtxT5p6LIQFwirwaiSsRixGqKvvx10g7yo2CDok2qOAZUPzSrgYkTEj+4kQRpKO7I73aFdJGaJwkrV6h8c7B8e1ZSdkk5hFKTHClNiFC0YixJFx2jHkkYvdFSn1EnvMhN5YyCmRJZCJnTMlYNFPKzPUKsUKTZ3E2bSirdFqobSZ2lbKUpC2IFpY6oFaK61U1vuDO52tKybiatIAFgjRGLKPFrYcICiCl7Xr2ijzgbIcWeodpcy02hge7WGMyK43mHIkjMndzJr1A7lRtTqXszdDJqnknEjDgMURkRVhQcSZ/2ZPyPEWofTssMufheoNLcPfd3Fwv4k64byLu47imz0Pp/Xuc6zFWQROVrfe8HkQLLbAkXu2eAlcynkFGC6R1Yx1Fu6PmZ++uOT/8i92tKr8T/7aR6csLfaynH4dJ7B9wJseV44hqniw+eGPPAj9wq/0QwTOAU04davDlZfVQi/VjVPWqfGcVb7RsX6YPW7vtzrHcf8M5v2DzHE8/0659zidBBjxufPJIYTW/Os3fx8+uYd/f4SrZ7C7xr1nZhz/jZxL/KGPPoXq33f+8TbdypQchyMpMhUXWWBBY6NaYl0Hp5phkCJSKzofOVBBrjG5pGnholwwtj3CU47rLYf5jlCe8nz9BY7rn2e1/xKP4D0j7LfkXBh0SUC8kWLqSlUhZKR6i33QQKuZWow232OjoReuxUhSap4p00QafBG6PqSitfjARgi0mIlJSCKu8BMDKsp1NFSFZplq0aUIVZF1QgJEGrEGV9mpzhnWpMQxEJOPQx4ng11Argba3mGBMCaYdkjKDGnHFcLaZl5ZRmVBpRGlYyp/aNfxzcc7B0eTjBFpktCgWEqIjEwhYiQkDeTJS+lx3JFz6kPviRiyz0KH5JWVvVXFddmmooW1FZo2n2+uPTiWhbUdqK3QSiG0FXSl1JlaineY18W5jKVgITj4ezLXEb8nPRNUzKWftLl/ix6pdkAmI4boYPhVwIaAjcGxtWRYVkyrn7ZBiM3HuuqmDCEuv5RjYAgZyxsPsw/jS0BbwuKAeIHFYH4tjeqZknnW5pw5t94MQlcG96CROr1xq29VhaZymsrwGkLO+N62FoKXh2wd6p4Em4/8oNVoBW7vE5/ejPzmT674nY8TQ1hPWadZzxLx69xGVZtydjLsSj6tweEIv/VdJ2B/45f6NTzM/IRT5hhyxyp1g1W298gpO3sjW3x7jdv5KyRvDsnIKXM+ldD4ASOxP00G68F+u2Wq8Nl94LufCR990rDkUzYbvYj61rXE1C9HkaonT2sPkEJKHT+PQswjghO1mwlKQhhp7dh9m6+J0g20jgshjRASFWVZjWE1sB1mK9YG9nzA+iry2acv0OqYz2aF+sY93NbG6XadvV26aI7jhy4DQGiB2IJXVtFviqWKDbVXeIE1NlL0D0yie8cIuJZBH9ZA8J5DG4iMqAnNBsSiwwitdg5xPC8OAVJze1UMHcIJdmn7CLtA2Afa6OV1GDKWe7MouNmYaO7KRz722zamyx8Z7fzxzsExDzskRVpIxDEgNiBtx0hyqa1xJIwDIThgux8vSMF1wCUGgjgFQM2tWqnmPr6maKmUVjjWmdLc49nKwjrXPop3T9EZ1UKoR5SGmovm2rJiy8q6VO8qFihjo0lktYmLkAkx0iLd09mDyFoapRas3GPhDvYzuyfXxOxKQDq/ooTGkgLXsVJQXmvt3jKBKY/IK6UexBdNxx5DHhjyjn0aPbsSd1WT1tCqrMeGhktyUCZb3cbUVu71hRPMeydRG6gJly05QTw7p1I92SYL/STMLFI50nXurKdXOffUU08BiOxdZC44y/orDgcUY57h5g7+4NMd/+Kja/43v/4h6/1H/MrTW+9y97HDeA3twLlcxmNx6NmfDR6U5hv4yU/gf/l/ilw9hn/332ouRrHRcsL5uiR7Zjdcub6kdtXpjR7zhhr59gVvZsZ6/pLBryVc4Uro4OOJfdwvXXiWS4M0+LW34QGWGuCFTnzvbuDv/eYr/sI9/FmFp5th2MPAmPAUumcmqc1oaK470ilJ46WvTZHAOHyNUu5ZlhvuFyUPO3a7a+rxyOV0yZe/8A1e3t9yt868ON4zBG+sLGHlaDdcLiNfuL5kDAMxPObp8JgffPuf8Ad/4/8OcPJzqbX2rDE68RsfwjAAc7lB151rtHUlDpNPmVQf9Ylm5HGPWaXpgoZKyw27FCiVOgQOzRObdfSGbYvKELvy/onH5CreYxrRkzJHIMtAVWNZZkq6p8ZAyxEbKsGUNIA117xkrOgQaUPCHk9OAcjiJNsgkBKN4DIZCqk3okIUtDVqK0R87lr/pKk8pB2aEjVlpAMwKYxEGYkSSSF76ZkiYxydehMgyYDSPBvskyeqhpaVao1ijXWeqXWl1iPzWmm1wHrk7jBTS3UzHltRK4guXvvQMAtIdavCYK423sScKzlkhmEgDSNpGAnT0EVXtx2+EmJjfJLBRgw4hkoeJoY8ct+eIxLJOTLX4v4eGkkUAm64LmMlBniULlhWj0P7qQtzZhiG1DmSGcpMLY2CoEdYLVDqyONxdAa/CjHega6E48qAz5rr2LpKtIONghOTvRvnzbBmTqFore/Ubebu1Iatpw4wF/TOtEDzDbyu8PlL+PbH8J9/G35yk/n8YNwcPoXVM/boP+5PFT1Ab6N5m4J1ft9nmmXwoPWdP4D/1f8RfviR8csTvHwFjycf0zvhhtIvefDMbnOzlaEnPL1Bpb1j/UbW+PYa31KCjVS+9zFGO4KsHQfVfu21x4W7DlX0Ge4tIy8Gcdhj+ZLfvEmsP75n1iN/OcNl96g5c197uz0kP5Sa+gu2Prra4O5FRKu5NTC3rK2wFNAaWMtCO3xOpbKsd9wdvs9w9Zg47Hn/4hFLvae1hVQjk+4YdeCjT39C2j0DLvnJ//Ovc/jpxy66YIYF5yGeprz6gID0FHLrx4hEx8TN4ZSyrmhr7rk0ZMZpYNjlDmMoL4/PfZqsFMeqx9Q5nJ6XrXGlxcASA3EYaCglCkkV00CwoTsVepaZolAUmkbSNJK0MhxnZ6YkugK5p/ptiJ17SYfGDHQlVkPEK80p7whhoOQdhUzVFaURFVQDC43Q5CR7+keGvHf7MZA4OiKeBsRGJGQvpeNIJJHUZcdCdHtFvDfVQfWz2rF7VBhtXSlaKVo5Hg+0utDKkcOyoqXAcuRwmF10VhvVVswqIoXgIcadxdQ7CGLxpKEXYuzE8URKiZgSpIDF5kK0ql0BB8JVQjRBqz5/HcUz5Ci48pibXKmae/riFlq0QkjusDYaKIHQAkOOpBxIyf+++ZU0c+5WC9CW6lJhRVg0dOHdkZhXT/tLc3WUGHx+2hvoaJ9LFZQm0V8T6R49nmnalvoE89pwWwkb1DI4gR0CrTaOM9zdwbd/Cr/xY+HXfk/4bBaW1rB2R6oLrTWPsxuxOnJSqbEHNUq47plp8oD78WfwD35LuDkI62p8/hz2T2B8KIf2VqdajXP3e6sANypP6PHvYWAFfqZO2jDRveOf2stKyX5bQs9IEac2iZySPi/H6eOA4ofYT46R6UUkI3zlQx/byyf5tJ4abm8mZiTNiDZEPDiaCVaH7pyp1HmhmLG24HPNWl0OLAZKKRyPL3k07NmlkYu4o6wzWiND2ZGOCZry/PUnDDshcMmn3/weLEdSsFNWeP5cOqm63yuzB/d1wxi2PYp3o1IayHlgv79g2k0uVh1gXmZkFXQ1lxUjIIMgo6t411yoGggWWap6KWtdRby5DUQKTroVaUh3CIgxkHIkD4lhjCwq1GDduMu1UGUQ58CmLhuIIB0DcXneigItNp/fNnXKk3cpnQFCODEK3uXx7uOD4xNiDzRxE94L3rGK4vy6Ji5k6QpZ3vCQunoDQ41SZx/va41lWbxkLiuHwx11nVnne17PB2ppyFwpxccBbZ2xzgcccnOgN8EY2ul0REBylzJLkRQTKY0MqXfVoqK7iiZliZCnkRAjt82Yj0dKrexCYsDIWrgasvPFijKo+8Kgbt2gqrR5ZrwYfVBfX7BL7xO5YAiJYRwYhpGLIXe8o3G7OlCXY2OuK+tRWW7hUF8TgjFcZMZpQuLAbemTRCGwTwtzgzuBKi5ukdTQ2KdhuhxbE2NtuOhu6At/CyBbCQsOnJnTJV7ewMefwvd/BP/Tvxv4yV1kbgmTFbGV0O0IbXWTNNtKWMH9XxLefMCzMXkf5BGQ4cd/AD/6aeDz44CZcner/NN/olw/gasr3iyr4Sw6+9jxr412Y4sfDGGzh93q+Id449uNp4jPRgcYPoT6KdQ+1of4c4XiP94qpwaQRIcHLDnp+9X9S3702WuQwsv7yLefZ0Jc+dNfhT//S/Des67deYrqnQowdIvD49oN2CLvv/dFXt7ec1wOzGtXH46Z5e6eiDIGIejgHu+p0ubPOXKkSWD+vCDHxGP5GvMPbri//ZxPf/+7xLoQrXQbHGOplZi8pd9a9cBt5pzgEwfqwYHW3LoYUXKMfdok8vj6EY8ePebRk6fsLnYg0qmvkdubl6yf/tj7BiW4L0vwpmmjYDkjKSNyYMgjQ8rU9UC2xohycfHEE+3gM9WCkjNcjIFRItEGXueZNruVc6sV00boHWZrwDyfcP+1rUSJjGmHtYqmzDGCUWlWaGWh1uoCGGR0EYds3uHxzsExpn2ntARCBz2lezMYOIK7RXq68EJT2lqw6v+/1tkvtFaW48xaZpZ15ni8py4L6/HI/bJ4R3iGNmtXyWk+Q5nVzb0F97B9uEGiz227iriX03m3p10mdEqEiwuIgUbluD6nLgtRAIorfqhnYqWsaHEwLQBEQ6tHFpHA5FrC1Ci9qaOYNCwcACEOF6QhkXMm5egd7SYk3Np1bbglRHHgvjY/zfTeZe4RpaxCuOjgchQGhAsKhzj6JlR18VcCgYiKg82thnNKFKSnTKGnOAnDVUuW2bxR8v3Ib/8k8o9/kHhxV6mrN2cCipiPuyWJPjtt7ZRluGmTr57a+ktmn3BhcB/t/8P/G/7pb3eBY+DTV/Cf/Ffwp/4ifPil3th40JQ5+cn0Bspp1LHjh6dpmq07vJXYcO5qb0ESj1e2d5wxdCtXbf15Qi+xDW+cPBgNDP1skQRF3S44JCeGL4vxd35feNEGZBz5s/GOqyvjMnYaQXf/owvFen8hENPI4y9/lcMP/oDD/UsiXnWFPNCkOk1mxS0LMEwa49MLYp24/91b6qdHmJUXFKerrYVUVt8XeCfMxV2i43O9yZJkK6HjKblWxQOLAI46duwiklJgnDKX19dcP3nM42dPuX70GIDSGqVVhMDh9WuWMmNmpJ1gA2hQlkNl2PmQ4bpUtAk1Ndq6UKzSrJLGS/xqldyJszkIIWcibsC1qw2IHI+FoNpFU/T88YoLW6Dbmai0OlPS4LqX9c5ZHlopzfVYrQBrQQ4B5j9hzDHEEYJgfehVumBlhc5baqc0WLsHi1alLLMLwdbGXI7UUqilshyOLOXIvByZj0cvsw8Ly1pdlmkW9NBAe7dvMr8Z24bZNsE2lBlwY/AhkXcjcdyRdzvWvWDTQNjv/eRoK219gVSvEVOY3TrSAmbBJ25sdS/dACG0Te0dBLd+NaGE7v9h4DrgsxMxQuu+xQ4xaFOHyezc2W79sBBVrPsJl8VnwkXUT7bRJdFiNCaUhFJDPNsK97EQD44OLbQ+y93vDKeIEg0X1I3UUnl9H/jslfLNHw/8848y//ijzHGdseYRJm6rsOEz9RuxfLvVveQV8+bJNqYYOmfwOMPf+XX41vehqcto3Rzgn/6u8PlLY+0NkYe44clPJnMOdFu53adltkman+E39qxxszndgq1Exx6lK41rPQe+nlQ5Ctex1E1tR/ptqxhLw7PDBkuFb33ieolPL0eeXt6jGNOuEsfdWRGpYw5ecjsmmS8ukBwxqwRczDXERBRnK9SGj4h2CCdJJrRI+2xFP1nQQ+HO7nryYQ6oyFYie60cJFL7UMNpFXQbBO/5cq6yrK+jB6M8IQaGIbO/vGB/ecnV9RWPHj9FRCitcHdcqGtlN11Q7yptbUgRQjdrK0FJyRiScF+NYoXaKlqLazNSWFsjBo8XwnZ7BIkJMci5MQ4FM5dEdDwJfC5cTrDBtgOc9WKoFdSik/ubC1tUVWozbDVsMcJRncR//24x79271SHSxAfii5lL+JtibcFMWTBQt4SclxmrvtmP85G6FOpaONzfUspKKYU2H5mXwnFeaYcVqUJYE+XgnVOaj4B5NhYR6xywvZHMZdZ9o0YkJi+FUiQNmfjsa4TLC7jak5O5WjgT1m6JFJ5N1/3WNlJTqjaKNrLsXLVcV45Eb/SsC8vSfXnFRwYRIwUfLRSBI4rpQrOVcvwelr5IHN9nlccexEujNKWUSpvnPtWjqAaGwXdoqVDwrvcwQBrcPe5xGok7z0ryzUJhT01XLOqBNAZlLIF9Ldwvs4u5buArw6lGraWxlsYnn0f+7vcTf+f7md/85Jq1RuIFDOU1YV2RshBq9A42ikrxee++WqR3ajclFJnxEvvaGyDPb+H3fgCv7zJr9Xa4SZ+sK4EXL5UXL4z9E95srEy4CneXKcM44bXa8c6TVcHD39sCIhv9CdKOs1DFIwhHiHe4GG1yv5ra4YDxojdmls55DP3gjZ5QLuAR243QWe4i//g7hd/83nM+/UT5r/0i/Bt/ofFBfsywMaBDByTjFY0jh+XAN7/595mXgl0k4uCCr211uliKgTQqY87URTm8qtzefcQ0XPDel77C67ulj8d23MDArHVyM4Sh04gMYtgcDY3NwKtaxU7CAJyBR0mELbsMkTxO7C4uuX70jCdP3+fJsy/w9NlTJPo4XkHIObDcv8LUmOcjdmOkFIhdNGawHdEGCMpxOTKvR4I0ZwEk4dVyQFpAorKPwaUKUyZLJqRInpQrCezyjmgjx3DPshzRUlkFWhD2qVdv6slRQElaTx+5KNRlpZSGHaHcNWxuTLcDdgsc3i3mvXNwLNqbGRi1OcNYTL2TqD76U1cXf1jX44l/OB+PLHOhrCvz7T1tbdS1oceFsqorFK8CTZBqjgk0HKes3fQ7erB0RzMPa1U4dcRDMoixl9KPaBdXtHGkSCB7R4hW7oiyApUmpeN1yqHMNIwQEmtZECtgymLFzbFwxRA1ozXtUy+4HcJ26iodZIZgK2V9yX1QsoxINRfArdWbPs0XtUVcKaRzhyWYc7OCELMwToFdxlWM+9jibsikFihNkeCjaD7x4+XSXEvnzXXXj57FH4+V2/vAy7vMX//dgW9+GvnuTWSWBEm8hB4zJkqz4uWaeF66MddsCxy5cwSDL0JJEC5BnnqA/+3vwf/1r8PLW6dMOYfOkF7u//7Hyu/+CL7ydc644xbLHyjvbAXB5hXW1gc/+yDj3LiX2uD2zsUj3u+dbgS4ALnw0to6MXvjTYr0Cc8+EQQPSn04zSVL6A2pABwDTQNzm/jHfzDzYjWqGP9WvuW9Zyu76z0iE7AxCSK1NSgzjy6fMe723B0+otRGLTMhpG5y72s4DIF0EVmWislMeu+GGgr6EsK3XCPRY2IXez6hS9ta9D8FvJLrfMoQ7MQtlpPg5Hn2WoAYI8Mwstvv2O337PZ7xmmPxESSyNWjp7TauHn2PvM8E+4ih+OR2BKpZnILxOIKOZNkSjlgZaFZ6ZEm0OY7JAWIShwHLHopaMGtXcUCMQxISuzGlWADKRhzWBARclclVwy0YmoE6wLXtTmGLIIe1O0ijpl8m7FjRG8N1i5y/Q6PP0ZwrH2ruP2Bd54rwSJqSquFeT5S60opB8paqLWy3h85zgvLUig3M7oobTHs0GjFVdQ3eWtTO1EsVM1bsOB/NjtRRkw8c0VCr2CUGDMpj4TdFXW3p6ZI0UJEEGtouXN/muByLYEA1jiUxU9VCZR6PO2SopUkblcZQneLU9vcGAjg1CTOpRhiSC2UeoMuK7v8jFjdz8Zq7WOP3cw9ubzShpmIOfaSohCmxDRFdoOQUlf8FpjyQCAiar7ATUgKtc/BLi3Qetkv+CFTCry6a3zyMvLjFwN//bt7Pj1GXhdXJA+2BUcfwdGyONEdQD0abUXa5rUSt1XT8cB4CeEJHBb4nd+D/9vfFIoP/7zRzQb4/kfwwQ/hv1l7ORXwHftwlLCXi7a9Jh786dnqKUhaDwk9OD6/8QD59EkP3ILzOTv2aB2INzhxGSX78rKtlO+vLfSSNASQ2q9D0ADWErWN/MufFJ4fXRnqax/ek8LKtIve8cFn7FUDtSlRjcvdFdeP32Munzkmz4LG5DqkqGuGZiPuAuta0bQyPL5BnyrcQPiRwAGvrNQN52IM3Ytpm6XecEbpMNdWhW5t6jc7WSKBzVQrxdgpPBPjtGOadgzjhMSMhsjl1WO0NR49eY/7uxvUjHmpRM2kmklNkOIfYCBxaAaloDp3h86ArbELTRtj9NVvmFN9uvRZDJmYYBoSAacFqkCWgEkkyki11imBTs8JCFb937CA3asbjd0H4l2Go1Lv1pMi/rs83n1CZl5dbxDlUG49UDUo60ztky1rOdLKSpnvOS6FulbsdqUejTpDvVXq0WiznbA7VU5zyfQsFF9anQiEZ0pIxwGFbMZgYDlAdrmiabqk7i6434+kulLXhdvj58TdnhADqyipLgQqWVdnK1ojUljWmVLUhaclopK5iBHMfaYjrno8jBPWXHYlpK4JaYoEV8QueDxJUgnMvJw/Y9Q9U5t8NpyKxUKcRrRDEGPyodzWVtcyHBJfef+KKStDakSZUQJmI7UTiYIJoXXFhxgZAqSkrO1ILUJdDVHh+cuZz2+Uf/j9S37thyPf/DxzbBNVjWyN0Py5CwlJIxOZKUzMh1tvpGkla2WgQXQVHsGxRe0Hm7wH4SnIFfzGb8B3f+CYo/RIIxJPjStU+C9+HT66g//+vwcXT2BIPU3LCpOLqm6HTXiwj0PFKT27Xm5v3zOHpQ5H+E9+Y+Q3vp/4n/+H97z3BbjcDLOuQB53MrkXBjy0SWnbc+n5eX2pKQHDWmCXRqZh5Pl+ZXnRmD+9Yboe+ejzgb9xNI7Dwl/8hcZ/8KsvePaFwLgbCXmicqQBH7z/yzy/fcFHn/6Au3Zkly/Zj3s/GIdIGEYO5YZaG2U2rh5H8qisz19w8egJ8Wqi/fvG8i9m6g8b3CVipx+JQK1KrcUnTfDJMOvjS6mP6EFzErj1ToYIaEPEiNNAztGpaAFyiuRxJA17hwhMGdLAbtxz9eQZ+1cv/DXXSh4GUopMltEiDhNKJh0DMjfP+gYhWGZoCy0HyiTEZSHVRpLKPmeGEJlCcg+ZFBjDNcQjkjMfXF578tSUe8lIWdDFhUlVfKgjVIWiWDE4BuQYaS8bzA1WQ9Tf++YV/icWHGtZXTLMGms5ehlQYVkPrK1wqDO2LrRaKcvCciy0paK3FZ0FXQQ7uoKvdYdC6yfbiZfV0wzb0gF8sZ72gXTuU5DOqYzEEAkSCXFC0oilhDITbGUfgHqkdQmnVWaCKEMMFF0pbUVKw2pDtDmp2sBdB931opkTXAUfDfTE0s5zsPQECzaJwv4eFOprP04s+bhVx/+2+fcWAxYaiKs+53FgmhLDVSCF5mZKJgRJiAyeKQdICbS17dVRMRaFV/eJu0MjoMwz/LPvwfc/S3zrxcAPbgK3K32iwKcfWgj+GejKyVc7BMIwgkCtK2OEaSujt3J1D3b0YCJ7tyKYV/jP/r7wm9+Gh9mJJyvivLjg3fr7GV6+dnXuYfLX9JTBXHxiK38jpw70pvJjD0vxvkxU4TDDy4Px8a3ynR/6tV5c4QF18M71RgXS2hv424x2z1K3McPtHUQJJAms6hCK0tyVMjUke1OtroKK8N0fQWjGN66Mfz3c897TQh6zB5CmaLgjyJEkKwMRamXVe9LOWxNmRoqBKEJGeLzfEaJxs9ygizdbwhgIX27O1/xWIA1CHMQbmMfuVLhpZvqKPGXXm7H9G80aXK1Ggjj2uKXlHZs8qaXDSY3JR2QT4zAxTXvKfulC2F6BxJ4B1hqJRQizETs2LJ3WZsGQFrsGq1KCi1OvMWJ58OmvkDwzHgYkRnIINHWcccKHKxpKY0EoSGuEIFgwF7jFT1fJHfDe3ntPwt7l8e5l9TpTrVG1sCwHrLrxzXE9stSF23IgLhWrjXlV9FDRpVFvDZYAa8BmgeLY4hYLrbfogd70kJ957SAB6e1pVT8RLXeid+gBMu6QNCIxoRyI0riOkbkeUDOMyMJMCMbl/pK1riz1QCzqN7bbIYgZSRs54M6JNIpqFynoZ45Bp5R6EPEqgY0KTC/BB17hcPHOs0ZRJEZi7QE+BworUIim7C4iu4vsNqmmBG3YGggyIrIDAiG4GG4TL+tVG43GscGnrzOvbldaUT59BX/rt0d+88eZlzlT8OmhrYkTUAoRswJtpVp0ArkE0jgSglGWW6Zg7IcerPqE3Em7sHhJPUd4dQ//j78pfPxZBwq38lQ4uclJMgiNovDJc7h6AhfXnINnhNgFNrbVuQWtMHhg3ESRzHs93lRXl1a7XRsvF+M3vwePruErH/SguhlmdSaUbZ3wHoC3EeTte1tSlYhkEgddKdYYMJflGyDurWcuXpZ+/4fK/a1xCVxf3xEl8fjpNfOqzGuj2gtSWrkYDWFkWQrzeuTR8MgJymqMOXvWNwSe7R/TrPL69oa2eIk+5An5akPeg/iDQN5F0j5Q54JZQJfgMn6GB6tTcFRCPwVUtftCd1x6SzT6LjzlKD0YmrlKuNi5sx2IjHmiTXvavqJaoFcHMQjBIlYjcQ2kGTd/dVoLGntwzOJrv4O8NQipi1NMAgPKlBJxGJy9JVAsYBbZqzdhq8DcIaRQKyE7vU5ZCVGRJMjOmTUkZ05QODem/ojHOwfHw91zVCqVwvHeSdNrKazH1e0F1kpZGtaMtgp10e7pG092oJv/LmzM9y1TfHCavR0cO0wSgyspb93LJkYQ68K5EylUDq1wOxcu9gNmC0u59TLYnBKUg8MCn82fcDE0pmAce3OJ0Od5zCkcIUZU3bNmMxNKEVbzhZWxbmoFsWfAxbaMwyGANSjNZpq+IuQ9gUBSRSe3X7CwusVCEHZjYn8V2O9gGlaiuAdIaZGlZapm4hChuTWCOzg2krm02MvbwH/xO0JVIcXG3/6O8PlNZkUIekBRaoCLeOHXZ0LTSCOgIkhZ8eFr57BqP31/8ZHwK88gjoEQezQa8Y6feLn60x/Cv/wOrMV1Kd/I/P0T7hmIb4Tbe+M/+0fKf29nPL1WwmV2RdwR71pvHej44CmEE8XmIWxWG9zcwt/7p/Djz4ybavyfvxWQa+PDx8ZX/7UecB+DPPcEVTbuZH+eNOBe2V3SzLY1Vgt1rsTriAJLUeKuEU3AMvZxdbggBEo1fvoC/l//HF4Af/prlX/7z7/i134LfufHQpkXLnJgnCZu14nDIXK8j9gM43jN9ZOnvLj7MbUdMD3yskYICqNn7mPIjPo+2jIy3nP531lJrwbCTeTl5wtWhHSfCSIuaKE+oWay4ZD+eXrFBohhoXX6l2BZsFZ8rLesrOvM8Xgk5nssRJcrXFzoBcQdQnMmJVfrMIV1qYQoRCJxNeIxEO9HsjXa2KiqEAuqkZpcLUt6hWaSqdE97Ju5f7WquJ92jEjYMcSJXZqopkiJaBaa3lHEJ8bqELCdkHcDdQmubDUDc0VWdY/rQ0b+pHmOpdxj0lAp1OIzz7VUWmm0qtS1Yat6HOpUHGmeOvheMc5+aef0XrZ/eSsoWgeWN9klF33tzZDO5JfuPuidxF4ibH4AEkjjHl1rl11fMO3SaM1nvUUUW9wWdXMuw7QbdfUA3rS/nmdVOW27s55Hmzifto3OacQTE5NGC4UUxDPeqFiSHlitm4jBOCWmUZiykXtH3OhsZRu6WC49y/IdLF2HUvDs6fUa+M4nflJ+cmvM1cnhUTYFMwFaFyveQAHX0fSbjmOomySOCZc7uNoLEgcIxTfZA0L2YvC9n8Df+WfCvGyf6IPPsEMI3rDylPBYjN/+Mfwbr2A+wv6i/0A0GLQLV3LqKLNlifJmcDT1g+HmCL/+U+GzAzSMF4vxu58av/778N5XfA46jgKjeebQ8ctt8W3cya3hd3pN8aEH9ykSWgtMORKTErIT8UOI5OESXW5otXG3wu99lKk28OzJE7718Wu+/9nCcXHM1RKOz40+VbOsDW2Fts4EOldRIs8efQkLcDPXfu+Ntb1GaMQYqZOSrxMpTsjdPZI6k1Gk46X/f9b+pdmWLLnzw37ua62Ivfc55z7yVVWoAtBoNAiSzRZFShqQRmogGjUgJ9JQ30RfQGbSVGYyaciRRjITJZNMMhlpJMVuid2kocFGo9EACkChHlmZWfm4956z946ItZa7Br5in1toWnfBlLvsZmbde+557Ijw5f73/0NuXgZxKcfvE/ddXB8Z5ZJoamqjbSvbemG5Xrg+PZLyjGui46zrdUgZ241Tatbx3gZH9vnVu90w3uB6C0mUPhmoI2tYkZFikiHHRk48UZsELGVGcSOTyTKhqZOlD5aBMFkizxmTEpkxe47GlJASlMA2GT4pbPZ8ndO3jDlu2yOIIdKo60KtnbY5NMWqU7fnG886aA94y1IYQljM0DfZj+/eUMSF5L+zOI7Ct9/EPvTOqkMvHdGo5j6wIGHKDl5JpVDmD2lPK8aKrddQkJiSXdmunc0aYo08hV8jSeObt8Z244jANIWzj6TEISlG49pabFD3Iv5+cTQPV2cAMUwruUdxtEyc0hIndkmdKQvH44G7SThlZ1KP3F9LSLpHRqxRq1v0XqLjJlewFHQ/d7Yu/Dc/zlH4vFM93M6zwiyZRMQ2NHG67CRi5dn8EbA6im5YWt+d4OFBkXIk4jp7/JATMMPjCv/VP1H+o/9bYEIQl3IvjAikJEHHGhyKy+b8Vz+C/+kv4L//BKcPNFbghRHwwnMB23mNfdSroZbZx791g188wf/zxxrxKBKB8b//0yi8/9bfgfKhkO4V7np0je9xJh3YqUS2fw0ZXzMXmArdzojHBnbSiZ4qKTXC7P3AfPiEtgbTwQR+9NmRr86vWO7+Dn/64z/iF199Bsm5ls5U4DuvE+kolAzr1xe27ZG6LKSTQM6YHfnt7/8buCg/+cUjngstdZb2YzKvyRy4tsZ8LOT7F6Sv39HLhnm48OyFcFes7RjHLtww2+GhsfZ0w6oF3W65cjm/Y5omSs50SQOqctq6UteNtl6x1gfmutLbCtbRQWNwD+pfq8FMaZuRGswkLtOwNJPGOrcwoCiO5omkSpYDtTlb7fS8MZkyWSeREXVSNtAS/N4iTMcDnhXPaYDKAt3RdcN7Z6ntWTI4bVjZ8PlX0w/+6q487XxjvR0G2Fb76Bh7JLrZYLArQtdYFNBaAMgiz3wyAzEZF49bZymME2NQKHRgUSUlJHU8WYDQOUWUayKsisqBGaFezrz95g2vf/D9WHZwppYEciRJ5Vg73pz12oZdvpJkDnxCDU0JlxQnsIc9mGWJDZoCuVM0jDDqdosLYQKqxChWYudyM4AV74ivtNQxhERn1Y5JA1m5LzOnUnhxOHI6GCVbvEE24b3Qe8Y8OC6TQOtR1Gk+tvsJbeOLiyMtNnjNoacSCyCVQekwllrxPMcsKRWVjOoB7BoGF66sbcFqRSq8SvBqkrCI2hOzbMWniDj94z+AL34xMDt7xhl1mJDkkqIbzAaTIiUs7hHj6zfw6Wfw8a/1YCJIgalGYdqzYvbiuJsFvG9VBpwv8PgkIDNBiAnc64ur0L4U/uCPK7/7W87f+K0eRrVKiP8H5ig5Nr4msYHXfQ9oQNvwtUKOYlIVNlmxbOQD2D3YtnL96nNMDTQFt9SuPJ5Xfu/33yCzcHo509cHal+4tMb54GGEkgsvXmbwA/gDS19ZtwU7n/kHv/efhhSWxnKuSFaOd59wd/eSMs88cWDZnKflXWDBBSR16Bq849ZiIcGArXz4YdvOguUZxxcZXpFXLk/GV59l1usTl8s7Tm+/pkwH5umEA611Lpcrl8sjy+WJ6+PXweEF5rsHWoswuPObtyyXp/BJMEWaowsUF/pktKWRTxWfHDvmcGUaB1TWjEvizfbIUSYOKnTbqC2WLYdyCtVcUQ7rTCkJK4VrB3dlkiOXtNAGV3A6KFqdWq60KWHzLUnun/v61bXVYwGhY0xTuTGrArIberI9h0MYz3j84cCLBBv0nefXPlg/3/Nx4Z5PuxB8eMjgNMZKHU4BMtIKk0gsUuqVbTuTSOgYp/EWMkONDiaNraW4xGiugqqNohajTbHgFvb0Hh9PnmGBrInmEQurcCPYpvca4B3ilrGhG/tBRIYiXaDkzFwKpylRcsQ7eFd6T7Se6Xv2sHOruGIE6O0+WGLROe5ttnvw8W65oNFagluM/KMpDkQiiPU3izsLxa1bj4NNRjHLDDAuxnsjGBL/9T+GH/98xxn/ymXdOzBh+CTK4BcGXvvzb5w//wz+tdqRlNGcAnmX8QXKe59nNLf+PgLg8OYJvnq7f834YFWleeJxU/7rnxjl3vjed51p0lD47KHuYyGzWwyyPd+KMRQEtyfnQngxGdXDNxMFmVNYfV0W5DicalyHpNW5Xs8c5yMpJ+rVb5Eca40GAlLg5imglDo2u0kTy7qiPaaatUZ6nx6Pcb/niUOC3p8wX5lKxktDc8QgMJ5MuS0e/L1/yYC45Bk+2S9977RauTw9gTm9VdZ1ZT6cOJ5eoKnQe2dZF67XJ9bLE3U5g3lQtmpY+7kI63qlD7Jr5DPFVl0Q1EbitsQOQrLhtQ8T7VCeuThJCyIFI2GuVPMBK1SShJFuTrE9B8U0mgWxHPndHoyDJPH8JotR377thcxM3NSaImReB3k3RpBBJE6OiWMjCN2BLY2rMvTG3rktZQY3gD1l8Pb/ZM+2GFpt9yAeT6FplqSklKnpwDEVDlmZEjykWHL87N3P8KTMSZhzCwrJjmAqTHeKDwulTh6dDBhbGAWgpApNjJoMygi56tAtPs88Z7xtmPUIExod8D6gukctu6F7t7hWSBaRCEJhng8c54n7WdHUcW+0OrOshaVNCFO0ZL2z9k5yZ3LFfQoJGo2rRJxCkH6DC2llWMgpWAlrLMc5dBmGwx2sxDfa1yhcEhvwLh33iteFlRHKPoqj96iizeCbM/xv/4/w9ZsouKq3ixgNpjhd6nOuVvabhrqJ8N/8CC7V+ff/7Y1TyeiU40b75Wc2Xrsjz04JGNDyjz6DP/kZhG+QBKE5CdILayv8H37feUyVf+37jQ+/P5OOBseV8eHP5HMCCiIGGpqEvZwn4XT3wFZXtm1hGSYljQk5FqwarW4cH0Cz0m2iTBnJEm5OKeFiXJZHsho5wVMVSo8F40bjbr5yOjplj9/gntPxAwSo2xta38KTcRVafwmSeDgcI2S7XDmcXrAcO/1wpS8hKBDVX8JQ3fZxdicDRAxxpAYI6g7d6Vvn6eu3LG/fkX/xOfPL1xxO99y9fM0038Uz3RbevXnHenmiPX2DpBlNhXZJdFGqO5fzmVZDZQaCdaf2cbB3pTTFWsUOnaSNnpeI+TgEBp6T8kF6jQ0/B+1Q3ViTga/MphyakoviFMSDWVAbPF4r6kKRFMU1aUBYkumuv7zo++e8fnVtdSL4TBr8wjw5x1Pm7DWA3xZYkapw0GjTjRgzQ3wwwGINDCoUAs+vf5bCE+z9lIVpVvLUybNzPORw9xVjHoXVSKwGniYOd6/I2xMtGf2Q6X4M6y2u5FRiJeEXVENt4rbECCuZ6h3VkFotrhSdOKUDW32Heae6o0NnnD1CitwzCSO7IR6NT7N4wNSGxFYc0S/IeiSnE3kEb2UpvD4duZ8z09Qxm2g98VSdpQpbVYq1WCKZQY2HJzzyogM3C7K6mwYJPSlOIrmRBq7YzOiidE0Ub+F6VButzKN7lDDPpZEIx3XrxtaFN++cN28FbOiGxXEyb8+dz79y6pYD2NdBNJYYpymOlFiw5JMg2enFA4jO8TW/eBQOXwlffmN8MivlMOy+vMWMGyutOBwme6b4iNBNedoS/+WPjL/7Q0GmjLdGN0MosaVNjVSFn30u/L1/BP/+q4377BG1et1vbG7Fdh+vneBCOoqrcjk/ImqU7KR8ZBIhH4Rzd+QAflci79ycTVekCyUdOMwfcr6+YfML08tOahPZZz56+RHrunK5XpjKh1jrPD5VphlSNnJpNHuDmHJUZfOCzjO/9Rv/A75cfs718SdUJtZl5bplTC/Y3EinxPKmBtcRH4a3MbvsaahplF8jAvOyJ/K4fuGypWNHALUZ9fGRy/XK23ffcJpmRJQGbOcLvVa25mivJDVSd1Y3Ngs5pPVG641ELGMQveUjeXWyz2OR07FZkKlDe0Lya5LO5HI/vlNDU8MxxI06DKJiuHCyKnk6sAFdbSQVxvSRdPhoWg9D7jmPDdy3WBzHzzaIwtGRpLEhZgfgRw+oMraTOrBG9eFq40OSJe9RjX55rN5f7h64lQqahZSFtNuSDdcDHeh5jJU2nLGnwP1l38nJCLTvwenQ2Fbv2t0As3J0Oua3zIomOviVQ95lneaxXQZGwQocNc5GIeE3suy+pJH9vfPYRkoqA5pIzDpxKJmSFZVKc6GZsmydujm9gVqjD4Ng7TESBDY7vnZ/Xu64DyqNPB82t/fGg45i3WLnNIwlREMD7De/v32PHbPjZTWelnjAxtWlmfDZl8IP/9JHuNjzpdzhEE0jU6QQUZoZPPnw8gPUuTbh3RW+fAP3r+DeAZ1iHJQdJhj/Tv48bhOZOeer8PmT8tlFbkVuv5t2wEHM+fJR+CefKf/W2ZjvhXJI3J6w8QTciOd7cbT9SwspZZCGSPizpRTSyyVV+tja9yohUshGNyNZJEy2LYxN5lOP6+5CSZkmFXEhc8L7xtobuRianDIFVj9a1+jKydyfHni7fs6lbrSm9B7Xf5ON+S5z/M6R6+dfjRwZxkJzPHvvTWfObi3IM+Z/exYVp4c4AKevNTSoi2O5oBIHRh+u4YH2xJtVETbbecHl9hzE3ROf33aKEcAWogtPjm4g1aH3YTIjpDQPRUuPh32oWwynm7HFwD1043LTEoRqaHcFGDDCTTyS0F2V9S94/crFsatGN+gdkRzAc2thaLtvnsds6WOZ4VnIruHn6E5PNTwhu5KK4p0RG8kv8R5hB/UJC6sUwVdFR+BUSmgqgUFK2BM5nd6FXjVcwQe3JvsF9XAIqgNvC21yDZ11dzQbmjraeliKmcPxQFU4+8ZmMT5H5UkY4ZTdazysPRPfm8TCKQ2Yj/G2uID2hqYrOhlzvmNKE3f5yDSDpiCCLq1zWZynt4QDS680Gr3FSVzSNH62zDTes9aNnuM2nEic7ULTQffAoovw+Jmswbqt9C0e5m4F0UJKE2lWjEQlB/8yKXPOvFmMLy9jXYxgrjxdG//Z/9f5v/6/COcdgZBRysDxHMkdLZDngk6NlC3iEUo4Om/qNDPOK/z+D+H40Pj4oxWZjuMUHrIKfGCmNuAFHXZWzme/WNnkgBxCcZIQRDJbC96PAxuVP36bePPjA//ep1fS9xMff+8A63m46HI7zW6MJo8/6t3AlE++85ucz1/z+PgV3bfIXi9TUFC0U8Xxazzo5QhWV1bZ6P0SFnwefx5m+sa789O4npnJ7tnsQrUrj1aZZuf+ReLhvlArfP7lyrY1km7k9gXZlOQfsPQj1t+SbOWsCx/9zd/it/+Nv8U/+LP/nGsN/qIMgbrsPCgGf7OGHpyxhe7uccgOKaKhwac1o41sdnenspJEmHOmDfrApJnqjSZCc6Va/P3DcUIlpqa19lEanVbjmoqGsQwVECW/C4MXvxekNbRspPRqFMcQ9XcNqoE4dCq1X+msQ96q0XikqA9p3JO996FMCz8GFWH6tqNZk9hw8yjBF5S42a9JkeyhfR3HUOth1qDiuFp0ms4znmSEy/Z74NIzrWR/PTuG6GTonJA5KmZKSk5xCsQXrJFX0Yy6dtI6/KfSRE+NLkZVmLwGK0QSzRu7SWOkBkREAh4W7hA5uuZrdCDs52rQkOrm+G6S0aDurjwtdLuaoSgkCQXPnCElR1l5KErJQkn3ceOagE1sl4XLubNcO15T+Cn2seU3Ad/IXkJxUASno17Dc1IiPCiXIyINYw0ltjsbjm6GVOeydGwNz0h7vCDTkX6aEKt4Mkz1lj5nCN+8Nb76GnqLbfu6GD/61PnTv1R++COhNXtesEngjqmATIYeIJ866cCtcPYcyyIdXealw//5Hxp3H1R+83vw8MEdovn5dNnBxVQGpUtZl86PvzT+o7/r/OTr0LY3ESoRsJRywazh1qAk5vsXvHj5it/7+U+opfHhhwsyDwOEnSM0uo7o8uOcT0koyXn65qds3YFp3K2xdDkcH8A22vrE8hSsDUfQFl2LKeSU8RTLiK03mkK7g6QdlY2tN6bjkVd3dziNalcu16/oHiPk/bxyyAcQ5Z/++M/I5cQhHVg3oaSG3q3cccd1e8M//vkfsBzADhOyhFotut+xJHKnWgu5Ijr8DaILawLSe3T9tJhCfCRajoNm5xRXC/BQkJi0PCSQXY1UZkrKuChpnklToT49DqmwD5qXBOdzTFq5ZWyt2MXJlxWbZmyaQg+QEiaJLM5Om3TvwUPuSptnECH3Rq4xxRzUaDkYG21b4j4wwzx8Jc1+NVueX93sVvZilW46TB0baOkD9JV9EzrkSMLYmhI8sYE3eRtjtcSm1Efb/1dxRxmnuZYwJNAsYwyUEfk4cprNQko3Mqxl66gJrB0rhqfIfnbvY4OntzdMPaIMfDjwxGg2RjgMt/oeZBA3mFnY6/sgK5vfDmaywS6H0yQjr7tQCqTUyWxMqZPVULXxvUR+cKtjDKs9xr7WsG3cTK5h4SaJpGNoVEPEbl2yj00tqlSM3f/Zu4e572a0tWOLYyv40wqHjLQY+ZgMnz3eOwsQ//Gd8PYtbLXiTXh6Mv7oh8JPPhW+easjAzkKWRD0JdgAIzArRmq/jaymYCqxpBGhuvBHnxk//cp499S4f+W4BpzxjCzBbs/jklkrfP0k/N5fCo8CYHTJdBE6Gql3+yCXhePhgZcPP+AvH7/hw3dPrMvCnOcoGCMfR+JHYHy6mwQvKWzLI10mXKbxDIRkME+Z3Jx8SGjpQ344xAomOCmWTEmxXuOQS9C8oSlUV0Ynl4m74x1LW6hrY1sFEyeJkdV5cXqJSear8xe8uFNmzTFxaSwzjnLH22Xhm6c35FcHplTIT3D95l10vwNwHHc09v7A6/GDmwccQO+o91jqyWg+xjSYUzxvPXq5eBbYDZvjfskSHGTD0ZSHOfoT4THw3Ax5YD/xnneJhMjV4dqwU8MObSxzcuwedpgFGSy2BD2muO5O7X0g50IWI6VwnLJtPKhuzwYo/wy14r/79avzHMnjDXNMN5oai8Tp6smp9Ahds1gG2a1IBv7pGWRzrISO1NdodUXB2nP3CDsDRSizkA+gR8izME0RWpVG9KR5Cvt+C/6V1Y7URl8El0ZqF/ggQ4bsnesGosqdglRBTJhTp1pi7VFYXIQKzKKoV/BKc1ASU5lYryttG53X4GyqESlqRPCS6oGiB7Q0DofE/TFBieTCCeh2wCShsgI6cnydXldoK6oanc/mXL9Z8Z5wT0x2ok8hxZoZjP850wewACB6wXTjyTrFFTXom9EuK+2y0d4Z/VHpT0L9ciFJJ08r5bdeIvcOdxtSSnRB25UvPp/4icFXX77l6Ql+9GPhf/m/mnl6GvQs7zf8KswpHDkJ+WHQZk4ypJJOymGcocTmf8c2V8/8/CvjT3/U+eTjLeADHetp308hARfMC+/OxtdPma/bPV0f6Ww4QpISnM52hpyQUjjQ+O6r3+Ff/Zv/AX/8hXJ88yP+9l/+Gb/9NyaOBwPdng0uEtACGmk9bsicNIpuanhqzOkFJU2oFXo60wr0+SXTiyv92mlPxnx3h84TnQNZKuKNpTnHhweOxyOPyxfcv3zNhy8/4vH8hIqwLomffPbHtF6ZyoGnS2j983zi3/nX/8e8evmCf/wn/zHreeF63fhaDuQOkytliu4oJeeTf+8VL7ZPeP32+/yj/8d/ztM3b2M0tX1hkBBCvgo6PBShIZgb2vcCFgqyUlLge1ulHAbmKNy6yRUf0Qzx/tkonpPkccApKoXmG+uISNknMDTYK+0aUyZd6MeGHjZaWTm3hSRHVNPopIVk43BiihTJumCycWVDkt2gt1PJFFF6WqhmYz3sAdf4t7yQ6R7OG+H8NniFajSJJt2JscRN2JrhyW84zn4BGN0l4jduWaTlwZ59chO3q4BaYF+HOTDKpGE+ILF4CIJ1YFHdRvzruLDRVR7xWhE15CAxFFm05FkUyUJNCcklQPK2YYSF1WotXFnSEe0r6mEEG4dDbKT3xVMdIHBkLSllKsyHGWYlzZl5KlzdODfhTVO2rSApMSfn/hAXsfSVXhLpNPOyJGpObA5v3my4xWVSabHINSeX2EA4hN+kdjorXZzmgvQ4qb07/VJpi9GWYH/0R7AnwZZY1vRlw3/6hD4o+oFgB4fNSeeZenXeve384R/C3//9xD/5U+X8NBqunYu6D5uzogeJ/OrJ0QlykduCKBUZ3MzROeiYDrryj34M1p3f+Z2FD1U55Tkq1dix4oGjLZvy+3/W+G//Qtgs6CHNoXkdvO6M5SM+1DjfffUbvL7/Dmk6kQ+v+Kre81/+tPD6E+PjLEzTidjgGWiL98thWeGyGOfFIY9gAkmIdLpXVoOSZ3rp5FJphxr4+yL0d1v4lX6wBbshnCVYLmdaXWFSlrrxzfKOTz74Lo/nM59/9RMOh4/AGtbPpJwgZ/J85KP77/Hy7i5MY0t4quanL8Iq0BOFFRXhNBLJzuWJ68M7Nunj/tBb1yY88zEB9sXlPntAwFs+GBK1xfU95HAo0rGWu11zGQ2TdySFgEI9JrGd5qc5IU1jN8GOvvngesY95E2RxfG3lX5akUlp6xk04akEvxOJ2kakehZlLCuh2Ram1cSzmAWkCPNUSNLoHdbaMem0vZh/W8XxuRONWCfFyBJEzvgARv4ttOa3k1hSdApDVDPWSR6cR4s6lgiQ3Z451jGuj41nnsrNMn9MmCGRGl0L7gMfDNBV1IhQoRm1HkocgTKkftV9EMITPWeK5jCK8OBpohI8QMmoTmSNNtG8h9mpjuNgXFtzKEnJKvQspBILpx7bI5AcKYtVeVwLK2F/NmmjSZh+zn2jq8CcOc4F2ZyunfrYYkMtiZwHrUc7fZx+JoEHI40mW2CPY+nkPbzt+tppi1FXaGfoZ7CL4FuMQt1rdPzXTPaC3EsETl0yfd14fHT+4A+F//TvKn/4J4la96I4sMSh75RJIiFgdnRyUhkFkWA1pPDNGBzQ2C7ukMtffCm8u8DnX23Mh5nDKT73s6+n0LtwWeGf/sT5458NDMrCbKMzipAYkg/RZajz3dd/g5f3H6N5Ik/3PC73/MEvDvy7586LY8jPkAoSMItL3EfLBsvmrNUphFggpTKYFk5145hmSoaUV9o0xoek+LuKacNfhWcoAqKZuq20beUwvYiF3nLh17935HF55M3la77z8mOyQN9CTkcqMB2Z0kRCqK3GfZ+E0r+hWqGSI6dIE5MKZhtburLM76hFIeeIiX3eEQe273sxfMb+o1mRX1LydjOyCiXpexZmAS8FHBFbSB+Asw/60F4wZMA8sRx6vyj5L5XZGK0dOTf8umGL0rdrLOgwEvm23PT9eVBBzEOMYSmeDQ+svCRQF+ZSgl7XYOuOS8S4/iqvX7k4ZmuYFLZBwtZqSB2EUxw6tBbFUWrQXMSEyRngOgNYF3QeOBujGBnxq0PycDieDkJ5cNId2LSRpoIWZUrBa0qaEF8HECxQdAjrYaoxZHapfPLwPSx1vrh8xuE0k3JizYyZmLBealfWdeFpWznmxMt5Cl84q7S2cT8FEXvbFnb23VHD4LZ5BMG//ugDDncHfvH4Jdd+YXm6IOWO5eJ8LY3P372J0QC4v5uo3fnqsvL1iydyUea0kI5HSp74IMGbN2eePt3oS4kKSOc6P1FKYdKZWtawYdKO5EZl5Wl75JCG1roaXFd87dhZWd8Z66Phb4GrIAv09oy/bJeKrJ301Di8OAHOdtmw1fj55/C/+d8fqT2I5gHExyVTkSDBFiWdVvQEMiemh4JOgk9KkYK44X0juSAWnbnJsJvSRDXh7eb8p/+g8j/622f+h5Nx/+KDeJBti8yStfP5lyt//88Lf/jpRJlP+Jwi2mJ9ikVOSnhqvJiPfHj3mn/3X/+fo4d7FnWO+sDZP+Gz9bf505/8Bdoa/+oLGVLKDF2RvOHaeLM4vQuzCqXM5Lt78umegxyorbK2heO0xOSiCZszvTd6NtIxk5k4rS+4bI/Y1Hj9vQfWt1fqtaHziYpxvVb+6Kd/H6/C6XDiuv6YD198l9/57X8Ht1dc6spfPv4Z/8Uf/sc0e8eXn5453CWmWXh5ahzoNC18ePo+T+c3vHn6Bcv6fXyueP4cfut34fAEP/mnZI0OvBu0IbMMist4NgeD38WghTdiUiUPrL0C2iN8LWVlIw0v0IqNDVuR57x4I/D2lBK9dZp1Osac8mBZtJuQpPeOd0W6kGRCnxydNtrTmTQd0XlCesGQyLGRIS0WDWkiE6Yv6FJxOmaNWWZKVqRktiWxrZ3WFPyKy/LtFsfNQNRHTyy3Ddg+4rrGeh6iZVeLjuCG5egOqMbn0UkH4dbZDShFDUEhCb1IuJ8kCQ/DIReSMsX2T4yk8e2LO8mio2xZkNORJMqkeQxmwuvDPZ1KtxanUMgGsHaNm9qhlBIY6M3mKR7+vt84KZF6D6ZJjmKuDhOZ7drovpGsRNpa70y6IhaGgsWf3wK3kFUVIQwxTPCp4atitXNpneXNwvauRSqdB+eSYmgRek70FMUxMmhWOhuqUGsUMNs6voKvQlsMWSCtgm2Ktd22al8zDfTPA59cHldEwoJ+Nwi5LrZfPp6fKJ7ldzPILDFWnxSdomvMWemhm0MtDXHCbs8fUE2siaEi/IOfThxfwvc+Wfgbc6XkcB5at87n33T+wZ8YUr7Li5cTX2zXoDpJyBydjrkhGK/vf8Cvf/Q7pHICSag3TuVDbG7U08rvffYpF2v8+q9Vji9mclHQCJpHhG1zeg2uKa1BW5GmrOkh8OC+4hqGtKdcqcWwInAc5q/m9O2JUjLYRDt3GEovbxvihnpjuwZZO01grjy2M3/5iz9BeaBa57p9iW/v6LZSiZyWXmHL8b4l7az9a7IaHxxe8tQcLxtSnPS7nXYw1p+GjG5/9szkucPbX+Pauu8TUXR15j58iPVGe5KBM3YP4nv0akHY3xee0UUydN59+Egqe3oiwzsh7qGQpMrO110TflHsutGXjTZto76kIQvcF0pC5HLKsGazwR7peImcJlGlpIxm5Zo6pScsfcva6s1v4oahTYwO0kUD33mPL4bJfr/vyy7woPcwCqKO789gFEePTlQdkoTkLcd2J8LGY3Qgl6DdiOG6G3EFubarQFZ0PpBFmYfVUhbl9eEFX69fs/ZKJg3zTrB+DcoCypTDVLdjUcg8imMbq3lPStKw9GopoCpBmCSzLR2vlWkuof5phk4r6op6YZZw1AuT1gj4mpNS2xbddxJ0Cx34cqnUx0Y/2xipc5zsk9OL0kujZY/3PyudDfMacQ2b05vRq8XYvEJfgEVIqyBbClu52zPwLN90woa+X1aQ93XiElfqhgsP3trOaSyCHAQ5BOaYjhp4Y1aOSbgMXEgkoWN1JDeSPdjAp5sJv/fziQ9eVX77OyuffLRyOsQ4d13aKI5CPn7Ea5347Iu/pNPiwBMHCYlkEXh9/xHf//h3cQ0D2WTOqXwwHGM2/tufzCztzL/7tlJOB1IZ49/YdK9rcJ+tOd7ChENqeMJjkTZpvEQUjkU4106bHA5LyFGr0x6fmPJr1A/Ux/PIXndsWyDWm7Q1kSelzLB54qmdefzin1L0ENhf8rAKxCEfoig1Z1UnaSNJZ21fcacPnI6vYvQ2i8bidxorRvt7YwEyrmRICHe8bx+u5fas7ow63/+57wxuvxfjdrfIk2LAa8+DexQlc8IesAWWG4fwuP46thfCkDrG75sLMoqjXyu2bPRpo01GyjNF8vjOowibyJAt2BjvgS6DN224hA9CSkLWHoa6/i0Xx9B8JSQpOTm9Mxx2QhpUirFdgvtHC3mXO9TcyT30rjUbKUFWJ0kdpgbONVBWtMchItlhaqSHiXRIcJpjjp0TWmyMTjrY1nHSp9o5MDHLAZmjtS9pZjpkcsocysz66QJL5ZzbAModl4msxoTRpIWgncSmcRZOAjpFIryx0mrCkyPJmLMilpj0xKmEC/m2dVZ31mTMB0ilc0gXljcWJNccBrriQkqFO+KBXruPTBCnlMzhoyAMt1cDU0XoWUn3gr402gSkcCrvLHQ3WiV867aOPVb62fAV9JrpF8cugGmcY8njxh6f+xmPesaGRFJQHwj8byfquxMdfRb81NCTk+6E/FIoR+V4FPIcm17JSt7ikDKE6gRGhENvSPfAIZMEim4L/8U/Uf7gTyf+1/df8esfKy+Pic+/3Pjhz2f+/l++5l/6N7/DB/OBH7jz+bvPuG4X5ukBCEee77/6Ab/+0d/ho1e/S9f4eYtMvDx+Qk4ztTs/0Q/42ePGf/kHj/xPpo3vfqxwKMDGVoU//gt495hJKNYjtZLk2PXPadZovnFdPifJgXy4x5dK042tgPpGqgrnhN49kqYn6jlxEGPKxqW+A2bED5HrXKFvid7eUOYj969/jevj1yjO6+MrHq2T5sK/+dvf40//7C/58stvONXClipo5bsvJpwrj3bmkz6R/EDKd3x4+C5v5kd+X/5ijLAR6SDmqPfoIl1uIqT9pZrGWtNDUi8SbveDj2XswWMxPTaLYKtWDWMjucemeNvobaO1oNCMErav2NgVLEWETQMz7LXjF6GglOs9nJ2azjTL+MGRlFjNmLVwJ4nNDZXEKZ1YPYFvZMJo29zZ2kLyAAfmnIZs+VvmOVr3OMW60Wg0t8FrjBYrKzSNLsCFWz6MWpgVRDaLjMXM2HVJFMKkxBi7e/hlIc2RwieHgs6JdJhIU0I1j6213LJkSIKmE0IIzZlnciocypFpSuRUmPOJ169/g8P1DX79OU3CUk105Fqrot6CNwiIp6ElJ/Jl3IJbJS062TQjMqNeSOkAGlSId+uFhiGaKFPI6JAeEkEiRc005Ey9h1uPmbPV8NUjOSYbvBDKQZlfZnxNWFWWbqSDM02x7XeNIi0uAWP0Tt0afY3OsW/AKnEKj+cbngH3yDV2/qo6aed12rOGbvxJLF4gSO46gRyDapWOTjnmoF8VJeUxNnks8HZ3FnUPXmY3THdS8BjHXOgClw404e/9YeJ3vuf8zncr//Rn8CefG+/Wyqc//5Q8zSxrJcuBY84oCVEoKXF/+ogy3+MpgYWHqEu4vWSdKXpCmXi3Fv7rnyX+5d+snGblxaHQXbhU+KNP4cs3RlvjXpinD7i7e8Xb5dNb55z8jjyI4YepYO605pScg2NXHa9RGMqrQmYiuXJXzqwN1t5o+Q4EMkZ2gWasT9fgs2YJ9dZWoXfO50cQYZpnkBYmI1ZYKzd6W1LjTpUH7vh4eolMIXmVHdBwH6IH4dmfNu7H90frnfA95ugbzc1kaPrHgbqHhLqHB2PRjqhS60ZvlT462Zu/p0en+cxpFvz5C8e92J1ejfbUQv1UBEuG5zngm/iWx6cK1v7oI2NBSmLzjlhkduOGmN7sEn9V54lfncpjYVjp4mxs1B4bxxCDR3HUoel2taBqdBlSw9iUJPSmxe4jcInkYVNvQHL6BFogHRN6N6FzIR0S+TCTp4KmjO2b62xIkngQ9UhCyCL4fGLKM3fTiZITWScmvef0nRdsyxvan3/FO3dWccSNTQs9KSeLc9GxCAoakQje24iLLYh21BM535PkBciEZ6X1hW278tXylgMHjmVmLtEhmzWmMmFdwpQiOY3OWmO90zssV4uFaQYOjfnlHGlvHPCnoN/0SycXZyrg0yiyYqQ2ilDtbEulrgYb2KpwFTgLvip0bgYE+0gdy377Z3ixtxRIiWJq9nwzi8Z1TrOTToKcnHRyplNiKjI8N/OwqnKSK+rhAtM9CMd0f75PHZILasqagmqyufJ//28Kf+cHjf6vLPzdH8Gf/8K4tjN/9sM/RtPEfPcRx/mBORdqjY3mlCZOdx+TyoGKcRwxBgZkUbJMTHqiMPH2mvl/f5P5tz878+ogvPj4nubCeYN/+GP45o2xVSPbxDx/j9cPv82bLz8bD3oi+4dxv3Hmbp7RlGgIkxdEYG1bCBGOzvzrifx4R77OHGfnra9ctpWWvxvSVXkia6ZV4/Hyjhcf31HmjOSGrlfaZvz8i4ZRON0fqesb6Am3zHVbmUviOCWUlZNkvucPfDy/pk0VVQ9GiEG3GhZeorTdzttD6YLEhLDb8Cm7YUXoycMwLIrhTQ03RmtzDw/QpKgKrfWIT2ltGJLs+4j9nnovF8rfM8gg9P+ydra3K3kKE+ueK2U6Dhuy+DxxaWVAdRaWGW50Er2H2YRLRSxs0nqNqNxvvTg2IPmIDZCC9c5SK8ni7t7GiLxb4qvG+Ng3Y8AS6KQkC3ukpjVkh7HbCdzqTmASUkmU44HpNFGmgtzNyFSQHLkRoa1Wclb0FuM4oZpIWjhOd6Q0IWnmkGeShjluQjiVO1797f8Zn332D/nm8ad8WVZaq9i20tOMWIfeKVOMFtUge0EN8tYRXiIyQX6gD+dh7wtrf8tiZw4COYcjjdYDygy9Y1vDeoV+pR0DZ3koR859JanwycNLLu1MtRaLFCpt6vQiyH0i3Sc+qSdqN9bWSVN0LG7wVI2+Gl6hX4CrkM+Z9s6wq8BVbp183/EjZ1BlAJOhfoDe+0226e43rCpMUuPvMIUbjRxhfgHzfeFwl+HQ0BxRuU1D+jj1FK7xtWO10eootLs9l4PmPOgfnckESZ2ejDfXwj/62Qs+u3yPL7bE0/VKSl9gYnRvvPvmR7zpYUflXcg5cTye+PjjjzktVw7rhaolOLkiTNOBajVi0odxBxj/nx/BUze+9xsXrBriiUNqlARbB+rGu1/8OdvyGVN2pvIxTB+xtIbbgsmF7hMqE3eHxNY6mzYWGnmB9CTIm5X0KsHHxtvPj3RTHnSjPLTYAG8z6dX3Oa8r16+/4Nde33M6Jvq6cLr/kGrwtT+SZSGlHm5HWycJ/OYHv436Bv3C62PimO9ZL0fkzVfI4zcj6D7kv6Vk1jWSREtRaq24G9M8xfKk91tGESO87tnsM7o8H9m5bkbt9YZfujt1q1gz+j6NuIdiaexmVUPr73VDpuhyeu9hojMgG+ux5PFrYv38gr99Iv92wacDdtzYUgpvZ9K4RxXVAi3h3iPT2ivdK1t3TtqZFFoSoFC+dVceC3ldV+L0Hw+b3UYyRUa+Q0jxGDf/WCOPH1oaUSmL3JRhDEK2zgHqpymTDxN5nkhTIc0TOWdSTuOXklKi5IzkwDNnnSIMPE3M+UhKBUkzRUtQCiSN5QNoOnB//2ugGUkrT9c3LOs5NLW20awifhjmpBCeigTJVw8gmRZrHcAwNZrXsM+fE1NW5iKoHeJG6J3uMrCOwfkcN86cE8mFqcEyCpc1hsgettyHAaojKaR+og10uqXCBRbt2DZ+rVEkfR3j9H4xbnD5/r7vY/KzS8s/k+Uz/mEeeB4S5kb5ENGq6SDkWcmTYiUOq9DF2eCuOr17LDZqmF+4PS8I3n+wbHQPSFC8VjGuZJ64Z7U1UIE8nKy701qL5ZKBdQFTqsD1+pbH6xvK/AIdY3US5eXDq/hvEt6E3oTWhB9/LdwfnG/ebGSJbrH6rvIKqei2rXA1yikemiRK9TAMicje0AbmfAhCelHKyxaHwNVol06/q/Sjkl/cUWpG2z2n00dY71RfKOnI8ZB4+foh8LLakZ4p6Y5UEncCVi9DRipIVtRjKad9JvVEciXrPeV0T/Mrx2Pnv/e7H/Pjn565LA3HbyyBKFb6S2Pu/s/92nmKgtjMb7nxSULBZTdC/20wpo8R2vd7/JfvpLjnZG8koxvd6c0xwT9vg7y2YAa0jlzBl0qvNb5W6rjaeJYMtzaoRY57C5u+fVpJRnPHJD8vmX6F16+urW6OK2wIta8hFXSh2SAp+2DPazjyEJPeYMzHT26b7c9i0HB06IIlIVljy3lfSFNhOpyYpgM5T0yHOcLGU6KkiZTDduiQysiPUI5kss7kdIiP0UzO8wB+w1h2d87ecO5e/0vcv/5bfNdXvnrzI968+znXy8rFzlz7BWmngWcoSobhn4hOYcAglUNk90Vx1E5Nht7PHFLmPiey3Y3TuLKJotrIMrJ1zKm18vJhIqPYsrHHRvRhAGTm9DmWRcWFNAcBXFPHt2mI9qGYQ4ft0rEL9LNj7xzWBG3XNMVbbzIwP/bDKwpj990s9nnxMp6T+FiPAy8lmI7C4QVML4K2kw6CzmNxtQP1zaAZdWjFrRqyONZCyJXKwGCVGMuGtZapBhMBQ3Pj7iRMr+9Jv3iD1AtMRoo0pdtmVeG5+NJ4fPw5Uo4sLvTLY9C2NPNb8hvcTw/cpwdsU+oqLJvwJ59HtMBPP73ycAePVzjX6BrNIsSL6lA71kDSxpzOnHtFU6eosNWKiZLmF0y+kI+Vw2/A9cdOfdpY3xnpUNFJ+PDXX5PbPWm751X+TS7bla/1awrG4ZB49d3v8sWXn3N5Mu6mB+7uXzLNM3d3d3zzzS+4tHcgDZkESZnHtHLf77jvrxCr5LsXnD7+iPPyBa8/hv/Ff/iv8B/9n/6IH/3sLb07SRRNEXMSLucRaeqjeIX5XtB0fJhPWAeykEUpSaNr7uM+Goa2OnDq7kZKzzhzRB4PxDqlsaUeVB+Pxc+Ot6kQ96dD21bAYHP0Hdhxo96vTOrBdEidPA7WrcbE52Z4X6mjOKoP1y53VNKYUN6jon0bxbG3sP5JoghhCTQnWMzoLUwdSEHRmSdoffjIdR3OHiFWNwurImtCnpw8GXKYSAdlOmrQKuaJfDhyOtwzlYlpLqQUmuppOlJyJmtm0hT2REO9kCVTiGhRJCPMuA6CgQc2EmddG9xGo1Pxcs98/30e1y+pLbFRSBJuH+Kw2Qhw740JGbSlykoMGsnBPTbXc3lBlhmXMriQUYxy98hlzkGbc/PI+O4rWYWpCKkFrnvuwzjcnXJdqEmpKUE6IAxgXC9gBZUD2/XC9jS20+8UOQtcEhFpsAPrcSoJz42k+DONJ7z/hgvSANu7P+OOpSTKMbTu5WWjvExMLxPHlzM6KxRFJ8Nl5PBsYNaRWrFrdLF2CfVUx9CTPTezZXQuKujW6Bl6gTU1vlx+wfnnb7AeXdo8QatjDJ9X+sJwl49P1brz9Pg1T+uC/+LPsXdvETFyEr5z9x9wfPED5O41RU4km2lLRQt8+kb53/1nmX/9+07G6RJRthuQ3kKnsZbOlMPsYKkHjiXR7crj5crd4RWqR6okpBwxnWifTPCzBktlPmd459RUqR9cKffK8cPMq9m574n7OnH6+kM+ePEdfut3fpf/5O//X/j860+5Xhc+/vXf5tUH3+MynXm4e6KtGy8s8cHLEw/3Mz9fzrz96Re8/fxzysPENz+68nv/4Icsn/0c3Soz8PU3CwYUSVgeTcswfgHHPAWnt3dqi15OZN8vB5kb8WHw4qw1uLyMsRaRYTQc91Lv7YZrp0G/ARuLn3HP7bhj/2cnGnGnLpEnJFm4frmR9C2qje3DI9PpJV6msNgzp6+N1s5h1IzFVOFR/BuRxHjap9m/Mh39/18cO8FpMw9uo++8pvjBxOOL7lEKmhgkTG6jn/CeiEmIuIMiMUZPmXnKlPlAmmbydOBwODLliVQyOcUFmqYjRTNZE2VgIntxTCQyI8RbUhi4jhMxTrSQALpXeq907zSv1N5p3VlqYzPoJJyBZY3RyvDnBZQZKg1zfcbNyBQ/kGQiVmplxHcGhpN2C5+ktHUYzhLW76DMOXS77O/V+GV1LDAgTEx1dxDq45SP5Lh9nGYBXwVqLFJ2uZfL83Vip+7s9+RfvVn2/7tjxQq5KPkA6eSkE+SjUg5KnhNMCS+K5o57bEHNYqShO14Jd6FNQu0jErGduxfC+wY8/mxcamJsrdFZKUnDUTpai51yuQ8i4/uNjnK7bvSl0/wROz+hqTPNQutLaIBRxAtYwprRsvNUhR9+EQ7qs1iQPVJ0ylTCxs0h5xOaZnAo0wPJJsyN+XDEKdTqTHnGkrGVJdgJXclX8GunH426btgpom6tXPDUgca5P1LqA4+rUzGaOptlnjqkzag4Jge0zBzkwDSfSGXCt0oryno03rLw9LTxi59d2T47B0dTR7cokT4oQwqIQPdYmCSHmyT2RuvimbTtz1PG+3DajQTm8Yzpe3j1LjHd7ylhaLwH0fw2obiHnJf9sA5IZsfJwZCrw3mDJ4F7pZcNtz5G505vK7WtuPWY+Pq+VAq9924ELaKof8sLmdWUMlbhHaOZsdYIikkSITfdamh9R/youNAru4nv7WEThTRDOWamU2E+HZlPM8e7O/LpQJrDuOF094KUg7A550OYjKY5SJ2io2sME4wJJVwu0uiOBCPmou5GtcrGilmjtQWzDfdO7ZXz0xPny5lfPH6ND6F87xseAQhxwTSoPfQK1khUrCsdpaFM+Z5ZHeMAMmOame6f2K4rXq/kvuDJsXTgul4xi6AvJw6NfDjANbra4jA5JINlC/qL0vHtSleJZUcijBLkGlujBfqjYmewq0MdruVp3zgOyoMA5qHg2CkWN4qO70vI8XCENVzKQrkTpleddO/k14n5oXA4FeSYIpmwJDKFvjXatdJqAPPWwJaOX8EXRsSt0jYPG7khH5XGbXupPpydhpt2zcI0Hm66EGXCkV2nzTiEe/xaHw3fKrZ1Gp18cCwLVZ0mgCtSC2wZa8bqHq5Kl8R/9kdQNzDplBLX4bHCLMJJE4fTD+Lw7Rvlxe8woXxUn2j5Hde68bhWHqYXQOcr+zM2N5pl5G0L3fnkXB8vTCVxnApf50+pDa7Xzl/84g/wX7zk9NXnrO0v6KXh0/f4b3/xM/LXX/KiNA539xzmI/lkfHlu1LOybD9iPTyx/Fbn8599Sl9X7N0W8+woXLvNX5aETnNowIHL9UrdRrKY+yhwUc1ENA5mG+en6a3RcHu+b0KZNG4hDecehudlwNSGEgT72urQ1GtMlxZfM+1Beaq0Hi46mpStVXpryGWCtw3Rit5npISD1Vbjz1tdh6BCOMgpGBLiQ5Mt0U2aUSSTdPp2i2NbA/xM+/LKAE+odXozqkVGMvFzh+EpDM/DACAleyxeMhxeHikPhenFxIuXdxwOM8e7E9P9iTQX8jSTpxM5F6Z8oOgUxrEpQGgVZUqjS2Rn3zPws1h99MGaN6us7czVF5pV+rbGadMbl/XC0/XKZVno2xOSMs5ElTlAbxXyKDAbKWgvOLWHp188xJXd/24SJUsn0xDekueVg2zI0mjmbFe/yVM0Qe4gdK7TBdc+crnD1HN3+zHCsIFWg+lPQvMRzcEv9AdlXeDRLUb2OrbTYmEPRrl1kc/UNhlOLWE791cy2eM6ioZvxuTwsCEvlHwf3Mv5PjMdM3KMJUzSxLY2enNqd9oKtjpsnb7uXWPCeuCL/djxGt+dJgkFgNjYYEbXoGmEgW0D21LY8EEkj6hU19HdehTTrRv17RM65gihIGMLlC34h51G1jDZsHNcX5mcLTVSCo7m2hJlNnRynjZoVVneJsqbN8h0gDxzuP6QixW+uR7Q9DPEhROfUNtKUyc/fMKLv7XR71ce/+hr9OL4ZKznle04U5eKzBvXpfPm7UpfOs47Vv0jmDZyElJ6Q6aSmZjTiWNS5mRsCsgSCE8RvBpmGwc11lK5TBf86YC4kmX3F43kwpTDFQpNlGZYdzZb47l5b8QNx/yB//l47kcBFRjpfyWWHR7qqr2bb71RUCSl4Stq0PcFSjybPiAiGb6s5pFCGA5bBnsnmjJUsKvQspLPlTpdkcMjGy2eZavhy+BKGid8WJvNwV/GKDo6yeeMln/u66+BOUZsoniArntmyT7KmNnNZl3z86IqTfFxQpig6iTopBzuZ8rdxHSaOZ1GcTyemA4ndCrkaULLgZwm5nKkSLnJzWLAUvKueX5v4xrBQaNb9A5e6X1lbecwE+0VryttkLCv64VlW1i2he41wrga9NEp7ideYBU7XjGcYsZoEK5DSpKIcpDhotHZcK1o6UHtaR5GvNEu3uIUBGjy7BSyi1TCcDV+L3jTFu+BAqThdNOZTgk7QU4R+tXHiLRLJPe5Z//PvTvcj5X/ru1dbPUljIYnQgVzEtJJKcdMPmTSnNESBgWKso7NdOsxUltzfOv0LY3RdBRtJeIOxubSO4gNUv8tYyQwWvo49rLf8KJ9At+pl7L/LGNr771SNDT6ShrbzOGUMd6LpDmK5ybIFh11TyFICKehGER25yDr0FeBLSaS5hutLvQ+sVQh9ytZNJxxRryc5Ex+paSWMPsaNsLwYw3T4W1rUBvr2lgvawSfsdK2b0hlHgV+izRMDJWZJC0gncgXAMJw1rxjvZIkAuIia3vIYNkz4IP2pjnEFAyTiJQyXtfbvRGNo9/+eyd762377DFRiKIavZm5Uwc39nn8HnecBDfhdi/eDK4HJjlUbn77u/tX8dvHuBGGuAvY0ujrRl2vhBIwnsE81G27vjuKYx7vgY0R/yZF+Re+/hrF0YP/JZlv+jrAer0VSNlJGQrpoPRs4bJziG9OEeajhtJlnni4e2A6HZjvjrz84GPmeeYwF/LxjjRiOks6kDQsxVTCETg2WmlQQdoNw+weC5ZmnaVfA0vxxrI9UtvCVp+4XJbQnvbKlsOHTpYn6nKlrytVGtI2dLvgfY3Nd76j+liC3ApJ3GiNGM2LZY4kimeywCahfa3WKUKM/A8Jf+rouXOMt44sxNJmEKF36kjaOzwP38gskeJIjYvbckF6SCdVE/JxIUtj/umF+kUCdVYP7EWJTaw/86ZuQJ2q0rvRu/3SzQqgSZnmRHow9M6ZXycOH0xM94Xj/Yl8zMghccihSGiWWPqZtXVqD9OKvjTqU8eWhGxCbmOrOdQCljestZ0bg2hsE10JeKPFlCGz0bJRkjCnFFr39KzGEoYOfFRNVR+OMjNCwZqzLY1tq/TWSaIcphOHfCBXsPOeJTQ2qMkw60HIn8ZI2Q1bjJN9j/P2hjfXn5Lzr5GTktNKsqCKMV2Dm0ujL1+T7z9B7Q7pP0WuBA53VtZj593hSskz9dxo767Y1iKkqwi6Hx57XmCcjrcxtDXDU8IFlu2JdTuzbguzpbDZmy3cd4aaR1VIKZFzYp4LmgrmSikTvXd0HX6twUsa96KTcr5h0uqjIRBnLjk20qPgmPvgTO5YZFyODrimQaES1i1icfdokqRKSYeYEAahXN+zqmu90btFo7Ip4kp/s2DJ6HPn+OolKU1oOpDtCKa03gkH8YTKNBZGPSYGiUPxWy2Ovgl1cs7dbmOMm+EaN6ruORNDKTOVBK4km2Ixosrd/USZJvI08fLFa+bjkfl04v7hBdM0M88zMs2kVJiGn52IUvb2e9AFNNBd1rHGd+vUvtGtUa1y2Z7obaW3hev2RK0L63Zm2YL/5Emft6q9UK3SqEh7NsyotY7cFiHnu3FzbDSen8JEPOSagFzwnHGpdCLLZJYZuLJSUZnijiga9l0piqJ54GSeRpcY9ybZYyHTDExHAdCCkKCHYiG5UHycmEdh+80J/awj1zDigOAn7nKwWK7oSFkckQspAHTr0VY5YfAh2eHQkReQH+DwMnG4K0zHifmYSceMlhQh7o3gvTTwHnEV22L0FWwblX63tPPAGW0kzIlkfLH44UeSX+Rdx6kgeeCRgBVnyaHFxuLt3D0Gh+cxGBTScIzuWOq4d9Q0VBMYqSRevfqQ5fwNJR9Z7YJtHa3QU3BR81zIpaPJkFmQVZBmvPnhZ7QXK+kDR9uGeMY54v4hJRdevXjFN+e3LG3jOCt/63t/h8P2If8Jf0hv0Xn2p0o/ZtrJaFzYzo3lzRXZDCkhQzVriAUEsBsDb9sZXS0mEic8BhTOfcOskrzR1LEpKHGaBGlxzfN4pg7TiTIdkJRoXUCudIscIPE4iOuYBnGntTr+fgKNMVfTsCZTQZOFj0JsO27t4c4p3o2ofaQWTmmkYBIBYyoamS6qSNJbpI/Y2KgPHqbto1Q35MlJh07eamRX7RiVpOBiu5H6iFDOFma5Upi1wy+R2r+l4mhdaB3WbuS8P3hDg6kgA5djqF2CIp0oTNgA4U8PR8o0M5WZ+4cH5sOJw/HE8XhHKTPzdMBLIWlm1pk+TpzM80SkY6kTMPDAKbyH92KvbG1lXS+0utDWM9ftka1trOuFrQ1XlcPMMIqmmdJ8l0TF7wljA0ZFRTA/xgXzShttXsJCGikaY0yKAyAcfkKEKJ4wEZr4yK4mxhoYy5kxBo6fi3F/jbfxNuzuI70Mx18fHNP9oHASeYL8USbdddI7MIt8FxvFKNCAUU1Gm7iPj4reApBgjJMZZB6GEvdCuVOmQw5a1RxEfMkao2APWpL1wJ2s9TAh2ByvOkLChia370NzkMoFic5iqLrCSeWZ5ymdm+Y+dLx7HlBsI9OYqZvcJubhch2njmngzrjQ2opZRVW4u3/J3f0r5vmOdd3wGgqjSKoDmVKoShzSnMJurSeuv3gM/PK1jEAqG+yNA1AopdCa06pzuDvyyevvct+/E9fRiGC5JbrQtnR636jnRr20+FnSvgmO5MjWO4kQUdS2oFts8ZsnJGdIwmYVtU72CJKzLDDrkPLtxTEMWHIu5JwRfSZEu41sFYaAz+Mp2Id2biRvA9EhqtBRHIO9ErVRbttn1bgGt62zxuiddCeKhVWbMOIZJA3fBQZBXMbzMO7x3QnKHVlB16FY20apzexaE/pYOO5JhSphdTZpo2vow3+V16++rW7g1ZAN7vJEV8dyo/gcz1q24ZYj+JxIFqqU0/FAyRMlF+7vX3M8HDkcDsz3DxzLkbvpRDq+DLJ3ieyQXb7Wbz/EkByNErl4p7qx9WVQERpbP9O2K9ty4fr0lnW9cL08clnfUPvGWhvWYlM0pRlbltjaSoNtxes6ilX8SnkYtG5nLsfggCVrtyq9oUxT3CjHPIMqjnExcA3cp64KU4aS8TqiIe6Ug840jIstQwYVxbD2wLYGTMQwBo9RzJWIoW1UM2ZOIJmeMo0GRbl/caJ/d6OY8/jzFCOYx6GlO29Gov9+38IqipEN5UQmzUK+g/lD4/5DZXpI6IvC8X7icCj046CFuLP1xFZX1uXKdVmo1067GO1q2AIsCj22SnWLwomH3roPOo+cCrlASs52DjJ6RvBDHCKSO00C+2R2tilMTpzouGWcniNOiPWx01XIiaASKfQmvHn8jFcvP0JQHj78Nao53//1f4XLn/w+y7LhR8hTqLUWDfJ3MuHlqwfm+9dMywt+/JMfUe6Fu3SkW8ZdSLmxXs5Uc+o337BelSR3vJx+g7Q1bPlZTAUucSiflT53SCs1C33tsIAc09gK7weWslYQraTU0NbpW0dspZ+vyJzQWcjyhPYN6Y66Do6mMR2Dj5zNmKeJMs3xOGmK2AELLNasxaKyB5/X+6BTpQjL2l8+VtKShZSIsToXCgltO8xmt0N9H8FtEGuTR0MjIhQN413V4aOaRj48hqSAV1qv7FEKqpmhyaA0IV0UvgKzC3Ls+AP0ORqTzormjMhE98RJZ0oOxyVRo8ntO/x2imO2TDYne+TJuCqaMllCWmfdsN0sNBXKcMaZ5yNzmZjLzP39A8fDMQrk8Z6pHJmmE6XEKJ01EuEcD/3rYLaDU73fusTqG9Ur1q5sVtn6xrad2a4Xlssjl/M71mXhfH5i3RZ6i+xnciHNisoBTYZLx2294Zbm4dyiKd2QadNMMRDZbyJANHBQLSQtuIIN67E8gGUcpB1x7biuEfswgahzJTrfSaCbQhP8KtSl0xZHcpw1qjGtpjToPGPlvJ+9MX51xMYpnYzDdw7gjaevKsmiuzIpN7igO6EweZ6cgHGj42hy8snI98L0QsmnRD4m5uPMdJjIc0FKiq/ZQXvHWmernW2NbqitDd8s1smWwoaqxj2yP2B967eJI289uJHyjLv6GNelOGlS/NgDekDIJbo7q0GWF71RJGOEFx9LE4ssa1OkZ968+5o3j19zXp+4n+453T3w+sNf43j8E9b2iG4WoD8OqXEoRw4yI4fM9vWVp68udKnootTPlY/+pdfk44zkzFePb9j6Sr/AoXxCSQdqv/Djx0/xayfNDMw42GAs4JfRxVj8MjwOLk/4FjiLWBwWMS41WhswEpUsieQJz30sYpTmnU6H1MK0BSFTaGJgjUIOPNWh1katG7VuN2kgrje1jHnQpXYXxvAu0NF5JmSM67EO6XRrQy3D8xTCKJCjjiQERGNaGDeg+YCRRFANdyPHxkJFxucbuLhJrM4XR96B24bfBfbcesc01D5S7pGkiA6XGmLrLW7RVX6rxdEz2Z3koxshoVpQLTeiJrLhCqqZPMf4PE0nDtPMYYqt9PFw4nA4cjfdk8qBVI7klEkSn0ukBzl638CNDXT1HiRua1RbabZCu7D1lWvb2K5PrJczl6dHrudH1mXh6XylrWvgadXR+4JMiuiEECTq/p5Vk9m+gZPQaiKBhVgUNcNpYws8qZIkFkVx3kWeTZFIzXMD2oRrCessHavp5GwWXpKTMJxVBLtGLGut4XA0YFXsPWztRrAd18Q9yORqUxDDk1E+nLCu6LSy35Eie8rcbjobP/OO04kHbSagG0OPRj4J5S6Rjol0yMyHQpkzaQqZj9vwAWzBZ6ytR6zsZvS1B3WnAS6hrmoellFj1LJmQyAg+Gb0wfHwgSObAW10iy5BTyqAKJp6UMrarlaMAXB4GsDgtTnRgYkr2oSnp7c8nt9wXh95cXzgcDzx8vV3OJ7uuV6/weoayp5hnJvLxJzvsdR42s68fTxjKvStsH0J8++GSMFz0LlqX2kb3D1kSsl0W/jF8g3btZEm4jp3Qte9CbaMR/92XX3AN6H93sE3UR1mIT18CsWo4oQKLMf4n2KJ1mmYGJINmQeuTH6W9RGsB3Bqq9RaabUFjCOC3RgDozO3wUXdd8ci5JwDz0yJnDKdMJPx29gj3CzKNLgbO0y0T4VxZQLftTHOC7GUo7fRm4wHUxi8Sm4Tgq/jGWgVbxEpXKXjI+GS4rcohdHCBl5kwnPQ+r+g5v1KHwWBqYkj3XEO+1oEKHRRvDhpvh9Z1p3D4Y55PnKcH3hxOHA3T5yOr8fv33GaT2QtFM1YUgwdz7LcZH2tbjQ3VjF6X+IGpFPbhdpW1npmqQtLXanvFrbryvK0cHl3oS0btmysl4XeDGvGlDN+dOyQmMxJpjgT1kO03rdHVCdEJzzZcB8RLB2QVEAzh3pBgTkVpgSqjUZFPSOEz7V5x6yzrE6ZC5O9op+EmpxWGqVdUAOzQn/KtCdn+eyKDX7oNAfHEBEKnalC2SBNSs9KS8Kc5/CBXCt52kaBAO4EfSkcX8O2jk43bejI6MgWOT/WQZpFIlxn0GUMmY38gVMelPmhcPfixHTKpPtEnzToNqtTaxTyy3Vl22qYayyNdu3Ui+NbmF740qKbs1/uVEOlApjQru8BvjzrrkTjc/TNSUfFC2yJiIYYHaOkkEhWjeRJd5iz7s0YKUUeTjdj+for3p5+ys+//mM+fviA+XDiuz/4m/zgx3+L3OFHn/4pEAa8Jc9ctjOXeoGnA2tb8FODOkW29GeP/OiP/oDp9ZHp9QPn9R2SEy/Kd9HS8ekKcuQHr7+P3hU+Tf8QykoqhpZDdEJrJ+kWzvdZgsyvHvgqWzjd6wMHtWBBoMM80Zizk+lkJYLuNAWGmxtMih8z8hpkMVictIVfaK/boHIJ27bGKO1EvrVEcSo5RTG1/oxXE6qlpJCykDTHqJsmvK+YbUwqtGFeLMKN4ZF2mpvkgWGGS5LeyNDP+DfeEXocb14DZ5fh0B4AJmaCrREYl5agi5kOetMxwWGi9g2RwmlwM90d6qAEfdudo2oeP/Bz9ZdB8gSheazbyXKLT4Vwiw7C6URKEznNTGkesj8d1IEYS4OOE6qGlZW1rzRrbDR6W8Ixxxu1L9S+crmc2epGrZXlcqVeohguby/YUvFLo18Hmz8JqjMpT/QeKX2qjpZC7jPFnFYVxcEbEvZBg74TDP8sBdIhFiEa4n0RDQuuMUtn2TufMNXom7N5FCWZJ6bjA0UOWFvY3r6hP8b32Hw0l+OI9RSjYxqC/646UhVDtK/76OlOxNsG+cHE8RzBZEnHCCKGZhkdmCNdgnM4MFbpPojQoHfGdA/TnTDdT0zHRDmkwIUkcMuw6m+0rdG2hba1wBOrRYe4ZySPzYob70nBxs+3/4ft/dKtgefZ1SU+BR20xeeSPfIXYrM/UHztiogNiesYpAScxs7F7atzvVz45t2nXNtKnk8cjydevP6Ep8c38JM/QbuGI/0GPUcnhUQkajok2hpfXx22LztiTj5NZMmYOJd6YepGQbg7fZ+tdep5IWcfBTswVFIUBBvFJ+CkwCS9Rksv2vEUqZTxPjTEc+CR+I2pgUxEaFXEAmhOyJzhIUxZIAVmXZ1t3cJEBmVdV3pvMEby9+WBe5e3ywzlFmpFdF57Q+Y2TG0babh5PzNqea+gQR9F9raIGxttkZ07/VyIn++R0UD7jf0aBXMYYmAKG/RHQ+4i30nnaLVkJIka4XpfRq35VV+/cnFMGuFTsfHstzcspYGDmYwLDlZ2zfEI3RLFJQdGqWWoXUaGyD7febDcV29UbywsLG2NbF5baDU6x9BCb2x94+nyGHy62rmcr9TrSr2srO+u+KXDxbBr0ETSUcnpQCozZpWeY1TNFHKxOCmXXYcZjHoXMEk4HZXMQSeMQUQfKYwiivU9FximNIq9OeIdq07bHO1CscJUXpL1xLa9Y/vmLfbUwvU4Fozs1DEfI3huEma6824Jtx8o+93jo0rI2JHHAiLfBe1VK9Ed7ps8IgtcLKJOfUi4ShHkAPrgzHfCfKfM9xPlmJjmRCkZN8V6uOi02qjbgm0rbe3UZRTHvn/zcvON3KWj+2sn97rb0HrvZP7bB9weUhmYnHQJuWCKAuBj++8Dh80WJgaSfPgXRk3s3lAfP+8mXK9Xvn77KeftyvHwivvDgRevP+HduzcjND6262nrcTAWxVO9GTC3LeR1yZX+FXQUPpkppVCpXLcnXpiR5MD96UPeXM+8e3xDLkYtkXkeGc9DXDC24zqyazAiojQR+lFbaDmHwqV3kmRcdmJ7H6bEcWAZUQw0K2ku9HsJ2lpLSBO8Oeu6IRpFZl1GcRxLkj13Je7lQRqPPfRt/I/eYeeaOeaN1loUx5QGnOGDXxkO7z7gsW4WC1fGoTc+514cY8stWN/dwfdfjJtoLBQlx31uwXPz6vTHRn4hocAbUbQ7QyOs8Iw8NNW/4j7mr+HneJzJk1NKZIGQwCenalhQ4QTxW0cHkxotVZZWKWkhd6H3E80PVDraC2awSaP6QvXG1jfW/shqlXOrbPVK7RvXdqW3K71XLu5Iq3irPD6e8dqhGuvTQru0CKb6WujXRF8U6UFK1xdTpBIejrycT7GMGVSJ7oprRqcDra+0XjmkjOF06xRNTJopCFomwOm+0XsNruTARHBnUxBrTNY4t43uQnclnZ1+vVDfXPAs9LrSls7ijg2e7UY0epMSnn2D3+dmeINycEwnXGLZBY2MRbgU+6bOoDj3Hx54l6+s61jYtI70jh6GOagIVCGJM4nTyobOQrnPpIdMvpvIB+Aw06bE1hrSEnRY1oVlXVmXyvVinB8r58eNqYcdVc7K5hsuiqYp8sfHzWq/NNKM22+4UI/baDwTcvv/ZkGHKiVx93Dgkla6d7I1/Bo/h0pnKmGnZbNGgmOLoa6P7kU7LI9PfPHTH/LZb/4FSZX7Fz/g9SffZ1lX7g/3bOs6lkVBL0rqpKRYDk27t+jq4zkTal04/8XPmH99Yr47cp/hw7vvc7r/AElGW57YLt+wvbgiKJlEbY66RBEezlKqBeMSnfQKlBF9qkts+0WRNA9uYwZdEQ0jCesyrN4EtWvIUk/RYQK0FbZ3PfioHviombFd3wWNxsPhe+TcxfOusZzs3Yd7N3izcEqXyoyQc+OQM2o9DC3yHkzeR4e344sppg6JlMHeGkvbyKWQUkZzJhEFTVMJLNxBdRpTguM5o/jAzeP002HWa21IF9/GxFbnSk4bkjaceH6zONt2Zg92+1aLoxYdI43HrJeCuxQGQdy2p3gkvXWrdEu03tjaShZY6kLKM5omGEl/LsbaLzSrrL1ybU9sfeO8rWx1oVplaWdaixF7NUNax7uxLduQEjX6Uw1D0cceYVKrR7B0XGnSMQXDVeN0dUm4CyoWI7IkXBN4joukUTiKKlOeySkqmIxIvuQ6tnSBqcSRsTtnB4bqo11TGLzHIelrjrVG67GYkfgWR6f0PF4GFvN+FxbjoVNxKSAeVm4pdJtujZQmyB05Oumq5K4kC888kxi1dz/HlMaooh6yzj1a9ZhjLCsJv417grVIvqtro2/xq9Y+8q/3gjYWNRp6Xhlk97gOY4DeScaMf4nw3E+OD915buN98ARewEuK8CWz0ZXEB6SsTGPr2Wx4iPboqKLCjs392lkfnS+/+gumnPng+DFaJubTHce7e+o3Hd86NCF5CghDnR7ibdbUoRBLunlwVrdO2jKpQOPK22++YW2dV6WwPH7J8u4NLja6+4Codr+B4EiGLvy9uMdbtIAYqA03rK3D1BFpwT4YFJlouhzXdtt473xEF6JYDXjDrA8XqtAwR3Mvz+P0e/fgLab1+UoMyGh0gT0W8HtjEPBAFNbwat47PW5d6V4wdYAD6h3pzymEe2RvDAS7uUVwIfd4hd2lyvvzKieZwiohJVs6/dTp01iUCviQGgeP81sO2JIpFjIuQTXx5Jh0Fg+/Rt0DSgbg2UpGulJbxEOKVaZyBMk4iT6PkZvOtb6j9sraGpftkbUtPG1n1tqC2G2PrD3846z12JSa0K6V9bxQzyvpEexq9KdOf/LY9vVosyUJeq+QDZMo5qZhS5ZSRy0MNGy0/KqCaKckIZfEYT6F+7EPrEgEsRxbReS20YuyKMPyLG4Y3fUA4lgKCZf0FbdG7Z3DUMb09+AQ5fkE12ExH8UxDQhiwYdvpZbgkBqO2UZKp+joT5X8lGALd55NYtrNEmRstyCmmwT3LB1HrOqdoqeCHApMGnG3JpSmtGbUrVOXRlsatlbWtWLmZA0cyMeD7ZJig1pCZ+0C0ke+8VCy7I5AosNIeCcb72faznO14IgyCb0kDjYcsAfJHRHyoVDcUDN6iwdXRMLEdxQiGvjq1Hedn336jzEaH3/wL3OXQ6l1evmKp68XbKloEyabyVKQDE0q4ltovMcmNZkiLVQo05pwjPPlwpvrmenhQLmrPH39hvNXT0FxscD1VKIjQiP5xN3QtoWLOoBHXIEAkyXy2PJvWyWxouJk1/A58BEcJR2xSkvxfhQSaRBAbfCk3Ixujct1obZGlsAed4TmRr+50dFudIc4fIXb9TWzEO9aH9AYqERToUkDI7xNxnEI9+5oCVXMJKFgUm9oc7RMw4dVb4VR30Mdo4tW0BjdbUheRaNDTq6wGb44XC0cmaZG94rJERuOXYwO9Vd5/eoKmVzwkdfSfMW84RLa4vhpnNX2RUem13D6ONcLxzRxSBOrw3FbOKxnHu4+QNUQqZzPb9jaytLWMG5tK4/1EguZXlnaQtMwGU0tMqGpBueKnQ3Ohr0R2gXqWejXePhEQGaPLWeBJBWnchY4aKKIQiJS4WRmvT5SHdyDH5XygTLfI2MZVXw/IOKtq6Nz1CKhnrPOJEYj+Is7/usS8soiiUkyvTjWG5PF5tVS4MpFuLnybPtoMUx6O0KyQsoTJU1kC6mUDcw3IUguoacVp2UdBrSx/UfCfSebISWY0+/6JaSfWeEhPjbP8SvtyYlDMrl1p24rda1cl4XrWtm2HlQjVUqG2lsoFWah2OiyBSCoPNTAoMQF2SRYBD0cmhmqlx3Ll1HMxzBCucsc7ibupol+MaxHt/zBaeLgMdW0aw/8s8OeJSKjaNOH86AFrefLn/0cq4nXL/8hv/XJ3yblzIef/DpvP31kfbxy9DtmvaPkmWkqbL6w9gvMRs1OncYU0mLUfnN+i1+DkiQHxdfGZ/3HPH7htEdn9iM+kjgdIhhu72YkIWmi9zW6sOZMc4x/WnKYLY+DoG9XhIVjOYTfACm4e4kYT83JfqDIC5IZ3hq2dtql0q9Bh9MkZE+41fGgAOP38dDbi/jz4TRWIbvxiaoOvqrcFkugFGJ6wTqbb6OoEXxWAvhRuBW9IhNJIathQyYI4T3ZJXFdruQc0sWsUTChx8IvauYYtaMLTmso1tI7gVOFvIQzOkZRQfNEHwKSb7c44gF+70+8Ge4tiNnjpDGvY6Hh1C50b4HdDH6iXDK1d1aL31d1RBrX6zu2ugYlZ7mytY3rFgTvbi1001ri5OiOtB6W9UulXx27AlelL45tcrNvB0eKBvl6iJXde9AWRgeITiSx5028SozMGrQGlRIEbkKS1GA4jj1L7mzQaG7OycFWHZs7RvHSoUuJL6QIaYhHXG/8W0zG9D9OaXR/bxlWTAO7071PlaGyCZC9e4uAIYYGfuy7xsQbY5c4ksbGMWtMBVMUeSmKZ8HU2caizI0wb6jBi6utDnoUYLIjFYPXFr88817XwA2GoTsytvvigx83HpbnoXK/fH7DHsOLUJgIvbm7kErmNCUOgXKzNcG7hmoKv+FVCOFrWQeFqUJ7qpyPj3z15sd859VvMnPg9PCaaTqQtJD1xJzumPOR43Rg84XcJ+p6xqXRBKQMnTg2oLYovrIJZsLijX6RoDTZuLjOM0PDwo1735bJyA3wPkbS3R3IdMApYzQfTAAfHTgaHbjiZDKFiSwHcu/0Cm3zGEHdb2PraPZG0Rp8wL/aUMn4s/1Zem+07gMnTvvgK/EROUUnulW5/Z09sybJuD2Em8lFUiGl95yWPOIZzPw2jncLgwqHIXMc3/WOuTCIhQ40QVZgMXyOULdeOkltr708b4P++a+/RjRri7ovebDmDa+VJhYreo1jPhzBO1ttIEouBe+VSmK5XjnMTxzWe5q1gacZ7fIVddtYl42trdRWw19xvFlmHc9RmF0gNUeqs54r/Qz9CThnbJNwnH5vPJCTkE5QStxJ0o2+bHjKuGYkHyhSSTZOfQlduCWPAolADs6LeKNanH/JwFuLUUVBUyZJGgTTeAKvNQpQEo34Bh8uRhZISZqhjyJSBkTaFCb2/S2Q08AoQawjNJxEKwfUww6rD4aoGSx2pfWKGZQh04snN26+BUelR9eeMzIpOmcoHZkEP2qo/cRZWotibAJr47pU6rZhvWE1uj/djQKGomEn+7YCFNDdRaMRcayLQQvsUwcmVVe7PaA2/APffwlCcshulNYozVB3TqfCqSgZaOteGGF904aig7CgS2F6YOso9D0OiUt55NPP/5Dvffyv8ur4HR5ef4f5+EAp7yj5Jafpgbv5jofjS6psrHblun5DrSsuoXrpqdN9o1UFT2QU1nBlX8+xxNDu9K5x3d0pOdGs01pE7YolpI/DzuJChjmKIDX4uAI0MVSmCI/zwp66KCXe9eTGzIFJjhw4kWujrka99GEeIJHKKe290TK+bkJjXB2H6v5KqjfFUh6YqO2RI6IULzECa9xgksO09roFti2MDPeUIxCvh7a95ELOe3FMsVQZrjxbrdTWmHL4OdRmyDThHhrwaFbCCnGQZMiaglLXHL0IPDmunfZiYc0bphNzdAfxHv8Kr78GlSfSx1QyTTJGom1DEZViFGv7+z3GGieiCXSMfdmVxa/Q3rHYGnQenHZ+pO1mBbXRWmQ69zbs0pOgWoP6UEqENa2GPGb80elPBruJLIzTkRg1HgR9oegpodJItlJoWG90TRzygcWc1gz1FgmG+YCOIrT1xlFDk3ppTuttnD6DL2kBCicPjKjVddzgkH0joOdMHXw768ohF/AS3cfoGgUog82R0r4wSngOQ10RaMmAhPbM5GE74UkC4jDHu5PKHSKNziO9durSqdcW0qmsnKbElp1anHLIkMGLo3Nki1yAw3igo8mNjI66XmithanE0oe4WUFzWE05ESNRFLKSx+pTWqdhSHGyCT1HwWCVQckBGrFt9J38/nzADTAMPQu8NbYvL5yyUiZhngN7BEXmhGxbOEWnhGosu6wDvYd4waNAUR0tQr9W3vzsc354//d4/fIHfHf+HR5evUTWhYdXH/DixStODw+cjkc6neorXx8+pPlXXOuXiE8kJ8ZJT1iDVuvQAStJPZ6FHp13IhY8vfXBL02DuzroYx6cYYoTn0zoQ91iAkzxcWHwEcsyJNRrOyVLUw6jBVdkiXgBWTSKtgRBO42uVMhDfz/MawcJHJfneOX3RlDZscfbb0VxCtMWDVNo25d9iT1GYUrhyu3WOE7TsE4rMRJLbNqbGtU6S9uGHaLTSWiK7vo2X8jOc4yb47YRl6FKs8F5fRqujS8brlesCS1PeMoj++Jf/PprkMAHL3EYXHaTG/UID+XMcLyH2+EfD+zOkRaG+sUaZ8mjOAq2LvTaaZtDNboZfbi8uIecaedQQmyiZXF8i5GFGifovm6LrRcgjs6KHmJUjJuwB6O/pyBWl/GduhCpa/E9CjvOs4GdYqBwRwYIFtv5EUJlHjcjQmtt4Gq8py4gtpVjLNFU4kHdC+OOyYzRd+dPx8c+/1zBuYwbUH0sMiTGMREf0s3oYFxDGtmb0ztBeN/nqBT8t1Qk8M4U0ICPolTNYmAXMCJjpPYtfB+Hp6Dgt+/bfd/FxQ+ge9GTeIBc4v0IcraPDTjxVBloDhrSjSS+v/atJdAXaBcPjPlhOBLtn5+wcNORL3N7Mwc+LDsuMTbX8b0EIX572vjm608B4cOP/wblMHG6f+B0vOd4fOBwuGeeTnQaaoVDuuci79ChvbztLHYmwo51G9xmV39+j4Cx3eUGsWCxGNMd8tgtmjyUK539/Yy50IeZc2y/ld2xxpEBVcS2OPTtHtpyGYXYGGOuDkhgbG49IILnbXX8b6+DURfjovZhN7cjFvsPKSnwz/dJ5YLHlDA21KVE/lMsbULiuWdW29iE7/nVg255+7oBW+14E7fnKX7yQEYHLDmMcQ172mhpBVf0+KzV/lVef43iWGLTVBLFNLZkHt2ZALoaOkbE9/FOJZjxfeA/3cKE9k3dIvZAMlrBVqM99eHyGr2vWwEU7QmdUhSEDfwK/bpnM4O0PQwrMMDyzEWgHAvplOg53lTzhl/eYoQa53R6QelCJnPNJ9Z+oW6PzAruilumH+7ICnN3mis2bhqTGM+oC96CJL0x5jaMljJFgmIi4iR1SnLKNKESrjGyh5CxY2mwuRPoZqeUA8O2FNJDPIB9i8Kh+wUcHUduqIy/ORV62yJiQAVXp0sbDV9kfOdsbBm2FBGpyZ3SnGsoyCkkWt9iM9g6Ww2ccRLCwl+DR4pGR9x7PJhpXG9PYEXwHl1Ex6Kbak6fR/KcQiLRl3gvrY8Dbjxye47N9W2Q8ud7sOO+vAm8TxSOBbYU940xTC3ec+uhh/pEiYxtuuNbROq++eKnWF355NXvku5mHviIV4ePOd2/ZL67Y757QfeN3C885Ndc5R1qKdgT3cNzM3J7oyvSuNfb6PrcogB1CbZE9ujKGAsQ6xbxBHNgY0UCx+9ArYbnqLiacixcVdi8kbyQXel9i05NC7kb2YzSnfbU8WX351REY3khPUwf1PdNcxDIe4/wgjSs8aKZjwMqrMbSzWsylmhCslioqBjkaWCkPnLiozkoGrHKUy6c5unGM3RC513bUNn0KN7WA3fsPYxsBGUqgdt2k2cupsS23FXY+WJBaXV8AXpn1TN1NdLDQvooIdZiIfltFsfjFJSRkjL4CZMGXHBbQINnhtnNVWU0BbfM2jQOSRlgbN1sCN07afWo9AZe+1hyECAqgzi8ROZE8gQraE2oh1Gm937jUTFOoJSUPBWqVsyNyeb4aWWXHQHduGwXcu+oNQ7TAa1GboZrixNYlHM/kz0x68iBsLioBSUjkZlruzlA2JqJC7lEyFDf2SuieMoc8gGVznzMyFASuAxj26gXJM2IZJrMpDJTksc4mxSmzC0rXEKBIKqkfCRbokmlygUsBeZVYhliOTpESQal8zg6LyUIDg0P/hsDCPc1souHyah6LGjRYebg0GIjENnbBDnXPe1TD0kF1+FGLYKf4sZIA2MyBWsNMUVdYBsTyU7rGS8f35ONuIOdKDylodNlYFFl74jG4kzA1OlqA5cy1s0oU4rCXh1bhXW58sXln/Dh/DF3+QXHdOB4euBwekmZT7S+jG8iUgvFxtiW4iGtxOa9bw5D+ZX2UVOUuoxCpAStZl9BDBcq1MjSRyyD03vQorNBKjlCyTTdjEcDM+5Dv5Jw4n7pUqhd0G2N7tiUrRv0oNeo2G3Z1xmmEhJsCjSI1mn8ubkzpQwSOGP3kOKGiKDEziANCEsCt3SJKSWP3xdgTomUM6WUyH1SpYuyjbiSWmMqMQt/S8ZGfH+/ROK+6+OmMmuDAwlo8JVb6+FwJEp3Q02hQX1aERpar2hRfMr4t10cc4qs6KxxJEd40XC5EB/WS/tdHH9HxkR4Gy00Hsbofgj3EJfAZaIbD5fqUWBjkhhtdh+fwzWUI53IIbHB9bgNAESRFCXlhMnIzx1bLh8r1f1hay1WmGkUmKwJlxzfm8SYUq3iGElKaFSJkzbxPCuJ+zMZdoxM+p7KI752CndzVfDY0u3L7ag5crOI0gFfmI+ExSTo+RLyMM3s8qqQfcXPpDrF9nAnug/QWkbx3VeFruDJqGNsTTe2wV6A9oOm7T4HkQg4Cjfvj8yMCEwZRmoe482+CnWe/44IsYof15VpnKCTjc4uohEM/6Xpg3Gtbt+bQWhr5fY+C6MDH53VyOZ4/jW25XtRzR6fgw5eodWNx+VzXqUXIUGTRC4TOR/IqQRJ23NQcbrEVhS/wSI9xV2huxqIhFp09/t7ILeRP5aX7oP3KT4w0pFzIkFeD+pRYP0ikXQZfMl9MIqLI8/UAEgFb4L1Hm7aO2Hb93F+gB+3h5Pb1xygSMxFwvNme/+o/WEe22fdHW92uE30RgHaow5UuDmJ5xzmGDtfsvuQovYwajELg1/Gzyv6jH0qgsvAXnn/5ojvr7thHvr6cPATpDttsVhAWUVOZzhkmL7t4sg8ZHQhtctkSosY1N5h6UGQdsKvLk8xciPQemxSdRj23eRBOFhHx1+0Nk4HI4D2QakhReUUd2w1tAYtoy79RtsZjxwu+qwzPQwdphnLdmGSguYJTyUe+t5gWQOPw7naQpJOyQoEsbrjaK+4G4uHBlQkfASXYRYaflSBZ6Yu8T2rcNTgPFZzNE9MJXOaD0DFbMVbH8NzjKHTHP7prbaBPUaSX86ZlDM5baTpQD7e0Xe5mCpCiQeOzDxbKGYuB1wXukQnmDQ8G20SrDimDc1Cl0wlITVCoboPv8EBFO8YMg10x9F0eHqaMKdQ6jhRbDFI1kFzwHytM0kKykqygSNALxU5DK9K0nBx9jCYaBpWcgysS2NUs+q0xemW6Z4Dvch53GhGZKY7mhNJOmly2oWBwQnbGrLALFMsvMzwzSPx7rry9NXnPH34CYfjA92GIYOExrh1WBZnfaq0J8PPihzXsLITIWtQ/ymhXccFb5leK0Z4K4p2RHqMp2OUJEtADdmwxCicgReHFd5zx66e2VPZugw98lY5THEgKs50OkZEhldqb9Rewdt4Bi1CuIhCttrQPhNUqN3ZySwO4JIKtW4AY8nTboefahhImBNEbA1rtEao3pCITM6q+FRIOXEavNfeO7WuXLbG1lpQw/oojoCOLbcjlDJTckbFaG1Dtjbq82geeDbMaD3MYoSCaSxzW2vI0tBHqItRXk6Uh/LtFkfNIbFTz3SZUI0Ru22BV5Uktxs6D6/Y3sfCwXnv5IpnLfUYuZIEJyw6qPAn9B24H1kGro57HiyZBi1B09vJ6GOUvmHWjA6igIxMEGtOL2OZoVs4XosEcMmQBrZ1hPwYeZoQjGTteQw3Qz1MbTf6TeKVxfG94/SNMRlhRAxj8n7rFLruHRD0Hml3SYWWooOTHVQfp3EMbJkusW32cZOkFN170gDWHPDuXMRobrQyhTPyFPnQlgTNTs+KpeBXbr3v4gf6iGtwceS9G9WjRlCUG6k7WRg5iMjg9xnWG4XI+rDmiNpty2jEw6ISB05IAafAv3B8VqyOpV4dHVHz23aUgSczutjW4zbIDSxHbkpPiU6JLj0t8fXMwgvA43BOhxR5CjXsuISoq9aEXoW2OF9dfkaThQ8fPqTqQu1XfIHleuVyeeL87sL13UZ9F1tfL9GFq8ahYTnMZfHMOkQSgoH24bqUI89GFc8JSzW69yQjzEox8m050tFgAbjjfR33xHBRF0PVmcSYU2IqiusSOTJs1L7R6sa2buM95FlqOCAwGLSqEZuwT0UQm/HdCW/fHUHgtuaRHVPm4B/3Ae8ED1jp3YPArcMYGqG6YLUNB56OeicNjmjvzrOUNE7EnISShWlKHA4nWq/UtrE8PdL6SDsccFq3zu4Tabffd1prz4qzx9Bat7Z9y8VxAKPiichOCRnQgPlCUjg+NkkYKPiYJwbuHsFI441W52YtZfsyZR9TParpTTFh3EZWtx5