From f2e49456cda92a97afc8757465265fadb14ffef9 Mon Sep 17 00:00:00 2001 From: "Dhruv Dhayal." <137479629+BlockNotes-4515@users.noreply.github.com> Date: Fri, 2 Aug 2024 11:12:57 +0530 Subject: [PATCH] =?UTF-8?q?Uploaded=20data=20of=20Day(3,4,5)=20Successfull?= =?UTF-8?q?y!=20=F0=9F=98=8E?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../Day_4_DHRUVDHAYAL_AI_ML.ipynb | 1839 ++++++++++ .../day_4_dhruvdhayal_ai_ml.py | 606 ++++ .../Day_5_DHRUVDHAYAL_AI_ML.ipynb | 1480 ++++++++ .../confusion_matrix_excel.xlsx | Bin 0 -> 11007 bytes .../day_5_dhruvdhayal_ai_ml.py | 384 +++ .../supervised_learning.pptx | Bin 0 -> 331660 bytes .../Day_6_DHRUVDHAYAL_AI_ML (1).ipynb | 1670 +++++++++ .../Day_6_SUMMER_TRAINING_AI_ML.ipynb | 3066 +++++++++++++++++ DAY-6_SUMMER_TRAINING_AIML/Fish.csv | 160 + .../day_6_summer_training_ai_ml.py | 802 +++++ .../decisionTree.pptx.pdf | Bin 0 -> 326895 bytes DAY-6_SUMMER_TRAINING_AIML/diabetes.csv | 769 +++++ 12 files changed, 10776 insertions(+) create mode 100644 DAY-4_SUMMER_TRAINING_AIML/Day_4_DHRUVDHAYAL_AI_ML.ipynb create mode 100644 DAY-4_SUMMER_TRAINING_AIML/day_4_dhruvdhayal_ai_ml.py create mode 100644 DAY-5_SUMMER_TRAINING_AIML/Day_5_DHRUVDHAYAL_AI_ML.ipynb create mode 100644 DAY-5_SUMMER_TRAINING_AIML/confusion_matrix_excel.xlsx create mode 100644 DAY-5_SUMMER_TRAINING_AIML/day_5_dhruvdhayal_ai_ml.py create mode 100644 DAY-5_SUMMER_TRAINING_AIML/supervised_learning.pptx create mode 100644 DAY-6_SUMMER_TRAINING_AIML/Day_6_DHRUVDHAYAL_AI_ML (1).ipynb create mode 100644 DAY-6_SUMMER_TRAINING_AIML/Day_6_SUMMER_TRAINING_AI_ML.ipynb create mode 100644 DAY-6_SUMMER_TRAINING_AIML/Fish.csv create mode 100644 DAY-6_SUMMER_TRAINING_AIML/day_6_summer_training_ai_ml.py create mode 100644 DAY-6_SUMMER_TRAINING_AIML/decisionTree.pptx.pdf create mode 100644 DAY-6_SUMMER_TRAINING_AIML/diabetes.csv diff --git a/DAY-4_SUMMER_TRAINING_AIML/Day_4_DHRUVDHAYAL_AI_ML.ipynb b/DAY-4_SUMMER_TRAINING_AIML/Day_4_DHRUVDHAYAL_AI_ML.ipynb new file mode 100644 index 0000000..065b019 --- /dev/null +++ b/DAY-4_SUMMER_TRAINING_AIML/Day_4_DHRUVDHAYAL_AI_ML.ipynb @@ -0,0 +1,1839 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Day-4 Solving the Real-Life Problem Statements." + ], + "metadata": { + "id": "DjdI5VtiBjrf" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "AJDfm-iI8kWP" + }, + "outputs": [], + "source": [ + "#Now, we need to develop the Valued Project-2 in Day-4.\n", + "\n", + "#Problem Statement is: We, need to install the random number of sensors at different location randomly.\n", + "# -> Task2: Now, we need to give an seperate ID's to each sensors such, that it is quite easy for the identifications.\n", + "# -> Task3: Now, we need to find the neighbouring nodes of the main central Node.\n", + "# -> Task4: Now, plot the graph and then show the neighbouring node connect it with the main central node.(Distance Formula).\n", + "# -> Task5: Make Proper Visualization and also plot it with the help of subgraph , previous graph and then show the plotted graph.\n", + "\n", + "# NOTE: You, can also take the help of chatGPT." + ] + }, + { + "cell_type": "code", + "source": [ + "#-------------------------------------------------------- TASK-1 -----------------------------------------------------------\n", + "\n", + "#Task-1 Show all the sensors and plot to show it in the main graph.\n", + "\n", + "#Initializing the Values of the Graph before Plotting.\n", + "import numpy as np;\n", + "import matplotlib.pyplot as plt;\n", + "import seaborn as sns;\n", + "import pandas as pd;\n", + "\n", + "#Putting Important formulas to indicate the sensors.\n", + "no_of_sensors=10;\n", + "np.random.seed(7);\n", + "#data=np.random.randint((no_of_sensors,2)); we, use this but 'randint' shows quite discrete value, which removes randomness might be inconvenient,\n", + "data=0+(100-0)*np.random.random((no_of_sensors,2));\n", + "plt.figure(1);\n", + "plt.title(\"Raw Data about the Sensors\");\n", + "\n", + "#Plotting the Main Graph.\n", + "plt.plot(data[:,0],data[:,1],'ro'); # - for line, s-star, d-diamond, o-circle(dot), *-star.\n", + "plt.grid(True);\n", + "#plt.show();\n", + "\n", + "#--------------------------------------------------------- TASK-2 -------------------------------------------------------\n", + "\n", + "#Task-2: Now, we need to show the Identificaton number of the Sensors.\n", + "for i in range(data.shape[0]):\n", + " dx=data[i,0];\n", + " dy=data[i,1];\n", + " plt.text(dx-1,dy+2,str(i+1));\n", + "\n", + "#Showing the Valued Graph.\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "hccqv6BjB1Ob", + "outputId": "a7df9e35-c268-4d1e-e4cf-532c59537fc5" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to use the distance formula.\n", + "d=10+(20-10)*np.random.random((4,2));\n", + "print(\"\\n Matrix of d is: \\n\\n\",d);\n", + "print(\"\\n Now, total size of the d: \",d.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zI1_0P6lGMX9", + "outputId": "085ea055-87aa-40b8-9327-1340714b1c3c" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " Matrix of d is: \n", + "\n", + " [[16.69013241 14.6775286 ]\n", + " [12.0484909 14.90765889]\n", + " [13.72384689 14.77401155]\n", + " [13.65890386 18.37917994]]\n", + "\n", + " Now, total size of the d: (4, 2)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(d[0,:]);\n", + "#Print the 0th row of the Matrix." + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eHpNGczLGqMV", + "outputId": "7ce36404-6a90-4e13-c759-c3c089708737" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[16.69013241 14.6775286 ]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Printd the 0th and 1st row of the Matrix only just for the Demonsterations.\n", + "print(\"\\n 0th Row of the Matrix : \",d[0,:]);\n", + "print(\"\\n 1st Row of the Matrix : \",d[1,:]);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QFbyB7DkG3rL", + "outputId": "4c26d0e9-04b4-46a4-b0ac-c17ae9fb26b4" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 0th Row of the Matrix : [16.69013241 14.6775286 ]\n", + "\n", + " 1st Row of the Matrix : [12.0484909 14.90765889]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Performing both the values of the Task-1 & Task-2.\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt;\n", + "import seaborn as sns;\n", + "import pandas as pd;\n", + "\n", + "#Putting the Values inside the values of the data;\n", + "no_of_sensors=10;\n", + "np.random.seed(7);\n", + "# data=np.random.randint((no_of_sensors,2)); We, use this but it remove the randomness values might be inconvenient.\n", + "data=0+(100-0)*np.random.random((no_of_sensors,2));\n", + "\n", + "#Plotting the Graph Chart by showing the Valued Sensors.\n", + "plt.figure(1);\n", + "plt.title(\"Raw Data about the Sensors\");\n", + "plt.plot(data[:,0],data[:,1],'ro'); #o-circle, d-diamond, *-star,- straight_line, s-square.\n", + "plt.grid(True);\n", + "\n", + "#Now, by performing the valued task-3 , we have to find the Identification No, ID's to Identify like: 1,2,3,4,5,....,10.\n", + "for i in range(data.shape[0]):\n", + " dx=data[i,0];\n", + " dy=data[i,1];\n", + " plt.text(dx-1,dy+2,str(i+1))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "BJPyqamaHMOP", + "outputId": "4440d1e6-077f-4e17-d4fa-ef01ea6f477d" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#For, Demonsterations: Calculating and Genrating the Random Matrix.\n", + "d=10+(20-10)*np.random.random((4,2));\n", + "print(\"\\n 1. Values of the Matrix are: \\n\\n\",d);\n", + "print(\"\\n 2. Total Size of the Matrix are: \",d.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zQb1cTX0Jgxi", + "outputId": "4e9ba0cc-08ac-4f66-bb14-3aa9aa203d9f" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Values of the Matrix are: \n", + "\n", + " [[16.69013241 14.6775286 ]\n", + " [12.0484909 14.90765889]\n", + " [13.72384689 14.77401155]\n", + " [13.65890386 18.37917994]]\n", + "\n", + " 2. Total Size of the Matrix are: (4, 2)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# We, can also extract the row data from the given Particular Matrix.\n", + "print(\"\\n 1. Showing the 0th Row are: \",d[0,: ]);\n", + "print(\"\\n 2. Showing the 1st Row are: \",d[1,: ]);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MBXLUEjZJ4QO", + "outputId": "cfecbe6a-5415-4ac5-a84a-88b9ba4c84ae" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Showing the 0th Row are: [16.69013241 14.6775286 ]\n", + "\n", + " 2. Showing the 1st Row are: [12.0484909 14.90765889]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, We also find the distance between the two-nodes.\n", + "#By, using the Distance Formula.\n", + "# dist=((x2**2-x1**2)**2 + (y2**2-y1**2)**2);\n", + "dist=np.sqrt((data[1,0]-data[0,0])**2 + (data[1,1]-data[0,1])**2);\n", + "print(\"\\n --> Total Distance between the two nodes are: \",dist);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RlIwGymhKSjb", + "outputId": "330a383b-d8a7-4d40-ac4f-3f974772305a" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Distance between the two nodes are: 36.6475241763509\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#As, of now we need to show the zeros of the main matrix.\n", + "dist_matrix=np.zeros((no_of_sensors,no_of_sensors));\n", + "print(\"\\n Given Particular Matrix are: \\n\\n\",dist_matrix);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gRlwJ-VhLMKW", + "outputId": "952afeb0-d14e-483b-e7d9-277a4ddaed0b" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " Given Particular Matrix are: \n", + "\n", + " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-3 Finding the Distance of one w.r.t to others." + ], + "metadata": { + "id": "R5GLGruWOHs0" + } + }, + { + "cell_type": "code", + "source": [ + "#Task-3: finding the distance for each node w.r.t to another to find thier neigbouring nodes.\n", + "dist=0+(100-0)*np.random.random((no_of_sensors,2));\n", + "dist_matrix=np.zeros((data.shape[0],data.shape[0]));\n", + "\n", + "#Showing the dIstance from one node to another.\n", + "#NOTE: one node compare by own it'self get value 0 because by comparing himself distance is found to be 0. Then all diagonal of the Matrix is found to be 0 again!\n", + "for i in range(data.shape[0]):\n", + " for j in range(data.shape[0]):\n", + " dist=np.sqrt((data[i,0]-data[j,0])**2+(data[i,1]-data[j,1])**2);\n", + " dist_matrix[i,j]=dist;\n", + "\n", + "#Now, show the distance of node w.r.t to other's nodes.\n", + "print(\"\\n Distance of Node with respect to other: \\n\\n\",dist_matrix.astype(int));\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VBPk_pRELcMo", + "outputId": "67dff1c0-9e2e-4883-e0c8-5f7379a7f0d0" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " Distance of Node with respect to other: \n", + "\n", + " [[ 0 36 93 82 33 60 77 24 35 114]\n", + " [ 36 0 57 65 28 25 66 23 35 85]\n", + " [ 93 57 0 66 71 39 76 78 76 51]\n", + " [ 82 65 66 0 48 75 12 86 47 43]\n", + " [ 33 28 71 48 0 51 44 41 7 81]\n", + " [ 60 25 39 75 51 0 79 40 58 81]\n", + " [ 77 66 76 12 44 79 0 84 42 55]\n", + " [ 24 23 78 86 41 40 84 0 46 109]\n", + " [ 35 35 76 47 7 58 42 46 0 83]\n", + " [114 85 51 43 81 81 55 109 83 0]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(dist_matrix.astype(int));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "78ziaHviOO-u", + "outputId": "aff06985-19f1-4c32-d7c0-d282471924dd" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 0 36 93 82 33 60 77 24 35 114]\n", + " [ 36 0 57 65 28 25 66 23 35 85]\n", + " [ 93 57 0 66 71 39 76 78 76 51]\n", + " [ 82 65 66 0 48 75 12 86 47 43]\n", + " [ 33 28 71 48 0 51 44 41 7 81]\n", + " [ 60 25 39 75 51 0 79 40 58 81]\n", + " [ 77 66 76 12 44 79 0 84 42 55]\n", + " [ 24 23 78 86 41 40 84 0 46 109]\n", + " [ 35 35 76 47 7 58 42 46 0 83]\n", + " [114 85 51 43 81 81 55 109 83 0]]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we have the given Sensing Range = 60.\n", + "#We, need to find the node, if any node having distance <=60, then replace the value it with '1', unless/untill remains same 0." + ], + "metadata": { + "id": "OJJQDIfrPAyE" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, we compare the values to find the dist_matrix it with the sensing range.\n", + "neighbour_matrix=np.zeros((data.shape[0],data.shape[0]));\n", + "sensing_range=60;\n", + "for i in range(data.shape[0]):\n", + " for j in range(data.shape[0]):\n", + " if(i!=j):\n", + " if(dist_matrix[i,j]<=sensing_range):\n", + " neighbour_matrix[i,j]=1;\n", + " else:\n", + " neighbour_matrix[i,j]=0;\n", + "\n", + "#Showing the Neighbour Matrix Values.\n", + "print(\"\\n --> Given Values of the Neighbour Matrix: \\n\\n\",neighbour_matrix);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fqQUShwvOkIE", + "outputId": "512e2869-c73f-45b9-e118-87f9736f4d05" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Given Values of the Neighbour Matrix: \n", + "\n", + " [[0. 1. 0. 0. 1. 0. 0. 1. 1. 0.]\n", + " [1. 0. 1. 0. 1. 1. 0. 1. 1. 0.]\n", + " [0. 1. 0. 0. 0. 1. 0. 0. 0. 1.]\n", + " [0. 0. 0. 0. 1. 0. 1. 0. 1. 1.]\n", + " [1. 1. 0. 1. 0. 1. 1. 1. 1. 0.]\n", + " [0. 1. 1. 0. 1. 0. 0. 1. 1. 0.]\n", + " [0. 0. 0. 1. 1. 0. 0. 0. 1. 1.]\n", + " [1. 1. 0. 0. 1. 1. 0. 0. 1. 0.]\n", + " [1. 1. 0. 1. 1. 1. 1. 1. 0. 0.]\n", + " [0. 0. 1. 1. 0. 0. 1. 0. 0. 0.]]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we need take the user as input from the user as node no.\n", + "#Then we need to show all the neighbouring nodes of the main_Node searched by the User." + ], + "metadata": { + "id": "LokW_1mMQKnf" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to take user_input as name of node in 'int' forms and then we have the responsibility to show it's neighbouring nodes.\n", + "count=0;\n", + "node=int(input(\"\\n 1. Enter the Node user want to search for: \"));\n", + "node=node-1;\n", + "temp_neigh=[];\n", + "temp_neighbouring_matrix=neighbour_matrix[node,:];\n", + "for i in range(temp_neighbouring_matrix.shape[0]):\n", + " if(temp_neighbouring_matrix[i]==1):\n", + " temp_neigh.append(i+1);\n", + " count=count+1;\n", + " print(\"\\n Node: \",i+1);\n", + "\n", + "#Printing all the collection of Data & Informations.\n", + "print(\"\\n--------------------------------- OUTPUT ! ---------------------------------------\")\n", + "print(\"\\n --> Node choosen by the User are: \",node,\" Neighbouring Nodes: \",temp_neigh);\n", + "print(\"\\n --> Neighbouring Nodes: \",temp_neigh);\n", + "print(\"\\n --> Total No. of Neighbouring Nodes are: \",count);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dO0Xn5fpQXAn", + "outputId": "da661632-dd50-4807-9ed1-d4aade508dcd" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Enter the Node user want to search for: 2\n", + "\n", + " Node: 1\n", + "\n", + " Node: 3\n", + "\n", + " Node: 5\n", + "\n", + " Node: 6\n", + "\n", + " Node: 8\n", + "\n", + " Node: 9\n", + "\n", + "--------------------------------- OUTPUT ! ---------------------------------------\n", + "\n", + " --> Node choosen by the User are: 1 Neighbouring Nodes: [1, 3, 5, 6, 8, 9]\n", + "\n", + " --> Neighbouring Nodes: [1, 3, 5, 6, 8, 9]\n", + "\n", + " --> Total No. of Neighbouring Nodes are: 6\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-4 Now, we knoe the current_node as node entered by the user as well it's neigbouring nodes. Now in this we have to plot the Graph, and join all neighbouring nodes with it's central axis of main current user node." + ], + "metadata": { + "id": "xPHMePfQVhTH" + } + }, + { + "cell_type": "code", + "source": [ + "# Plotting the graph\n", + "plt.figure(figsize=(10, 8));\n", + "\n", + "#Plotting the graph to indicate and show the main node connect it with the Neighbouring node with line and special shape character designs.\n", + "for i in range(data.shape[0]):\n", + " dx=data[i,0];\n", + " dy=data[i,1];\n", + " plt.text(dx-1,dy+2,str(i+1), fontsize=12);\n", + " plt.plot(data[node,0],data[node,1],'rd');\n", + "\n", + "#Showing the neighbouring nodes.\n", + "for i in range(len(temp_neigh)):\n", + " Xtemp=[data[node,0],data[temp_neigh[i],0]];\n", + " Ytemp=[data[node,1],data[temp_neigh[i],1]];\n", + " plt.plot(Xtemp,Ytemp,'go-',linewidth=2);\n", + " plt.plot(data[temp_neigh[i],0],data[temp_neigh[i],1],'ko');\n", + "\n", + "#Showing the Valued Graphs.\n", + "plt.figure(1,(10,8));\n", + "plt.title(\"Raw Data about the Sensors\");\n", + "plt.xlabel(\"Sensors\");\n", + "plt.ylabel(\"Data Points\");\n", + "plt.grid(True);\n", + "\n", + "# Setting the axis limits to ensure all nodes appear properly\n", + "plt.xlim(np.min(data[:, 0]) - 5, np.max(data[:, 0]) + 5);\n", + "plt.ylim(np.min(data[:, 1]) - 5, np.max(data[:, 1]) + 5);\n", + "\n", + "#Showing the Graph as Given Below!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 718 + }, + "id": "HwWiQ_lWVOao", + "outputId": "c7c2e3c9-597c-423c-d6bd-6242dce14abf" + }, + "execution_count": 61, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plotting the graph\n", + "plt.figure(figsize=(10, 8)) # Adjust the figure size if needed\n", + "\n", + "# Plotting the main node and its index\n", + "for i in range(data.shape[0]):\n", + " dx = data[i, 0]\n", + " dy = data[i, 1]\n", + " plt.text(dx - 1, dy + 2, str(i + 1), fontsize=12)\n", + " plt.plot(data[node, 0], data[node, 1], 'kd') # 'bo' for blue circle marker\n", + "\n", + "# Plotting the neighboring nodes\n", + "for i in range(len(temp_neigh)):\n", + " Xtemp = [data[node, 0], data[temp_neigh[i], 0]]\n", + " Ytemp = [data[node, 1], data[temp_neigh[i], 1]]\n", + " plt.plot(Xtemp, Ytemp, 'bo-', linewidth=2) # 'rd-' for red diamond marker and line\n", + " plt.plot(data[temp_neigh[i], 0], data[temp_neigh[i], 1], 'ko') # 'rs' for red square marker\n", + "\n", + "# Showing the valued graphs\n", + "plt.title(\"Raw Data about the Sensors\")\n", + "plt.xlabel(\"Sensors\")\n", + "plt.ylabel(\"Data Points\")\n", + "plt.grid(True)\n", + "\n", + "# Setting the axis limits to ensure all nodes appear properly\n", + "plt.xlim(np.min(data[:, 0]) - 5, np.max(data[:, 0]) + 5)\n", + "plt.ylim(np.min(data[:, 1]) - 5, np.max(data[:, 1]) + 5)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 718 + }, + "id": "3WCjEJ7Fb-bR", + "outputId": "71a0383b-0ccf-47e2-96a0-57dec536a014" + }, + "execution_count": 64, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, We are Implementing the Values of K-Means.\n", + "# 1. Manually." + ], + "metadata": { + "id": "3siRLWNpwhdH" + } + }, + { + "cell_type": "code", + "source": [ + "#Create the 50 Nodes Data-Points visualise it in a 2-D Plane, and divide the data it into the 2-Clusters.\n", + "#Create the 50 Nodes Data-Points visualise it in a 2-D Plane, and divide the data it into the 4-Clusters.\n", + "\n", + "#Firstly , we create the nodes and plot the graph for proper visualizations.\n", + "import numpy as np;\n", + "import matplotlib.pyplot as plt;\n", + "import seaborn as sns;\n", + "import pandas as pd;\n", + "\n", + "#Putting all the Important values in the Graphs.\n", + "num=500;\n", + "np.random.seed(7);\n", + "data=0+(100-0)*np.random.random((num,2));\n", + "plt.figure(4,(4,4));\n", + "plt.title(\"Raw Data of K-Map Manually!\");\n", + "plt.plot(data[ :,0],data[ :,1],'ro');\n", + "plt.grid(True);\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "id": "p1VuYy9WhUhn", + "outputId": "d759e9d3-b19b-4c4c-db2c-bcb9e4cce13c" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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E9+7dI3JnDSeeeCLat2+Pb7/9Frfddlvk/vnnn4+pU6cCABfx/s9//oN58+YhHA5j3759WL9+PcrKyqAoCl577TWcccYZkWcvu+wyPPTQQ7j++uvRq1cvbNiwAfPnz0+Qx3br1g2ZmZl48cUXccIJJ6Bly5Y499xzccopp6Bbt2646667UFVVhdatW6OsrIxZLnrPPfdg4cKFuOSSS3D77bcjKysL//jHP7Bp0yaUlZVxmfaZITc3FxUVFejduzeuuOIKrFy5MsEz0Qi/+93vDO2KNfD2Q0ZGBv71r39h7NixOPfcc/H222/jn//8J/785z8jNzeXq21t2rRhcv++7LLL8Nprr6FNmzbo3r07KisrsWLFCmRnZ3N9Lxo33XQTbr31Vlx55ZW48MIL8cUXX+Cdd95J4KZZ5xkPzjzzTJx22mkoLS3Fqaeeij/84Q8Jz1RVVeHUU0/F9OnTU9dF3gsTl2MNmgnV+vXrE34LhULUrVs36tatGzU0NFA4HKZHHnmEOnfuTOnp6XTmmWfSm2++SWPHjqXOnTsnvD9ixAgCQCUlJZF79fX11KJFC2rWrBnV1tZa1k8zs9KutLQ0ysrKonPPPZfuvfdeXbO9I0eO0J133kkdOnSg5s2bU+/evamyspL69etH/fr1i3l2+fLl1L17d0pLS4sx5/rqq69o4MCB1KpVK8rJyaGbb76ZvvjiC0PTwnj8+OOPdNVVV1FmZiZlZGTQOeecQ2+++WbCc+A0FdR79uuvv6acnBzKysqijRs3cr0bDT1TQdZ+GDt2LLVs2ZJ+/PFHuuiii6hFixaUl5dH06dPTzCn00O0qaAR9EwF9+7dS9dffz3l5ORQq1ataNCgQfTNN98kmPUZzXOtzFWrVkXuhUIhmjp1KuXk5FCLFi1o0KBB9MMPP+iaCrLMMxZTwWg8/vjjBIAeeeQR3d+18lLZVFAhSnHBjw8fxwjGjRuHJUuWJJzAfPBjzpw5uOOOO/Dzzz8nWMccK/Bl3j58+DimQET429/+hn79+h2zhBvwZd4+fPg4RnDo0CG8/vrrWLVqFTZs2IDly5d7XSVH4RNvHz58HBPYtWsXRo8ejczMTPz5z3/G5Zdf7nWVHIUv8/bhw4ePFIQv8/bhw4ePFIRPvH348OEjBZGSMu9wOIxt27bhhBNOOK4TkPrw4ePYARHhwIED6NixI5MTWkoS723btqGwsNDravjw4cOHdGzZsiUmjLQRUpJ4a6Ett2zZEomCx4JgMIh3330XF110EZo2bepU9TyF38bUx7HePsBvox5qampQWFhoGLo3HilJvDVRSevWrbmJd4sWLdC6detjesL4bUxtHOvtA/w2moFVFOwrLH348OEjBeETbx8+fPhIQfjE24cPHz5SED7x9uHDh48UhE+8ffjw4SMF4RNvHz58+EhBpKSpoC2EQlBWrwZ27QI6dAD69gVsJvD14RFCIeDDD4Ht2/2x9HHcgZvz/uCDDzBkyBB07NgRiqJg2bJlMb8TER544AF06NABzZs3x8CBA/H999/HPFNdXY0xY8agdevWyMzMxI033uhK9hBl6VJcdMstSLvwQmD0aOCCC4AuXYDycse/7UMuOlRWIu3EE9Ux9MfShxFCIeD994GFC9W/NpIqJxu4ifehQ4fwu9/9Ds8//7zu748//jieeeYZvPjii1i3bh1atmyJQYMGRbKnA8CYMWPw3//+FxUVFXjzzTfxwQcf4JZbbhFvBQtKSxG45hpk7NkTe7+qCrjqKn/RpxCUpUtx9mOPqWMXDX8sfUSjvFzd0I/VDd5OAkwAtHTp0sj/w+EwtW/fnp544onIvX379lF6ejotXLiQiNRkrIhLYvr222+ToihUVVXF9N39+/cTANq/fz9bRUtLiQIBIkD/UhSiwkKihgb1+YYGolWriBYsUP82NOjfS0LU19fTsmXLqL6+3uuqOIOGBgrn51OYdSxTEPW1tbRmxgwKzp2b1HPNDhyfp2Vl6lzQmx+Kov7OAhvrnreNvHRNqsx706ZN2LFjBwYOHBi516ZNG5x77rmorKzEyJEjUVlZiczMTPTo0SPyzMCBA9GkSROsW7cOw4YNSyi3rq4OdXV1kf/X1NQAUN1Pg8GgaZ2UpUsRuOYamDqcEgFbtqBh1SqguhqByZOhRHF1lJWlllVdffRefj5Cs2aBdOrrJbT+sOqXVIWyejXS4jnuaESNJfXr517FJEFZuhSByZPRJ3r+Jelc00UoBGXt2ogegvr00dVDODpPQyGk3X47QJS47olAigJMmoSGwYNNdSTaWCiCY8HbRt6+kEq8d+zYAQDIy8uLuZ+Xlxf5bceOHWjXrl1sJdLSkJWVFXkmHjNnzkRxcXHC/XfffRctWrQwrlAohIvGjwerCuvnZ55BtzfeSPwhimhHUFWFwDXXYP3UqdjesyfjF9xDRUWF11VwBPkffIAe1o/h87ffRtWhQ+wFh0LI/uorZOzdiyNt22JP9+6uKz87VFaq4qB4JPlc09ChshKnv/wymkeJJmuzs7HhppsM6+3EPM3esCFm84uHQgRs3Yp1Tz6JPaefrvuMzLFgbePhw4eZntOQEtYm9957LyZPnhz5vxZ966KLLjINTKWsXo20eBm3CbpVVqrvxZejVzYAUhScPX8+Gh58MGmsHILBICoqKnDhhRcekwF/lJYtgVmzLJ/7/SWX4HeMnLddDksKQiGkTZig1ie+fkjOuRYNZelSBB5/XD35RCGjuhpnP/44QosWxfSlk/NUaTyZW+G8zp1Bgwcn/iBpLHjbWMNYbw1SiXf79u0BADt37kSHDh0i93fu3Inf//73kWd+/fXXmPcaGhpQXV0deT8e6enpSE9PT7jftGlT807ZtYur/sru3XzPN+7gTf/9b6B/f653nYZl36QqLrgAlJ8PVFXpi8IUBSgoQNoFF7ARufJyYOTIBKKjbNuGtJEjgSVLgOHDpVTdFB9+mKiAja6PNtc+/BAYMMD5+vAgFALuvDOhD4HGeisK0u66C7jyyoQxcWSeMsb6TyssBPS+zToWjOuetY28/SDVSadr165o3749Vq5cGblXU1ODdevWoWfjEaNnz57Yt28fPv3008gz7733HsLhMM4991yZ1VFtf93A9u3ufMcHEAgg1Mh5U3zoTO3/Tz/NRrhDIWDSJF2iE7lXVOSOeRnrHLr66uSzllizBti61fj3Rj0E1qxxpz59+wIFBUfnQzwURSXwffvq/846Fh6ve27iffDgQXz++ef4/PPPAahKys8//xy//PILFEVBUVER/vKXv+D111/Hhg0bcN1116Fjx4644oorAACnnnoqLr74Ytx88834+OOP8eGHH2LixIkYOXIkOnbsKLNt1oMoC25tEk7AKztYG9+lYcOwfupUIH6+FBTwccrJRHRY51B1dfKZQyYbsQsEgDlz1H+LbPCsY+H1ume2e2nEqlWrCEDCNXbsWCJSzQXvv/9+ysvLo/T0dBowYAB9++23MWXs2bOHRo0aRa1ataLWrVvT9ddfTwcOHGCuA5dJjZHJkIwrCc3SuMyTysqICgpi21RQwG5GJQqb3420sbbWnvlmURHbOC9YwN1EbjQ0qH3AMleTbd6tWsXWj6tWRV5xxaRVb54VFlrPM6uxYOx/p00Fbdl5ewVuO++yMqLcXD6izPIMj72oESTbjzNPGFl2sLyQ8F0pC7+sjH0+RBEdR9HYN4Y27Eb18toHQYDYueaPYNU3Rr9r8zS+TQ7OU594G6GujsI5OdbOHYsXJ+7W2dnqxbuDW8EBzpdpwmiLzW3OTtJ3bS98q3p4yeGWlVG4bVv2E4EbpyeWzYGT2CWFM5lV34ly7o3wibcOhIg3EQVLSigMUNhqgrnhYekQ58s0YQSOuVIg6bu2Fn5DA9Hs2exct9MiJB0E33mHrW7Fxc6fnng2Bw5i5znxZl1/RuuegR74xFsHosS7vr6e1k2dSuH8fPlcNA8c5HyZJsyCBeycnUywfreoyH4b9aBHXGzUwxE0NFDwrbeovnlz81NiQQFR/DyWNIciEGEwGJkcT4m33fXHuKE5TbyPu3je23v2RMMPPwCrVgELFqh/N21yx5ZXg9dWDl5p01nLmz9fvtVLeblqpWHW7/EYOlRuHaxQXg7k5SFt8GA0ra01tmMHgJtvNrVFtj2HrMwoiYBbbgFWrowdq0BAtX0eNUr9m4QORbbWn9E88iAo2nFHvAF4P8G8Nq2yawdr57u5udbP7dold+MyI0R6cKr9ZigvV51YrDyCNXPIk05iK1d0DlkROECt68CBqRepT3T9JZNfAI5X4u01vLYjtWsHa+e7Y8awPau3cBrtwpXVq/kWCAsh0uBk+40QCgG33279XE4O8MMP6inR6TnEQ/R5uc7GhCj5H3ygP5ZO+x7E5RcwRHzfPfxw8vgFqN9LPdiReXuu4SaSZkeqB8M26skibWrTTdtnJPcUUVrq1PNwdjYFS0rY6sMqa/dC/0GkKh5Z6xdtHujQHCIi9nHi/Z6IhYdM6xkWE1G9tvCYljbqinyFpQ48I95mRInXGkWCHakedNtotiCcsKIxW3y8yiIDpVnEaoiln1gJ0ezZ7ttI8xAFgGjixNjN14E5RER8TkNGm65eW80UoFOmOGs9w2MiGv0t1vfi+sAn3jrwhHibESVRbsEBzjehjW4647B+i5XoWCyaMCu355VduxV4iQLr3JN1ejAaJ7PLyEKJpa08CVNEwLqJFxeLvaf1fWMdfeKtA9eJtxlRMptsLMTRSQ9LGUSLtX4iHLUV0ZFlj15Wluhk5eQmxgpe0YRRvZ30sOQ1rzQaCztt5RlrM4iayPKI3aLmkW8q6DVYNMx60H6z0j47afli1ySRJwcg77eGDwd+/tncZFOGVY5m2mVkxZGV5V7Y13jYsSaKnl+AahnToYNa5po18pR82jitWKH2lRlkROqzgp1yRJW8rO8VF7s6j3zibQUeS4V4WBFHp2GH+PHas4p8y2rjsmtRwWIi2Ly5+/bcGuIySnFDm18PP+xsot1AQI0h/te/mkfoHDnSfqQ+K9gpR9REliU6aUEBcN994nUTgE+8rWDmCMEKr+L+ihI/EXtWJ0zXLBYNWdljs2y8W7d6s7mWlwPjxpk+YrLlxGL6dHecRoYPB+66y/j3J580/h4LAQwEnPU9EDWRtXpPUdTfXfYX8Ym3GcrLjx5L7cCruL+inIaIuMUJxx+TRRMhbGb22F47QxmBwduTmXAbFsAotgPY7apDIfUZMxh9j4UAaqkOnfQ9GD5cFZPl58fet4oFL/qek2AW9icRXFFYyogD7mR0PgMFlaG1CY85GauCZtq0RFtYJ0zXdJRmh3JyKLhwobmizqsAXGZgtDA5lJ2ttk/EXI+nfTyWUjL6s6wsMSaLxEh+zBBV8nK851ub6MBx4s1jD6r3bxkEywgWi43ZzttsQfBYBsQvdLuLjyGKW7CigtZNmZIYYCy+Lk47soiAsW/XFBerY2i2IbKOkZH5Hq8ZqYyAZiybhdfxySXBJ946cJx4sxKv3FznbW2jwbDYuDwsjSDioFFczBUu07B9DFxgJLQvC9HhsSl3g2AwEsD1kyfHnp705herZ6YeJyxiRmqX8/YqAYhH8Im3Dhwn3qwcxrx5R99xevEzLrb62lo5IQBEHDTsuDFzxFcO5+dbJ9WIF+eYba5uJDTQwMp5z5gRO4ZGMeZFTxYihNjO95LVUcpBOE2809yXsqcAWBWM0coLzezNKTAqEZW1a+V8T1PQTJrEbiq5dauqiONV4FhZtyiKqggbOhRYswYKSyjU999Xx2T7dnU8f/wR+Oijo//v21f9XVMexn9bs9aQpYwKhdQxrKpSIyvu3q3fXkUB5edjT/fusfeN5tecOWo9FSW2PCsln6hpp+j3eJTgTq4jO9DGMH4OeQU7O4tXcE3mnUyyUsbTQHDuXLnBtxoaVMUkK/ct0jc8XCDrqSgry5qTls0NmuVDZNWhKAoFS0r4xlBEbGdHBCLyPa8SgMiCwOnM97D0Al6FTDWDUyFArczENAcNVkRzUKzg4QJZ21ddHft/PbtnmUkxjLxR776bPQlEo9kZDRtm/Ww0WLxV48Fj2hk/R4YO5f+e12GQ7SCJEjDEgInEJxlci23iliKSBYynAS6ZNys3IaLA5OGgeLhAK5k3z6lAFjcoEvtGu3JzVd1JFKfuWuhiFmWu3hzJzSUqLeX7VjKeZllg43Tmc95eQoSjcQqyTwM83ET0t1kh0ZMyhgsMBBCaNQsAVA9LHsRz0jK4QdHYNxp27VJ1J15kdLJyPAH058iuXcCIEeqpghXJeJplgdcpC03gE28jaEfFxYvV/199tbc5+UIhNTDQpElqRpVo8Hp5ibi/Gy30eEj2pNRb2DRsGNZPnQp07Bj7rFXgJA2amEaGV6id2Dfx9fECRgzK0KHWcWGeeAIoLeX7VrJ5KVohWb10AV9sogs3TcdYoFefnBw1u7mVh6Ue7CirGhqM7Ysd8KTUE1NF2lhbG6sgXLGCv112vUJ5woUy9rNh+5LQmYhyc/nr1dBAwYoKWj95MgUrKuy3y0kzXRtrxbfz1oE04m2UGiyZHAk468M0YZzylHM6hZpVG0XlqnbaYjcmt0596uvrad3UqdYepE6CZ1MSCC8gTa7vNKNlQ1bvE28dSCHeRoNuFLQ/mtOIUzA5BgFlieOcd3z9POAMTdsoyknbiXUhEn/EpD5cHqROgWdTit/k7WzAPJDNaJmZegrMKZ9468Au8Q6WlNgP9uMGJyRAZJkmTF2decopQP29rk59PsliTVi20W0rIavFPWUKe31EPEidQEODyqjwbvKMnLDtMA6ybfSt6i0wp3zirQNbxLusLPE4Kno5zQkJiDekc97JJv8nxja6veFYLW7W+rCOzbRp8tplVLfSUut6MCSL1lsn3ImynewnjtAMPHPKJ946sEO818yYIYdwu8EJOcV5s24KRUXJJf9vhNCR2w1iLuMbvApQuxupFcGcMsV87kcTNg5O2HaibFn95GDMFZ9468AO8V4/ebJc4q1DQKVBQFkilfPOyfFm07KAFGcrj08PhuBVgNrZSFkJ5uLFiXPBZrJo24myZfWTgzHffScdyTjStq0zBTth5+mUYwOLfbMWPMkIRN7m52RFsro2G6FvX1B+PnsmHWp8kiVjTjR4bP1HjAB27HAuWbQTmZv0ygAS+0mGHTdrJiLJOO6I957u3UH5+eaEKzvb2hklHk7FZHDCsYFlUxgzhq0sLx1MrGBFoIjU311abEwQ8SAV2Uh5CaaTyaLtRDgE+Ah4fD/Z9bI1imnjAlNw3BHv6MVhSLheegnYvFnlMObNU7lQO154dndmJ9z0rTYF1ozqyRhISANrAuKHH3anPoww9CC1As9GKttz0I63qigBZfX6jUd0m7R6W2HXrsR7Fqc6ZelSvnrxgluQkwRwzM7byPTHjheey/JWbnmwWdoxNwMJOZEbkEeplUTy7wQPS9aQvDxyWSdkvRzrRFfmLTrXtLkj2k+8VjXaNy3C/IZzc2nZ4sW+wjIajnpYGkHEdtgDb02pEensuo7zfIc1uuGqVRScO1fNNFNba14uj1KLhTi4ZHaoO09lb6RObc68IQ7sJMrmbROgOuHFt0lkI2N850jr1qpfCQN84m0C2zEjRPJAGg2sQ9Ya0sOJOu3wwrrB6dQjnJ9vXg8G7siSy/TAUsXQBlr2RurU5izqYSljrpWVWY9zvN32xIls8yPak5TxVBcGKMzYlz7xNoFwzAgRzstBEyQzOBILWhbnGV9OXR3bBldaqkvgw6xiK1biHe/m7VGcG8MxdGIj9ShmvZRE2XpoaDAPcaHNqcWL+Tb2+LXKcaoLMzJqPvE2gVDMCFHOy6O0T64F8ueFUVB/lj4ye45lYYhkWfcwYa7pGDohwvEg/IFj89ROoDCesRaJaWPBqPl23kYIhRCYPBkAkKAPJ1L/xtuA2rERTuW0T7Jh1I96Gnw9mD1HZG0md9995hYFepYQokH4WS2LRC2QrEz2ROBEmV5BtumqkT9FIADMnn2UdrBAct2OH+LdmHXc0CI0fjGKJCyIhoxA/8cCzPpRJswWhmYTrCjszk4ipnSsNr9e2AZrm8X8+Wpb58931aHENchmhoz8KcrLgTvu4CtLdt3EzyfeQUhswivGkCGzdstaIwpJJzaxG+9aJLKdEXjku6z1Li4+Wjar4tXiOVeUztrlUZgAx+apaIje+GviRGMRktEYGly+zDsKQsSbN8uKzOS0LiqEko54i2aa0YiZpliSZdLGG3LUapEqiqpQZZGPMypouZJIW7WVVd5fXHxsyLyJjJkmnsuIGeC0YPKtTeLATbzNOA8jIiDTWsRFhRDzonCrTqJBsKI3OIPFyGRtYgcslio8p4PZs5meC1ZUyElUIBr62AVu3HEmQ2/NZ2WxtT8ry37I3sbrUE6Ob+cdDa5Gshxx9IiA2x6GksC0KNy0XWbtx7o6881Ez87bjSM/K+fKcjHaEwfnzrVH2DiP9UzrQTJcOSHGMyisp29NFKZXFqtN+MSJ6ibcKAZjgefEu6GhgaZNm0ZdunShjIwM+s1vfkMPPfQQhcPhyDPhcJjuv/9+at++PWVkZNCAAQPou+++Y/4GcyNZjzhGRMADmbVdMGWZcdt2WVY/8npYyoCMBMPaNW4cG/G2w3nzOiaZEXAHU/55It4T9cBkObnHX6tWpV4874cffpiys7PpzTffpE2bNlFpaSm1atWK5syZE3nm0UcfpTZt2tCyZcvoiy++oMsvv5y6du1KtYyLkbmRrEecFSti34vesYuLPXFiEIWljbBHtssyZf+uLnwZdsOKYp0bNar/bcm8nbBzBqSfzDzTzZjJw/UYCd5TTNQacpp4p8m1XQE++ugjDB06FJdeeikAoEuXLli4cCE+/vhjzboFTz/9NKZNm4ahjZHr5s6di7y8PCxbtgwjR46UVxlWc69ffz367/Jy1bQt2sY3Px8oLgZOOkk19+nbV44tbCikmiZu3y63XCPw2C737y/328OHq5EK3WyvDGgmn1VVav/wgjVcqQaR+OzRcCpEr+bbIBqGOFmgRSKMX+OFhWrfR7eN18w13uw0HJZVa11IJ969evXCSy+9hO+++w6//e1v8cUXX2Dt2rWY1RiGddOmTdixYwcGDhwYeadNmzY499xzUVlZqUu86+rqUFdXF/l/TU0NACAYDCIYDBrWRcnNZWpgQ24uKBiEsnQpAiNHAkQx9uC0bRvw4IMILVoE6t1bHRSbA6MsXYrA5MlQqqqOfic/H6FZs0DDhgmXq/WHXr8oW7aw9ceWLSCTfmVCKARl7doIoaY+fdQJ3bv30Wd4+jGqvFBuLhAKmY69TChPPYXANdeo/477jXTuxfyen4/wDTcg8NBDlt8J3X8/wkOGmI6hZV0Z5zw3iNT44pMmoWHwYNubrp022saQIcDgwfrzM6o+yurVSLMKKRwFys9H6KmnQEOGAFG0ibWNvH0hfZzvuece1NTU4JRTTkEgEEAoFMLDDz+MMY3B/Xfs2AEAyMvLi3kvLy8v8ls8Zs6cieLi4oT77777Llq0aGFcmVAIF2VnI2PPHt0FRgBqc3JQUVMDvPEGLho/HoE4wg0AChEIQP2ECahIS7M9cTtUVuLsxx5L/KGqCoFrrsH6qVOxvWfPhLZkf/UVMvbuxZG2bbGne3fTelRUVCTcy968GX0Y6vfvzZux5623GJ7UR4fKSpz+8stovmdP5F5tdjY23HRTYrsEyksDcJGN8riRloaLW7VCs4MHE36y4qs/vPlmZOzfjx4Mn/ns4EFURfW73hhawmLO24FCBGzdinVPPok9p58upUyhNspE69bAoUPAO+8k/JT/wQdM4/bT4MHYdu65AICMdetw5LvvYtYnaxsPHz7MXG0AkC7zXrhwIRUUFNDChQvpyy+/pLlz51JWVha9+uqrRET04YcfEgDatm1bzHsjRoygq6++WrfMI0eO0P79+yPXli1bCADt3r2b6uvrTa9gSQmFFUU1K4uSTWn3giUl6nMVFUwyrWBFRew3amspWFFBwblz1d9qa81/q62lcH5+YnyV6HoVFMSUEywpSQimFc7Pj9Q9+jp06BAtW7aMDh06lNgf2rcNZHh63+a9Iv0dX3bjFVy4UF55UePHdZmNmV4dGOeG7nxp/AbP3DIdQ54+Y5DV6sb6YWiT6PxgmqdJcrGOW8MDD+iuzyMLFnC1cffu3Vwyb+nEu6CggJ577rmYezNmzKCTTz6ZiIh+/PFHAkCfffZZzDPnn38+3X777UzfkGLnHa8sE3HKMTO5M/qNN0iSka2xgaVGfT2jtYkTFjQslg6BgOrUYlaGpixescK0PFbPNUsFtJUyzo7FiWapwWF2ajmGLGD1bQDYlKl6c9MGpLTRabCMm1HfNW6e66ZOZW6j59YmWVlZ9MILL8Tce+SRR+ikk04iItVMsH379vTkk09Gft+/fz+lp6fTwoULmb4h5GHZ0EDBigpaP3myuqPaDchuZnJntVhYNwnW8Ja82eOd8vrksXRgjeBol5iwEjGzjUvEgiN+bESzzNhB/KYV77Sjjbn23Lx5ic5SFvNNFClBvImsx81kfYYVhQ7l5DCbtHpOvMeOHUv5+fkRU8Hy8nLKycmhu+++O/LMo48+SpmZmbR8+XL68ssvaejQoc6YCsbBdMLwcEeybGnNruJioVCmzIuirk71+Js4Uf1bV8fVl7rg4VDjiYAdxxKjEAU8ZZoRJt54GUabgWiWGVlg8ap1ybchZYg3kfG4Ma7PYEUF02c8J941NTU0adIk6tSpU8RJ57777qO6KOKgOenk5eVReno6DRgwgL799lvmbzhCvInYJ65TtrTx32zVipt4CXPeMux4eftF23TsboZ6nLdomUZcPE+8DLNTjGiWGTfhQjyehDZ6EFOcC3r1Y2RWgnPnMn3Cc+LtBhwj3kRy5eNuXUact96Ec9LDkpdg8kZwjLtMZd6iG6xWJ6O+05sbpaVSCY/nxJvIcWIa00ajRB1mupFkAOMcc4rzdsQkNKXB4kwiIy7vuHHAq6/aLycrSzcmuLJ0KXDnnYnORkeOqFMqHkSqk0FRkdp+EXNILW72lVeyPa/1o4BjSaQFRk4tos4qHTroO2oVFKht+/lnNQ72+++r9/v3T/0EBnrQEjQ4DGXpUqDRtyIGu3YBI0YAU6YAjz/ueD2EYOHARYqC2uxsNO3DYqDLj+MnGQMrWLwerRItmEFLwhDlpGQLkyYl1K9DZaXqbKSXASjK9joBRNZZaYygBfuvqwOmTzcnZvGJKAQ2w9qcHIQWLTL29hPZYAsLgd27zbMn3XuvuvH+5S/qNXCg84kUjlVo2a30mAkNTzwBlJa6VyceaMwKYJjkY+ONNzq3sds4NHgGR2XerLJgM/m43r/jRRMy5OY6QXTqa2vpcHY2t+2uruiAFTzhN80iOBrVR1HU31esIFqwgC1am0hQ/jvvtCd7l3TMTwqxicOor6+nNTNmsPVrbm7yycCjYSBOC5aUOBrbxOe8NfDmq9RiJOTnx94vKADKytRL7zctNgRLmrTs7KP/1vv9pZcSdnVl7Vo0t+tdx8O1GvXb3r3qX60NGvTSSgUCav5EM8yZAwwYAIwaBerXz5qbMeOKjDB3rnnsFyuMHJm8XGISIkObI1bYtUvsNOgWhg9XxWmrVgELFqh/N22yFeaCBb7MG7DOV2kkC7aSj5v9phGXq65Sy4/+tkZsXnpJ/csSREeDncBEiqISV9a8miz91rw5sGKFGvzLSAxVXg48+aTxd+66SywYklEQIiOwJkQ2QigEXH21unEPH+5+4DFReFTPI23bsj/sVMAtWdDTETgcmMoXmxCxizCmTZOveWexbonX/JskLhB25Y4WZ7BaGsjINiQQppZbrNDQoI6dHVESz6VZoAiaY9oWm/BYiriZmCMK9fX1tKysjMJmTkGscyhJwTuOvqmgCQw7k9f0T/bklrjYIjJvK5deow2DZzHLyPMpsAEIETfW7+Tm2k9ea7YRMZhj2iLeInobwXragdbG4MKFbJthMsu8DeA08fZl3gC/ZcLWrao5nCwLA+3INWpUotmZZsWxcCHw0EPqd83k8oEANtx0k3rfQAOOl14CfvwRmD0bmDhR/fvDD+pvPHJ/1n4ze471OGz32MyiYygsBF544ej/43+3CyL1b1GROq6ywaO3sRJ5OVnP6E9deaVqDmgERbEf4/xYhZ2dxStI57xFLBMA/ZRJMsET6yMuC0uwpISPu87P546jIiXPp1uct9afLB60RqKsKVPkceEm2clNY/AYgVf8JDPBtgASxnDxYvMk1CkIX2yiA0dMBXncn6Ov+BRqsiAY6yMm/yGPh6Uo0bEbC0NgA5AuVtAjEkairNJSNTKiXeKtJ0qyI3/mJcZFReL1lADdMUx2F3lOOE28fWsTDbyWCRree081YZMJ3vRL0di+XQ0wDyRqwO2UG11+NIz6raDA2CImGixWN6LHZj0rCtZ0bEYehlddpYqwrr468bf4+pshXpSkiTzi32dNP8YjfgqFgHnzxOrpJFzy6jxW4Mu8oxFtrxmdrssMv/wivx5WuSbNYLbY7JRrVr6BnSuzeZ+ZzbxozsTycqBzZ+CCC4DRo9W/nTurdth2zeJGjFDNAQsKEuu7eDGbbL1Xr6O6jJUrgdtv1yf82j0r+TOP/mHNGtWT1Aq5uexmoz5ch895x0Pb/fv1Az780Pr5Tp3k10FEOddoo019+uimdBIuN658w8Vsl2uSmaC4vFw/vkpVVSLHrMUsMdogjGygzeobCJifJEaOBLp1Y99IiawTQ1slSo4ev8WL2b47Zox8RWFjfyqbN+M3H3wAZd8+dVNNVhv4ZIYdmY5XcDSqoIYVK7yTefO6zkfJl03bKOqSL8t0TJJM01ReOm8eUevWctpmRwZtpvSUHbc8+ptmIRuKitQ+Yp3bspWVZgp4F2zL3YavsNSBK8TbKosNoG9tIoNA8Vq/RCncbCecMLMBtwOJziAJbRTNwBPdbtbkEDwbmZ5zley45Sz9HK9g1SyLzOaXbNtqFkW5w7blbsMn3jpwhXgTGeeP1C6WTCmiHMXixcYTXFHULB46G4SUhBOytf6SnUESYkHLcqphTQ4hmg7MzsmH53va+BlZlLAGT5MF1jjvEtOsJQN84q0D14g3kTqJ43P/6RFkmQTKjJO04II9zWGpBwcIYaSNBw+a51zkvXiTQ/CKFUSSeIgSU5Z+d+qUFQ/RDEspDt9U0GuwKNJEA1vpwchkTMOsWWLWF9GQqRy0gpWFC5G1Mk4HHSorkXbTTWxWE6zYuVMdS1bFblWVajHC2ociZnesJpfxYOn3PXvUoGGBgLPzgFdRzvp8qgT+cgp2dhav4CrnzQJZnJoELjXpYkHLiH8Sh2BJCYUBezHLja6CAvbEz/Fcv5WIjEXnUFBAwX/9i9/D0oV+F4YTnLdHAbV44Mc2SQXIis/Bw6WmCmTEP4mGln0FsBez3AhVVcCDD6pxyK3imcRz/UYxYDQwZF7BnDmg//f/UHX++Wxxy40gu9/tQDNjZIVVaF7e2PvHKHziLQOyFopbQZrcBGtAKFZnkDVroFRViRHu7OzE5BDxiBZXaSKvaJgRdO1dM4caJxyS9CC73+1A27RYg3vdeadx/yVJQK1kgE+8jRAdze/9980ng6yFkkzckiywcJs87u88G5eiAMXFR70+d+5Ur9mzzd/T5MHFxYlENifH+l2r05Fdj1QWyO53HuitHW3TOuEE6/fN+s+L0ykPLXARvsJSD2bZw/UWmKz4HDxecqkEu/FPosG6ceXmAi++qF92Xh5bGSedpBLZaKVYVRVw7bXW71ptMm7E8ZDZ76wwWzsAcOAAWzlG/ef26ZSXFrgIn3jHQzRAkIyF4mSQJrcRbwkwdKgcC5e+fUH5+YCZ6CQ3Vx2DZs30f+c54cQT2fffZ383GeCmZZHV2snKYi/LqP9Y+7VdOz5LID3YDRbmNOxoU72CbWuT2lp9JxQZNskyHFxE7LAbvxucO5fWzJihtpEXspxzHLYEiFibuBiGVsq7jEg6iyEWsDrisFxm/cfqJczim2GnPQ5YfvlOOiaor6+ndVOnUthoYD0OUB8Dm6nRwvn59h2DRAiuC6m1DMeRx8HEThxyuzHMGdqXcrGuRb1H9S6r/rOK4WJEbHnGRgIt8Im3DkSJt6F9sDawHgeoF4IBsQxbTdZoYlBcLIfgOuVWHgfLExQr7HiaOuilyhS7JclsmoW8R/Wu4mK27xn1CW82KLvtMaEFPvHWgRDxbmigcH6+sWOHoqjJZ23utq5ClFjyBnLKylIj0VlNepdOLlLFCjwcrV6gKQe4YabYLS4kCeaCDM67oICvD+PHQ2a0RJ/zdgZCxFtG9nDRAEE8i5vnHZEJZieQkxW355JXnycyYRe535iThQsnGSlglUVr/3ZiI5I5/yToNnwPS1lgNR0aM0b9a9c2trwc6NIlNpNLly7m3l+87/CaTdlNg2blwXYs2qkDnnn0KWvXumPTLMOOmcWu/KWX1AxETjkoyZx/XtrJs4KJxCcZHOW8V62yL88UOeqKvMPLecs42npsiUHkMuctW47PcLLS2hecO9f5k4zsEwXL2mlooGBFhf34LfFwYv7ZoAW+2EQHjsm8owdWVLsvsthZzKz05IG8k1WWUil6Q4iHw5YYRBIVliyQKcdnJJQR4l1RIe/bRvVxQp7OsUFJ34CdmH+CtMAn3jqwbW3iZAB6kcXO+o6eJt5gsupam8g05zLj9hyOF25p8ikTsuSoHIQyQebtxEnGJcsgIzh6emKNwe8wfJm3RNCwYVg/dSrQsWPsDzKDAi1fzvZctLyaVXY9fXqifNUo0FF+fmKbrGKw8MBMbuhw7A5l6VKc/dhjqsw5Gk7IoGXIUUWDKTkpdz0WI1hGQ8YcT3bY2Vm8gmMelnbR0MCe2UWE89Y4WD0TNVYPSysHh+nTVdNAjzgyS/CKvyR8zzb3y3kaY7Lz5jnJ6B37nbAM4hAvJLRRpndvkphW+mITHSRdMgYNPOaIvDLv6MskCYCUNGguyK2F4YUXrN3+4CSUUj0sjeTsrAknWPuRU/GZYMsuQ2nqsSgoHj7x1kHSct6si7SoKPFdq2THZlcUEWGeMFbEYMqUxKzjgYB6n6cc2fAqQ4wd7tcu522nzmZcqFkGeR5CJ8DtRpSyJSXyOOVkCm9BPvHWhWOxTezC7uRh5YZMFlt9ba39hW/myBO9oLxw2/Zygdq1QGIklFKIN2sCYu3fooRTkNutr6+nZWVliWtRdAMh8j71W9z84F2LPvE2gWVsE7tEx2qRAmwR00QJOEDBigp7C591MS5e7I1s0W2ZtyxwiF6kEG8eCyY78nTBzbS+vp7WzJghdyP2cmM3CA63bupU39rENsxyHxKpf+2mT7KyDlAUc+uA6HRRgtpy5fXXhd6LgNUKYfz4o/0W/zvgXCqqQAChWbPUT/FaYHiZEcWt9GcaWC2YtIQTopZBNpIjZOzdK/cbXqV+M/LA3bYNZz/2GJSlS+V+T4OdzcYrOO5haRcyPDTj32cMmhUGuHb7BLjhyGMTQiFhkyUyn1sOLG7N92TivIncV7ZbnFTDAIUZA275YhMjuC0Ps6vI04tgxyBSCSsKHcrJEUvGQOSeI48NcCuek8h8jAVSZd4OhyoQ/U6MzFt2HR12EouBxE2Sl64dP2nQ3A6aZDdHod77c+YAV15p+ppChBa7d6Nh7Vpg4ED+77Lk0czJAXbtsi7L6QBULH1s5SCjKKqIZ+hQOUGG4tO/OZVyzApupdSz851GEVjayJGJ7wLq/596ir+ObqZ+czunZjTsbTvewJXYJskKxoQRwblzxb9hdfQsLXWHqzMAF2fqtbhMQDQj1R/BLS6U8zuWdt42+s9VeMh5Hz8KSzuKrmTC0KFsz9nheq2Ua1ddlfzhMjW4xRl5FDbWEg6HKpDyneHDgdmz9X/zuv+sYKEkJQBUUCBfSQo4w3lv3bqVxowZQ1lZWZSRkUGnnXYarV+/PvJ7OBym+++/n9q3b08ZGRk0YMAA+u6775jLl27n7ZQ8zAlYyBhty7zjv2UmU3bCbZsBScd5S/bsS8kExJyIaaMTnpHa3Jo3j2j2bPWvU05kJsHhwoDqiMQAzxWW1dXV1LlzZxo3bhytW7eOfvrpJ3rnnXfohx9+iDzz6KOPUps2bWjZsmX0xRdf0OWXX05du3alWkaCk7Qelm7BRKwRVhR71ia8kO22bSdOsl5dnFDcOZl+y6x9vPVK4nkd00bZG6wXYhg9O++CAkftvKUT76lTp1KfPn0Mfw+Hw9S+fXt64oknIvf27dtH6enptHDhQqZvJG1sEzdhwPUGS0qSv402rT90x9FsM5BpPqb3HbNAXtEXo/WN0DxNFlNIRsS0UaYlGEuaP6csjFz2sJRubfL6669j0KBBGDFiBFavXo38/HyMHz8eN998MwBg06ZN2LFjBwZGWUK0adMG5557LiorKzFy5MiEMuvq6lBXVxf5f01NDQAgGAwiGAwy1017lucdQ4RCapqqRm029enjrox3yBBg8OCEOgTDYaCiQk4bnUAohLTbbweIdJ2lSFGASZPQMHiwYX/Gj6OydCkCI0cmlEmN8tLQokXAokUITJ4MJSqMLOXnI/TUU6AhQwCG/jL8TnV1Ylt00JCbC2L4Du88ZWk/DRvGVJZbiG6jkpsLFkJk2X9mcysKRGQ5x4TRu3fkn7zjyLtmFSIirjcskJGRAQCYPHkyRowYgfXr12PSpEl48cUXMXbsWHz00Ufo3bs3tm3bhg5RSrWrr74aiqKgpKQkocwHH3wQxcXFCfcXLFiAFi1ayKw+EzpUVuL0l19G8z17Ivdqs7Ox4aabsL1nT9fr4xhCIWR/9RUy9u7FkbZtsad7d9uTPXvDBvS5/37L59bOmIE9p5/OVMeLbrkFGXv26C5YAlCbk4OK/+//U78v2h6G7wA63rvxdZBNLHjanwwKZD1IagPr3NKw4YYbUJeZKW1u28Xhw4cxevRo7N+/H61bt7Z8XjrxbtasGXr06IGPPvoocu/222/H+vXrUVlZKUS89TjvwsJC7N69m6mRGoLBICoqKnDhhReiadOmQu0z5HIatc1eczky2gg0tlOPU501y1b7lEWLkHbddZbPNcydC9I5hQGxbWz20UdIu/BC6/IqKkD9+nHXV4OyejXTdwiwPS94xpC1XnbbLxvxbYysK6i+ChoIABSFqf9Y55YeZMztePCuxZqaGuTk5DATb+likw4dOqB79+4x90499VSUlZUBANq3bw8A2LlzZwzx3rlzJ37/+9/rlpmeno709PSE+02bNhUiUKLvIRQC7rxTlZzFQSECFAVpd92lOtJ4vIsntLG+HnjhBeDHH4Fu3dTYJM2a6b9cXg40blDRULZtUx0q7MTiKCxkeiytsBCwGKOmTZsijcVZCFCfs7GZMTklAVCysoDq6qP/LygAnn4aaQL9xTRP3Wq/Q4i08eqrgbQ04JZbgKgTrQIAWVlIS0uzrj/j3NKDlLltAFZ6w0uTpNt59+7dG99++23Mve+++w6dO3cGAHTt2hXt27fHypUrI7/X1NRg3bp16Om0yCEUQvaGDVAWLRILTJSqqaPuvhto0QK44w7guefUvy1aqPfjIZqyixWyggeFQlBWrwa++ortu3a9PVnfX7zYeZtqkXo57e0qC1GEO4Lq6qO23mbBxeyk+ZMxt92GmFrVGB9//DGlpaXRww8/TN9//z3Nnz+fWrRoQfPmzYs88+ijj1JmZiYtX76cvvzySxo6dKjzpoJ6sYN5tfFexwtmQIKlwpQp5nWNT67ghl20TeuPYEkJHdZiUVtdHsfwEAGXtYmL9ZIJ3TRoLPHHrSxqWKxNROc2pylmSiZjeOONN+i0006j9PR0OuWUU+ill16K+V1z0snLy6P09HQaMGAAffvtt8zlcxPvxgG1Hcc7yTJ16CFmwtTVJWbDib8CAfU5DW5tUKIOPmVlEecHJsIt0yzMpYh13KaCyZy2zgAJbRQNiKbXRjM7b9G5LWCKmZLE22lwNVKm91YKcDkxE2b2bLbJOnv20QLc3KB4nUoa+5+JcLNuBrxwIVaINDvvJPYcTmijnVDEeutOz8OSdT3Ez21BvwSnifexH1WQR05tFaHOrUhtsvDOO2zP/fjj0X+zRBWUFauBN/Ji41haSjSnTQMGDBCPJGcWGdDNiHU8SNZ6sUZZtCOT11vDenMrFFKjFPLMbbejUnLg2A9MJTswkdsZUQShLF0K/OtfbA9363b031bZgADvNijWMereXV24InUsLwe6dAEuuAAYPVr926VLbGAkjTCMGiX+HSeQbPVi6UsNdpSNGqzmh8jcTmIjhWOfeDuhjXcjUpudlF1RKd8sEQioZoPRkLVByU475rRlhZeRAaP6Slm9OnUsHoxg0ZcJqcHMCCsrWMadd257Ga/bCkzClSSDkMzbjYwisoIC2QzaxJxeCki0NpHVJidibWgybyfG0onIdqzQ6avD2dnM0eiSDgx9GS4ooGVlZYny4MWLiXJyEudNdrazwcWM3rWhA/IVljoQtjZxShsvk1BJCNq0fvJktgnXtKmaPVw2QXIy7ZiRtYndsr2yJDLoqzDUkKLJqnA0BWNfrpkxwzq4WG6umvzDK4saG8yfT7x1IM3OW4Y2XiahksD9cXPegMrVLF4s5+TgAgera+dtdyy9sOG3Sl6bBNZLQmDsy/WTJx8lbCzryCuLGqONQ7sMGCCfeOtAOCRsbS2tmTFDTREmI96xbEIlgftjSuzKcomeHFzgYLU2Bisq+Dcbo+OyF5x3CvgNCIGX8+ZZR17FLLeyHc/KSiDiThPvY19hGY1AAHtOP10NeCRDGy9bEy1LORKV8k0Yoko6txQ8gYAaaInHssLM+kGW2z4PklkZZgcMfUkFBWokP4BvHXllUaMZKVxzjf7v1dXA9OlAXp5rKduOL+ItG7IXn0RrCho2TNWeZ2WxlZlQAKl/eWM9JGusDStLkuXL3TeRdKKvZFv4iIDBJC8UnRU+VTax8nJAJ+ppDPbsUQPTuUDAfeJtB99/z/Yc6+KTzf0NH64GShIF78kB8IaDtQJrsK2hQ9nNyGQQSavktbx9xWNX7TQsTPJiQq8m64YfjVAo0aTWDC4EuDr2PSxZwOoFFv/OX/9qXTaPN6ITHpz9+6t1MDuWWoGH40lGL1SeYzmLp2J5uboZRJdZUKC2m8fW36SvIv8y6qv4Obt7txpWNX6D0k4Wdh3IRNaIXl/26gV89BGURYuQvXkzMGiQs169IvXWw5o1ah+zYssWNcuVkxAS3nsMqTksRc38WJVNxcWx77EoXFi06gblGLZRVHEpqjBz0DKAO/aHGzkS7Zis6fTVoZwcYztvvb41C0Bm12pFlimsXpLe/HzzPKNa/SX1q7AiXiD2SnDuXN/aJB7SiLedhShCEHgmkxmRNynHkLCVlakmgTwT0O6id8gygJt4FxeztXf2bPO6OmkGGdVXwYoKfQcWInshT0U24cWLjdvKQ1SN7NnjTQH15mh2tthGIXOTFYh6GKyo8Il3PKQQb7sLkdfMS9ZksijHNHt8QwPR9Olsi9+oXl6ZakXBlHjH16+0lG2c4jlXvU3VJdM+w/ZZzVmri9dGvbRUDkfPutaMxop3jTixyfL0fWP5TmePP36Jt92FyON5xTKZCgqIVqywzfkZuh1rYG13bm7iYnHC5V0ApqcLHnEC7+blkiOPYftEY16LbCo8ojarcnnmnAyC69Qmy3LqiZo3vp23U4hKrGsKI2UdT4QyFoXZ1q3AwIHmVgIM5ShbtyLbLDUYq/Jx9uxYBZeXQZtYYFQ/UY0/kfo32mrAa6sIUVM5XqsVzTpHVr1Y622Wj5OI3fLJKdNDzYKmoMD4GRejix6X1ibK0qVqHkcWmC1EbTD1LA+efvroAIosOj0rAcZyMvbuNf6RlbC0b6+awG3fDmRnA//7v0cJWjSIPI1pDMDcFNAOoglG//7uxjrXg8imIGLhY8UkxMOqXjI3M5Y14OQmG29B066dev/XX12PoX7cEe8OlZUIPP649UJnXYgspmUik0SPKDKWc6RtW+MfWQhQVhYwdiz76SSeyLkNXmLDC41geG0GaTV2Wh2jTxvxjAQLeJgNFo6epd5t2gD791t/j2UNOL3J8iYRcQjHl9gkFMLpL7/MzqGxLkQrl13RQPPxR0Vet2OjupqJe4hULzFWwh0NrzzgnP5uNMHwMhmH1dgpiuo0ZDfOPA+zwbJGWGJ1799vXg6P6CeZE4rIBJ/EPjkgqrAMVlSIK+vswioymdlVVGRdjmZtsnAhW/AtI+UjrzmhHQWQIKQlrwXE40Q7aHVjqehyOrqelTIeUBXBixfzlWs3MbBZ+/TGw+O8nn5UQR0IE++5c9kmybx5zlTczuS1yo5dWEg0ZUpi2Fsza5D4Cb9ihfjCys2NzULPCw5imLAoWIhNkyb6hHvKlKTLvM606J022bRiNqZPF/t2XR1Rbi57EmkW4m1mBWW3n2y87xNvHTjOeTvJQUZPhhUriFhDtxplx9Ym1eLFqqmgHvfISoTsZPC22ijMwGmCaOhFakSEjeqrPT9lSlJlXhfKHu8E9MYlOzvxdMYz7qKnJKNTkMOJPxLan5+vOn2JMBkW8Im3Cepra+lwdrYzabREIcOeVpZTgl07YpEFI7D4uOy8rURBWt/U1XnufKQhaYg3USyTYOSp6iaDEL0GnPR4ZfVk5WUyTOATbxPU19fTuqlTj7rkyt6pRVFUxDZxp03Tn4iynBJYxA8sBJx1wbB4rRUUJJTF5WHJKgqKJwoeEvKkIt4akoVBiHaAcsoZh9ebkpfJMIDvpGOB7T17IrRokTfWAkYYOpTtub/8Rd95Z/lytvcZkjhEtPSiIGJ3pmAx8du6FXj4Yfbvx1v+/Por23ta3yRTWNVkgqzEI716qYk0ROuxc+fRMLx2He2MwGN6So0tcSEEbDyOOztvAGos4SuvlBMqUgZY7GA1xDvvlJerZk8sYDEBGz5cDTg/apS9yciyYFgX1fTpwGmniW2sPA4bmpdm/BjICqvqBWSFRJXltfjRR0AoBE6jWRWBQKxzXU4O23u8ySxWruSrV/TG5aL993HHeUfgVTolo7pY2cFqiN7p6+vZ3Zh53KNzc+1zESwLhmdRiXI2rMkhevViS9jgRWYaUcg8RcjyWrRjkx/f91bxtVltw7XEGnfcoXoW/+UvYvVz2c/h+CXeyQYj5w89aDv9Cy+wH+94nBLsTsLcXJUYWkEjrCzgzeijgdVh46OP5OYj9RqyY9HIypAk4m3MMm+NxnbWLHXMjDIeRW9wTz/Nl3AhHi5n+vGJdzJBS3I6bRrb8z/+yPZcURHfcd/uJNy1C+jWjY1A3Hwze7mimwqLV6QssUAy5JBkTfvGUzcWfUg8g6DXF42bAJltAgUFwIoVqpfo7Nls9YwXoRQUAHfdpXLTRicPow2OF16k9gNw3FmbJJ0WXw+sWvTZs9mei8/mY4WGBvPwnDa18EQk5rDUaDUgPI5mViQyLBckhcy1PU+djDs+ZUpimN1AQL0fDbO+KCujMKtPAqtp4bx5un4PhvNy8WJ73p5JYG3iE28nIWpyxhorvK5OdRqwmmBZWarJnBZbnKVOLEkM8vOJcnLMJzaPY4XZlZtrnurNLnjis+tBorOI7fY5FXectY0MzwVLSuhwvP29nmOUyEbEYtZolzkxq3MjfOKtg5Qg3na5MIsYJpFyWFN8AfzecVOmmC8A1m/zLCyjKyq+i2PjyNrn8ZDsLJKUnDdrG+vqmJ6rr62lZWVlqtczSwISnk3Vri0562Xkd9EI3847FSFDWcQave6kk9jrtWePerHW6fHHgcWLE+WJhYVqHVi/HS0nFg3fymoLbweiEQNl2UDLgizlYjRY22ilRG98Tlm7VrX37tfP3OJLJEKgW1YfAwZ4aqXmE2/ZkKks0hSYZiE+7SoXreo0YgSwY4d+HUTMx3gXltvKIJY+j4dTmVtE4URIVNa6syrRefqCd1N12urDKwVlHI5LJx1HwcOFsRj0WwV+53HwEa2TUR1Egt7zLCw9QhMKQVm9GvkffAClZUvVgkA298MbbN/r9Gh6YM3yxArWunfrxvSY8uuvQMuW7N9nSXqiQWbyh4SKJ1E8cCbhSpLBc5m3mdLPjSS1BhEFbcUkEa0Tr5yYJ35KvDIoSRIgJ8CusjMOUmX6suK08CjRGcf3cHY2BUtK7LdRD3bi5/PMSRP4CksdeEq8rQiIk2ZaZt/XC2vKe8msk9kkt1pYRUWJhIbXmsPt4FKiyk4dJK1JK2sbGQlnGFCDxDm1+dpN/qBdublHTRH9eN724BnxZiEgkrkwru+XllLwnXeorlUrvmD3MkLh8hJLHoLPYulQUKCaQ2qhS73g0CVlbnGVeDs1boyEMxw/drITJmi/zZvHbx5oM9KoT7x14Anx5jEHk8iF8X6/vrbWOOytAxPUFlgJhwzTL7faKYHjd414i4ihGhpUQjttmnpp/gNGz7I6kolutKxtEJlDNhNy+MRbB7aIN4ttqR54xSGy8+cxfj9YUUHLli1TZYksWVA8zBgTgRHB0+5PnGifeMdvsEkMV4i3iFORCLEXSb6gVwejHJWsbWCtx7Rp0kRtPvHWgXAaND2vLtZdXkQRKVNZNG0a0/cb7r2X1k+erG5Qetlh3JYFW33PSRm+1QabpHCceIs4FYl6kMpIe2aUjowlQ5LWBqd1UTrwibcOhIg3TzwFPbgx+KwZsFkvry0xrDg1ETd5GZcdSx8X4Djx5p3LdjxI7WZnKi62N0fi2+CELsoAPvHWATfxbhw4QyUey8A5PfhGyV7tECkv5dkMylXHOGvWBZ2kcJx4854i7TIudsz2srLsjfW8edb1cGid+O7xMtDoOGOY5oDI2n3ZCa81DUbu9PGu7LwgUv+6nUSAxct0/Hj7oTh5kSSecZ6D16nIrgep5jCUlcVWTjSqq/nficb48UdDP4iGP0iGML86OD6Ityz3ZdHBN4MZoZMBlo1JNli8THftsvWJnwYPRsM776hjYZV9CEguzzi7sEtMeGOfyPIg1SHEhrNeUcSIfTxqamJj9/CGP0jmnKZ2jgUsmDlzJgGgSZMmRe7V1tbS+PHjKSsri1q2bEnDhw+nHTt2MJfJLTaRLa+WqfSzawZ3xRVsz1lEQJMKEQsDzmvNjBnqcZT1SO6GVY2keWF63JblZcojQrArMuSNJKnVgSdiptUlItK0GeY3pWXeH3/8MXXp0oXOOOOMGOJ96623UmFhIa1cuZI++eQTOu+886hXr17M5QrLvJ1WVogsXruEjseOlneRixIj1g0pJ4dfDqooFC4ooGVlZUcXhRFBKy5218NSkmOQ4aKXGDPcsM5Gm5wdeTEvg6LVwa6yM/5yIgSuhyFhHSPeBw4coJNOOokqKiqoX79+EeK9b98+atq0KZWWlkae/frrrwkAVVZWMpXtmrUJj0OC6OK1a0rFEUsiRlloRZTtECNWTo03Jkvjs8GSksRF4bYJZDQkE1XdRS85ZnhMuaz9Juq7wMqgTJxoHBZBb9PgXTM8VkYSTuspS7yvu+46KmoMoB9NvFeuXEkAaO/evTHPd+rUiWbNmqVb1pEjR2j//v2Ra8uWLQSAdu/eTfX19czXkQULEuy8wwUFFCwpSXg2WFJCYR1NdzgrK+H5YEmJ7sYQVhQKNxIbw3rV1lI4P9/wVBBuvMzKjXyfYUKHAQrHpbEK5+fH1JGpPbW1FKyooODcuRSsqKD62lr9Pomrk27d47IBhQsKqGHyZN37wZISOnToEC1btowOHTrENf6OXNr4GfV340khvn/MLr32BSsqmIhJsKLC8faajbveZbfuRnMkuHChad/b6Zvg3LlsZc6dyzWOZtfu3bu5iLcjIWEXLVqE//znP1i/fn3Cbzt27ECzZs2QmZkZcz8vLw87duzQLW/mzJkoLi5OuP/uu++iRYsW7BVr0QJ46SVkf/UVMvbuxZG2bbGne3dVgfXWW5HHOlRW4uzHHtMvo7oagWuuwfqpU7G9Z08gFMJF48cjQJRgzaIQgQDUT5iAirQ0Q0VZh2uvxdmPPQYCYsqgxr/1rVoh/eDByP3a7GxsvPFGbE9PV+udno4Od9+N019+Gc0tLFQUIFHBVVV1tE3nnGPZntBNNyHctCmaRymgarOzseGmm9Q+AQzrpFd3PPOM/pj07q1/v6ICAFDR+NdLZG/YgD5VVYa/K0TA1q1Y9+ST2HP66VxlR7cv/4MP0IPhnc/ffhtVhw5xfUcIrVsDhw4B77xj/WwohIuys5GxZ4+uxRcBqM3JQUVNTcw6jMBkjhitHebyQyHdcrM3b0Yf65bh35s3Y49enaPAOk8PHz7M9FwEwqy1AX755Rdq164dffHFF5F70Zz3/PnzqVmzZgnvnX322XT33XfrlimL82baCS04qQj3mp8f4UKEd/0oLqbhgQcMOU1mbqe2luqmTmU/Rsa3KSuLGh57jPl5plOGAKcmZRwd4iKd4NBY2pc0nLfgxXoSEy7bwB7crHxdjl47hVqdiBlOVE5z3tKJ99KlSwkABQKByAWAFEWhQCBAK1asIIBPbBIPRwNT8cigNVkhy7Px8jYjl1+bSjbWRe7IxSN3tSGjZhpHK8hSMDrgeavbPg88BKVDp8/DsryAGxrUtRNPxK0UsHr9qOkpbDr18M5Tz2XeNTU1tGHDhpirR48edO2119KGDRsiCsslS5ZE3vnmm28IcFhhSYydyWP9oREe3sUr22oguo21tXQ4O5tJ/u3YZUWobBJO28RbZv87QFQN2yfLQ9BL5W7jt4Nz56rmnrW1jpTPlNSYhQmxEWAu5Yi3HqLFJkSqqWCnTp3ovffeo08++YR69uxJPXv2ZC4vqThvlsUbHcydMbu2HRthrpCwTlxmWn0JhNMW8XbCakOy27Vp+/SISW5ubAILMwKWJNmIpJyeRCES20VgszsmibfmpNO2bVtq0aIFDRs2jLZv385cnqPEm9WhoKDg6CDyxG7IyeGbOJzQ2qgbEjbOysSxy6jukginrYUvclJiWbwSQwBbtk+rT1FRYoIBvbC/GnF28MQnvY1Owo1UheQ88XYlAfH7778f8/+MjAw8//zzeP755934fCwaE9hi1y79JKZaDJMrrzQvZ86co+8ZJXvVw+7dbPW0mWmchg1T2xCdsHXXLuCaaxofIP5CCwqA2lrVzVnvfb2Ew9FgTc784IPAgAHGCWbtgDdUQnm5fhLfOXNiXap5EuTaRSCgjsGcOYnjoGdtVFWlzoXsbP1xI1LHrqhIbUOqhw+wQjImjBaBnZ3FK7gSz7usTD+qX3a2MYcSnXKJlcN2iPM23O15Q8xOmKAfAF9ERMDrTWowNq5x3h5xqkycd6rGOheRecuW0bN4bkafrAVxTIhNZCMpPCzNJpSdeCUiMteougQrKmJdx42e//Of2eoTHVIzqi+FRAS8/WIwNlJk3lYKRod1E2awbJ+MtHBGl5OxzvWsTfLzzeeNUzJ6K1GnGZPGCJ9468CTeN7RsJpQovFKRDg6nboczs5WZd5msGviJsINicSq0BkbYeIdLSvWyjbqfw8yr8S0zyxdn5OBv5zivA1OMWGzOe/0ycfodC3pGz7x1oGnUQVZJhTr9+KVTbwKLqMFoS0KsxyAVpylVh/ZnKVoYP6osREi3nobbrwCN7r/XVJq6cFSvOcE5+2knbiIotqpWC5268UBn3jrgJt4y1qIrINtFSwq+jlNRj579lFzQh4u1qAuYStbVS1PpFkdrRLAsvymB5HUblFjw028rdKtRZvZafCK82YR74meYLKzpZo0MkOkL93of4e/4RNvHXjGeYsou6wWCotMT484stbFKAegVg+9RL/xJwCzOorKJLU2MCZWFua8RbkrLzwaecR7PCeYeK9BSSaNzBBhntw4+Tj8DZ9468CzeN68g221UFhddPWIoya3tbrMcgDGnwCMnDp4RRw8nJwAkeRaFHY2bsnON9LqumIFn513PHF228PS57yZnveJtxFErE3iIdPBg4Uj1I65er/xEFPRyWnHJI2HM+UkklyLwi535SanKroh5+Swe1h6AZFTjBsnH4e/4RNvHUi18+ZZiDIH267SSVFMPSbDisKeeduIcMlQjLFyLRxE0jXOW4MbxLCszN5ccNlDkhsGGzSTtYmTJx8Hv+ETbx3Yco83M8FigazBlmnuFb8gtEXBmgPQiHDJqCOPvJCRSArJvN2UXcd/326gJNY5cCxGFeQ5+UT39YoV6uVkhiAL+MRbB47GNmGBjMGWlVy1qCihLodyclQ7b7uEy03OmwPC1iZuW1mwKnNlmv457SFpF055WFpZMFltEg6crnzirQPPiTeRvcGW6d4cbX2i52Fph3DV1RGdcELScYLS7LydtLLgcTCReQpz0kNSIqSuRRalutF8d1AkdkwEpko5hELWAYYCAaB/f7HyrQI0aWjdGjhwQJ1+8YgOAhVVFwoGY1M9GQXNKigAnn46NrhSNLSATAcOMDcrpm6AWn6yBDlyOnBU9Jxp107tO71xI0oMAiUzAFKyB1OSjVDIuK+jodfvekHHcnOBMWPUZ5wKLCYJPvGOB2sUOTtgjWx3ww3qdxUldnLGE8cowqHk5ibmqOQlXOXlwFVXWS8IDVodNFhtDF7BzoZrBr05YwYiNXrimjVqffr2VfuM9X09WEV0dAssjI9MsDJCQGy/V1frz/Fdu9S5+/TT8te9ZPjEOxpGREsLqant2nYnJCt3pH3LjGuOIxxpAC7KzobywguJIWFZ6s3KyQBHN5FFi4CcHPcWrAicIiq8G100tE2cNQyxEZLlpOMG4xMPkdDJVVXAPfdYj9nWrerYLlmSnATcjkzHKzgi8+aRQ9uNasarSDSSy5nFNgGMg/KbgUd55rRnngGEFJZORKazq7uIVy6K2nl7NA4x4AwiZVvmra0J1uiY0dfs2ezP2tDd+ApLHThCvHmIlgwrBbsWEFaxTUTrzao8mzbNfEIniyJIZmS6+DatWCFGtI0IAq+HZbI54XC01xbxFomNE12PefPsb7QM8Im3Dhwh3rwafxnWFHYsIETNy2SZB+pN5uiQq/HJKCTmSWReFDKjxumNFasTFOumISuMg9sQmDPCxFskXEN0//FE/Yy+BKx4nCbeTbwU2SQVeLX0REeVH9EIhYD33wcWLlT/xisPozF8OPDzz8CqVcCCBerfTZvY5GuiadKM6q1BU55pctR4KApQWJioGCsvB7p0AS64QJW9xqd7q6pS5Yfl5WL1FgFr2jWjvtCgybXjy6qu5q9TQYGxDFWTfQOg+N+SRa6tB97UcqLg0cfEIzf3aL9bzXE9JKEVj6+w1KANaFUV3+SInpAiChtRCwi7k8loIWkE5KqrrK1cNLAo7YgSTbWctkyQQVTsEAxAzRtZUgL8+itbG4cPR2jRIgTHj0fz6HyUyWrBA7iXE5LHsiQaubnqe82aqf83m+PxSBYrHh34xFsDz4BGQ5uQZpYqTmisRTcbDd9/b/wbj204D3GL5nSrq523TJBBVEQJRjT69+falOjyy/HpN9+g55EjCGibO2cZrsJqLsoigLycu8ZsvPjiUcKtgSVpeDKfdgD4Mu94sCpDouWPbmT90MPixbrfi1ibmF0sCVZZlI4i8sOiIltKRG6Ztx0ZsgzvxxUrzOsZjbIyNa9j/Fh5bU1iBScjQ2rgnWss+iMzPY1NKx5fYakDR4l3dNLhq64yXvTRE9KLrCsmm0xd8+bu1UeEuMXHoOYkqELWJqJWPTLijmRlsRGBxroabrx6GX+IkicErJFJZnFxQt2EiDdLBqHcXL6MVPHlS+xHn3jrwDHirTf5WILbu53v0ETjHgbo+8suc68+vCaWZoSbcWORYuetjaHVghVJOWbUdm3O6H1T1M/AKRt2UUS3rbjYsG62rU3cDjImAJ9468AR4m1lD6zDPUTAy3k7GNQqrChU26aNbQLJXR8W4qYo7I4oJhuLMNcW3+eshM+MYPAQ78JCVdRlxJ3ylKUoxjlIk4GQWaynYEmJXDtvLxyVLNaxT7x1IJ1419Ulyrv0Fp4RkeWRrdrllBg3inBOjnsxrFnyKWqLS4KISUpEOl7nHSOCYZbEmYcYi7xjkozDU5twBh1QuKAgNvqlyDe8FBUxrGOfeOtAKvEuK5NylGc6zsnw9mMU0TTcfru7x0u9yZybmyinlaBElOJaLZqU2ChMgYjDjhuXF/G9GTfoNTNmyAkJ6zYY17HvpOMkNPO+XbvYnjczVdJMj/LzY+9rThlDh5qHCQVUG2gzpx6A2fyNhgwxr49se2E9h6Pt24HZs2PN3KIcURKcJNwyzRJ13tHM9kaNim3T8OHA4sVO1dYe7DrGOPjNjL17Ha6IAzAzjeVZxxJw/Np5izhfWBFOs9Cr77/PRjCefRbIyzN26LCwqSVFQW12Npr26QNkZDgTw9rIuYbV4Ug0xrgsOOER2L+/Pbv7KJCiQLFZRgReeAYyfvNI27YOV8QB8Gz8vXs7WpXjl3jzOF/wOBkYETBWQnDHHUf/ree0wuABuXngQJxUWnrUjV1mDGtZYT+dTo5gBic8Aq3GhZUYFxcDL72kbgJ2oM3ZXr1UxsHNPmZw2qH8fOzp3t3ZejgB1nFx48QjLPfxEFJk3jz2yTJkxCL2wmbyaQOzxnC87FWm2ZjMCH2s0JEzS5N5O6HQNVJslpYyf7O+tpbWzJhBDcOHi8m5o61RvDIjtNABBUtK7CcDdxuc+jFfYakDKcSblZjm5sqZ7KL2wmaEJN6mFjqelbIIqxdepAYafVtmZtFlO6XQtYq/bvFNbZ4G584VI95mVjBumhGamPQFS0rosEi8ea/AGs0wehP2iXcipBBvVm+tujp5FWcxqTPZyQ3hBmFl3exmz5ZDwE24/LCi0LqpU+1bKnhhL8zwzQjxrqjgnyezZ6tz1otwDXowsK8P63mSJoN9uh54HKhctDY5fok3kTfeWqKB5M28Id0I4s8jZpKVacig/LCi0KGcHKqvrRX/RvS3ZNoLs5TH6txRW8t/WtPKtMsQOAUtZnkybCys4DmlL14cGdtgRQWXLbtPvE1gaOftNvcVvXhZUzKZLTRWwmpHHu5mpiHGbwUrKsTKdwqSXNVj5ilv8gFtXtllCJxCKmYLYu3PSZMSxv9wdjYFS0qYPuMTbxMYHmNEuS8ZXJsM5ZmdrDqsRJZXZm+Hg2JcLMG5c/nLdgp2lblRcymBY2M9rWVnHy2HldC7DTcYDdmwEZwsDPWkyFJ3n3ibQIpbtQa7XFa8stGO+MZO8CQeIisisxchEKnGedvVOejMpQSOra6OqHVrNuLtpDWNXbjBaMgGS3+ahCoIM/a3T7xNII142+WyRKMXMtTJMP+hLCLLK7MXOZpbLBapMm8ZsMPpmsVkj55LvN9I1uh7Vnk6rQi4V5uOjOBkFmvMd493GnbdY83yIe7Zozpp8OazBI56LXbsGHs/K4vtfVanAs0NfvZstudFPPwYXOg33nhj8mQ3EfXYXLJEdbXXQaTV2lzi/YZVuAYv0qlpnrmNGad0VpA5iNhyjjoBs/4sKmIrQ7bjjoQ9yXV4ynnbza7usAmX5uARnDtXrcOKFXI57/i2OHk0N1AmS7HzlgmROVFWxsexic47r6PvadAZy1CTJrF1jz95Gl1FRd60gUi/PyXpGHyxiQmkEG87mnwXFEkJbXTam9Dpo7kTHpaywdvHPHbD2lxKZjm2FQzEjJF0fVdeqTIZrIwGkFy24AxiPidk3r7YhBe8cTFCITW2xMKFwMqVbO/KPF45GcXPjaO5USS/ZAJvH/MmNe7QITmiMYrARMyoNF4oKwPGjQP27lXnjhUUxbXIfUwwGZtIq50YGxkbj9vwlPO2m3jBbc5bg5P27C4fzV3jvHnbxdrHjKe3sPZ+9HdZvpEsohIifv+AKVNcWSeOQGdsDuXkOGbnffxGFRQFQ1Q/PP20qpi8+mq+snmiF/LCySh+rKFgAeNwsrzPOA2R6ImsfcyjxI3n2Ky+ISvqIyBnHHhPkYsWAbffDjzzjPyynUbc2DTk5qKipgaDhwxx5nt2Nhqv4LmpIJE5B1Raap6iyojrkCAnTjp5cDRYbOMdSC8lVE8ngzox2OWHmjSh4MKF3tVbVmJjEbtuGV7HSYCUi23yyCOPUI8ePahVq1aUm5tLQ4cOpW+++SbmmdraWho/fjxlZWVRy5Ytafjw4bRjxw7mbyQF8SYyTmrLO1klijCSlnizEBaH0ktxwa3oiSYOT2GA1k2Zwp9gWbTe8fO4tFTeJiDiQDZvnnPKWRdFSilHvAcNGkSvvPIKbdy4kT7//HMaPHgwderUiQ4ePBh55tZbb6XCwkJauXIlffLJJ3TeeedRr169mL+RNMQ7HrxWBNOmSZ9ESUm8WQhLQQFRfj4T8XG0jW66lss0hRStt14dZCc2FonP4oQlk6zTBCNSjnjH49dffyUAtHr1aiIi2rdvHzVt2pRKS0sjz3z99dcEgCorK5nKTFrizXtEdODY51gb7XAsNmJD6PWZo+PodlAnWaaQIvXmJap25m5ZmfnmrLcxyFSye5BIxGni7bjCcv/+/QCArEZPv08//RTBYBADBw6MPHPKKaegU6dOqKysxHnnned0lZwDjwJFS1GWCrCrBJOpWHJaSeVEirRo6CkB45W94TB/uSImrLw5XKMRPw5Wyk1Nmffww8D06SBEeZEC+uaOMpTsmqnuzTfrt5XoqOnh0KHJZ2ppAkeJdzgcRlFREXr37o3TTjsNALBjxw40a9YMmZmZMc/m5eVhx44duuXU1dWhrq4u8v+amhoAQDAYRDAYZK6P9izPOzxQcnOZOpQAhJ58EhQOiy1UE8huo7J0KQIjRwJEMYuNqqqAq65CaNEi0LBh5mUw9gsLGnJznR3H885DWn4+sG2bbhJgUhQgPx8N550HcH5fWboUgcmToUTlQaT8fIRmzYrpQ6H2cdZbWb0aaTy25nFoyM0FNdaPtV0AgHvvhXLKKWii9/xTT4GGDEns1+hEvhxrRq9euiACtmxBw6pVoH79mMpmAe848s5nR4n3hAkTsHHjRqxdu9ZWOTNnzkRxcXHC/XfffRctWrTgLq+iosJWfQwRCuGi7Gxk7NkDxeCRcJMm+OTOO7E9PR146y1n6gFJbQyFcNH48QjEEW4AUEiNTVE/YQIq0tLMORaLfiEAtdnZUIiQUV1t/ExODipqaoDGtjk1jh2uvRZnP/ZYAndIAECE9WPGYPs77/CVWVmJsx97LPGHqioErrkG66dOxfaePWN+4m0fT73zP/gAPbhKP1pWZBzeekuoXUhPB555BtlffYWMvXtxpG1bNRlxICBtTRjWywSfv/02qg4dkvL9aLCO4+HDh/kKtiPTMcOECROooKCAfvrpp5j7K1euJAC0d+/emPudOnWiWbNm6ZZ15MgR2r9/f+TasmULAaDdu3dTfX0983Xo0CFatmwZHTp0iOs9nitYUqKmeIqTr2muwMGFCx37tuw2sqbhClZUiPdL471gSQnTM66OY5yMNtyYP5O7vNpaCmdlGWaPCSsKhQsKqL621nb7WOstkmItfhzqa2spnJ/P3C7X1qJFvezMYyfX4u7du7lk3tKJdzgcpgkTJlDHjh3pu+++S/hdU1guWbIkcu+bb74h4BhQWGrwIjtPI5jbaKSAjL4/bZpc5R1Lv3DkeHR8HGWZlTUmh2ZVAtpuH2sqNisTvnirk/ixsmGZ4+gY8irIHYoLw9tGzxWWEyZMwIIFC7B8+XKccMIJETl2mzZt0Lx5c7Rp0wY33ngjJk+ejKysLLRu3Rq33XYbevbsmdrKymg46c0oA0YKyFGj1BgsvLJQVmUZS78kU9/xeI4aIRQ6GvfCCrKUsSz1ZvEUXrgQyM01HgfRULgi4PH25PleMseFsYB04v1///d/AID+cZPnlVdewbhx4wAAs2fPRpMmTXDllVeirq4OgwYNwgsvvCC7Kt5CxsJ3Alo88Xil1tatwBNP8JUl4s7PSliSse94oBGblSvVWO0sELVgEYUWWExvI3/6aWtLIqctczTwWjvxfI+1rUkI6cSbGEyPMjIy8Pzzz+P555+X/fnUh5NxPeyah0XDbY4lql+U3NzkiSinBz1iY4XsbG9MR4cOBdq0Uc3pAHXTZI3e2LevSvyqqvTnlIxYPaWl+jGCGq2ddKNXWtULUPu7pCR5I1WywIZIxzM4IvNOhkhsEjzATNso01nGJRk+Een2y5HWranhttu8j5oXD1HHl+LiSBGe6mbM5ptROAgBT0imNlrFCDKTVSdBGjinZd4+8SZy3W1WF5I8wEwnDKsXntHlgDu/JViIoZeZxaPBGx5Bu7Kz1QTDRtnjnQDvfDNbIwIKekvCxptpyKgMvXqVlrrCqPnEWwdSibcHbrMJkBgMyVHO2+0objzE0MukuhpE+3fKFOvs8TLBO99Y1gjnydXyFCwryXV8vRYvdo1R84m3DqQRbxGi6YR4RWIwJKZFwXus9yrFFm8gf6/TgPGebAoLVcJtlCJMZENimZ88882hKItSmQxWpsJlRs1p4n18p0GzSkdFFJuturwc6NIFuOACYPRo9W+XLup9O3DL5CoQUM0Bidjf8dKUavly9mfjx8oLsFo5TJsGrFoF/PCDao6nMx4J2eNZwDo/eeYb7xrRQ3QqwPfft26PEzGCzJT12r1kSq3GgOObePNMYs3ELn4ia1pvOwTcTZOrJ580/j0jI/FeVpa8fJQ8CIWA+fP53/Myu4pm5RCfY1KDZn3Rv79azxdeMCWMCs+GxDM/eeabXcbCYENRli41/y4rWJkKGZtQkuH4Jt6sk6RdO2d3bZZFbzcKIYuZ4JEjifdYbZRlY80aYNcu/vfctpWOhlWSYCKgthYYOFAlZHfcwVauFQHl5Sp55psdxsJkQwmMHIkOlZWJ7Xj/fXXDyc01/14gACxezM5UuOlQ5BKOb+LNOokBZ3dtNzKD82Ysj4YXx0kekQkgZ4OTAc3xJT8/9n5jSGTs2cNfphUB5eUqeeabKGPBsKGc9re/HZ1X0Rz6tddab9yLFgEjRpg/Ew23Trcu4vgm3qyT+Ndf2cqzs2sbLfqCAjliC9G6eXGc5BWZJJuL8/DhwM8/q3LtBQuAFSuA5s25iyHWDUmEq2Sdb6KMhcWGohChxe7dUNauNebQjXDXXerzPOjbV3XMMaxQkmz+HDi+iTfANond2rXjF/2qVcCmTXLkzXbr5uZxkldkImuDkwnNxX/UKPXfnKeeCL/KsiGJzM9QSD0NPPooMHs2MG+e8XwTYSxY50tVFb/X7+zZquclD5YvNz/1ECXP5s8IxzPppASsgiG54Qaswam4Hiwuw2aIX/hOBo5iXPjhQYPQ5J57kivolx4ENr7anBw0e/55pLFsSNrYWm0Q2oZoFivEqB95A4YxbijK7t384rxQSHWZLytj27A1EY4ZsrPV9qUQfOKtwYxoskRgS/Zd26wNZmjMwIJQSDX1+v574K9/FU+JxgLGhR++6y40cSuAlZ0Ni5Uznj0byMtDQ24uKmpqMHjIELb3AgH1XSsZ8J13quN59dWJ428WKyT6O6z9bcEskKKgNjsbzXJy2MrTA2vqMhZ9z5496nOpFBDNjhG6V/AsnreHcbpZweR2HN+G7OyjzgrxzgvRv5s5ash0cqirI8rNNfxeWFHoUE4O1dfWyvmeFeyGT7ByjopzdBGap6yOLSb9Kt3RySS+SFhRaN3UqUJJIUwddPSclNxIKi0hkbTvpOMknJRJuwW9NuzcqR5BRS0kZDo5lJcD3boZy7wbTzobb7zRnZOODPt+N6yJWEUzZroE2cppE1l5aNEibO/ZE9Snj8qhiyK63UZOSt9/z1aWqF6otBRo357Pll0GxLca75D0mXR4IdHl3lYbo+uxYgVRXDotIU6IByxBqAoLKVhS4l4mHZmu4YwnN0c5bzscqOg8teJKeYJQGc03K9f37Gzmkw8XpkwxPSGumzo1dTLpHPfglY3yBpp3EtEyTc1ZgheiViksTkS5ucAPP6gmdKyJau3Iqnnsp1lkpU5mCbJSWioKkJPDZsVj5HAjOk/1ZOVaBvhQCNi40bpO8Yg2ErCyKddON9q/o5+zc/JZssQ8gQmRasv+4INA06Z8ZbOAf6vxHknLeetxVllZaqxms5jDRtyCgAxZWhtFw8eKct4cwZKY22hXVu2GrFQHwmNowgWSohyNqMfLgTo0T9dNnZqQLJnpiv8u69wpLpans2poMNcfRF3BigqmIn2Zt1cwko1WVwPTpwN5ebHy0WQPlMMr/7Pr5CDbfVmGrDqVvPKs4tbcdZdqjcIqe9dc1efPB269Vfo8VZYuxdmPPSZ2uou3L2edEyedJE9nxeOL4JSPBP+W4z2SjvNmjT8swi1wcrLS2sgTPlaGtYlMzluWrJrTSkQWuMdQJD63GQeq97vMedrQQOH8fArzctxFRfqydofWkik4TqY+553MYI0bQnSUS0n2QDlmFhLxkOHhKDM4l6wIcm5YiUSjkdtVFi1C9oYN7Nwsb3vNrKZ4XdU18MzTNWugVFXBYlbForhYtWXXyznpVGA3s1C2jKetI61bqxY1DsAn3jLAM3G1RZQKR3Izt+jiYrnmkjIJpcyN0emYMxqizNzSrrsOfe6/H2knnsgm3hFpb7T7vkYQ7SSo5pmnvAxJQQFw333GvzuxyVrFRtc2DBMQgC//93+dM2m1c3LwCkknNuE101qwwLEjuSNtdDM5M4M5nWUbnThGO9kHBgrBMKs4SlZ7RcwNReYpb4YkVnGcLCc6VgWthWlrw+TJfhq0eCQd8ebNuRdvmyoxw3XS2rLzwIJQMsu8XZZVC0GGfN5Oe6P7eto0fsItmKqNSeYtklvS7iYrQ3+Qm0tUWurnsNRD0hFvIjZHA71FJNnl/pgg3hZgaqMDG6MjkMU1i7RXRDEpY542NFDDAw+oeTqNyjYyr7UD2fk9Lcp1mnj7TjqyMHy46mJ+yy367uRGsjcnHTeOZ2iyaj3HkqefZpdVJ0kERcvneNurKSaJuKqL3FxVcZifL9YXjc4+ASOFaGEh3/iYIXrsWAOq2dEfuA0mEp9kSErOW0NDg8o1ZGVJ46Z54HPecbBzjLbr5MMCiZye4W/x9+rq+DluGScWq/AHMrltllOFXpsk6kt8sYkOkpp4a3BTyRcFpjZ6VDcumNTRlXF0wKtQF7zyaj2ilJOjek8atUPvebdEJPHtNCOksvQQLDFyjL4rUV/iE28dpATxtgMbxFW3jdHlFRcnBpySzU3ahQXH6/g4ukloiAzl1QnWJlZEacoU/XJ5CbV2/fnP5nOQZ5665UjDazyg911J+hKfeOvgmCbeNo/qCW0UPT7KgMgmxMDxOj6OXnjs6YxTOHrcWYlSaSnf82ZXbm7inNDGtKgokYM3m6duxYkRja4Y/10JhgQ+8dbBMUu8JRzVE0Jtih4fZbSFdxNiITi5uVR/8KD9cTTbWDwKSKXVKTh3Lq2ZMSM22QRPsgWtbXYIt968s2IEzOapWxuizIBqNsWLPvHWwTFJvCUd1SNtrK21f3wUhegmxLjAwzk5XHGSdetntrF4wXlHQXee8hAljeDYJd7R8660lD3Ojd48dcv2nnfTctDm38+kkwwwi3EgC7LicTRCWbuWPz4FYD+Wip1oiazf3r0bZz/2mFimEpZog07FyrADXvdz1ufbtDH/XZt348frj6nR8/Hz1K04MQxu64581wP4xNsKVjEOZEF2oCpRImw3loqdTahdO6ZPaEs/cOedfBsp68YCuBuQigV9+6rJFFig2aOzbEDPPstWJmv4Uw16888oTkxWlpqwQEb2di0ZMwvy8+XGp3EZPvE2g4yY0KxgJFz49lu250SIsAxuUnRzKS8Hxo1j/owCQNm6lS/fIs/GwhOQyo2TWSAAvPCC9XPaGLJyuoWFUqsZgdH8a4xoGHrgAdS3aqXe27NHjXkviyli3eRefTVlCTfgE29jJGuyhOJi8wkeCqnhRKuqVG84HsjgJkWiJYqGIQX4Thi8GwtLwmm3TmaAmkxhyhTj3xUldgxZNiAWDp13HlkxAcuXo8mMGWh68GDsfVlMEes4//qrve94DTsCea/gisLSbaUVj4LJSMFSViaWVgpQTb9kgFcxZdekjaf/ZY+pQ448lvO0tDQxBZeZGZuV1YSVXfPixXyOPQwWRYYxTVgDcZm1x2OFswbf2kQHrhBvt83FeLXk8ROvcQFyZydxYiKbEQNAdRTSFt6KFUL1DaPRDprHSkCmxYODjjyeeMla2TUvXmw9LoGAsaenBtZ5vmKFfvtYTFBZxjk3l2jePEc9jH3irQNbxLusTE1LZDXp3d69eTnQ6E3DLvfqhKmU3iLLzlav6HvxMWA4iHewpESsXjKiDTo4PzwzabXaEMwSHANHHYTMwMoUxc+LggL1+6wnHaNx1rsc8jD2ibcORIl3sKSEDscTD6OB8yImNEtYWT2iYNchI96tWhbi3fLtuGpHE+5AgNZNmSLXzps3doeDJ7Ok9UcoK9PfbLOz5W96euvN6neWcMtG7ypK7IlQwrr2ibcOhIh3WRmF9cQKVvGO3Y4JvXixevy04hREPAKNLqcTE8hw1Y66ggsXOuthyYJjkfM2g5W3Luta0GTekjZyy/7WxnnePD65vQRu3CfeOuAm3naUJJKTJTChtNR8YsVzOjJcoZ1U3sioX1S/JwVxc/BkxpQpyM2okCLyfbM6GjFSMi6jk46I56VNBs0n3jrgJt52uSQvQqiWlSXKh40mlhUhsTPpZcCOnFPnKJsUxJvIsZOZafvsBC4Tnce864ehjroiTEH9B9MaFjmd2hSN+sRbB9zE26tAQ3bQ0JAYutVsYmnWJqIEPBk4byMLgzgkDfEmcuRkZtg+O6aJdog+z/phrKOu8YCg5RETobVz+hNcGz7x1oHrnLcXEKmznp13QYHKwYse72WcOiSLGJKKeBPxZ7axgGFMdlHTRLv26DybL2MdTdvIy4CwtMPO6VSQqfOJtw6EZd5uWo7YheBpob62ltbMmEHBuXOPEgvR473MNGASRQwxiyKZswIJ9p/uohdlQGTYo7Nuvqyc86pV1qcLo3kyZYr4SUc0OYXPecfiueeeo86dO1N6ejqdc845tG7dOuZ3XbM28RKCi9V0UfBMeie8ByWJGLQ2BktKnM8xKQob/WcrJGw8lyjr1Mmy+XLUkVuuHz1P7GzYU6ZYW3PxbGwmOCaJ96JFi6hZs2b097//nf773//SzTffTJmZmbRz506m96XaebuUGJgbgqIG0wnDOumdTAMmgVOur6+ndVOn6p+kkmEzttl/UjlvmfoeK6LKUUdPLGp4k5P41iaJOOecc2jChAmR/4dCIerYsSPNnDmT6X1XPCyTAQKiBiny4CTXEdTX1tLh7Gx78TGchM3+E5IHG7VZ9lhayfcZ6+i63oLX10ACU3fMJWOor6/Hp59+ioEDB0buNWnSBAMHDkRlZaXzFQgEQP36AaNGAf37J3cQdp6wpDLhdMxwm1DWrkXzPXtgEAdPXX4ciSukw4n+E01mIDuxRCCgrhu99eNWwgURWIUD1jBtmn70yCREmtsf3L17N0KhEPLy8mLu5+Xl4ZtvvtF9p66uDnV1dZH/19TUAACCwSCCwSDzt7Vned7xHEOGAIMHq5lxGjOkUJ8+6gLQaYeMNiq5uUwToyE3F+RBX4a3bmWr35YtntTPbv8ZjuGQIVAWLUJg8mQoVVWR25Sfj9BTT4GGDNGdE8pTTyEwciSgKFCIjr7XSFBDTz4JCoeBcJih1hZgrKPba1HZsoVtTH77W1Dv3mpf2OwP3jby9oXrxFsEM2fORHFxccL9d999Fy1atOAur6KiQka13Efr1sChQ8A771g+aquNoRAuys5GhgF3SwBqc3JQUVMDvPWW+HcEkb11K/owPPfvzZuxx4P6yeo/3TFMTweeeQbZX32FjL17caRtW+zp3l3dzI3KSk9Hh7vvxukvv4zme/ZEbtdmZ2PjjTdie3q63HHkqKNbazF782bP5gxrGw8fPsxVrkIUtRW7gPr6erRo0QJLlizBFVdcEbk/duxY7Nu3D8uXL094R4/zLiwsxO7du9G6dWvmbweDQVRUVODCCy9E06ZNbbUjWSGrjcrSpSq3Buhza4sWgYYNs1dZQQSPHIHStSsyqqtj6qaBFAXIz0fD9997Jhaz03+OzdNQSP8E5wFcX4uhENJOPBHYts21OcPbxpqaGuTk5GD//v1MdM11zrtZs2Y466yzsHLlygjxDofDWLlyJSZOnKj7Tnp6OtLT0xPuN23aVGjgRd9LJdhu49VXA2lpajahKFmhUlAAPP000jyWB3520004+/HHVVlq9GJUFJXbnTMHTTMyvKqelP6TPk+bNgWidE3JANfWYtOmwDPPqJl6XJ4zrG3k7QdP0qBNnjwZf/3rX/GPf/wDX3/9Nf70pz/h0KFDuP76672ojg8jsKQB8wjbe/ZEaNEi95W5PEji/jsu4ZUBgEPwROZ9zTXXYNeuXXjggQewY8cO/P73v8e//vWvBCWmjySAZl2QhKBhw4Arr1QtCRpFAZHku8mCJO6/4xLDh6tZ6pN5zjDCM4XlxIkTDcUkPnwwwyeOPnhxjMwZP3u8Dx8+fKQgfOLtw4cPHykIn3j78OHDRwrCJ94+fPjwkYLwibcPHz58pCB84u3Dhw8fKYiUiG0SD82jXwtQxYpgMIjDhw+jpqbmmPWw9NuY+jjW2wf4bdSDRs9YI5akJPE+cOAAAKCwsNDjmvjw4cOHXBw4cABt2rSxfM71wFQyEA6HsW3bNpxwwglQjOIU60ALaLVlyxaugFapBL+NqY9jvX2A30Y9EBEOHDiAjh07okkTa4l2SnLeTZo0QUFBgfD7rVu3PmYnjAa/jamPY719gN/GeLBw3Bp8haUPHz58pCB84u3Dhw8fKYjjininp6dj+vTpurHBjxX4bUx9HOvtA/w2ykBKKix9+PDh43jHccV5+/Dhw8exAp94+/Dhw0cKwifePnz48JGC8Im3Dx8+fKQgjivi/fzzz6NLly7IyMjAueeei48//tjrKglh5syZOPvss3HCCSegXbt2uOKKK/Dtt9/GPHPkyBFMmDAB2dnZaNWqFa688krs3LnToxrbx6OPPgpFUVBUVBS5dyy0saqqCtdeey2ys7PRvHlznH766fjkk08ivxMRHnjgAXTo0AHNmzfHwIED8f3333tYY3aEQiHcf//96Nq1K5o3b45u3bphxowZMbE7Uq19H3zwAYYMGYKOHTtCURQsW7Ys5neW9lRXV2PMmDFo3bo1MjMzceONN+LgwYP8laHjBIsWLaJmzZrR3//+d/rvf/9LN998M2VmZtLOnTu9rho3Bg0aRK+88gpt3LiRPv/8cxo8eDB16tSJDh48GHnm1ltvpcLCQlq5ciV98skndN5551GvXr08rLU4Pv74Y+rSpQudccYZNGnSpMj9VG9jdXU1de7cmcaNG0fr1q2jn376id555x364YcfIs88+uij1KZNG1q2bBl98cUXdPnll1PXrl2ptrbWw5qz4eGHH6bs7Gx68803adOmTVRaWkqtWrWiOXPmRJ5Jtfa99dZbdN9991F5eTkBoKVLl8b8ztKeiy++mH73u9/Rv//9b1qzZg2deOKJNGrUKO66HDfE+5xzzqEJEyZE/h8Khahjx440c+ZMD2slB7/++isBoNWrVxMR0b59+6hp06ZUWloaeebrr78mAFRZWelVNYVw4MABOumkk6iiooL69esXId7HQhunTp1Kffr0Mfw9HA5T+/bt6Yknnojc27dvH6Wnp9PChQvdqKItXHrppXTDDTfE3Bs+fDiNGTOGiFK/ffHEm6U9X331FQGg9evXR555++23SVEUqqqq4vr+cSE2qa+vx6effoqBAwdG7jVp0gQDBw5EZWWlhzWTg/379wMAsrKyAACffvopgsFgTHtPOeUUdOrUKeXaO2HCBFx66aUxbQGOjTa+/vrr6NGjB0aMGIF27drhzDPPxF//+tfI75s2bcKOHTti2timTRuce+65KdHGXr16YeXKlfjuu+8AAF988QXWrl2LSy65BEDqty8eLO2prKxEZmYmevToEXlm4MCBaNKkCdatW8f1vZQMTMWL3bt3IxQKIS8vL+Z+Xl4evvnmG49qJQfhcBhFRUXo3bs3TjvtNADAjh070KxZM2RmZsY8m5eXhx07dnhQSzEsWrQI//nPf7B+/fqE346FNv7000/4v//7P0yePBl//vOfsX79etx+++1o1qwZxo4dG2mH3rxNhTbec889qKmpwSmnnIJAIIBQKISHH34YY8aMAYCUb188WNqzY8cOtGvXLub3tLQ0ZGVlcbf5uCDexzImTJiAjRs3Yu3atV5XRSq2bNmCSZMmoaKiAhkZGV5XxxGEw2H06NEDjzzyCADgzDPPxMaNG/Hiiy9i7NixHtfOPhYvXoz58+djwYIF+J//+R98/vnnKCoqQseOHY+J9nmN40JskpOTg0AgkGCJsHPnTrRv396jWtnHxIkT8eabb2LVqlUxIXLbt2+P+vp67Nu3L+b5VGrvp59+il9//RV/+MMfkJaWhrS0NKxevRrPPPMM0tLSkJeXl/Jt7NChA7p37x5z79RTT8Uvv/wCAJF2pOq8nTJlCu655x6MHDkSp59+Ov74xz/ijjvuwMyZMwGkfvviwdKe9u3b49dff435vaGhAdXV1dxtPi6Id7NmzXDWWWdh5cqVkXvhcBgrV65Ez549PayZGIgIEydOxNKlS/Hee++ha9euMb+fddZZaNq0aUx7v/32W/zyyy8p094BAwZgw4YN+PzzzyNXjx49MGbMmMi/U72NvXv3TjDx/O6779C5c2cAQNeuXdG+ffuYNtbU1GDdunUp0cbDhw8nJBUIBAIIh8MAUr998WBpT8+ePbFv3z58+umnkWfee+89hMNhnHvuuXwftKVuTSEsWrSI0tPT6dVXX6WvvvqKbrnlFsrMzKQdO3Z4XTVu/OlPf6I2bdrQ+++/T9u3b49chw8fjjxz6623UqdOnei9996jTz75hHr27Ek9e/b0sNb2EW1tQpT6bfz4448pLS2NHn74Yfr+++9p/vz51KJFC5o3b17kmUcffZQyMzNp+fLl9OWXX9LQoUOT2pQuGmPHjqX8/PyIqWB5eTnl5OTQ3XffHXkm1dp34MAB+uyzz+izzz4jADRr1iz67LPPaPPmzUTE1p6LL76YzjzzTFq3bh2tXbuWTjrpJN9U0ArPPvssderUiZo1a0bnnHMO/fvf//a6SkIAoHu98sorkWdqa2tp/Pjx1LZtW2rRogUNGzaMtm/f7l2lJSCeeB8LbXzjjTfotNNOo/T0dDrllFPopZdeivk9HA7T/fffT3l5eZSenk4DBgygb7/91qPa8qGmpoYmTZpEnTp1ooyMDPrNb35D9913H9XV1UWeSbX2rVq1SnftjR07lojY2rNnzx4aNWoUtWrVilq3bk3XX389HThwgLsufkhYHz58+EhBHBcybx8+fPg41uATbx8+fPhIQfjE24cPHz5SED7x9uHDh48UhE+8ffjw4SMF4RNvHz58+EhB+MTbhw8fPlIQPvH24cOHjxSET7x9+PDhIwXhE28fPnz4SEH4xNuHDx8+UhA+8fbhw4ePFMT/D7QzvdP89JKAAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Color them half of the cluster of two differrent Shaded Colored!