t1h4aMt4EeH+Ei3Zc8hi33fEuAfarIV4DmFXFLDomE4VWAwgeo1pgjjvpFrB2+z7N2z45xkito9NNO9gNYS1qsdkkCkvI/HaCuNyKU/r/tXc2O3IkNxD+mJlV/TMjWzL27vd/Gj+Arz6sDVjSzn9XVZI+BLNGCwzWOvjmipMAQeqZriwmGQwGbS+URVekn6NZjh6afPQ6Tu8LU5S0kyqUkjwtwebOGiGdXAOfQtl4lcHFjxM5fWTBeUHpbI5AlO7NPZ9fgeFvWYdfvWVjKjROVmjKLLrmzJV57Y9Q45aR7u61anlWuLLSOQPxG6JNRgd/HMA8T9HZ7fzNc7Oiq1OqyfYqHjB/F2tSTFChTppo0hKwyBe/4N20F3l1nt6+Em3l7csTF16Ytit9NW6vr7y+vvD6/MLteWV7AU6qhHwO6oQygWqqehyiruJ3dXOlxEjlnhWygI18zimjKfLurpGGLpRM4l0GzK5d7ZGaSTU8YGoade3lRpjT7cYSN9kA9g11tW1XGozzl0UOtQwvUqOUDI/+vm8zyRKV1GSgJXbFBAY94gcn93zVixYpA2yuUcbI82IhvWp5f8R7BQiWwbEwz5Xr3R3d5dMQyxtxW7ltfbfuc09TYEbcyHcs4t2Y2Tfx32PC5r/g53WOeWDlltG0PHuDk0vr6G9BZIXTpO3GyT/noV6Tt6pkN9M1SVOTyHczptZUeveNNfnHyTS3GuGYN7aOZjotlwhh9HXbuY5SjLk2zu3Eum70xfFLYVtulA4lrry+ftMXcLljizcqzrbe8HYipgtleVRTJ9cheF9ZlifcTkCVUW6q9mVBFVRz3nJ37u651wEq1/mKVcP7yvb2ivWFMk/0CloEtOZNqFLCSyWscLUGNhGl8ulceF0WHt9euLveEWXmZjOT3aimfTPzzbltm+a3S4dJomMuckvuZ5VgFecU4KYZ+dKmPTOz0pTtDE2nw7pIfiemuaqTbxA5RFmjyGHIZZbgtWeYN6JNjCVMuxSjb9jcsNmABW16LPDaKb0wefvB6kz1vW/B7dY5v7ywtcby509Ikm/cs0ENenNaDVbTy7G5fn62wFrJs+j7LDihzmaEE88bjvHWg79//ht/7Su/lGD7rfH09MTjw3e+/vorLy8Psi6LDJDXxnrulBbUs3HrLwQwcdIFbYZv782WxW5qyoR0wxHBLYKyFFVoM2yzEoPJgFpxq9xCnX0zw6o0ja1VTpeJdn+G+xOPt+9gG21eeTtt+BxYM7Zb0llFNIaZpllSr0aYMq/CMMN4X20QrhWvxdr7bVV0MNZ1QdJ3OeNHl0mGzGqrKKXtxvCMqmVmc9cm0E3JRmm5zCwvul0fOZ+53t1xd3fH57/8Qpiz9hVbV9yeeV6eWIcW2tD6aAumpucJyl73DnYHf+zE8/uO+P9JcDTQdeC59Y8C5USJQoku998MyIuR861p8Y8yuXmM9QX7Po3MKQB1Glum/cswAbVRNJIEf2cop63kg7Cx7Sz/81JkKWWyMvJFbj121m/s/iYinEL4DY3Qi4SWlX3gZ21/0pY7HaKIIvsrc7QtSy2JvoXKTisp6C7vZHVsRHR8UAQerEuHLndnQxb3rV3wVblvmyYWD93Ep5YNHJjvP7G8vBLrs3SVPXBWVnNKLVxa4WkxNiSnaeeJfq/s0M8Oc1CruBwfMoL8yoZTD4MLBjWfxu4Os9R16qYfXo2D1ggiLy3926JUkZ6ZieVnlcGxoKw4TTWxGfDAzkU1/1q01TBvf/PAclJIdXnDu+RGkw1tZbrn5LrZ4rE3aWyG6OJ7So+dU33XI0or62tlvQVfH/7F+f4fbFNwfv7Mw7cHfvv6leXtlb5sxOrKHreS2kLXRBBZJpls7Sy9LWOMUWYVI8emisUM4VjfNOPuhruCJLB3ccOyqmjKjgsL11a4zhNfPt3BZcJPjbfN6M3Z2obdad0sD/m+uRpQPba8CDutirurNT0hQxx45CbJYRoBKVfKd3JvRBJE0jB9NFjHUXKtdegt9Y/hLLHo0hplpEk3KTNpja0asnK7nC9cLlcu1wt316u0u3Runx+gNaJUHr49yOTXleNG6qgtz7LWl4xs1vn9Dvc/xs8HRxuXhrpfHoXIhdmWlcPQOa+uxVAEnAv7YZ15b0Ag7nQXdptJ8DwW2ruRN+2gZvMHsNSwpVnBEP2WYnsuHyMuWW5X2zrxEkprwwhfsTIpoPZFQm+6vBotZOY5qxPb8ws2V+BSsEgR9WgSiaxjzJEaabtEBUvLJOvJwzrr6uo8FWWb1Qq1nuibCO9aG7gkSNF29TvT9UrdgkAyDXMXJ2lBVGOuyr474nLruVFXHcqYTassbGELZX7jwY0OeR5p0QShIjUfo/4m8sdmV1aKz8tn2kdNhXovMgse4mZ+F3j18PPDGzDlmOJJs8lD4jIWrMUuKSInSSq+GSVqGieT9IPE8GKf8mOqKAmvWfrUyI6mjtMQRntXMyhW7Zv5Nv0TivHlFZ4fv/P4/d9sy6INih36zcDtB82i/l+b9bmdLQ9jGazK+FIAcdQWJ0iKYNjShctLMQw1K3LhlWLuWMhrnEvlT3Pj0/VMP1XWSaWo16C3jXJVVuxNiURkw8xT+gbqJE9ToxSjd1kB7s99lwxEZvx6vrLXK+xyq+SnOz1VC6ljjMgudEmFirO600PhtmaDQP0Cywm8yKy2cj6dOZ1OzKczp/MZq4VucL2/1wXvxtPjc76bMLrYvW+p1ZTVWWTpDaIKfpz6+SNY7HNaBw4cOHBg4OeYyQMHDhz4P8MRHA8cOHDgAxzB8cCBAwc+wBEcDxw4cOADHMHxwIEDBz7AERwPHDhw4AMcwfHAgQMHPsARHA8cOHDgAxzB8cCBAwc+wH8Ahezv3uWfumUAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab.patches import cv2_imshow;\n", + "\n", + "#Creating the Valuable Components whose range lie in (0-255)!\n", + "red=newimg[:,:,0]; #Creating the First Component.\n", + "green=newimg[:,:,1]; #Creating the Second Component.\n", + "blue=newimg[:,:,2]; #Creating the Third Component.\n", + "\n", + "#Showing all the Components in the form of the Patches.\n", + "cv2_imshow(red);\n", + "cv2_imshow(green);\n", + "cv2_imshow(blue);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "X-R5LQiOFp5E", + "outputId": "aae8030f-021d-4f2d-852e-b8d417d203d0" + }, + "execution_count": 59, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Creating the three images numpy array to store the given values.\n", + "#Values of about uint8 types.\n", + "\n", + "rIM=np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),dtype='uint8');\n", + "gIM=np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),dtype='uint8');\n", + "bIM=np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),dtype='uint8');\n", + "\n", + "#For testing.\n", + "print(rIM.shape);\n", + "\n", + "#Now, we have to replace the values with each Components.\n", + "rIM[:,:,0]=red;\n", + "#Replacing it with the green components.\n", + "gIM[:,:,1]=green;\n", + "#Replacing it with the blue components.\n", + "bIM[:,:,2]=blue;\n", + "\n", + "#Showing each and every components.\n", + "cv2_imshow(rIM);\n", + "cv2_imshow(gIM);\n", + "cv2_imshow(bIM);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 635 + }, + "id": "KG7ohmI_G9QZ", + "outputId": "db81538b-d80f-4e1d-8a4f-8821cf47f3d3" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(200, 200, 3)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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5uL9BFarUUotAwAdwAf6OZpq/mMbzzQ414kcmXsswNauQ3JxQUskkbNOa9KZM935dt9ZcxuJi9vktfxiGAcQPb4mIKzPQBOFHeW5Shj+DgdprDg3ZtnrxLGco2U2zdIvixw3Yd+inIWfcgR4O/etQNJoazmb6UOtzDjS4TiI8CjjRhZJ+JuDDgG2p8DcxiLRqKE/Bj8KbFThyylIoqzbaykjATz9/c4CHAqYhoUtp+ZvhnwbhZwC/LJADW4qF6baPBONfD2GhkIcl27o/OG3OT6tAD7Irdg7jNpwwT0zp3jmZQAcz2LZ3OR0D04JNf9kE0EXSnAllq00nVpee6MBJOVMHrRnJzcCfm+NQVHiiNjxGplylngcs4WnlhkxskWEUQaM7CYnnDY2SWT4o7B/MM9c7lzn8taEBq9WMSiXBwtGv9enepRNI6r8VfkL+VHut4fFYVtny8E3wHstTedwzwKfpWZoPFg5OBXeLoJUJeOtf3w9jeKcn6YTnZVAxrutRbSC1fRiWnE6OQ3NEHMYUqk7rwKVR8jBQ56URNiNQG3jCwmsVZnVD3T7JnLtGhjH0tf5aeYFe22wCOx4EGIxJbxksGv/Z+d2ljYW98W7/eDozDE0jh6rkQ5vyKksEebYabzVrdMPA6yujbWvzTy+yruuRK5cebCvz/DH4t85KYTQZBaWx8hIDeAV8tg/bOlw5JtZa9iH8CHyniPsOKOAQ+iApTbzET8MvqX7hXA6DjxVwynHrHQqOa5L4yyq0NjWwLvJlOBh7DyWswQYcarVjs/g12A1hei4/y4W+VZjxuUixssllAas6GHtinQeBm2cna0M7YhFAqAkJcya8eYA2YMN+pql3kJOgXqK3goltTK1VggSWa2rrGX5zIC68dBYtV7KBkXg2DDQ/R/axdpnG9zr8i3DPhY0fyT3GGlyWXi+G6J9LPVlJGniTG/58UUKWwGAS0u0EAN8DF736SmfL2XGv/1QBogpvYE3Bb0+YTFn2jhM8kz1PlU56h6I6rtJ1gtCaXCizzDb0kqQfZg7CQEELR+NTWVSpleV6xXqIIKU/DAI45TyoCL6Snz8Hx4FK+lk4Gapy2fhqy5QTH2DufLeyk5nqXK+j9GFiCL7bCnVV6MuYSryGcDLk5/j7xDbO+8vSAUr3eRS0q2QEmyJEDnPJtbIGXcuFe/hGaOCn/eRcV2zUgdIAvinYbr76KqAC8MmQuCBzStEtxeWT2sSmiDj1fgpX5vRqAbPjjlood1WiVKFWMtPJe7toqqAq95rvkVXtTIr62i7kMvR3t9K9Qwdx4XBENtf415hF9sLmBDZDy1tKDEehtjAUBatQEM0KwijEl2XIGwZhuAvxeeC3Oi2sDILZwECTtYysfSQI2RczytABgtJABryRSVahqc1NMrLaUvmbGr5K+Czsl6q1m6Uy0lmtZKlf1U5kBifgd/yhdtY3xPKVv18z7o9debt0XhaC90KlYCDkHJoXA2O/snLNbafOnHOa3htGplUGmabM3LeUvrUif5Lzz+jfmblX+lnttFXBSPsQpCoNaGKWtDDeVeLnMHQjod00geu0oVk+Q1RWm5KnvtYMsdToc67UaLKV47gV7rMPiWcfCjhdHJog6bXG+mGIejmIZAaTg1T6/0n4E5r+wglu4UCI3TQmRF8dCW95KIBfDxni0P8G+u3QkZyE4IgFlpFXyTCx5deTcVyzDWSqbn4kr5ob0DAojcOYLAUdHL0ir4+qna3C5WMY1Cb6axFaGJAFN45O1pDq4z+3YZ7mGkqvS7VhHfA44Fxm6GgrGQ77YOUN/DA8KMLVcBPeDv/Kx8sI2oZWkMI5QMvbD0vH0EBXDkUGsMZ6YkbKTgCogpaW/ar2bK3lmqXWvC/CDZRbi9DEkoe6MYFoBbwyPEIK91sGtV5wXXhR1DIOjRspgCRPWwuMfmU4Gt5Wtp+rO65cJZ9gbyuYVB8mqHHeS+jLMG0Z5HOigfedwSZbUp6hPlRDR1LmLDstNaapwmNhwThfcRp4d++lc5TMwJunM03hg3ARztoo8SL44/B2eAvcrTtmuaQV7QcSwc6fi+PSX3qQWbCMDEU5ces08SwHrBzGwturgynkRH3l74ehpbYPIXIgvI39OiIEErixxBRz6t4hrQNyZHDt/WFig2sdGs2TEe8a8paSrd55SZdeGkMrH7YLXDMLCF2WFWuNt/bJC5lEdsGBckUr8PYmcTmsrhyIMrjsSkg/UnTO/OPA2+09cxVyzFrny8lplAFLg/0k9NOhCd4P/wmuwsfgbzrKPTzgd0faRy+9qwMUoc+lPGDfQJwlFRzKNggrOWxl/MgK1txUvFQnS3pSNrsjH6EQCeaieBGUlJwyV558XRRZSshKQSiRgbXQNJGNI/sGfngFu7AOu0EFbaQcC2nDPJDstVAdbxQOa6dvlch75l+NolkyvW1RceY0rMPZIM3vO5QZe3utamHjfOvYzYWlnHmNRaxVqH8XomNhJ24bLlEE6e8qPGS8rgJ4pHm9C87Bz8ET8GcNRkVIkpdB98uG1YWV38Ogj7dhpjMkFAJernj0wVzyfWJAyQLVAwJStu89zW6s3FX4ld7pbMw3G9ErZzMrSdUodD6uNOLepBWhoZKfzMMvF8fT7YWTm0lVExbhNc5OduwqkB9SKCw8US511ZZRB7KBdEzUDi7Y59qGCWs1ypVTlQo7N0098nzg88xCXpOeZx224AK8GO6Bu2DLcnod7LiC9wskA1dxjYLd1Kqgr4CfgzU459UbPTIN5U54wMJBz0xlpbuPwp33Pvic3zsWgQKWIe1a+BWkMieCVS0Dd8xOPnBAsik3IQjUAk+hNa+LajkeJYtcC4WKQ03tAG7Bketfbikx7ujhlabZhA73Tt7ZiEGlNldb586J0QrDSqfzLZRq9nyeiaG9gDOwCWfhFJwJNKI0MK0kLoSbm6pF4WTMFdM6GX3hqYZwDu6D++AuuBvOaTF9QPUOfi6Qoco7HIaVarWS4Cn4qZCaFMdLnBw3LEQIjF+L45JSnuyV95Mz4lL7yGJmo6hYiRwvPR5VOzgKhj6HA1l2KfC8VZcoZfRZFMh6Shz2dP6xWcjCSss+7NlWdMMugVlYSZAw4lDYm/i8nZptBstakW9oCaGw9ehT2Fx7ullotm+s/xciDWbsJ9W3Do3xOQtbGchQiMrUDylU4bQNpKiZYBaKCKfhFJyECm7BUvfK85EQ68MBQgpdNt9MHUwwJfZ/KVxlLO/B9DgfpUlxI0NahViZbStfKONKftJBCGQrQ9sRTODFQdrIivQ0AHmnPWUppJIp5jS8cN3zUtrQO8LJGhIoLIzmyYumUFm+S9Xig9DAM1U47YOmeuAwZo7RhOJPFYJVUr9nDkiNxDPLXzlznobF1+m8ExjDNgxg066MOpQCK9l0LmMPAucofPhCu+6DgXfix6ZVoJFIOXTui3BLndrdONhlrksMZP2VYFbaD0lYqtr5leccI4c7y5UEs87huAmZ8kpVtvTktWh3oAUfwKkwFAMdbxnQvTPmZmwehCSUkKN1AnMW3krvcxjWR3Shy6jTknZh37beGxpE4/9bM7M0AqcMeQOHfeI4V0HU7CUkaXzKMlyyNO9deYGJNHPgHWcGs66+14exHgScKB2gnKSUIbdfHqfkjaiT/Z5QBG0dsjK4VAM3vRbBtvrQ052/lZXSzGaGCnI58cx2MxIYKqlCG77bBUpeOG3D47lh/mEaGOTrw2fyL28GOrGwQF45pDgjhZE9Kzj7ZiQLHydlWvvQhz6RSnSpQ/9IE5YQpmMWRLveaJPkxkMvPdDbmwAlvXH2tCXtT4nypSOYsHfdGQU2JKQDJ3JqEpuM94R7tpSiV7aPrBVVPl6pLy6OF0CyE+TJ6DSmhYOVpYciBKAKHgW8RI5KpeaSQSs/Y+UvM8fMYkQ+Sq2qCaWk/Em0sFX4AMap4vjZIpEoHPH816niZA6mVWhYyDpOsoMNrT9VYFeWvA6D3IOyzlHg4GvH3TsXcIZ+PYfRjaAPH2oxyQAOHc/1QKnHQSFK1CKT2gqKDKHp7DPVlHVHcxVIw5HWXWjCQ+NjZZ2hCGJVRulsYXn4huEWKzOLDC21/RsH7lqxNOEvnYkl/JhT2wQmXpkEDc3IMlajTW8LS9OgU+RBGJrulXLBJlhML5z3gSf1nqfXjvugyh7AqzxhEYxm34izEJ63vUT2n7cGKTVntY1yCbpfgpMfgK+S6a65ZcY6nITaiavghKQl/fPQMw+tOvfydwK1WJd7DQSCgVRkaRtIlclJrYtPgubRCLkY3Ur12esKjK2xMiWSuSA6dgOjvePSZeakvXdc+d21QPV64T1lDzs6/cTn74JM90sKTqUt7aUaRKPo12hYkYUMwo5Z9XHDKhyHTDhWQViPiLXSPhL8bIUGyUIY23VMhuESmVRN3Si6NzHMIbvxJP/KKchxoFX+3oUvgD8HJ7z0DF4EvwX7cBJOugPUgdZW26mWzrAGO05lD1tqWgcCSg4FhVOZta6sL2zZtrkOE6P5tNZ6suq1GYrtEfyHsAPPwDqMzfM3TAd61b+cCj0n0GS9IFcYO59wYKkrMfcWbkLtLpp7Dnot4ZvqWxXshB2/e4N44cPnMNQfT/IrZ2h4XNZDcG1DjnPg3K/0Xfzn0EbqlVcfhJD9IRP+Vx+XQ3slgJVJ1kTr79zXughcbeRVGgNlCz8LF7zVbIsnlZS3oIcdl2T1YsFmYF0LB2rhkopet8wxbuaYFOYEh0E6GIq7A110ajo5ytSnsTd+3/aJQ4n8gcY7U3Q5ECGyfl0qhCyEulwJ6cKEFd5xG9hMpsAT7WYfrroF+SxkH51cDVnCJwJILLShxr/ueZU2QA5B9VlIdJ4DJ5MQ7Mqw3LQTVjMRbAxn62HZTPYixO9C28qf2Q8xcelOeegJKwcnqfYTB2EL/iu8x42vMhgjtc95ehHgf6LovR12yM00caV2UAWKMlG+qkxgcR+spVOQE5pMwcdiR51lG27zzlWgF0sLWIfwFNyCQ9gTQkq9eRlSaHwwQlmm85/DIDHkFLIyBO+65/OBE1kEQ6yNZRX8pGCWHnUWcCWzqC5koPnYcun6ysJlNqzC1QFFkC7zUTrK89A3d+iaiDzNhas3c7KctZWVaX8yso3wdCP/WmteOSv/x/Br8Gtw0g/UjtsgdBf+UwGmdqiTEQ+lxQNJS5qpuTW6XHef60I5nc+WF1GjC3ppzoeOch6Ws61NP7fmlstLUWesObewB8/CVTgMU7Vy7osgB/eOSBFyw+dwrF4/G3mjWZQ/0EqigJQdMYv+/ymMyEAzjUrdUWBCzzGsVit5T/j9xFmZwY7usdAmMvtJgX6qopN9NyfwHdyAFt4YTt46+rd8lpWbdm6HDtjM3B+DMXw//Aa8PiRlA4el1YAmMpnf8Oq5y28ZuujWjH17oeczo2OnXlUbYbugCVSerXY2OY7iWR6aQJ2tvtX6Mkj2ni5lpytj6lI9t1KSyLc1CNJA/noRokPmOjmyzCQEg+PxJUN0EVpb0Rp6/1TBFXlhTrzzt3rZ0pr3EzX0rCDcCH+qgvfPdZtG/pSRf247wG4I5dH6OzEvSrhzKcFByBKS/2zJ1UpnCJjBz3nmnHVm3QRD9kjCcKRBFF6usu29gpM+wpH3tgqekAf5yJCS7aGXojSw6bX2wrs/5q5syPBcl6Lulrykk0ghABTmVktVjSxozYPQPPLnzD1z+aLWKPGOKyPgMjTBNWFLyL2wJfNAY20Dhuc06ne1uZGSRGNqnS59GKwkHi+DE1LGjL7ZTedhw/Cce3dadgG3HPSp95+/3sDHw+KC/N1FKB3OncuBeFPrt6UY9sUhopWev3LQKulgduDfDNXJpXxjYiN8J9rlnHffwe8UV9fsFZuHwDcwsRiHjolYudpQHktTvJGW2JdKUFWQG+rgZDkmVjr0wuygh70g8ORBz6GhCsg5NvTksJJTsDVLhCkZvBo6BFew78rmJlhkJpV/I8BtJdTn2Jr+f8sJjuaVFJ3VcWrfSzJauOH2ByuHvgiUYleedD0oIPjDR2AvkNxMWWZw0/OsNNktY1zG9e0QwTPkV1K6PM6DQEJK+CsGgZUl55n3tiXHmtlUuOvd5qjaBy4x91pzu55qG17K2+LDkTM7UpLcKGFLdWspHhQyiZy7DQwHvbG8DCgS6cXwuLBeiIh5YnIW3XvCTdiGM7Dt+tVG+O00vlKRugtUMZ3kJtxwAiaBxbeOxUg+cXRcdACehRKuwW8H20rBa8Pl2jfsJ85G0yipXIGn3K64DCp/Ax+CQ7e+LQwlvXGwDaSqMJx1es62X8kDlXErs5RaAW/lZO24NrOwUyrznl4FKxYMhmJ543jO/FgpfCyCfIj3gIXI7AZLpVDccG+9hBO2WDQOSqc1VMLPQsnn0DAxNiDmZH7kHee8LM/9MDCkbHOd1jm0neEBuASXbNJYhVIuYaA7A3TnmqenvFatNJxjR+kz39TmYor35SLQ20PczzzmpvFi1wheeM9T4eowxNzGse7glslmFcyxtWto5ujNYfN4LXndQesd21K/PZKSj27znwK+xObKwwBsU8PiKgizmVSkOx8oa83hqsys1XpGcoPGwIrK5cKfswq9njc/quEs3DJyr0KigRawDCrcwEFMqsR+kCIXQdnqFdlq4zQB/3o/0CvrrYtViRI97bfW4c/AS5QiD+Hj8IvwiRBkG/h++DVNdqws0qr7rRy4G9L8UXjARnqxkklMYObedmn0r8KuhdHO2boMp+Ga27a0Dk4Db4frNvTloUvDe0WPmkpYtzPhlQIX3hgS31XQYE96oUxwWwsVmKZ0lllaX0q4HSS9ReiKy6lurfFVjvz1sGx6IZNZiBTL4OQpRRg6ywPoanW5Q1ckJi14PchRZaiIrWnR6bGXx70qSgOE5pmsPuQ4OLadqLUNa11HuQv+kO8uPBOIXcKkN8H3aA0HlhR/PZSrBtrWVOQbGL7nsslVaH+4AL8b0LfwKTZhCTelvR+CN4orjVWBZK83XcAz0jNvwQoeCBLdgRZzHSobQ4BLAkYGg4zKZVBnVuaJa0Jmq7Em8v5eZ6Fx1kYhTu3CnixlHuYrOnl68FTcrByiIx8/6S+j0IpDiFeVutpJ+z2LWr17TWI787ylmmcmPRPnKSm5N62uFEaQ7vgamEjns6YyDPdESKYmjuYb4LNtBM2xqQx6PWZ/G4bve3WpNDEpr0lxYU0M76ThhxbO05EA4Bb8afjXzuvInXZTKrPuZp4ridQNP5alh2wWK/glqODbfaIMV40xKBOXjIunvXTWJhoHaqo1D0OC3Jj8z2EDvkNczD6TyejK9GVL+WBofIwKTunmtsvAnoc+Ue3PiE85b8imOTAnHUNbOkNbcBFOiniZCWW7KUID3ViwLbWerB4RUpg+dIBUTmRm/cnCskq0NOzWvgt0pHo+0tuydlyrv4+9yhG/d4ztDSplAzlG70n4sn7z6rCN2DxIbkkcugpVeHNTGQTGIVzTFYsQ8R8J7yAdBi2thY/BTU1w6UO13mrhGQqTnsb1ulNncegoJaNcBdre+OxjmzEjUe58+1Uyyt2w6obAGYrjYLbwqbuwpqYLlp2l79yacCPBfylPWoMLcNEcrdaAKkcnp4q72nXGzBSkpnpYpgi1E9Y5Rp2hbcOaf6Vi1OrQDzvBKUZseTNooMPAkypP8pxjBKecv1UoMR16/4d+spbc5HvonZsNOd8RfCw8dQeX4Rbc4+RlO57CZXfp6B2N3iTrcRXIfWhgwxR9EqyqCZM6t0W9gJH2PXMus7L1dwPq9A5dHaBhw+CbafiRDWG90a0RXw8VvZdBleyNra0caxjaehsvlAxpAYsSdmDHv52GS2741wbpOTOSIujvZdiasfEyOQJG/JiYYkwMqes+au2bXfdNbj8KHw91tzoUcPDn0kcqBOHnaFQDt1poHKDK9PBZAaZ3Yu517v+u9pdzQOQ3B9pc59dHtot0+s8UDuFdQcdfKnMs4GnPcGg1t9afs1XlfHzuErqZMspawK3CjqB0qz/vFFR+fUNrWAt7/w11+CNDfOPz5i8uQ8905lKrYO6t4bjVvLYVaGaqzUtYlnAZDvWDNTihFDFxXNZtByj06c71JKUmn8VZfBtgom65Sj3wNxPYChtjAnuKorfk4/8MbgF+JoN5NoVKl82Bv5D35KNQGDtUQ29thrwp90cnTiP4jrC5zcSGhTT6B1blC23opva6JgVJ3vURWA/bHncKjO+GXZGy81vbwapQl1qqnU5DiSndYRLz1gNd+6CZ2kjvHUhUlhp3GUojS2WINmBeBoLKU2X+04dqUiNkxjpV5SttMpNZpm2MjuCyA1fCGdetT2TrfZiq9P+98CaLrCw0sAb3wQvhfjjrc27IlpLmlJpzNhyyhL034DI8DTd8W/q7jltJLeeYikxdoP8jnzMeCWW3BYlWASnJGYQ20TfDDmzDRWd0BWM471cuw7NhqgqBZGZD2JpmdxWGsAu/TzdLIPeYnY+9XRspOdgMhb/eYLSw/73wwTsL3n3ogU4u8e22vWeWnUB9w8Rl06R45snnQe6O2lDrncw1JoL8UQiQCYzXg5KSU9RChW9WmjA/DrcsU2zBBTgtDZoa4xrPNdLLeyNFsv3zcDdcgLvgIpz2Ptbde2M9eFsXmpNuwVPwlEF5AX/PtRLRm9MjZXztA2lL0PicguAarMHdLsisdf2b0p2sN64Lq98dJvizrWksYABbQcVpwmKe+/xNDe+QNr3UyU4m8puyiA6ehRfBAC7KK7KEvTJO7aqPYEhK0zx0C4mlUX4RYkJGoDIgwkqAGZlD7IiLOc3K38pybhbWq8CrJkGPxa7MPjT6dbkXvjSWX4Vn4EZQQc7BObegKDxjOvVekB/znaXPn4SLcMZ3yp3UCscqVbXiB4GQzWAXrsB1icscfve4lUSOdagy1GjWpflRPJLHb8IZOIRrQfr6XS0s2etrDYLXwwqIDYlUSo5+M5SQU+x+Clp4iTJPBe9Qjx57Dzfgo3ADOthzpeTYFyl2Aa6WRu2DkFEltreQzm8E7aaAf2bWnFOzkeaSK7O15oXOnKlbpVl3AXviz6VjjhM9MurVxr5StrDyouuwmadkAdfhFtyUf52Ae+EuOG8H45YZUBZCyjAuQxjDKdiAc3Aezir4Vj5kZ5LVhBSMIPbs23Q2hf8zGEprslb4SCm/a0MGWoecPx/p92e84Vxb7eF3VZ9r+Dq4T83iptr6Geh8B0INT8tHe9jxoW7C+RBAr4ZNK9CYHpePb8MhvAhOwN36Q5qSadh4eBe27VOay9l7OB1azZJZ/IKtzJ3hLGeCS+XJ1t8v5BILVbEcBKqQhZTiSBUqVDklrBztLddrdM7IMITLPvHHqRF6z3E/Bdtm7LUpSRfS3VKLHuoiOese6jcbtl3PJLYz844jzSWbwkowywi8Bx+EL/TJVzaOHobCy0pxcu5dTcN+Q+lI33ox/JoNHifhBvwmvMJyxwPwLljCFnwDvD2oGOfhvGXy98M98LDwlhOoJfw2XIFdGMChbt3C0/AhjexZmMGDcFaT6k2GGnvBb8ApR2DpcNUuYt7wW+nMfehYL6XnQy2ycXbGClFzNbZSTtyHj/X+PpPpJsDqKNRgMqpNQoU+J1Uj6EpJdE6w5/C0+F/7MsuLgnAt62rF5EICiC64AQMFhbHBdGwNtZc6zH3ClepO4pUpWBxBC99retiHr0zMExM5velir/R4t45bVX7A03ABrkhgKzgH/zksJF+zqf80PAlzeAa+DF4Fd8FLoIQn4J/BB+Flms598KtwBR71Ko1NJj08AY+LOinpeRDOwOmgJ2eoTv/fEhiWRoPSoLztmJc65z+EvwZfZN1iFTZcGBiOJ6HOONW3Sy2j0MPTsRC3uqDd99pGYQZQmY3VJi6YdycnH9aWkzFSJCO9ElbQnoYlrMMV2IOnQhbaBpBceupWV84FkIHD0emCjfbUhiU3Kw1/KlpM4YPw+/xnnrM1xyi50XXYhg24rjKey8zYjlHAS+GdcM13NNR21KQM/Gvg/wv3wYPwH+DPu6bvAgCn4Yp1xim8Fl4SpJO/Dw9BBQ8qalfC8Pu1lTTxr1C46o0SR8o/e3pLbSv6SglwqJXk6LmAu2EFF+CLnfgyUN6pKcvT8FH4laAWFaGpcxgKz2XIAXsBrNTIWjWjTaFuO3CJxGU7y2hlrf0OzGMToi7UjreFnDS4HZy3ll75hMlyp7LCpcDeBeE+MaRdb3ERgml+zpzujoNe/5fhF0JJv1MCWBfwgQ3YtcB+AI/Cy47j1ki7fDW8w3hawjXXc5+FA3gj3O1Spf/h0I9gyx78JFi/FPbhNLwUngxJ8QY8CJtwzZDxVngWOjgFHZyA++Wd3XGsumLnQnrANZ2tktSWx59o31jRyp27YHYpQ9yEk/AgfIHvJFvBs/Bn4YO+oqI3Di4F0cr8IwtslT+UmkflLZVwQmayH+hBkee1Vz5BULnlTjd7VhZPBR1hw3HvNdsZ3DLxOfC/Voa44bLBdNQCfhVGedNQ2/qbFi7DOwP2jPzufpCMO2syK7W3a8enYaim8AYVy8ox+rjdsHN4oaLlBvysOfJ60AbntnYlfegJu1sr2IBrsAFn4WVwBX4CroVunCm8AS4FdGm0qsfhpp0LCZV3DR0nnMV45BBZOWLDUFGtJNSoVyXpPM3jGfhO7S8LvEX4bquNpqNV7FgKqNtw1miY5mI9JKppoA7qULAbynhSEDzQXFISdwJQy1lIlltT8RS/rob38c3Fp6yypBx7HqpdRchvc2KC45KLvt8Lr4Mz2lZlnD0K0vxcp0lj/Yzqfz4Kq2ZfAW9xChOIfhx2TXunjvUJga2HIxjbDLOAA+nBNlyFUyLiSBK9B/8V1uF9qgY3YQKfrfVUyodzeAyum9zVoatnFN5P+Ry4yt0sGLwaAWylHbRB3MruPYRb8L8b79LdzkJo7tUsl8qnhVizLgkZaDOludfAEmHj5drSP/ehVpoE5UT6bsHTth8tLMWfgLuMTYXXKGzkfQquwtWwaGToAI3CCwo6L12F7oYcDXOU7F2skt20NEBXmnhnmB8rU5XwgeMly3wDr5Rip2st4Bfhw/Ll9FCHUKs/7cICdkIj2swumoSat3z2BL1XzFW3DGq7MPM95KU2nWz0E3AlkM7GclPnOwEGIRJFxMraZhHwaeqY90GgxwlKg/DaIJ/WnmeqQawCmBHKoKVV+TNubL5pfCgtB4/ULEuoS6WRNozOzMrDSlL5FFyzLN/DBpyEu6TATaiHX4bH4Um4qtq5CKsui5yOBrU6VwaWoZt+oRKd7u1vwxWHtcwqnI7bq/qMXWFyHQbwLhOClJ3U9m58O3wCbpr9fRxGcJ9zvCdXuAILpbWp4zu0jyNVhy7Ae/zNs/AkPGxKuIKvhK+HJWzAS2E71LCvwyfhYZc8zKw/Jk38blWoXP7Px06IdysH/0DTzw9bio5oamvwckc+ipGF9Ks1RRiLcGUw4qEdHIPQMdsagrMpJ8delEGCO9BXGvHp0DxuCjsqqAsT4POwCacCUPcyraSh35DIt9KUscLa+Dg3zLbVi0yEEJlw5T+GamBtTjcU9krvdmQP8dNQw3tD4wdS2rPwuS64KyzCLO3ivRL8funI3JAnbUsPbsETsAsXoIYbCqRnDQprMIL3SfPnYnCKA5fhN8x49t1YID37g4DNS885Mq4fGAHTTB3JAXqRu/O/pdWY34FbWkMRImDj3A2lKCthshCBEnBO5NaEoFmJhRv+sA7zUlF05UdnBqlI6Hq4rm1dDTsZXYRzYdM3lEY7oSJHw3wHvc85UNsc6BmldpYp+TKUov758YpNpWx45nhpaBZkuYdhDo96nnRLQzgJfwAKV2G8zEF5EdyEI7iqjtrBBf0yq7Ivg1oG+QlYqkHf8A7HcBr2YRNeCV/gU6QHOYId+CWfd2xFK4H3g1r/IHhs9ttkiAso3JhvKdJnNa7wSZOMsgkjeBLeHFTZ2nFu1DlrWVdnhB2GWDyydQBnahZ8ciAojJyFQamFHmlVKNEehr62xt1w9uCGunkpmzvjjlOFISwda8roC+N349PmIkzteXJ2UwizvbA0dovbtx4f6FLvPCN0LUxRUwRZwQfgUXhW3FoZju+Hb4VrsAsvszt+KhLcHV6Rsim+lnABtuHz5JpjeB2UsA8fD52lPez5Ksp1Y1xGoMvwr+EZEeUglAJfDkM4dSerAq6Zth+6CU+KU5NQUiv00kbwHsINeK0Ih/LhenDaqY5XS7Z6sWMtdBHXhssi1AAWNir2zu96Wv5VmomURq4ckvpgzqX0dh+u2nowMCaesZG+UNwrDPN7cBQ6IYeOTqcTZ/Wv85dY805OcAEuwf3wn++0oDkpZCfD/kpz9+5JMeK/wu/Cx8LS04SgXwp3WSLsXT1xAo7gw7CAS/BSOGtj1mn4NngJPA5fbAHnWThl5SrJy2cUAhdyg6WF5x6ehf8I1+Gcxa6pte3XGGuGdzKsPfn+TqDFVfCu3iiZfjhp1X8PXh04eBauGj1trk0URslSq0qGe9KdajAcLW2UyJM1DHXuDqjhrNrdkSZJqKGWNjWshQB/BNfkKInonYWly8gy/m1oSUca08pXQXdBHI9acNY7Wn3uNJyF++A1cK+Zfzxq0WvL8UqenVTKROd/Br4JbsLrfFd7Kj58JzwOZ2XrQ1XvPwYFnIJDeA/8EW9+Al+juvEGeALOu0vsP3et0UU4hEvu8vWUK1rTQP0uPA3n3aCs1le/zj2G6pDE4dQewnVZ4ChoVLXbZwxkor1G0GsurzUnI+SkyUSO5EltiINdkBhqM9YNdd1CStC4s8h5E6bSkzQwqiVlK28ra0iVD9Yoap+AXXXFNbglqiWoOAuF07k0X1u46x+2DEydpIHTOXCNZe3VS7H6q+G73AtqYDn2jseaQ1lYap15/xN4EH4B3gx7VtnGsIRr8KB6UrrJTTgH98irKvgO6FUsCzjjNjJ7cJcl/BPwHfDLsIDfgq+1MTAN/aPw3XAE/w3eqUJx1tdj1/AV8BL5xoaz3jjBM3jShT0TJaHKDr5DrTPN67lAJ1r4W9p3q8VkxOrlqQeiVD6iYIGho5fkDDWVpQpW7dz1vveqzynlMiw4bjxX4ela/z+C83AKpqrzjbrzmo5y3bToyK+vOy4zb6j0waoQJqZ6zwPwt+CS72jtDZF9qMLefhTKjHfBBhzB++EAzspqfwrG8CVwHZ4UMPYBuGGv3y7c68QceNEptG70cFW7z3eSnuUsfAn8hmB5w+r4LfdreAu8QyQ4LfefwVfD5+gAY8/Z6H4H8BFY2tm2MBRkISbHr5MWJbEo8nb4ESeuCdl3GzK7qc/YhSbmLggNrZQmJWdjTXYJRxLQPtDxdLZBDVdNtgnJZ2NppXQ6U2J1Bi7ASQNiB9dNHgu7f0bWdnqhbqWdzQPY1gFvj4Jw9W/gxe5+Q1Dnsi3e0arycRouwzl4DdyEJ+AGbEm9/zFchzX4hNXfe/WHG1DBLrzBIvc+nLMuuWdTzcguoAYmUm9Uqn47fDEx0U/Cl0nqd61AXIYLMILPgjcoLY6cm8xGrsD77DEprS6UjmqWxM66g3zpGXr4AHybs9aZ2keT3XA7qtZA0TjXpYa1HiT+gR6VlLBrjkwtcK5C9GxL2xNW4ZEwAma/bKy/rsM6XICXwAO+261VXK5NQzaNaI2mvfReW4tuC3swVlrMAH4aXmVPc2EGV4X6aH9cT7/jcdGi2NfBC90VM0HjKfgn8KwjkoTfJ+BZeBqO4BF4PZyW6g2dm+2wr87IZs6xof+svv4NnvYZa5cnxZKU5dwKE/AQfBOsuzthF1LmBfwy/Iar39DHOllKBpgHrbZVzmMDj8AfCv3pVQB7gjTT6yFtQN/MsSq7MpchM+iMnguhtxcvpjbtjdJuM9mWS8WMLIvVAW8XBsSR0t+98AJ4kW+En0lvk0x10TRzTw1woet0XnHhfyvYhLfAC2U2lWw6w1Xl/28vcdx+3KV+8WZ4iVB0BW7BOty0prkOn4QdOAcruAL/l68MeRkspJU93HSzhvQIpx3cu+Ccs5Ks/0/D58AIjuDj8Ceg0wrTLF62LPYHYaIMUYT8Zgb/Dq6LBKdlJgMLDOk4C/dLeWtpWQ9Pw1eKFAT5oAuZfmHAyUS+0GMzwpUhAyBoEwsXw206WStJba9XzOogZuZomIXKPpQVh6FxB6H7ovkIqvMzc7Gkf+xYqEYFoda2WksEPXwtfLerEjI4Ncd9qA/Fr8/kOAUTuAFfAdds49yAK77T5gEYwo/BG+AQJhaDp9rfxGzutPLYwqaam/BSh+vj1hIymX1QTv2H4EOun+vhARjBh+EF8Kcsk/didqmP/bBNsGdlF4kvrzvl2wqhRdhYYGX0/P0wMEnCwVw6Uxm0sPrZG93awMFzFrUyXJZpO2QzsBlcsL1n5XzVKoW/x9RW/j9fNdtyHyTamXjYakAn4O7QhnXDpWNDtZAZXNeBhooayNN7mMB3wH2WaDDBybZeBufLecpnYmQJOGfwLfCr8ItwE15gln4EB/BN8BYv/b87RofQwiWzvxYuwAUYwA2YwL2aTg3X4IHQppw0pC+G39K5z0MFV9WuRvCXgvd3elcDPwSlrRMbmuOhKvSlIBC2Tnycrz34/fY5rvTMhWbRhs/3wewwSq4HcMlA1RmmVtY6F+oUYz9cOdoHtlUOS2eo1GlqbXxwGxhil+mROJTBaVuXTfLpgS6yDltwyd7ZRskgc/AOTguquYKUY/xIP1uFdp2FsX8WCovPd6TawL3wrfBHNaklXJfzXoXfD7vwytDzk7T+B6GE18E13XToSxhPwUWYwtPwKpF1W3PZghm8Em7BeWjgqhOwDS/VXdMorVzC/53QeJITpu4LeCO8EV5kQjP0JlsHZGUX19eJNL2EpA6LEmo9M0e9QgurJb7Z5nKONXTDgS2X063BxDpeoW0ks1l3ZsvaE2UG3Xne1o6XlRa9cGXSjmvK1swwh/altFr0yAQ+Xek8rGkNM+092dCTcAvuuxMClccr3E3AsN62IW7bVOM5R+eDfAU87gtaEvbcA4/BDP6Ca3J24DwU7oKUJa774UOwDy+ER2US6Sku2vSSgsUZWW2rC12Fu21V2FNDX9ok8x74aajNEwuzrQF8qw+bj4QNwzBHTVh+88/hf9Vips56ZksrY0Uhf88OnJl7oyBQhjxp25V8m4qRa2LBwkJLzpGTRc1rL1MaWZ+TGqx0jtLetG1Tv3ULaimcZwFzZoxbuNy+FtXL0J03U1vr4AfhX8Ldz2MZtcIMIeLM1SwqZc+JemOhV+TJWAjDr4dHjb8reBLuh0/CSdhzb4EenoAHoIfPsZWvcP1Pyo4ftqlr4rDcY3KeBuocvB6eUo451DeSGnkD3gYH8Fs6xpqWl9z7z3wGwkoZpPBGLe2n4DJ8j4gwDG/vrv0/htT8xZyltRpr7yXGFj23ZH4H1ioSsctCQ+Wy0w6q2uiWw/DK4nFrYMqWnsD5WW9r6usuWtOEhU7Zu5/s0Cpyog7rUMCOgXKlzT0C/x7+dNi2Cp+t1SZK56w0027E4YTzUyNFTnVzVD3Szq6ZXU9loIeuDE7F2ofgg3AS7nVpxkZo6dyGJ1xM8aiZSqEUfFUTmdhTNYBNjamFHSjhGvwo3AdvhRPhKwnz/ooyx2dyZBGh0P0quAt+Ar4fPixpzp+sHRxCZbZ0kLOIhfysCjt3jPzNQJm010jm0pXeLH6vDisVC1ODXvhZBJaH03xDZNpw3IEl3AjZxDx0YhWy+A1VWkIomel2PwpvgDeEMc2ycoz6eOtZzkkXvaXHJKaZ6MW6I3UKfhjeCFvwPrjgPohLt1GYeubetTfpiU7AyK7ol8OjrsKt4B5xtIGHoFU/ewJOuZro9a4EuWoeswMX4F7rOcny9o22P/hpy1a3H0Xo18jkKeHo34Nn4I/ph73mVYbz1w5pFar72TOz6FO4t9FAAFrZE7Hh5+dwLTQ7fao+EG02e3khPOZrZxKz5RrOOiwkumUZf252kO4ypULnPcnCDVjnomhvVl/DT4cFNr1Fj9YR6eQKrd629OqDwOtHYU/ibcdxH74e9uF+eK2t9zU8DT8EU3fEP6VKclKHeUBmdhKuuSj3ADq4AS+ABTwK9xsoD+ATauUN/D1bTQ5haSHyLngKfloHOAuvhu8N3PwzOSLpzIpUK+VaWaH6okCnShn3IOjVlYg7c3+NDfGvhYG+9CCcgx245oubl2qzDezD07DrOoODzNEK/2sCyrXhT33gegtDyU33EblmXWypsfbi8J5Z2Nw660k4o4g/CVXnFr4fngzuWIUekqWxvDAsLrXIiWExccQb8CF41M6Cqbf0DfACuAL/zpLf58BZvTDdzGM2D1701ddPw/2+/P20YuDQhZoH8JQI9LCbL1zyERZ64Nz3FJ2Gu6CEm26UOoGz8Od1rXx0t4ULjlcdMidOoS3XhcaWHRPrepdJXxvO0CmrjnwPdyV7Puf2CBf1z4RD87C1xMDVN0feSWF5ZpkGJ0fNrBUVZvhlkCGyvec72zNjWqnotBYK8sMPZdlX4KpUJp15E07CeXElDc0KPgB/HS6H4Rs6TGOd40gGnS40V3fYDGvG9+C34dfhrfCYb5H4M7AOXwEvgN+Cd0KpftbaM/4l9k8nd78KQzgwjn8CTlpmqOAcfBxeAFfhku3w28bBBs7Bn4RLbsdwEU67181JCfvnw98NDVhZ2elksQcKp0t7fVMl4xAOHIqlgJ1V5YEl7U349dsKYr04mhTdU3ABTsFZW7cvwgU4I0YUFuCvhHLh0rWEB+aGY8tffSGa9bdBVxfuowxRvJCNldKRShFhxz8NPWEvhe/gJJzVUTYcoEPLPktliA6+B/64zCYec6sci8AJBvrDTLnrBly3czdRmVfCl8M2XIE/Am90Xcrb4W/D58EUzsJb4eVwFwzhSTcqvxdmsBVEuAwVPTwFd1kjuwIPukCjg21YhxvwM/Ae9+FJke60udjUpaRlyE5uqoflfLy2oaBxiKrg/J12s7KSnaev8SvX4CtNfUZy6DXlXGRBQzjhAqEGduEROO8kHtmAVXj1JOTegBIehjW4COvwRL5MzBfqcNNju3ZwLCo1tyo0E/eypZWus5IMYfo6devOVrNIwLvpCtjC3bPeAr8A128zrNSudMrsN136ILzhN8XxQyF2zdP+KvxLuALvhb8A77VQ82b4MLwfrsDT8FmWpRMkb8JLdI+pMlXKKJ8NzOGmhZfEZO+FBTwIhQ0OnwMT38i3clQT6vyJ0PB4BZ61Nbc1eu5ZQToMttX7wzxsVphKdXnwc/ypoIGT8J+DIXaysVqMOSVFOeEamW0XNu7AETwDzzhxyfoTW1/I/XctqNewrEOGmf6fay9ZB8LLZ3gYhAEqg0v1odi3CvpTiuWN2m7y5m2/u+W1lrbgzeBfwgK+EU7fZl5DVbSUB4xFvk4GsDKxX8G65/wkfA98B2zBd0in0nffDV8LS3iJK+g/CLcUKa7C/W5LfBKmMIJ7nP4T8En4GLwC9uCS0XAXnoIH4MiCWhKBbsEmPA7fBheDaWbKOBUa9yxBVoo7KSRlllkJbAMz4jLo7KXhYilujeC74UdN3BrZ2MR7S4W4bE8FrMFZX9eQwk76yo7bq9RwTj8EduFSCse1kmYdGjjnGlNh9l6qkWACksj/yFHLiJJjZa0RFEFrXdljg/L0yKhaiuT7rrT5UbgO321G+Zwj3XCiEYe++qaVTnZu4FZbA7gOA3gffAmg5nQFTsJHYQavhZ+FbwDgJnwtzI3RV+AcvM9GieSBj8ED0MCr4W0wgxe6I8j9MINL8KRsemzzbg9H8JA07nFYwU14GuYSuDGch6dtn1+zrlKa1mU5IAeZgeQ4K0ldWO6X8ekdIaHOVbJt6VFtVlgYsudw2k61PdhyVUspl99wyfiOuJXAbLf2/lo7kBaGvKV334lPuSCwZtgauyY9k7Oxljfyh1o0Hrjx0ErmiBx26LjsWz9PTvZjcB3+jzvhVjrSsG65PukEnICnFNWy8LshEq/BCE7BAq7DJfh8+AK4Cx6DN0vOcgJ1DXbVFF5hBx/wpC+e2IRb8Fq3ohw7izsWJfdhDbbk2i+3lf79rlndMQ5swS242/E/6y526cictTM+5DBSayuEemvlZCXJ5gr8OLzveEFlJV2rfJXBWPxr5GETuF+JeBEqlWm699U71kKeu5/aZuqwwiQjZJ62XGRY6RlJpJ6FujfG8lanrHxyLCSNxZg1fWUFexK4sblhDSdMhZLJ/jys4Ifg7Ke1rYmhpIZT8CL4GPx3N/C4Cc/CVKKdIKGHp+EuaOEjttkcwv1W+j4AL3f1TmUon4UM+lDdHLgB74cH7bi/DB08qLt+Gfy2CtkZeADeBh+Bsxay7rb7b2Ws2RLFBwEms6vXumIb7GygRkrIwK7A2+DP3dadnPAiyUbnQvMBGmujGNHDTQPogShwwp6zpZGh1BUPYFzbLJXlq0lwjpwn1jKbyo+NQymjNTEpFGRr3aIO8b5y+teEzbmbQm24fDnVCrZhZEKXAPzb4MeeJybiONZOTLLm18Jr4X3w3+BGIHy9YFbatjCDF8EIHoN9eCX8ItwHnwWfhMfgq2AKT8JnQQdPwP0AbNjNcQb24TXwUXipu1IlyfEk/IabIk1UWD4AH4R7pZ6JsJ8OxYNJAKScAA008VKW0uq3tYpo7QPiEqM/rE6RftmHLLLwTyk+rAtLa+aPpVx2ab/Q0qE+ae9a58Z3J81ze+gyXI3E8OwZGBAncqycXrZ67YF53Dyw9Vz2an1F4GbwhgxOWRU7VLA4pUdOZKBj28+vw++HH3dGnw+6Okd2zQDxufBiOIT/Dv8KPjs0avYuQU7Y+ZAbXO3As/A1cAMuwouUMRPsbQdpYwIdvAAO4RWhdnkLXgO/JZzvSCjvM7ffcM3FORjYgtJajT2n/LgIPpzHvPG0Ky2sCIVkDHaPwA/B24LK3eneGZCWuu4RbKgzt1533Rk/dOOMNGI3wo5LnULmupsPfKpSUgeWVwTULfWGgfZbqYi0ek9rlM2FhVowwAsPZG+tJx/rWIW+lTKvbdg3Xy3hlC2B677Ufgl/BH7U1s07HqX2mk0tBYhkHy+Eq4DPP4FXW0i4Hx5W83wS/jcH6wj+Pvy/4RA+1/LifQC8B34fbMAt7/9ec4htuAYvtJsl5Q2nQ1vRh8wqbsICNsXp0g7m7MmltlKbdOd/DgTpQWDAPVyFt8NfDBSzc1obcS7baBNWzOaomslMAXP3d9mGc2Yz287IBPZd5dHpb0XKCgfmDgfKVyMNq1aQ3LD7ogvp7kpBpZWEZTLYh8J7pV2WcsNciOhtKSnhpr2/SzF54E5AFWy4ovo74V/AK57ftm4/Rga+l8EjULj06hl4J3wVrOAd8PXwOOzDi2FHhreA77Vv4hEo4R6Lr9swh5vwGHwu/HZ419wV1/d2viphzRQsaSL3wlfAz1pLnYYOrXPuOLphqlGHrv9CSor/zKl6yhjeBX/eU2X0KjSRUmzLNnQYNi2bhd69UvJ0Ga74Dq+7bctLOvuRNzZ02c9eLu/U7uQ5M7OYKEBU9usN4JYaYE4Vl556ah5XCFpTNyzIEmIRunEW/nLdqDS2DeaW1tkEpl/q3LVJ66/BXcaUT3+0ocFo6dZFiUa81JXcW7ALXwy/Awu4DAWcdZfibUNMBy+EOWyrkb4CrkEBr7cP4ppvWHktfMjGG8wHW5n4PTCHfwovhlOwBS+B824MMQo8ulaLiblYPHqBfwrvhx+ET4TOuz54+CpEiS4ol7n+seZq2F6fTwbwBNyCB+AeOAFXA8ku9YfEbS4owX/KDsbGr6VW3HhqwsK0hWa+NLRPfdpM/XoXWh0GyC39uYGdsPfhXOtMlZyF5OyyXOGUeLOusb4GvtWcdGgn8aexqoUrFvfhvbAH73bN8avgZ6zYz3zbyqvgSV+u8YxZxa/AV1qafMqCYBqTm1DBv4I/CC+Cl9vCVcCLYQ/ugX24Dw7gHJyFB+EGnIfvttnmnLyzNdchCFRlUHmK254x4dBH4G+4gVQdGbTnWSlGLAwvhYPc+urrkU0NVaimXINn4QLc5+rwoS8HLf3YDWgsUv3e+WvnuAhGkzW0xM4mJi9Z/CyDpNEG/jR1C6/NsO9jEdSKwk6s3lFbwtCGwexYCZ8PwhrOITwE3x7S6SNF7fGdGpgad7FaOlK/BA9bUS7h/4TvhR1XCB7Cq+AZeAWM4VE4DWtwFb4SnpUhfTYcwAlh7x64DL9tD9YPwuPwubAP73bxfgdPwho84149p6CBbzbGNYb7sYOcdebbn+s5xwH8F/h3pm/DsCCiDF1+mbkPw3qZXlNeSd53NJdWjLgCm/AQ3A132cTWu3voJuwK7WuhvN2nULgKGmbjW1zy2UtXYS/kDaWcOpO+PP0ntYneDqRNr7TmYKXLL6VrG8LbQNrbwAk/MHJ753PwrUFrztnr0jJRzowqbb0X7QrYhB+A95nbX4MOfh6+ER5T/ljAffB+uAWfreedhJnLvwox4Ak4KVFLDQvfAm+CD8NLfMxNQ9ImnLUIuFBkeYmOVFgALR3DzIo+/bGUCL4eWngrDNxbemFfU7LLPLOlaJoVh5FhamluXtoh3QoN9/iKpDV1+dMS0FKdvLHgfV4/GZZGq8rCWaW0k2WPsSpf45qkhVcd2gO0EsZGWv0Etu142ZK61cbZrI1l8jHVn7ZC2XEXCpjA9yivD2wQnRhBMi9MXO0m7ITa7TW4DHvwdlOhoQ3Qj8EVqOC67wObwRvgWZi7SVWa8qtQudJ1De6GEdwP74d9+EH4MqjgfvgAfOL4Zskz2ILLsuOUZL1cs5jZHdnoxncMec85VpYHErl5I3yXMzhRaslmtPLMrefPNtHp6lObz27BDuy7Ace6e1QlFXPLDoChWV3W0pKkcAbOJcW4Vkoeqtbk6D63JLRu+BxaVayEirGJYZrULRPAFPLWQrVxEXpe52bpa16iMq8ZuHYUNboBfL/7P+eMugl2Xxtea3Pdm/A0fNiXbB/BLjwB32vBJE3wk7ZwvR++0HbFc/Bqxa13wRsB2IQtuA73w0dhDW7A3fA1ssYj+C0V1IsusB5aZfsQNBLzxDF+EP6y+353ZsqVBtF/WvM6FF1GWsYCXgTfBf/cOIhFmwzwvVWTPqgYOTfsrD6tVB83vOctZ3BiB+zMado3z52oPq7cAPFaVmwHxqzamVv3FBlFx6LLUlFgHthSofRQaigIYyuRpghYdS4gc21U7Wx0SXnsF8O3u9EKXqsIfYWYsjV2X12Bp+Xa67ayTNWW7vdbN6GBX4E3wzn45/AHYQ1+FV4HZ+EJeB108F54rX1jSfGq4T74CIzgLvgwfBLOw7fDEfwsvAg+Add9t+81OAsTuEf4fwD+KGzBj7m+uXCmB0GKi7bVhC0wBo5blh5n8AD8Gfh7BrJKD0/PO1QKyTJ4H3TXRrFpFcqOnZ2iCD2bJuwHgBsZT9Uge5doj6GOHItQlulMAQ69cO2drQTYHcDvzrXorOcOAxlfSdgnMPQtVq28exLqQisbtlr44/ANrl+LA91r60g8D93K5sClbSlk79o7UMAMftbdclJAfAn8e/gDMIAvgo/CXfC5OthTdoldUAlLTOsZu8Fe6M+/AJ8Nr3SP7nvgZXACLqsdvFg99pREYk/u8o/hGXgIvgXudvnUwKy8DYWvxrMNbRceOE05JpyDH4A/G9KmxhGbSrbKIG5n1ls5WUuncqUwlCjKRugTSRcqXWL/mNB7A1pHflU7nQiSnSjaexP4PrReq8LumtqsvjRTGBibWpX0lc/TaworUSpjW2Wtd2kG+vXwDWoTzzl6w9me4nLnSdZc7rcLM9iG69YER7agpCdKJZo3wRlfFFDACzWpI/gd+H2wBx+FlygA9q7e/FX4QqitFj8Iz8ApeBTugWdk/SNXOZ+DFxiCS/g5uN+izSY8CX/bFpQCHrCNccPxTKWRDQfttIhV+aeFs3MO/m+3HWwdZwInaUKFp7Hfqzfg5BDcWB9DzTaXZzbgpJDxkNh2w/lNc3229JKN5lKKosPwQxvagDopTraJNgjrcwnpka6ZYHNhu+Pc1cBt4FWtD58qA98N3+FK1+dQjZmv+r0eCG8pgxkIgYkrHBj+z8ML4TsV/W7CVfgIXFbrOgUPQA1PyUUaN2hMiHvGbsG74An4UjiAu2EfPkfp4Sb8bYnjFdOXx+ECnIULkpKbMooZbLoP6gWlrG2JLw7O0NoDutkuXHYLlhSqBj5+AZfg5zWpbCV5ojPBKkJ7cBYBMBb3YVnRRMQZqAkM/O7AlpA9Xx+RcuFBMsmlH2r0/s2AlkOBpDcdmKjUF0bJhXY5DGGrDZlgKyFbieS7svtcBeoMjt9k23VEqZSHzqVipY2BGUTHKhRjuBcuwyl4CM66KKCAn5WKnYdfhzH8DHTwbXAAD8MufD2swRfABvyGF0o4N4UlvBCuwRlo4aPwefBxuzZ+CE75IoJkGY/YOb3vrh5nXB9wWkAd+XLoLVPpiSaFk7pQ3+rhrB2zOyExr7StHu6Cb4WfDHStC4rrStPJX5wJTpPA3nIGdkKBOht6GWAohY5dd0n9lK5Za4OV50p3sHf8qZL8teW2AnPtt7+tCJBlmN4+iCL0qywkGen3R0Co7SRP/cnQHpSOle2BK3GuCAS21ikTIxxoSZ/neyhKU9cOXgM/DW+H++AP6JS7MPMe3gQPw8vhRQCcha+Dt8Eu/AEZ2zk4D++CDbgo7X0MNmET3gOXwi60L4L3mfccCerfqYRx03g08E22E9FlBGesqpWmLAlmnoUtY0gvkI/EtnU4gv8N/lMorBWeZGyIOKGJDIwzRwoWKEcVItwh4CWGYYqTnHbLKLSQap8oVClyQsfxfoxC5S3Z3J5QtNTUmlAOKoTWxkrf1Clvw+8TgE2MWZ3xewJ/E77SIUOnX5lFz/x8eZyHltZxcdHRGTHjOUevKP9LWuFJS5APwVPwapjDJ9zIdBPG8N9hAo/AH5ZMnIQKPgDbcMPdDW5B4cvPTsEK/hOM4Bz8MpyE+2EEL4Y3GRYqSe0N+AhcD1tN97YQjkMJJbvxmuxlpAV3Os9Qaeop+NqA6JswgU1HdWLRLP3zivrRhmE62fTXwpfDnj26OWnt4ACehl+BT6jsJC1tE7ZqYbZQnUI7RYUpMfRZKKN2iodDK0K1hAztBgFpEEqVjcnOOJQyCun/FF4XkDY/c+9nkPHUIlYnBE7cvens8a8/5yiM+C1ccjKegKvwEKxLiT4fnoIKrsFpGMCr4W74KEzgnKCeRNGTliKu2BCXoTrlBHvwctiAu+HrtYMcImpLMfc5YXvwqKM6DiLnXLZQ2IlQy257ZzQn4EO4BN8IP+mApzs/IcwPpQ2zAHu1Xj110h+3TXIYomQf4sCe6XAvp9pPJR2c7N6cdu60TZz+NZl7YwmvVwo/FMPasF60NvAVfrg6vhIwG2ivPy3g37iELaNL4ViXNtIstbxWX6yUJCb/M8068fFPwj+Dq/Cnw8KBob0M6/A2eB08DF9rYeAUXIML8DF4o70A/xa+APbhl+EBeDn8BnyRPT/r8BH4KpWC0r6gUt5JCGTxKOEkvBZ6X+xDoJvZjCpZwUR/K7SnNOD70MH3wFtkIGM44R4CpaC1boo9NvGvBJ59s5Cn7J8ujwtgRfivCVy5haPa7D3zlSYklkupZZrsfQ0iQUWalTWpTxnk45W3PtLzFmZ8nTy90V4xmf+skLMQMuoc+AhPtfLrg6DDPd+xrwbxK/A7BqAfhT9pPlHCv4DPgTfDQ/A78DnwH+Gb4P8Hf0KveKnWfBW+Ezbhl+Dr4V/AOnwVNHDSBQS/Cw/BPQa15Gnvhs8P9dpPD66n4bQJ9cp0exAoSmFmnTxqEDjuFuDrF67yqTd0nlHIKM1ASyF/FN5n2YXFICmNPesNE7h4Z411ZKxrcyGhFlcHhpjWUNhYnmyduXWpzMLYVCt+ZLk2K6i1xls4HK1faUMlK//wAzZ9P2dwY16z8ueRGk8RgO2Ox8yJeRZ+0f70HdiGW7CroLyAS7CApxziLShgDl8MNTwM94vZvwKvhg/Cl8Hr4RZ8DrzPek4B1+BvwFn4CGy6sfQaXIbfgbvhhBFtpOd8GgsbiVh9qK9nikko/DWBWRZuOvwW+Cp3iR75Or6FGfS6sahU3+7k0JthE8NMrUpxIVtzEpwfcXASrExqQ3JjFK8DymUNHRWgpZyxCtWbSuFx23ecNhpfcs1a4I1GMDCXAYbwWc9Dt7MLVjKJ8rglPZ9VdQ7TDJ6EX4Ya7oJGepTy5PvhJuzDnsutrtiVcD88Ay+A3rbjZPe5RPiM47MLY99lksLceRH6LfBNeu+HbOT9IhfobVkuHN1JtLt9EEohoAoMJMFMezynSXZwCo7gi+AjvjFqLGdowpknoYur1JKGYVVjZT2AgAWdVLWVqhbezDKHwiZ8hxAv08NMwg5S7XE0yiE5Pcko1CKGGlln50JOejcCQ0qPd/55hrU3elahtvOZHCvVgR34gILeSnJ9Q1pdyiZ/QyHjs6CGj8DdsIAdeBTu0g5+Hl7t+07m8uKLqsQL+AW45MnvhlfCB+Au+Lj5/Mfgk/AqeJOgOFReer5n7JzFzrE9lDXvCeSH8pMhnFIjBD4BH/KfjaG/Cx0r62FeFl5r4vqIlBpnw0CD6YThs975AJ4wJq5qnyoz68qJzMx/qJi2MlwOnYNsT7UOtGZOUR1fq4Q/DEX+jbBqYCiLLLTLRu2qN86OvPvP5Ohce3PNN2KeszkkyZJn4CE3DlnBLfWFAfwW/D7YVNcu4B3wTbALj8MLfH/sK0y5EYy31I1vwEfhBbZePeNLUJIXXYQFfBRuwpcJXY2t7ovjttUHq+phCj8CH/FjabLn5rkpgEyDi04NMq05UBtWRx556TpE1aUy0Jp5xsQ7746PcK8R59tbWmu5rw4VpT7AQ2bKI4kn4feFC7NGQVNNAX7fyei91zVPW6vVDoIq08I6fD4Udg7uwi1f7P447MNDcNFS2oYv2VpTsrrjcWQbzEwmMVP0P4RNOAML+Bp4FHbhPfDV0NnF9Rb40/AeOAEfgW+yr+tZ+HzfZvjv4QvgJFyHF8Fb4JpbmP42fDW8GybwEXgxvAs+CV8D71I/uwA9/Dx8oUJD4wKKpb5XikatI1zBt8D36aWZp24o2TRSl4X9qLhAeaZmVKs5r6lZZIbd6/wbws3AMkDOuko9v7facUoQ6eAW3IL9WssoQsQhANJQvnWkSaXou2afXa89JShaC/WH0ii50q0HWuFASSYFxHfD78IRvB3eaRI3VS27AS+Bu+FZOIBH4Br8o+cxrN5trm/pba2O2ylLpkTym+EsvBT+KnyF6e0AzsEVeCc8BJfhLuHnKlwAVCBf5eyehP8G+1DAOfiYofBN8DE4AXvwCvgY/LLlkUti+RnfPH23cuXCHsY4EZi6lrANPwB/x41GMtch1LgSWtfKUWkidoMos4SVG6FvaBZL2cuRxjBwT9te069MbzvvcAy4Q9MgbzNbaytL+Xh2AsSYgbrZThDKNgyIm3AE27ADI981t6ZWO5ZmDgTYcWidyM+8hL9gjE8juO8Trruv5EzcbuAbnn+L5YRMB5aeSm13w5Gdw0n4Sl9V8h54jdsrNG5hP4cb8EpDcEra903QBnAx7Eacyn+/bR/2C6GDZ2ANXgtPuaTsz8J/hUd8jcrElzwmPvAULHy9dGPvSqFt9YahUlV25NQsTVNaO0pWglNOyAr5Zefi4aU4F6WigacahmLiuubbaluElpbMbdDEk53drFWbcjKfE7dkT5sutJprE5Wdd4WcIMtURwqAXdhtt/FUg0ALVmGBxlGQ6dLVV0FHOPRNkxPXSbbw1c/D9FNxaeo9jHzyTXhWLQf4Avf2SGB22sbtkRF5Cy7DW+BL9bQToXXsvfBF8JBbrLwFLsImvEL95ZSsfBO+Cz4EnwMtnIWfg0el+Td8D2rp7vBX4JKp/tJELLt6jkRD+D7428GkKv+6VF45Chr1QoBs3fipPv4CkaxpVyGNqP1kIZRWzkvnD8mkKocuucpvw7B2fKsgTmS+PBEJG11zpMXUGulYmMnhvNFoRhpi4z1VgdTPQ/vN1Gzi0DNk8jf3LT0nbev70jtt9oca96F90pUNXmluNuAuOANnAhgcwRvhV01aBz7UaXgv7MLD8N0whE/Az8MufC5ch8rNZx6BfXgCLrgX5pabtu3YVfEak8e74FvhHfBBs+yJXtqKoHv2XWURPOfghOzsYhCJ0iwc6E7Y/JgBJk3WTt4VzfcsnxBThoIWXnGuDkJISAksvA56KRbKxjBIC/hq735o7l1qE2NDci3o3RW0+CoIpJ3h/NCzo3Kz7a03AtvIrDtmCY0nOa0Am/XlzgWf1x2+N91JTpxKVyfH1Y10lTSIZ20K2PJbQ3gEfgy24QvhQUNtsq1TUMI/hVdbWHxADPgQvMvO9zRtWy5/vQUH8AEjZhGqbHdDCV8O98EH3c9zJllu7FbqjGidxHTggOd4MoG/Cj9kA8GhyDRw7ichi0fvmhqFcgI+EO1iTaXROZcGwZlNEBmr8oTW/rL2T+O020wpPAy9lUJx7ARU2lZjd3NmkZX8oLJ9r/bsicXPJYlZIBn7lraFxlQqCneC7UJcTbF/E1YmNQt4HVy4LQ42DnrlAC3lFkkrOSP0Do4n8w38O9iA6/Df3e04SeTbth918EFrusmvrsImXIfzqmKnYUdF+2m45n6n74IvUMRP93wJbsFL4QI85p5SiWZsS59rMWMlBOKMzLWSxqufCc0jyAQ2AOd0ofENQkv7RNQYhkUuCG8JXJbKywMl+JzpE0Ah85Yc/c4mHasNLQxNSF839MI1b3EgJW81uKlkYhcqd3lodZqRWFIbLpd+Nxtlr3Cy6wYHI2lf4Y1W/nIGb/YBCE+YXbmwH6gNGu+66tpYuM3Hf3EhZIpf/xG+2vrrA9DJ0NdhBedhBifgHCxh2/XNWzCH34KLkrBn4bMFm1+Erzi+IUDK/pJHPQvPyIrw7cBpdpOCMFOg7s2cVsF1/wX8eec1WeFcDjB2hJdaVab/eKrK0xZqMVn9TqR+R7lrEkCkFjLnxpnCIPYhU5+2FgwHZnadlfA1VxNk+F16B4lC3fSHuRC64crEZAeHvsRhqdVWrlZbekM5ax2INCujZ46VmZltw8U7WVUbPKkJ+N9ac21N+tbCdw/gHVK3KXTwSng5PA0v8RHW4BmX1yWvPQkH8Cic8S3ASexOYe4eeATOwK4M5hl41gAUbSuFj5fAOtzyWfZt0ppZS+nU91sRt9b/e6urUf9sbvPbSjLUOYmdBrcw8OXBrIweKS9emQQ0oVEs0aeH4aV+feItXYQxfBAOalPoNZEDt9I/rUmtO1ulHB9YwUkb25eiUaF9NFrMLbEwfeu6/Y2FJptLQL39ORnhRhpN40qNv+Ad4khlDbCzM6wzS0i/GQvOmfzl4187IpV1wG/3taVv14OncAbug13Fz5Vhcc0EME3Gg/DNjvsv+sahDTiAn4PvMJbl40x4R+tJuCIOpZxmK0SPiTPdqSyOJNQD+H/gz8DI3VkqmyByOtU7zuiuOdlaBXZFEN972yGvuBarknYncpJA5KP2yrbS9plbH6zXMvehQzzUqk4aEIemWoXcNksgjTbRShTwRnthfKZ7Vc79uq7TitJZa5m74Cz/srEb8yQ8eDwONiL5zHQp57OIu4PQrR+PPV9kkvjiATwYks3r5i6p8HDLRtOZbxpLOuTEDL/SoAu4D87ADYFhDY7gac8Wj81Qex27ELnUrwrXA3fGtUZFZihuNT7CkZQfpexG4aB0QHpz86k7hV5QWSxCOaTz6zfgmqnuSDoxMt+cwyet1q+5XUqtxd+sNf/SOdt0X5RxUMbW/UKtxJKp9yLsT4zBayXHWmpDZahzz5yJ8nhQPwpp6dKxmxgI/pfj25Cugu43FBS7kNqMta3bU0jgLZrFRJ/+Zl18Cu+GJbxJq0309pav2GjhJfBtMIV3wXV4K5yHPxxkszMCzx6cgQ/C/bAfEtJ0rMuKJko5N3SYpcCAvSGtbDp7aTKCvwR/zXg3C2pWEYT7xhCWhnrf4nEZ8q2RMDZz6e8ng6a1CyecmpnLKx6GF4mIu9C6DXGR87hCrNp0sUeWQEvNPP3mQCBJuL2vCJu0oqnIgfrsUHtaimQD1anSk2dqWbiYp/WZhxK1zwuZC4GilYFzVJraeigS3H48A1fgvGx3CS8N9Ktzf6Ifg2+FObwBHoGfTcsE4AY8aOFlDr8MN+CyTj+G18HMFVob3vYzcFElKR5jWURpuXdqM2dnHMhqU6/NZTmmh5eEhiWk/Hk8o19lPXIRKNDIn8cabgqCT6gmlALELegtAc0092fdhTohZSq71bXiRyk7zsnghlZVKvOnsw/Eg6uCWSOpLPSwo5CjTkO62zpwSPyXOkSWajrxrLErLXG+S8etpAjRJ1tYwtdNHfqORwMfFoM3oYZ9+PKw29a++HEDPgu+Cs7APfCbPtR5qV4BXw0/Bi+EpyQ9Q8sVz2p8iZtec2nhqdtuaehTr+wBHMiaMT3KrHlDsaZ0YNPXT0kJejiheS0lTJ1xsBSnK4PSJJSilxKDp+yC3NaUa8+WifVC47kK98DAV2m8FLosRdyy8XkCp4z6hdNTGI+Sva8FlXYUdoIbeceVSNDIqyrPsNBYF56286+1VaNOk92Urv6R0Mccbas1+Gald8PZfb7jo25/ciJ4/CjAYQMn4DScg5dZXNsMrTubQdqewNcAcL/LPQpYg1fCPSFejxXzMiV4zpEebSTlPwlnfPlWb2az1IvWXSXWKkr9ZYexdjXOhnllG+yJoEUP/Mx6kjTF+BauSgpXBpBxSAzzf2nSb8It+AR8zOm+CudKs9m54WNb00F5jaBYDA3SWZ+d+vaVLb1tLFBnzX0YRnMQ8pTCvGylPS0DFC1VHIAX3RZBCFl04YwOQrnpjscNWye2FHJqePVxwxrIau9SEMINjAZwCdaltOn4LlhzdSta2xY8KEgnvnGvKDJ9nntLtpVuaeSQ5tJFZj/pWAv0cQUvlSStOVO1v6mD9NWrxeQQUR2PhoXINMtrmsWXDU2/CLPZiYgHUMJNM4/NzJOSOW94K0MBdhh6BLow67V13PMGkSrIqiOBfeGZc/LYii7JGmovUWiLWXrpwxPmfC0e+QylPH30PFQd72HHvddP6AOvtJ0oH1d8l+IrQj7Vu6puICrnwU38bw3eE35Tw11wr1YyNHHbDRb5aY6B8L9tjbx0APOtjsStXugq5QCVimth/FqFxQq9AFaFCkflMJZh3exAllyYG3UOSJafso6YCNm1tPd96R86TzRQ+5k7GXUIfGXoe8laXGULaGMGcEb8SNaZbmIa/Ab9plGzSJfrgpZzFCSJyXHmno/quIh6R6qej+vyyG3jxdDXLW2Ej33AbfheY0jNmdFJOG1m14av/EG3+EmPlqBiG84Y30+Jx9el5J/JkS66DqfgtBbT2RJTuL40JZWvCq++PgyVuvK4Ctqpqi/dWzuLf1nQvx9eCWck062nXQkNmXl3QYteg20lkp3SK82DbtsZpPJfew2l0X37IDkmxWFHJj6SZ2S2lOZ7qPSVU7neoD4P+8V3gtBYc3nZ83SCF3K++n9mUtgbvpKudvZRnRSk85FUvsddZc/xBrrEDbbD3mAE5pR/MzZ8bAvw2zCxL7n7n93tc47KPog1h2XpAI5sOvoSwDFsb4sYOPioeM1cQjLzv94azGm4YDfi1CjcGuYa2UuvwWU5etsVGfuZ023KDBZS6cavpeAyNGXI1DjH7P2QMmB0OwFoZEuDaaHjZjVrrsg5lw4jNOb/XhQqNs85Pk3gi8dMr90wyiRbvPt4WSkdWwHncbYQ6sZyrPI4W/o2X3ySb6yEE3B3eJyxher+OOB9hkcZWk5GQesaacStiyymdkf2cqk6VGk73x15Ba74MsS5bJvAagbWu1rHobA6nka+0wxK88RLMIFbdYiv6c9beljpO3kxEg+U7ZcOa+kFDqEKPZabMLddDt09I+IIjowdpXC4ZuEvh/nkiyN46DMApE9zpFnMmm2n3Ny7WP45J082F0WBwidtBYxJaEhKxyWo4RF4nUZQw0SMwZFpHcM7YvBncuSYlY6so56G18A7tJuRMQ5dt/YpEre5YpVz6ZhsSS2K0E5TiQKETsxavGyDolb5bqJ1qGqDWuOFW2+3tcVvGHoHevnB1KJNG1pWMJPP3HPT131nJtSFCkxnktgEFX7lQomJ8HDy08oHn+FMDKwE5IrphSAO5aP1Kb4u/DJzpn1n9KRPFK+yCb+oYREU5hPCeWm3RZKt/6ekENOu3inog6unY6BlTOC18DYHc+aHW1E53mpiO4+YqDZWe9ctJqarJNJ2pNyQY2Llpesg9PRmKqtkWFlBqdyVoNMdF4Fy9V67k5DVXqYTDzolxG11kYkwtjL7G4douzAhT4+67k7xGcmSrrN+W7SKR1aop7CA8zpZPlY2bBXqScm9tjXrOLs7UMOJQLBwVk4o9SHdXB5vl3i1Lf+l81fbu5dU6dYJK9WQ63CJRIr3VWdafz8PjLv0iumLlR+Ywx78RBAts85chlEimGZy76ed6ANTk7GVxCNnqpZCFUGZy7rDUCI0DEjcZDyfu7Qm3ejIAtlSIyCku2kKD91fb+bFEpE6FBWGSnmHIcxlR58bdAb67oFDv6VFzuEhuOk+opms9NrxFG7Bk/Ah+G/wd+Cu22Cg8Q4bGzWxafh2Y303FCoL8ajkN5V9GQgn+XIPwYfgEXhx+NZIUarzEZY2bvTh63kWvhouwKbNbQnOn3UV0EkbwrJS/YwtljvwbOhNKgXaQ89feq3ESUaCxROu2ToHOy6Vuwl7lps6fXLgmppGXl958t5HuAUjOFWHOFprfb05RR+I/MpWu5luMYUjS4et0s4BdNpWGr4tuKUPLWwYbHWdpZL0SGBLQ3lLu7kIPwVXzTrP+W6Py/CMVdJeRnjxNqvK0ksnzKzMZ++ooy7C3hj5KKw/bjsfY/WkaFgpcXtXMCwUylv7tqsQng5U/xFdOvir8NfhNBzBvgFhF3bM/Hfgk8J57RcnlvB7fSA/77p9MtlVlkHH6qzhHMBlO/AaGfpQ/x+6I/IyvNd9HKq6vdw/AdPTaXBXkuvWOc5xbelA9M7KkXMc+SPOUwLtA607ZbwnBLmxUS+DXy4clc7NUTD/Cj4Oa/BWq1QNPOIYZWY2cUe4rdsMpfVWCwG4czHd7Ufv6wtmx3+fRmBkObzySYsQa/KxdfyXhdpeowg0MLJMrdbFC10K5cV97+qaY3JkvpaRaV3nL9yd4ShkKgv12NLzV0ZhlH4Kh/EQOrepGgV4GzqbE4XJgXyp0kCzIPqpp86hcCuU+VY+W+Il+4JKGwrvczEssf6cIQ5DSpIrDI17Ija6XTbBNEkjfahXZDryFkt4HM4734cOx8SX3eVyYXMnEMo+04VPjm4DtnTc0Au3j/++chDXTAmPpFDPOV4Mj8H74VXhl4UQsqOhFI5VZGmF+d0ZayFrcB2uBsFvaJjLI5xGflsMGwpaC9OvuYGidPAzE89wjgMyN3yXoc2mV5utgsieSQXOZsaXAhZpaFL6dlrdb3mcnidXO1A5XEnrVqJfPmNnvDvhjI5sN5iGotLweAEx31N1XOgf6OKPaaOt61FrL5Sxt3LpejxyBamXWlaSpDsa1gfgLBy54jkfpTc/ctCHvrP5ObZ1Hq7aahyP2oypNzFcaivLoAsCa/CkjHAslvTh/53jMHTzhbFGlmLfpoC30iAaqyN45lasimpAJcq0/mllVXGgDLTjZBWBMpUhW0xnGKQZ2nYv71Kqe2Df5ipUXZLB3TLN6UKBM4HWmljSq4smwnsWRq4lb73duSMSVZaRgNS6gCkN93VfaLs0sizs3y19nvN3UiU63XdoaNh4Hrm1853Tq9tehpglhqWEY+D+Is851myEfPg408Lmp0NFoJGPufK2e6c/JTS7Ltbt1UJ7R6kLsWIUumVGgmuhPbXhK50Wk3Go9XnrkK4WdumkGkMViP+RLxpKNzwOLZmdo5ossi/tk9m0At0a5vb82tTdpG/ADf/ZBMRK9HlD8ByFJVxD7WDNFxmMzAHzINY60NDTDtV8BzrQ3J7g0w5lHRa+JYQ7d6d8sDIE9GZSw+eBq8t25qzf6QMD3ysxDLkOxzXSdIxgC67dpq3Xuhkh0R5qIqiD1GLwNtzyT1ngLbSPpTZx1cS8dSuUVA+YGBmHdpmvhyJ9ZgV1YCYZVkrNpXaa0smv+OE1xz/TjFzASNZf1L6I54w8YOnK8VVYfrOrknbghCUGtmYiOZQeZcCvQovPwLWmK4nUkZnwwPluTJtzQJxp6K0IUcNJg+BA41saDp6DEHiHc3tWl7D5/FrrTREot8rko4SBiWrlPT9Ha8hHpR2/y3c85WNoC3wbFlSttM6cqU1MugsnotUgFqEusnTWK7glUm6pL6wHp5pZqK2Ot1smWrwRZNis2VbeZKVVHKiNr4cyXad19qFkRNKxRm75nbSQHbgMpaZWGEeuiI2H3nGO5bWBpnKf6i50zmxqWIi6iWAdOAFD3yueuWSy5rEPnPKj8yJ5ETSYyilp4KHbErSh8WIVhKg7wtVTmsvQ5Qm3H+vO5VZ4+fHtR2YRLTx92+YlQxWsnGpUYnM+4WvhP4c1EcmMLsIQHg95btTASj+/58+tNzzQ7ceS/ZmBeKnJjkNhYC0UbWoBdVfNZcM0s5F+bRoZMgT0iWNt26l4BLuwqxZVuMdBOtHM4Vh3jDbNd0aKyCtLfrUMt/COV1aml3AKLrvetTRnLgNGlvKD3HiTmVlhCX1gOChFlMnxKewCJ63M7e/IrhrX+3aO7O1HjFO7YdxvP7agduHXDaiPpwKVcl2UrzLzTY76JvhxTz7wjcAnYAfO+QJOlA9b7fLA2e2tmzUC27ozQohiQ3vYe9sWCnntpvO7q2HNFf1rSTAmZ8jnNiXlA+hri3q9DYp7bi9xEBjiUsl4YJaXC4IDG2yGmnwfsHpdolZqLgPT5taoVJv9Nm5SdagPLb29zt8cKjXt29ndi2TZ4tORgb2X2D7H8vLxseNSyx1JWDZ3PG0ZSjTxGIdiTg+7wHHbGgYVvvTzbTCLEzCC07CEQ1HqCM5CD+fgphlufvaVJORIF22MAOve6pbPNTKADt1nsNGv0jH3nHMjcu0EpWi4MFB2gTEnP09g1NfBnHfhSgC9uU9+GBj3WCY+MAKOQ/mpdEbr4xWu3glehFV4nVZVeGed5Z1GUygt6g3l6Y1jdOCmWY1kqz8eniKpzKH59mNps9CaXGd8p48V4mKOzu1tAj2ObKMitWfQr8LatUrGk+92aDqSBvCUNzaFN8J7oYITOmdpKXYqfS408XmmOOrpiMebCpBb+na61r2WzlLWOQutKFMl087iUqdE0JsSVk5iLiuTrK2WizVi1UINLWP1yLFO6f2W9lS7qUHvsw1tQFuKNwvnI8HeUdpH8LgwM3ae1nywFNpPKeQcmN0U1jS23QJqrq+s6cHZsIpg6IPn7+i66dRmQ7wjc+qDIJQrnnf8ZBEWutXi3IGZRzoGXit/pQjul+byOrwAftegP7f+M3GhzifVllY+bO9UVscrLQvbOsZS5CzuD32T98qdEBda2FL3nuuZOQ0cakOlIlEVUGOREKtUXj/Uxodaw5aIks2oDin30PLIkZA4VwJYCtHp6zOzvLlWP3OqcBxLQ2Fuwtn3YTLN2pLmD5T486w08PhtyX+hy1bPYwRHwZKiFHQ7MS98hDIg7h0Rq/MzpWFoZNNHGTT90fG7nYTSUwrZG3BdcvN18DZ3em50mNdbC3k4XDfbUzp57W8WOsYytP6NzJAqY1zji6taP9aGMIJGmePA0GC1ptiRiPiJWmg5tNM8M6ct+2sHCt9rJpajUIFamPPnANoqzW957ZWNKzk4zkM3TynsV34+iSVJZN++rQyQQuSWJHqmPPZwAOd8tMpp3Pb7rPJnntRrCs2dEC7n+e2nRawclEvNZexw76n75xM+5/y92HMGrsO98DSswX+D3i7q06qGO9DBafgs+OBx/XN+vNFtErbY6CWyE02k8q7y3e7pcoQOraWFh8ohirS10fISeV/UWgNeY9PlZmNhqTTAD4L0kue+007nctWlvQA7LlGsrKeW/n9sLFiKEJXg0Wo6RTD0lWh3wspj7arzgfZx9U5yZX+nXs0VfBBe4phmHbUyEbnjUYj82Y+f72NV0LsXAQJXztn5O32xFrRaX1KyA3fJepNeesp3iF6DLXuEHoNvh3+nKbTOUe1zzY936nX2vA/di3oc5jel+bvCUmE/S+1NVqHguNIkSnPhROo/5fFLjeME4GLO5wBm63lXIeR1vgQlR7qF7QkjT9Uq4x76htWVuUPhwyRvS0Fw0/urZMo5dcCBa0Jl/pQ4Wlg+f840PwcYjuCD8KfgnYEGjXycgZb3Tvj841+sNOLMt+6IWJvurzfQcxJeNgL2D8P3uXjuObeKhrvmb+IgV5KW5H4XoICrMIB3hIdttenGsDhQvp6H1oEMKLWiV2PCuHQ30UUo2Q1CIjxRzc71qDGc8421S7Sbxk9P/P5Yqp59uveeDgxqcy2p8kZ7TXtpz3sW2Y6kpZtwClo4hJNhnX4e2cqqJXpb5xKoPUeqkcnuWJ0sLDQ954iRsYXr8FH4vrC4rToukSSm8ih8fXhRaj7V2IFOF7odILNldPa2jx33xlD1IfgZ+MY72dZQKjZxFg5h340UXwpXfSnwDKbwBbANZ+FXQs5fOuw5OJbWMFKK3TgdrYlU49QUdlW0GuLM7iuCdnio4aJhZL3pU8pUrTVUMuKhEaEwI1h5i1NfbJmKBjflZ3n+SgP82N6dOox+Gp0dOAm31K8Jge+8vx9mOQSAlW+O6MWMDUGr0PiqEKDveBzAJ+HPKQvVQZHPBY2xhvtNsIJn3do/G9bCWx08/7XqIKkPQyU4j+cI3gpjePNttpXTwx1LMQf+s4HfhPNwv9stb8DDsAHvlR4VQdnKLLAU82p3Si7gctCiW6NNGVoq6uAPA42scMZ7Bz8Js5thK5dxqtfVLtWoNMkc7IpwoqXGe2jfaiFu9XLA9RC5Bt7NUhV44htyN2HkYoSJt9hI0s9ICbdku8PQqjq2vDCCDbgpFOfUd36nme7hGvwO/EkjfiXy4wTEHz5qUett8J23na0y5lbPg1iFXRsE0b80oFTwCQD+JbTwtbe16KQ7uQTXDalTITwR2R2Yw0nYh2ctps3UmSvxIycQC+f3HNxtnaeHp7ylxmEpHJYN63Wdk1XDFWeqCrrMVInryKn8PcSqzcWyzIiFgpXmnCvQU7uTO6F1cDzxLiz0jpUGStgPqn1hf2mtk22ro/TmaCMj98hdEiqTxLlUoILTdpU0crXbQ2Ei9f8F/m8vMQzO0DvZC/1qBV8iBP5V+OZQ4SmNjH0Qje54ZPmq9OfeUFXKTo7gH8EAvvR4PTEZ912Sp3S3+/5wNzwDLTxpNaIMd96rWrcyrVZ9cR3OwEXf9dLZkzOwwH/CLoFcbilskRiYNu0KQL18sTBktSHBKqCsLYsuxZs0xFOvvRSlElQ0yqwEDRrTzkFQz5G99e5gPlDqLFxXlHDxlo+XdKlbruQpjO6d8unSkl/KuvPNzwXIg+MTPIen4a/DO43v6IgrA3cRQkYF7wmvnJjBs/BQOGER/rtdxFoFTlab3i5lZrlSNBOq5/B/wlX4w670z+d5tz62UFwYwy7chAsSUxyZUqttnOls9EXQmU7BWfdbm7vjdyuxXnMuEvBfB9ztJ/n5WaitHi7cJaswbS8lXqmG0dUKSHMRaGV/epqwXcX0TttshKicbhQwFzwHkoNDpYHaLpfr5oaF+94OrP5WYWeHygJW4djlkxSK1ycNi6fswEkuu+9TANfhMfgL8LieXdh3XwavqL3uEA7hK52tlNP9JPzV49ZT+sXuOGI18HF4uf/Mnp3DTbbLOsx6B/8AnoXvdzPw0rj2Mng8vGCCtMJYKSGrfWN1NfxTc7xXojTGbdsU38Jd6uxXDVYFbNlBPgslwpxdjuyC2Q1LUVpHHvEyUamyNL9L+sp1eBauwjV4yjA/tZy0kop2jsvSR1pzuNfMh/eMm4ltJPI4FdW2pbRb1nCGridJ5nstdB6nGLqh1vqgW8pWx4FnIsIt4RH4Cfh2uGa2MrdgV5hIYnrROYhvC281SnnuPzDDyFZVGj2roHj1cAj/KzwTDKsQdWJmWmiaZ6D35D8FfxOe8otzuATvh6elRyPYg13LmudstxoE6ThHj0HIdvHRRgbWgentCRcGr7mvRAKeqXWRqW9im/rsSTC/Cy4KYxMDa+OgpR/aNOIHsuMduAz7cMvNFFaOe29kzZw3P0kjeg0c7hVc8ru7UMCui0MaGVglYWqsIcy89dbRaeXCYzOyM6HqkjP5ge7xKFyD98GfgB/x5ENzloVhCDgdpPPkajfhWwSVbD09PBLMog5fGQTy3sNNuAo/E35Zef9FwPjSdbkLc/A0Sj8H/xCeCitvT0ki14STi/BCY2htGFpXEM/D1XrpDFe1c5dFnHQnJ8X+3oA41M8Trz2yNeGazVQbtgqfciRrQaswAvQYm1buoryw9pLlykwm8v8zyeh9NkwWxobhE2F7jDFchvMSoF6j7uzfmquj1t7f0KvXWljnlGzZp7qwWTlNZFLnfwbG8G/tKlkqXmRtIgPGG46LrikHzKPfBTT6SXjVbZWiHGUwcf4FWMHfg6+0lzUn7b2pa+a8mQPkIV3Av4E9+KPw76GBi7ArAb8Il41cvW1LMxtsrobKWBdMmaCkdJKcWp5TCGNoqY3YloJMrhl0IaUbaZHLgAsLpyxddABFKfjPQkPfyiheh6y1d1ZKr1H4/4FJXKu81oVSY4pltzS+Wkrbq4ueNMji6PQ+5yhQuqRBnNKDC4lOFdjrDP6JHTVDNYsd75OgKVw4blXX4TuDVRHKiz8BV7jzkQ1rD/4+AFP4K8fXrhFmOv9zZbNaimUbWvkvwj+CX4Tr8Khydgu3lEy/xrTgmgrOKKB71ORGzlqtHL0nybllnt6FHuheQ1m5L1Itf6gs8uxYC0qTtS61n8DYqRklw8hTsq7njULZqJfBRLEHn6EMK24rRcsB3NAJZqoJI5s9Rlayx150YLRugjHlKu9SGAPOuEl4uofGaDjXxGunbekd1jI2AkU9glKmjG797hCt6tB6kJ76E89jWDgmNzSXGt4Jv3XbZ3JsKoLqu9CwDn3eBt4uIB1KUc7AGcP9f4ChL9k7ByfgiWC7ywC0C6/b2Tt5GR6DR+AG7NkldeRCjJVbiOVUptRke5PH63AAt6SGKRCftZ87DXUSm6oyVHLQyAaafBqCHKEJ6UzpLwuRcC4Tvx+uWH6ZuXtWbzBK/GnD8ycIncgVKh8pZjoDlyGcMlG/pbVNdZehEknvJTop/zioAK0QeBhm/Qj+aECUNuh5hRR+9vxW1cGvhQyghO+Aa7d9stR1W9eXHph8zGU2I+sq+7YOL+GGvrfhQrpKDzktPai9RBeAKrtKMuub8Bg8Co+7+PFyeI3FLTf0rlXhR/4zZwaXpJ63pM4jYXXlHSZ1rS+lxoXLOJMBpSA1cqxjhpwJVuWMbqjCdW7QUwe5cqwrF1LspQlO4X6QtTY91Kyzha25H/8FYXZXcSRhVRMaKefHGyIymVsK8mlKZiF96+CT6sUEAWLkBwp4rxt93fHYhX8Y1MgEFf/pto9V2jq2mtVw1qRn5btD1g18A3hQqLgJ6253swnAKxSuD+0izNPfyxCKUHDrrcXdgkfhKas6Uwu+u4CYNzRLG4fkt3JDgFLj2xe0Mmev86VLmXsVjD1nMbUzVxhHCFG81vhqr90ovqV/Dk1f21CCzb85cF11axI6FcZGXigF4hNwwZHadX/YQ41yEex4LIU88opTza4RxnpYg8eDWfwlXSWnS8mjNo3LS3j7nRRRoIcngvyd7GYGPwqPHf9k4ey2cK8mOFL3n8qad4zyQ7hpBr2wU+ge2erADvcB7MHrHe2c97WhXt6GOZ3CoS2EU3sZ9kXNdR8zapZjh6X2v15Q2As8bCCUNDAuNbph2Hgp4f9IRWcQMnO8QKbPpeaVPrBSsRzaPTwKQFUEZ2r1g9L2jCnccunS0ILgJpwLDen7SmsJhOYB/2sF+pyFjWxfXqmoNY7LozLo98JvhsibKWYCsLk//E3F6OdY1T58nxnoQeD+F+HHj9tiJYtahxs6Z+FLG7Ind+bIB65nmcIL4W7Yg5twCi7B/1CR3oAH4ZdDQb2Qn7QB0WdOx0JnXjgdrfp2Z59jhphe+ptMYsO2l1i7nPlQxHUJGWk6nSbXEVda4vD4xdA7s3Y30lAaSUPjhwewo3ttWY7NcWdh4p2pzyxU3U8bZxfaxJGWjeM+F7cKHb1Qm125mHuhpEJI0B6BK/Bh+GbdpvOHkf+MbjqD994GWh1chetqUWPndR0+F94NH77NFlfSlM6lQQlN1zR6dMWzANxnef6jsHTX0C+F+2AKV83iS7gPPi8gUwSCxlpIrtfhZ2b+sNKpSs/ZecOVAeHAOaoVDQqDQwUnA9n/1FUrI2hmVEeaeSSAOVnIUSPZaavQkCuRhb8pYEtLmtno0zjTI8ns0oiwBpULp9ZhCQ/De+FhuOxmG5es7R/aV9hYLlypYK1Mu2bBKI+8yVS9+a/w5aETphTPK/n+WNqbnvfPw9PHrWQPfhSmsOd50udfaX/bjxwvX7buVJBd60AYQJdbieVXoIDH4IXwUbgbxnAGTsOLFJnGbnpwChr4gNnxc7KuLJYms9iSvRShbavVLasAV+kme9Eo15Q7HWkUmhUSG95OkJFgfx7UoF4P6MKSqcoP5Iwjq72FH6vEzEoN84Gg5mVpYB9OwQmTo5SvrdtpeTdUcM0Xff+uHSxPwofgQ/CYO48lcz80oi0sPVUOU+ueR9mJ58bZlN7/vwL9zyZVhLslrONIosBPhwpPB0/Dzymg1/7yAXgz9LABT8P7g2GV7pSUVJ8z0EnGWxF3ww3Z0mgfwLtdSfa58Gqo4J/A03DgvtnnLL80zuDouMW0ulkRVlL1tmq2NptkjbqRF1WBTw80jNJxq2QsSynaCd+9MCgDMyiDdxJ04fzPwvOW3lzGw2zvQ6fhJOzAgzbPVAbZDfl1LYtPU5giyNPaa5rmbTuENiVnla/9WRh5l8LeXN2/0dSyeFgE7rhrAtWaMHYhsRh4852jWQYM+GH4HUnbDvwIvNLpKYwab7BH6Aycgv8rZJQ5ykytz3aW0gdmSKmYM/XOh2r0S3gb/KYyUnr8fcnGi2AM23BJKxkGZpyZH4Fllnpj7oYohZ8yDNpQX+2MLfvB5lb+qfMS26mGmK89CJaRg+tMuy41z6W5ZRnKKZF71XBSQnoRTviuucZcurYxYSzHT4+UdKzzsq7eHtT0YGtwTo8cCrlr/nUZ2jEKHTRrkoPjnCmLcBHwC81oTaoxFOQ6pz9d5U/Bw7ALj8OvwSl40FvahJf7ioBkWJuw4xqbdLw/pD6tS6YGsumZHrsMbZJLf59EyHNQwJfrQruus7gP7oXXh9hSamTZrDMNRw15qII6tz2k0bDqgNlL6zk5xd4R5DYk03PbIiYwLHXfA01vrIFnUWQYRIex2DNw9McBtBLPXXdrpGRhn63MXam49AJSpwVsued2KiQP1MY21D/ncAD7MLVt95wvcN/wbGkQ90x8FvpM5RN1IusyeFiprdca99CnHlvYWRpf0pn/HLwd/jHswM/DM3BebfO0wNlqpmP4YfgoADP4D5LC+5UD1vSobTdQaSz03qO1VS4zzJn7h32/UO8OESW8HF4eKmxjXasVoQsHvzW/SQ55YPaWReYiyMUolByFKRv4jL2l9H0D6wr6Wv5fqWpMg4iQCcrAdKbU20bKqoWInWlvLW9Yc7I/Fz4GT4VoO1avH4RrJfteN37jQ67gBNyCF8FNny051j26zsKNGDuRtQ8xrjDQrIJk1YbHmcBJfWNpaTwqQJW33cE1+CcKSy3suEfoGC6YUoxCobOHH4O/phmlR/ukT7rns2+ppIz85A0bWpL1X4YXwxJOwjN2r0/gJdDAmVBLLmHkbqJTGAs5RQCwTlWi16raYHYDn3oR4mDvOduwIGzgHDUW8VYJsWpBrAxRrwnZRFYXC3ncmsslkhS75asf12HbV76cCCXJKdwPXwgvhnNBx88/HAqKKY0465xNHaM53Btyi4XINBcCh3K1Rv0CY1zpOC79oQs2N7EDopRWlqEtbKVW0ssNDt0Nvw7TUBtVb8DH4QPwLrhqUnIEb4WPwA33Q5zayD/0/ysTyYRDKUSeg0vwAvOhV9lXcwJerJ+XcN07PwnX4O+aF2fL6xyNFJ1mJnFdkOnnxutOsKiEnzxTK88zN46NPWfvZCXMa+rQTzI+voHRIozsSoZUhj7o7VDhmhhESp+HIEAUktZ193AbyGQXdischgyxD4SvCr6SSNWB18qZfCvi5mfJR0YmAj6lARoZ7EYmB6V0KoP/yu8W4mii3u/VDvIopVizC5fF+Pv0ikRMfwC+Sd42sDPsyHcBn9WrU5he07i34RyMYRO+EP4Z3ICXwZ4bvr8UPgIfgZFxtlJfbAw+ycHm0o+R5jXzoRqZexWKb3nEMhNdKFwNbNpZyAg7cS7JGZ9KzVLmNZU25fS7CcM6EKW2YOAPfeAlVXDuHPKm8pIEGDfhaVlkc1y/WNrN3Fog2xV194SEE0a6iTJdF9Z+ZfGsF8nL4wOX7TXzqrF8rtCOszbYeq2VplaZUrQGO4S91vmb6kulNlcoo3fwt6CFk7Bn/TgF0BebbV2Eh9V7K7dqegb24WPwdvHgp+CUS/WfcNPh3w4idqa/nRuVz0PBYxXuvAgVJMKILU1RsxixEAvGwVgzUVuX2KSJntSiUalVzoMyRpBG1wXqLeejCttalmEJciclLN1wq5PcXTeqLvTmxlup5Afrht11kazXag/MDw6l0hlH021c8/6XoWCQ0T7LPNGg1+yEnLiBxUq4KqRZOY8pj59qpthRakl53AtddGxKNHP/8DUbwRNHWYNP2j22C0Pb+ga6Jfb3HXnDQx07msumL0Mch5QQefNKM8qJfBfKKo2xPgtglfZXOkHZ/nr/dBiyxUovShGsTYa1ZhNVNvmBFpBl6G2XI28GpWQUbLxQ5Vsalaa2zXTHOxFy+rnUIUoVtnTyQ++qUIgfaSKtz7Aye1iJQJURZCb1aUJiuHJMc2478Y3IhUuAjkT1ueGs9KIrbyZnKku/ldORTgcoFbdqXTkXRtoActvwaNCKenueRt52AbdC+3J+9k7IQd49U52ZBj1z4t3OPX+rZZQ+dYpF+95V4+TOAzNp7EDpgyknRFgP2mlvFF4lxOpdgLX0b8m8NvzCKRjD6bBfSO9ij6HUtXLNbhJddq3bHFkXympTKS4W6qszzbwUXVLicxT4aS+sDh3NuTdAqATMQzTPWLsK89E6xLXt22uBPWBS3Qe60wWBtHeUSmXxzqdY6S1VKLYO4B74kCr0KjDRCp7WdRP3uAQfg234X+AfeDNLV3QOgt928pbkVHvh2XOU3wgiezavwu43JMqVkTeHqcb5nVvBzAy1E3FyKp0lzKUA1Kd9Smv9+7SYhlxkoIy05YYkp2WsRVDb0oezerQ039n3nQOtYSs7DQbjA6niwl6/3p3BFt4JFjQ6w01vioA07rSkbctmrxzy8njlTKdWXKjcyCCF5n2BduUd5grBymi7CL036WNT8aNX/e+dnutQwGm4H96jEpZI2GnYhk+498YAjuwFPaULlU5YfmRkF6UstgnhrBTmB1alipCOZETJU1w6+GOjSq0jZR9YGhZaQ38tYo0Cx195iaG1wq5WAV+IY61Guuabw08qoA9Cg+9MMJw7oIUZ3w5MXf/eS8WKwF1GItNQ59vQI1d2/xQhFt9034de312XrJS2RGeV5JQe3AobdchZShuEasliI4AdWd/AB0wTsPBbM62nNzTXipC11tYHfe5xuAH3wD3wMacHt39+FDo4gpdBB4/AHO6CGfyssvvKmSucti6kU1Nz6lbEKrSzqdvUzpQzesl0ESys8P5XWurAmxwGprUmjlSG4DKoEr3d3nWksDkDz4Gjs5CyDmtwRkV4Q32hFR6WYtIhHNhAcsMFu61PtRSK12R5WVjqRN2xUzX0OXd9qr3QE7HviPQyvLE+sAgywXrw1yxNEX4ztsK/0LJvaPTLwNyz+xYW0RrHvfGLK6+11BP6IMI9CQXcDS+Q6Q/hsoIqsAcfgaek9mm2Xi2VyTy6En0bJaiFxG5gUCu8E0yDFn4sl59LP1OJPcmexsFQcIQH/odj2AbszJpq1qIXQc/r69AQWIYKdqvHd2Yig8CaZ/r33OGeWmY68K+F9c6xszI2fmXK1bvrXwbLBWxIe/dt6B6El7+v6zRDZbo8pr2nHTpMiB+tFfsyMMWRwzFXVu3CULTOfRuoNH6mCoNYWI8fe2Mro/nj8Eo4AXfBRwKn7IXAkQ+VKjbrMq0112BFqMjJ6ZEgmpE4heC1oIxklaHXzlpNimBhbch1sjiw0HpalaDKAenDnSx1uTqYxzyRpdpbbGUwRTjRzJR+qUizMAfZtX7XSJV2fZJFQNcUj0/6m16WsG5MHBrCFrrLwqi/CvWElW+mmIZO2SZo1gOHLzGtmUOTFb+BNlcHhlcpgifQmjhJpUCVraoPZoQZxpZrG5NvJMi5IdpV8Cw8pWFt2ahYO1u9oHjgK2HOyziTPyz8cA61ncGxDj+0WsBAmJ/74XnIRpF61+Gia94MAY0KyevIb5VBd+wc6ip03cyEvYQLVa0TFJpIFbjCwDU2ZWg+PIID9ySay17j3K+0ZRz0ViMYBAK45Y7ttaiDprAIo1DJeLY0sko0zX7ce/LezSrWpE3DgCIDL91LTg8FqkMTzNZ76AIQ9mJYeXz0l3A6wMZYg85lkBm8G05IVfesTCdQPDJCFbABt+Cdvi6g95yZ1aWHXVotmOsGOV4vJMGdQfNW+EDvuGUpK09Z6WBmhrQSgHOaiRoVmmbjgIw94cKtyIGy9mKZJyLSdr4YeOYLgytzvaVNUdOgcGQXn3vJLIccmCyMQyFvPbDg3vPsh0yiDZF07B1OdMpSGx1rzUNr26vgUolY3NQ9sm11vin0yPeXTKRcWVLPD7XU7zvRqLdZL8HbPcf10qxuDOEJeBheA+fhCV+WNPa95Uca7hWT+afC0vBOc6/E+7Xwrf2w0rXyYWuXFzRaFVp5E3BuGQClUKmeB9xKjzBSu0l+viMpInC1RkztA5P71Oa26JE5s8351x4cBRhfuTzhwJnOgHHow3fBy0diYTo24aqjVui4h97rwraQoWWc7A0ZbI9C32nWseZqNp39P7kMcGSAqATFlXu7FwqDOZMvpQ6lY9cqYC4NOvjdgTnHhklrF0p1vflmCx+H+3yP98h86AR80kGeBWo4DfRlJAHKk9L6+6lTmH14YnKd9cyMQHXAqoFZZCuXrc14Fg7CmlY18PNzOHJfv1EA71ZmWYkOh0mhqIO+vBJpl/rlymHdVa5cSQ6m+nStUhINKKNrFSZmA655r2MXuB54oZUGutD5KuFnyyBb2PS8EjOW5ha59jJ0IBZqCjvh4Q/UPrJQstLgsgQ11KdHel0XcpFMYCsbDdZ85IwcjQOdAvd1+C14OVyCbThjxn1DYjqUtNUhjxker8Pk/zfhriI3yKWkQsVhoMybaUO2sFInyRJP69MlqrQtxrfW3dEiswJSBsaZyUxi5L/3JCN3jKgCwxhoZI02UUnwe62qMio33kencDIJPRWtzfbzMNOtVZHOSvvc86+0gE3lj8Jhmhuw8vhma8AWoJUXPZTDJU+YwE4oksyDFN5pTI2g2waelylwoQHtahB4t4fHyX7hcC/haftpz/jCkgWcgmeCejkwK+8Cx83UqnbKDyVMhXllE/SXHLWLIIt3AXE7XbSRGww0lJzJTcLq5anjvHJkRmEo+mAMndneCShKV7uvewdVmMhOQMpYla7RhAdogl7QhScZWyrOcL3vQt5Nsee6cWdlb2DmxUND89xHXdMFKxl6jnetdzuAE4GftcLYDW/vwKLN1OiDadEwMN8qZEBZua1kr/iMnaMx0X07H3aphplh5nGLSFvSLLTRccCSgahchzSwkPktVberEC5azXcWpN2sURWay0CWVvg4WXrIJpXlxjWfYmlEyifJSgTmsJ2GMVcxuFEbmDJPPHKwhn4to3rG0gz1OJqFQ1n49cKRTdrVQlw5EiSSaR45eQchS+/dRKo2GUTNbEP/XloOG4fkEXOCzox96V+PtOA24Bze20SQqJ2/iX9tBOY2JFaFH2tDaMihf2XiNvADve/rO6HJToXeNE8DB7w3NSmd2qwH9UFfLLXXTrOeaFW9Mk2W4zuNLJYUM7uvQjE0udamEe1AwtBqxGuaI8F1V15lKUFci7EvXXXDZqMc8juBehhCTBUAMAs8MZPqQ3ypFXORrY+NMqVkpQ9haKhlZ/q10q0zGs2dgLkunhzxhtaTZ71R/VpoEznDyu6ULjGRz1aW8LLemG8+W1V66rmbRS38TeXXRzrA0PN/yDdbN7DjxgIDGVKy5n0vlLnv8vhwNaHulH6zLstcShUKn70V/Fb+shJvas+8csSyzDtzKnMqUEi/Ji48PnLflyYYSdYW9nPKkEZzEs5YWy5oj5fBW+d4ERTqhS6bB2XND6eL7dlCM/X5W08y9b5bs2J8zjUDYmXSMNOqNqD1zZq1tctIDobiTX6uOhh9oenUzt9QS20CbyWw1MKP5YA4V9qdGkcGgmXO4wbB/Rr4IOzBZTvlV2EAazf/HWtVC+PdPLQQDsOSiqHtioVb0xw5wStDASG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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#POINTS-TO-BE-REMEMBER.