\n", + "for i in range(data.shape[0]):\n", + " dxi=data[i,0];\n", + " dyi=data[i,1];\n", + " if(dxi<50):\n", + " plt.plot(dxi,dyi,'ro');\n", + " else:\n", + " plt.plot(dxi,dyi,'bo');\n", + "\n", + "#Show the Valued Graph!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "HwkrHcRcx7JL", + "outputId": "2f788daf-ac48-41f6-807c-272e39ab9b25" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to show the Values of 4-Clusters but of differrent colors.\n", + "for i in range(data.shape[0]):\n", + " dxi=data[i,0];\n", + " dyi=data[i,1];\n", + " if(dxi<50):\n", + " if(dyi<50):\n", + " plt.plot(dxi,dyi,'ro');\n", + " else:\n", + " plt.plot(dxi,dyi,'bo');\n", + " else:\n", + " if(dyi<50):\n", + " plt.plot(dxi,dyi,'go');\n", + " else:\n", + " plt.plot(dxi,dyi,'ko');\n", + "\n", + "#Show the Valued Graph!\n", + "plt.title(\"4-Clusters K-Mean (Manually)\");\n", + "plt.figure(1,figsize=(12,6));\n", + "plt.xlabel(\"Clusters\");\n", + "plt.ylabel(\"Data Points\");\n", + "plt.grid(False);\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 927 + }, + "id": "Ho-GYl-7y9OL", + "outputId": "f2670827-8cc1-471b-f7ca-ed87501b9e4c" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we are Implementing the Automatic Version of K-Means.\n", + "#Clustering with respect to its central centroid.\n", + "# 2. Automtic." + ], + "metadata": { + "id": "RiNbMC_F0uqb" + } + }, + { + "cell_type": "code", + "source": [ + "#Making the Values of the Automatic Clusters.\n", + "num=400;\n", + "data=0+(100-0)*np.random.random((num,2));\n", + "#Consider data-point 0 at centroid 1.\n", + "c1x=data[0,0]; c1y=data[0,1];\n", + "c2x=data[1,0]; c2y=data[1,1];\n", + "\n", + "# step 2 find the distances of centroid and 1 and centroid 2 with respect to\n", + "# all the datapoints\n", + "for it in range(10):\n", + " plt.figure(1);\n", + " plt.plot(data[ :,0],data[:,1],'rs');\n", + " #Making of the Clusters.\n", + " Cluster1x=[]; Cluster1y=[];\n", + " Cluster2x=[]; Cluster2y=[];\n", + " for i in range(data.shape[0]):\n", + " d1=np.sqrt((data[i,0]-c1x)**2+(data[i,1]-c1y)**2);\n", + " d2=np.sqrt((data[i,0]-c2x)**2+(data[i,1]-c2y)**2);\n", + " if(d1" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show it with automatic repeatitions.\n", + "#Implementing the Actual Values.\n", + "num=400;\n", + "data=0+(100-0)*np.random.random((num,2));\n", + "#Consider Data-Point '0' up with the Centroid Cluster-1.\n", + "c1x=data[0,0]; c1y=data[0,1];\n", + "#Consider Data-Point '1' up with the Centroid Cluster-2.\n", + "c2x=data[1,0]; c2y=data[1,1];\n", + "\n", + "# step 2 find the distances of centroid and 1 and centroid 2 with respect to\n", + "# All the Data-Points.\n", + "for it in range(10):\n", + " plt.figure(1,(10,5));\n", + " plt.plot(data[ :,0],data[ :,1],'rs');\n", + " #Making of the Clusters.\n", + " Cluster1x=[]; Cluster1y=[];\n", + " Cluster2x=[]; Cluster2y=[];\n", + " for i in range(data.shape[0]):\n", + " d1=np.sqrt((c1x-data[i,0])**2 + (c1y-data[i,1])**2);\n", + " d2=np.sqrt((c2x-data[i,0])**2 + (c1y-data[i,1])**2);\n", + " if(d1" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show it with automatic repeatitions.\n", + "#Implementing the Actual Values.\n", + "num=400;\n", + "data=0+(100-0)*np.random.random((num,2));\n", + "#Consider Data-Point '0' up with the Centroid Cluster-1.\n", + "c1x=data[0,0]; c1y=data[0,1];\n", + "#Consider Data-Point '1' up with the Centroid Cluster-2.\n", + "c2x=data[1,0]; c2y=data[1,1];\n", + "\n", + "# step 2 find the distances of centroid and 1 and centroid 2 with respect to\n", + "# All the Data-Points.\n", + "for it in range(10):\n", + " plt.figure(1,(10,5));\n", + " plt.plot(data[ :,0],data[ :,1],'rs');\n", + " #Making of the Clusters.\n", + " Cluster1x=[]; Cluster1y=[];\n", + " Cluster2x=[]; Cluster2y=[];\n", + " for i in range(data.shape[0]):\n", + " d1=np.sqrt((c1x-data[i,0])**2 + (c1y-data[i,1])**2);\n", + " d2=np.sqrt((c2x-data[i,0])**2 + (c1y-data[i,1])**2);\n", + " if(d1" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 1\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 2\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 3\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 4\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 5\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 6\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 7\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 8\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 9\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show it with automatic repeatitions.\n", + "#Implementing the Actual Values.\n", + "num=400;\n", + "data=0+(100-0)*np.random.random((num,2));\n", + "#Consider Data-Point '0' up with the Centroid Cluster-1.\n", + "c1x=data[0,0]; c1y=data[0,1];\n", + "#Consider Data-Point '1' up with the Centroid Cluster-2.\n", + "c2x=data[1,0]; c2y=data[1,1];\n", + "#Consider Data-Point '1' up with the Centroid Cluster-2.\n", + "c3x=data[2,0]; c3y=data[2,1];\n", + "#Consider Data-Point '1' up with the Centroid Cluster-2.\n", + "c4x=data[3,0]; c4y=data[3,1];\n", + "\n", + "# step 2 find the distances of centroid and 1 and centroid 2 with respect to\n", + "# All the Data-Points.\n", + "for it in range(10):\n", + " plt.figure(1,(10,5));\n", + " plt.plot(data[ :,0],data[ :,1],'rs');\n", + " #Making of the Clusters.\n", + " Cluster1x=[]; Cluster1y=[];\n", + " Cluster2x=[]; Cluster2y=[];\n", + " Cluster3x=[]; Cluster3y=[];\n", + " Cluster4x=[]; Cluster4y=[];\n", + " for i in range(data.shape[0]):\n", + " d1=np.sqrt((c1x-data[i,0])**2 + (c1y-data[i,1])**2);\n", + " d2=np.sqrt((c2x-data[i,0])**2 + (c1y-data[i,1])**2);\n", + " d3=np.sqrt((c3x-data[i,0])**2 + (c3y-data[i,1])**2);\n", + " d4=np.sqrt((c4x-data[i,0])**2 + (c4y-data[i,1])**2);\n", + " if(d1" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 1\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 2\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 3\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 4\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 5\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 6\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 7\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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qX/7lX3Tfffepu7tb8+fP1z/8wz/oK1/5SrIUw3EcbdmyRffcc4/6+/vV0NCg5uZm1dXVeX04+JODB9p05oPLNJTlFS89IXVcvycyA31MVVNbq6cOH1bXkSMZH1NbWWnUoD5opjUwcGvJkiW66qqr9Oijj2p0dHTK/TNnztQVV1xhVPDxE6tK/uL3C/iDLnL+8zz83HbbbWpubtYPfvADLVmyRL/85S/1yU9+UnPmzNHnP/95SdLtt9+u7du36wc/+IEWLlyom2++WY2NjTpw4IBKS9lg54fe7q6swUeShmaNPY7wM1VUVs0OdnXpQ8ePa2jevIyPKT1+XB20zrVOUVGRWlpa9PTTT+vYsWMppW9FRUUqKytTc3O8alj8WlXCGH6/gPfoIuc/z8PPnj17dMUVV+jyyy+XJP35n/+5HnzwQT3//POSxlZ97rjjDn3lK1/RFVdcIUn6z//8T1VWVurHP/6xrrvuOq8PCShIlFbNbF3VMJlJ5T+JREItLS1T3kcdx1FLSwvX+rGMSecW4ocViPCMB5tMAWj8dgJQfjwPP8uWLdPdd9+tV155RX/5l3+pX//613ruuef0rW99S5L02muvqbu7W8uXL0/+mzlz5uiiiy5SW1tb2vAzPDys4eHh5NcDA5nTMOA1Vs3sEFaTAq/Kf7w6/hUrVujhhx9Olr+Nl7vR5to+lJYhTKxA5O5gmze/r4Ntr+vMZeUaUubHliq+F5gtlOfh56abbtLAwIAWLVqkmTNnanR0VF/72tfU1NQkSeru7pYkVVZWpvy7ysrK5H2Tbdu2TVu3bvX6UAFERNhNCgot//Hy+CeWv/X398ey3C1KKC1DmLiOjXteBpberoGs30eK9wVmC+V5+NmxY4fuv/9+PfDAA1qyZIleeuklbdy4UfPnz9eqVavy+p6bN2/Wpk2bkl8PDAxowYIFXh0yAMvZXs7n9fEnEgnddddd2rBhg7Zv3065m4VsbLeOaPFqFSMuCCz28Dz8/NM//ZNuuummZPna2Wefrd///vfatm2bVq1apaqqKknSkSNHVF1dnfx3R44c0bnnnpv2e5aUlKikpMTrQwWAyFqxYgWlbpYKeyUToOwqXuIWdD0PP3/4wx80Y8aMlNtmzpypkydPSpIWLlyoqqoq7d69Oxl2BgYGtHfvXq1bt87rwwGAnLDJHGGzfSUT9mMVIz7iGHQ9Dz8f//jH9bWvfU01NTVasmSJXnzxRX3rW9/Spz71KUlj9egbN27UV7/6VdXV1SVbXc+fP19XXnml14eDP6moqlXpCU3bsayiig9S+MOWMh42mcMW7YcOTbnNlL8jm8VtFhzxFseg63n4+fa3v62bb75Zn/3sZ9XT06P58+drzZo1uuWWW5KP+eIXv6jjx49r9erV6u/v18UXX6zHH3+ca/z4qOasenVcvycS16pB/sJa1bCtjIdN5rDBynnzpOPHU24z6e/IRnGcBUf8TAz47a2ZJ/qiyvPwM3v2bN1xxx264447Mj6mqKhIt956q2699VavfzyyqDmrnnCThyitmoW1qkEZDxAM/o4KE8dZcNjrcOdgzv/GTcCPOs/DDxA1UVs1Y1UDAABzVdSWqURDGs5ygVlJumbrB/RKY26rkG4CftQRfgAXWDUzm+1NCmw/fgCIu4raMpVqSENZAkuphlRRWzbt96qpP12PbHleH9t6YdbHDbMKmRfCDwDr2d6kwPbjB4C4q6k/XR17vGuWUV0326tDwySEHwCRYHs5n+3HD++4WQkE/OTlKkac1NSfziqMBQg/ABARtrQTR3aZVgLbDx0a6/AG+MzrVQykctNO3SRRC7qEHwCIANvaiSO7jCuBk1pbA36xZRXDtusyuW2n/l9bXg/wqKa6b91zWtxQLsm832GhCD8AfMeGfv/RTjz6+DvyH+VedrHxukxu26n394wEdETpLW4o13lNi0M9Br8QfgD4jg39QOH4O/JOttWC8Rn3TBvOozYLbjOuy5Q7Aj7hB0BA2NAPFI6/o8K5Xy3oY8CM0MxNFPsSUtjPRfgBAAAxwmoBbFBdN1sde/p8CSm27OfyC+EHQEYHD7Spt7sr4/0VVbVc/DUHdGMDADuF0Vgh7iHFL4QfAGkdPNCmMx9cpqEs7xKlJ6SO6/cQgFygGxsAFG5iCGlvzTyZ5PXPtK2xAjIj/ABIq7e7K2vwkaShWWOPI/xMj25sAFAYNyEkn+853YoOpZLRQvgBgAigDTLgrbFVhXZJ0d8Abgs3ISQXYVxzh25r4SP8IG9R2A8ShecASLRBBry2svliqXns/ylpsle2IBHWNXf+a8tvMn7PuYlind3IXh8/EX6QlyjsB4nCcwAmog0y4A9Kmuxy37rntLihXJJZq3au9w41BrOXKZ0wGjsEjfDjsbisJERhP0gUngMQJLrVwWRuB21uyo5gt8UN5TqvaXHYhzGF6XuH4tLYgfDjIVYSAERVHLvVEfa85eeMcq6DtokXeWxv7RsrcYMRsp0nhXR3S/d9g+oWZwvTw5lXCD8eYiUBQFTFrVtdHMOen/yYUZ7c8jiXQVvq9VPak3t7EC4/urn5+X3DFocSNT8QfgCkVVFVq9ITmnYls6KKgZ8bdGOzS9zCnt+8nlGO6mA27rzu5ubV952bKDauQ1tcStT8QPgBkFbNWfXquH5PLPawBYFubIA7Xl13BfHkRwiprputjj19Rq2yxKVEzQ+EHwAZ1ZxVT7jxEN3YgOwOdw6qYeXCQK+7EhS/S5TiVAI1sZvbZF4/z/EwlVoqCZsRfgAAgBH6e0am7cLm9XVXgrjopN8lSn5+fxNDlV/d3NKFqiiFRowh/ERAGO21o7AfJArPwY24tF8HgHxM7v6WTqEDYL9LlPz6/nHbV+J3i+wggjamR/ixXFjttaOwHyQKz2E6tF8HgOlR0pQe+0q8FUTQLkRcwhnhx0NhrCSE2V47CvtBovAcsqH9OrxCtzrYLgqDNtgvjKDttnTR9HDmFcKPh+KwkgAgnuLWrY6w5y23M8pzE9nbi+dq4h6OKAzaos6vlYe4rGik47aJyHjpYhxWQQk/Hov6SgKA+IpTt7q4hT2/uZ1R7u2a7er7ubnuyiyNqLf7bbW3jr2GczsHk8cCM/m18hDFFQ23gU6SqyYicSpdJPwAETTe5KC9ozXsQwGsFaewFwQ3M8rZBqcTTb7uyuHOQV219QN6e8Ig74SKtXHX36b8u5KtQ3olIpvzo8qvlYeorWh4PaEQJ4QfIGLcNDkAABPlUp40cTD7q/vbU4JPJsMxm+FGtHk5oRAnDI+AiHHT5AAATBTF8iTJ/z0ncd7TAuSKIRIKwjVkAABesqU8KZeLf/od6vz6/oQqRBHhx3JhXqiTa8hEgwkXciVEA7BJPhf/9DvU+fH9o7oSB3dyCfg2IfyEyIsBX5jttbmGjN3uS6zT4jMbQg8WhGgAtonTxT9tWYnzW1SDQCb5BHxbEH5C4uWAz8/22tkCGp3E7Lb4zAad96GmsA+DEJ2Dg11d2Vsvl5fTnQxAJJgUNmwOAvmWLkY54BN+QmLDgI+uYUA40oWcw319unrmTI2cckrGf1d69Kg6JAIQcmbSQBMwLWzYHAQoXZyKYS0yomsYELyDXV0689VXNVQ86Ur3pdO38R0qLlZvX58R4YdVKnuYNtDMR0VtmUo0pOFp2l2XsDnfCjaHDRNRupiKoS3gozA28ofZBAOF6+3rmxp8LJMxwE3AKpU5/BhoBr2SVFN/ul7Z87p++8Tr6u8ZSfuYuYlind3IIBCIO8IP4JOwNvKH2QQDkNwFOJNWqeCtsFaSmN0G4AbhB/BJmPu68m2CQctpAIWiZAmAyQg/8JXt5VXjYeDw4U71D/RMuX9uWULV1XWRCAVuVqqKT0g7F21RdXXdlPui8DsAADe4+CdgL8KPB+I+W/6vukxL33dx5AbErrrd9Uh6NRrXoXGzUjUyS/rYq1ulV6fel+/vgD1KAGxDB63MduzYoQ0bNmj79u269tprwz4c5CnKAZ/wU6B893VEacB3s3ar9OXd6lhq9+B/sly63YXdltwE+f4O2KMEr9FpDkGwbY9REE0oenp6tGbNGvX392v16tW65JJLlEgkCvqeJohyEMgkygGf8FOgfPd12DDgcxPQxjH4RyH8vFBvnJSOjKiipibswwgVneaAqYJoQuE4jtauXavBwUFJ0uDgoNatW6dHHnkk5+8VdthIFxT/a8s7nQTnJopVXTc75X5bg0A2tgV8twg/ITJ9wDce0H7+zA+1sqc57MMBYqGivFylR49mHbwXv/22dp44oeqKitR/W1MT+wE9neZyF/ZAE/4LognFjh07tGvXruTXo6Oj2rlzp3bs2KEVK1bk9L3CXHVwHxT7IhkM4oDwg6xqzqrX4u4uifADBKKmtlYdktVlW24CHKtU5gh7oBnFspq46enp0dq1a1VUVCTHcZK3FxUVac2aNbr00ktzLn8La9WBboXRR/gBfBKlfV1uHT7cGfYhREJNba3R4SaTiXtt/uvkSfW/+WbK/XNPPTW5WsUqlVm8HGi6XUkaPv52KNcDgrcmlrtNDD7j9xVS/gb4gfAD+MSGfV1eu/rlreo80Bip54TMJoadw729unrWLI2ccsrYnaWlY/9NUDIyokd6e1VdUaHevr4pq1umr2jBHbcrSb1dp2QNSBIz7DbYv39/SrnbZOPlb/v379eSJUsCPDIgPcIP4CPT93VNlEuDi0xGaHwRG1MaC5x66rT/Zri4WB+TpOPH095PI4LocLOSlC0cwR5LlizRVVddpUcffVSjo6NT7p85c6auuOIKgg+MQfgBMsglDEShfC3bStXhw526qmOr3p4ZwoHBSG4aC+SKRgSAfYqKitTS0qKnn35ax44dm7Lnp6ysTM3N7BuGOQg/BYrDvo44PMd0JoaBw4c71T/QM+Uxc8sSqq6ui0z5WraVql33/+kCpwCAwNjQFCKRSKilpUXXXXddyu2O46ilpSUS1/pBdBB+ChSHfR2FPseDB9qs/f3YVLbmt+rqOunVsI8CyI5Oc4gSr67PE0Q78xUrVujhhx9Olr+Nl7vl2uYa8BvhxwNxGCDn+xwPHmjTmQ8um3bVqOP6PZH/HQLwn6tW4XSagyXctl3++Q9f019LGQNQEO3MJ5a/9ff3W1vuxnWvoo/wA1/1dndNu2dmiE3y07J59QwImq2twoF8rWy+WKXN2VeAgrhuTiKR0F133aUNGzZo+/btOZW7mVLeF+Z1rxAMwg9gOFbPAEQRM+zectsW3O+QsWLFipxL3bwq7/NKWBdYRTAIP4Dhglw9y7bCdPhwp0pOSMMBNb5gtQuINmbYg2dayBjntryPaz7BC4QfAJLcrTCVSHrsfVvGmh+k4VUgYbXLfG4aCxS//bZ2jo6qurxch/v6dM2MGRqmEQEmiOMMe5jlXYQMgPAD4E/crDANzxrr+nbeh5pCPxb2ioXLVWOB8vKUvTevdHVZ3Yjg4HTHP+n5ApOZuvJii/bWPkntya9ZGUQ+CD8AgLzk2ljA5kYEB7u6dOarr2ZvoX30qDoka58j/MfKS2FWNl8sTWggR1BEPgg/8Ey6PRrtHa0hHQ0AeKe3ry9r8JGkoeJi9fb1EX7giYNtr+tw56CKNaSRLE0h4oygiHz4En5ef/11felLX9JPf/pT/eEPf9D73vc+3XvvvbrgggskjV3xd8uWLbrnnnvU39+vhoYGNTc3q64u/T4CmM/NHo1MCt0kz8Z4AECUHO4cVMPKhdOuEgHInefh5+jRo2poaNDf/u3f6qc//an+7M/+TJ2dnXrPe96TfMztt9+u7du36wc/+IEWLlyom2++WY2NjTpw4IBKS5ndsMXE0NHe0eoq+NyXWKfFZzak3FZIOGFjPAAgavp7RrK2AE+HtuCAO56Hn9tuu00LFizQvffem7xt4cKFyf93HEd33HGHvvKVr+iKK66QJP3nf/6nKisr9eMf/1jXXXed14cEH+S70rP4zAZPN8vHYWN8RVWtSk9o2oDnVYtpAIAd7lv3nBY3lEuye/O/m2s+AV7xPPw8+uijamxs1LXXXqtnnnlGp59+uj772c/qM5/5jCTptddeU3d3t5YvX578N3PmzNFFF12ktra2tOFneHhYw8PDya8HBjK3iIyTMMu93ISOOPPytak5q14d1++htA+Aa2G2U/ZLFJ9ToRY3lOu8psWuH2/qhWXTXfOpvbVvrMEB4DHPh69dXV1qbm7Wpk2b9OUvf1kvvPCCPv/5z6u4uFirVq1Sd3e3JKmysjLl31VWVibvm2zbtm3aunWr14dqJLeDZsq9zOXHa1NzVr3vr6NJK0xBHkumv7nDhzvVP9CjuWWJtNc1InDCVFFspxzF5xQGky8sO/WaT+0pnd0Ar3gefk6ePKkLLrhAX//61yVJS5cu1e9+9zu1tLRo1apVeX3PzZs3a9OmTcmvBwYGtGDBAk+O1yS5DJrjUO5lK1tfG5NWmII6Flflmz2SXp16M5MLMFUU2ylH5Tm5XXmZm8jeWbAQcbywLDCR5+GnurpaZ511Vsptixcv1iOPPCJJqqqqkiQdOXJE1dXVycccOXJE5557btrvWVJSopKSEq8P1Ti5DJoBPwSxwuRWEMdSSPmmiQEW/qkoL1fp0aPZr/MzMqKKmpoAjwpeCqKszu3KS2/X7IJ+ThSYWqIH+3kefhoaGtTR0ZFy2yuvvKL3vve9ksaaH1RVVWn37t3JsDMwMKC9e/dq3bp1Xh8OkBfaZ0dHttcyCtehOtjVpd6+voz3V5SXc90ZD9TU1qpDyv67rqnhd22pIMvq3Ky8ZAtHceFHiR77xiD5EH5uvPFGLVu2TF//+te1YsUKPf/887r77rt19913S5KKioq0ceNGffWrX1VdXV2y1fX8+fN15ZVXen04MIhJHcl27NihDRs2aPv27br22mtT7mM/VXQUcv0pGxzs6tKZr76afTXi6FF1SAzKPVBTW8vvMaJMK6tj1WOMlyV67BvDOM+HBB/84Ae1a9cubd68WbfeeqsWLlyoO+64Q01N77Q3/uIXv6jjx49r9erV6u/v18UXX6zHH3+ca/xE0MTr+vixWpLPxvienh6tWbNG/f39Wr16tS655BIlEonk/bbu2cFUfnclPHy4079v7kJvX1/W4CNJQ8XF6u3rY9AOTzBzHgyTGxPYyrSAi/D4Miz42Mc+po997GMZ7y8qKtKtt96qW2+91Y8fjwC4DR1/fcknfA0IuW6MdxxHa9eu1eDgoCRpcHBQ69atS+5JA3LRP9AT9iEAgWHmPFg0JgD8EdFiEPjNtM5gbn/Ojh07tGvXruTXo6Oj2rlzp3bs2KEVK1b4dYgAYD1mzgFEAeHHUiZck8WkzmBu9PT0aO3atSoqKpLjOMnbi4qKtGbNGl166aUp5W/5MuG1ARBftu8XSVdad7hzUMUa1ogyd341+TkBMAfhxyC5DJpNWnmxwcRyt4nBZ/w+L8vfeG3iY25Z4WEZ8JrN+0XclNYVa0g7t/xG1XWp7aBNfU4AzEL4MUiug+YgVl6i0vJ5//79KeVuk42Xv+3fv9+Tn2fbqljcTWzMIY21wF7ZM/2lxaur6/w8LCBvtu4XcVNaN6JSVdfN1nlNiwM6KiBYmVY/+3tGJElzE8WE/wIQfgxj0qA5Si2flyxZoquuukqPPvqoRkdHp9w/c+ZMXXHFFVqyZIl+deSl4A8QoVp8ZoPO+1BT6o0uwg+AaLC9VBDR4Wb1Mx2ajbhH+MmD29UQ21dNotTyuaioSC0tLXr66ad17NixKXt+ysrK1Nw8Ntj1a8+O7eeDjaK+/6qivFylR49mv87PyIgqamoCPCrAPjaXCsIdWwKum9XPdGg24h7hJ0duV0Oeqr9LH2pbE4lVk6hIJBJqaWnRddddl3K74zhqaWlJNjvwY89OlFbRbJLva2lLaKqprVWHxq73k0lFTQ3X+AFc8LpU0OZrItl87JkQcDGO8JMjt6shXb9/KTKrJlGyYsUKPfzww8nyt/Fyt8ltrr0uP4zSKppt8nktbWpaUVNbS7hBIEybOTd5gG7zNZFsPvbp2LoXDt4i/CBWJpa/9ff3p5S7AROZtP8OMIFJM+eHOwfVsHKhsQN0m6+JZPOxA24QfhA7iURCd911lzZs2KDt27d7cm0fAIgDU2bO+3tGsq5ASQzQAaRH+IF1vGgcsGLFiimlbsBkNKkAguW2tG5uInOTD6AQbsopJRmxAor8EH5gFRoHICica9442NWVvSFDeTl7lpDktrSut2t2xvuBfLnZ71SiIUnSsKEll5ge4QcZmdjxisYBCArnWuEOdnXpzFdfzd6K++hRdUgEICS5Ka3LFo4QjPbWPkntU263edXDzX6n4WnKLaXCSi7drH6mY0KbblsQfpCRTR2vvECJE+Ct3r6+rMFHkoaKi/Xzl17S4kmrQ6wIIS5M7lqXzcrmi6U0/YJY9ShMptXPw52D6u8ZkSTNTRSrui519dPU88REhJ8cuV0NqX3vuSp9w6xVk3zEpeOV3yVOJq6iAaZYOW+edPx4ym2sCCEOTO9alw8aTRTOlMYiUUX4yZHb1RBJ+q+jW9Q/0JP2MXPLEjp7aWMsgoUN/C5xitsqGlCooeJi9fb1EX5gJbeNGyQZ17Uu37IrwBaEnzxMtxriahXhDaljaaMPRwdTxWUVDQD8ZtoFVyezuXFDtmNvb+0bK3cDLEb48YFfqwjsSQEAwKwLrmZic+OGzMfennafD8xg6/6xoBF+QtTe0Zr8/+mCC213gWAdPtzp6eMAeIt9EcA73LTptm3/mF8IPyFa2dMs9YxNoUwXXGi7O4bGAQAAmM/GVQiv9juFUXLppk03zSjGEH4MEYfg4gUaByAo1dV10qsuH4e0KsrLVXr06LTtrgFEi61d7CaWU7rd33Tfuue0uKE85TYTgx3eQfiBdWgcANihprZWHRq73s9E7YcOjbW3BmAVm7vYuTVeTllR+7pKm6d/rn/9iYWhP4eDba//6aKzcIPwA2t52QCCcjrAHzW1tVPaVVeUl6v01VezrgiVjoyooqbG78MDQmV617rJbO5ilysbmmpI7vb6IBXhB1byugEE5XRAcDKtCE1UUVPDNX4QebYMsCeyuYtdrmxoquFmrw9SEX584GYVAYXxowEE5XRAcNKtCAFxZMMAG4gShuc+mLyK0N7ROtbZDYGb2E58HCs4AOAdG7t6AYgvwo9PpqwiFBh+2JOSn4ntxMdxPSS4wd8cMD2uLQLYI5f9Y1Ge1CD8BMCLQRR7UrxDW3G4wd8cMD2uLYKwRHlw7of71j3nujNd1Cc1CD8B8GoQxZ4UIFj8zcFUDPxgMr+72EV9cO6HxQ3lrn8XUZ/UIPwEhEEUAMALuQz8pOydtwhJ8IPfXez8HJzbNrFwuHPQ08fFAeEHAOCdtjapK/Mqt2prpXomggrhduD32yde1/+39QPMjiMUNnaxY0UpHgg/sFLc2ol7eUFXWM7kcNHWJi1bNv3j9uwhAAWgv2cka9mRZHfpCuA1G8u9quvcXVDW7ePiICZDR0RNpn1UUWwr7vUFXWEx08NFtlA2+XGEHwBACAg/sFbGfVQhhh8/Vmj8uKArLEW4AKxm234SIIoIP4iUMK/NwgqNGSgRBILjd1cvr5gQOthPApiB8BMgBmX+C/PaLG5XaH7+zA+1uLuL19sHBFAgWH539fJC2KFjPHi1t/ZZt58E8WTLpEa+CD8BYVAWHNPbiq/saZZ6mnm9fUCJIBA807t6hbmJ3U3wmqy9tU9Su6Twg6Opoj44D5sNkxqFIPwEhEEZJuP1BpAPtwO/uYniAI8K6bgJXpOtbL5Y+tPWVcrg0ov64DwXfgVB0yc1CkH4geco7wMA/7gd+Emnq3SrN4MiE/bMxBFlcJn5MTi3cUWJIJg7wg88RXmfnQis8ESty0Yibh+HjNwO/LwYFIW9ZwYIiq1BIsqrNH4g/MBTlPd5z+8OdgRWi5geLurrx64xZOpFWGPIi0GR2z0zP//ha/rrP/1MwFZhBglWWINB+AEM53cHO7eB9bcvPkH4CZsN4aK+nnATUyubL1ZpMytAQD5YYQ0O4QeeOny4M+xDCI2bFZp8FdLBbrqSNrev2dUvb1XngUYCUNgIFzAYe1SA/ITZlTBuCD/wzMEDbbr65a2xPasmrtC0d7SOtbQOmZuStuITcvWajXhcrujHPqMwL3ILwEw2bmKHOShFi56YDlODF4dBWW93l0ZifkaNr9BUVNWq9MHm0F9vNyVtYbxmfu0zCvMitwDMFOYmdjfBK05sCxKUokVTzIeqwWFQ5p9MKwiHD3eqf6BHc8sSqq6um3K/n79vXu/s/GyMYfpFbgEEL6xN7NmC1+HOQV299RyNqCTjv4/SipSNQYJStGgi/ASIQZm3Dh5o029ffEJXv7w1++pFj6RXp97sdwczXm8gB21tZjdyAPKULXh1Nvq/EmLKagtBAqYg/CBwxR6Ue6WUTeV5FtNyGzBEW5u0bNn0j9uzhwAUAkq33Ms1aPi9ImXjagvgN8IPArdz0ZaCA4ebsim4N+uEdILfZ3yFveqS7WdPfhzhJ3DjpVs//+FrWtl8cdiHYywTgwarLcBUDHcQuHT7bxCu//fuq7VxaGfYh+GvsAf4pmLVBS7U1J+uv5ZU2kzXtEwIGihERW2ZSjSk4Sx/XyUx/vvyEuEHgN53xtkqfXln6N3pfGPLAD+MgMaqC1wKs2saAHiF8APPxKGdt23cviZnL21Ux9LG6Hans2GAb0tAQ6yF1TUNiLrergENT7NyOJzjyqEpzS5MQ/iBZ2jvbJ5cX5OgXhuCcho2BDQAiBGbL5Br4h40UxB+kPE6OeNyCSy0dzaPia8JQRkA4sXGIGFzqSd70DIj/MRcSsvoDPy+Hk5YYrey4IKXQXg6JoYyAIA/bA0SUS/1bG/tk9Quyczfvx8IPzHnpmW0idfDcVM2dcoJ6ZvvvkrvO+MDaTvMsbKQKs5BGCGrdTkJ4fZxACSZt9oS9SBho5XNF0vNY/8flzI4wg+sRNmU92wNwoiA+vqxRg4mtSKPa2v0uD5vD5gWNCR7V1sQjriUwRF+YC3KpgAPmLLqUl9vzqA6rp334vq8PWJq0GC1BUhF+AEQfaYM8E1k4qpL2OLaeS+uz9tDBA3ky8SVw6gi/ACIPhsG+GEGNJNWXQCfce0TmMjUlcMo8j38fOMb39DmzZu1YcMG3XHHHZKkoaEhfeELX9BDDz2k4eFhNTY26rvf/a4qKyv9PhwAcWX6AN+GgBYXnZ1hHwF8wrVPYDIvVw7drCTFla/h54UXXtBdd92lD3zgAym333jjjfrJT36iH/3oR5ozZ45uuOEGXX311WptbfXzcADAbKYHtDhoa5O2bg37KOATrn2CuJi8ktTe2jfW2S0PUVst9S38vPXWW2pqatI999yjr371q8nbjx07pu9973t64IEH9KEPfUiSdO+992rx4sX6xS9+ob/6q7/y65CQhpuW0VwPB3CBLlnR4HbfS5xNnqjk3AaMlLqS1J5saZ2LKK6W+hZ+1q9fr8svv1zLly9PCT/79u3T22+/reXLlydvW7RokWpqatTW1pY2/AwPD2t4eDj59cBA5vSJ3NjSMjrIi2/GFUG4AHTJQpw0N4/9NxHnNmC0fBsqRHG11Jfw89BDD+lXv/qVXnjhhSn3dXd3q7i4WHPnzk25vbKyUt3d3Wm/37Zt27SVMgTfmN4ymotvBsOWIGwkumQh7ji3AaPRUOEdnoefQ4cOacOGDXryySdVWurNJqvNmzdr06ZNya8HBga0YMECT743zMfFN4NjehAGjBK11uhRez4BitqeCEQTrdjHeB5+9u3bp56eHp133nnJ20ZHR/Xss8/qO9/5jp544gmNjIyov78/ZfXnyJEjqqqqSvs9S0pKVFJS4vWhAtah/A8wxJYt0VvpSNdxsLV1aokbUkRxTwQQZZ6Hn8suu0y//e1vU2775Cc/qUWLFulLX/qSFixYoFNOOUW7d+/WNddcI0nq6OjQwYMHVR+1DxLAQ5T/RRjNEuxTVxf2EfgjXcdBwk9WUdwTAUSZ5+Fn9uzZev/7359y22mnnaby8vLk7Z/+9Ke1adMmzZs3T2VlZfrc5z6n+vp6Or0BWVD+FxI3waTQ70+zBCAQ+W76Ru4oBYSpfL/IaTr//u//rhkzZuiaa65Jucgp/EXJFJAjt8Fky5b8fwbNEsziNsyyP8ZKbPoOhsmlgIQyBBJ+fvazn6V8XVpaqjvvvFN33nlnED8eomQKyIvbYNLT4+9xIDjp9r1MRhmi1aK86duUgb2ppYAmhzJTRXG1NJSVHwSPkinAR4mEu8exWmCHdPte4oqVMGswsJ+eqaHMZFFcLSX8wHhcfDM37R2tlDAGra6O1QL4K6ymGKyEWYOBPfwStdVSwg+Mx8U3c7Oyp1mlDzZTwhj0YJHVAvgl7KYYQZ3bdD0EEADCD6zAxTdzE2oJowkDmLAHi4CX4tAUw+K/2SjuiQCijPADZGBadzw35X+hM2UAE4fBIuxnwkSBKSz+m43ingggykweRgGhCbo7ntug1XH9Hv38mR9qZY+hFx20eAATGjaUx1MuEwUwXtT2RITJlI51iC7CD5BGkN3xcg1ai7u7JFPDT9QEEUzYUB5PuUwUAJbJtxSQjnUIAuEnJuiYZi7akBtuy5bM1/FJJKTGxsKDCc0SAERIvqWAfnesY38WJMJPbNAxDciR27Kkxkb/jwXIF/uKYsO0gb2JpYDsz4JE+PGFaRvlTTsewApuy42eeILBZb4YmPvLlAYkCAQDe3dMDGUIFuHHY0FvlLfteFA4ShgNs3Xr9I9hcDkVA3P38t17RgMS7xke2BnYA9Mj/HjMtP0bph0PCmd0CWNnZ/A/Mx3TOqgxuJyKgbl7cWiKYdrfbDoEdjqxIRIIP4CFjLzoa1ubu1UQyf8BTBwGi4iXqDfFsOFvNuaBnU5siArCD/IW5b1ElJblwe3AYMuWYAYGUR8swm42rHTkK9/SMP5mjeZ3JzakYpXNP4Qf5CXqe4mCLC2LXdCqqwv7CIDw2bDSkQ9Kw1AA0zrWhYVVNn8RfpCXOOwlCqq0zOg9PAD8E8WVjpiXhvnO8IYLhaJj3RhW2fxF+AEMYOQenrizsdwIsEVrq/UD9cDFZFWNjnXwG+EHANJxU5bU2em+yQPMFdXZdJP3FTU3j/1n+UA9UKyqAZ4g/HjMtP0bph0PYJXpypLcdrizdRXJz1BgysA8yrPpNuwrYqAOIGCEH4+Ztn8j7ONp72gN/GcCgbFhcJkvv0OBKb+7qM+me7GvKKorY7kyJbADKAjhxwem7d8I83hW9jRLPc1Tbre5ExwyiOvAIIqb1qVgQkFUf3dREuWVsVyZEthDQic2RAXhB6GwvRMc0oj5wACIhMmrPK3pV++nsHVlLFcxDux0YkNUEH6QFzd7iXIR5QumxkqMBwaA9dyu8mQTtZVdpKATWzBYZfMX4Qd5ybaXqL2jdazczaWoXzA1JxNnXTs7pZ6e1PsTiXcuEsoqCgAvuS11zGZ8BfiHPxzr5gYgZ6yy+Yvwg7xl3UuUQ/iJwwVTXcln1jUOdfYA7FJfPxak3ISfzk7p/vsz388kzzviuq8yplhl8w/hBzBFPrOucamztx3dshA3bgfgblrFM8kzhn2V1jrYxiqOSQg/AOAnumWZjdl0f2QbqI+X9HZ3S7t2Tf+9mOR5B/sqQ1FIeDnY9rrOXFauIWUON6UaUsee1wlAASH8AIBX0q3w2NotKy6hgNl0/6QbqLe1SStXhnM8QB4KDS+9XQNZ/60kDalUvV0DhJ+AEH7gOTed4EpPjD0OiAwvOmWZJE6hIO6z6eOh3W1QT8dtCPaiqQIQIMJL9BB+kJfpWlM/VX+XSkpPy3g/rasROVEc1MU9FMRBPqF93TqpoeGdr6MSggHEAuEHOaM1NQDkwOSGF/mE9k98In5hx+TXEJ6avL+nvbUvxKOBHwg/yJnXrakpkwMswQAwd1FpeDG+2hPF13i68/r4cWnNmum/j+mvIablZn8P7Ef4QeiyXTB1XCzK5PLZOG77ZnPYIyqD+KC5XVkxreHFZA0NUlNT2EfhPS/36pn+GmJabvb3wH6EH4Ruuv1DsQg+0tQN5uPtYCdKJKS6urH/j+IMLMwVlUE87OPnJI/Xe/VYHQWMR/hBqNg/NAkbzOOLVTzgHTaW2XV2umvjzeqofwwMnxW1ZSrVkIZUmvExpRpSRW1ZgEcVb4QfhMrr/UOBMPDNFRaZ3ClL4pxBfLgN+TY2VZi8Up9J0KujcfnMCrE0N1t4qak/XR178r9IKrxH+AFyEeV9D3H5gPRLlAd1gFfCvn7U5Pe5Qq5tZIMof2ZNFmBp7n3rntPihvLk19OFl5r60wk3BiH8ALnw4s3VxJARpw9Iv4Q9qAPy4Ta0e1mWGVZ5b9QuROwGe/V8sbihXOc1LQ77MJAnwg9yRmvqApgaMvz6gHQT9Kb7+TYFBvZswTZxCu1RvBAxPDF+bR+u6RMPhB/kjNbUBYjTLJyXs6ysOMFWYays5IrQ7o1EIuwjQB5yvbYPzQnsR/hBXmrOqifcIDsvZ1mjEAZtZ8Mg3kRxWlmJsrvukk47LfP9tbWsLFnK7bV9xvf50JzAfoQfAObLtimZgeM7/NxPxiA+f6ys2GVyR0a35zXhJ9LY5xMdhB+Eytf9QyY2FkB+mpvH/suEsrhg9pMxiEccNDRITU25/ztWRwErEH4QKt/2D5naWAD+oCwuXvvJABOxOhouwidcIvwgdL7sH/JrIMibKwAgE9NWR+P0mUX4hEuEHyAXUX1zjdMHJIB4iuP7XFQ/szIxLXzCSIQfIFeFvLma+uEbtw9IAPEyvgd0yxapp2fq/YmEVFcXzfc5AgGQgvADBMnkkOH1B2SUZk8B2Is9oMiiorZMpRrSkEozPoZr+0QL4QcIWlxm4dwGPSnzY1pbs3d5m/i4dN87Dr9nm9GREUGgGQiyqKk/XR17Xldv10DGx3Btn2gh/ADwj9ugl+0xbsJPplbYzOSai9l4IB4smOSoqT+dcBMjhB8A5iq0dC5OM7mm7ifLhNl4IPqY5ICBCD+IJtsGgkgvU+mc23K4ODF5PxmAeGKSAwYi/CCaGAhGR6bSOcLPVHHZTwYAQJ4IP4iufAaCFtQmAwAAID+EH2ActckAAACRRvgBxlGbPFUUV8Ki+JwAZMYeUAATEH4ApBfFlbAoPqeY27FjhzZs2KDt27fr2muvDftwYCL2gAKYgPADID2TV8Lynck1+TnFjQez8T09PVqzZo36+/u1evVqXXLJJUokEh4dICKFZiDxxoo/JiD8ALAPM7n2K/A1dBxHa9eu1eDgoCRpcHBQ69at0yOPPOLH0QLIhwklh6z4YxLCD/zHjAv8wEyu/Qp4DXfs2KFdu3Ylvx4dHdXOnTu1Y8cOrVixwqsjnIr3M8A9EyaqWPHHJJ6Hn23btmnnzp16+eWXdeqpp2rZsmW67bbbdOaZZyYfMzQ0pC984Qt66KGHNDw8rMbGRn33u99VZWWl14eDsDHjEn2tre/8PwM/BKCnp0dr165VUVGRHMdJ3l5UVKQ1a9bo0ksv9af8jfczIHdMVMEwnoefZ555RuvXr9cHP/hBnThxQl/+8pf14Q9/WAcOHNBpp50mSbrxxhv1k5/8RD/60Y80Z84c3XDDDbr66qvVOnEQBXMUMtPJjEv0NTenXnCUgR98NLHcbWLwGb/P1/I33s8AwHqeh5/HH3885evvf//7SiQS2rdvn/7mb/5Gx44d0/e+9z098MAD+tCHPiRJuvfee7V48WL94he/0F/91V95fUgoRJxmOk2oTY4CBn7w0f79+1PK3SYbL3/bv3+/lixZEuCRAQBs4Puen2PHjkmS5s2bJ0nat2+f3n77bS1fvjz5mEWLFqmmpkZtbW1pw8/w8LCGh4eTXw8MDPh81DGTbWXH7WpcFAa8JtQmF4r9CIi4JUuW6KqrrtKjjz6q0dHRKffPnDlTV1xxBcEHAJCWr+Hn5MmT2rhxoxoaGvT+979fktTd3a3i4mLNnTs35bGVlZXq7u5O+322bdumrVu3+nmo8eV2ZScubK5N9nqVLuwVLj+CHKt71isqKlJLS4uefvppHTt2bMqen7KyMjVPLMME4owJMWAKX8PP+vXr9bvf/U7PPfdcQd9n8+bN2rRpU/LrgYEBLViwoNDDg+S+hh3m83o/wuSVsNbW1L09fvKr3DIKq3tQIpFQS0uLrrvuupTbHcdRS0tL9K71wwAW+YhT2TqQA9/Czw033KDHHntMzz77rM4444zk7VVVVRoZGVF/f3/K6s+RI0dUVVWV9nuVlJSopKTEr0MFkMnklbCgwo+fG8ttXt2LuhwG+StWrNDDDz+cLH8bL3fztc11GBjAIl806Bj7++nsdPfYOK/4x2yCxfPw4ziOPve5z2nXrl362c9+poULF6bcf/755+uUU07R7t27dc0110iSOjo6dPDgQdVH6BcLAJHj5wdkjoP8ieVv/f390S13YwAL5Mfte8qWLVJjY3z/fmI4weJ5+Fm/fr0eeOAB/fd//7dmz56d3MczZ84cnXrqqZozZ44+/elPa9OmTZo3b57Kysr0uc99TvX19XR6iyL2WADR4PcHZB6D/EQiobvuuksbNmzQ9u3b/S934/0MsIfb95S6usgM6vMSwwkWz8PP+MzbpZdemnL7vffeq3/4h3+QJP37v/+7ZsyYoWuuuSblIqeIIPZYRAcDv3gz9ANyxYoVwZW68X4GxEfMSsHixJeyt+mUlpbqzjvv1J133un1j0dYsg142WMRDQz8EHVuBzu2neMM4oDcxLAULE58v84PImLdOqmhIf19UfrgZJCQnY0DP8CNqA52ovq8EB9hfC4butINbxB+4s5tidInPhH9P3DbBwmUpQH5i+pgJ6rPy2STB+udnVJPzztfJxJj+0zGxX1SLRvbP5dhJMJP3EW9lCmXGSPbBwlRei0JcgBslO+Fw/0YvAf1Purnyoztn8swEuEHmUuZxt/Qxv+bzPSBdBxnjKJSlhalIAfzpBustbaGcyzTYSLALvleONyPwXsQ76Nx/JyF9Qg/SC8Kb2jMGJkl19nBqAQ5uBPkLHU+M/NhYSIAhfD7fdTkz1kmDtyJ4e+J8GOyMDffm/yGBvtEIUzHnd8fkBMH+ZP3SIxLJN55b/K7jMYkTAQAuWPiwJ0Y/p4IP6ZisIgoIUzbL4gPyPF/u3Ll9I/lvQ/AdJg4cCdmvyfCj6kYLAIwTRAfkLz3AQhbDEvB4oTwAwDITZyvh2XbYKeQQVycX2fEWwxLweKE8AOMY6YHmF5cSnLTXdh58mDHhnCQ7yAuLq8zzBbm53LMSsHihPADjGOmB5heXMrSGhqkpqbM99sUDvIZxMXldfZavoNwJtXS43MZPiD8ILrymTFipgeAG4QDpJNusD65e2EiIdXVvfO1zYP3IFZm+FyGxwg/SC8KJWDMGAGYLArvbTBbnAbrfM7CQoQfpBeVN7Q4fQiZjAEnTBGV9zbAFHzOwjKEH1OZMFjkDQ1eYcAJtyijAcxmQ6MPIAvCj6kYLCJqGHDCDd77AHPZ1OgDyIDwYzIGiwDiiPc+wEw0+kAEEH4AAO6ZUJIL//E6A/ajRDEtwg8AwD3K0sZEPRzwOgN2o0QxI8IPACA3lKXFIxzwOkcbqwLRRoliRoQfAIgbBj3eIBzAVqwKIMYIPwAQJwx67EFIhV/crgo88YS95xh/P8iA8AMAcUIphB0IqTDB1q1SY6N95xh/P8hiRtgHAAAAJsklpAJ+mniO2dLog78fZMHKDwAAgM2CKvGKQ6MPRB7hB/6g1hZRwvkMxJvJ7wFBl3jR6AOWI/zAe9TaIko4n+EVkwfQ42w4xqCZ/h7APj6kY0uJYggIP0ivkA/AMN6I+cA2R9ReCwYW8IJfA+jW1tSvC/n7Mn2QHxbeA+Jh4mdXZ6fU05N6fyIh1dWN/b8Nn2OUKGZE+MFUtn0A2na8UcZrAaTn1wC6uXnsv4ny/ftikB8fMZztz8rtZ9dENnyOUaKYFt3eMJVtXVJsO94o47UwH6UQ0cffF6ZTXy9t2RL2UZgjn78Z/s6sxcoPAMQJpRB2IHzCb42NY9fxmY6N5yKTPMiC8AMAcUMphPnShdTW1qklbum0tkZjz0IuorbXMAhRngiJ8nNDwQg/AACYKF1IdRN+3DxGsmPPghvsNcxflCdCovzcUBD2/AAAEEdR2bMQ972GlHgBOWHlB97jjRhRwvkMxJvp7wGUeAE5IfzAe36+Eaer6558nQvASwws4AXTB9C5/Oy4Bf2w3wPc7mfiPQhwhfCDqdx+sHV2SvffP/Xfjr8Je/1GnE8f/oni9oEdBq8HT6ZsYmZggUJ5MYD2+z0s7EG+ycJ6D3D7ubdlS3SbWQQhn78txhTWIvxEXT6Dx0wfgJ2dqW0xM7XI9GtTqdt67XXrpIaG1Nv4MAiGl4OnQjYxmxKagIncDqCznb/j12YZH+iOc9sJbjoE/XBNfu3dVjZM/jymuUNuJn92xa1bYswQfqKskMFjug/Ayas8mYR99e+GBqmpKbyfH3deDZ7yvdo8nZ9gs0LOXy/CD8JTaHXDRGF/DtuI4B8bdHuLsrh3wEE8cd7DZpy/8cVrCgSClR8AgDcoNwxPnPcs0KgBQA4IPwCAwlFuGK4471mgUQOAHBB+AACFy3ePFrwT5z0LcX7uAHLCnh8AAAAAscDKD+xBXTfSuffesXawiYTU2Bj20QBANLGnDxFB+AmTbW8kYYcP6rrjxe15tHv32H/S2LUuxq+DAgBx5fXnMHv6ECGEn7AE8Ubi9s2vs3PseKb7OSaED+q642Pi+ebVBRwnYoUQJgp7kgnhcfua3nWXdNpp2b+P15+T7OlDhBB+whLEG8n44PGJJ6Ze/XmirVvH/nMTtAgfZrJtFdGtieeb2/BTVxd+SAfyZcIkE8LBaw8EgvATdfX1zNhEHeUIUxHSYTObz9+oTsQExebXHrAE4QewHeEWJqBcC0zEALAA4QfvaG2dehuzdIB3ojwrTskOmIgBYAHCD97R3Jx+XwWzdEBh2tqm33s3zua/N0p2AACGI/xgeszSAflzWwo0jr83AAB8Q/gBYL5c9omYtqfEbSkQ7BLlEkZgMvb0IUIIP2HhjQRwb2Lb9p6e9I9JJKTGRgac8B8b+xEUU0I2e/oQIYSfsAT5RkKAQhSwnwSmYGM/gmBayOY9GBFB+AlTUG8kmYJWa6v7C0ciGPnM8rGKCMSHKSsB8B8hG/AF4ScuMgUtwo858p3loxwBiAfTVgImczvB0tkp3X//O/+G9yYAASL8AKYoZJaPcgQg+kxfCZg8EdPZmb69++Tb2BuFyVjhhI8IP3FGuVR40r2xp7vILOKHvzfYbOJEzPjqznQo28JEpq9wEsysF2r4ufPOO/XNb35T3d3dOuecc/Ttb39bF154YZiHFC+US4Uj1+u+wG5uw8yWLXSrAwCTVzhND2ZwJbTw8/DDD2vTpk1qaWnRRRddpDvuuEONjY3q6OhQIpEI67Dih3Kp4HHdl3hhkgEAosHkYAbXQgs/3/rWt/SZz3xGn/zkJyVJLS0t+slPfqL/+I//0E033RTWYQGA95hkiBZKhgHAWqGEn5GREe3bt0+bN29O3jZjxgwtX75cbW1tUx4/PDys4eHh5NcDAwOBHCcAAFOwmocgELIBX4QSfnp7ezU6OqrKysqU2ysrK/Xyyy9Pefy2bdu0NV3HGAAAwsBqHvxGyAZ8YUW3t82bN2vTpk3JrwcGBrRgwYIQjwgIEbN8QDyxEhA/hGzAc6GEn4qKCs2cOVNHjhxJuf3IkSOqqqqa8viSkhKVlJQEdXiAGdatkxoaUm9jlg+IL9tWAghrAAwUSvgpLi7W+eefr927d+vKK6+UJJ08eVK7d+/WDTfcEMYhAeZpaJCamsI+CgAmsWklwLawBjMQmuGz0MreNm3apFWrVumCCy7QhRdeqDvuuEPHjx9Pdn8DIos3dgBxYVNYgxlMDs18fkdCaOHn7//+7/V///d/uuWWW9Td3a1zzz1Xjz/++JQmCEDkmPzGDgBA2EwNzXx+R0KR4zhO2AeRq4GBAc2ZM0fHjh1TWVlZ2IcDAAAAICS5ZIMZAR0TAAAAAISK8AMAAAAgFgg/AAAAAGKB8AMAAAAgFgg/AAAAAGKB8AMAAAAgFgg/AAAAAGKB8AMAAAAgFgg/AAAAAGJhVtgHkA/HcSSNXc0VAAAAQHyNZ4LxjJCNleFncHBQkrRgwYKQjwQAAACACQYHBzVnzpysjyly3EQkw5w8eVJvvPGGZs+eraKiolCPZWBgQAsWLNChQ4dUVlYW6rHAHpw3yAfnDfLBeYN8cN4gV2GeM47jaHBwUPPnz9eMGdl39Vi58jNjxgydccYZYR9GirKyMt4ckDPOG+SD8wb54LxBPjhvkKuwzpnpVnzG0fAAAAAAQCwQfgAAAADEAuGnQCUlJdqyZYtKSkrCPhRYhPMG+eC8QT44b5APzhvkypZzxsqGBwAAAACQK1Z+AAAAAMQC4QcAAABALBB+AAAAAMQC4QcAAABALBB+AAAAAMQC4adAd955p/78z/9cpaWluuiii/T888+HfUgwxLZt2/TBD35Qs2fPViKR0JVXXqmOjo6UxwwNDWn9+vUqLy/Xu9/9bl1zzTU6cuRISEcME33jG99QUVGRNm7cmLyN8wbpvP7661q5cqXKy8t16qmn6uyzz9Yvf/nL5P2O4+iWW25RdXW1Tj31VC1fvlydnZ0hHjHCNjo6qptvvlkLFy7Uqaeeqr/4i7/Qv/7rv2piI2DOGzz77LP6+Mc/rvnz56uoqEg//vGPU+53c468+eabampqUllZmebOnatPf/rTeuuttwJ8Fu8g/BTg4Ycf1qZNm7Rlyxb96le/0jnnnKPGxkb19PSEfWgwwDPPPKP169frF7/4hZ588km9/fbb+vCHP6zjx48nH3PjjTfqf/7nf/SjH/1IzzzzjN544w1dffXVIR41TPLCCy/orrvu0gc+8IGU2zlvMNnRo0fV0NCgU045RT/96U914MAB/du//Zve8573JB9z++23a/v27WppadHevXt12mmnqbGxUUNDQyEeOcJ02223qbm5Wd/5znfU3t6u2267Tbfffru+/e1vJx/DeYPjx4/rnHPO0Z133pn2fjfnSFNTk/bv368nn3xSjz32mJ599lmtXr06qKeQykHeLrzwQmf9+vXJr0dHR5358+c727ZtC/GoYKqenh5HkvPMM884juM4/f39zimnnOL86Ec/Sj6mvb3dkeS0tbWFdZgwxODgoFNXV+c8+eSTziWXXOJs2LDBcRzOG6T3pS99ybn44osz3n/y5EmnqqrK+eY3v5m8rb+/3ykpKXEefPDBIA4RBrr88sudT33qUym3XX311U5TU5PjOJw3mEqSs2vXruTXbs6RAwcOOJKcF154IfmYn/70p05RUZHz+uuvB3bs41j5ydPIyIj27dun5cuXJ2+bMWOGli9frra2thCPDKY6duyYJGnevHmSpH379untt99OOYcWLVqkmpoaziFo/fr1uvzyy1POD4nzBuk9+uijuuCCC3TttdcqkUho6dKluueee5L3v/baa+ru7k45b+bMmaOLLrqI8ybGli1bpt27d+uVV16RJP3617/Wc889p7/7u7+TxHmD6bk5R9ra2jR37lxdcMEFyccsX75cM2bM0N69ewM/5lmB/8SI6O3t1ejoqCorK1Nur6ys1MsvvxzSUcFUJ0+e1MaNG9XQ0KD3v//9kqTu7m4VFxdr7ty5KY+trKxUd3d3CEcJUzz00EP61a9+pRdeeGHKfZw3SKerq0vNzc3atGmTvvzlL+uFF17Q5z//eRUXF2vVqlXJcyPdZxbnTXzddNNNGhgY0KJFizRz5kyNjo7qa1/7mpqamiSJ8wbTcnOOdHd3K5FIpNw/a9YszZs3L5TziPADBGD9+vX63e9+p+eeey7sQ4HhDh06pA0bNujJJ59UaWlp2IcDS5w8eVIXXHCBvv71r0uSli5dqt/97ndqaWnRqlWrQj46mGrHjh26//779cADD2jJkiV66aWXtHHjRs2fP5/zBpFF2VueKioqNHPmzCkdlo4cOaKqqqqQjgomuuGGG/TYY4/p6aef1hlnnJG8vaqqSiMjI+rv7095POdQvO3bt089PT0677zzNGvWLM2aNUvPPPOMtm/frlmzZqmyspLzBlNUV1frrLPOSrlt8eLFOnjwoCQlzw0+szDRP/3TP+mmm27Sddddp7PPPluf+MQndOONN2rbtm2SOG8wPTfnSFVV1ZRmYCdOnNCbb74ZynlE+MlTcXGxzj//fO3evTt528mTJ7V7927V19eHeGQwheM4uuGGG7Rr1y499dRTWrhwYcr9559/vk455ZSUc6ijo0MHDx7kHIqxyy67TL/97W/10ksvJf+74IIL1NTUlPx/zhtM1tDQMKWV/iuvvKL3vve9kqSFCxeqqqoq5bwZGBjQ3r17OW9i7A9/+INmzEgdCs6cOVMnT56UxHmD6bk5R+rr69Xf3699+/YlH/PUU0/p5MmTuuiiiwI/Zrq9FeChhx5ySkpKnO9///vOgQMHnNWrVztz5851uru7wz40GGDdunXOnDlznJ/97GfO4cOHk//94Q9/SD5m7dq1Tk1NjfPUU085v/zlL536+nqnvr4+xKOGiSZ2e3MczhtM9fzzzzuzZs1yvva1rzmdnZ3O/fff77zrXe9y7rvvvuRjvvGNbzhz5851/vu//9v5zW9+41xxxRXOwoULnT/+8Y8hHjnCtGrVKuf00093HnvsMee1115zdu7c6VRUVDhf/OIXk4/hvMHg4KDz4osvOi+++KIjyfnWt77lvPjii87vf/97x3HcnSMf+chHnKVLlzp79+51nnvuOaeurs65/vrrQ3k+hJ8Cffvb33Zqamqc4uJi58ILL3R+8YtfhH1IMISktP/de++9ycf88Y9/dD772c8673nPe5x3vetdzlVXXeUcPnw4vIOGkSaHH84bpPM///M/zvvf/36npKTEWbRokXP33Xen3H/y5Enn5ptvdiorK52SkhLnsssuczo6OkI6WphgYGDA2bBhg1NTU+OUlpY6tbW1zj//8z87w8PDycdw3uDpp59OO55ZtWqV4zjuzpG+vj7n+uuvd9797nc7ZWVlzic/+UlncHAwhGfjOEWOM+EyvgAAAAAQUez5AQAAABALhB8AAAAAsUD4AQAAABALhB8AAAAAsUD4AQAAABALhB8AAAAAsUD4AQAAABALhB8AAAAAsUD4AQAAABALhB8AAAAAsUD4AQAAABAL/z8wY2az7w156gAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 8\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Iterations: 9\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# auto clustering (2 cluster algorithm )\n", + "num=400\n", + "data = 0+(100-0)*np.random.random((num,2))\n", + "# consider datapoint0 as centroid 1\n", + "c1x = data[0,0];c1y = data[0,1]\n", + "# consider datapoint1 as centroid 2\n", + "c2x = data[1,0];c2y = data[1,1]\n", + "\n", + "# step 2 find the distances of centroid and 1 and centroid 2 with respect to\n", + "# all the datapoints\n", + "for it in range(10):\n", + " plt.figure(1,(10,2))\n", + " plt.subplot(1,2,1)\n", + " #plt.title('Raw data')\n", + " plt.plot(data[:,0],data[:,1],'rs')\n", + " Cluster1x=[];Cluster1y=[]\n", + " Cluster2x=[];Cluster2y=[]\n", + " for i in range(data.shape[0]):\n", + " d1 = np.sqrt((c1x-data[i,0])**2 + (c1y-data[i,1])**2)\n", + " d2 = np.sqrt((c2x-data[i,0])**2 + (c2y-data[i,1])**2)\n", + " if(d1" + ], + "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" 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\n" 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\n" 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\n" 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\n" 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IyEBDQwNKSkrYJXaLiopgsViQnp7OeVydTgedTidmUyXBWSl465YhGa2Et4Ho6c2qzYP+/Tw6GiZkBQqVbgLLlPIcVJZmEke1USguykVhBDfnypUrOH36NPu5qqoKx44dQ3R0NJKTk7FkyRL85S9/QVpaGhumnJiYyObK9O3bF/fddx8ef/xxbNy4Ea2trVi8eDGmT5+u6QgyMV0yJKMVIR2JdEQlloKkiEOLwKi2j/tky9Qy/4OvrweiB0AsBIvDH3/8Effccw/72ea6mj17NrZs2YI///nPaG5uxvz589HQ0IDhw4fjq6++YnNgAOua44sXL8bYsWPZRMt169aJcDni4M1kmpbnKwBp5iz0bYExspZ60pfUPQJY77knRaSVZxITn+rxesLbALOp2WW77ZmQDpJm1eYBtXmc3/kypxLowRyCxcno0aPBt0ZZUFAQXn75Zbz88stu94mOjlZtUmWgTsCKrSC3xS7EiFGP+tU9sscmqNXUXxIS0lBx+yG/EWjJ/TJQlPEO97zCdVpCgTHFC1DRoz97XWIPlrydUyF1def3yUZCQprDdtscq227Vr0JGh5zS4Pck3jOI8rq0mLNdiZ7+vYephlB5olVGIuU2F7sZ0NkLPrfngkAOLB/q6T9RWhfSO6X4Tf3HQB0+o4e3cHO91ct3gRSV/f9p3OA0252cLddZMIlsmxV8BgCi22xC9G39zD2s/2IUo7Q2kBMnPSVFSgEam9M/usvAEU3JWJM8QLJBdksN26bQIE0WpJ0Pwo3+X2y1Z/JT/FM397DcMeYmezn6tJiHCnaDsAq5KVWLr4qsLW6h/Hn5gLeUaUa/Pwk/ntvMYUCZ88d8/rYMfGpCG9TX8SPGmlorPW8k4D9fIWkX9n6P5+rUgq87VP6NrAWudjQLq4gcicDiuE6iImKR35StsMLbYiMdfAhq8HPn9wvAxUzuOcjyiq+VdQySO6Xgfw+2VbXCIWXusaLou7nK3z9yoat/0utYJy9IWZTsyCr2vZ7Kd9XqmAURC5fsZgjKmu0jdPxLwAVt6sv6MHdfERMfCr07+f5dO+rak/50DLriFFfnqOKuQI102S6LOp+YqCWeS4ub8jHv2Xj6OmDRPlczr+XAtq9RUKI6SwlzqMaW9ukHFFprfCj/SjUaKxkrbG6yzX409UCtIV4PoavCZmeRsJCrSw1uCWV5EKz0cHVHGiotTSSypojP2IlFwoxnaVC3wZVhAZrIfafaxR6pGg72g4UKNoGBwgUjBxuDi2Q17EUeQdmSXJsLShvod4Qua4poBWMt1rf3cORy3TmslIA8QS3/fFJR9I2xWw0VmJKeY7HIAA15REJTcoTipQvsxxuDiGIPbjorI8ETGK0TBj274C375WUgSbeIveAREWXLj+kWp8vtFgJpBYqLscnUDAOmdAaWktFateCvyec2iNF0mlMZLxPCsb53SUdAInxzJy9GmIGl3g7aJF7QBLQCsZbbB1GCaGh04C5TgKXtaCE4pYy0ELXZo2wq6s5yzmq57tetczpCUGKJGVDZKxLUIkQuARqZWmmbC5cF68GodvTEGldM8s5w1+KNkoJVTAEcNUpUpubhwQ1CS1/uacAt8vSaKzE1PIc3ixtvusVY05PC3NhnkhISBM9m10tUWDuUJvb0xeogvESMdw83vhozT6cVw2BCHyoyXUmBC6BcKRoO8weBCPf9fqqHNRUI80X1DiPQSGHPjYFkdJHy3dOIQKFvuDyI4ZyUGphLLFxNyhSOlmWQgYVGwrjjY9WzrUr1JwRrwakcCn6i3Jwh33/JemvbgdFAd737FGT+9seqmB84IsDm9mXxVZhV44XnnTtCrF88LxWT4C85LaKymosi2OP1CHXYmDff71106lVoEqJp/d5R+pSXDU1uv0+tfsg2ftqQCoY24MyGit9KjroUGW3FtCV5+CUwj5t28gW8LwKoru1KNQmNL1B7AnuiSPmqnLi1f46SUJw1YYp1LrkQd+as4KeidrnE7nwRSkShdMzAIJ4jn0BDuvmyIGGuqI4uDwojjsQ2ga0eXFnfJmAFxtf1qIgHVWqdX5GyByGlkfCRmMlhu2d5dh2BZ+Ft/3BZtEItWbUHg3mjC9KkSicnke5AMq4VVUmGqSH5EF5o1z8CSEd8eM+5MX15ELIHMYdY2aKOhKW00XV0FirKuXua9CKGueVxLaEtaYUfUVF3VNdyLVeh7OLQyvrhEiRAa+UpSDWSy/0noS3WZ+5rUijDTXPn3jCm6AVteIvod5KogFRpgz2cxNSRUtxdmCnJ2I/TyJn1JZ9bTGutV+8XRzNXR01wDufOdcIUykBTVoVYK1+Cv58Jd/zcrkSo1bXn1rw92g+OaAKxg0JCWmC63EJhXSexKEtMikYt5FqtfBJIIqZpSx1HTGpMuGbTJd9tlL1bb6VUQlvA4oy3qGCkSIpVMEogBZCSbWAlHXEpHSPkM5XebL26mrOeq3sW0IBnb6jdz+mUAihCkZmfBl1k0Tp2Pz6cq1R7q+owT3iydqTe813oag1ylDtqMnt6yv00RMQE58KXZs1DJkPkkrHvoy63YU52uc/sH59P4HPTaXVl06rCHUZ2vdXWvWBDJ/cvp7yYGgmv/R4k/eQ3C8Dp2Ycwomju91aBnyZ/PYvpq9C0d1KjC0ErhJbGXClkvGELjUg5RyLTy/bSQBfApgIYISIjRKIGBYCqdLw1mVo668x8anQv5+nqXwjo7HS6/28nb/zdo0qADCbmjndnjaPhrulI6RMSBX91e3RowfOnTvnsv3JJ5/Ehg0bMHr0aOzfv9/huwULFmDjxo1iN4UTb5OdvA1llWOtbNIXwRAZi0kzV7qshyHl6NK+xIpNAZO+fGLOsThXLfD0Urm9p1cA7IJ1EazPgLLRxyTL8Pf0XH0tBMmZqOmETWn46jLUYuY9qZvZeT85wptJg2WqS4tvPGM3ATpShlqLLvZ++OEHtLe3s59PnjyJe++9F7///e/ZbY8//jhefvll9nNERITYzeBFzmQnKSeibQh9ETivXwIFo28D/jBjlcO5hLx8YtISar3+hIQ0IkHGeU8ZWJWL+fpnM7D2H//GzCfXABB/zoHkufpSCJIkUdO+9JCveHrvqkuLXXKC7JFbAZFG6dkWB7NBqoxtJXLsIR0skqL0XKLooq9r164On1evXo2ePXti1KhR7LaIiAjEx8eLfWq/RG1uAz5IlpYW0uHFxtuSJCw/Ayi3+8wAPx6rwocffohp06YhuV8GijLewcjiBaJUg3AWXP6MkkmN7ixq0oGbu1UnPcGVChDeBr+auJD0UlpaWrBt2zZkZWUhKOjG7NP27duxbds2xMfHY/LkyVixYgWvFWM2m2E2m9nPjY3uK4b6CzZhrTa3AR+29tpeVi5/708/FxEdy2is9PrF9YRXIzaba4yDBQsWYPTo0YiNjYVO31G0UkNCr19IEVdf82jE5sTR3YqMtOVwYQtBC1U8hCDp5XzyySdoaGjAnDlz2G2PPPIIunfvjsTERBw/fhxLly5FRUUF8vPz3R4nNzcXOTn+ExlFgpTLpjqP2MQqUUPi0w9rBxDi+VhCwqxXYazotdAchK+za8yJpqYmLFy4EP/+979FbYMQSIu4/q3Tw4iJjIchMlY1oezVpcWYUp6jyMhdDhd2ICPprf3nP/+JCRMmIDExkd02f/589v/+/fsjISEBY8eOxZkzZ9CzZ0/O4yxfvhxZWVns58bGRiQlJfncPrWuWS6lW8ztiE2EzHLA8/xDK4FyAYC6xhrMu5BH1K6U2F43lk0QCYe14Gvh6Bpzor29Hfn5+fj5559FbYMQSIu4LjEVWAMUJNItzlGSJO9QXc1Z4sGN2HMUFGmRTMGcO3cOe/bs4bVMACA9PR0AcPr0abcKRqfTQafTido+tRWys5+/EKrYhExGij1is3fl+ZJZ7kyTqVE97oJYAH0AVMBqzTgREhKCBx98ELfeeiuOXDwmb9tUhvO8gtjv0JTyHOz7IpG3CoGW3MreIDTcX0kke4U3b96M2NhYTJo0iXe/Y8eOAQASEhKkagonSkdXOOOLS8xhtO1pPxHRtwEjRj3K3h8lMsvD5ZhLCAJwP4BfYB39238VBERGRiIvz3+TCMsqvoUhMtYrN6rY71BLKDC6eIHH+aWijHdkUUJaCsJRAkkUjMViwebNmzF79myEht44xZkzZ7Bjxw5MnDgRXbp0wfHjx/HMM89g5MiRGDBggBRNURypFrQSWubfdg5flYAvlpYU5PfJRv/bM6EvzxHVMnN5bp1gVTIfO+7HMMDGjRsRGyss4ov0eakBq1UCF2kR1k7u8hQTT0rORKiEhITCu6sLx/UOSF0iR8jChkovqCfJLdizZw+qq6sxb948h+3h4eHYs2cP1q5di+bmZiQlJWHq1Kl48cUXpWiGKpAiwUxomX/7c/iqYKQMPrCnsz7KxVrgIiEhTZKSJFzPjRnO4Lmat/DNoSNot1hY19i0adMEH59rqWp75FTeXMKT5D4qoVxIIVFCQt4FIf3e1wRYMVE6wVUSBTN+/HgwjKuzOikpySWLPxAQkthJEnjgVZl/jRETGUekYGxIUZKE67nt7D8evXv3RkNDA6drjHTE6K6skFpQUwizFuHqOyR9U662yIVaplEpIA88+LhPtnyNkoDQNv5lqX3J0ZB6xBYbG4t33nkHTz/9NNatW+fiGhPj/HyDDFsUlbP140uNu0BI+HOHkArl1aXFPglq577xxYHNqlpqXAoCoAvJh69hz6SBB2rJX3CG1PdsUy7Objz74/gSkSb1iG3atGm8bjFfzk+c+CfxKphyRvApWdbfJvRPHN3ttgisrUK5vjzH54g4+75hNjVjxfeFvBWQtQ5VMCJRXVqMXu/fzVvSX9cGnFJ4/W5fXmZPriWhcyGe3HhKTk4qhZhh5GFtAILUPVcC3Og3B/ZvVaSkv21u0lNFcrEj4jImzse7Zw5j3qV3RTmeGglYBSN2dMWJo7s9rhdjDrXup6SCsVcC9uvIuMPeyiBxLTmM3n0QFkpPTvoDraHArltcLUQ5J5uFzHeNADzOUYhRcUJNDLx1DHCAKhjNw1UeZXWnh9FkstY166yPsk4sX4dvfRcuvC3trQT2SsC5dL8zSgpxZ1eT8zN0rnVGFY4rbi1EiRQMScFTd5AMKsymZowpXhDQ5V30bdb7oKbK0+4IiMdE5Nc2wSFqSX8BqLg9U+qmKY7Y8xU2JSD2apNqq7wQCHgKxuDC1zB2kv5Y0aO/wwJ+3lhjzpaVL4uL+QJpkIH9XCWJklXLuxAQCsYbvzbXeg1qGRUYImOhv6C++QkpK9P6ssYGoJ5npyWebh+M10NLlG6GCy5KiEDBeLKslPJAeOMKPlK0XVVVSPgICAXjLVLXVfKWhIQ0VNyuvvkJNVSm5Qq5Bdw/O7kLnno6n5qKOb6uU59y8Ra5EoS9Qck8FamhCkYAUo8KhAQe+FunlFrwcj07ud1uJOeTI/9EqrBgW76IbW7An61GtVZiVxtUwYhE3eUan48RaJFTNmWplOCVu+ApaQUGqSOluPqZGJFltnwRW46OWix+EkgTe+su1+Dz7Ss9Rl9q6dqlhCoYEaguLcZzVwuIFtLytAyumi0TsayMVRiLlNheSO0+CMn9Moh8ymoITZVr1MpXp8z+HpOEmNssCue2cfYzkSPL5JgHECvdgLQi+RJzAXC6wKPkFOPa3fU3sQNopEQFr632qas5S5TMFna9BpWUSCUExbQyVqAQqC20Rur16C+4LUogpzuNtIacLcTcXT6TvUXhryNqf7X61baUs7dovPnaoqBPtqQdXUohSOreEYLQirZKorb1g4AbVsiRou2yZaHborGUqAzsDjVb/d6ihoAZMfCDS/CMkrWOnJEyOUqNQlBNOLsWtORqoEiLmmSEGKiljJKf3E5+uMxoo7HSIaa9rvEilpj4l3f2lSnlObwjTXfFHwFtmvlSsi12IQyRsWhorEVV7SmiqrTuQpgp5PjrPZQq8EEu3K3/pDQBoWAAz2Z0dWkxlr2fL2nyoicXknMUjvO5lfShqyk/A7AGS/xO5FUs1YJ9qC8XzsJDjGfjbyN4b5Aj8EEq1Lr+UwB3J0fUPllI4tqSUgmooYaaPQ2NtUTCcBXG+rTmhlhLTQNkQlzXBkwtz4GZx9K1H2xUlxZjSnmOz2+yc//X0uidol6ogrHD25Un1eDLF0vQuItCq6o95duB3WA0VqL/7ZmCR8+k7UmJ7QXUelYwntZcF0PBkAxijv9chLkeyrfbDzbqas6KFsLtTQkWPtQyD6AEarv26uLzqDvb6Pb7mNRIJGd0E/28VMF4gTchhFInz4khaJQIjTz93xOYNHOloHVkAIi+EqBcpUT4BjHVpcVYsHeWpt5Kd4oZUM88gLcIdRva3ws1XXt18Xn0vrsLTHCvQPQwoeLQedGVjIa6snogDSG073BGY6V1fkUFlFV8y/kCKBMayQAQbx0ZqRB7/SAuxLRGnAmXaESt5hpfviJ0ITQx74WYc2J1Zxt5lQsAmKBH3dlGqmDUAOlchyEylu1wR4q2S77MLSmzavOgfz9PFYl3MZHxip6fFLXP0XkiX+IcLH8luV+GtTr3qV3A1Rj3O0bUiX5eoVa9GqEKxgu0tLiYO9SaD6PmaCYtJ/S5Kz1D8Yz5YhdgfQXQ3sH9TiHXYB66X9Tzqt2qJ0GFr7F/Iqbg5JqIV0OggTfUXa5xCcn9uE82q5wNkbEOwlHoaE4Na+dosfKuHC5BraCzdOdXLgDQ3sG6nwRo+VlQBQPpBIB9hWU+F4u7WlL2CKk8rBT2yV5fHNhMNBH/3NUCtB4ocPu9dWXRQ15FN+mv134ruikRZ88dc/iurrGGXS67W9dkyZZfFlK+R01o3SXoT2j5WYguplauXImcHMfJ7N69e6O8vBwAYDKZ8Oyzz2Lnzp0wm83IzMzE3//+d8TFxYndFCKkrN/13NUCPFxazP6Oz8ViK1zoDlsHIqk8LDW2asjOpHYfhIyJ8wFct6gIwoM9FQn11pW3sLkfenfpg4LP/obnruSjle+e/QbgwGaHTWIltgop30OK/YS9VKNba1irAcAdnN/HpEYiuZ/4Ya0UbrTqnpVEVN16663Ys2fPjZOE3jjNM888g88//xwfffQRoqKisHjxYkyZMgXffquMi0fK+l2tIeS/01IHslVDdsZWHTm5Xwbx+hpSkdexFDCVWj940cvVOkcFABs7rEDdUQPqjpYBMODj6I/QcOUC+70hNhwJaZ3Zz0JHt0qGtQY6SuWrSIUkCiY0NBTx8a7RQZcvX8Y///lP7NixA2PGjAEAbN68GX379sV3332Hu+66S4rmiI4Q4elubkSNJq2v80T2Qrn/7ZnQlefAzHOs0DagTeC51BwE4CtEmf71SVi4fjnMsJ8T6Ouwj1X413stiJQMa5UKLQhuqRR7TGok9DDBBD3vcWNSIwW1lwRJXtPKykokJiZCr9cjIyMDubm5SE5ORklJCVpbWzFu3Dh23z59+iA5ORnFxcVuFYzZbIbZbGY/Nza67yhyQLo4ESB8jXgl4fP1Cp1cT+6XgVN2x+KaZxKqXLjaqOUQTmdIfO3GI51xP/gnnLUm/KVGKxaZVIo9OaMbKg75SSZ/eno6tmzZgt69e8NoNCInJwcjRozAyZMnUVNTg/DwcBgMBoffxMXFoabG/ZLDubm5LvM6cmOf+xITn+pzZr7ULhhP1oE7vzyvq06AIHcOnGhorFVXSZP/9QZaI258jqgDDL867GKsbALGeNlIL/HkKj1iLJOxNf6BP1pkQknO6KbItYmuYCZMmMD+P2DAAKSnp6N79+748MMP0aGDh1A/NyxfvhxZWVns58bGRiQlJfncViFMKc9BZWkmKwDeiZ3nsWaUknApF/soLylddGqOdGPJ3wEY7SawQ68Bi3s7KJmG2hafT2OsbPL5GBRlIXExhcMEY2UTjmwvc/idvyosUiQXAQaDAb169cLp06dx7733oqWlBQ0NDQ5WzMWLFznnbGzodDrodDqpm8pLi53FUV1ajAW172ouyFuOkt5l39bDENskm3IRTYC3dbBmajtZMe7g8+nbt+mhTQOBBaK0kKIQXC4mY2UTpuQMRAuscqkFetyfM9Thd2pwuymN5GLgypUrOHPmDB599FEMHjwYYWFhKCwsxNSpUwEAFRUVqK6uRkaGeuYiPCFlzShPSDnJzSc0yyquAU1JHgXwrLzhCIdJNKHqKcRWDCtDKCQ+fZaoaqBVD4SZ3O4S3hakSJJc8abjOHvM9XlXnWqBc+BAoOPsYjqyvYxVLu7wd7cbCaKLqT/96U+YPHkyunfvjgsXLiA7OxshISGYMWMGoqKi8NhjjyErKwvR0dGIjIzEU089hYyMDFkjyOznB4zGSq+imZTC3URwWcW3mHUmHzAZAEso0B7u+uOIOpR9W4+YDq6jKs9Csy8QOtPFjcRFC48rwRPO1XkVi7Zr1cPQJZHzKxKfPsvlZODtCt5aVfnPyR8OXbzpOO5e0B9AkKznpQQWoovV//73v5gxYwbq6+vRtWtXDB8+HN999x26du0KAHjzzTcRHByMqVOnOiRaygXn/IBGlIsNrolgY7kZeOt1q6vHHaHXMCv6NPQvdXEx3YmEpic3Uqve+r0Phf+EVqQ1dEoE6vktBBds7XQmfzsQds36/9UYJGxoJj8mH5eTrX9uSIj1bm7SF6yWi/fKRaqwVn+j7Nt6AGWizsdoaV5PdNG6c+dO3u/1ej02bNiADRs2iH1qIpQpSS89DTUWfuUCWL+3hMIEPQ5srUJfO3eY9UUgwF4IO3M1xipIRa4sa8PZhWesbMLRg9HA4bOAvgEIbgNCWoFORutnGyYDcCXBtZ3O1Dm7hdQXsSV3TsOqsUWYODfBZbtQgamFPBQpmJU3HMgjm4+JSY2EDiaYPXgApuYMwKlMbczt+KGo1QZKF6ezdXzBuAhh8eC7Jx5deFdchaBWKPu2HjGpZAJD7pyGlF7huGOmb89c6TwUIUpZKkXoaT7Gdt5XHz6FJQX38B7LTDi3owalHlAKprr4PPlIXQT8ebU/MRAy3yJo3kME7K0A5xdV7D40K2849HnkAlapnAZvUToPhVQpA/CoCMNhRn7296IGlzgqYHEGcEordRsBo2CKNx3H6AW90JIw3KsIJ28sDjlX+zNExpLtaDJI2g4AVheUh8gptOqQGj0Jd4yZ5PIV18jLV6EeDhNv8IFVcPzE1vCyje4ERYz5gL3b0l/dRUpCopSPbC/z+JxboHMJR/YVKQZPSit1GwGhYKqLz2P0gt4ewwrt4Rtdm/9nQHhbEFpCGbe/Z8vry2SmEi8oJYcriSByCldjoOOYRJdCoOthQtE7p6DrGOZ2H+tzcBUcclpOQvz1cqMGdwtFewSEgqk724gWgULCnfVRXXweY6aPRUvUL24FaDhMKHrzN+BysirMVEXwEDllxXUSXWyBvm3hQYx4NAXJGQNEO6bUqC1/Qi3uFor2CAgFIyasAOQRoC0AdG1lopupvImQMs4tcbFqbBFWFAor3CVHuGXfYV1kEXrbFh4EcN0K0QCpgyIBMOAPVWaQOihSNe4WrWMLWebe7p8EnoIhmB9QOsKLCzLXkSeBIQ16mDB2WgxWFfLPczijRBa+VPQd1sX6j0YKO2fMH4BD4M7kB4C6i22INIRA1zFGNQJQ6246ryM3NUzgKRgP8wPbFh7EiBl3qi7Ci8x1FIRVY4vQOSoYTZctAIDOkUGIibfOPRhiw9FQ2yLKKNt+Utz6Yg9A/oXvRZ8ApfDji9DNmD8AXL38xmBGD8hcz9Xd9Vhrfw3gdXVzuelI74/cEaa+wBfhaEMt1xJ4CgbgdW/1Te2A5H7y1mHiMp29HY05u6mcF5+qLj4PfR5/ToAnbsxr3FAm1cXnAVgVj5BgCinRcrY5SQa4VHMjYs+DkeahmJtbfQrwcHbTkd6foneOY8yCXqJc87aFB29Ys9cp+7ZelEGd7dhyRzj6QmAqGJXBZTqLNWnq/NLx5QSQvgjO8xredvSqUy0O5c1tbSBh28KDrEVmw2WpYJldJiSClBSSiDKtzI2Q5qHUnQ0T5d7ZIL0/Z481inbevsO6cCSmlvnsGtPDdH1QJ7C8k4djSj0AowrGjnAVjXilTjzjPq53L4K3HX1F4RisKBR+PhsJaZ3hHJ0ttlIhWwvEDHNzK68gNVY2oaG2BXU1rR4zte0xQY8Tu7mPeeDfNdBK1WOSPBQ+BaQGQtGCNnAUkb2OrwKby/qx4Uu/dndcmskvEqRCYt87pzQVzkqKu+gVQP0To+5wN2EqdrhsckY3FL1zPUnXTf9pgQ5jFvRCRf/zHgVp8abjCC8QFgxhv+6II9pQLgDZXIja+ST7mIOF7Iyv7xK39eM7Uh2XhIBQMOT1mzwrF6HFBsVymfgCX/SKWvMXvPVlS2H56TqGeVQIJOetLj6PMTyKyh1qmdPig2/0TjoX8nH2eamax4t1/RvPJKR1VkxQa5WAUDCAePWbhBYb5NpXrEk/MVCDj54LqXzZSiJ3PTVvEBJNZT8I4Bu9k86FKBW2LjR/i0JOwCgYMRGirLj3FS4oxZxAplC4EBqsoaTrRQm8jfaUe4kFZ77YbISxsskupUC+QQ5VMBqBy3IS2xJS+kWgKIsQC0uN/UDqNnkb7Sn3EgvOrCgcA1wPppHbJU4VjIZwtoZiUn3PaXE+vpIvAkV8pIiMvJEHJW4/MMSGEwXj2Fe9tse5b8ph9ZO6mKVYYsGb65PbJU4VjADEKlUhlqXgTiH4Ytl48yKo1X2n9dIiABAGM1p9mOTPzz7OWSXaF6Sq75aQ1hkVh+p5n5m5uRW6jtyRXLbfOed8HdhaRfQ+OAeWePseydXvhF6fElAFQwiJf9q2GJGn0ZWYloJYczy+IEbypj1iuDpoBWArfGG1ciC0BAvfAMehhI0bnJ9pckY369LgBO+D65yS8PeITE6YXOSEt0pHyPXZELNyiCeogiGExD/NtxgRV8f3J8Hma/ImSUSSEMtPzCx3by1OMVbCbIXO6/I7Ss+TiF3KROrKBc6C15vnRSYn9C5ygnSwI8ZifFJWDnGGKhiZUGs4cDjMMFY2sSVblMiE5yqDwYUQy0/MrHBvLE4xhau7OQdbdQDnEjnu2sSHEEvDXhD7Gp5sQ2llCChb7Zg0j0qq2mNSySeqYDSAlD5dZ6tLikx4MQMHlLL8hJ5XzJwXqRP8hAoue0EsRn+RKmjAhlrnCIWihTwqZ6iCUTlyzyVIMZJRsztQTn+0WvFFcInRX6ReFE6KYBgKGVTBqBwhfmfb/mpZC0ILyOmPlhN/iKATE6mCYdTg2lMzoiuY3Nxc5Ofno7y8HB06dMDdd9+NV199Fb1792b3GT16NPbv3+/wuwULFmDjxo1iNydgMFY2YdisFM2Z0GpEHfNlHwJ4GsA6ALcJ+qXcVq8cS18riVRVjqViYb99SEywsJ8vGIORVzpakbaIrmD279+PRYsW4c4770RbWxuef/55jB8/HqWlpejYsSO73+OPP46XX36Z/RwRESF2U1SJVCPLhtoWzfuYKTZqASwA0ABgPi5d/kzQr+VeJ2ZKzgBUZnqvrNTuptRaSZy80tFAqdKtsCK6gvnqq68cPm/ZsgWxsbEoKSnByJEj2e0RERGIj48X+/SSIcZEIYmV4Q/uGSVwVtzGyiaEQ1hZfHXAAHgCgM0qaMLrH/0V4578QrVurxYflRWpm1ILpYz8JaBALCSfg7l8+TIAIDo62mH79u3bsW3bNsTHx2Py5MlYsWKFWyvGbDbDbDaznxsb5V+YyNNiUtb1wvk7PgCPHU8d7hltQZoEu3He9zh/rlXV1XMX3/sy3v66wG5LO77a9yX+/peNeHbFHKLBiVrwRdhyvQdaKGXE1UarfHC3po8VpRWjVOeXVMFYLBYsWbIEw4YNw2233fAjP/LII+jevTsSExNx/PhxLF26FBUVFcjPz+c8Tm5uLnJycqRsKhF80VCVmSRLwiqbVS02ahlRkybBPvHunbJZNN4J11ps+fZ1BAUFgWEYdmtQUBCW5S6FCVMAnuPZB3uoATWUMuLro8bKJuhggllki4irjSTyQYyEX6GEwYyC7J/QP1OaSE9JFcyiRYtw8uRJHDx40GH7/Pnz2f/79++PhIQEjB07FmfOnEHPnj1djrN8+XJkZWWxnxsbG5GUlCRdw72ApOOf2E02upRy0tST2ygcJqLES29KYig9upTTXeYsXD0LVatr7JrpqoNyAQCGYdBsagawEMC/RW+rlG4dJUsZFW86jtELeqOFp4+GwYTskUW4qUsQYuLDXL5vMTM4sVvnVjn4VtJJGFIobFudO6neS8kUzOLFi7Fr1y588803uPnmm3n3TU9PBwCcPn2aU8HodDrodOpf1c8TpAsq2e9H6nc2xLpfK9ye/Ozj7DnqalrxXMEwtNqtM+5cxsLdnJA3JTECbX7JUah4Eqo/AyhAu4X7W4ulHUD+9f1uFaV9tsl1Y2UT8uadQZgu2GWfoz+04PUf1etSdEd18fnry1zzy41W6JHzjffXJ3eflkJhS7nQm+gKhmEYPPXUUygoKMC+ffuQkpLi8TfHjh0DACQkJIjdHM1D6ncmdb+dPt6MpQUZvG4Be8ScE9LK/JKzFQfIYX3dCuBhhAT/B+2WdpdvQ4JD0G55EGIpF0Ce0ihi1M4iPa49xsomXstFLLj6tFpcx2pAdAWzaNEi7NixA59++ik6d+6MmpoaAEBUVBQ6dOiAM2fOYMeOHZg4cSK6dOmC48eP45lnnsHIkSMxYMAAsZujSepqWh0+k5rXJG6OJQX3+NS2QMCXYoTeEwRgIzro96D52hWXOZgIfUc0XSXTBmqJZJKqdhZpUIcS0CrejrjaxD6Sl5eHy5cvY/To0UhISGD/PvjgAwBAeHg49uzZg/Hjx6NPnz549tlnMXXqVHz2mbBYf3/mTwXDUF0sLBrIaunUY9vCg553pghGngn0WLwwbyXnHMzz87IBxBIdxdYXSraVoWRbmeR9wt1EuNWNKr6SIzmuN9WnxYCkbWL3JduAQo1I4iLjIykpySWLXynkNmVJ50naEO6VK8mbtSEo8kBiVYTDhNuihyFz1H3Yc/BrtLe3IyQkBA8++CDG3zUBy98mP5+w+R/PeMpmB+DgUgR8c4UpHbarJdy50b/YbFQ8JD9ga5EpYcoqvfiTv6IWlxAfNiFwYvd5tzkRLdBj8svp0OEddOzUH41XGhEZGYm8vDyYzrQqmmTIl83uqyuMS3kF0jyFGHC50cu+rQcKFWrQdQJWwchdTkPoyn4UckiEtxqwrVPjqX1mJGPlnGy89fEarFu3DrGxsUAsVJtk6GsZea2VYtEKpB4T0v28IWAVjJxIuVCQUqjNaiAV3nLA53olHWSMv2sClq3Pctim5mUPKOqjf2Y36HL4E0l1MKF/pnR9iioYGdDiQkE23LldnP2+WiiHIQf+OJjQKnLUolNzn07O6IZTClu9VMFQXLBm4B9HQlpn3g7oPKIWoxyG1lHjYMJXazMcZtUKUT5sfRi4sby0Pbalpm2VM9wtS+3uO0D9fVppq5cqGD+DRJjoYMK/7V4+rmMkZwzl/I4PpTuzlISreKTqCW+sTXvys3/yqj+Q4I0FQFrdQqr6WnwoXfFZbUmeVMGoEF86IHnFWWkEhhYIhRmfZP+EhLTOxHWc8rOPy3rPxF4jhcvaPLC1iujaxYp+9CZazJ3A/Dj7PBpqW1grxBmlLAslKz6rMcmTKhgP2L/oUnda2wvo63n82ZIQgzbokJDWGXfM7IuY1PPQ55GNhuVE6qWcheRMifUOCI0WIxeY9arq757ev+ri8y45Q/Z4e4/ljowlIWAUjLcLUtm/6FJrf5IXUAkTWC1mN0n9KaFoYY0RGybocWBrlVUxXEeOtnl6B6RyCykpMKXq80KsDACa6Jd8BISCIXmooWhBG/jjwaXW/mXf1iMm1b0CU8IEVovZTdIOHUwIQ4tDdWgSlLT4QmHG36YUY0n+aKL9nS0buV0eWl0ITAhS9nlSpXli93n8LmeA4u+drwSEgiF5qJ6Uiy+QRvHMyhsOfZ77TqPEiE4tZjdJO8zQY+3DezVV0LMNOjRddlOjnwAuq8aGnEJdzIXAACgaUKGGPn/04BXimmZUwQQIfC/Nx9nncfp4s0fhp4VO4w9ItaibNyHBvtaLcld233nBN/s2Jmd0UyxZltRC+DhbPcs/c+EciCGmQle6hphYUAUjEmorIa6WeRO5aWrkL7ZqQ6pFlmzuItIILSnhWnYAcHStCFt1UxxILQSxnhHXu2CfF+MciUZabUFpd6UWoApGJEjXhSeBK0QVIB91GyubMGxWiub9t1olOaMbDITLYyuBvZUsdtVltSFnZQXqfXCFKhiBuBP+YhaydO/yILOAGmpb/MJ/6w2do8iWOJKywF918XlMzaGL56kBNVZWkAqlkzy5oApGIHIsM+sOsQs5SulDVoqYOPIuLUUuAmAVamY/FmpiJ4G6wxAbrjqBqWbUGM1HFYwd4TCrohqvr1SdIvNdB7IPeUrOAN4cqEC6FzaERDtKmQRqIyGtMyoO1atKYPpKTGokdOCvcOwLakuyDggFQ2o6Fr1zCrqOYZzfyzUB6gmS5FBvI1C43GZqMbtJ20Hq+vJ0D/3VhchHckY3FL1zHKMX9BY80JIiXLrs23o4px1rTaE4k5zRDf/O/p4z+EIoWrDeAkLBkJuOfH5zcSZAfS0hns9RpFJM5cdVFkQNZjdpO+rO0lVDSXDn5tJ1DPPainfnPvbWupHLUpIbMWq7bVt4ECMeTVH9fQgIBQOox3TkUhAAuZKw1dBy+rVo80LuyoJIfe9Iw6pJ2uHJ0lGjK1TuNrkT3lLknjhbg77k3wSiZclF32FdNHEPAkbBqAH+EuLClYRNKEu1FLNcL7OYpTlILB1jZZMoLgpfsa8ubG5uxZgFvWRPerRHzNwTPtw9I7W4ob0lHGYYK5scgkfMza0ubvdAWjqdKhiR4SpJbkNMV5I/rZwodmkOT5YOX/SYnDgXN63oz60YtS54ueB+RuLn4UhVrSAUZvxj3mEseHco6/JugY5j4MIACBL13FqCKhiREVqS3IbQyfRAiu/XGt4GRrhXjP6XACkX7qwlY2UTjh684nVATBt0CNMFE8ynKq9clKzqQRUMIVJHU/G9CPYlLerOdpbULeaMWDW7+Dq5v7kM1BIYYWPV2CIA/lPfSihuFffK74FC749Lmg4gNkLkjNLV0BVVMBs2bMCaNWtQU1ODgQMHYv369Rg6VHnfOBdyCA3nF6G6+Pz1ki/K+eWn5AxAZaZvnU9t7jw5Qq/VElQCBK5i8YSv801y3FdvVgG1R+nK0IopmA8++ABZWVnYuHEj0tPTsXbtWmRmZqKiogKxsbFKNYsXuYWGGtxgLSJ0PjVchz1qszA8IWfVY5LseYo86GHSRCgyH4opmDfeeAOPP/445s6dCwDYuHEjPv/8c7z77rtYtmyZUs3yO1aNLaIjWA7UZGF4wl4hSj3hz5c97+25Sa1BtST1yo27wCA1DXK8RREF09LSgpKSEixfvpzdFhwcjHHjxqG4uNhlf7PZDLP5RqHHxkb3I0+KIym9wn3yM1PUwQ2FKN2Ev014+xps4CwwSQWl1ixLsfA2MEgLKKJg6urq0N7ejri4OIftcXFxKC8vd9k/NzcXOTk5cjXPr/AXl4c/jlyVxltF4AlfBKaWLEuKZzQRRbZ8+XJkZWWxnxsbG5GUlKRgi7SBLbGzIlNcl4dUyJVDRLHizyNnEqRcsuEG/Hkw/j5wUkTBxMTEICQkBBcvXnTYfvHiRcTHx7vsr9PpoNOpq7SHmiDx4WohvyLQBR4JSi1zTHpuLQlMMWqCAfwDI65Mfnv8feCkiIIJDw/H4MGDUVhYiIceeggAYLFYUFhYiMWLFyvRJE1DBXPgIOeEP9+53aElgSmWslbz+6f0oEAxF1lWVhZmz56NIUOGYOjQoVi7di2am5vZqDKK9J1Drs6ndCf3N2zzFDGp56HP805Aenu//WmOxJPCNFY2YWrOAN61W9Teb5UeFAQxDMNIcmQC3n77bTbRctCgQVi3bh3S09M9/q6xsRFRUVG4fPkyIiPV+3DFQOoyD3KVkVCyXIU/4+6+2ipAGGLDOV1B9H6TQfutK0Lkr6IKxlsuX74Mg8GAX3/91e8VDIVCoagJW5BVQ0MDoqKiePfVRBSZM01N1vpYNJKMQqFQlKGpqcmjgtGkBWOxWHDhwgV07twZQUHCq5XaNHCgWkCBfv0AvQcAvQeBfv2Ad/eAYRg0NTUhMTERwcHBvPtq0oIJDg7GzTff7PNxIiMjA7ZjAfT6AXoPAHoPAv36AeH3wJPlYoNf/VAoFAqF4iVUwVAoFApFEgJSweh0OmRnZwdsdYBAv36A3gOA3oNAv35A+nugyUl+CoVCoaifgLRgKBQKhSI9VMFQKBQKRRKogqFQKBSKJFAFQ6FQKBRJCDgFs2HDBvTo0QN6vR7p6en4/vvvlW6SZOTm5uLOO+9E586dERsbi4ceeggVFRUO+5hMJixatAhdunRBp06dMHXqVJd1evyF1atXIygoCEuWLGG3BcL1nz9/HrNmzUKXLl3QoUMH9O/fHz/++CP7PcMweOmll5CQkIAOHTpg3LhxqKysVLDF4tLe3o4VK1YgJSUFHTp0QM+ePbFq1SrYxzf50z345ptvMHnyZCQmJiIoKAiffPKJw/ck13rp0iXMnDkTkZGRMBgMeOyxx3DlyhXhjWECiJ07dzLh4eHMu+++y/z888/M448/zhgMBubixYtKN00SMjMzmc2bNzMnT55kjh07xkycOJFJTk5mrly5wu7zxBNPMElJSUxhYSHz448/MnfddRdz9913K9hqafj++++ZHj16MAMGDGCefvppdru/X/+lS5eY7t27M3PmzGEOHz7MnD17ltm9ezdz+vRpdp/Vq1czUVFRzCeffML89NNPzAMPPMCkpKQw165dU7Dl4vHKK68wXbp0YXbt2sVUVVUxH330EdOpUyfmrbfeYvfxp3vwxRdfMC+88AKTn5/PAGAKCgocvie51vvuu48ZOHAg89133zEHDhxgbrnlFmbGjBmC2xJQCmbo0KHMokWL2M/t7e1MYmIik5ubq2Cr5KO2tpYBwOzfv59hGIZpaGhgwsLCmI8++ojdp6ysjAHAFBcXK9VM0WlqamLS0tKYr7/+mhk1ahSrYALh+pcuXcoMHz7c7fcWi4WJj49n1qxZw25raGhgdDod8/7778vRRMmZNGkSM2/ePIdtU6ZMYWbOnMkwjH/fA2cFQ3KtpaWlDADmhx9+YPf58ssvmaCgIOb8+fOCzh8wLrKWlhaUlJRg3Lhx7Lbg4GCMGzcOxcXFCrZMPi5fvgwAiI6OBgCUlJSgtbXV4Z706dMHycnJfnVPFi1ahEmTJjlcJxAY1/+f//wHQ4YMwe9//3vExsbi9ttvxz/+8Q/2+6qqKtTU1Djcg6ioKKSnp/vNPbj77rtRWFiIU6dOAQB++uknHDx4EBMmTAAQGPfABsm1FhcXw2AwYMiQIew+48aNQ3BwMA4fPizofJosdukNdXV1aG9vR1xcnMP2uLg4lJeXK9Qq+bBYLFiyZAmGDRuG2267DQBQU1OD8PBwGAwGh33j4uJQU1OjQCvFZ+fOnThy5Ah++OEHl+8C4frPnj2LvLw8ZGVl4fnnn8cPP/yAP/7xjwgPD8fs2bPZ6+R6L/zlHixbtgyNjY3o06cPQkJC0N7ejldeeQUzZ84EgIC4BzZIrrWmpgaxsbEO34eGhiI6Olrw/QgYBRPoLFq0CCdPnsTBgweVbops/Prrr3j66afx9ddfQ6/3bd11rWKxWDBkyBD89a9/BQDcfvvtOHnyJDZu3IjZs2cr3Dp5+PDDD7F9+3bs2LEDt956K44dO4YlS5YgMTExYO6BUgSMiywmJgYhISEuEUIXL15EfHy8Qq2Sh8WLF2PXrl3Yu3evwzIH8fHxaGlpQUNDg8P+/nJPSkpKUFtbizvuuAOhoaEIDQ3F/v37sW7dOoSGhiIuLs6vrx8AEhIS0K9fP4dtffv2RXV1NQCw1+nP78Vzzz2HZcuWYfr06ejfvz8effRRPPPMM8jNzQUQGPfABsm1xsfHo7a21uH7trY2XLp0SfD9CBgFEx4ejsGDB6OwsJDdZrFYUFhYiIyMDAVbJh0Mw2Dx4sUoKChAUVERUlJSHL4fPHgwwsLCHO5JRUUFqqur/eKejB07FidOnMCxY8fYvyFDhmDmzJns//58/QAwbNgwl9D0U6dOoXv37gCAlJQUxMfHO9yDxsZGHD582G/uwdWrV10WxgoJCYHFYgEQGPfABsm1ZmRkoKGhASUlJew+RUVFsFgsSE9PF3ZCn0IUNMbOnTsZnU7HbNmyhSktLWXmz5/PGAwGpqamRummScLChQuZqKgoZt++fYzRaGT/rl69yu7zxBNPMMnJyUxRURHz448/MhkZGUxGRoaCrZYW+ygyhvH/6//++++Z0NBQ5pVXXmEqKyuZ7du3MxEREcy2bdvYfVavXs0YDAbm008/ZY4fP848+OCDmg3R5WL27NlMt27d2DDl/Px8JiYmhvnzn//M7uNP96CpqYk5evQoc/ToUQYA88YbbzBHjx5lzp07xzAM2bXed999zO23384cPnyYOXjwIJOWlkbDlElYv349k5yczISHhzNDhw5lvvvuO6WbJBkAOP82b97M7nPt2jXmySefZG666SYmIiKCefjhhxmj0ahcoyXGWcEEwvV/9tlnzG233cbodDqmT58+zKZNmxy+t1gszIoVK5i4uDhGp9MxY8eOZSoqKhRqrfg0NjYyTz/9NJOcnMzo9XomNTWVeeGFFxiz2czu40/3YO/evZzv/ezZsxmGIbvW+vp6ZsaMGUynTp2YyMhIZu7cuUxTU5PgttBy/RQKhUKRhICZg6FQKBSKvFAFQ6FQKBRJoAqGQqFQKJJAFQyFQqFQJIEqGAqFQqFIAlUwFAqFQpEEqmAoFAqFIglUwVAoFApFEqiCoVAoFIokUAVDoVAoFEmgCoZCoVAokkAVDIVCoVAk4f8BsFlX9uza448AAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# auto clustering (2 cluster algorithm )\n", + "num=400\n", + "data = 0+(100-0)*np.random.random((num,2))\n", + "# consider datapoint0 as centroid 1\n", + "c1x = data[0,0];c1y = data[0,1]\n", + "# consider datapoint1 as centroid 2\n", + "c2x = data[1,0];c2y = data[1,1]\n", + "# consider datapoint1 as centroid 2\n", + "c3x = data[2,0];c3y = data[2,1]\n", + "# consider datapoint1 as centroid 2\n", + "c4x = data[3,0];c4y = data[3,1]\n", + "\n", + "# step 2 find the distances of centroid and 1 and centroid 2 with respect to\n", + "# all the datapoints\n", + "for it in range(10):\n", + " plt.figure(1,(10,2))\n", + " plt.subplot(1,2,1)\n", + " #plt.title('Raw data')\n", + " plt.plot(data[:,0],data[:,1],'rs')\n", + " Cluster1x=[];Cluster1y=[]\n", + " Cluster2x=[];Cluster2y=[]\n", + " Cluster3x=[];Cluster3y=[]\n", + " Cluster4x=[];Cluster4y=[]\n", + "\n", + " for i in range(data.shape[0]):\n", + " d1 = np.sqrt((c1x-data[i,0])**2 + (c1y-data[i,1])**2)\n", + " d2 = np.sqrt((c2x-data[i,0])**2 + (c2y-data[i,1])**2)\n", + " d3 = np.sqrt((c3x-data[i,0])**2 + (c3y-data[i,1])**2)\n", + " d4 = np.sqrt((c4x-data[i,0])**2 + (c4y-data[i,1])**2)\n", + " if(d1" + ], + "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" 