\n", + "\n", + "-->You, have notice that we print the colors randomly but it prints the color in the form of 'bgr' , if we print the color in 'rgb' from automatically by default it return values in 'bgr' form of output.\n", + "\n", + "--> Each Image Comes and lie's it in the given range from (0-255)!" + ], + "metadata": { + "id": "p961Dl4dIUHK" + } + }, + { + "cell_type": "code", + "source": [ + "#Printing the Maximum values of each and every image Components.\n", + "print(\"(\",rIM.min(),\" - \",rIM.max(),\")\");\n", + "print(\"(\",gIM.min(),\" - \",gIM.max(),\")\");\n", + "print(\"(\",bIM.min(),\" - \",bIM.max(),\")\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "W_LltFMuIBpt", + "outputId": "b5cbc659-e40d-41c1-87ee-9a227a5d6835" + }, + "execution_count": 63, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "( 0 - 255 )\n", + "( 0 - 250 )\n", + "( 0 - 233 )\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#FACIAL RECOGNIZATIONS." + ], + "metadata": { + "id": "KhUGvxgEJXcA" + } + }, + { + "cell_type": "markdown", + "source": [ + "#Voila Jones - Algorithm used because it's effectively detect then no: of faces in the given images!" + ], + "metadata": { + "id": "Dsx14WyRLMDr" + } + }, + { + "cell_type": "code", + "source": [ + "# 1. First We, have to detect the Complete Images.\n", + "# 2. We, have to detect the Faces in the given Image.\n", + "# 3. Seperate it out!\n", + "\n", + "#Importing all the pre-defined and inbuilt Libraries.\n", + "!pip install opencv-python;" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hncHzvD3JCDf", + "outputId": "ee1f6423-b61a-4c18-8701-08dd966d17d4" + }, + "execution_count": 64, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: opencv-python in /usr/local/lib/python3.10/dist-packages (4.8.0.76)\n", + "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-python) (1.25.2)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing all the pre-defined and inbuilt Libraries.\n", + "import cv2;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "from google.colab.patches import cv2_imshow\n", + "\n", + "#Importing the Valuable Images path.\n", + "path='/content/office work.jpg';\n", + "data=cv2.imread(path);\n", + "new_im=cv2.resize(data,(512,512));\n", + "print(\"\\n --> Total Length of the NewImage: \",new_im.shape);\n", + "#cv2.imshow(\"Multi faces image\", im) # Replace with cv2_imshow if needed.\n", + "\n", + "#Convert the color \"BGR\" it into the Gray Scale.\n", + "gray_im=cv2.cvtColor(new_im,cv2.COLOR_BGR2GRAY); # Change CV2 to cv2\n", + "print(\"\\n --> Resolution of the gray image!\")\n", + "print(\"\\n\",gray_im.shape)\n", + "#cv2.imshow(\"Multi faces image\", gray_im) # Replace with cv2_imshow if needed.\n", + "\n", + "path = \"/content/haarcascade_frontalface_default (Practice).xml\";\n", + "# face detector.\n", + "face_detector = cv2.CascadeClassifier(path);\n", + "\n", + "# run your classifier on the image\n", + "faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=7,minSize=(60,60))\n", + "print(faces);\n", + "\n", + "# diaplay the bounding box on all the faces\n", + "for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(new_im, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + "\n", + "cv2_imshow(new_im) # Use cv2_imshow instead of cv2.imshow" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 729 + }, + "id": "2I2ikaFOL4bH", + "outputId": "536208cf-47d1-4342-c3cd-620ad1d7e7ff" + }, + "execution_count": 71, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the NewImage: (512, 512, 3)\n", + "\n", + " --> Resolution of the gray image!\n", + "\n", + " (512, 512)\n", + "[[317 71 70 70]\n", + " [131 76 72 72]\n", + " [ 45 90 72 72]\n", + " [216 111 67 67]\n", + " [403 130 66 66]]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing all the pre-defined and inbuilt Libraries.\n", + "import cv2;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "from google.colab.patches import cv2_imshow\n", + "\n", + "#Importing the Valuable Images path.\n", + "path='/content/office work part-2.webp';\n", + "data=cv2.imread(path);\n", + "new_im=cv2.resize(data,(512,512));\n", + "print(\"\\n --> Total Length of the NewImage: \",new_im.shape);\n", + "#cv2.imshow(\"Multi faces image\", im) # Replace with cv2_imshow if needed.\n", + "\n", + "#Convert the color \"BGR\" it into the Gray Scale.\n", + "gray_im=cv2.cvtColor(new_im,cv2.COLOR_BGR2GRAY); # Change CV2 to cv2\n", + "print(\"\\n --> Resolution of the gray image!\")\n", + "print(\"\\n\",gray_im.shape)\n", + "#cv2.imshow(\"Multi faces image\", gray_im) # Replace with cv2_imshow if needed.\n", + "\n", + "path = \"/content/haarcascade_frontalface_default (Practice).xml\";\n", + "# face detector.\n", + "face_detector = cv2.CascadeClassifier(path);\n", + "\n", + "# run your classifier on the image\n", + "faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=2,minSize=(60,60))\n", + "print(faces);\n", + "\n", + "# diaplay the bounding box on all the faces\n", + "for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(new_im, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + "\n", + "cv2_imshow(new_im) # Use cv2_imshow instead of cv2.imshow" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 711 + }, + "id": "oP4yGoALM1I0", + "outputId": "2ad61689-43e6-4f6a-cbd3-8d3fc9c61de1" + }, + "execution_count": 79, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Length of the NewImage: (512, 512, 3)\n", + "\n", + " --> Resolution of the gray image!\n", + "\n", + " (512, 512)\n", + "[[144 33 66 66]\n", + " [403 103 62 62]\n", + " [334 61 66 66]\n", + " [ 38 64 66 66]]\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# !pip install opencv-python\n", + "\n", + "# read the image\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "path = '/content/office work.jpg';\n", + "im = cv2.imread(path)\n", + "im_new = cv2.resize(im, (512,512))\n", + "print(\"Resolution of the image\")\n", + "print(im.shape)\n", + "#cv2.imshow(\"Multi faces image\", im)\n", + "\n", + "# covert the color (BGR) into grayscale\n", + "gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY)\n", + "print(\"Resolution of the gray image\")\n", + "print(gray_im.shape)\n", + "#cv2.imshow(\"Multi faces image\", gray_im)\n", + "\n", + "\n", + "path = \"/content/haarcascade_frontalface_default (Practice).xml\";\n", + "# face detector\n", + "face_detector = cv2.CascadeClassifier(path)\n", + "\n", + "# run your classifier on the image\n", + "faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10)\n", + "print(faces)\n", + "all_faces=[]\n", + "# diaply the bounding box on all the faces\n", + "for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + " # seperate out the faces\n", + " croppedFace = gray_im[dy:dy+h,dx:dx+w]\n", + " all_faces.append([croppedFace])\n", + " print(croppedFace.shape)\n", + "print(len(all_faces))\n", + "\n", + "for i in range(len(all_faces)):\n", + " f = np.array(all_faces[i])[0,:,:]\n", + " newF = cv2.resize(f, (112,92))\n", + " print(newF.shape)\n", + " plt.figure(i+1)\n", + " plt.imshow(f,cmap='gray')\n", + " plt.title('Detected face')\n", + " plt.axis('off')\n", + "\n", + "#cv2.imshow(\"face detected\",im_new)\n", + "#cv2.waitKey(0)\n", + "#cv2.destroyAllWindows()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "pAJNF7fLPX2r", + "outputId": "13b4a66f-e507-4248-aee4-a5eb35b1ba51" + }, + "execution_count": 80, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Resolution of the image\n", + "(804, 1200, 3)\n", + "Resolution of the gray image\n", + "(512, 512)\n", + "[[319 73 65 65]\n", + " [134 79 65 65]\n", + " [220 115 60 60]\n", + " [ 48 92 67 67]\n", + " [406 132 61 61]]\n", + "(65, 65)\n", + "(65, 65)\n", + "(60, 60)\n", + "(67, 67)\n", + "(61, 61)\n", + "5\n", + "(92, 112)\n", + "(92, 112)\n", + "(92, 112)\n", + "(92, 112)\n", + "(92, 112)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#VEDIO-CAPTURE." + ], + "metadata": { + "id": "Wb9IfNjjRFpn" + } + }, + { + "cell_type": "code", + "source": [ + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import time\n", + "\n", + "cam = cv2.VideoCapture(0)\n", + "path = \"/content/haarcascade_frontalface_default (1).xml\";\n", + "# face detector\n", + "face_detector = cv2.CascadeClassifier(path)\n", + "\n", + "frame=True\n", + "while(frame==True):\n", + " val,im = cam.read()\n", + " im_new = cv2.resize(im, (512,512))\n", + " # covert the color (BGR) into grayscale\n", + " gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY)\n", + " # run your classifier on the image\n", + " faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10)\n", + "\n", + " # disply the bounding box on all the faces\n", + " for var in range(len(faces)):\n", + " dx = faces[var][0]\n", + " dy = faces[var][1]\n", + " w = faces[var][2]\n", + " h = faces[var][3]\n", + " cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2)\n", + " cv2.imshow('camera live feed', im_new)\n", + " # desired button of your choice\n", + " if cv2.waitKey(1) & 0xFF == ord('q'):\n", + " frame=False\n", + " break\n", + "\n", + "\n", + "cam.release()\n", + "cv2.destroyAllWindows()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "UCWWVL2kRLeF", + "outputId": "9e63221b-9edd-4a51-99d3-23bbc5780803" + }, + "execution_count": 82, + "outputs": [ + { + "output_type": "error", + "ename": "error", + "evalue": "OpenCV(4.8.0) /io/opencv/modules/imgproc/src/resize.cpp:4062: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31merror\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;32mwhile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcam\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mim_new\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m512\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m512\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0;31m# covert the color (BGR) into grayscale\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0mgray_im\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_new\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCOLOR_BGR2GRAY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31merror\u001b[0m: OpenCV(4.8.0) /io/opencv/modules/imgproc/src/resize.cpp:4062: error: (-215:Assertion failed) !ssize.empty() in function 'resize'\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#As, you got notice capturing the image from the camera can't work on the Google Colab. It can works on the Plateform on:\n", + "\n", + "--> Spyder Web.\n", + "\n", + "--> VS Code. (Visual Studio Code)." + ], + "metadata": { + "id": "_Jf4bQ4hRP5y" + } + }, + { + "cell_type": "markdown", + "source": [ + "#-------------------------------Seperate File Contains the File of Home-Work.-----------------------------" + ], + "metadata": { + "id": "Z45eDexBRkT4" + } + } + ] +} \ No newline at end of file diff --git a/DAY-8_SUMMER_TRAINING/Flower.jpeg b/DAY-8_SUMMER_TRAINING/Flower.jpeg new file mode 100644 index 0000000..bec8fe7 Binary files /dev/null and b/DAY-8_SUMMER_TRAINING/Flower.jpeg differ diff --git a/DAY-8_SUMMER_TRAINING/Mall_Customers.csv b/DAY-8_SUMMER_TRAINING/Mall_Customers.csv new file mode 100644 index 0000000..1d27df0 --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/Mall_Customers.csv @@ -0,0 +1,202 @@ +Column1,Column2,Column3,Column4,Column5 +CustomerID,Gender,Age,Annual Income (k$),Spending Score (1-100) +1,Male,19,15,39 +2,Male,21,15,81 +3,Female,20,16,6 +4,Female,23,16,77 +5,Female,31,17,40 +6,Female,22,17,76 +7,Female,35,18,6 +8,Female,23,18,94 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mode 100644 index 0000000..fb335f6 Binary files /dev/null and b/DAY-8_SUMMER_TRAINING/cheerful-teamwork-five-business-people-260nw-69432088.webp differ diff --git a/DAY-8_SUMMER_TRAINING/day_8_dhruvdhayal_ai_ml.py b/DAY-8_SUMMER_TRAINING/day_8_dhruvdhayal_ai_ml.py new file mode 100644 index 0000000..c131132 --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/day_8_dhruvdhayal_ai_ml.py @@ -0,0 +1,578 @@ +# -*- coding: utf-8 -*- +"""Day-8_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1BEFVacg39ucrMuyML9YoRmfDijTYsOyI + +#k-MEANS CLASSIFICATIONS. +""" + +#Now, we have to perform the K-Means Classifications. +#Importing all the Inbuilt Libraries. +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; +from sklearn import cluster; + +#Importing commonly used Libraries. +import numpy as np; +import pandas as pd; +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; + +#Now, we have to import the random datasets. +data=np.random.randint(0,100,(500,2)); +print("\n 1. Total Length of the Data Given: ",data.shape); +print("\n"); + +#Now, we have to visualise the data in graphical forms. +plt.figure(1,figsize=(4,4)); +plt.scatter(data[:,0],data[:,1]); +plt.title("Raw Data"); +plt.show(); + +"""#Experiment: 1. + +--> On, K-Means Clustering . + +--> Importing all the Libraries and datsets randomly and show them with the scatter graph forms! +""" + +#Importing all the Machine Learning Libraries. +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; +from sklearn import cluster; + +#Importing the Common Based Libraries. +import numpy as np; +import pandas as pd; +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; + +#Now, we have to put the random datsets values. +data=np.random.randint(0,100,(500,2)); +print("\n 1. Total Length of the Given Data: ",data.shape); +print("\n"); + +#Now, we have to visualise the values of the Data. +plt.figure(1,figsize=(4,4)); +plt.scatter(data[:,0],data[:,1]); +plt.title("Raw Data"); +plt.show(); + +"""#Now, we have to train the Model by Unsupervised Learning.""" + +#Experimenting the K-Means Unsupervised Learning Model. +#To, segment the 2-D Model. +#Creating the K-Means Model. + +km_model=cluster.KMeans(n_clusters=4,random_state=5); + +#Now, we have to train the Model. +km_model=km_model.fit(data); + +#No, labels are present hence simply show the Values. +print("\n 1. Centers of the Clusters are given here: \n\n",km_model.cluster_centers_); +print("\n 2. Total Number of the Labels available are: ",len(km_model.labels_)); +#print(len(km_model.labels_)); +print("\n 3. Centers coordinates along the X-Axes: ",km_model.cluster_centers_[0][0]); + +#Now, we have to visualise the Model to show in the Graphical forms! +plt.figure(1,figsize=(8,4)); +plt.subplot(1,2,1); +plt.scatter(data[:,0],data[:,1]); +plt.title("Raw Data"); + +#Now, we have to show the clustering by classification using the K-Means. +plt.subplot(1,2,2); +plt.scatter(data[:,0],data[:,1],c=km_model.labels_); +plt.title("K-Means Clustering"); +for i in range(len(km_model.cluster_centers_)): + dx=km_model.cluster_centers_[i][0]; + dy=km_model.cluster_centers_[i][1]; + plt.plot(dx,dy,'kd'); +plt.show(); + +"""#Elbow Methods. + +--> Elbow Methods(Inertia): The Sum of the Squared Distances, totally when the total number of Iterations, gives you the smalles and optimal values, when after the Iteration the smallest values is schieved and we did not get any optimal value during the further iterations then we take the finall optimum values properly! +""" + +#Using of the Elbow Methods. +#Inertia: Sum of the Squared Distances to find the best smallest optimum values during the Multiple Iterations. +dist=[]; +k_values=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]; #We, also uses k_values = range(1,16); +for i in range(len(k_values)): + km_model=cluster.KMeans(n_clusters=k_values[i],random_state=5); + #Now, we have to train the Model. + km_model=km_model.fit(data); + #Now, append the list items. + dist.append(km_model.inertia_); + +"""#Visualise the values of the Elbow Methods.""" + +#Visualise the Values of the Elbow Methods. +plt.figure(1,figsize=(8,4)); +plt.plot(k_values,dist,'--kd'); +plt.title("Elbow Methods"); +plt.xlabel("K-Values"); +plt.ylabel("Sum of the Squared Distances"); +plt.grid("on"); +plt.show(); + +"""#Practicing the Values on the K-Means Clustering by using the given below! + +--> By, using the Training Model. + +--> By, using the 'Elbow Methods'. +""" + +#Importing all the Previos Sklearn Libraries. +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; +from sklearn import cluster; + +#Inbuilt the pre-defined values of the Libraries. +import numpy as np; +import pandas as pd +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; + +#Importing the Random data sets values. +data=np.random.randint(0,100,(500,2)); +print("\n 1. Total Length of the Data are: ",data.shape); +print("\n"); + +#Now, we have to visualise the data randomly! +plt.figure(1,figsize=(4,4)); +plt.scatter(data[:,0],data[:,1]); +plt.title("Raw Data"); +plt.show(); + +#Now, we have to train the Model. +#Proper classifications in the K-Means Clusttering. + +km_model=cluster.KMeans(n_clusters=4,random_state=5); +#Train the Model to become the Trained Datasets Models. +km_model=km_model.fit(data); +#No, labels present hence we have to print the values. +print("\n 1. Center of the Clusterring are given here: \n\n",km_model.cluster_centers_); +print("\n 2. Total Number of the Labels are: ",len(km_model.labels_)); +#print(km_model.labels_); +print("\n 3. Now, we have to show the centroids in the Graphical forms! ",km_model.cluster_centers_[0][0]); + +#Now, we need to visualise the Model to show the values. +plt.figure(1,figsize=(8,4)); +plt.subplot(1,2,1); +plt.scatter(data[:,0],data[:,1]); +plt.title("Raw Data"); + +#Now, we have to show the Output of K-Means Clusterring! +plt.subplot(1,2,2); +plt.scatter(data[:,0],data[:,1],c=km_model.labels_); +plt.title("K-Means Clusterring"); +for i in range(len(km_model.cluster_centers_)): + dx=km_model.cluster_centers_[i][0]; + dy=km_model.cluster_centers_[i][1]; + plt.plot(dx,dy,'kd'); + +#Show the Values Finally! +plt.show(); + +#By, using the Elbow Methods. +#Now, using level of the Inertia. +#Inertia: sum of the squared distances and getting the best optimal values after several iteration when it stops at certain values and cannot reduce the values after many iterations, it means that value is found to be 'Best Optimal Values'. +dist=[]; +k_values=range(1,16); +for i in range(len(k_values)): + km_model=cluster.KMeans(n_clusters=k_values[i],random_state=5); + #Training The Model given here! + km_model=km_model.fit(data); + #Append the items in the given list. + dist.append(km_model.inertia_); + +#Now, we have to visualise the Data. +plt.figure(1,figsize=(8,4)); +plt.plot(k_values,dist,'--kd'); +plt.title("Elbow Methods"); +plt.xlabel("K-Values"); +plt.ylabel("Sum of the Squared Distances"); +plt.grid("on"); +plt.show(); + +"""#Experimentation: 2 + +--> We, have to perform K-Means Clusterring in the given Mall_Customers .CSV Files. +""" + +#Importing all the Libraries. +#from sklearn import datsets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; +from sklearn import cluster; + +#Importing the Normal File Pre-Defined Libraries. +import numpy as np; +import pandas as pd; +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; + +#Now, we have to import the Values / or we also import files by using the google Mount. +path='/content/Mall_Customers(Practice).csv'; +data=pd.read_csv(path); + +#Now, we have to show all the Values! +print("\n 1. Total Length of the Given .CSV Files Data: ",data.shape); +print("\n-----------------------------------------------------------------\n"); +print("\n 2. Complete Datasets present called given below: \n\n",data); +print("\n-----------------------------------------------------------------\n"); + +"""#Data Informations in the Given Mall_Customers.CSV""" + +print(data.info()); + +"""#Description of the Data Values in the Given Files.""" + +print(data.describe()); + +"""#Using the Elbow Methods.""" + +#Now, we have to show the relationship data between 'Annual Income (k$)' and 'Spending Score (1-100)' +import matplotlib.pyplot as plt; +dx=data['Annual Income (k$)']; +dy=data['Spending Score (1-100)']; +plt.scatter(dx,dy); +plt.title("Raw Data Available"); +plt.xlabel("Annual Income (k$)"); +plt.ylabel("Spending Score (1-100)"); +numarray1=np.array((dx,dy)).T; +print("\n --> Total Length of the Array given are: ",numarray1.shape); +print("\n"); +plt.show(); + +#Using the Values of the Elbow Methods. +dist=[]; +k_values=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]; +for i in range(len(k_values)): + km_model=cluster.KMeans(n_clusters=k_values[i],random_state=5); + #Now, we have to train the values of the Models. + km_model=km_model.fit(numarray1); + #Appending the items in the given Lists. + dist.append(km_model.inertia_); + +#Now, I want to visualise the files of the Given Data. +plt.figure(1,figsize=(8,4)); +plt.plot(k_values,dist,'--kd'); +plt.title("Elbow Methods"); +plt.xlabel("K-Values"); +plt.ylabel("Sum of the Squared Distances"); +plt.grid("on"); +plt.show(); + +#Now, we have to train the model based on unsupervised Learning. +#Classification of the given Model. +km_model=cluster.KMeans(n_clusters=4,random_state=5); +#Training the Given Model. +km_model=km_model.fit(numarray1); +#Showing all values no-labels are present here! +print("\n 1. Center of the Clusterring are given here: \n\n",km_model.cluster_centers_); +print("\n 2. Total Number of the Labels are: ",len(km_model.labels_)); +#print(km_model.labels_); +print("\n 3. Now, we have to show the centroids in the Graphical forms! ",km_model.cluster_centers_[0][0]); + +#Now, we have to visualise the model data. +plt.figure(1,figsize=(8,4)); +plt.subplot(1,2,1); +plt.scatter(numarray1[:,0],numarray1[:,1]); +plt.title("Raw Data"); + +#Now, showing the K-Means form of the Clusterring! +plt.subplot(1,2,2); +plt.scatter(numarray1[:,0],numarray1[:,1],c=km_model.labels_); +plt.title("K-Means Cluaterring"); +for i in range(len(km_model.cluster_centers_)): + dx=km_model.cluster_centers_[i][0]; + dy=km_model.cluster_centers_[i][1]; + plt.plot(dx,dy,'kd'); + +#Now, plot the graph based on it and show them! +plt.show(); + +"""#Image Recognizations.""" + +#Importing the Inbuilt Libraries. +import numpy as np; +import pandas as pd; +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; + +#Now, we have to read the Image Data Files. +path='/content/Flower.jpeg'; +data=mimg.imread(path); + +#Now, we have to show the values of the Data. +print("\n --> Total Length of the Image Data are given here: ",data.shape); +print("\n"); + +#Now, we have to visualise our image data. +plt.figure(1,figsize=(4,4)); +plt.imshow(data); +plt.title("Image Data"); +plt.axis("off"); +plt.show(); + +import cv2; +newimg=cv2.resize(data,(200,200)); +print("\n --> Total Length of the New_Image are: ",newimg.shape); +print("\n"); + +#Visualise the Values of the Image Data. +plt.figure(1,figsize=(8,4)); +plt.imshow(newimg); +plt.axis("off"); +plt.show(); + +from google.colab.patches import cv2_imshow; + +#Creating the Valuable Components whose range lie in (0-255)! +red=newimg[:,:,0]; #Creating the First Component. +green=newimg[:,:,1]; #Creating the Second Component. +blue=newimg[:,:,2]; #Creating the Third Component. + +#Showing all the Components in the form of the Patches. +cv2_imshow(red); +cv2_imshow(green); +cv2_imshow(blue); + +#Creating the three images numpy array to store the given values. +#Values of about uint8 types. + +rIM=np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),dtype='uint8'); +gIM=np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),dtype='uint8'); +bIM=np.zeros((newimg.shape[0],newimg.shape[1],newimg.shape[2]),dtype='uint8'); + +#For testing. +print(rIM.shape); + +#Now, we have to replace the values with each Components. +rIM[:,:,0]=red; +#Replacing it with the green components. +gIM[:,:,1]=green; +#Replacing it with the blue components. +bIM[:,:,2]=blue; + +#Showing each and every components. +cv2_imshow(rIM); +cv2_imshow(gIM); +cv2_imshow(bIM); + +"""#POINTS-TO-BE-REMEMBER. + +-->You, have notice that we print the colors randomly but it prints the color in the form of 'bgr' , if we print the color in 'rgb' from automatically by default it return values in 'bgr' form of output. + +--> Each Image Comes and lie's it in the given range from (0-255)! +""" + +#Printing the Maximum values of each and every image Components. +print("(",rIM.min()," - ",rIM.max(),")"); +print("(",gIM.min()," - ",gIM.max(),")"); +print("(",bIM.min()," - ",bIM.max(),")"); + +"""#FACIAL RECOGNIZATIONS. + +#Voila Jones - Algorithm used because it's effectively detect then no: of faces in the given images! +""" + +# 1. First We, have to detect the Complete Images. +# 2. We, have to detect the Faces in the given Image. +# 3. Seperate it out! + +#Importing all the pre-defined and inbuilt Libraries. +!pip install opencv-python; + +#Importing all the pre-defined and inbuilt Libraries. +import cv2; +import numpy as np; +import pandas as pd; +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +from google.colab.patches import cv2_imshow + +#Importing the Valuable Images path. +path='/content/office work.jpg'; +data=cv2.imread(path); +new_im=cv2.resize(data,(512,512)); +print("\n --> Total Length of the NewImage: ",new_im.shape); +#cv2.imshow("Multi faces image", im) # Replace with cv2_imshow if needed. + +#Convert the color "BGR" it into the Gray Scale. +gray_im=cv2.cvtColor(new_im,cv2.COLOR_BGR2GRAY); # Change CV2 to cv2 +print("\n --> Resolution of the gray image!") +print("\n",gray_im.shape) +#cv2.imshow("Multi faces image", gray_im) # Replace with cv2_imshow if needed. + +path = "/content/haarcascade_frontalface_default (Practice).xml"; +# face detector. +face_detector = cv2.CascadeClassifier(path); + +# run your classifier on the image +faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=7,minSize=(60,60)) +print(faces); + +# diaplay the bounding box on all the faces +for var in range(len(faces)): + dx = faces[var][0] + dy = faces[var][1] + w = faces[var][2] + h = faces[var][3] + cv2.rectangle(new_im, (dx,dy),(dx+w,dy+h),(255,0,0),2) + +cv2_imshow(new_im) # Use cv2_imshow instead of cv2.imshow + +#Importing all the pre-defined and inbuilt Libraries. +import cv2; +import numpy as np; +import pandas as pd; +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +from google.colab.patches import cv2_imshow + +#Importing the Valuable Images path. +path='/content/office work part-2.webp'; +data=cv2.imread(path); +new_im=cv2.resize(data,(512,512)); +print("\n --> Total Length of the NewImage: ",new_im.shape); +#cv2.imshow("Multi faces image", im) # Replace with cv2_imshow if needed. + +#Convert the color "BGR" it into the Gray Scale. +gray_im=cv2.cvtColor(new_im,cv2.COLOR_BGR2GRAY); # Change CV2 to cv2 +print("\n --> Resolution of the gray image!") +print("\n",gray_im.shape) +#cv2.imshow("Multi faces image", gray_im) # Replace with cv2_imshow if needed. + +path = "/content/haarcascade_frontalface_default (Practice).xml"; +# face detector. +face_detector = cv2.CascadeClassifier(path); + +# run your classifier on the image +faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=2,minSize=(60,60)) +print(faces); + +# diaplay the bounding box on all the faces +for var in range(len(faces)): + dx = faces[var][0] + dy = faces[var][1] + w = faces[var][2] + h = faces[var][3] + cv2.rectangle(new_im, (dx,dy),(dx+w,dy+h),(255,0,0),2) + +cv2_imshow(new_im) # Use cv2_imshow instead of cv2.imshow + +# !pip install opencv-python + +# read the image +import cv2 +import numpy as np +import matplotlib.pyplot as plt + +path = '/content/office work.jpg'; +im = cv2.imread(path) +im_new = cv2.resize(im, (512,512)) +print("Resolution of the image") +print(im.shape) +#cv2.imshow("Multi faces image", im) + +# covert the color (BGR) into grayscale +gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY) +print("Resolution of the gray image") +print(gray_im.shape) +#cv2.imshow("Multi faces image", gray_im) + + +path = "/content/haarcascade_frontalface_default (Practice).xml"; +# face detector +face_detector = cv2.CascadeClassifier(path) + +# run your classifier on the image +faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10) +print(faces) +all_faces=[] +# diaply the bounding box on all the faces +for var in range(len(faces)): + dx = faces[var][0] + dy = faces[var][1] + w = faces[var][2] + h = faces[var][3] + cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2) + # seperate out the faces + croppedFace = gray_im[dy:dy+h,dx:dx+w] + all_faces.append([croppedFace]) + print(croppedFace.shape) +print(len(all_faces)) + +for i in range(len(all_faces)): + f = np.array(all_faces[i])[0,:,:] + newF = cv2.resize(f, (112,92)) + print(newF.shape) + plt.figure(i+1) + plt.imshow(f,cmap='gray') + plt.title('Detected face') + plt.axis('off') + +#cv2.imshow("face detected",im_new) +#cv2.waitKey(0) +#cv2.destroyAllWindows() + +"""#VEDIO-CAPTURE.""" + +import cv2 +import numpy as np +import matplotlib.pyplot as plt +import time + +cam = cv2.VideoCapture(0) +path = "/content/haarcascade_frontalface_default (1).xml"; +# face detector +face_detector = cv2.CascadeClassifier(path) + +frame=True +while(frame==True): + val,im = cam.read() + im_new = cv2.resize(im, (512,512)) + # covert the color (BGR) into grayscale + gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY) + # run your classifier on the image + faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10) + + # disply the bounding box on all the faces + for var in range(len(faces)): + dx = faces[var][0] + dy = faces[var][1] + w = faces[var][2] + h = faces[var][3] + cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(255,0,0),2) + cv2.imshow('camera live feed', im_new) + # desired button of your choice + if cv2.waitKey(1) & 0xFF == ord('q'): + frame=False + break + + +cam.release() +cv2.destroyAllWindows() + +"""#As, you got notice capturing the image from the camera can't work on the Google Colab. It can works on the Plateform on: + +--> Spyder Web. + +--> VS Code. (Visual Studio Code). + +#-------------------------------Seperate File Contains the File of Home-Work.----------------------------- +""" \ No newline at end of file diff --git a/DAY-8_SUMMER_TRAINING/dhruv_face_recogni_dhayal.py b/DAY-8_SUMMER_TRAINING/dhruv_face_recogni_dhayal.py new file mode 100644 index 0000000..5963a89 --- /dev/null +++ b/DAY-8_SUMMER_TRAINING/dhruv_face_recogni_dhayal.py @@ -0,0 +1,39 @@ +import joblib +import cv2 +import numpy as np +import matplotlib.pyplot as plt + +cam = cv2.VideoCapture(1) +path = "E:\\Coding\\AIML\\haarcascade_frontalface_default.xml" +# face detector +face_detector = cv2.CascadeClassifier(path) + +model_path = 'E:\\Coding\\AIML\\data_files\\orl_face_model_2.pkl' +face_model = joblib.load(model_path) + +frame=True +count = 0 +while(frame): + ret,im = cam.read() + im_new = cv2.resize(im, (512,512)) + # covert the color (BGR) into grayscale + gray_im = cv2.cvtColor(im_new,cv2.COLOR_BGR2GRAY) + # run your classifier on the image + faces = face_detector.detectMultiScale(gray_im,scaleFactor=1.1,minNeighbors=10) + # disply the bounding box on all the faces + for (dx,dy,w,h) in faces: + cv2.rectangle(im_new, (dx,dy),(dx+w,dy+h),(0,0,255),2) + cropped_im = cv2.resize((gray_im[dy-20:(dy+h)+40,dx:(dx+w)]),(92,112)) + lb = face_model.predict((cropped_im.reshape(1,-1))) + cv2.putText(im_new,'user: '+str(lb[0]),(dx-5,dy-5),cv2.FONT_HERSHEY_SIMPLEX,1,color=(255,0,0),thickness=2) + + + cv2.imshow('camera live feed', im_new) + # desired button of your choice + if cv2.waitKey(1) & 0xFF == ord('q'): + frame=False + break + + +cam.release() +cv2.destroyAllWindows() diff --git a/DAY-8_SUMMER_TRAINING/family.webp b/DAY-8_SUMMER_TRAINING/family.webp new file mode 100644 index 0000000..e0fa4f2 Binary files /dev/null and b/DAY-8_SUMMER_TRAINING/family.webp differ diff --git a/DAY-8_SUMMER_TRAINING/haarcascade_frontalface_default (1).xml b/DAY-8_SUMMER_TRAINING/haarcascade_frontalface_default (1).xml new file mode 100644 index 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