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JSUl499130b17d3OYcrt27cy5Mr1798Zjjz2G559/HmvWrEFdXR1mz56NCRMmNMsIMlKc7dh2BHcV4i3RxOjutnyh3Ykhp1z0/Jlznv/5luR5NQf/RlPwP4lWML/99hseeugh82vGdDVlyhRs2LABr732GioqKjBjxgyUlJTggQcewN69e805MADdc3z27NkYOnSoOdHyo48+kuF2mi6TC1YLD3IDxAhxJfGppxWZJaqJ0fXQQv88AFp5JKT2Qw2PAvFGtajzk+x4WgJNZecqWsHExcWBr0eZRqPBO++8g3feeYdzTHBwcJNKqnTXFbsrIBXimYc2OnytTWEvoHfPwazvueKZn8/+uUV911JgM0fxUQsf4UEWkOzY5CakawB8UI1qnrn6oBohXZ1XVcTdd64MTSKKzJU4anYJiegKn3oICuXmhhw7st49B+OehyfJMBt+SL+jyQWr4fPV6mZlYlMRRh/THtm/yGuOcpbSMuSUO/R5R2lhYk88jppd9H1ikD3xF/MOKPPYTiTV7FJiqs0KNhOYUjDfUeahjYKKUTWxtUz0Me1l3QkoobTYGJXaH/85k4GQcE8EhXkjsntjgUpn+GhUBeME9H1izEmUr1Xscuip+9QDNdUVOHFgM+eYpmrGWYSh6BLWAwAQFBAmMFpe9H1i0Dv/MtBEfGHOhmTFrSIOS6XF5rAvulxmPiZVGRjhjaT0ONb3nOGjURWMEynKv4xawifO5X+oqa7Aw0dmNstIqYXYDxTsp18UAD4XUhW7Dza/WlOK5HM2bCvu8z/fon0uKg7hKoe9M3w0qoJxU7j8DycObCYy2Z05+UOTD0xQyhxlMORg8MHJkv1iBkOOrPPhQygUtaaizmkOaGbFLTQnsXihFnXw5nxfCQe6mHMqHQ7cVBz2UlAVjJvCrKalKoL4C6movcj9flPd5fBB4qz3qaf/dyToIv5CKnLODVf82ZGubA+s/RO6Vl6cY+S0tSsRJrx0zM+ITWCv4gHIN/9NLxxG78FtRZ1T7O5CSWVkGQLuSA6QM1EVjJsyuWA1ULBasiIQMsVJ3R24c1ScbUAFGyERXen3eZSvELVOcvSTrmx1rbxwz6Teis5FzJzEcke/VsTzD+kaAB2qUSPSF+SDasQ+00W0cBezuwCgqKlLbAi4O+CGYkLFEneLWmIT4uezf3abRFEmoIIPPgXkCrjyrM5nVwFwjuIgRYmwV8vIJiH0Me2xM/kYRqZGCY6VsmNxBKm10ZrKbkQKqoIRgNTs4qyQWnfAVoiHRHSFz1er3XJX4+7w5lndHADgn86eEid5R24gPrWfq6dBrJB6D27rtJ2dGJriTkQqqkgQgNTs4i47DFfAPKMzJ3+gfT/qbxUxZ07+YK1cSjoClSH0z0W9XDInLooul6G2hZdoURFHixMFUsq+kJhdSHBn/4WjMM8o59xwooRFFfp3Mf5CauNfYUlH4JNsoN5Xmeu5YXFEZ5dYaY5seuEwgsK8EZ96N2pBXnXeGc++GYo6bkjLvhyIWQudTyvOMVJ3LLa7ISm+i5CIrvCuF3biuwp9nxjEAoImM11DNFdNCzY92uVFVYYoqlxcVRzRGzVIT/6d1bQlJpqLUY7N2Wchlcju/shYm20VTWjIKUdJQa35tZrJrzCkZV/ijszkFeCOhPja7YZEKhh9nxik90rGyIvu2+GT1KwI8DvclTI9NuedJBfOzrWwd7BHSc5Wb2kVlJlnR5rIyvh06AXCLbfKlWlBf2LkKBXiKxeRkd0dCrMFlN8diDErcimZovzLuHHljOy7STG1x9jQ1QOn/zjAmfkfFBCGvgOUz5MB3NPE5I0au5BgR3ZQrqigzCCmKKVcyaeNwQnnRQUDuGMypqpgXIjSEWpylbtXql0BickSFAAN99tid5OW9xIUEAbvv/gXFN71QHqvZFqpg87ij7+QimnFn3N/qADQXUjFnwLzkloRwNnhtwykIcprph+DPibW6pizd1ByVi8QU5RSjnptTEKlIacc3qgR5VcB3MvXpioYF6J0hJoc5e6V7BJJYrLkUy6AuN0k673YXN9Wodg+/xMHNvNWSGCoEZiXnYNfBHzht1zCRQ6/haU9nw9vncCXphBpYw6aKwLIKURJKynLVa+NLYzZE7Wo5ymnw2DIKcfgyV3cphGZqmBcDKkpyXLl7cyijFLbFQjtemqqK3D56imZZmkPVzFLoXup9aRNkEr3oRFT+JQUpX0VQWHCAk7MOLl5bdf9yHm1iFdwKr26t1dG4sxcXJAoF4BeBAjtoJxpSlMVjEQMhhynlcwnMiW5EXKYvhS/fjNEDl+FZb0rW2FLmuAoJjNfTmqh4xWcTaXNcHOihf0Jyoczi0kSmZJYru+qEF85TF+KX98d8SsCPKt4Q5WVdupbmmeam7BtzlWL3ZWm+GcoGRKnOmmOiTtGmlk69Rnl0hwbk7kSMY550RWxg64Bs3s2ZvIDSPONR+ygBPNrZzpoVWHruEmNJApNiiO/qdCiFAyJU52koZeSONIIy9Kpr6RzvqUi1jEvqSJ20DX6XwOxsa/gnoflrae16YXD9PyaSLOwkK4B8EY1ap3cTVMOkxpJFJohp5yoeKfQM/BBtcv8X1y0KAUDkDnVszv3ZRXyUnImxIT4yuk7kOqcbw4o1RBMqmNeqedsu7omjRRjQpydWXBRTD6JLfqY9kgnrKBsiyMVAOQyqQlFoZ3YfJ5oPunJp3n9W3Qujmv8X1y0OAVDAqcSEqlgSDonWq5uXeE7cGZ3RiWw9TXlnTuCkxcPu3BGzsEV2e2OKgkx+SS2kAUObMOjiYlY7b0K48aNa3YVACK7+wtWh5az06gcqApGQUrKCoh2EZmHNiKWf5hiCHVndOd2BZvCXkDskGesdoA9vrqft76ZEM66F0efqyuy29mUBFu9q6LL/qzlX0jzSaRRAGAmbpWW4Lmp/0Q3vx5AiXeTUC5SFDeXb4gkOdOZ1R9UBeMGTC5YDZ+vVmNHr2SnX1uoO6M7tyvo3XOw1XXPnPxBlHJZhKEYETsNBkMOSsoKANDZ/UX5l63uV4n7c9VzdbSsiaWSyDtyoyGpj18wyhGJxi+EKQCzANCVBsorKzBoZAq+SV7g0DWdhdjdHcnOzBvVnCa1Jp3J37lzZ1y9etXu+IsvvoiVK1ciLi4Ohw4dsnpv5syZWLNmjdxTaVJUe8Is5KSg5MpbbLsC1tX5WQDfAxgB4E4okgcj9vkNuOMBhER0tTZjFsCuzhtjxpQbtudquTItMgBFJ63t82KFg2VZGcvPy2FKcWbYr6UQts+O3wZgl8VrI0zYjb2/DAAgzm+jxOqeNBKN9BmRPPda+BCZ1JRGdgVz/PhxGI1G8+uzZ8/ikUcewbhx48zHnn/+ebzzzjvm135+fnJPw+X41NOrYUjXGZyw1Rhzp5Bj29V58d+lGLP0VdyuqIT/935I/8dSlJflYcLlD1zadiAysruoYAhHIEnMRameOGpJKkz1YkNOuWBvezZh68qy+Y1C2DI7vgD07kUDetXCoMHnh5Y2vBcmeG5GEUtZ3Z//+RZCurLv0lp6cqfsf96hoaFWr5csWYJu3bphyJAh5mN+fn6IiIiQ+9JuwSIMRZewHggKCHNoR8KHHDXGlIZZnVMUhYSEBFRV1wAAKqtqsHrLfryZGI/aPBdP0omQJObuCN6OaozlPQ+zIyCFrz2vDtX4NvkYpwPdVti6n9Pc0jRG2b1XXVcJ4AUAOwXP5Eh75cmrH4DPaumVoKvhg8yNuegt0LagKaLo+rG2thabNm3CvHnzoNE02kM2b96MTZs2ISIiAk8++SQWLlzIu4upqalBTU2N+XVZmfMjJUh7iCzEfqBgvyI7FzG4S2Oybdu2YdeuRvOF0WhEeno6Bt3ZDtC6cGISkNpHhuR7qPYESm7/JX1yEqghMKPY7licoVyETEqNVZ3/gLVpzBoTZQKQ3jDuTt5rspXIIXG+MzhqCmyuFRQUFT+7d+9GSUkJpk6daj729NNPo1OnTmjXrh1Onz6N+fPnIzs7G+np6ZznWbx4MVJTXdtgi8spKzU/ho2ggDD4/CVPxJY7NCYrKCjArFmzoNFoQFGNK0yNRoP3l39OLz5bu2ZuzHMUY/ri+h2wDRJgKjFbvk/yPeQWnwYC84BSPfGclMQVOxYyBzaz2LwTwBgA3wAw2o3z0HjARI2GkHIBuAV89i83kLkx16lJqc2pgoKiCuazzz7D448/jnbt2pmPzZgxw/xz3759ERkZiaFDh+LSpUvo1q0b63kWLFiAefPmmV+XlZWhY8eOyk2cA7nyY7iIjOyO7AHyRRaRNiZTonAnRVGYNWsWysvLrZQL815FZRXwHYB/iDqtGUeCGhZhKJ6duMiceyQGsQEPQEO5HoLvYWHQZ8BLG4Gv04HbkdZvVoZYKR4xq2upuCIUmsyBzYTgagCsAXAQQClsfTC+ulaorU5Dncg5WAp4fUx72nTlxKTU5oRiCubq1avYt28f784EAKKjowEAFy9e5FQwOp0OOl3zrNVjixQBxgWJSUdXDyRcSEWNDIU7LasWXMy9ZmUas8VkomiLRAF4fbBcTdPYlF5dfY3dODY6BHdym4AIOzxrgUkj7Y/X+QCfZJuVjFBoq5Q+JE2TMNBKZoLNcQpv/TMFQ/r+jbiZoU4vM6NCo5iCWb9+PcLCwvDEE0/wjjt16hQAIDIykndcU0fIDq9EmDFJrgWJ+Yak1IldmRsKQC8A2bD3vwL04rMXBAN8xAQ0hAZ3BIqFx5VW/o28c0cUUzK25YFk6d/jVU1XW7bYxfCHtpL1ISHtUikVpZL6rOtyjQfwNRpNZVp44Ek8/fQ/oI9pj5y+N8yRcycP38bC/Q/LPh9bGD+SEpF2jlRUcDaKKBiTyYT169djypQp8PRsvMSlS5ewZcsWjBgxAm3btsXp06cxd+5cPPjgg+jXr58SU5EFvnpipMLDsksiG2wrcjlaFQvtiEjNN0LYhftqAIwEcAVANcsHdAD41x6iITUJJlXvwutf7UL2xF+IK2zXVFcQzaGp9aKJT+2HnOF02LPtbkiqcHRGS2fbJMLi0nkY8+o+3K4sh79fK2RsS7GqIABAMClULpT2XTladseZKPJnsG/fPuTl5WH69OlWx729vbFv3z6kpaWhoqICHTt2REJCAt566y0lpiELcgkMsV0SxVZDtlRGlk5nBkvns9NyZlqDVjI7WN4bCUEHv5LJo8yu7J6HJ+FAzFrEHZnJucOs9QQePjIT2Z37Cj43pevJyb0yrYUPzvxwA2NT+8kmEB0J+SWFLfrts5D/w5w5c/DRRx/hnifutnrPmf4kZ1xL2bI78qHIn8Kjjz5q59gFgI4dO9pl8bs7rmpeJTYBUFAJWmSoK1Gmn7No5p2gs/gZUxljGrvLfqitv8VZilDn00pyfx9FzGEcbHrhMGKHhRMJFrrEPVmfEZI2u6Q4qgAdMdmNHz8e48ePl/x5LpqSScrdaCIb+aaNdz0tgJWy+4tVgnKXj+ftk2JrKuMxjTWFBFJLnG0O6z24LfGqVUyJ+6J8sXFW9jiSCc+Qd+QG4lPvFh7oBCzzYgDgwNpb0LXy4hwvp0mqOSkrVcHIRJpuDF6r2MW6Eq71BEZeTIXPhVS3afDFrLTlWHEL9klhTGVMLTIX5b7IjTu2ZrZMUrSscsxHeRlbFIY45DCLFV0uQy2BacnbCQLYtgICnRtzS3Gz1KYXDiP2mS5NwvxFgpv9eTRdQgIjUCsQJetODb6YbotO4y6wmsVU5MP9SrkoQ3ryaehjxDcfcwRnJT+K2aU2BVQFoyKIM3qkyHENqaVcSJGzOZulv8lgyKFrlTkYxu6KxEhXQNZ8TMUdUBWMih1pPvGIHRRvfi23s12patBM3k/moY2yle+xRKg5mxhs/U0554a7Zc8dEpqTz8CVNMfnqCoYmSgqzXf1FGTjtdvpyIn4lyICzaceVl0o5UbfJwaxAHy+Wi17F06h5myksF1bzgoOouaCavgHekj6rByOfWfhjNI6Yq7F1hCsKTxHsbQYBSM1aZG0KvGrlbtkrQ4spqWuo71KbJFLkNpi2+JYKcR2i1S68rSrwq8552OTCHnmBz+66LBInJHvIhd8yYlyl9UhT4R0rh/JFbQIBSM2adEWkhibOplLz4sVkkr6HixhU9SkkWi2LY6VRMyOQOnK0+4Wfm2rGKR2t7QN5bVE6dU4aZdIS7iTE8nK6oihqSRCKk2LUDBikhZthVJR/mXUuegpkQpJW2XElclfUlbgkG/CkbwPZwQKOAJpmRlLSMvMWFardvXuhQ2p5iO+ZmZSepqQJjTWVNS16C6RTYkWoWCchSsKWjKQKKPvNqc41AiNNO/D3Vs6O8L57J/N98Km2G2jwZgcKLYqCnLUmpMDW5OOHCYjKWG9pKalostegspQzPXVTH3laBEKhjS81NEwVCkFLZs7ShXxdBWTC1bD56vVZiVhqdhPHNjM2xYZEFfeR2xJH0cEpbVJR36TESkkpiWpJj2+azaV4pFNjRahYGzNRY6O40JsQUtnI8UMJAXLJE5bIemoP8wdkCNh1hGzLRdyCUpnRlzxweVnUaIEvjN9JlL8R02VFqFgmipNeaXPYCskxQpWZz0DpZM0nYUcglIf0x4H1p5G3MyeRMUyuWCCAKQIzOZalYDkvpqT/6iJ/znJS27Bn3atg5WsjsuHK1f63m7ikHfkGYhVTEonaTY1dK28HFIuQGMQgBSBKVdVAnfbLZDclxJlaVz1HFQFY8FC7MfCzP2SPisklMUKPCVMKKSk90p2i52R1GcgVTHp+8Sgd/5l59ZoawE4q46XLYac8oYmY81zt0CqNFy5a2oRCiYoIMyh6CkhvOuBjJi1nEJZyd0I2w7LUbMRX6CCs3Bk5+gq5UwaJJJ5PB0hAeGyXbcpwiccDTnluHi6AoBjSZwkfW5cpfwcRYzScNWuCWghCkYu5zZb+C0gLNCVFHhsVZGVMp3VVFdIyniXEp3XFM1UpEEiSdXp7G2kWwjO8K/4oBpBYd6i5uROpjQhxCgNV9IiFIxcuFtGNhdcykpM+Rlb8s4dwcM8bYX5cDQ6r6mg9E6ZBGcLyhf6ZGD1uThRn5Gz6rNl2RtL6HwZsqrLzd2U5kpahIJpLhFCjiK2/Iwl7thci8HWnJZ5bKfkczmihOUOAxebmOsKW7tY5SI3fPXQSFfvzdmU5mrcVGTIi5BgPZ/9c5M0yUjBFVV7gwLCzD8roezlbJ5m+bvCVnIHoO+H+V2S61nKUf3AlbZ2V8O2c1MiX0ZFHC1CwQAEglWqgMrLA4qKAKMROHmS/jkkBBgwANBq6Z9dALOqd4dcGcugATZlT9Jwy5kwz2vwwcnsirAAwEU6uCO9VzL6DnC8R4y7mV/dJdmSD6YqQVPKmWlpZWnc5E+6iZKXB/TsCVTzeGx9fIAvlog+taMrfWZV745Z8bbKnqTEirMhMQkydcZ8LqTiQMxaXL56yilzcxRjbi4yjpXDQFGI1GgQq9VCq9HQiyG9HoB1VQBHa5N5owY1FXVyTR+Ade/6E5vPNwnlAjQmsV4+xW2+69o/APqYfk6clXKoCgYO2N2LiviVC0C/X14uek5cZj2x5jyzw791e+GdVoNwaQnY5i3Z5imJCZOu9gTiJAZA8NKwOzZSFDKNRl6FQExsIUb2qEVBZaX5UIeCAqz45BPEHz8OZGdbKRnalOZYbbJa6PDwzB7I7iuf70eu3vVio80cJe/IDTw8s4fgDkauZ3X+51sICvOGN2p4E2eV2jWpCgYOOL+NRqLzhwRGwueKSAWWlwd9tQ56/x7WCsEzguiaVhQVAU8Q7LQshEtzxzKZ1JE2BAyKKJeePZE+aBDmzJ6N62GNfiwuhSBIbCGQ+gcKEGh1+EZICMampmJHcjLii4oU+R1wB98PW8SZmGgzR2B8ROd/viWLn4zUhMm187TtqNlkMvlTUlKQmmrduKlnz564cOECAKC6uhqvvPIKtm7dipqaGgwfPhyrVq1CeLhrE8/sfDS2vpVfDwKHz1iv+E+eJDt3sVGcAuMxvfXTAP+IB77uK+LmysvJdloKCBd3KTtji6VfyNURcly74/RBgzA2NdWu4Z0kheBBAbMb7JAajdVblIcHNCYTkhITMYqi5GzMyoqj/h2pq22uiDOlc0WU8BE52qGzFj6I7O6veEdSRf6s7rzzTuzbt6/xIp6Nl5k7dy6+++47bN++HYGBgZg9ezbi4+Px88+uqfnFCqlv5dlnyc538SL0M2aQ+0F4TG+eFPDVTuD9/cCRuWMxmdohfD6Tiey6PDsyqT4hOcvObAp7AUDTTMIExCXqGikKc2bPppWLHAqhbwkQVsP5NuXhgWvh4cgsKEDciRNWZrny4r8Bj16AScP5eTFI7T/D7EDkXm0r7XiXkvdjyBE2qzuzQ6dUFFEwnp6eiIiwN+WUlpbis88+w5YtW/Dwww8DANavX4/evXvj119/xX333afEdMRD6lupryc7n5eXuOsLmN40ALqWACWRfYG/hBVM6z+vkl335Elg0CDWt0iaa9niUw/0HTCc7NoEmIVzE1UwYiLFMo1GK7OYLWaFYDQiruEYr6BsW0t0XUNaGtKrqqzNcn19gK+OAJ90BzJDic4jhJT+M3Y7EMZHlZsP3B1B3+Mtb+BMkChl6I79YEoKyL4vd0cRBZOTk4N27drBx8cHMTExWLx4MfR6PbKyslBXV4dhw4aZx/bq1Qt6vR5HjhzhVDA1NTWoqWlcfZWVybSl5QoxJnXKt2pFNq5HD3HzIjS9tf7zKtBaeJxXKeH9FBXxvm1rRsw5N7xJthNw9/bNAGCgbA1jwuP4BOVvxVcxk8AklRMejpRp0+zMcpqQalCpZ7E0eQMefvQfQJcu5vccijLLywNycyG67piFj+qF2fOAtN8b3yvQAZ/cIUoZOrMfTEtCdgUTHR2NDRs2oGfPnjAYDEhNTUVsbCzOnj2L/Px8eHt7IygoyOoz4eHhyM/P5zzn4sWL7fw6DkNiBhMiK4ts3J9/ijuvgKBn8CotJ1IwdYGETkyROTsOJW1aKPeQX0/Dpw6o5tno+dQDIfBDUe4f8DABsVeByNuAoTWQ2QkweViPX4Sh6BLWA0EBYXbFO91V8VkSqSFbgduO4xKUd2dVYtGlS7gREgLKw8PufY3JhPaFhfh05Ehes9xHiSMw945waAdaKgSJJpmGv8EDvScBGCHuszw+KoTUAKl/AMl3mpVMc8otaUrIrmAef/xx88/9+vVDdHQ0OnXqhG3btsHX11fSORcsWIB58+aZX5eVlaFjx46OTZTEDCZERQXZuDqROQCEgt6vQxdaMAuYqXyi7gfwufAJBwwgm5+j2Ch3PYDsQKDIz2KMpyfw73+bn0UI/KB/4mnU+1TjignoaLFIvxYAzHkM2NWn8diI2GlOS1yUUgBUiFitFh0KCngVQofCQsTecQfR+bQaDVZ88gnGpqZCYzJZnVNjMgEaDZ7/7jskT5/OeQ42sxwnHhTt97E0W+XmAnmtGoMSGpTEqy9OB6YYgVpub5KtguDzUcEDgIlCeOJh/PdRHbRdurhdscqWguKxM0FBQejRowcuXryIRx55BLW1tSgpKbHaxdy8eZPVZ8Og0+mg0znW/MgOwhBjXkjnRCgEzBAK+vDHxyK71WhhM1U14Ty1SscPNcCi3PWl9L9G6oE7YoF77qFfnjgBVFejSzXsVqzty4Ad24Cx42klo5QJjMtJX1NdgYePzJRUv4wLEoWQtnIltGlpZCcMCUH88ePYkZxsH/ZcWIi0lStRQ7gAtDXf2fl+HiwAknKANhYLqwJvHP/k/3DPou9gTE9HZmgobly/jqS5c4GgGuDLY0CpzRbWZEJ4SQn+W1+P8KF3WykIIR8VPDS4Gd4GFV38EBelbKSUEsiWm8Om6GUK1iBBcQVz+/ZtXLp0Cc888wwGDhwILy8v7N+/HwkJCQCA7Oxs5OXlISbGySYLQj8HLx07AseOCY8TuzMgFfRaLfR9Bgmbe/Ly6Kg3oag4Z5W1IVXuluMaftY0/LPEA7TS2boDOLsmFSGDH+EPObdJMg2BH1GibWz4IPu8pAEDgCAtsh9KRxEqOT8v2ixHoBDijx8n/870eiA7G/FFRRhlm7h5xx3QpqUh4+ZNolOxmeWy07NQNO4FrHjuMXw54SH7XUVoDV5IfQmXtobiq4oKXG/VCggObnw/vIb+Z8NNeKPCLwj6KOvdhxQfVVOCyU+RQohfJXxQherY23RoumX0YIN/yiezNUL8uH9f5UJ2BfOvf/0LTz75JDp16oS//voLycnJ0Gq1mDhxIgIDA/Hcc89h3rx5CA4ORkBAAF566SXExMQ4P4KM0M/BS2Cg8BhA/M4gJERYIXh5AQYDLTyF8iAahIvbZPKTKvfduwEmP2r3bt6hGgDeJuCeQ38ChZ6NOUsFBUBCAlDDHaKr9/FB9nfpKCrKowM8TCa0/vMqvErLURfoj9thgQj54GPob3Gbj/Q+PtDLmahKoBBEf2cNY7VFRYjVas3nzDQaEavVIra4GB28vCSZ5fSdNDg62JdWLmxoNKAoCksnTCCfbwNsSkKqj8oVOLuum76TBmmxkzAr9aWGIxbPIKQaSD2LtOSPoe/0luJzkV3BXL9+HRMnTsStW7cQGhqKBx54AL/++itCQ2ln2/Lly+Hh4YGEhASrREunI8dq/f77gS1b5N8ZMArhzBlgzBh2H05dHTByJO2rmDuXNsPxKQu9vvEYRyiy0yBV7u+/D/znP/TPPArCis2bxc+nuhr6Km/op7wu3S8nlKgqpexLw3emBYR9HiQIVQdYuxYrAElmOSNF4cWkJPudiyUShT2bkpDbR6UkltF9hpxyxKf2Q62CxS6NFIV3Zzcocjv/lAYakwnvJf4D/3RCUq3sCmbr1q287/v4+GDlypVYuXKl3JcWhxwO7QED5NsZsJlxKiqEAwTq64GlS62PcZV9Ian87IxdjBiFS6pYHKW42PGgDy7TnxJlX6RAWB1Ailku02hEUZs2sk6XT0mQ+KiWrVqFzNmzYaivd7yGm4NYRvflDFc250ZKDpVStNxaZI46tJmdieXOIDxcmgCXI2TaErbVNGl1AmfUI3NWtJoYzp1z/Bxciapyl32RCGl1gNz6eozq1k2UWU5uX4dgIIOAj2rCgQOYm5iI66GhQFUVfdyZypwHq1Bylp1tmaYc7bPyJStDd/JPtVwFQ+Ln8PYGtm8H8vOFlYUjAlyOkGlbbFfTpNUJFBZyAJwXrSaG8+cdP8fvv7P6xGQp+yJDZWXila2fH+IGDhS1upXb1yEYyGDpozIYkFlYiBtaLQpLSpCblcXq63GmMidCoZ1tZHExQBARGFlcLGnaYmi5CkZux7cjAlyOkGlbbFfTUiK3lIJEuTubK1ccP8eqVcDnn9sJBIdNFnl5QI8eSI+K4hZEx47RCb08v69KrmwZn8j1kBCAxScC5pwUxfq+xmRCSGkpllMU2nfoQBbIwAQtDB6M4kGD8Prs2bjetSvQlT0c3EqZGwzQ2tRcc7oZTaGdbWxxMdq2bo1bAQHsfi+KQtvSUsSS5vE5QMtVMIC8jm9HBLgcIdO22DrSSa/BU49MNhjlvnYt7ch3B37/XXgMCSyLCIcF+5kzSI+KQgJLNYvroaFISE3FzuRkxJ85wyuIlIy8svSJUCYTqxIZdfgwvnngAYDDZ7Jm+XLEp6U15j6RwJfRz4JZmb/6Kop9fV3qE5O1oKnFDjejuBg1MvvDpNKyFYycOCLA5QiZtsXWrEB6Db5xpO2hSXaFej0werT7KBg5sVlEOCrYjSUlmPHKK/QL2zEaDUBRmDFvHkaVlPAKIkUjr3h8IqHFxVi5YgXG/fQT0mNj5cnraYA3o5+HPVFRWDF2rEt9YqQ725QbNzC0IZScdXdlscN9efZs3Ogr0MtDo8GtoCBk6nSqk9+liIm6ckSAK5HgaOtIJ72G5TjL+9+3D1i4kH+nxlQ24Iv8svRDuaMvRg5sFhGOCvYMb2/c4su5ahAYGXV1GMozLdmrA1jCl7fj7w/t8uVATQ3idTr58npAkNHPweZhw+RrhSAR0p3tuwEBeLeyknt3xbPD5b2+ZaKrQqgKhguxTnspApxBiagqW+FNeg1mnJTINpKQYksTEokvhkRpOQsPD7LeOjaLCFLBjpkzkcHiD8ggNL9m6HTWCsY2MKC4GJFVVdiWkkJHWMm0izDDl7ejRPtniPcXaUwmhJSUoJBHuDorjFesKZJrd8W7w5Xx+lJQFQwXYp32YgW4JaQr+TfeoPNili/n70XDltwpovwMAGUi2xgYgUkaaMHMh2vM1avA+PHk/XlIGDUKiIqyvs4PP9DfgRC2z56g7AsAdPbywvXKxvIdzIoVPXoAkyeLmz9bhJKPD7B0KToUFGDZypUIrayEYdEiRAYHO7SLkDQXm3uU6vMQIyQZZT5p/36kjRsnOF5SGK8IRSq0s7WFa3cluMO1wZlJqKqC4UKs016sALeEZCXv4wPMnEn/cs6eLT76jfQajHBUMprM0oREGmjBNoYx4XXoAMyYQUdxycWIEfQ5LTEayRTMlSu0b8nyOzlwgN08VF+PPQBvJNHb69cTTTnOcpcnEKH0j5QU7EhOxsSwMHFOdSnIHS1lIcSNV6+ijbc3/uaKmLKgfWEhVqxcieCqKiIFI3qFL1KR8u1suWB2Vx9fu4aXAFE7XEAGU6hIVAXDhVinvVgBbonYkGkp0W8k16ipoY/dvAmsWEF2XinIEdQgd3KqLY7sNBcvtj/WYE7V6vVWZhejVisYSfTZyJEILi1FsUDYaVxtYxdE2VsuO4Ds0VIcQlyIDR4eGJqWBqPBoEywg1hFyrOzFWJuUBD+c+mS6B1u+6IiPP/tt6jx9UXGzZuIzcpSNCxbVTBciHXaO5pXQ6I0HC31wncNpQW2JXIENShpwgOk7zS54MiBIokkuh4WhtTPP0fytGl0HomlkG4w46xbtgza+fNFnddZ5UJknYvIsGRLCvR64J57oD1xAiuSkuQNdsjLg/H8eXGKlCUwYn9+Pt4NIKtDZt7hbthANH7K999j38CBVj1/OjQoKaXCslUFwwWpEDx2DFi3zl7Iy51LonSpF6UFtiW2uwMpilNJE57YnWZ5ObBkifB5WeZMaufvnp+PncnJdBiqrell5Uo60dIiPFXxciEifA1yzkVqWDJgYfKSuxVCw9/me+PG4brYhm02gRGxWVnYwNN51PZ8GpMJH48Zw29ioyj4V1bii8ces3tL6bBsVcFwQeq037OH/seg0wE7dwJhYfIUlGSE7x9/kAUdZGbSW2ax13ZGBj+D5e5AquKUOzl1+nTgwQfpbPi6OmDvXnLz5Lp1ZNdgyYEizpGZOxdx4eHEIb6KlrMn8TUcOwasXg2jtzf+qqnhzK4XNZe8PGReviw6LNnO5CVHKwRLBXv5MvZMn460sWOJ5sOnSMX6ZSgPDxQHBTVWSrAbQB/3ZgJgnGwuVRUMF1JzNGpq6DL6XIjZZUgxW/HZYvmUn0C/FSJI82AsV4ZSS+zInZz6+ef0PzaEvjMHcqBE5cjccw9x6X5FkyoJfQ1Yvx4zXnkFt9rzVwYmmkvD38Ke6dMBAge95blZTV6OtEJgU7Ai5sSpSPPyAIMBo44fR8r69ViRkIBi0ugwjnNqTSa89cUXSJWrFbZIVAXDhVL1ssQUlJTbbCWk/MSi1QKLFgHDhonP5GeQWmJHih/HwwMYOhTw8wN69wb69KHL9Ccl8X9O6DtzIAdKqeRHJZMqSZz2M+bNIwqdJZ5Lg1Ij3SUwyJLfwzEX0X4gikLHggJ2RWqptL74QlLyKBtGrRbGYcOIxipRXVlVMFyw2dv/9z9rc5hU3KnwpFgmTQLmzOE3uYmJcJNaYkdKcqrJBPz4I/0z8z16eXGPt4T5Ltj8Rbdvk52Dbc5y+wNEnHfU8ePIuHkThqNHRSU9kjjtbzFmG6HQ4aKiRiczzz0ySk0ISUUzReKIH4hTkQopLYJnyUlQENEwJRIvVQXDh629vahIHgWzYoWwkAaUKYLpKHPmyBvAINW8JFeZGaGGbgwnT9L9fiRE2hk9PJDZty8M164hkqLsBTmbP6C4GLH19XR2/4IFMBgMiMzPZ1cCXA73HTsQX1KCUa1aIdPPr/G8U6diz6BB6PzFF7ju6yu6XwrxSpdAYG3QaDCUQAGQloShmKKZM2fCaNEWOjI/H7GFhbKE5EotT5O6fj2nIiVSWmwRhATPOK6mBhtc1P1TVTBikGuLvXlzY2tfPvu+EkUwHUWrlbczplTzUkgIvfsgVRCOUlQkyWRpV9yRq6aUpT8gLw+Ii2u08fMpAYDb4V5RgRVr1yL++HHEMdc5ccLhpEc5V7oZOh0K6uoEFQCpUkvasQPxmZlIBxSrlCzalNQgwN8cPhx4913W6woqLZZn3qGwEFU6HYr9/XkVR1x+Plbs3EnXKmNRUhRjorQIc5cLVcGIQYmaYXz2fSWKYDqCjw/tx5EzXJr0mfr6AsePWyu055+XN3ufj5AQcpPl668DZWVIP3NGmiAXk7AHiFIYQv4TmEx4/pVXEHjpEuIoilXgC5Y4EWHOeTcggGgHRarURv36K9JjYxXtHiqlPM0KxjTm6K4QwFtlZRgaEYHYujrsIfGzJSQQn1tuhGsTtDTy8oATJ2hhtm4dXfJj3Tr69Z9/KnNNLsHlitbCb7yBbe+9h8iAAGyfMIHu2XLsGJCVRf/R63TkUV8kkJq6nn2Wrg02cybw5pv0/85SLgD9XZCaLLt0gXH6dH5BTlFISkyEkUWwCCoBi8+KGQtYrJS5hKSHB4oDAzEsNBSdL11CelISvaDIyzMPYQIIoNHQgswCjckEDYDg0lLu0FmAfs/mfUYBpDPmaAsYpcZZbLThfAUBAZKfOynMXGzvnY0OhYW0QhPwMYlRWn3CwxEXFQVtbKzZz9be5nlZXtfY8EwAsLZ70DDPJCKCeA6kqArGEiYseOBAe2EWFSW+4CApXIKLVPh++SWwaZMsUymIiMDMxYuRX1aGGXv3omD0aNrncs899OpL7gAFJlrP3dFqRfmLhAS5ZWioLWI+K/Y6YlbKnALfIoCAS7B9+p//NEyA5XrMMREKQKvRYNnKleb+N3Y0nGv2yy9Lfu6kaPPzseKTT0CxzaVB0SVt346DFy8i94476CZqAjv6WK0WIX//TXR9szJi/HdpabjSrRsO+vlhi68vDvr5NV73wAFkrlql+DPhQjWRWUJqY9+0iT2ZsaAASEgQX1r+4kX24yEh9I6B73w6HTBkCP2zg2HVFIBZL7+M8obX5eXleOGFF7Bz587GQaSr+BUr6DBgId+MUImdw4eBefMk3xMRQr4cJndHhL/Ikex1JbLwmbFiVsqcSXhCiYrz5wPx8diZnEznwdiGK/PMgTMnIyQEoZWV/KY3jQaFhJ0clQjJtaRNeTliKyqIgwq0Gg1WpaVhfEoKfYCj5pxdmLNQPs+JE9gTFUU0ZzVMWWlINXiPHvSqni2a6s8/G4XlihWNznw+li+nKyQ7EkYpQxvibQB2Wbw2Go1IT0/Htm3bMH78ePog6Sqe7b65fDN8NdK++ILseo6waxcQGSkctCCiJUMk4R8rm8BXIgufGSulRDyrwBcSbDk5iD9zBqNKSpBRW4uMhiRcU0kJ3if4PbcTdno9DIsWCX6OFEcCFYwREbwmJwBInj4dnxYUYEVSEllQQUgIxv36K17duhVLJ0ywf5+ioAFPmDPXXCkKmwnzYJQIU1ZNZJaIycngoqGgHgYNokN6SaivZxfcRUXCuyGmAjJz7VatyK5pQwGAWQBsf8U0Gg1mzpyJgoIC+oAjgQdifDMAbbJU2s/i40PX8GK+sxkz6JL8M2ZYmwYBUS0ZhOz0GpMJHW/eRCzLOcV8Vux1+PwnfIhe3er1wBNPQDtpEoaOG4dFTz2FRU89hUd69eL+zMGDQHw8kJGByOJiu7cjCTswhvz9t6TnToqgH6uB66GhSEhNxfaoKLqEk4Ufyw69HsjIwIcbNmB7SgpCbcxlHQsKiHw5bHMl2dWFFhc79Ey4kF3BLF68GIMGDYK/vz/CwsIwevRoZDPhlA3ExcVBo9FY/Zs1a5bcUxGPHH3rLRHzhe3YYR1QcOIEcP062Wctd14SFAAFWrmUN/xs9R5FmU1lABwPPBBj5y0q4ncUW/LYY/TzE3rmWi09zjJwQUxItZC/qMGcJuQIN0f4sAgpIRu/Oaw0P59fYZhMoDQa/PO774ALF+jfqZoaTv8JH5F5eTBmZSHj2DF8dfQoMo4dgzEriz4nn+C0gVMh/v03sGwZ8Pff0Pz73+g5ejTw3XdW1zRevUqkTFelpUl67qSIygPSaDDx7bexY906u2AJO2JigJwcjF2+HAa9nt2nIjK8mnSuk/bvd+iZcCG7iezQoUNITEzEoEGDUF9fjzfeeAOPPvoozp07h1YWq+vnn38e77zzjvm1n5+f3FMRjyNtj7nGeXqSdVpk6yHiSfj1WGa5S1AAf8DaNGYLYyr7448/cKejqxyWgo88FyY/b+fOwPDhwg3BjEZ6nJQmWyJbMghm6B87BhgMMGZlWfsxuHxybPD1FGkwgVmZa44ehXHtWgS3aoUlWi1uXr6M90JCUOzvz7oiZ3IpCletQmfbNssS8koYhWiVk0FRtJm4oZsnVVWFMW3a4LUPPrC+p9BQtC0tBdWgPLjCcuOPHoVW7soIFog1JRm1WoxLScFOkvBoR2qksUAc3n3sGNAU8mD27t1r9XrDhg0ICwtDVlYWHnzwQfNxPz8/RCgQFucQjrQ9ZkOvB+bOBZYulTYf0hbAlitRCQrgTgBjAHwDgE2ka7VajBo1CnfeeSe9AnMkmECMiUxMJYPgYOeU4GH8RXl5wL33NiqaH39sVDSM0hFyhCckIN1WiALoEBmJKq4e6w3CNSkxEaMiIqC1dLifP4/3mL4xNp9lIsL+tXUrvvLzw/XQUPqN4GC0LS2lh3MI7QkHDuAfKSny5JWEhGDU8eNoW1aGW0zfk4MHaRMSg8mEo7duIeGhhwBmng0U+/vT0y4vtwoesFIeGRns3UNlKhsj1o/FwFuxmLT9gYg2CSRzNWfxp6Q0zYZjpQ2/vME29tPNmzdj06ZNiIiIwJNPPomFCxe6fhfjSNtjLpzQ99pqNSahSKcGwBoABwGUwtpMptFoEBAQgNWrV9MH2FbxO3Y01vgSM1chxCij6Gjpdc3EIqbFAFcF5BMnkB4VxZoQeD00VFykFaP0KAqfMrXVOJIo2RzIfEJ72apVmJuYKF9nTL0emenpuOXrS7/++29692JrDtRoaJNZ//6AhQ+BuaZvdTX21daiQK/nVB5y7QJssSwkCpPJvFPkRaPhrlhM2mr5wAHg4YeJWzLbzlXuoqckKOrkN5lMSEpKwuDBg3HXXXeZjz/99NPYtGkTDh48iAULFmDjxo2YzJNjUlNTg7KyMqt/ikBiY/f0pH0jpLZnZyRLWl6DUQBZWQBhpzsACAOtZNh8MGvWrEGYpenFMpBhxgyge3dpcxVCjDLq0EF+Hxrf5x1MNuWtPUVo1rC1r5MkUTJ+AUsoDw9oKIoW2oWFVnb/EEaQyZhDYWAWm5amMbZ8kspK+n2Wa14PD4e2UydMjI6mkw4HDrQOyFASnjwgIVh9IhaVG67b7NiscpEuXyYbJzJnSdZK0zYouoNJTEzE2bNncfjwYavjM2bMMP/ct29fREZGYujQobh06RK6detmd57FixcjNTVVyanSWK7Or1+nc1pszVT19cCoUfTPJCVRFIjMELyGZdivCMYD+BqNpjLGNGYOUeaCtGcFIO55kCojLy/ReSoOIYMpTmrBREts7euO5DGYhbafHyZa5E0Y6uvNpVz4EHNt87yvXLE2jdliMtHv5+YCXbo4dE1Z4TJLEiwM2HwiJO0PkhITMbK+XlxLZtu5KmQy5EOxHczs2bPx7bff4uDBg+jQoQPv2OjoaADARQ7n5oIFC1BaWmr+d+3aNdnna4ZZnXfoIOwDIQm7dTRTXcjRz9XeV8K1GVOZf0POgpVpjA8xUTVihDupMtq1S3SeikPIEM7uiHDkCrWVI4/Bal55eYgkjBATc21z2Re9HoiN5TYxeXjQ77MoF7HXlJ0GOaGNjcXb27djW0oKtDwLCr7waNJqDKtatZK2m2TmOnAg4qKinLrrk30HQ1EUXnrpJezatQsZGRnowvHLYcmpU6cAAJGRkazv63Q66Jhuic5CLoexo33cd+6klZ2UysW2137vPcF2A2EA1o4ZgzkZGfjoo4+sTWNckJosx4yh53LzJtm9kPiTmDwWQJoPTUplaBlMccTC0cbGz2c3l+p8Zp1Xg1+gKCoK2rffhpHj2Uop9W7pF6DmzKGfe0WFvQ/Gz48OkpHhmorR8Dc2LjMTmnfewTiWTHwhXwfpYuMSYVSpy3Z2LMiuYBITE7Flyxbs2bMH/v7+yM/PBwAEBgbC19cXly5dwpYtWzBixAi0bdsWp0+fxty5c/Hggw+iX79+ck9HOnI6jNky1U+cIFMwHTo0htRKcUxbXnvECKJ+NuMfegjjv/qK/BoCO1Qze/YA6enc79uaHEWGBRMrJGYXlZdHV2UQKsXz55/2io8EnnEk0T3BZWXwqa3FDcJQW95+7g1Cjj45dziyWWg3+AXGs0SP2Z5TtJPYNrR67ly6M6olFEWXCLJtlmWZB5SQACNAFE2lKA07sbH//Cd2SgiPJl1sdCOMKnXpzs4G2RUMY1KJi4uzOr5+/XpMnToV3t7e2LdvH9LS0lBRUYGOHTsiISEBb731ltxTcQylHcYkwtDLCzAYaEEoxx+LUiakYcOE808A4d1edTVtc4+NtVYypB0yxSqkM2fIKiWcOWP9/GV4jiTRPeuWLcOomTMbm4UJ2c15cmI6FhZiwoED+PeECXQCpsCuiKQBlpai8FVqqngnsY1f4KdOnTA/MxNZmZkwGY3Qenjg3jZtcNRGhtiSvnMn5kRGKtLzRTQO+DpIQ4lfrK/Hf2prXdI4TCqKmMj46NixIw4dOiT3ZeVHaYcxIwzPnKFNR2zFFuvqgJEjxfVX4UOJMGwp4/mYPNmx+xWjkFjKkRCNk+M58iiD4PJyvLxzJ0YdPw7t/PmIi4gQfhZMfsSOHQiurMQSrRaFJSUINZnQ3mhEbGUltBs24L7z54lW2CRBCEatFqGzZ9Mh4kLdNW13FhYJhQ8B+Pbrr9GzZ0+UlJTAv1Ur5DGJxxx5QDPmzbMvogn5er5IQmKSJGkosffMmS4NOZaCWouMC2c4jPV6usiiUFfG6urGIpaWpWRElOgAIKrUieznJa1KAIivWSaV8+eljZPjOTIr3vnzcWXKFKR+/jndQwXArcBAJE+fjs5ffIH0Dz4QLjHC5FEkJaFzRQUeCg3F5OBgzA0Kwuv19Sj++GNoX3yRTkDkK+1uodSJKzpbKnTLeVy6hIcqK/F0VRUeqqzk7C3DEBYWhrVr1yIiIgJzFiyAoXt3Xmf2LcZ0xpbvI0PPF6dCGkrctatLQ46loKGEthxuSFlZGQIDA1FaWooAJhtYbk6coPvCCJGVJa3sCMPx43SvGSnodHQQQFgYuYPa0XbHXJ+PiKADF/z9gfx8+/Nu3SquosGxY44lQ5IwejSRTwqjRgG7d1sfk6tt9IkTSE9Kaky4ZHEO70hOpnvM9+rFviswGJD+wQfC50hLI/5dzTh2DA81lG7h42BVFeLCw+kdy+XL2JORgbSxYxsuLm0eXx09iqcJQqMF5+bnhzipf1vORqFMfiUQI3/Vcv1ciHUYS0VMORRbampoExoXbKYmIRMS09GTTXCS9LvhMm/99hv5fQGOZ9srjRhTHA+kORDGVaswj6MW2KjjxzHniy/ky7aHiBIjU6daZ5aPG8d6PjHzkMtJvT8/H4ajR6UJYDcQ5KxYmuHY5pifj9jCQtfO0QJVwXAh1mEsFSVNQYypiXSOJCVQpF5TrClRynMRu6vo3ZtsB9O7t/i5ECLk62ByG8yNqCxg/A0p69cTncOqTImAAGUqOgvZ+/c0ZJaTmEE4e8vYIBhuzRTJFODdgABzkqgo5z9p6Ra5ggikXM/Zc5SIqmD4cHSVSiLwlLaXii2P74hy4bum2EAAsc9FTH0w5jvt04fs3KTjmHmIWPmKylng2J2sSEgg+rj5WiTC6dgxxAO81aBHHT+Ozhw7J6J5cEDi9A4uLUWxvz+3ArKZkyjnv0XpFlkKfAoh5XrOnqNEVAXDIJdN3fJ8JALv668dnzsfSpXHF3tNsUU4pex4SOuDMd8jYQMr4nESVpXE5iAeh3cxYakecxMvUuE0fz7iIyM5w24zbt7EdaZopQgE75knwo5RbgDY831YlAvAYqLjWQjgwgXxJVkcgNRMank9KZ9xBaqCAaStfoUgFXinT5PPUwpKlccXe03G5JiZSYciCyF2xyOl8kLfvnSgBJ9PSaulv6OwMOGFhoRVpRzZ94JQFNqWliK2ogKACOEUEQEtVzVoAIajR4nqlJlh/Db19XRQCN/f0o4dGFVSgkCNBhkNlSLiamoQV18P7fTpwKxZ7D1wSKpQFxQg7oEHOBcCz//wA65Pny58HgFTnxU8Ci3z8mXRJk5S06qoOSqAGqYMyFId1w5SgbdwIfk5paBUeXwp12RqTykRKi2lPpheT2fpZ2XRUWtsHTGNRjqJNCqKjirkCRkWEtxs4bOWHSmJa7o5CGntK6EKyaKd8R4eqPLxwZ61a7mfI7ML/OADdPbywrDQULwbEIB3AwIwlaLoz77wAnDwoFXI9abiYvjfvk00DUNVFW9VYnM/HaHzkH5fAuHbezIyRF+POIzcxUHC6g4GkL9RVV6efVirq9Dp6KgwEhOfXP4gPvOWUsETUisvWPrZtFrhigQ8gROSVpUW5qDnX3mF2NwlCo0Gt4KCkKnTIQ7yCScpu69if39+/wDpLlCns+q1kwGgnCCsGgDCjEZMFVgIkECsYAXuyRzWLeJ6pNd2ddkYVcEA8tUdy8vjz8x3BVOn0v+TmPjk6l0jZN6SKcTXCkcrL+TlAX/8QXYOjoWGJMFtUWIk8NIlDCObgSQMVVUwZmXhpsFgX+OLhUiBSge8tc84EPIPSPUtkD57pnsnb5UC5roczcTElmQR3NmaTNCaTDBpNMQlYIjDyF1cNkY1kQHy1B1j/DgjR8qrXN54gzbfrF1LV0NesEDaeUhMfHKUfJEjN0gKjlReYL67Z58lOwfHgkTyqrKhnHpc167oUFBAR0qx4aC5I2f3bnS+dAlzhZQLRaFtSQli4+P5KwhIbLzFaYLLy2v0R4g035E++5d37kQB6e95Q1kaq0OWJVkIr0nSCM6o1YIScT1L06occ1QKVcEA8tQdkyvE15ZWrRo7R77xBkC4nWZFyMTnSO+aDRtoX4ar4u4dqQ8m9rvjEKbMqpJTQZhMCC0uxo3r15Fx7BiMWVlWJX8EhQaA1M8/x5biYuwrLOS/ls1n25aUIGXaNDufA5fSuhUYiD2DBgGZmTBmZSHj2DF8dfSo9bwBeveVloZLdXUI/ftvUUrQtvcMevaU5I8ACJ59g9J8c/t2RBJGvqWuXy9LSRbS3VXSjh3k1+NR7iElJZizYweCq6pgNBiklZWSCVXBAPLUHZMrxNcW219iR5SAkCnQst0ys2tiuncKUVPjvJa1bDhSH0zsd8chWPgUBFPavjA4GJODg9nrc/EIjfZFRUhdvx7db95EpK8v4mprua9lgcZkAqXRABoNeXtmjQaahoCE7evW8dcVA4B77sEv3bujsE0bUfkwVruOBj+FFH8EQPDsAaxbtgzaHTsQGxbGq4yY5mBvDh9uXbfNYEBuTg5GPvoo0v7v//DS6dNI270btZs3A5s3A0eOEM2Vi1FxcUR14gA0mlbT0nClVSscfPVVJG3fjtC//0ZhcDDSxo3DQ0uXonNFBW8NOKVRfTCA+NUvW87MuXPKzM1WqVlWYS4upq+7Zw9Z4UYSM4atf6SoiCzb3RnFKflwJHhAbHg210KDJ3+DTfDahS7fc491yfeCAhjS0pATHo51I0ci2SJ0toOXF1aAPRHSkg6Fhfjnd99ZfZYEkgoCX6ekIPToURgMBpy7eRMgrAvI5h9g/BRSPgtAsFWBuVp0377QFhWRVyW+5x46IOPIEeDpp/HajBlYNn68VQO2f/n7Y962bfhw8mTgl1+AmBirqYnxl2gHDiQPK2bKxpw4gWJfX6wYO9btki5VBQOIqzsmRzkVMXApv7Fjxc9Bim/EWX3u5UBq8IBY5cj1nbD0BLlx/TrmajQoDAoic1pb1po6cQLpVVVImTaNV3BcqatDZlUVDFVVCGvYjRVotYj09UXsHXdg2+jR4u7PFg7H9ESm02VVFbFyYcq82JaVJ2kPAKCx2ZhtSXqR/ViEEjntTFKXL+O1GTOwdMIEuzkZPTzMxz+8fNlOwZCW4xddZr9hoVt7/jxmzZ3rlkmXqoIBxK1+T5xwnnLhMulI9fdIiRJzVp97VyJGOZKU4bfoCZIBoJAnfJYvIY44oqq+HrFhYVZCdbxFaZpIoxEgDOG1g88xbXcz7Fn0lnQoLDSXooHBAGNWFjKNRuwsKABatxacTtKOHfRn2b4D0n4sEpqD1QJYNn48+/015DAtGz8e7+bnw9v2egSVCUSX2beoGjFz7lwUtWnDOdSVSZeqgmEgXf0q5Wux5Y03gJkz2be0UucgJUpMqSZl7gSpcvzyS2DIEFFmBkdyTkjzat77/HN86uXFWZomdscOdKioEFctgLCgpBVMsqjtZxtW6anr1+PN4cOhnT8fSEhA+gcfNApcAuUCAG3Ky+kWFY6aekQ2B1vVqpWVWcwOjQZGrRarWrVCEtu1JHa75IQnt4YLVyRdqgqGBEufy4oVzrnm6NHcv3BSSrpIDR8W27ZA7ppuzoBUOd55p+i5O5IQRyoQ2DLPrWzvJSVYsXYtce0uc2CAFFg+17asDOuWLaN3Hu++SwvHqCh24cin2CgKn44ciTcjIpxu6rlE2DCPc5zEbpdckLS0tsUVSZeqghHC2T4XBj6hR+ozGDUKePNNxwS7GPOhEjXdnIFcvX9Y6k2F5eWhA0VJSohzpBCmlQmtdWtOE03b0lI609+igkCHwkIsW7UKcxMTHa+RRlGN1Qkadh7GwkJu4ch3zxoNrjeYAuOkz0gS3errZR3nKKQ+K8C1SZeqghFCqr9j0iS6zHtICHDlCsD0GCdBSJiR7kSio2kFYDQCe/dK302Qmg9Ja7qtXUvn97jLzkaO8jVclZRDQ9G2tNScRCfGwetoIUyz7b2wELE7diC4shJLtFoUlpQg1GRC++JiugBmSAgyvb1hCA5uNNvMmAEPkVn6rGg0gGXxTIgTjmwoYuoRaLPw4tWr+Je/P4weHuxKkKKgNZnwYkNBUaUhfgYcQRXOQlUwQkj1d8yZ0yiMjx8nUzAbNtAVfoVaHefmks0hOZm/tpbcuwnSZ/X++8rPRSyOlq/hsYkX+/sDAILLy+12CpwO3rw8aC9cwLJ16+hQYY6yJSTsycjAM0OG2PtovvwS2ob2AXG2zz00FPH//CfrrkdrNHILWhZsncyOKgjZTT0kbRaOHMG86dPpaDFbM17D/czbtg3eDz4o79w4IH0GoSUlWLN8ufggAplQFYwQUkvYW5q4SG38ffuy9yrPywN69OAvK8+GUMkasR0vhXCk3L/cc3EyJBFfvtXV2FdbiwK9nt/BayHw5s2eTZ/PAaHKlrwomB/B5ZjOy0PRJ5+YlZ6YnQ2jWCQrCIpC27IyGAsLYZSzdTFhgc0P160DALs8GK3JROfBrFvXWPtPYQR3tyYTQktKcL2qCt5SgghkQlUwQkhJILQ1cTlq4z9zRrxy8fIiq4kmZ1Sco8mWzorQUwCSiK/r4eHQ+vlhYlQU/8kkRAixYjJBS1Gsuw2i/Ag2x3RkJPDss4IJnmwwioWoJTJgv0to8BUNA9Dh0iXZ2gITh4NPm4YPvb3xbn4+VrVqhUuenuhWX48XKyroncvUqXY5MEpBkluzJi2NVi5si1YnoSoYIcRsK728gF276J0IS1kHyTZ+gaq2rHM4fVq49DwgruOlEI5uweWci9wIRMcZiouJSviQmIekRAjZwkSCGXl2GJLyI3iSSYsCA4kCGYSEI6XRoG1ZmZU50RY5M9SJ2yxUVSEuPBxaikJ/oxHhDX4arVZLf0/ONEEpkVujAKqCEUJMAmFdHb3CY/tld8TGL6YMDTOH338nGy9niRdHky1dXW6GC4LouMh77wWWLhU8FYl5yFEnOEALmYSffkLauHGCY0X7RGx3Np6e8E1KIs9UJxCOo44fR8bHH2N8aCiKAwIUzVAnzlVKS0N6VRVxO2xFUSK3RgFcWuxy5cqV6Ny5M3x8fBAdHY1jx465cjrsKNW6VwwkdcZs5+CKEi+OJlu6Q7kZNgii42JPnCAqoBhL8IykOME1JhPdMXP7dhwsLETuHXdgVFwc0WcddprzFOlkrQZsWaiRo7ijNjsb2n796BBnBztvCkF6/znh4ZxdMMempiKdqd3nLBraPGgHDkRcVBQmRkcjLioK2oEDXVt41gKX7WC+/vprzJs3D2vWrEF0dDTS0tIwfPhwZGdnI8zB1ZuskPhPLHEHM8/Jk64p8SL2WSk5FzkhEGBak0m2elNSBL6VWWT+fECvRyxoX4XiTamkrKYJEg8NBgPR5R2NSiMpRtm+qAjrRo50y3pf7ozLdjDLli3D888/j2nTpqFPnz5Ys2YN/Pz88Pnnn7tqSuww/pMXXyQbr8QKpk8fceOLilxT4sWy3P/rr4v/vLuWmyGMjos/coR8Fc+DUG8TjcmEDjdvYl9hIW9Zd6c2pVJgNe2stsAkz+n5b7/FDQmN0Fo6LlEwtbW1yMrKwrBhjQ1iPTw8MGzYMBxh6alQU1ODsrIyq39ORa8H7r6bbKwSZp7evcWNDwlxrD+KIzQIGjTkfhDjqk6YJJAuGubO5TX7kNrnSQTeipUrMbRbN35BLtZ05WaQKFpSsyMvBM+p+82bRKdyRb0vd8YlJrKioiIYjUaEh4dbHQ8PD8eFCxfsxi9evBipqanOmh47rqwqHBwsbvyAAfJkpzsCqdBasIBuPeAGDklOSO/ljjvoVTwcrDclV4RQE3EEc6FYmXtbCJ5TBqGCcUW9L3emSUSRLViwAPPmzTO/LisrQ8eOHZ07CVdWFe7bF9DpyHNhmDk4mp3uCKSKdswYl8bpE+HsxYWcikHmIotOxZmhuALPKTYryzn+rGaGSxRMSEgItFotbtqsCm7evImIiAi78TqdDjqdzlnTY0eugohS0OuBP/+kEy7HjOFPoHQXU1NzKvPvKn9WU1UMcuFGOzCn7aaaGS5RMN7e3hg4cCD279+P0Q3d9kwmE/bv34/ZBG1TXYKrTU7MbuTixaZRDt+VCllumtO9NDXcRdE2kcRGd0NDUa7xSn399deYMmUK1q5di6ioKKSlpWHbtm24cOGCnW/GlrKyMgQGBqK0tBQBpK1aVZxPU+wNw0VzuhcVaQhUXG4pvwNi5K/LfDD/+Mc/UFhYiLfffhv5+fno378/9u7dK6hcAIDRiU6PJlMRR1AQ/Q+gM+HZaCrfYXO6FxVpWPwOWHoNrQr0t4DfAUbukuxNXLaDcYTr168738mvoqKiomLm2rVr6NChA++YJqlgTCYT/vrrL/j7+0MjMiyQiUC7du1aizSvtfT7B9RnAKjPoKXfPyD9GVAUhfLycrRr1w4eAu0amkSYsi0eHh6CmlOIgICAFvuLBaj3D6jPAFCfQUu/f0DaMwjkqXRtiUuLXaqoqKioNF9UBaOioqKioggtTsHodDokJye7PnHTRbT0+wfUZwCoz6Cl3z/gnGfQJJ38KioqKiruT4vbwaioqKioOAdVwaioqKioKIKqYFRUVFRUFEFVMCoqKioqitCiFMzKlSvRuXNn+Pj4IDo6GseOHXP1lBRj8eLFGDRoEPz9/REWFobRo0cjOzvbakx1dTUSExPRtm1btG7dGgkJCXYtFJoLS5YsgUajQVJSkvlYS7j/GzduYPLkyWjbti18fX3Rt29f/Pbbb+b3KYrC22+/jcjISPj6+mLYsGHIyclx4Yzlw2g0YuHChejSpQt8fX3RrVs3LFq0yKqGVnO7/59++glPPvkk2rVrB41Gg927d1u9T3K/xcXFmDRpEgICAhAUFITnnnsOt2/fljYhqoWwdetWytvbm/r888+pP/74g3r++eepoKAg6ubNm66emiIMHz6cWr9+PXX27Fnq1KlT1IgRIyi9Xk/dvn3bPGbWrFlUx44dqf3791O//fYbdd9991H333+/C2etDMeOHaM6d+5M9evXj5ozZ475eHO//+LiYqpTp07U1KlTqaNHj1KXL1+mfvjhB+rixYvmMUuWLKECAwOp3bt3U7///jv11FNPUV26dKGqqqpcOHN5eO+996i2bdtS3377LZWbm0tt376dat26NbVixQrzmOZ2///73/+oN998k0pPT6cAULt27bJ6n+R+H3vsMeruu++mfv31VyozM5O64447qIkTJ0qaT4tRMFFRUVRiYqL5tdFopNq1a0ctXrzYhbNyHgUFBRQA6tChQxRFUVRJSQnl5eVFbd++3Tzm/PnzFADqyJEjrpqm7JSXl1Pdu3enfvzxR2rIkCFmBdMS7n/+/PnUAw88wPm+yWSiIiIiqKVLl5qPlZSUUDqdjvrqq6+cMUVFeeKJJ6jp06dbHYuPj6cmTZpEUVTzv39bBUNyv+fOnaMAUMePHzeP+f777ymNRkPduHFD9BxahImstrYWWVlZGDZsmPmYh4cHhg0bhiNHjrhwZs6jtLQUABAcHAwAyMrKQl1dndUz6dWrF/R6fbN6JomJiXjiiSes7hNoGff/zTff4N5778W4ceMQFhaGAQMG4NNPPzW/n5ubi/z8fKtnEBgYiOjo6GbxDO6//37s378ff/75JwDg999/x+HDh/H4448DaP73bwvJ/R45cgRBQUG49957zWOGDRsGDw8PHD16VPQ1m2SxS7EUFRXBaDTa9ZoJDw/HhQsXXDQr52EymZCUlITBgwfjrrvuAgDk5+fD29sbQUyPkwbCw8ORn5/vglnKz9atW3HixAkcP37c7r2WcP+XL1/G6tWrMW/ePLzxxhs4fvw4Xn75ZXh7e2PKlCnm+2T7u2gOz+D1119HWVkZevXqBa1WC6PRiPfeew+TJk0CgGZ//7aQ3G9+fj7CLLp1AoCnpyeCg4MlPZMWoWBaOomJiTh79iwOHz7s6qk4jWvXrmHOnDn48ccf4ePj4+rpuASTyYR7770X77//PgBgwIABOHv2LNasWYMpU6a4eHbKs23bNmzevBlbtmzBnXfeiVOnTiEpKQnt2rVrEffvDrQIE1lISAi0Wq1dhNDNmzcRERHholk5h9mzZ+Pbb7/FwYMHrVocREREoLa2FiUlJVbjm8szycrKQkFBAe655x54enrC09MThw4dwkcffQRPT0+Eh4c36/sHgMjISPTp08fqWO/evZGXlwcA5vtsrn8Xr776Kl5//XVMmDABffv2xTPPPIO5c+di8eLFAJr//dtCcr8REREoKCiwer++vh7FxcWSnkmLUDDe3t4YOHAg9u/fbz5mMpmwf/9+xMTEuHBmykFRFGbPno1du3bhwIED6NKli9X7AwcOhJeXl9Uzyc7ORl5eXrN4JkOHDsWZM2dw6tQp8797770XkyZNMv/cnO8fAAYPHmwXmv7nn3+iU6dOAIAuXbogIiLC6hmUlZXh6NGjzeIZVFZW2jXE0mq1MJlMAJr//dtCcr8xMTEoKSlBVlaWecyBAwdgMpkQHR0t/qKSQxSaGFu3bqV0Oh21YcMG6ty5c9SMGTOooKAgKj8/39VTU4QXXniBCgwMpDIyMiiDwWD+V1lZaR4za9YsSq/XUwcOHKB+++03KiYmhoqJiXHhrJXFMoqMopr//R87dozy9PSk3nvvPSonJ4favHkz5efnR23atMk8ZsmSJVRQUBC1Z88e6vTp09SoUaOadJiuJVOmTKHat29vDlNOT0+nQkJCqNdee808prndf3l5OXXy5Enq5MmTFABq2bJl1MmTJ6mrV69SFEV2v4899hg1YMAA6ujRo9Thw4ep7t27q2HKJHz88ceUXq+nvL29qaioKOrXX3919ZQUAwDrv/Xr15vHVFVVUS+++CLVpk0bys/PjxozZgxlMBhcN2mFsVUwLeH+//vf/1J33XUXpdPpqF69elHr1q2zet9kMlELFy6kwsPDKZ1ORw0dOpTKzs520WzlpaysjJozZw6l1+spHx8fqmvXrtSbb75J1dTUmMc0t/s/ePAg69/9lClTKIoiu99bt25REydOpFq3bk0FBARQ06ZNo8rLyyXNRy3Xr6KioqKiCC3CB6OioqKi4nxUBaOioqKiogiqglFRUVFRUQRVwaioqKioKIKqYFRUVFRUFEFVMCoqKioqiqAqGBUVFRUVRVAVjIqKioqKIqgKRkVFRUVFEVQFo6KioqKiCKqCUVFRUVFRBFXBqKioqKgowv8H9Esc9jdQMmMAAAAASUVORK5CYII=\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": [ + "#Hence, we have Completed Day-4 at Summer_Internship_With_METAFISER." + ], + "metadata": { + "id": "Q5NB_L1HASAd" + } + } + ] +} \ No newline at end of file diff --git a/DAY-4_SUMMER_TRAINING_AIML/day_4_dhruvdhayal_ai_ml.py b/DAY-4_SUMMER_TRAINING_AIML/day_4_dhruvdhayal_ai_ml.py new file mode 100644 index 0000000..2b8dc96 --- /dev/null +++ b/DAY-4_SUMMER_TRAINING_AIML/day_4_dhruvdhayal_ai_ml.py @@ -0,0 +1,606 @@ +# -*- coding: utf-8 -*- +"""Day-4_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1NxtSVhqaCr_RM8Gb88mLkzoRae9jMfvY + +#Day-4 Solving the Real-Life Problem Statements. +""" + +#Now, we need to develop the Valued Project-2 in Day-4. + +#Problem Statement is: We, need to install the random number of sensors at different location randomly. +# -> Task2: Now, we need to give an seperate ID's to each sensors such, that it is quite easy for the identifications. +# -> Task3: Now, we need to find the neighbouring nodes of the main central Node. +# -> Task4: Now, plot the graph and then show the neighbouring node connect it with the main central node.(Distance Formula). +# -> Task5: Make Proper Visualization and also plot it with the help of subgraph , previous graph and then show the plotted graph. + +# NOTE: You, can also take the help of chatGPT. + +#-------------------------------------------------------- TASK-1 ----------------------------------------------------------- + +#Task-1 Show all the sensors and plot to show it in the main graph. + +#Initializing the Values of the Graph before Plotting. +import numpy as np; +import matplotlib.pyplot as plt; +import seaborn as sns; +import pandas as pd; + +#Putting Important formulas to indicate the sensors. +no_of_sensors=10; +np.random.seed(7); +#data=np.random.randint((no_of_sensors,2)); we, use this but 'randint' shows quite discrete value, which removes randomness might be inconvenient, +data=0+(100-0)*np.random.random((no_of_sensors,2)); +plt.figure(1); +plt.title("Raw Data about the Sensors"); + +#Plotting the Main Graph. +plt.plot(data[:,0],data[:,1],'ro'); # - for line, s-star, d-diamond, o-circle(dot), *-star. +plt.grid(True); +#plt.show(); + +#--------------------------------------------------------- TASK-2 ------------------------------------------------------- + +#Task-2: Now, we need to show the Identificaton number of the Sensors. +for i in range(data.shape[0]): + dx=data[i,0]; + dy=data[i,1]; + plt.text(dx-1,dy+2,str(i+1)); + +#Showing the Valued Graph. +plt.show(); + +#Now, we need to use the distance formula. +d=10+(20-10)*np.random.random((4,2)); +print("\n Matrix of d is: \n\n",d); +print("\n Now, total size of the d: ",d.shape); + +print(d[0,:]); +#Print the 0th row of the Matrix. + +#Printd the 0th and 1st row of the Matrix only just for the Demonsterations. +print("\n 0th Row of the Matrix : ",d[0,:]); +print("\n 1st Row of the Matrix : ",d[1,:]); + +#Performing both the values of the Task-1 & Task-2. +import numpy as np +import matplotlib.pyplot as plt; +import seaborn as sns; +import pandas as pd; + +#Putting the Values inside the values of the data; +no_of_sensors=10; +np.random.seed(7); +# data=np.random.randint((no_of_sensors,2)); We, use this but it remove the randomness values might be inconvenient. +data=0+(100-0)*np.random.random((no_of_sensors,2)); + +#Plotting the Graph Chart by showing the Valued Sensors. +plt.figure(1); +plt.title("Raw Data about the Sensors"); +plt.plot(data[:,0],data[:,1],'ro'); #o-circle, d-diamond, *-star,- straight_line, s-square. +plt.grid(True); + +#Now, by performing the valued task-3 , we have to find the Identification No, ID's to Identify like: 1,2,3,4,5,....,10. +for i in range(data.shape[0]): + dx=data[i,0]; + dy=data[i,1]; + plt.text(dx-1,dy+2,str(i+1)) + +#For, Demonsterations: Calculating and Genrating the Random Matrix. +d=10+(20-10)*np.random.random((4,2)); +print("\n 1. Values of the Matrix are: \n\n",d); +print("\n 2. Total Size of the Matrix are: ",d.shape); + +# We, can also extract the row data from the given Particular Matrix. +print("\n 1. Showing the 0th Row are: ",d[0,: ]); +print("\n 2. Showing the 1st Row are: ",d[1,: ]); + +#Now, We also find the distance between the two-nodes. +#By, using the Distance Formula. +# dist=((x2**2-x1**2)**2 + (y2**2-y1**2)**2); +dist=np.sqrt((data[1,0]-data[0,0])**2 + (data[1,1]-data[0,1])**2); +print("\n --> Total Distance between the two nodes are: ",dist); + +#As, of now we need to show the zeros of the main matrix. +dist_matrix=np.zeros((no_of_sensors,no_of_sensors)); +print("\n Given Particular Matrix are: \n\n",dist_matrix); + +"""#Task-3 Finding the Distance of one w.r.t to others.""" + +#Task-3: finding the distance for each node w.r.t to another to find thier neigbouring nodes. +dist=0+(100-0)*np.random.random((no_of_sensors,2)); +dist_matrix=np.zeros((data.shape[0],data.shape[0])); + +#Showing the dIstance from one node to another. +#NOTE: one node compare by own it'self get value 0 because by comparing himself distance is found to be 0. Then all diagonal of the Matrix is found to be 0 again! +for i in range(data.shape[0]): + for j in range(data.shape[0]): + dist=np.sqrt((data[i,0]-data[j,0])**2+(data[i,1]-data[j,1])**2); + dist_matrix[i,j]=dist; + +#Now, show the distance of node w.r.t to other's nodes. +print("\n Distance of Node with respect to other: \n\n",dist_matrix.astype(int)); + +print(dist_matrix.astype(int)); + +"""#Now, we have the given Sensing Range = 60. +#We, need to find the node, if any node having distance <=60, then replace the value it with '1', unless/untill remains same 0. +""" + +#Now, we compare the values to find the dist_matrix it with the sensing range. +neighbour_matrix=np.zeros((data.shape[0],data.shape[0])); +sensing_range=60; +for i in range(data.shape[0]): + for j in range(data.shape[0]): + if(i!=j): + if(dist_matrix[i,j]<=sensing_range): + neighbour_matrix[i,j]=1; + else: + neighbour_matrix[i,j]=0; + +#Showing the Neighbour Matrix Values. +print("\n --> Given Values of the Neighbour Matrix: \n\n",neighbour_matrix); + +"""#Now, we need take the user as input from the user as node no. +#Then we need to show all the neighbouring nodes of the main_Node searched by the User. +""" + +#Now, we need to take user_input as name of node in 'int' forms and then we have the responsibility to show it's neighbouring nodes. +count=0; +node=int(input("\n 1. Enter the Node user want to search for: ")); +node=node-1; +temp_neigh=[]; +temp_neighbouring_matrix=neighbour_matrix[node,:]; +for i in range(temp_neighbouring_matrix.shape[0]): + if(temp_neighbouring_matrix[i]==1): + temp_neigh.append(i+1); + count=count+1; + print("\n Node: ",i+1); + +#Printing all the collection of Data & Informations. +print("\n--------------------------------- OUTPUT ! ---------------------------------------") +print("\n --> Node choosen by the User are: ",node," Neighbouring Nodes: ",temp_neigh); +print("\n --> Neighbouring Nodes: ",temp_neigh); +print("\n --> Total No. of Neighbouring Nodes are: ",count); + +"""#Task-4 Now, we knoe the current_node as node entered by the user as well it's neigbouring nodes. Now in this we have to plot the Graph, and join all neighbouring nodes with it's central axis of main current user node.""" + +# Plotting the graph +plt.figure(figsize=(10, 8)); + +#Plotting the graph to indicate and show the main node connect it with the Neighbouring node with line and special shape character designs. +for i in range(data.shape[0]): + dx=data[i,0]; + dy=data[i,1]; + plt.text(dx-1,dy+2,str(i+1), fontsize=12); + plt.plot(data[node,0],data[node,1],'rd'); + +#Showing the neighbouring nodes. +for i in range(len(temp_neigh)): + Xtemp=[data[node,0],data[temp_neigh[i],0]]; + Ytemp=[data[node,1],data[temp_neigh[i],1]]; + plt.plot(Xtemp,Ytemp,'go-',linewidth=2); + plt.plot(data[temp_neigh[i],0],data[temp_neigh[i],1],'ko'); + +#Showing the Valued Graphs. +plt.figure(1,(10,8)); +plt.title("Raw Data about the Sensors"); +plt.xlabel("Sensors"); +plt.ylabel("Data Points"); +plt.grid(True); + +# Setting the axis limits to ensure all nodes appear properly +plt.xlim(np.min(data[:, 0]) - 5, np.max(data[:, 0]) + 5); +plt.ylim(np.min(data[:, 1]) - 5, np.max(data[:, 1]) + 5); + +#Showing the Graph as Given Below! +plt.show(); + +# Plotting the graph +plt.figure(figsize=(10, 8)) # Adjust the figure size if needed + +# Plotting the main node and its index +for i in range(data.shape[0]): + dx = data[i, 0] + dy = data[i, 1] + plt.text(dx - 1, dy + 2, str(i + 1), fontsize=12) + plt.plot(data[node, 0], data[node, 1], 'kd') # 'bo' for blue circle marker + +# Plotting the neighboring nodes +for i in range(len(temp_neigh)): + Xtemp = [data[node, 0], data[temp_neigh[i], 0]] + Ytemp = [data[node, 1], data[temp_neigh[i], 1]] + plt.plot(Xtemp, Ytemp, 'bo-', linewidth=2) # 'rd-' for red diamond marker and line + plt.plot(data[temp_neigh[i], 0], data[temp_neigh[i], 1], 'ko') # 'rs' for red square marker + +# Showing the valued graphs +plt.title("Raw Data about the Sensors") +plt.xlabel("Sensors") +plt.ylabel("Data Points") +plt.grid(True) + +# Setting the axis limits to ensure all nodes appear properly +plt.xlim(np.min(data[:, 0]) - 5, np.max(data[:, 0]) + 5) +plt.ylim(np.min(data[:, 1]) - 5, np.max(data[:, 1]) + 5) + +# Show the plot +plt.show() + +"""#Now, We are Implementing the Values of K-Means. +# 1. Manually. +""" + +#Create the 50 Nodes Data-Points visualise it in a 2-D Plane, and divide the data it into the 2-Clusters. +#Create the 50 Nodes Data-Points visualise it in a 2-D Plane, and divide the data it into the 4-Clusters. + +#Firstly , we create the nodes and plot the graph for proper visualizations. +import numpy as np; +import matplotlib.pyplot as plt; +import seaborn as sns; +import pandas as pd; + +#Putting all the Important values in the Graphs. +num=500; +np.random.seed(7); +data=0+(100-0)*np.random.random((num,2)); +plt.figure(4,(4,4)); +plt.title("Raw Data of K-Map Manually!"); +plt.plot(data[ :,0],data[ :,1],'ro'); +plt.grid(True); +plt.show(); + +#Color them half of the cluster of two differrent Shaded Colored! +for i in range(data.shape[0]): + dxi=data[i,0]; + dyi=data[i,1]; + if(dxi<50): + plt.plot(dxi,dyi,'ro'); + else: + plt.plot(dxi,dyi,'bo'); + +#Show the Valued Graph! +plt.show(); + +#Now, we have to show the Values of 4-Clusters but of differrent colors. +for i in range(data.shape[0]): + dxi=data[i,0]; + dyi=data[i,1]; + if(dxi<50): + if(dyi<50): + plt.plot(dxi,dyi,'ro'); + else: + plt.plot(dxi,dyi,'bo'); + else: + if(dyi<50): + plt.plot(dxi,dyi,'go'); + else: + plt.plot(dxi,dyi,'ko'); + +#Show the Valued Graph! +plt.title("4-Clusters K-Mean (Manually)"); +plt.figure(1,figsize=(12,6)); +plt.xlabel("Clusters"); +plt.ylabel("Data Points"); +plt.grid(False); +plt.show(); + +"""#Now, we are Implementing the Automatic Version of K-Means. +#Clustering with respect to its central centroid. +# 2. Automtic. +""" + +#Making the Values of the Automatic Clusters. +num=400; +data=0+(100-0)*np.random.random((num,2)); +#Consider data-point 0 at centroid 1. +c1x=data[0,0]; c1y=data[0,1]; +c2x=data[1,0]; c2y=data[1,1]; + +# step 2 find the distances of centroid and 1 and centroid 2 with respect to +# all the datapoints +for it in range(10): + plt.figure(1); + plt.plot(data[ :,0],data[:,1],'rs'); + #Making of the Clusters. + Cluster1x=[]; Cluster1y=[]; + Cluster2x=[]; Cluster2y=[]; + for i in range(data.shape[0]): + d1=np.sqrt((data[i,0]-c1x)**2+(data[i,1]-c1y)**2); + d2=np.sqrt((data[i,0]-c2x)**2+(data[i,1]-c2y)**2); + if(d1\n" + ] + } + ], + "source": [ + "from sklearn import datasets; #Used for Importing the Valueable Datasets Values.\n", + "from sklearn import svm; #Used for Classification Modelling svm-support vector Machines.\n", + "from sklearn import metrics; #Used for Evaluation of the Model.\n", + "from sklearn import model_selection; #Used for Model Selection.\n", + "\n", + "#Now, load the main_datasets;\n", + "data=datasets.load_digits();\n", + "print(type(data));\n", + "#print(\"\\n Given Data is: \\n\\n\",data);" + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, printing the Values of the Data.\n", + "print(\"\\n --> Given Values of the Data are: \\n\\n\",data);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8ia7ibGR5snW", + "outputId": "74e88d36-a36e-4cf5-ad7c-bd201a3c0be5" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Given Values of the Data are: \n", + "\n", + " {'data': array([[ 0., 0., 5., ..., 0., 0., 0.],\n", + " [ 0., 0., 0., ..., 10., 0., 0.],\n", + " [ 0., 0., 0., ..., 16., 9., 0.],\n", + " ...,\n", + " [ 0., 0., 1., ..., 6., 0., 0.],\n", + " [ 0., 0., 2., ..., 12., 0., 0.],\n", + " [ 0., 0., 10., ..., 12., 1., 0.]]), 'target': array([0, 1, 2, ..., 8, 9, 8]), 'frame': None, 'feature_names': ['pixel_0_0', 'pixel_0_1', 'pixel_0_2', 'pixel_0_3', 'pixel_0_4', 'pixel_0_5', 'pixel_0_6', 'pixel_0_7', 'pixel_1_0', 'pixel_1_1', 'pixel_1_2', 'pixel_1_3', 'pixel_1_4', 'pixel_1_5', 'pixel_1_6', 'pixel_1_7', 'pixel_2_0', 'pixel_2_1', 'pixel_2_2', 'pixel_2_3', 'pixel_2_4', 'pixel_2_5', 'pixel_2_6', 'pixel_2_7', 'pixel_3_0', 'pixel_3_1', 'pixel_3_2', 'pixel_3_3', 'pixel_3_4', 'pixel_3_5', 'pixel_3_6', 'pixel_3_7', 'pixel_4_0', 'pixel_4_1', 'pixel_4_2', 'pixel_4_3', 'pixel_4_4', 'pixel_4_5', 'pixel_4_6', 'pixel_4_7', 'pixel_5_0', 'pixel_5_1', 'pixel_5_2', 'pixel_5_3', 'pixel_5_4', 'pixel_5_5', 'pixel_5_6', 'pixel_5_7', 'pixel_6_0', 'pixel_6_1', 'pixel_6_2', 'pixel_6_3', 'pixel_6_4', 'pixel_6_5', 'pixel_6_6', 'pixel_6_7', 'pixel_7_0', 'pixel_7_1', 'pixel_7_2', 'pixel_7_3', 'pixel_7_4', 'pixel_7_5', 'pixel_7_6', 'pixel_7_7'], 'target_names': array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]), 'images': array([[[ 0., 0., 5., ..., 1., 0., 0.],\n", + " [ 0., 0., 13., ..., 15., 5., 0.],\n", + " [ 0., 3., 15., ..., 11., 8., 0.],\n", + " ...,\n", + " [ 0., 4., 11., ..., 12., 7., 0.],\n", + " [ 0., 2., 14., ..., 12., 0., 0.],\n", + " [ 0., 0., 6., ..., 0., 0., 0.]],\n", + "\n", + " [[ 0., 0., 0., ..., 5., 0., 0.],\n", + " [ 0., 0., 0., ..., 9., 0., 0.],\n", + " [ 0., 0., 3., ..., 6., 0., 0.],\n", + " ...,\n", + " [ 0., 0., 1., ..., 6., 0., 0.],\n", + " [ 0., 0., 1., ..., 6., 0., 0.],\n", + " [ 0., 0., 0., ..., 10., 0., 0.]],\n", + "\n", + " [[ 0., 0., 0., ..., 12., 0., 0.],\n", + " [ 0., 0., 3., ..., 14., 0., 0.],\n", + " [ 0., 0., 8., ..., 16., 0., 0.],\n", + " ...,\n", + " [ 0., 9., 16., ..., 0., 0., 0.],\n", + " [ 0., 3., 13., ..., 11., 5., 0.],\n", + " [ 0., 0., 0., ..., 16., 9., 0.]],\n", + "\n", + " ...,\n", + "\n", + " [[ 0., 0., 1., ..., 1., 0., 0.],\n", + " [ 0., 0., 13., ..., 2., 1., 0.],\n", + " [ 0., 0., 16., ..., 16., 5., 0.],\n", + " ...,\n", + " [ 0., 0., 16., ..., 15., 0., 0.],\n", + " [ 0., 0., 15., ..., 16., 0., 0.],\n", + " [ 0., 0., 2., ..., 6., 0., 0.]],\n", + "\n", + " [[ 0., 0., 2., ..., 0., 0., 0.],\n", + " [ 0., 0., 14., ..., 15., 1., 0.],\n", + " [ 0., 4., 16., ..., 16., 7., 0.],\n", + " ...,\n", + " [ 0., 0., 0., ..., 16., 2., 0.],\n", + " [ 0., 0., 4., ..., 16., 2., 0.],\n", + " [ 0., 0., 5., ..., 12., 0., 0.]],\n", + "\n", + " [[ 0., 0., 10., ..., 1., 0., 0.],\n", + " [ 0., 2., 16., ..., 1., 0., 0.],\n", + " [ 0., 0., 15., ..., 15., 0., 0.],\n", + " ...,\n", + " [ 0., 4., 16., ..., 16., 6., 0.],\n", + " [ 0., 8., 16., ..., 16., 8., 0.],\n", + " [ 0., 1., 8., ..., 12., 1., 0.]]]), 'DESCR': \".. _digits_dataset:\\n\\nOptical recognition of handwritten digits dataset\\n--------------------------------------------------\\n\\n**Data Set Characteristics:**\\n\\n :Number of Instances: 1797\\n :Number of Attributes: 64\\n :Attribute Information: 8x8 image of integer pixels in the range 0..16.\\n :Missing Attribute Values: None\\n :Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)\\n :Date: July; 1998\\n\\nThis is a copy of the test set of the UCI ML hand-written digits datasets\\nhttps://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\\n\\nThe data set contains images of hand-written digits: 10 classes where\\neach class refers to a digit.\\n\\nPreprocessing programs made available by NIST were used to extract\\nnormalized bitmaps of handwritten digits from a preprinted form. From a\\ntotal of 43 people, 30 contributed to the training set and different 13\\nto the test set. 32x32 bitmaps are divided into nonoverlapping blocks of\\n4x4 and the number of on pixels are counted in each block. This generates\\nan input matrix of 8x8 where each element is an integer in the range\\n0..16. This reduces dimensionality and gives invariance to small\\ndistortions.\\n\\nFor info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.\\nT. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.\\nL. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,\\n1994.\\n\\n.. topic:: References\\n\\n - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their\\n Applications to Handwritten Digit Recognition, MSc Thesis, Institute of\\n Graduate Studies in Science and Engineering, Bogazici University.\\n - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.\\n - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.\\n Linear dimensionalityreduction using relevance weighted LDA. School of\\n Electrical and Electronic Engineering Nanyang Technological University.\\n 2005.\\n - Claudio Gentile. A New Approximate Maximal Margin Classification\\n Algorithm. NIPS. 2000.\\n\"}\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to describe the values of the data.\n", + "print(data.DESCR);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pGhXSEGo6CrT", + "outputId": "57168068-8a84-4dea-95ec-7ca2ab422f70" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + ".. _digits_dataset:\n", + "\n", + "Optical recognition of handwritten digits dataset\n", + "--------------------------------------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " :Number of Instances: 1797\n", + " :Number of Attributes: 64\n", + " :Attribute Information: 8x8 image of integer pixels in the range 0..16.\n", + " :Missing Attribute Values: None\n", + " :Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)\n", + " :Date: July; 1998\n", + "\n", + "This is a copy of the test set of the UCI ML hand-written digits datasets\n", + "https://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\n", + "\n", + "The data set contains images of hand-written digits: 10 classes where\n", + "each class refers to a digit.\n", + "\n", + "Preprocessing programs made available by NIST were used to extract\n", + "normalized bitmaps of handwritten digits from a preprinted form. From a\n", + "total of 43 people, 30 contributed to the training set and different 13\n", + "to the test set. 32x32 bitmaps are divided into nonoverlapping blocks of\n", + "4x4 and the number of on pixels are counted in each block. This generates\n", + "an input matrix of 8x8 where each element is an integer in the range\n", + "0..16. This reduces dimensionality and gives invariance to small\n", + "distortions.\n", + "\n", + "For info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.\n", + "T. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.\n", + "L. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,\n", + "1994.\n", + "\n", + ".. topic:: References\n", + "\n", + " - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their\n", + " Applications to Handwritten Digit Recognition, MSc Thesis, Institute of\n", + " Graduate Studies in Science and Engineering, Bogazici University.\n", + " - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.\n", + " - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.\n", + " Linear dimensionalityreduction using relevance weighted LDA. School of\n", + " Electrical and Electronic Engineering Nanyang Technological University.\n", + " 2005.\n", + " - Claudio Gentile. A New Approximate Maximal Margin Classification\n", + " Algorithm. NIPS. 2000.\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, after Implementing the Main datasets.\n", + "#We, need to divide it ir further in training and testing phase.\n", + "#Now, in this, we have to get feature extraction of attributes(data) & labels.\n", + "X=data.data;\n", + "print(type(X));\n", + "print(X.shape);\n", + "Y=data.target;\n", + "print(type(Y));\n", + "print(Y.shape);\n", + "#Here, X->Represents the values of the Data and Information in the form of the Attributes.\n", + "#Next, Y->Represents the Values of the Labels for each Datasets Attributes." + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "X9bLBpBP6N7D", + "outputId": "b8824f4a-540c-4876-935e-d62c012b1d85" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "(1797, 64)\n", + "\n", + "(1797,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we are representing the Values of the datasets data in the form of the Digits.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mpimg;\n", + "import numpy as np;\n", + "\n", + "#Visualise the Data Images.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(type(image));\n", + "print(image.shape);\n", + "num=1270;\n", + "sample_im=image[num,:,:];\n", + "label=y[num];\n", + "plt.figure(1,figsize=(5,5));\n", + "plt.imshow(sample_im,cmap=\"gray\");\n", + "plt.title(\" Actual Target: \"+str(label));\n", + "plt.axis(\"off\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 481 + }, + "id": "b-De-mRP7KDA", + "outputId": "e9df715e-7adc-48d0-c63d-b5cb8babd91f" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "(1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we are just representing the Values of the Data and Information in the form of the Images present in the given Datasets.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mpimg;\n", + "import numpy as np;\n", + "\n", + "#Visualise the Given Datasets.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(type(image));\n", + "print(image.shape);\n", + "num=1270;\n", + "sample_im=image[num,: ,:];\n", + "label=y[num];\n", + "plt.figure(1,figsize=(5,5));\n", + "plt.imshow(sample_im,cmap=\"gray\");\n", + "plt.title(\" Acual Target : \"+str(label));\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 481 + }, + "id": "boOa9vfM9CC7", + "outputId": "2f9a8dfd-1b22-4102-9ba7-a18f7c029dce" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "(1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-1\n", + "--> Solve, the Problem Statement that you need to show the collection of data and infromation in datasets in the form of random numbers and represent it in the form of the 7*7 Matrix randomly form of Representations." + ], + "metadata": { + "id": "pPQmnw68-PwM" + } + }, + { + "cell_type": "code", + "source": [ + "#First, we need to implement the values of the Libraries.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as imag;\n", + "import numpy as np;\n", + "\n", + "#Visualising the Values of the Data.\n", + "images=data.images;\n", + "y=data.target;\n", + "print(\"\\n Type of the Images in Datasets: \",type(image));\n", + "print(\"\\n Total Length of the Images Data are: \",image.shape);\n", + "\n", + "#Now, making the 7*7 Matrix to generate the Random Numbers from the datasets and arrange it in the proper manner.\n", + "for i in range(49):\n", + " num=np.random.randint(0,1797);\n", + " samples_im=images[num,: ,: ];\n", + " label=y[num];\n", + " plt.subplot(7,7,i+1);\n", + " plt.figure(1,figsize=(8,6));\n", + " plt.imshow(samples_im,cmap=\"gray\");\n", + " #plt.title(\" Actual Target: \"+str(label));\n", + " plt.axis(\"off\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 479 + }, + "id": "4yBDeXp_-ACA", + "outputId": "ce53d23b-6845-46ca-b7cb-57b432022665" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " Type of the Images in Datasets: \n", + "\n", + " Total Length of the Images Data are: (1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show the Values of datasets in the form of random Images.\n", + "#Importing all the Libraries of it!\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as imag;\n", + "import numpy as np;\n", + "\n", + "#Visualise the Values of the Data.\n", + "image=data.images;\n", + "y-data.target;\n", + "print(\"\\n --> Type of the Image is: \",type(image));\n", + "print(\"\\n --> Total Length of the Images Data are: \",image.shape);\n", + "num=1270;\n", + "sample_im=image[num, : , :];\n", + "label=y[num];\n", + "plt.figure(1,figsize=(5,5));\n", + "plt.imshow(sample_im,cmap=\"gray\");\n", + "plt.title(\" Actual Target: \\n\"+str(label));\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 538 + }, + "id": "o4Vf1UIoBpY2", + "outputId": "942b6703-06c9-4c39-c5cc-3b23179f15be" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Type of the Image is: \n", + "\n", + " --> Total Length of the Images Data are: (1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, representing all the data and information in the datasets randomly representation by using the (7*7) Matrix.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as imag;\n", + "import numpy as np;\n", + "\n", + "#Visualising the values of the Data.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(\"\\n --> Type of the Images present in the Datasets are: \",type(image));\n", + "print(\"\\n --> Total Length of the Datasets present in Images are: \",image.shape);\n", + "\n", + "for i in range(49):\n", + " num=np.random.randint(0,1797);\n", + " samples_imp=image[num, : , :];\n", + " label=y[num];\n", + " plt.subplot(7,7,i+1);\n", + " plt.figure(1,figsize=(8,6));\n", + " #plt.title(\" Actual Target: \"+str(label));\n", + " plt.imshow(samples_imp,cmap=\"gray\");\n", + " plt.axis(\"off\");\n", + "\n", + "#Showing the Values of the main Iamges (7*7) Matrix.\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 479 + }, + "id": "ao1Ol1pHC11D", + "outputId": "37a382b9-61db-45b5-ff0e-3f2015b4a1e7" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Type of the Images present in the Datasets are: \n", + "\n", + " --> Total Length of the Datasets present in Images are: (1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-2.\n", + "--> Our Main, Task is to generate all the random numbers but in the ascending order." + ], + "metadata": { + "id": "XNokU-avGYUc" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Required and needed Libraries.\n", + "import matplotlib.pyplot as plt # Fixed import for subplot\n", + "import matplotlib.image as imag\n", + "import numpy as np;\n", + "\n", + "#Visuaising the Main data values.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(\"\\n --> Type of the Data contained in particular datasets: \",type(image));\n", + "print(\"\\n --> Total Size of the Image Datasets are: \",image.shape);\n", + "\n", + "for i in range(100):\n", + " num=np.random.randint(0,1797);\n", + " samples_imp=image[num, : , :];\n", + " label=y[num];\n", + " plt.subplot(10,10,i+1); # Now using plt for subplot\n", + " plt.figure(1,figsize=(9,7));\n", + " plt.imshow(samples_imp,cmap=\"gray\");\n", + " #plt.title(\" Actual Target: \"+str(label));\n", + " plt.axis(\"off\");\n", + "\n", + "#Showing the Valued Graph given Below!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 479 + }, + "id": "9RtpcNPSEFL0", + "outputId": "d06628a3-5b92-4fbd-e041-62b3b7068b9b" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Type of the Data contained in particular datasets: \n", + "\n", + " --> Total Size of the Image Datasets are: (1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Required and needed Libraries.\n", + "import matplotlib.pyplot as plt # Fixed import for subplot\n", + "import matplotlib.image as imag\n", + "import numpy as np;\n", + "\n", + "#Visuaising the Main data values.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(\"\\n --> Type of the Data contained in particular datasets: \",type(image));\n", + "print(\"\\n --> Total Size of the Image Datasets are: \",image.shape);\n", + "\n", + "# Figure out the index of each digit\n", + "digit_indices = [np.where(y == i)[0] for i in range(10)]\n", + "\n", + "# Plot digits in increasing order\n", + "fig, axes = plt.subplots(10, 10, figsize=(9, 7))\n", + "for i in range(10):\n", + " for j in range(10):\n", + " index = digit_indices[i][j]\n", + " axes[i, j].imshow(image[index], cmap=\"gray\")\n", + " axes[i, j].axis(\"off\")\n", + "\n", + "#Showing the Graph Finally!\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 648 + }, + "id": "Piq84OyoJM9v", + "outputId": "cb987134-1a6a-4910-b9dd-d688b2c1ad18" + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Type of the Data contained in particular datasets: \n", + "\n", + " --> Total Size of the Image Datasets are: (1797, 8, 8)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to split the values of the Benchmark.\n", + "# like: 60:40 Ratio's.\n", + "# Let's we have the 70:40 Ratio, so it contain 70-Testing, 40-Training.\n", + "# 80 : 20.\n", + "ratio=0.3; #Ratio = 0.3 defines that 30% Data split it into the Testing Phase.\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=5);\n", + "print(\"\\n 1. Training Datasets: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2. Testing Datasets: \",Xtest.shape,\" \",ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "u2jsYIJ3JhIy", + "outputId": "5cea6b9d-c2cd-4de8-d2a4-45c0ed9ac4a1" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Datasets: (1257, 64) (1257,)\n", + "\n", + " 2. Testing Datasets: (540, 64) (540,)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Creating the Classification Model by using the SVM.\n", + "#(SVM) Stands for \"Support Vector Machine\"." + ], + "metadata": { + "id": "6XX71Ae1LvTx" + } + }, + { + "cell_type": "code", + "source": [ + "#Creating the Classification Model by using the SVM.\n", + "# Support vector Machine (SVM).\n", + "clf_model=svm.SVC();\n", + "\n", + "#We, need to train the Model by using the Training Datasets.\n", + "clf_model=clf_model.fit(Xtrain,ytrain);\n", + "\n", + "#We, need to pass the Trained model in terms of testing.\n", + "#we, also mention labels of testing data.\n", + "ypred=clf_model.predict(Xtest);\n", + "\n", + "#Showing the Classification of that model.\n", + "print(ypred.shape);\n", + "print(ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SOTAaidmKz6d", + "outputId": "347c2af4-4603-4d13-bede-9c0165aae91a" + }, + "execution_count": 55, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(540,)\n", + "(540,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to measure the overall performance and accuracy in order to measure.\n", + "\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "conf_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "#=============== Printing and Displaying all the Values! ===============\n", + "\n", + "print(\"\\n 1. Total Accuracy of the Model are: \",acc);\n", + "print(\"\\n-------------------------------------------------------\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix given here: \\n\\n\",conf_matrix);\n", + "print(\"\\n-------------------------------------------------------\");\n", + "\n", + "print(\"\\n 3. Classification overall report: \\n\\n\",report);\n", + "print(\"\\n-------------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9fxjnhCXNBJ3", + "outputId": "f92769fe-2ab2-4b8f-c398-e873f3bcfeb5" + }, + "execution_count": 57, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Accuracy of the Model are: 0.9851851851851852\n", + "\n", + "-------------------------------------------------------\n", + "\n", + " 2. Confusion Matrix given here: \n", + "\n", + " [[58 0 0 0 0 0 0 0 0 0]\n", + " [ 0 52 0 0 0 0 0 0 1 0]\n", + " [ 0 0 58 0 0 0 0 0 0 0]\n", + " [ 0 0 0 57 0 0 0 0 0 0]\n", + " [ 0 0 0 0 43 0 0 0 0 0]\n", + " [ 0 0 0 1 0 63 0 0 0 1]\n", + " [ 0 0 0 0 0 0 47 0 0 0]\n", + " [ 0 0 0 0 0 0 0 58 0 0]\n", + " [ 0 0 0 1 0 0 0 0 48 1]\n", + " [ 0 0 0 0 0 1 0 1 1 48]]\n", + "\n", + "-------------------------------------------------------\n", + "\n", + " 3. Classification overall report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 58\n", + " 1 1.00 0.98 0.99 53\n", + " 2 1.00 1.00 1.00 58\n", + " 3 0.97 1.00 0.98 57\n", + " 4 1.00 1.00 1.00 43\n", + " 5 0.98 0.97 0.98 65\n", + " 6 1.00 1.00 1.00 47\n", + " 7 0.98 1.00 0.99 58\n", + " 8 0.96 0.96 0.96 50\n", + " 9 0.96 0.94 0.95 51\n", + "\n", + " accuracy 0.99 540\n", + " macro avg 0.99 0.99 0.99 540\n", + "weighted avg 0.99 0.99 0.99 540\n", + "\n", + "\n", + "-------------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Confusion Matrix of that Particular Datasets." + ], + "metadata": { + "id": "wFyhdR2zO21d" + } + }, + { + "cell_type": "code", + "source": [ + "#We, are showing the Values of the Confusion Matrix are given Below!\n", + "import seaborn as sns;\n", + "sns.heatmap(conf_matrix,annot=True,cmap='jet');\n", + "plt.title(\" Confusion Matrix showing the Digit Datasets!\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "YK_jahEFO1Ei", + "outputId": "a347e2ad-1094-472f-f293-f3df440add93" + }, + "execution_count": 59, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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DS3xM165dMWzYMISHh8Pd3R2DBg1CVFQUNBpNoW1LGsfi/sYaN26s/Y8TyC+MOTk5OHToEM6ePYuUlBR07twZXbp00Sn+TZo00Xkj8SylzVavXj2d7SwsLFC7du0S+y+NkjKcP38eQgjUr18fHh4eOsuZM2eQkpJicIYHDx4UOyG4cuUKzMzMCv1dFRyXivLgwQMA0Mm8evVqtGjRAjY2NnBzc4OHhwd++eWXUr927ty5g2nTpsHT0xO2trbw8PDQPt+n+1i4cCFOnjyJmjVrol27dggLC9OZEJw/fx4AMHr06EK/r6+++goajabETCNGjEDHjh3xxhtvwNPTE6+88go2btzINwISeK7P+Tdq1Aj//e9/ce3aNdSsWdOofRtyle+zPlQkNze3UNvHH3+MMWPG4Oeff8auXbvw1ltvISIiArGxsSWehy2tZz0X8Yxz6M/y6quvYsKECUhOTkafPn2eeX72wIEDGDhwILp06YIlS5agWrVqsLS0RFRUFNavX6/XPp+exZTk9u3biIuLAwCcPn0aeXl5MDMr/v2tSqXCpk2bEBsbi61bt2Lnzp0YN24cPv74Y8TGxmpnZoDxxhEA/P39YWNjg/3796NWrVqoWrUqGjRogM6dO2PJkiXQaDQ4cOBAoes3nsWY2cqqpAx5eXlQqVTYvn17kds+PdZlcf36daSlpSlWyMvi5MmTMDc31xbndevWYcyYMRg8eDDefvttVK1aFebm5oiIiMDFixdL1WdQUBD+/PNPvP3222jVqhUcHByQl5eH3r176xTdoKAgdO7cGT/++CN27dqFRYsWYcGCBdi8eTP69Omj3XbRokVo1apVkfsq6Xdma2uL/fv347fffsMvv/yCHTt24LvvvkO3bt2wa9cuo9xNQWXzXM/8BwwYACD/BVMSHx8fAMDZs2cLrTt79qx2vTE8nvEU/MCLgjPyx5o3b47//Oc/2L9/Pw4cOIAbN25g2bJlz+zfx8enyOfx999/a9eXhyFDhsDMzAyxsbHFHvL/4YcfYGNjoy2kffr0Qffu3Yvc1pif1BccHIz79+8jIiICBw8exCeffFLqx3bo0AFz585FXFwcvvnmG5w6dQobNmzQa//F/Y39/fffcHd3h729PYD8W/batWuHAwcO4MCBA9rD9J07d4ZGo8E333wDtVqNLl266JWhpGwXLlzQac/JySn1J9gZ+ruqW7cuhBDw9fVF9+7dCy2PD02X1dq1awEAvXr1euY2Pj4+yMvLQ2Jiok57wXF5FmP+vV69ehX79u1DQECAdua/adMm1KlTB5s3b8brr7+OXr16oXv37sjKyipVjrt372LPnj149913ER4ejiFDhqBHjx6oU6dOkdtXq1YNkydPxk8//YTExES4ublh7ty5AJ5c0Onk5FTk76t79+7aC12LGxczMzMEBgYiMjISp0+fxty5c7F3716d0zy1a9eGEIKfZFqBnuvi//LLL6N58+aYO3cuDh06VGj9/fv3tVfl+vv7o2rVqli2bJnOId3t27fjzJkzpbrat7Qev2j279+vbcvNzcWKFSt0tktPT0dOTo5OW/PmzWFmZlbkYefH+vbtiyNHjug854yMDKxYsQK1a9cut88dcHBwwNKlSxEWFqZ941UUc3NzqFQqnSMdly9fLvLT4ezt7cv8qWBP27RpE7777jvMnz8f7777Ll555RX85z//wblz54p93N27dwvNjh/Pcor7HRSlWrVqaNWqFVavXq3znE6ePIldu3YVuuugc+fOOHz4MH777Tdt8Xd3d0fjxo21V8g/bjeUv78/3NzcsHLlSp2/uW+++abUp38M/V0NHToU5ubmCA8PLzTmQgjcvn27zH3v3bsXH3zwAXx9fTFq1Khnbvf4jcGSJUt02j///PNS7cdYf6937tzByJEjkZubq/0/Cnhy9OTp8Tl8+HCh/9/s7OwAFJ5gFPV4AIXeCOfm5hY6ZF+1alV4e3tr/+79/PxQt25dfPTRR9rTE0+7deuW9t+P39QWzHPnzp1Cjyvq9ZWZmYm///5b79OCVHbP9WF/S0tLbN68Gd27d0eXLl0QFBSEjh07wtLSEqdOncL69etRpUoVzJ07F5aWlliwYAHGjh2Lrl27YuTIkdpb/WrXro0ZM2YYLVfTpk3RoUMHhIaG4s6dO3B1dcWGDRsKFfq9e/diypQpGD58OBo0aICcnBysXbsW5ubmGDZs2DP7f/fdd7W33b311ltwdXXF6tWrkZiYiB9++KHEQ92GGD16dInb9OvXD5GRkejduzdeffVVpKSk4Msvv0S9evXw119/6Wzr5+eHmJgYREZGwtvbG76+vmjfvr1emVJSUjBp0iS89NJLmDJlCgDgiy++wG+//YYxY8bg4MGDzxyT1atXY8mSJRgyZAjq1q2L+/fvY+XKlXBycirTB68sWrQIffr0QUBAAMaPH6+91c/Z2RlhYWE623bu3Blz587FtWvXdIp8ly5dsHz5ctSuXdtop36srKwQFhaGqVOnolu3bggKCsLly5cRHR2NunXrlmpGa+jvqm7duvjwww8RGhqqvc3Q0dERiYmJ+PHHH/Hmm29i5syZJfazfft2/P3338jJyYFarcbevXuxe/du+Pj4YMuWLToX9Bb1HIYNG4ZPPvkEt2/f1t7q9/hNYknj4Ofnh6VLl+LDDz9EvXr1ULVqVXTr1q3Yx5w7dw7r1q2DEALp6ek4fvw4vv/+ezx48ED7Onmsf//+2Lx5M4YMGYJ+/fohMTERy5YtQ5MmTXQKsK2tLZo0aYLvvvsODRo0gKurK5o1a4ZmzZqhS5cuWLhwIbKzs1G9enXs2rWr0JGO+/fvo0aNGnj55Ze1H4seExODo0eP4uOPPwaQP2P/6quv0KdPHzRt2hRjx45F9erVcePGDfz2229wcnLC1q1bteMCALNmzcIrr7wCS0tLDBgwAHPmzMH+/fvRr18/+Pj4ICUlBUuWLEGNGjV0LmQ9cuQIXnrpJURFRXH2X1EUucfAyO7evSvef/990bx5c2FnZydsbGxEs2bNRGhoqLh586bOtt99951o3bq1sLa2Fq6ursV+yE9BRd1iVtRtbkLkfwhP9+7dtR+y8e9//1vs3r1b51a/S5cuiXHjxom6desKGxsb4erqKl566SURExNTaB/P+pAfFxcXYWNjI9q1a/fMD/kpeCthaW+rKc2tVc8ag1WrVon69esLa2tr0ahRIxEVFVXk+P3999+iS5cuwtbWtsgPjinqFqGC/QwdOlQ4OjqKy5cv62z3+Fa8BQsWPDP7sWPHxMiRI0WtWrWEtbW1qFq1qujfv7+Ii4vTblPcx/uiiNutYmJiRMeOHYWtra1wcnISAwYM0PmQn8fS09OFubm5cHR01H54lBBCrFu3TgAQr7/+eqHHPOtWv9L+jj/77DPh4+MjrK2tRbt27cQff/wh/Pz8RO/evZ85Ro/p+7t61i2vP/zwg+jUqZOwt7cX9vb2olGjRiI4OFicPXu22P0/7u/xYmVlJby8vESPHj3Ep59+KtLT0ws9pqi/uYyMDBEcHCxcXV2Fg4ODGDx4sDh79qwAIObPn19s/uTkZNGvXz/h6OhY6g/5ebyYmZkJFxcX0bp1azFt2jRx6tSpQtvn5eWJefPmaX9HrVu3Ftu2bROjR48WPj4+Otv++eefws/PT1hZWen8HV6/fl0MGTJEuLi4CGdnZzF8+HCRlJSks41GoxFvv/22aNmypXB0dBT29vaiZcuWYsmSJYUy/fe//xVDhw4Vbm5uwtraWvj4+IigoCCxZ88ene0++OADUb16dWFmZqYdtz179ohBgwYJb29vYWVlJby9vcXIkSPFuXPndB77+O+Yt/pVHJUQFXhFEBFJJS8vDx4eHhg6dChWrlypdBzFJCQkoHXr1li3bl2xpw2ITMVzfc6fiEovKyur0LngNWvW4M6dO9J9TXB5evjwYaG2Tz75BGZmZka7wJJIds/1OX8iKr3Y2FjMmDEDw4cPh5ubG44dO4ZVq1ahWbNmGD58uNLxKszChQsRHx+Pl156CRYWFti+fTu2b9+ON9980+i3DBPJiof9iSqJy5cv46233sKRI0e0F6L27dsX8+fPR9WqVZWOV2F2796N8PBwnD59Gg8ePECtWrXw+uuvY9asWZX22yKp8mHxJyIiqmR4zp+IiKiSYfEnIiKqZFj8iYiIKhlprm45b8TPzDa2BghTOgIRET1FiNnl2n+4EWvSbAkvrZOm+BMREcnC1IsjD/sTERFVMqb+5oaIiEhvlkoHKGcs/kRERAWYenE09edHRESkN1Of+fOcPxERUSXDmT8REVEBpl4cTf35ERER6Y2H/YmIiMikcOZPRERUgKkXR1N/fkRERHrjYX8iIiIyKc9t8XedPRv1hdBZfM6c0a439/SE55o18L15E3UfPEDN+Hg4DB2qYOJ8kye3RWLiNDx8OAuxsePRtq230pG0ZM4GMJ8hZM4GMJ+hZM4nc7biWBhx0deNGzfw2muvwc3NDba2tmjevDni4uK064UQeP/991GtWjXY2tqie/fuOH/+vF77eG6LPwBoTp7EJS8v7XKtUyftOs81a2DVsCGSBg7ElebN8WDzZnht3AjrVq0UyxsU1BSRkT0RHr4Pbdosx/Hjauzc+Ro8POwUy/Q8ZAOYz1SzAcxnKJnzyZytJJZGXPRx9+5ddOzYEZaWlti+fTtOnz6Njz/+GFWqVNFus3DhQnz22WdYtmwZDh8+DHt7e/Tq1QtZWVml3o9KCDm+a1Dfr/R1nT0bDoMH42rr1kWur3v/PlImTcL9deu0bXVSU5H6zjtIX7VKr30Z6yt9Y2PH4+jRJEyduh0AoFIB167NwOefH8GCBX8YZR+mmA1gPlPNBjCfoWTOV57ZyvsrfTcb8St9h+pRZt9991388ccfOHDgQJHrhRDw9vbGP//5T8ycORMAkJaWBk9PT0RHR+OVV14p1X70nvmnpqZi4cKFGDJkCAICAhAQEIAhQ4Zg0aJFuHXrlr7dGcSyfn343riB2hcvwnPdOljUrKld9/DPP+E4YgTMqlQBVCo4jBgBlY0NHv7+e4Vm1Ga1NIOfnzdiYi5p24QAYmIuISCghiKZHpM5G8B8hpA5G8B8hpI5n8zZSsOYM3+NRoP09HSdRaPRFLnfLVu2wN/fH8OHD0fVqlXRunVrrFy5Urs+MTERycnJ6N69u7bN2dkZ7du3x6FDh0r9/PQq/kePHkWDBg3w2WefwdnZGV26dEGXLl3g7OyMzz77DI0aNdI5L/EsRQ3EI32CAMg6fBjqMWNwo3dvpEyaBEtfX9Q4cAAqBwcAQHJQEGBpibp37qCeRoOqy5fj5pAhyL54Uc89GYe7ux0sLMygVmfotKvVGfDyclAk02MyZwOYzxAyZwOYz1Ay55M5W2kY85x/REQEnJ2ddZaIiIgi93vp0iUsXboU9evXx86dOzFp0iS89dZbWL16NQAgOTkZAODp6anzOE9PT+260j6/Ups6dSqGDx+OZcuWQVXgkIgQAhMnTsTUqVNLfPcRERGB8PBwnbYpAN7SI0vmjh3afz86cQJZhw+j9pUrcAwKQvrXX8Ptgw9g7uKC64GByE1NhcPgwfDauBHXO3fGo5Mn9dgTERFVNsa81S80NBQhISE6bdbW1kVum5eXB39/f8ybNw8A0Lp1a5w8eRLLli3D6NGjjZZJr5n/8ePHMWPGjEKFHwBUKhVmzJiBhISEEvsJDQ1FWlqazjJRnyBFyEtLQ/a5c7CsVw+WderAZepUqMeNw8O9e/Hor79wZ84caOLi4BIcbOCeyiY1NRM5OXnw9LTXaff0tEdy8gNFMj0mczaA+QwhczaA+Qwlcz6Zs1U0a2trODk56SzPKv7VqlVDkyZNdNoaN26Mq1evAgC8vLwAAGq1WmcbtVqtXVcaehV/Ly8vHDly5Jnrjxw5UuhQRFGKGggrfYIUQWVvD8u6dZFz8yZUdvlXkoq8PJ1tRG4uYKbMDQ7Z2XmIj09CYGAdbZtKBQQG1sGhQ9cVyfSYzNkA5jOEzNkA5jOUzPlkzlYaSt3q17FjR5w9e1an7dy5c/Dx8QEA+Pr6wsvLC3v27NGuT09Px+HDhxEQEKDX8yu1mTNn4s0330R8fDwCAwO1hV6tVmPPnj1YuXIlPvroI326LDP3RYuQsXUrsq9cgYW3N9zCwyFyc/Hg22+Re+8eHp0/D8/ly3Fr5kzk3b4N+8GDYdejB5L696+QfEWJjIzF6tWDEReXhCNHbmD69A6wt7dEVFSCYpmeh2wA85lqNoD5DCVzPpmzlUSpT/ibMWMGXnjhBcybNw9BQUE4cuQIVqxYgRUrVgDIP8o+ffp0fPjhh6hfvz58fX3x3nvvwdvbG4MHDy71fvQq/sHBwXB3d8fixYuxZMkS5ObmAgDMzc3h5+eH6OhoBAUF6dNlmVnUqAGvb7+FmZsbcm/dQtbBg7jeoQNyU1MBAEl9+8J9/nx4b90KMwcHZF+4APXo0cjcvr1C8hVl48ZT8PCww5w5L8LLywEJCcno3fsbpKRklPzgSpwNYD5TzQYwn6FkzidzNlm1bdsWP/74I0JDQzFnzhz4+vrik08+wahRo7Tb/Otf/0JGRgbefPNN3Lt3D506dcKOHTtgY2NT6v2U+T7/7OxspP6v0Lq7u8PS0rD3Sfre51+RjHWfPxERGUd53+d/2Ig1qb0cH6ejo8xf7GNpaYlq1aoZMwsREZEU+MU+REREZFL4lb5EREQFmHpxNPXnR0REpDce9iciIiKTwpk/ERFRAaZeHE39+REREenN1A/7s/gTEREVYOrFn+f8iYiIKhnO/ImIiAow9eJo6s+PiIhIb5YmXh152J+IiKiSMfH3NkRERPqzMPHqKM3Tk/mb88TAMKUjFEu1JUzpCESkN1elA5TgjtIBFGVprnSC8sXD/kRERJWMNDN/IiIiWfCwPxERUSXDq/2JiIjIpJj4exsiIqIyMPEL/lj8iYiICjLx6mjiT4+IiKgMTLw68pw/ERFRJWPi722IiIjKwMSro4k/PSIiojIw8Qv+eNifiIiokuHMn4iIqCATr44mN/OfPLktEhOn4eHDWYiNHY+2bb2VCfLKbOBnobt8eSZ/nUMVYMJnwJK/gY2ZwFdXgAmfAnZOymT9H2nG7hmYr+xkzgYwX1l17uyNLVv648aNsRBiKgYNqqN0pEJkHbsSWRhxkZBJFf+goKaIjOyJ8PB9aNNmOY4fV2Pnztfg4WGnTKArJ4HRXk+Wdzvlt7t65y9RM4G3mgGfjgFa9wamrlImJyQcuwKYzzSzAcxnCHt7Sxw/norg4H1KRymSzGNX2ZlU8Q8J6YCVK48hOjoBZ86kYuLEbcjMzMa4ca2VCZSbA9xTP1nu385vv3oKWPAycHQbkHwJOPEbsG4W0HYAYKbMVSbSjV0BzGea2QDmM8SOHVfw3nux+OmnS0pHKZLMY1cicyMuEjKZ4m9paQY/P2/ExDx5EQgBxMRcQkBADWVCedcHom4Ayy8CIesA95rP3tbeGchMB/JyKy7f/0g5dk9hvrKTORvAfKbsuR87HvbXz7Vr1zBu3Lhit9FoNEhPT9dZgByD9uvubgcLCzOo1Rk67Wp1Bry8HAzqu0zOHc4/nB/WG1g2CfD0BSIOALZFZHF0A4LeA3atqPCYgIRjVwDzlZ3M2QDmM2UcO7kZvfjfuXMHq1evLnabiIgIODs76yzAAWNHUdaxHcCfm4ArJ4D/7gLm9AXsXYCOQbrb2ToC7/8CXDsNfBumRFIiIirIxGf+esfasmVLsesvXSr53FNoaChCQkJ02pydF+kbRUdqaiZycvLg6Wmv0+7paY/k5AcG9W0UGWlA0jmgWr0nbbYOQNgO4OF9IGJI/jUCCpB97Jiv7GTOBjCfKXvux07Sc/XGovfMf/DgwRgyZAgGDx5c5FKwqBfF2toaTk5OOouhb4+ys/MQH5+EwMAnt7qoVEBgYB0cOnTdoL6NwsYe8KoL3L2Z/7OtIxC2C8h+BHw4EMjWKBZN9rFjvrKTORvAfKbsuR87zvx1VatWDUuWLMGgQYOKXJ+QkAA/Pz+Dg5VFZGQsVq8ejLi4JBw5cgPTp3eAvb0loqISKj7MmEXA0a3ArSv5t/WNDM+/mG//t/mFP3wXYG0HLH4t//7+x/f4p98C8vIqPK5UY1cE5jPNbADzGcLe3hL16jlrf/b1dULLlu64cycL164pP7uWeewqO72Lv5+fH+Lj459Z/FUqFYQQBgcri40bT8HDww5z5rwILy8HJCQko3fvb5CSklHyg43NvQYw89v8i/nSbgFnDgL/6gCkpwLNugINO+Rvt/yi7uMm1AZSrlR4XKnGrgjMZ5rZAOYzhL9/Vfz++1Dtz4sXdwYAREefwdixMUrF0pJ57Eok6YzdWFRCz0p94MABZGRkoHfv3kWuz8jIQFxcHLp27apfEFW4XttXJDEwTOkIxVJtCVM6AhHpzVXpACW4o3SAYgkxu3x30FtlvL52KDMhLo7e7206d+5c7Hp7e3u9Cz8RERFVHBM/sEFERFQGJn61P4s/ERFRQSZeHU3m432JiIiodEz8vQ0REVEZmHh1NPGnR0REVAYmfs6fh/2JiIgqGc78iYiICjLx6mjiT4+IiKgMTLw6mvjTIyIiKgOe8yciIiJTwuJPRERUkEJf6RsWFgaVSqWzNGrUSLs+KysLwcHBcHNzg4ODA4YNGwa1Wq3302PxJyIiKkih4g8ATZs2xc2bN7XLwYMHtetmzJiBrVu34vvvv8e+ffuQlJSEoUOHFtPbs58elUD2b807hzClIxSrgeT5iJQh97fmkXIsLCzg5eVVqD0tLQ2rVq3C+vXr0a1bNwBAVFQUGjdujNjYWHTo0KHU++DMn4iIqCAjzvw1Gg3S09N1Fo1G88xdnz9/Ht7e3qhTpw5GjRqFq1evAgDi4+ORnZ2N7t27a7dt1KgRatWqhUOHDun19Fj8iYiICjI33hIREQFnZ2edJSIiosjdtm/fHtHR0dixYweWLl2KxMREdO7cGffv30dycjKsrKzg4uKi8xhPT08kJyfr9fR42J+IiKgchYaGIiQkRKfN2tq6yG379Omj/XeLFi3Qvn17+Pj4YOPGjbC1tTVaJhZ/IiKigoxYHa2trZ9Z7Evi4uKCBg0a4MKFC+jRowcePXqEe/fu6cz+1Wp1kdcIFIeH/YmIiApS8Gr/pz148AAXL15EtWrV4OfnB0tLS+zZs0e7/uzZs7h69SoCAgL0fnpEREQkgZkzZ2LAgAHw8fFBUlISZs+eDXNzc4wcORLOzs4YP348QkJC4OrqCicnJ0ydOhUBAQF6XekPsPgTEREVptDH+16/fh0jR47E7du34eHhgU6dOiE2NhYeHh4AgMWLF8PMzAzDhg2DRqNBr169sGTJEr33oxJCCGOHLwuVKlzpCM8t3udPRJWNELPLdwezVcbrK1yKMquDM38iIqKCTLw68oI/IiKiSsbE39sQERGVgYlXRxN/ekRERGWg0AV/FcXkDvtPntwWiYnT8PDhLMTGjkfbtt5KR9IhQz7X2bNRXwidxefMGe16c09PeK5ZA9+bN1H3wQPUjI+HQxm+NcrYZBi74sicT+ZsAPMZSuZ8MmerzEyq+AcFNUVkZE+Eh+9DmzbLcfy4Gjt3vgYPDzulowGQK5/m5Elc8vLSLtc6ddKu81yzBlYNGyJp4EBcad4cDzZvhtfGjbBu1arCcz4m09gVReZ8MmcDmM9QMueTOVuJJPmQn/JiUsU/JKQDVq48hujoBJw5k4qJE7chMzMb48a1VjoaAMny5eQgV63WLnm3b2tX2b7wAu59/jk0R48iJzERd+fORd69e7D286v4nP8j1dgVQeZ8MmcDmM9QMueTOVuJWPyfD5aWZvDz80ZMzCVtmxBATMwlBATUUDBZPtnyWdavD98bN1D74kV4rlsHi5o1tese/vknHEeMgFmVKoBKBYcRI6CyscHD33+v8JyAfGNXkMz5ZM4GMJ+hZM4nczYqQ/F/+PAhDh48iNOnTxdal5WVhTVr1pTYR1HfbQzk6BtFh7u7HSwszKBWZ+i0q9UZ8PJyMKhvY5ApX9bhw1CPGYMbvXsjZdIkWPr6osaBA1A55OdIDgoCLC1R984d1NNoUHX5ctwcMgTZFy9WaM7HZBq7osicT+ZsAPMZSuZ8MmcrFSN+pa+M9Cr+586dQ+PGjdGlSxc0b94cXbt2xc2bN7Xr09LSMHbs2BL7Keq7jYEDeoenssncsQMPNm3CoxMnkLlrF5L69oWZiwscg4IAAG4ffABzFxdcDwzEVX9/3IuMhNfGjbBq1kzh5EREFYSH/Z9455130KxZM6SkpODs2bNwdHREx44dcfXqVb12GhoairS0NJ0F6KxXHwWlpmYiJycPnp72Ou2envZITn5gUN/GIHO+vLQ0ZJ87B8t69WBZpw5cpk6Fetw4PNy7F4/++gt35syBJi4OLsHBiuSTeewAufPJnA1gPkPJnE/mbKRn8f/zzz8REREBd3d31KtXD1u3bkWvXr3QuXNnXLp0qeQO/sfa2hpOTk46i6Fvj7Kz8xAfn4TAwDraNpUKCAysg0OHrhvUtzHInE9lbw/LunWRc/MmVHb5V+GKvDydbURuLmCmzCUiMo8dIHc+mbMBzGcomfPJnK1UTHzmr1eshw8fwsLiyUNUKhWWLl2KKVOmoGvXrli/fr3RA+ojMjIWq1cPRlxcEo4cuYHp0zvA3t4SUVEJiuZ6TJZ87osWIWPrVmRfuQILb2+4hYdD5ObiwbffIvfePTw6fx6ey5fj1syZyLt9G/aDB8OuRw8k9e9foTmfJsvYPYvM+WTOBjCfoWTOJ3O2Ekl6rt5Y9Cr+jRo1QlxcHBo3bqzT/sUXXwAABg4caLxkZbBx4yl4eNhhzpwX4eXlgISEZPTu/Q1SUjJKfnAFkCWfRY0a8Pr2W5i5uSH31i1kHTyI6x06IDc1FQCQ1Lcv3OfPh/fWrTBzcED2hQtQjx6NzO3bKzTn02QZu2eROZ/M2QDmM5TM+WTOViJJZ+zGotdX+kZERODAgQP49ddfi1w/efJkLFu2DHkFDhmXKgi/0rfM+JW+RFTZlPtX+q4z4lf6vibfV/rqVfzLE4t/2bH4E1FlU+7Ff4MRi/8rUpRZHSZ+YIOIiKgMTLw6mswn/BEREVHpmPh7GyIiojLg1f5ERESVjIlXRx72JyIiqmRM/L0NERFRGZh4dTTxp0dERFQGJn7On4f9iYiIKhnO/ImIiAoy8epo4k+PiIioDEy8Opr40yMiIioDnvMnIiIiU8KZvwmQ/YtzbluEKR3hmdxywpSOQEQyMvHqaOJPj4iIqAxMvDrysD8REVElY+LvbYiIiMrAxKujiT89IiKiMuDV/kRERGRKOPMnIiIqyMSro4k/PSIiojIw8erIw/5ERESVjIm/tyEiIioDE7/gj8WfiIioIBOvjib+9IiIiMrAxKsjz/kTERFVMiZX/CdPbovExGl4+HAWYmPHo21bb6Uj6ZA5nyzZbN+bDddsobM4nzgDADDz8Sm07vFiOexlRfI+Jsv4FUXmbADzGUrmfDJnK5aFERcJmVTxDwpqisjInggP34c2bZbj+HE1du58DR4edkpHAyB3Ptmy5Zw8ibs1vLRL+oudAAB5167ptN+t4YXMsPch7t9H9o7timQF5Bu/5yUbwHyGkjmfzNlKIsyNt8jIpIp/SEgHrFx5DNHRCThzJhUTJ25DZmY2xo1rrXQ0AHLnky5bbg6EWv1kuX07vz0vT7ddrYbV4CF4tGkjkJGhTFZIOH7PSTaA+Qwlcz6Zs1V2JlP8LS3N4OfnjZiYS9o2IYCYmEsICKihYLJ8MueTMZt5vfpwuXIDzmcvwn7NOpjVrFn0dm3awKJVa2iiVlVwwidkHL/HZM4GMJ+hZM4nc7bSyLUw3iIjvYv/mTNnEBUVhb///hsA8Pfff2PSpEkYN24c9u7dW6o+NBoN0tPTdRYgR98oOtzd7WBhYQa1Wnf2p1ZnwMvLwaC+jUHmfLJlyzlyGA/Gj8H9/r2ROWUSzGr7wvG3A4BD4SzWY8cj9/Rp5Bw6VOE5H5Nt/J4mczaA+Qwlcz6Zs5UGi/9TduzYgVatWmHmzJlo3bo1duzYgS5duuDChQu4cuUKevbsWao3ABEREXB2dtZZgANlfQ5kYrJ37kD2D5uQe+IEsnfvwoMBfaFycYHV8CDdDW1sYPXKq4rO+omInkd6Ff85c+bg7bffxu3btxEVFYVXX30VEyZMwO7du7Fnzx68/fbbmD9/fon9hIaGIi0tTWcBOpf1OQAAUlMzkZOTB09Pe512T097JCc/MKhvY5A5n8zZAECkpSHv/DmY162n02417GWo7OygWbdGoWT5ZB4/mbMBzGcomfPJnK00cszNjLbISK9Up06dwpgxYwAAQUFBuH//Pl5++cntVaNGjcJff/1VYj/W1tZwcnLSWQy9HyI7Ow/x8UkIDKyjbVOpgMDAOjh06LpBfRuDzPlkzgYAsLeHWZ26yEu+qdNsPXY8srdugUhNVShYPpnHT+ZsAPMZSuZ8MmcrjVwLC6MtZTV//nyoVCpMnz5d25aVlYXg4GC4ubnBwcEBw4YNg1qt1rtvvVOpVCoAgJmZGWxsbP53yD6fo6Pj/2bxyoiMjMXq1YMRF5eEI0duYPr0DrC3t0RUVIJimZ4mcz6ZstkuWITsbVuRd/UKzLy9Yft+OJCbi0cbvtVuY1a3Liw6d8GDAX0rPF9RZBq/5ykbwHyGkjmfzNlkd/ToUSxfvhwtWrTQaZ8xYwZ++eUXfP/993B2dsaUKVMwdOhQ/PHHH3r1r1fxr127Ns6fP4+6desCAA4dOoRatWpp11+9ehXVqlXTK4Axbdx4Ch4edpgz50V4eTkgISEZvXt/g5QU5W4Be5rM+WTKZla9BhzWfQuVmxvErVvI/uMgMjp10JnhW48Zh7zr15G9e1eF5yuKTOP3PGUDmM9QMueTOVtJcs2Vu0H/wYMHGDVqFFauXIkPP/xQ256WloZVq1Zh/fr16NatGwAgKioKjRs3RmxsLDp06FDqfaiEEKK0Gy9btgw1a9ZEv379ilz/73//GykpKfjqq69KHUAbRBWu92Po+XDbIkzpCM/klhOmdAQiKgMhZpdr/6lwNFpfjppUaDQanTZra2tYW1sXuf3o0aPh6uqKxYsX48UXX0SrVq3wySefYO/evQgMDMTdu3fh4uKi3d7HxwfTp0/HjBkzSp1Jr5n/xIkTi10/b948fbojIiKSUo4Rv9M3IiIC4eG6E9zZs2cjLCys0LYbNmzAsWPHcPTo0ULrkpOTYWVlpVP4AcDT0xPJycl6ZZL0DkQiIiLTEBoaipCQEJ22omb9165dw7Rp07B7927Y2NiUayYWfyIiogJyjVgeizvE/7T4+HikpKSgTZs2T3Lk5mL//v344osvsHPnTjx69Aj37t3Tmf2r1Wp4eXnplYnFn4iIqIBcIx72L63AwECcOHFCp23s2LFo1KgR3nnnHdSsWROWlpbYs2cPhg0bBgA4e/Ysrl69ioCAAL32xeJPREQkAUdHRzRr1kynzd7eHm5ubtr28ePHIyQkBK6urnBycsLUqVMREBCg15X+AIs/ERFRIUrM/Etj8eLFMDMzw7Bhw6DRaNCrVy8sWbJE7370utWvPPFWP9PFW/2IyNjK+1a/Cyj6m0TLoh6uGa0vY5HzQ4eJiIio3PCwPxERUQHGvM9fRiz+REREBRjzVj8ZmfazIyIiKgNZL/gzFp7zJyIiqmQ48yciIirA1Gf+LP5U7mS+nU6cCVM6QrFUjcOUjkBUKZn6BX887E9ERFTJcOZPRERUAK/2JyIiqmRM/Zw/D/sTERFVMpz5ExERFWDqM38WfyIiogJMvfjzsD8REVElw5k/ERFRAaZ+nz+LPxERUQG81Y+IiKiS4Tl/IiIiMimc+RMRERXAmf9zZvLktkhMnIaHD2chNnY82rb1VjqSDpnzyZwNkDPfik1V0HBQA8z9ykPb9v6Squj+f7XRYng9dHi9DibN9cbF65YKppRz7J7GfIaROZ/M2YqTA3OjLTIyqeIfFNQUkZE9ER6+D23aLMfx42rs3PkaPDzslI4GQO58MmcD5Mz313lrbNjpgoa1NTrtTetqEPGWGr9+cRmrwm5ACGD87BrIzVUmp4xj9zTmM4zM+WTOVtkZpfgLIYzRjcFCQjpg5cpjiI5OwJkzqZg4cRsyM7MxblxrpaMBkDufzNkA+fJlPFTh7chq+DBYDWcH3ao+olca2jZ9iBqeOWhaV4Ppr6XiZqolbqQoM/uXbewKYj7DyJxP5mwlyYWF0RYZGaX4W1tb48yZM8boqswsLc3g5+eNmJhL2jYhgJiYSwgIqKFgsnwy55M5GyBnvjnLq6KrXwZeaJVZ7HaZWSpsjnFGDc9H8HLPrqB0T8g4dk9jPsPInE/mbKWRC3OjLTLS6y1JSEhIke25ubmYP38+3NzcAACRkZHF9qPRaKDRaAq05ugbR4e7ux0sLMygVmfotKvVGWjUyL3M/RqLzPlkzgbIl++X/Y44fckGmz66+sxtvvnVGR+t9kBmlhl8qz9CVPgNWCkw8Zdt7ApiPsPInE/mbKRntf3kk0/QsmVLuLi46LQLIXDmzBnY29tDpVKV2E9ERATCw8MLtHYF8JI+cYgq3M1bFpj7lQe+nnMd1lbPPt01sOt9dGyViVt3LbDqxyqYvqgavp1/rdjHEJE8ZJ2xG4texX/evHlYsWIFPv74Y3Tr1k3bbmlpiejoaDRp0qRU/YSGhhY6iuDsvEifKIWkpmYiJycPnp72Ou2envZITn5gUN/GIHM+mbMBcuU7ddEat9MsMHSGj7YtN0+Fo6ds8c0vLjix6TzMzQFH+zw42uehtnc2WjZ4iHaj6mF3rAP6d7lfoXllGruiMJ9hZM4nc7bSkPUqfWPR65z/u+++i++++w6TJk3CzJkzkZ1dtnOY1tbWcHJy0lkM/ciB7Ow8xMcnITCwjrZNpQICA+vg0KHrBvVtDDLnkzkbIFe+Di0ysfWzy/jpkyvapVm9LAzoeh8/fXIF5kX+f6GCEMCj7JKPihmbTGNXFOYzjMz5ZM5GZai4bdu2RXx8PIKDg+Hv749vvvmmVIf6K0JkZCxWrx6MuLgkHDlyA9Ond4C9vSWiohKUjgZA7nwyZwPkyedgJ9DA55FOm51NHlwcc9HA5xGuJVvi14MO6NgqE67OuUhOtcCKH1xhYy3Q1S/jGb2WL1nG7lmYzzAy55M5W0lkvUrfWMr07BwcHLB69Wps2LAB3bt3R65SNzAXsHHjKXh42GHOnBfh5eWAhIRk9O79DVJSlPlPtyCZ88mcDZA/32NWlnmIO22H1VuqID3DHG7OOfBv+hDfzr8KNxdlXieyjx3zGUbmfDJnK4mpn/NXCQNv0r9+/Tri4+PRvXt32Nvbl/yAZwVRFbwAkKj8iTNhSkcolqpxmNIRiKQkxOxy7X8Zxhqtr4mIMlpfxmLwcY0aNWqgRg3579kkIiKifKZ9UoOIiKgMTP2wP4s/ERFRAbzVj4iIiEwKZ/5EREQF8FY/IiKiSsbUz/nzsD8REVElw5k/ERFRAaY+82fxJyIiKoBX+xMREZFJ4cyfiIioAF7tT0REVMnwnD+RwVyVDvBMsn9xThjClI5QLNnzkSHkfd1WBFMv/jznT0REVMlw5k9ERFSAqc/8WfyJiIgK4K1+REREZFJY/ImIiArIhYXRFn0sXboULVq0gJOTE5ycnBAQEIDt27dr12dlZSE4OBhubm5wcHDAsGHDoFar9X5+LP5EREQF5MLcaIs+atSogfnz5yM+Ph5xcXHo1q0bBg0ahFOnTgEAZsyYga1bt+L777/Hvn37kJSUhKFDh+r9/HjOn4iISBIDBgzQ+Xnu3LlYunQpYmNjUaNGDaxatQrr169Ht27dAABRUVFo3LgxYmNj0aFDh1Lvh8WfiIioAGNe7a/RaKDRaHTarK2tYW1tXXyG3Fx8//33yMjIQEBAAOLj45GdnY3u3btrt2nUqBFq1aqFQ4cO6VX8edifiIiogByYG22JiIiAs7OzzhIREfHMfZ84cQIODg6wtrbGxIkT8eOPP6JJkyZITk6GlZUVXFxcdLb39PREcnKyXs+PM38iIqJyFBoaipCQEJ224mb9DRs2REJCAtLS0rBp0yaMHj0a+/btM2omFn8iIqICjPnFPqU5xP80Kysr1KtXDwDg5+eHo0eP4tNPP8WIESPw6NEj3Lt3T2f2r1ar4eXlpVcmHvYnIiIqQKmr/YuSl5cHjUYDPz8/WFpaYs+ePdp1Z8+exdWrVxEQEKBXn5z5ExERFaDUx/uGhoaiT58+qFWrFu7fv4/169fj999/x86dO+Hs7Izx48cjJCQErq6ucHJywtSpUxEQEKDXxX6ACc78J09ui8TEaXj4cBZiY8ejbVtvpSPpkDmfzNk6d/bGli39cePGWAgxFYMG1VE6UiGyjJ+jtzeGrF2Lt1NT8e/MTEz86y9U8/PTru86ezaCz5xB6IMH+NedO3h9925Ub9dOkayPyTJ2z8J8ZfM8vG5lk5KSgn/84x9o2LAhAgMDcfToUezcuRM9evQAACxevBj9+/fHsGHD0KVLF3h5eWHz5s1678ekin9QUFNERvZEePg+tGmzHMePq7Fz52vw8LBTOhoAufPJnA0A7O0tcfx4KoKDjXvRi7HIMn42Li4Y98cfyM3Oxjd9+mBJkybY9c9/IuvuXe02t8+dw69TpmBp8+aI6tQJ9y5fxmu7dsHO3b1Csz4my9g9C/OVneyv2+Ioddh/1apVuHz5MjQaDVJSUhATE6Mt/ABgY2ODL7/8Enfu3EFGRgY2b96s9/l+AFAJIYTejyoHKlW4wX3Exo7H0aNJmDp1+//6BK5dm4HPPz+CBQv+MLh/Q8mcr3yzGfd7wYWYisGDf8HPP18yQm93jNBH+Y1fGML02j4wIgI1O3ZEdJcupX6MlaMjQtPTsSYwEIl795ZrvqLI/LoAKnM+mV+3+f2VpxFYbbS+vsNoo/VlLCYz87e0NIOfnzdiYp78YQkBxMRcQkBADQWT5ZM5n8zZngcyjV/DgQNxMy4OL2/ciJlqNd48dgxt3njjmdubWVrC7803kXXvHpKPH6/ApPlkGruiMB+ZKoMu+MvIyMDGjRtx4cIFVKtWDSNHjoSbm1uJjyvq046AHIPiuLvbwcLCDGp1hk67Wp2BRo2UOZz5NJnzyZzteSDT+FWpUwf+kybhUGQkDs6bB++2bdH7s8+Q++gRjq9Zo92ufr9+eHnDBlja2eH+zZtY26MHHt6+XaFZAbnGrijMV3kZ81Y/Gek182/SpAnu3Mk/THrt2jU0a9YMM2bMwO7duzF79mw0adIEiYmJJfZT1KcdAQfK9ASI6AmVmRluHjuGvbNmITkhAcdWrsSxlSvhN3GiznaXf/sNy1q1wqoXXsDFHTvw8saNsPPwUCg1kXxkutWvPOhV/P/++2/k5OQAyL8dwdvbG1euXMGRI0dw5coVtGjRArNmzSqxn9DQUKSlpeksQOcyPYHHUlMzkZOTB09Pe512T097JCc/MKhvY5A5n8zZngcyjd/9mzdx6/RpnbbUM2fgXKuWTlt2ZibuXryIG4cPY8sbbyAvJwdtxo+vyKj52SQau6IwH5mqMp/zP3ToEMLCwv43awccHBwQHh6OgwcPlvhYa2tr7XcVP14M/ciB7Ow8xMcnITDwya0kKhUQGFgHhw5dN6hvY5A5n8zZngcyjd+1P/6AW8OGOm1uDRog7cqVYh+nMjODuR6fQGYsMo1dUZiv8jL1mb/eFVelUgEAsrKyUK1aNZ111atXx61bt4yTrAwiI2OxevVgxMUl4ciRG5g+vQPs7S0RFZWgWKanyZxP5mxA/i1D9eo5a3/29XVCy5buuHMnC9euKT/DkWX8Yhcvxrg//0Sn0FCc2rgR1du1Q5s338S2N98EAFja2aHzrFk4u2ULHty8CTt3d7QNDoZT9eo4/f33FZr1MVnG7lmYr+xkf90WJ0fSom0sehf/wMBAWFhYID09HWfPnkWzZs20665cuVKqC/7Ky8aNp+DhYYc5c16El5cDEhKS0bv3N0hJySj5wRVA5nwyZwMAf/+q+P33odqfFy/OP00UHX0GY8fGKBVLS5bxS4qLw3dDhiAwIgJd338fdxMTsXP6dJxYvx4AkJebC/dGjdBy9GjYubvj4e3buHH0KKI6dy50uqCiyDJ2z8J8ZSf767Yy0+s+//Bw3XvxO3TogF69eml/fvvtt3H9+nV8++23+gcxwn3+JCvj3i9sXMa5z7+8GOM++vIkez4yhMyv2/K/z78Xthitr50YaLS+jEWvmf/s2bOLXb9o0SKDwhAREclA1nP1xmLaNzISERGVgakXf5P5hD8iIiIqHc78iYiICuDV/kRERJUMP96XiIiITIppv7UhIiIqA1O/4I/Fn4iIqABTL/487E9ERFTJcOZPRERUgKnP/Fn8iYiICjD1W/142J+IiKiS4cyfKoDcX54jM9m/OEd8FaZ0hGdSvRGmdITnXOV+3Zr6ff6m/eyIiIjKgOf8iYiIKhlTL/48509ERFTJcOZPRERUgKlf7c/iT0REVICpX/DHw/5ERESVjGm/tSEiIioDU7/gj8WfiIioAFMv/jzsT0REVMlw5k9ERFRAbp4RZ/4STrNZ/ImIiArIyTFi8bcyXlfGIuH7ESIiIipPnPkTEREVkJtjxPLImX/5mzy5LRITp+Hhw1mIjR2Ptm29lY6kQ+Z8MmcDmM8QsmZbEVsFDRc2wNw9HgCA62kWaLiwQZHL9r8dFMsp6/g9JnM+mbMVJzfH3GiLjEyq+AcFNUVkZE+Eh+9DmzbLcfy4Gjt3vgYPDzulowGQO5/M2QDmM8Vsf920xobjLmjoodG2VXPMwcHJF3WWqR1TYWeZhy51MhTJKev4PSZzPpmzlYTF/zkSEtIBK1ceQ3R0As6cScXEiduQmZmNceNaKx0NgNz5ZM4GMJ+pZct4pMLb26rhw15qONvkatvNzQAPh1ydJea8A/o0ug97K6FIVhnH72ky55M5W2VnMsXf0tIMfn7eiIm5pG0TAoiJuYSAgBoKJssncz6ZswHMZwhZs83ZXRVd62TghdqZxW53MtkaZ1Js8HKLtApKpkvW8XtM5nwyZyuNnGxzoy0y0qv4Hzt2DImJidqf165di44dO6JmzZro1KkTNmzYUKp+NBoN0tPTdRYgR6/gBbm728HCwgxqte6hQbU6A15eyp0rfEzmfDJnA5jPEDJm++WMI06rbfDPrqklbrvpL2fUddOgTfWsCkhWmIzj9zSZ88mcrTTyci2MtshIr+I/duxYXLx4EQDw1Vdf4f/+7//g7++PWbNmoW3btpgwYQK+/vrrEvuJiIiAs7OzzgIcKNMTIKLnx810C8zd44FF/W/C2qL4w/hZ2SpsO+OIl5unV1A6ospDr7ck58+fR/369QEAS5YswaeffooJEyZo17dt2xZz587FuHHjiu0nNDQUISEhOm3Ozov0iVJIamomcnLy4Olpr9Pu6WmP5OQHBvVtDDLnkzkbwHyGkC3bKbU1bmdaYOhqH21brlDh6DVbfHPMBSf+eR7m/5uS7DjngKxsMwxuplzxl238CpI5n8zZSkXSC/WMRa+Zv52dHVJT8w/V3bhxA+3atdNZ3759e53TAs9ibW0NJycnncXQjxzIzs5DfHwSAgPraNtUKiAwsA4OHbpuUN/GIHM+mbMBzGcI2bJ1qJWJrWMv46cxV7RLM68sDGhyHz+NuaIt/ADww1/O6FbvAVztcp/dYTmTbfwKkjmfzNlKJcfceIuE9Kq4ffr0wdKlS/HVV1+ha9eu2LRpE1q2bKldv3HjRtSrV8/oIUsrMjIWq1cPRlxcEo4cuYHp0zvA3t4SUVEJimV6msz5ZM4GMJ+pZHOwFmjg8Uinzc4yDy62uTrtV+5a4ug1W6x4+UZFRyxEpvErisz5ZM5W2elV/BcsWICOHTuia9eu8Pf3x8cff4zff/8djRs3xtmzZxEbG4sff/yxvLKWaOPGU/DwsMOcOS/Cy8sBCQnJ6N37G6SkKHN/cEEy55M5G8B8pprtWX444QQvxxx08i3+boCKIPv4yZxP5mwlylEpnaBcqYQQet08e+/ePcyfPx9bt27FpUuXkJeXh2rVqqFjx46YMWMG/P39yxZEFV6mxxGRcsRXYUpHeCbVG2FKR6ByJMTscu1fddp4fYkmxuvLWPQ+0e7i4oL58+dj/vz55ZGHiIiIypmcNyASEREpybCPnpGeyXzCHxERkdHkGHHRQ0REBNq2bQtHR0dUrVoVgwcPxtmzZ3W2ycrKQnBwMNzc3ODg4IBhw4ZBrVbrtR8WfyIiooKyjbjoYd++fQgODkZsbCx2796N7Oxs9OzZExkZTy6SnDFjBrZu3Yrvv/8e+/btQ1JSEoYOHarXfnjYn4iISBI7duzQ+Tk6OhpVq1ZFfHw8unTpgrS0NKxatQrr169Ht27dAABRUVFo3LgxYmNj0aFDh1Lth8WfiIioICN+tpRGo4FGo9Fps7a2hrW1dYmPTUvL/1IrV1dXAEB8fDyys7PRvXt37TaNGjVCrVq1cOjQoVIXfx72JyIiKsiI5/yL+j6biIiIEiPk5eVh+vTp6NixI5o1awYASE5OhpWVFVxcXHS29fT0RHJycqmfHmf+RERE5aio77Mpzaw/ODgYJ0+exMGDB42eicWfiIioICPe6lfaQ/xPmzJlCrZt24b9+/ejRo0a2nYvLy88evQI9+7d05n9q9VqeHl5lbp/HvYnIiIqSKFb/YQQmDJlCn788Ufs3bsXvr6+Ouv9/PxgaWmJPXv2aNvOnj2Lq1evIiAgoNT74cyfiIhIEsHBwVi/fj1+/vlnODo6as/jOzs7w9bWFs7Ozhg/fjxCQkLg6uoKJycnTJ06FQEBAaW+2A9g8SciIipMoU/4W7p0KQDgxRdf1GmPiorCmDFjAACLFy+GmZkZhg0bBo1Gg169emHJkiV67UfvL/YpL/xiHyIypnMIUzpCsRpInk925f7FPluM15cYaLy+jIXn/ImIiCoZHvYnIiIqyMS/2IfFn4iIqCA9P5P/ecPiT0REVJARP95XRjznT0REVMlw5k9ERFQQz/kTERFVMiZe/HnYn4iIqJLhzJ+IiKggE5/5s/gTEREVZOLFn4f9iYiIKhnO/ImIiAoy8Zk/iz8REVFBJl78Te6w/+TJbZGYOA0PH85CbOx4tG3rrXQkHTLnkzkbwHyGkDkbIE8+19mzUV8IncXnzBntenNPT3iuWQPfmzdR98ED1IyPh8PQoYpkfZos41cUmbNVZiZV/IOCmiIysifCw/ehTZvlOH5cjZ07X4OHh53S0QDInU/mbADzmWo2QL58mpMnccnLS7tc69RJu85zzRpYNWyIpIEDcaV5czzYvBleGzfCulUrRbIC8o3f85KtRNlGXCRkUsU/JKQDVq48hujoBJw5k4qJE7chMzMb48a1VjoaALnzyZwNYD5TzQZImC8nB7lqtXbJu31bu8r2hRdw7/PPoTl6FDmJibg7dy7y7t2DtZ+fMlkh4fg9J9lKlGvERUImU/wtLc3g5+eNmJhL2jYhgJiYSwgIqKFgsnwy55M5G8B8hpA5GyBnPsv69eF74wZqX7wIz3XrYFGzpnbdwz//hOOIETCrUgVQqeAwYgRUNjZ4+PvvymSVcPwekzlbqeQYcZGQXsV/6tSpOHDggME71Wg0SE9P11kMHSF3dztYWJhBrc7QaVerM+Dl5WBQ38Ygcz6ZswHMZwiZswHy5cs6fBjqMWNwo3dvpEyaBEtfX9Q4cAAqh/wsyUFBgKUl6t65g3oaDaouX46bQ4Yg++LFCs8KyDd+T5M5G+lZ/L/88ku8+OKLaNCgARYsWIDk5OQy7TQiIgLOzs46C2D4mwoiIkNk7tiBB5s24dGJE8jctQtJffvCzMUFjkFBAAC3Dz6AuYsLrgcG4qq/P+5FRsJr40ZYNWumcHIyOs78de3atQt9+/bFRx99hFq1amHQoEHYtm0b8vLySt1HaGgo0tLSdBags75RdKSmZiInJw+envY67Z6e9khOfmBQ38Ygcz6ZswHMZwiZswHy58tLS0P2uXOwrFcPlnXqwGXqVKjHjcPDvXvx6K+/cGfOHGji4uASHKxIPpnHT+ZspcLir6t58+b45JNPkJSUhHXr1kGj0WDw4MGoWbMmZs2ahQsXLpTYh7W1NZycnHQWQz9yIDs7D/HxSQgMrKNtU6mAwMA6OHToukF9G4PM+WTOBjCfIWTOBsifT2VvD8u6dZFz8yZUdvlXqIsCEx2RmwuYKXP5lMzjJ3M2MqDiWlpaIigoCEFBQbh69Sq+/vprREdHY/78+cjNVebyxsjIWKxePRhxcUk4cuQGpk/vAHt7S0RFJSiSpyCZ88mcDWA+U80GyJXPfdEiZGzdiuwrV2Dh7Q238HCI3Fw8+PZb5N67h0fnz8Nz+XLcmjkTebdvw37wYNj16IGk/v0rPOtjMo3f85StRJLeomcsRvmEv1q1aiEsLAyzZ89GTEyMMbosk40bT8HDww5z5rwILy8HJCQko3fvb5CSklHygyuAzPlkzgYwn6lmA+TKZ1GjBry+/RZmbm7IvXULWQcP4nqHDshNTQUAJPXtC/f58+G9dSvMHByQfeEC1KNHI3P79grP+phM4/c8ZSuRpLfoGYtKCCFKu7Gvry/i4uLg5uZm/CCqcKP3SUSV1zmEKR2hWA0kzyc7IWaXa/+qEOP1JSKN15ex6DXzT0xMLK8cRERE8pD0Qj1j4Rf7EBERFWTixd9kPuGPiIiISoczfyIiooJ4tT8REVElY+JX+7P4ExERFcRz/kRERGRKOPMnIiIqyMRn/iz+REREBZn4BX887E9ERFTJcOZPRERUEK/2JyIiqmR4zp/IUK5KByjGHaUDUDmR/YtzxIIwpSMUS/XOZ0pHoHLE4k9ERFQQZ/5ERESVDK/2JyIiIlPCmT8REVFBvNqfiIiokuE5fyIiokrGxIs/z/kTERFVMpz5ExERFWTiV/uz+BMRERVk4hf88bA/ERFRJcOZPxERUUG84I+IiKiSyTHioof9+/djwIAB8Pb2hkqlwk8//aSzXgiB999/H9WqVYOtrS26d++O8+fP6/30TK74T57cFomJ0/Dw4SzExo5H27beSkfSIXM+mbN17uyNLVv648aNsRBiKgYNqqN0pEJkHj+ZswHMVybt3wH+JYBui5+02XsC/dYAk28C0x8Ao+OBBkMVi/g8vG5lk5GRgZYtW+LLL78scv3ChQvx2WefYdmyZTh8+DDs7e3Rq1cvZGVl6bUfkyr+QUFNERnZE+Hh+9CmzXIcP67Gzp2vwcPDTuloAOTOJ3M2ALC3t8Tx46kIDt6ndJQiyTx+MmcDmK9MvPyBlv8HpBzXbe+7BnBtCGweCEQ1B85tBgZuBKq2UiSm7K/bYmUbcdFDnz598OGHH2LIkCGF1gkh8Mknn+A///kPBg0ahBYtWmDNmjVISkoqdISgJCZV/ENCOmDlymOIjk7AmTOpmDhxGzIzszFuXGulowGQO5/M2QBgx44reO+9WPz00yWloxRJ5vGTORvAfHqztAf6fwPsnABk3dVdV/0FIP5zIPkokJYIHJoLaO4BXn6KRJX9dVusXOMtGo0G6enpOotGo9E7UmJiIpKTk9G9e3dtm7OzM9q3b49Dhw7p1ZfJFH9LSzP4+XkjJubJH5kQQEzMJQQE1FAwWT6Z88mc7Xkg8/jJnA1gvjLp8SVw6Rfgyp7C6278CTQeAdhUAaACGo0AzG2Aq79XdEp6SkREBJydnXWWiIgIvftJTk4GAHh6euq0e3p6ateVlslc7e/ubgcLCzOo1Rk67Wp1Bho1clco1RMy55M52/NA5vGTORvAfHprNALwbAOsaVv0+i1BwMDvgLfuALnZQE4m8NMQ4N7Fis1pCox4tX9oaChCQkJ02qytrY23gzLQe+b/xRdf4B//+Ac2bNgAAFi7di2aNGmCRo0a4d///jdyckoesaIOgZj8fRVERIZwrAEEfgpsGwXkPuOQcacPAGsXYEMgsMYfOBqZf87fvVmFRjUJRrza39raGk5OTjpLWYq/l5cXAECtVuu0q9Vq7brS0mvm/+GHH2LhwoXo2bMnZsyYgStXrmDRokWYMWMGzMzMsHjxYlhaWiI8PLzYfiIiIorYpiuAl/QK/7TU1Ezk5OTB09Nep93T0x7JyQ/K3K+xyJxP5mzPA5nHT+ZsAPPpxdMv/2r+0ceetJlZADW7AG2mAF81BPymAquaArdP56+/9RdQozPQJhjYNali8z7vJPx4X19fX3h5eWHPnj1o1aoVACA9PR2HDx/GpEn6/X71mvlHR0cjOjoamzZtwo4dOzBr1ix8+umnmDVrFkJDQ7F8+XKsX7++xH5CQ0ORlpamswCd9QpeUHZ2HuLjkxAY+ORWEpUKCAysg0OHrhvUtzHInE/mbM8DmcdP5mwA8+nl6h7g62ZAdKsny82jwOlv8v9t8b+7D0Se7uNELqAymcu7TN6DBw+QkJCAhIQEAPkX+SUkJODq1atQqVSYPn06PvzwQ2zZsgUnTpzAP/7xD3h7e2Pw4MF67UevmX9SUhL8/f0BAC1btoSZmZn23QcAtGnTBklJSSX2Y21tXcQhD8MvP4iMjMXq1YMRF5eEI0duYPr0DrC3t0RUVILBfRuDzPlkzgbk3zJUr56z9mdfXye0bOmOO3eycO2a8jNEmcdP5mwA85XaowdA6indtuwM4OHt/HYzC+DueaDXcuC3mUDWbaD+YKB2D+CH/hWb9X9kf90WS6HP9o+Li8NLLz05Cv74WoHRo0cjOjoa//rXv5CRkYE333wT9+7dQ6dOnbBjxw7Y2NjotR+9Kq6XlxdOnz6NWrVq4fz588jNzcXp06fRtGlTAMCpU6dQtWpVvQIY08aNp+DhYYc5c16El5cDEhKS0bv3N0hJySj5wRVA5nwyZwMAf/+q+P33Jx9Wsnhx/pGi6OgzGDs2RqlYWjKPn8zZAOYzmrwcYFNfoMt8YNhWwNIBuHcB+GU0cGm7IpFkf90WS6HL0F588UUIIZ65XqVSYc6cOZgzZ45B+1GJ4vZSwHvvvYfly5dj0KBB2LNnD0aMGIH169cjNDQUKpUKc+fOxcsvv4zIyEj9g6iKv06AnmeuSgcoxh2lA1AlJRaEKR2hWKp3PlM6QrGEmFqu/aucjNeXSDdeX8ai18w/PDwctra2OHToECZMmIB3330XLVu2xL/+9S9kZmZiwIAB+OCDD8orKxERUcUw8RvQ9Jr5lyfO/E0ZZ/5EBXHmb5hyn/lbGq8vIeGdA7wElIiIqJIxmU/4IyIiMhqFrvavKCz+REREBUlxQrz88LA/ERFRJcPiT0REVMmw+BMREVUyLP5ERESVDIs/ERFRJcOr/YmIiAox5ifzGPETg4yExZ+IiKgQY36+r3zFn4f9iYiIKhl+tj+R1GT+XgRA7u9GkH3s5CYWvKV0hOL9q3xLl0plvK/iE8KIXxFoJDzsT0REVIhpf60fD/sTERFVMpz5ExERFSLh9/AaEYs/ERFRIaZd/HnYn4iIqJLhzJ+IiKgQ077gj8WfiIioENM+7M/iT0REVIhpz/x5zp+IiKiS4cyfiIioEB72JyIiqmR42J+IiIhMiMkV/8mT2yIxcRoePpyF2NjxaNvWW+lIOmTOJ3M2gPnKqnNnb2zZ0h83boyFEFMxaFAdpSMVwrErG6nztX8n/8t3ui1+0mbvCfRbA0y+CUx/AIyOBxoMVS5jsbKNuMjHpIp/UFBTREb2RHj4PrRpsxzHj6uxc+dr8PCwUzoaALnzyZwNYD5D2Ntb4vjxVAQH71M6SpE4dmUnbT4vf6Dl/wEpx3Xb+64BXBsCmwcCUc2Bc5uBgRuBqq0UiVm8HCMu8jGp4h8S0gErVx5DdHQCzpxJxcSJ25CZmY1x41orHQ2A3PlkzgYwnyF27LiC996LxU8/XVI6SpE4dmUnZT5Le6D/N8DOCUDWXd111V8A4j8Hko8CaYnAobmA5h7g5adI1MrMZIq/paUZ/Py8ERPz5EUgBBATcwkBATUUTJZP5nwyZwOYz5Rx7ExQjy+BS78AV/YUXnfjT6DxCMCmCgAV0GgEYG4DXP29olOWgmkf9tf7av+bN29i6dKlOHjwIG7evAkzMzPUqVMHgwcPxpgxY2Bubl4eOUvk7m4HCwszqNUZOu1qdQYaNXJXJNPTZM4nczaA+UwZx87ENBoBeLYB1rQtev2WIGDgd8Bbd4DcbCAnE/hpCHDvYsXmLBU5D9cbi14z/7i4ODRu3Bi//vorsrOzcf78efj5+cHe3h4zZ85Ely5dcP/+/RL70Wg0SE9P11lMfaCJiEyaYw0g8FNg2yggV1P0Np0+AKxdgA2BwBp/4Ghk/jl/92YVGpX0LP7Tp0/HjBkzEBcXhwMHDiA6Ohrnzp3Dhg0bcOnSJWRmZuI///lPif1ERETA2dlZZwEOlPU5AABSUzORk5MHT097nXZPT3skJz8wqG9jkDmfzNkA5jNlHDsT4umXfzX/6GPAzOz8pdaLgN9b+f92qQP4TQW2jwOu7gVu/QX8OQdIjgPaBCudvgimfdhfr+J/7NgxvP7669qfX331VRw7dgxqtRpVqlTBwoULsWnTphL7CQ0NRVpams4CdNY7/NOys/MQH5+EwMAnt7qoVEBgYB0cOnTdoL6NQeZ8MmcDmM+UcexMyNU9wNfNgOhWT5abR4HT3+T/2+J/d2+IPN3HiVxAJePlZ6Z9tb9e5/yrVq2Kmzdvok6d/BeqWq1GTk4OnJycAAD169fHnTt3SuzH2toa1tbWhkQpUmRkLFavHoy4uCQcOXID06d3gL29JaKiEgzu2xhkzidzNoD5DGFvb4l69Zy1P/v6OqFlS3fcuZOFa9eUn11z7MpOqnyPHgCpp3TbsjOAh7fz280sgLvngV7Lgd9mAlm3gfqDgdo9gB/6V2zWUpFzxm4selXcwYMHY+LEiVi0aBGsra3xwQcfoGvXrrC1tQUAnD17FtWrVy+XoKWxceMpeHjYYc6cF+Hl5YCEhGT07v0NUlIySn5wBZA5n8zZAOYzhL9/Vfz++5MPUlm8OP8oW3T0GYwdG6NULC2OXdnJnk9HXg6wqS/QZT4wbCtg6QDcuwD8Mhq4tF3pdJWOSgghSrvxgwcPMH78eGzevBm5ubkICAjAunXr4OvrCwDYtWsX0tLSMHz4cP2DqML1fgyR6XNVOkAJSj7SpxzZx05uYsFbSkco3r9KXbrKRKX6zmh9CTHCaH0Zi14zfwcHB3z33XfIyspCTk4OHBwcdNb37NnTqOGIiIiUIee5emMp04l2GxsbY+cgIiKiCsKv9CUiIiqEF/wRERFVMqZ92F/GmyuJiIioHHHmT0REVAgP+xMREVUyPOxPREREJoQzfyIiokJM+7A/Z/5ERESFKPfFPl9++SVq164NGxsbtG/fHkeOHDH42RTE4k9ERFSIMl/p+9133yEkJASzZ8/GsWPH0LJlS/Tq1QspKSlGeVaPsfgTERFJIjIyEhMmTMDYsWPRpEkTLFu2DHZ2dvj666+Nuh+e8yciIirEeFf7azQaaDQanbaivtr+0aNHiI+PR2hoqLbNzMwM3bt3x6FDh4yWBwAgTFBWVpaYPXu2yMrKUjpKITJnE4L5DCFzNiGYzxAyZxOC+WQ3e/ZsAUBnmT17dqHtbty4IQCIP//8U6f97bffFu3atTNqJr2+0vd5kZ6eDmdnZ6SlpcHJyUnpODpkzgYwnyFkzgYwnyFkzgYwn+xKO/NPSkpC9erV8eeffyIgIEDb/q9//Qv79u3D4cOHjZaJh/2JiIjKUVGFviju7u4wNzeHWq3WaVer1fDy8jJqJl7wR0REJAErKyv4+flhz5492ra8vDzs2bNH50iAMXDmT0REJImQkBCMHj0a/v7+aNeuHT755BNkZGRg7NixRt2PSRZ/a2trzJ49u1SHWSqazNkA5jOEzNkA5jOEzNkA5jMlI0aMwK1bt/D+++8jOTkZrVq1wo4dO+Dp6WnU/ZjkBX9ERET0bDznT0REVMmw+BMREVUyLP5ERESVDIs/ERFRJcPiT0REVMmYXPGviO9BLov9+/djwIAB8Pb2hkqlwk8//aR0JB0RERFo27YtHB0dUbVqVQwePBhnz55VOhYAYOnSpWjRogWcnJzg5OSEgIAAbN++XelYzzR//nyoVCpMnz5d6SgAgLCwMKhUKp2lUaNGSsfSunHjBl577TW4ubnB1tYWzZs3R1xcnNKxAAC1a9cuNHYqlQrBwcFKRwMA5Obm4r333oOvry9sbW1Rt25dfPDBB5DlJq779+9j+vTp8PHxga2tLV544QUcPXpU6VgEEyv+FfU9yGWRkZGBli1b4ssvv1Q6SpH27duH4OBgxMbGYvfu3cjOzkbPnj2RkZGhdDTUqFED8+fPR3x8POLi4tCtWzcMGjQIp06dUjpaIUePHsXy5cvRokULpaPoaNq0KW7evKldDh48qHQkAMDdu3fRsWNHWFpaYvv27Th9+jQ+/vhjVKlSReloAPJ/n0+P2+7duwEAw4cPVzhZvgULFmDp0qX44osvcObMGSxYsAALFy7E559/rnQ0AMAbb7yB3bt3Y+3atThx4gR69uyJ7t2748aNG0pHI6N+TZDC2rVrJ4KDg7U/5+bmCm9vbxEREaFgqsIAiB9//FHpGMVKSUkRAMS+ffuUjlKkKlWqiK+++krpGDru378v6tevL3bv3i26du0qpk2bpnQkIUT+N4q1bNlS6RhFeuedd0SnTp2UjlFq06ZNE3Xr1hV5eXlKRxFCCNGvXz8xbtw4nbahQ4eKUaNGKZToiczMTGFubi62bdum096mTRsxa9YshVLRYyYz83/8Pcjdu3fXtpXb9yBXAmlpaQAAV1dXhZPoys3NxYYNG5CRkWH0z7o2VHBwMPr166fzNyiL8+fPw9vbG3Xq1MGoUaNw9epVpSMBALZs2QJ/f38MHz4cVatWRevWrbFy5UqlYxXp0aNHWLduHcaNGweVSqV0HADACy+8gD179uDcuXMAgOPHj+PgwYPo06ePwsmAnJwc5ObmwsbGRqfd1tZWmiNPlZnJfLxvamoqcnNzC30EoqenJ/7++2+FUj2f8vLyMH36dHTs2BHNmjVTOg4A4MSJEwgICEBWVhYcHBzw448/okmTJkrH0tqwYQOOHTsm5fnM9u3bIzo6Gg0bNsTNmzcRHh6Ozp074+TJk3B0dFQ026VLl7B06VKEhITg3//+N44ePYq33noLVlZWGD16tKLZCvrpp59w7949jBkzRukoWu+++y7S09PRqFEjmJubIzc3F3PnzsWoUaOUjgZHR0cEBATggw8+QOPGjeHp6Ylvv/0Whw4dQr169ZSOV+mZTPEn4wkODsbJkyelenfesGFDJCQkIC0tDZs2bcLo0aOxb98+Kd4AXLt2DdOmTcPu3bsLzXJk8PQssEWLFmjfvj18fHywceNGjB8/XsFk+W80/f39MW/ePABA69atcfLkSSxbtky64r9q1Sr06dMH3t7eSkfR2rhxI7755husX78eTZs2RUJCAqZPnw5vb28pxm/t2rUYN24cqlevDnNzc7Rp0wYjR45EfHy80tEqPZMp/hX5PcimbMqUKdi2bRv279+PGjVqKB1Hy8rKSjtb8PPzw9GjR/Hpp59i+fLlCicD4uPjkZKSgjZt2mjbcnNzsX//fnzxxRfQaDQwNzdXMKEuFxcXNGjQABcuXFA6CqpVq1boDVzjxo3xww8/KJSoaFeuXEFMTAw2b96sdBQdb7/9Nt5991288sorAIDmzZvjypUriIiIkKL4161bF/v27UNGRgbS09NRrVo1jBgxAnXq1FE6WqVnMuf8K/J7kE2REAJTpkzBjz/+iL1798LX11fpSMXKy8uDRqNROgYAIDAwECdOnEBCQoJ28ff3x6hRo5CQkCBV4QeABw8e4OLFi6hWrZrSUdCxY8dCt5SeO3cOPj4+CiUqWlRUFKpWrYp+/fopHUVHZmYmzMx0/xs3NzdHXl6eQomKZm9vj2rVquHu3bvYuXMnBg0apHSkSs9kZv5AxX0Pclk8ePBAZ6aVmJiIhIQEuLq6olatWgomyxccHIz169fj559/hqOjI5KTkwEAzs7OsLW1VTRbaGgo+vTpg1q1auH+/ftYv349fv/9d+zcuVPRXI85OjoWujbC3t4ebm5uUlwzMXPmTAwYMAA+Pj5ISkrC7NmzYW5ujpEjRyodDTNmzMALL7yAefPmISgoCEeOHMGKFSuwYsUKpaNp5eXlISoqCqNHj4aFhVz/ZQ4YMABz585FrVq10LRpU/z3v/9FZGQkxo0bp3Q0AMDOnTshhEDDhg1x4cIFvP3222jUqJEU/ydXekrfbmBsn3/+uahVq5awsrIS7dq1E7GxsUpHEkII8dtvvwkAhZbRo0crHU0IIYrMBkBERUUpHU2MGzdO+Pj4CCsrK+Hh4SECAwPFrl27lI5VLJlu9RsxYoSoVq2asLKyEtWrVxcjRowQFy5cUDqW1tatW0WzZs2EtbW1aNSokVixYoXSkXTs3LlTABBnz55VOkoh6enpYtq0aaJWrVrCxsZG1KlTR8yaNUtoNBqlowkhhPjuu+9EnTp1hJWVlfDy8hLBwcHi3r17SsciIYRKCEk+CoqIiIgqhMmc8yciIqLSYfEnIiKqZFj8iYiIKhkWfyIiokqGxZ+IiKiSYfEnIiKqZFj8iYiIKhkWfyIiokqGxZ+IiKiSYfEnIiKqZFj8iYiIKpn/BwUlYutrOD8aAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-4\n", + "--> 1. Load the iris Data-Sets.\n", + "\n", + "--> 2. Understand the Dataset and describe by 'DESCR'.\n", + "\n", + "--> 3. And Implement the 70:30 & 60:40 Train Test Split.\n", + "\n", + "--> 4. And Compare it's Accuracy, Precision, Reacll & F1-Score.\n", + "\n", + "--> 5. For, Each Split." + ], + "metadata": { + "id": "aDXlbqnYPdaJ" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, we are the the Iris-Datasets.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import model_selection;\n", + "from sklearn import metrics;\n", + "\n", + "#Visualise and load the Datasets Simply!\n", + "data=datasets.load_iris();\n", + "print(type(data));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UTA18dh9UIHh", + "outputId": "231491ed-dc86-4356-a057-ad8311302041" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we have to show the Values of the Data.\n", + "print(\"\\n 1. Given Iris Datasets after Loading properly Given Below! : \\n\\n\",data);\n", + "#print(\"\\n 2. Total Length of the Iris-Datasets are: \",data.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "v45AbXpTUp-g", + "outputId": "9179c025-069b-4720-e5d1-c4650bdf9333" + }, + "execution_count": 64, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Given Iris Datasets after Loading properly Given Below! : \n", + "\n", + " {'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='" + ], + "image/png": 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jQ+XudBcuXODJJ580TpeWlsbly5eNJ4OZw/r161mwYAELFiww/rq936ZNm3jyySdZsWKFqjw2NpbKlSsbX+e2bbKqWbMmu3fv5tatW6regz/++MM4/mEICQnhzz//VF3mWNj1/f333zl37hyrVq1i0KBBxvIHdevXrl2bV199lVdffZXz58/TtGlTPvroI9auXWs8lFK1alXje+NBctv+Bf2MtG/fnpUrV7J+/XrS09Np06YNVlZWtGvXztg4aNOmTZ6XLpry3jC3/O7Pu+72DNylKAoXLlwwfubu7pNy5crluU8epHXr1rRu3Zr33nuPr776ioEDB7J+/XrVycHmaBiJ4kUOK5jRP//8o3ptZWVl/BAXpKvOxsaGV199lTNnzrB161YA+vXrR0REBJ999lm26ZOSkkhMTATA398fKysr3n333Wy/SO5+0H19fbGzs+Pjjz9WffhXrFhBXFwcPXr0AMDT05NKlSrx2WefkZaWZpzuyy+/NEtX610nT57kpZde4oUXXnjgmevW1tbZ/lB9/fXXREREqMoMBgNAjpdkZvXUU0+Rnp7O4sWLVeXz589Hp9PRvXt3E9aiYK5cucKQIUOws7Pj9ddfN5YXdn3vflHeX4eiKNkuHbx9+zbJycmqstq1a1O2bFnje7dr166UK1eO2bNn53iM+v7L/R6UpzCfkbuHC+bOncsTTzyBo6OjsXzPnj0cPXo0X4cUDAZDvt4XRSG/+/Ou1atXG88/gczGxd9//218TzZv3pzatWvz4YcfGg9J3S+3SzD//fffbFnu/pC4f1+kpqbyxx9/lMg7P4oHk54DM3rppZeIiYmhU6dOVK9enStXrrBo0SKaNm36wEur8jJkyBDeeecd5s6di7+/Py+++CIbN25k1KhR7N27l7Zt25Kens4ff/zBxo0b2bFjB56entSpU4cpU6Ywc+ZM2rdvT+/evdHr9Rw5cgRXV1cCAwOpUqUKAQEBzJgxg27duvHMM89w9uxZli5dSosWLYy/YO3s7Jg+fTrjx4+nU6dO9OvXj8uXLxMUFETt2rXN9kts6NChAHTo0IG1a9eqxrVp04ZatWrx9NNP8+677zJ06FDatGnD77//zpdffqnq+YDML7by5cuzfPlyypYti8FgoFWrVri7u2dbbs+ePXnyySeZMmUKly9fpkmTJuzcuZOtW7cyceJE1cmH5nD8+HHWrl1LRkYGsbGxHDlyhG+++QadTseaNWtUPTGFXd/69etTu3ZtXnvtNSIiIihXrhzffPNNtkbduXPn8PHxoV+/fjRs2BAbGxs2b95MdHQ0/fv3BzJ/nS5btowXX3wRDw8P+vfvT5UqVbh69So//PADbdu2NTawmjdvDsArr7xC165dsba2pn///oX6jNSpUwdnZ2fOnj3L+PHjjeUdOnTgjTfeAMhX46B58+YsW7aMWbNmUadOHapWrWo8odcc5s2bl+1yZysrK956661878+7KlasSLt27Rg6dCjR0dEsWLCAOnXqMGLECGO9n3/+Od27d6dRo0YMHTqUatWqERERwd69eylXrhzfffddjnWvWrWKpUuX0qtXL2rXrs2tW7f47LPPKFeuHE899ZRxuoiICBo0aMC0adPkFsqliQWukNCsB13KaDAYcpw+6yVxmzZtUrp06aJUrVpVsbOzU9zc3JSXX35Z+fvvv/NcNqCMHTs2x3HTp09XAGXv3r2KoijKnTt3lLlz5yqNGjVS9Hq9UqFCBaV58+bKjBkzjJfA3fXFF18ozZo1M07n7e2t7Nq1SzXN4sWLlfr16yu2traKk5OTMnr0aOXff//NluPjjz9Watasqej1eqVly5bKL7/8ojRv3lzp1q2bcZq7l2B9/fXXqnnvXsZ3/6V2WbdfzZo1FSDH4e58ycnJyquvvqq4uLgoZcqUUdq2bauEhIQo3t7e2S5P27p1q9KwYUPFxsZGVUdOl1DeunVLmTRpkuLq6qrY2toqdevWVT744APV5WGK8uD9VLNmTWXw4MHZynPaBncHGxsbpWLFikqrVq2UgIAA42WF9zPH+p4+fVrx9fVVHBwclMqVKysjRowwXn55d5qbN28qY8eOVerXr68YDAbF0dFRadWqlbJx48Zsmfbu3at07dpVcXR0VB555BGldu3aypAhQ5SjR48ap0lLS1PGjx+vVKlSRdHpdMbLGgvzGVEURenbt68CKBs2bDCW3blzR7G3t1fs7OyUpKQk1fQ5XcoYFRWl9OjRQylbtqzqUtycPv931/f+z9+D3L2UMafB2tpaUZT878+7y1y3bp0SEBCgVK1aVSlTpozSo0ePHN8nv/32m9K7d2+lUqVKil6vV2rWrKn069dP2bNnzwO3xfHjx5Xnn39ecXNzU/R6vVK1alXl6aefVu1HRbn3vpVLGUsXnaLIwSRRMBkZGVSpUoXevXvneJhDCCFE8STnHIh8SU5OznZ8cvXq1cTExGS7/awQQojiTXoORL7s27ePSZMm0bdvXypVqsTx48dZsWIFDRo04NixY6obHgkhhCje5IREkS+PPvooNWrU4OOPPyYmJoaKFSsyaNAg5syZIw0DIYQoYaTnQAghhBAqcs6BEEIIIVSkcSCEEEIIFWkcCCGEEEJFMyckxpex3P3O8+KYPN3SEUSR0cxH4AHS8p7EosrmPYnF3Mp7ElFsKcq0Iq1/hhmfwTGtGJ7ap/W/jEIIIcRDV9q/HOWwghBCCCFUSnvjSAghhMjG1tIBLEwaB0IIIUQWpf3LsbSvvxBCCJFNae85kHMOhBBCCKEiPQdCCCFEFqX9y7G0r78QQgiRjRxWEEIIIYS4j/QcCCGEEFmU9i/H0r7+QgghRDZyWEEIIYQQ4j6abBzY+PXC/vudOFy9TtnoOOz3/Yq1b5eiX27vZzGEnaHsv0kYjpzApmv3e+NsrJgzx5cTJ0aRkBBARMRkVq3yx8XFwaRljBnTgkuXJpCUNIXQ0OG0aOFq7tUoMC1nA+3ma9++Btu29SMi4hUUZQp+fvUsHSkbrW67N99sweHDA4iPH0d09Cg2b36GevUqWDpWNlrdfndpOZ+Ws+XGxoxDcaTJxoF1uw6k/byL272eIrFNc9KD92L/zXdYNWla8Drbe+Pwx6UHj2/tRZlV60hdtYLE1s1I+24LZTZuwaphIwDs7W3x8HBm5sz9eHh8Su/eG3jssUps2/Z8vjP069eIefO6MGNGMB4enxAeHs2OHS9QpYp9gdfLXLScDbSdz2CwIzw8mrFjd1g6So60vO28vWuwZEkYrVuvo3PnTdjaWrFzZx/s7bXzJ1XL2w+0nU/L2fJia8ahONIpijaeJZnXI5sNx06SumkDdwJnZhbodNi9+gZ2w0eic3Im4/w5UubMJG3zNznOb93emzKfBZFQ3z3H8WXWrAd7A0l9ehrL7INDyAgPQz8yOsd5PD1dOXJkBG5u87l2LT7PdQwNHc6RI5GMH//T3VXg2rVJLFp0mLlzf8lz/qKk5WxQlPnM+yWkKFPw9/+arVvPmanGwj+yuWj3rXkf2Vy5chlu3BhNhw4bOHAgopC1meeRzaX3s6HtbEX9yOZvzfjI5t7a+Jo1ick9Bzdv3uT999+nV69eeHl54eXlRa9evfjggw+4ceNGUWQEnQ5d2bIo/8YYi+xeD8B24CCSxo8iwaMRdxbNp8wXa7Fu16FAi7Bu5UX63t2qsvRdO7Bu5fXAeRwd9WRkKMTGJudZv62tFc2bu7J790VjmaLA7t0X8fKqXqDM5qLlbKD9fFpW3Lado6MegJiYvD9TD4PWt5+W82k5W36U9p4DkxoHR44coV69enz88cc4OjrSoUMHOnTogKOjIx9//DH169fn6NGjedaTmppKfHy8akjJpWFlN+k1dAYH0r7Z+F+BHfr/vUXyqGGk796JcvkSqWtXkbpuLXYvvWzKKhnpnJzJuK7uIci4Ho3OyTnH6fV6a+bO9WXdut+5detOnvVXrmyPjY0V0dGJqvLo6EScnU07b8HctJwNtJ9Py4rTttPpYMGCjhw8GMGpU/9YOg6g/e2n5XxazpYfpf2cA5Nyjx8/nr59+7J8+XJ0WbpcFEVh1KhRjB8/npCQkFzr+eabb3j+efWx+jetISCHJpbNc8+jf2sat/v6ofzXM2FVuw46gwH773epJ7azIyP8N+PLsjfu61a0tga9XlWWum4tya+MzjVrTmxsrNi4sS86nY7Ro38weX4hRHZLlvjQuHEl2rXbYOkoQhTbX/zmYlLjIDw8nKCgoGwNAwCdTsekSZNo1qxZnvX06dOHuLg4VVlKVcfs4fo+R5mln5M0sC/pe/fcW5ZDZqvzdq8eZERmOS55J8X434RWTY3/t27ZikdmzSWxS8d70966d56AEh2FVVUnVVVWVZ1QoqPUmWys2LjxWWrWdKRTp9X56jUAuHnzNmlpGTg5GVTlTk4GoqIS8lVHUdFyNtB+Pi0rLttu0aJOPP10LTp02EBEhHZyaX37aTmflrOJvJl0WMHZ2ZnDhw8/cPzhw4dxcnJ64Pi7bG1tKVeunGrQZ2lv2PTrT5lPVpI0+HnStv+oGpd+5jRKcjJWNdxQLv6pHv76yzidqjwiAtLS1GX3nSORfigE644+quVY+3Qm/dC9XpC7DYO6dSvh67uGmJikPNf1rtTUDI4di8THp5axTKcDH59ahIT8lcucRU/L2UD7+bSsOGy7RYs60atXHTp1+prLl/M+sfdh0vr203I+LWfLDzmsYILXXnuNkSNHcuzYMXx8fIwNgejoaPbs2cNnn33Ghx9+WKAgj3y+iuSXBmeGeu55yny2iuTXJpB+5BC6/5ajJCVBfDwkJHBnwYfo358PVlak/XoQnaMj1l5tIT6e1C9Xm7z8O0sWYr8zGLsJk0n76Qds+/bH2sOT5LEjgb7Y2FixaVNfPDxcePrpdVhb64wt4piYJFJTM/Jcxrx5oaxa5c/Ro5EcPhzBxImtMRhsWbkyzOS85qblbKDtfAaDLXXqVDS+dncvT5MmTsTEJOXrKpaipuVtt2RJJwYMqI+f3zZu3bqDk1PmJW5xcXdITi78lRrmoOXtB9rOp+VseZHDCiYYO3YslStXZv78+SxdupT09HQArK2tad68OUFBQfTr169AQaxquBn/bzdsJDpbW8osXAoLlxrL76wJInnkUABSZkxFuXkDu9cDeMS9FkpsLBlhx0l5f3aBlp8eGkLSkAHop81CP2M2GRfOk9TPn4zTp4C+VKtWFj+/+gCEh49SzduxYxDBwVfyXMbGjaeoUsWed9/tiLOzA2FhUXTr9iXXryfmOW9R03I20HY+T08X9u170fh6/vzOAAQFhTN06PeWimWk5W03ZkxTAIKD1X83hgzZzqpVpy2QKDstbz/Qdj4tZxO5K/B9DlJTU7l58yYAlStXxta2cO2svO5zYEmOydMtHUEUGa13+mnj1/ODmfc+B+ZlnvscCG0q6vscHDLjfQ5aFcP7HBT4L6OtrS0uLi7mzCKEEEJoQmk/rKDJ2ycLIYQQwnK03qcqhBBCPHSl/cuxtK+/EEIIkY0cVhBCCCGEuI/0HAghhBBZlPYvx9K+/kIIIUQ2pf2wgjQOhBBCiCxKe+NAzjkQQgghNGL//v307NkTV1dXdDodW7ZsMY5LTU3ljTfe4PHHH8dgMODq6sqgQYOIjIxU1RETE8PAgQMpV64c5cuXZ/jw4SQkmPawK2kcCCGEEFlY6sFLiYmJNGnShCVLlmQbd/v2bY4fP87UqVM5fvw43377LWfPnuWZZ55RTTdw4EBOnTrFrl27+P7779m/fz8jR440KUeBb59sbnL7ZGEZWj+yJrdPLji5fXJJVtS3T46xNd93UsXUgn3N6nQ6Nm/ejL+//wOnOXLkCC1btuTKlSu4ublx5swZGjZsyJEjR/D09ARg+/btPPXUU/z111+4urrma9nScyCEEEIUoZSUFOLj41VDSkqKWeqOi4tDp9NRvnx5AEJCQihfvryxYQDg6+uLlZUVhw4dyne90jgQQgghsrCxMd8QGBiIo6OjaggMDCx0xuTkZN544w2ef/55ypUrB0BUVBRVq1bNsi42VKxYkaioqPyvf6HTmYmWu+6XMt3SEXI1RuP5REmWZOkAxVhNSwfIQyVLB7AoW2vz1RUQEMDkyZNVZXq9vlB1pqam0q9fPxRFYdmyZYWqKyeaaRwIIYQQJZFery90Y+B+dxsGV65c4eeffzb2GgA4Oztz/fp11fRpaWnExMTg7Oyc72XIYQUhhBAiC3MeVjCnuw2D8+fPs3v3bipVUvfweHl5ERsby7Fjx4xlP//8MxkZGbRq1Srfy5GeAyGEECILWwt9OyYkJHDhwgXj60uXLhEWFkbFihVxcXHh2Wef5fjx43z//fekp6cbzyOoWLEidnZ2NGjQgG7dujFixAiWL19Oamoq48aNo3///vm+UgGkcSCEEEJoxtGjR3nyySeNr++eqzB48GCmT5/Otm3bAGjatKlqvr1799KxY0cAvvzyS8aNG4ePjw9WVlb06dOHjz/+2KQc0jgQQgghsjLjCYmm6NixI7ndfig/tyaqWLEiX331VaFySONACCGEyKqUfzuW8tUXQgghclDKvx3lagUhhBBCqJTytpEQQgiRg1L+7VjKV18IIYTIgYVOSNQKOawghBBCCBXpORBCCCGyKuXfjiWu52DMmBZcujSBpKQphIYOp0WLvO8I1b69G9u29SciYjKKMg0/v8dynd65bVv8Dx5k6M2bjLh9m/5nzvDExIlmWoMHq/Xss/Q/c4YRSUn0O3ECt+7djeNsbKyYM8eXEydGkZAQQETEZFat8sfFxSHf9Rdk2z1MWs3Xvn0Ntm3rR0TEKyjKFPz86lk6UjZa3XYg289c3njjcRRlCPPnt7R0FCNX10dYs6YZN2925fbtpzhxwpvmzR0tHSt/bMw4FEMlqnHQr18j5s3rwowZwXh4fEJ4eDQ7drxAlSr2uc5nMNgRHh7N2LE/5ms5aYmJnFy8mC0dOrC+QQOOzZpFy1mzaDBiRIGzu3p7M/DSpQeOd/LyovO6dfyxYgVfN2vGpS1b6LZlCxUbNQLA3t4WDw9nZs7cj4fHp/TuvYHHHqvEtm3P52v5Bd12D4uW8917/+ywdJQcaXnbgWw/c/D0rMTLL9cjPDzG0lGMype35Zdf2pKamkH37odo2HAvr756mn//TbV0NJEPOiU/t1t6CHS6GYWuIzR0OEeORDJ+/E//1QnXrk1i0aLDzJ37S77qUJRp+PuvZ+vWs8ay/Dyyues335CamMjPgwZxd+HN3niDhiNHYu/sTOy5cxybOZOL33yT4/yu3t48GRTEl+7uOY7vvH49NgYDP/XsaSzrHRLCzbAwGo+OznEeT09XjhwZgZvbfK5di881vzm2XVEqunzmbdYryhT8/b9m69ZzZqoxrdA1FO2+1fL2K/y2g6LcfuZ5ZLPBYMPx4z0ZMyaUt99uQlhYDJMmHTZDzYV7ZHNgYH3atq1Ihw6/miFLdorSM++JCqOZznx1/aaJr1mTlJieA1tbK5o3d2X37ovGMkWB3bsv4uVVvUiXXblpU5zbtOHv4GBjmUdAAI8NGsT+UaNY36gRJ+bPx2ftWlw6dCjQMpy8vIjYvVtVdm3HDpy8vB44j6OjnowMhdjY5FzrtuS2yw+t59My2XaFUxy235Ilrfnhh7/Ys+dvS0dReeYZZ44ejWPjxuZER3fh+PEOvPSSm6Vj5Z8cVjCva9euMWzYsFynSUlJIT4+XjUUtpVfubI9NjZWREcnqsqjoxNxds7/cXdTvHjtGiOTk+lz9CgnlyzhzIoVAFjZ2eHx1lvsHTaMazt3cuvSJc6uWsX5tWtp9PLLBVqWvbMzt6PVPQS3o6Oxf8DzufV6a+bO9WXdut+5detOrnVbYtuZQuv5tEy2XeFoffs995w7Hh6VCAg4buko2dSqZc/o0TU5fz6Rrl1DWbbsMh9/3JhBg7TRqBK5M3ubJiYmhlWrVvHFF188cJrAwEBmzMh6GMEbeDKnyTVrS/v22Do44NS6Na3nzCHuwgUurF+PY5062BoM9Ny1SzW9lZ0dN3/7zfj6pVu3jP/XWVtjrderys6tXcv+0aNNzmVjY8XGjX3R6XSMHv1DAdZMCKF11avbs3BhSzp33klKSrql42RjZaXj6NFYpkz5A4CwsHgaNy7LqFE1Wb36Lwuny4di+ovfXExe/buPi3yQixcv5joeICAgwPgYyrscHT8wNYrKzZu3SUvLwMnJoCp3cjIQFZVQqLof5NblywDEnDxJGScnWkyfzoX167F1yPxF8UOPHiRGRKjmSU9JMf5/432P3HRq1YrWc+ey9b9HbgKkxt87T+B2VBT2Tk6quuydnLj937O878psGDxLzZqOdOq0Os9eA7DMtjOF1vNpmWy7wtHy9mvevDJOTmU4fvzesXcbGys6dHBi3Lj66PVryMiw3LHuv/9O5vTpW6qyM2cS6NPHxUKJTFTKb4JkcuPA398fnU6X62MjdbrcT+TQ6/Xo9frCRlFJTc3g2LFIfHxqGU8m1OnAx6cWixeb4+Sc3OmsrLD6b53+PX2atORkyrq58ff+/Q+cJ/7PP43/d6henYy0NFXZ/aJDQqjm48OJhQuNZdU7dyY6JMT4+m7DoG7dSjz55CpiYpLyld3S2y4vWs+nZbLtCkfL22/PnkgaN96iKlu5sh1//BHH3Lm/W7RhAPDLLzE89pj60Eu9eg5cuZK/v0sWJz0HpnFxcWHp0qX4+fnlOD4sLIzmzZsXOlhBzJsXyqpV/hw9GsnhwxFMnNgag8GWlSvDcp3PYLClTp2Kxtfu7hVo0sSJmJgkrl2Lp9Xs2RiqVePnwYMBaDRmDAlXrxL7R2Z3mUuHDjR97TV+//hjAFITEgj/8EPazJ+PzsqKvw8exM7REee2bUmNj+fs6tUmr9uJhQvxCw6myeTJXPnhB+r0708VT0+CR44E+mJjY8WmTX3x8HDh6afXYW2tM/7aiYlJIjU1o0i23cOi5XzZ3z/lVe8fS9PytgPZfgWVkJDGqVOxqrLExDT++SclW7klzJ9/kV9/bUdAQB02boykZcsKjBzpxsiRJywdTeSDyY2D5s2bc+zYsQc2DvLqVShKGzeeokoVe959tyPOzg6EhUXRrduXXL+emOt8np6u7Ns3xPh6/vyuAAQFhTF06FbsXVxwcLt3lq3OyorWgYGUdXc3/toPfeMNTn3yiXGaw1OnknTjBs0CAvCuVYs7sbHcOH6c47NnF2jdokNC2D1gAK1mzaLV7NnEnT/Pdn9/Yk6dAvpSrVpZ/PzqAxAePko1b8eOQQQHX8m1/oJuu4dFy/k8PV3Yt+9F4+v58zsDEBQUztCh31sqlpGWtx3I9iupjh6No1evIwQGNuCdd+px6dJtJk48xVdfReQ9sxaU8p4Dk+9zcODAARITE+nWrVuO4xMTEzl69Cje3t6mBTHDfQ6KSn7uc2BJYzSeT9u0/hfAPNfqFx0tbz+tbzvz3Oeg6BTuPgdFrcjvc9DNjPc52F787nNg8ie7ffv2uY43GAwmNwyEEEIIoR1abvYLIYQQliFXKwghhBBCpZR/O5aY2ycLIYQQwjxKedtICCGEyEEp/3Ys5asvhBBC5KCUn3MghxWEEEIIoSI9B0IIIURWpfzbsZSvvhBCCJGDUv7tWMpXXwghhMiBnHMghBBCCHGP9BwIIYQQWZXyb8dSvvpCCCFEDkr5t2MpX/380fpTD5VK0y0dIVe6f6ZbOkIutP7kPq2T7VdwuT9G3fK0nq+In8pYyknjQAghhMiqlH87lvLVF0IIIXIgVysIIYQQQtwjPQdCCCFEVqX827GUr74QQgiRg1L+7SiHFYQQQgihUsrbRkIIIUQOSvkJidI4EEIIIbIq5d+OpXz1hRBCiByU8m9HOedACCGEECqlvG0khBBC5KCUfzuW8tUXQgghclDKT0gscYcVxoxpwaVLE0hKmkJo6HBatHC1dCSVguRr396Nbdv6ExExGUWZhp/fY7nP0KMXbNoJf1yHS3Hw06/wZBczrUEunnkWQs7AX0mw/wT4djeOsrGxYs4cX06cGEVCQgAREZNZtcofFxeHfFdfEvftw6LlbCD5CkvL+bScTTxYiWoc9OvXiHnzujBjRjAeHp8QHh7Njh0vUKWKvaWjAQXPZzDYER4ezdixP+ZvQV4dIHgXPP8U+DSHg3vhy+/g8aYFD9/WG45fevD4Fl7w6Tr4cgU82Qx+3AKrt0D9RgDY29vi4eHMzJn78fD4lN69N/DYY5XYtu35fC2+pO7b0p4NJF9haTmflrPlycaMgwn2799Pz549cXV1RafTsWXLFtV4RVF45513cHFxoUyZMvj6+nL+/HnVNDExMQwcOJBy5cpRvnx5hg8fTkJCgkk5SlTjYPLk1nz22XGCgsI4c+Ymo0Z9z+3bqQwb1szS0YCC59u+/QJTp+5ly5Y/8regtyfBog/gt6Nw8QK8NwUunoeu9z3iVKeDCW/CsYtw7TbsC4OefQq+ci9PgJ+3w+IP4fwfMOcdOHEcXhoHQHx8Cl26rOXrr09z7tw/HDoUwbhxP+Hp6UqNGuXyrL6k7tvSng0kX2FpOZ+Ws+XJQo2DxMREmjRpwpIlS3Ic//777/Pxxx+zfPlyDh06hMFgoGvXriQnJxunGThwIKdOnWLXrl18//337N+/n5EjR5qUo8Q0DmxtrWje3JXduy8ayxQFdu++iJdXdQsmy2TRfDodOJSFf2PulU0MgOcGwWujoF0jWD4flq2FNh0KtgxPLwjerS7buyOz/AEcHfVkZCjExiY/cBqQfVsYWs4Gkq+wtJxPy9ketpSUFOLj41VDSkpKjtN2796dWbNm0atXr2zjFEVhwYIFvP322/j5+fHEE0+wevVqIiMjjT0MZ86cYfv27Xz++ee0atWKdu3asWjRItavX09kZGS+M5vcOEhKSuLgwYOcPn0627jk5GRWr16dZx05bShIMzWKSuXK9tjYWBEdnagqj45OxNk5/8e1i4pF8417DQwOsHVj5ms7O5j4FrwyDPbuhCuXYP0q2LQWBr9csGVUdYYb0eqy69GZ5TnQ662ZO9eXdet+59atO7lWLfu24LScDSRfYWk5n5az5Yu1+YbAwEAcHR1VQ2BgoMmRLl26RFRUFL6+vsYyR0dHWrVqRUhICAAhISGUL18eT09P4zS+vr5YWVlx6NChfC/LpA6Pc+fO0aVLF65evYpOp6Ndu3asX78eFxcXAOLi4hg6dCiDBg3KtZ7AwEBmzJiRpdQbeNKUOCI/+jwPr02DF/3g5o3MMvc6YDDApl3qae3s4Pff7r2+fOve/62tQa9Xl21aC6+NNjmSjY0VGzf2RafTMXr0DybPL4QQRc6M1/IFBAQwefJkVZlerze5nqioKACcnJxU5U5OTsZxUVFRVK1aVTXexsaGihUrGqfJD5NW/4033qBx48YcPXqU2NhYJk6cSNu2bdm3bx9ubm75rienDeXo+IEpUbK5efM2aWkZODkZVOVOTgaiokw7EaMoWCRfr+dg/ucwvC/s33Ov3PBfq31AD/g7Qj3P/V1dTza99//mreCdueDX8V7Zrfh7/78eBVXUb1iqOmWW3yezYfAsNWs60qnT6jx7DUD2bWFoORtIvsLScj4tZ3vY9Hp9gRoDlmTSYYVff/2VwMBAKleuTJ06dfjuu+/o2rUr7du35+LFi3lX8B+9Xk+5cuVUQ2GbaampGRw7FomPTy1jmU4HPj61CAn5q1B1m8NDz9e7P3y8El5+HnZlucrh3GlIToZqbnDpT/UQeV+W+8v/joC0NHXZ3Z4IgKMh0MFHvRzvzpnl/7nbMKhbtxK+vmuIiUnK16rIvi04LWcDyVdYWs6n5Wz5YqETEnPj7Jx5mDY6Wn0INzo62jjO2dmZ69evq8anpaURExNjnCY/TIqdlJSEjc29WXQ6HcuWLWPcuHF4e3vz1VdfmVKd2c2bF8qqVf4cPRrJ4cMRTJzYGoPBlpUrwyya666C5jMYbKlTp6Lxtbt7BZo0cSImJolr1+Lh7dngUg3GDs6coM/zsHgVvDUBjh3K/AUPkJSU+Ws/IQGWfAiz5oOVFRw6COUcoWXbzPEb8j5vJJtPFsK2YBgzGXb+kNk4aeoJk0cCfbGxsWLTpr54eLjw9NPrsLbWGX9RxMQkkZqaUSTb7mHRcj4tZwPJV1hazqflbHnS4E2Q3N3dcXZ2Zs+ePTRt2hSA+Ph4Dh06xOjRmYd4vby8iI2N5dixYzRv3hyAn3/+mYyMDFq1apXvZZnUOKhfvz5Hjx6lQYMGqvLFixcD8Mwzz5hSndlt3HiKKlXseffdjjg7OxAWFkW3bl9y/Xpi3jM/BAXN5+npyr59Q4yv58/vCkBQUBhDh24FJxeoft9hnUEjwdYWPliaOdy1LgjGD838f+BU+OdG5lULNWtBXGzmpYcLZhds5Y6EwMsD4K1ZMGV25qWTg/zhj1NAX6pVK4ufX30AwsNHqWbt2DGI4OAruVZfUvdtac8Gkq+wtJxPy9nyZKH7ByckJHDhwgXj60uXLhEWFkbFihVxc3Nj4sSJzJo1i7p16+Lu7s7UqVNxdXXF398fgAYNGtCtWzdGjBjB8uXLSU1NZdy4cfTv3x9X1/zfgEqnKIqS34kDAwM5cOAAP/6Y8814xowZw/Lly8nIyP1XYI5BdFlPUBT5pVSabukIudL9M93SEYQQJYyiTCvaBazVma+uF/L9Ncu+fft48snsJ+cPHjyYoKAgFEVh2rRpfPrpp8TGxtKuXTuWLl1KvXr1jNPGxMQwbtw4vvvuO6ysrOjTpw8ff/wxDg75v0rEpMZBUZLGQcFJ40AIUdoUeeNgvRkbB/018TVrEnnwkhBCCJFVKf92LDF3SBRCCCGEeZTytpEQQgiRAw1erfAwSeNACCGEyKqUfzvKYQUhhBBCqJTytpEQQgiRg1L+7VjKV18IIYTIQSk/50AOKwghhBBCRXoOhBBCiKxK+bdjKV99IYQQIgel/NuxlK++EEIIkQM550AIIYQQ4h7pOSgBdP/MsnSEXCmub1s6wgPpIqdbOkIetP4RTbN0AFFkqlo6gGVp/aNXxEr56gshhBA5KOXfjnJYQQghhBAqpbxtJIQQQuSglH87lvLVF0IIIXIgVysIIYQQQtwjPQdCCCFEVqX827GUr74QQgiRg1L+7SiHFYQQQgihUsrbRkIIIUQOSvkJidI4EEIIIbIq5d+OpXz1hRBCiByU8m9HOedACCGEEColrnEwZkwLLl2aQFLSFEJDh9OihaulI6loNV/79jXYtq0fERGvoChT8POrVzTzde8F63bCievwRxxs+xW8u5hhDfLw9LMQfAb+TILdJ6BTd+MoGxsr5szx5cSJUSQkBBARMZlVq/xxcXEwaRElbd8+TFrddndJPtONGtWI8PB+xMUNJy5uOL/+2otu3dwsHSv/bMw4FEMlqnHQr18j5s3rwowZwXh4fEJ4eDQ7drxAlSr2lo4GaDufwWBHeHg0Y8fuKNr5WneA/bvgxaege3P4dS8EfQeNmpoe+i4vbwi99ODxnl6wZB2sWwFdm8GOLbBiCzzWCAB7e1s8PJyZOXM/Hh6f0rv3Bh57rBLbtj2f7wglcd8+LFrediD5CuqvvxJ4881QmjffhKfnJn7+OYKtW7vRsGEFi+bKL8XafENxpFMURbF0CACdbkah6wgNHc6RI5GMH//Tf3XCtWuTWLToMHPn/lLo+gur6PKZt2mqKFPw9/+arVvPmWW+PB/Z/PNJ2LYBFszMfK3Twdg3YOBIqOIMl85ljvvhm5zn9/KG+UHQ2j3n8cvWg70BBve8V/ZdCJwKQzcoOsdZPD1dOXJkBG5u87l2LT73/JT8fftghX9kc+n93JpH0eUz/yOb//lnKK+/HsIXX/xR6LoUZbQZEuVSf4zObHXpKmria9YkJabnwNbWiubNXdm9+6KxTFFg9+6LeHlVt2CyTFrPZzE6HTiUhdiYe2XjA+DZQfDmKOjUCD6bDx+vzex1KIjmXnBgt7ps347M8gdwdNSTkaEQG5ucZ/WybwtO69tO8pmHlZWO556rg8FgS0hIzg1yrUm3Md9QHJkc+8yZM4SGhuLl5UX9+vX5448/WLhwISkpKbzwwgt06tQpzzpSUlJISUnJUppWkDhGlSvbY2NjRXR0oqo8OjqR+vUrF7hec9F6PosZ9RrYO8B3GzNf29nB+Legvy8cC80su3oJWrSDF16G0P2mL6OKM9zI8gfpZnRmeQ70emvmzvVl3brfuXXrTp7Vy74tOK1vO8lXOI0bVyQkpDePPGJNQkIqvXpt58yZfy0dK1/M+aVeHNsHJmXevn07fn5+ODg4cPv2bTZv3sygQYNo0qQJGRkZdOnShZ07d+bZQAgMDGTGjKyHEbyBJ02ML4o1/+dh8jQY5gf/3Mgse7RO5iGAdbvU09rawcnf7r0+d+ve/62sQa9Xl327Ft40vdvRxsaKjRv7otPpGD36B5PnF0Lcc/ZsLE2bbsTR0Y5nn63NqlWd8PbeWmwaCKWZSY2Dd999l9dff51Zs2axfv16BgwYwOjRo3nvvfcACAgIYM6cOXk2DgICApg8ebKqzNHxAxOjq928eZu0tAycnAyqcicnA1FRCYWq2xy0nu+he+Y5+PBzeLkvHNhzr9zw3xUCg3pAVIR6njv39TZ1aXrv/81awZS58GzHe2W37jtP4EYUVHFS11XZKbP8PpkNg2epWdORTp1W56vXAGTfFobWt53kK5zU1Az+/DPzs3j8+E1atKjKhAmPM2pUAXoAH7I0a/MdddebraaHx6S1P3XqFEOGDAGgX79+3Lp1i2effdY4fuDAgZw4cSLPevR6PeXKlVMNhe14SU3N4NixSHx8ahnLdDrw8alFSMhfharbHLSe76Hy6w/zVsKY52HPj+px505DcjJUc4PLf6qHyPu20/3lURGQlqYuu9sTAXAsBNr5qJfToXNm+X/uNgzq1q2Er+8aYmKS8r06sm8LTuvbTvKZl5WVDr2+eJy+n25jY7ahODI5tU6XeQanlZUVjzzyCI6OjsZxZcuWJS4uznzpTDRvXiirVvlz9Ggkhw9HMHFiawwGW1auDLNYpvtpOZ/BYEudOhWNr93dy9OkiRMxMUm5nq2f13yzZ3eEuqtgwuDMCfyfhwWrYNoE+O3QvV/0yUmZv/YTE+CTD2H6fLCygsMHoawjtGgLCfHw9WrTV27FQtgUDC9Pht0/ZDZOnvCE/40E+mJjY8WmTX3x8HDh6afXYW2tM/4Si4lJIjU1I89FlMR9+7BoeduB5Cuo2bNb8dNPV7l6NYGyZW0ZMKAuHTu60rXr9xbNJfLHpMbBo48+yvnz56lduzYAISEhuLndu6nF1atXcXFxMW9CE2zceIoqVex5992OODs7EBYWRbduX3L9emLeMz8EWs7n6enCvn0vGl/Pn98ZgKCgcIYOffCHOa/5XFwcwPW+G58MHAm2tjB7aeZw18YgmDQ08//vT8385T8uANxqQXws/H4cFs0u2ModDYFxA+B/s+CN2XDpPAz3h7OngL5Uq1YWP7/6AISHj1LN2rFjEMHBV/JcREnctw+LlrcdSL6Cqlq1DKtXd8LFxUBc3B1OnPiHrl2/Z/du7fVo5CTdunj0cBQVk+5zsHz5cmrUqEGPHj1yHP/WW29x/fp1Pv/8c9ODmOE+B6WXtrut8rzPgQXpIqdbOkIetL1vzXGfA6FV5r/PgTkV9X0OblLWbHVV5lbeE2lMiboJUuml7S8QaRwUhrb3rTQOSrLS3TiIorzZ6nIm1mx1PSwl5iZIQgghhDAPrf8sEUIIIR669FL+9Vi6114IIYTIQTql+4REOawghBBCCBXpORBCCCGyKO09B9I4EEIIIbIo7Y0DOawghBBCCBVpHAghhBBZpGFttsEU6enpTJ06FXd3d8qUKUPt2rWZOXMm99+SSFEU3nnnHVxcXChTpgy+vr6cP3/erOsvjQMhhBAii3RszDaYYu7cuSxbtozFixdz5swZ5s6dy/vvv8+iRYuM07z//vt8/PHHLF++nEOHDmEwGOjatSvJyclmW38550AIIYTIwlLnHPz666/4+fkZH1Pw6KOPsm7dOg4fPgxk9hosWLCAt99+Gz8/PwBWr16Nk5MTW7ZsoX///mbJIT0HQgghRBFKSUkhPj5eNaSkpOQ4bZs2bdizZw/nzp0DIDw8nIMHD9K9e3cALl26RFRUFL6+vsZ5HB0dadWqFSEhITnWWRDSOBBCCCGySMfabENgYCCOjo6qITAwMMflvvnmm/Tv35/69etja2tLs2bNmDhxIgMHDgQgKioKACcnJ9V8Tk5OxnHmIIcVSgRtP/xGyw83ms50S0fIldbzicLQ+p/fMpYOYFGmnkiYm4CAACZPnqwq0+v1OU67ceNGvvzyS7766isaNWpEWFgYEydOxNXVlcGDB5stU160/u4UQgghijW9Xv/AxkBWr7/+urH3AODxxx/nypUrBAYGMnjwYJydnQGIjo7GxcXFOF90dDRNmzY1W2Y5rCCEEEJkYamrFW7fvo2Vlfqr2dramoyMDADc3d1xdnZmz549xvHx8fEcOnQILy+vwq/4f6TnQAghhMjCUlcr9OzZk/feew83NzcaNWrEb7/9xrx58xg2bBgAOp2OiRMnMmvWLOrWrYu7uztTp07F1dUVf39/s+WQxoEQQgihEYsWLWLq1KmMGTOG69ev4+rqyssvv8w777xjnOZ///sfiYmJjBw5ktjYWNq1a8f27dt55JFHzJZDp9x/2yUL0ulmWDqCKIW0fsKf1vOJwtD6b7Nqlg6QK0UZUqT176eV2erqwCGz1fWwaP3dKYQQQjx08uAlIYQQQoj7SM+BEEIIkYU573NQHEnjQAghhMjC1EsQS5rSvfZCCCFEDuScAyGEEEKI+0jPgRBCCJGF9ByUMGPGtODSpQkkJU0hNHQ4LVq4WjqSipbzaTkbFCxf+/ZubNvWn4iIySjKNPz8Hst1+hpt2zL04EFev3mTt27fZuyZM7SeONFMa/BgDZ99lrFnzjAlKYlRJ05Q57/HswLY2FgxZ44vJ06MIiEhgIiIyaxa5Y+Li0O+6y+J+/Zh0mq+9u1rsG1bPyIiXkFRpuDnV8/SkR7ojTceR1GGMH9+S0tHyZc0rM02FEclqnHQr18j5s3rwowZwXh4fEJ4eDQ7drxAlSr2lo4GaDuflrNBwfMZDHaEh0czduyP+VpOamIiRxYvJqhDB5Y0aMD+WbN4ctYsPEaMKHD2mt7eTLh06YHjq3t50WfdOn5bsYJPmjXj7JYt9N+yhSqNGgFgb2+Lh4czM2fux8PjU3r33sBjj1Vi27bn87X8krpvHxYt57v3/t5h6Si58vSsxMsv1yM8PMbSUUQ+meUOiYqioNPpChfEDHdIDA0dzpEjkYwf/9N/dcK1a5NYtOgwc+f+Uuj6C0vL+bScDcyTT1Gm4e+/nq1bzxrL8nMHwn7ffMOdxES2DBrE3YW3e+MNPEaOxMHZmX/OnWP/zJmc+eabHOev6e2Nf1AQC93dcxzfZ/167AwG1vXsaSwbHhJCVFgYLUZH5ziPp6crR46MwM1tPteuxeeavzTs26JUdPnMe1RXUabg7/81W7eeM1ON5rlDosFgw/HjPRkzJpS3325CWFgMkyYdLnS9RX2HxK95xmx19WWb2ep6WMzSc6DX6zlz5ow5qiowW1srmjd3Zffui8YyRYHduy/i5VXdgskyaTmflrOBZfM5N21KjTZtuBIcbCxrHxDAE4MG8cOoUSxt1IjQ+fPpvXYtNTt0KNAyanh5cXH3blXZnzt2UD2XJ6w5OurJyFCIjU3OtW7Zt4Wj9XzFwZIlrfnhh7/Ys+dvS0cxSTrWZhuKI5OarpMnT86xPD09nTlz5lCpUiUA5s2bl2s9KSkppKSkZClNMzWOSuXK9tjYWBEdnagqj45OpH79ygWu11y0nE/L2cAy+SZdu4Z9lSpY2dgQPH06v61YAYC1nR3t3nqLNb6+/BUaCkDspUu4tWtH85df5sr+/SYvy8HZmcRodQ9BQnQ0Dv89tz0rvd6auXN9Wbfud27dupNr3bJvC0fr+bTuuefc8fCoRIsW31s6ijCRSd/GCxYsoEmTJpQvX15VrigKZ86cwWAw5OvwQmBgIDNmZD2M4A08aUocIYrMyvbtsXNwoHrr1vjMmUPMhQucXL+einXqYGcw8OKuXarpre3s+Pu334yvA27dMv5fZ22NjV6vKjuxdi0/jB5tci4bGys2buyLTqdj9OgfCrBmQjwc1avbs3BhSzp33klKSrql45isuP7iNxeTGgezZ8/m008/5aOPPqJTp07GcltbW4KCgmjYsGG+6gkICMjWC+Ho+IEpUbK5efM2aWkZODkZVOVOTgaiohIKVbc5aDmflrOBZfLFXr4MwPWTJzE4OeE9fTon16/HziHzCoGvevQgPiJCNU/6fb1hy5s2Nf6/eqtW+M6dS1DHjsaylPh75wkkREVhcHJS1eXg5ERCVJSqLLNh8Cw1azrSqdPqPHsNQPZtYWk9n5Y1b14ZJ6cyHD9+71waGxsrOnRwYty4+uj1a8jI0MRDgXNUXK8yMBeTzjl488032bBhA6NHj+a1114jNTW1QAvV6/WUK1dONRT25JzU1AyOHYvEx6eWsUynAx+fWoSE/FWous1By/m0nA0sn09nZYWNXg/AjdOnSUtOxtHNjX///FM1xP91L4uqPCKCjLQ0VdntGzeM014LCcHdx0e1zFqdO/NXSIjx9d2GQd26lfD1XUNMTFK+slt62+VF8pVce/ZE0rjxFpo23WYcjhy5yZdfXqRp022abhiIAnwjt2jRgmPHjjF27Fg8PT358ssvC32lgrnMmxfKqlX+HD0ayeHDEUyc2BqDwZaVK8MsHQ3Qdj4tZ4OC5zMYbKlTp6Lxtbt7BZo0cSImJolr1+LxmT2bstWqsWXwYABajBlD3NWr3PzjDwBqduhAm9de49DHHwNwJyGBXz/8kK7z56OzsuLqwYPoHR1xa9uWlPh4wlevNnndDi1cyJDgYLwmT+bcDz/QuH9/XD09+W7kSKAvNjZWbNrUFw8PF55+eh3W1jrjL9mYmCRSUzOKZNs9LJKv4LK/v8ur3t+WlJCQxqlTsaqyxMQ0/vknJVu5FsmzFQrAwcGBVatWsX79enx9fUlP18bxpI0bT1Glij3vvtsRZ2cHwsKi6NbtS65fT8x75odAy/m0nA0Kns/T05V9+4YYX8+f3xWAoKAwhg7dioOLC45ubsbxOisrfAIDKe/ubvy1v/uNNzj6ySfGafZOncrtGzdoFxBAhVq1SI6N5e/jxzkwe3aB1u2vkBC+HTCAJ2fNotPs2cScP896f39unDoF9KVatbL4+dUHIDx8lGrejh2DCA6+kmv9JXXfPixazufp6cK+fS8aX8+f3xmAoKBwhg6VkwALo7Sfc1Do+xz89ddfHDt2DF9fXwwGQ94zPCiIGe5zIISp8nOfA0vSej5RGFr/ZWqe+xwUlaK+z8FyhpqtrlGsNFtdD0uh353Vq1enenW53lcIIYQoKbTedBVCCCEeutJ+WEEaB0IIIUQWcimjEEIIIcR9pOdACCGEyEIuZRRCCCGESmk/50AOKwghhBBCRXoOhBBCiCxKe8+BNA6EEEKILORqBSGEEEKI+0jPgRBCCJGFXK0ghBBCCBU550CIIqfdt5nWH2ykNJ1u6Qi50oVNt3SEYqyMpQPkIfenfZZ0pb1xIOccCCGEEEJFuz/phBBCCAsp7T0H0jgQQgghspBLGYUQQggh7iM9B0IIIUQWcimjEEIIIVRK+zkHclhBCCGEECrScyCEEEJkUdp7DqRxIIQQQmQhVysIIYQQQtxHeg6EEEKILORqBSGEEEKoyDkHQgghhFAp7Y2DEnfOwZgxLbh0aQJJSVMIDR1Oixaulo6kouV8Ws7Wvn0Ntm3rR0TEKyjKFPz86lk6UjYF2X7t27uxbVt/IiImoyjT8PN7LPcZKjvD7C9hy1k4lg6vzTdT+jw094avjsGhZNh6HnoOVo1+8812HD78EvHxbxId/RqbNz9HvXqV8l29lt97oN18b77ZgsOHBxAfP47o6FFs3vwM9epVsHQsFa1uO5G7EtU46NevEfPmdWHGjGA8PD4hPDyaHTteoEoVe0tHA7SdT8vZAAwGO8LDoxk7doelo+SooNvv3nr9mL8F2erh3xvw+Sw4F26G5IBLTfhNefB410dh0Q9wdC/0bwpfLYB3PgevLsZJvL1rsmTJEVq3XkHnzmuwtbVi584XsLe3zXPxWn/vaTmft3cNliwJo3XrdXTuvOm/7d4He3ttdApredvlJR1rsw2mioiI4IUXXqBSpUqUKVOGxx9/nKNHjxrHK4rCO++8g4uLC2XKlMHX15fz58+bc/XRKYqSy1+Fh0enm1HoOkJDh3PkSCTjx//0X51w7dokFi06zNy5vxS6/sLScr6izWbeP1SKMgV//6/ZuvWcGWpLM0Md5tl+ijINf//1bN169l5Z0+kPnuGzvXA2DD6clH1cr+HwwqtQzR0iL8O6j+HrZTnX41ITfrwMzXQ5j39lDrTvAX0fv1c2Zx04lEfX7lCOs1SubM+NG6/TocNKDhy4+uB1QNufCyjKfGXNE/A+lSuX4caN0XTosIEDByIKWdutQucpyn2rKNMKnS83z7HKbHVtYHDeE/3n33//pVmzZjz55JOMHj2aKlWqcP78eWrXrk3t2rUBmDt3LoGBgaxatQp3d3emTp3K77//zunTp3nkkUfMkrnE9BzY2lrRvLkru3dfNJYpCuzefREvr+oWTJZJy/m0nK040Nz26z4ARr8LS6ZA7waw+C0YMxN6DipYfU284NBuddmvO+AJrwfO4uioByAmJinXqjW37bLQer6s7m33ZAsnKX7bTivmzp1LjRo1WLlyJS1btsTd3Z0uXboYGwaKorBgwQLefvtt/Pz8eOKJJ1i9ejWRkZFs2bLFbDkK1ThITExk5cqVTJkyhcWLF/PPP//ka76UlBTi4+NVQ2F/wVWubI+NjRXR0Ymq8ujoRJydHQpVtzloOZ+WsxUHmtt+o2bAvFfh582ZvQY/b4Yv50OflwtWXyVniIlWl8VEQ1lHHnkke6+QTgcLFnTj4MGrnDp1I9eqNbftstB6vvtlbveOHDwYwalT+ftbXJSK07bLSTo2Zhty+s5LSUnJcbnbtm3D09OTvn37UrVqVZo1a8Znn31mHH/p0iWioqLw9fU1ljk6OtKqVStCQkLMtv4mNQ4aNmxITEwMANeuXaNx48ZMmjSJXbt2MW3aNBo2bMilS5fyrCcwMBBHR0fVAAcKtAJCiPs8Yg9udeCdFfDLrXvDS29D9dr3ptt08t64b05llt0//eJ8ngORgyVLetC4cVX6999UyJURpliyxIfGjSvRv/8Plo5SIpjznIOcvvMCAwNzXO7FixdZtmwZdevWZceOHYwePZpXXnmFVasyD3NERUUB4OTkpJrPycnJOM4cTDoY/Mcff5CWlvkLPyAgAFdXV8LCwnB0dCQhIYFevXoxZcoUvvrqq1zrCQgIYPLkyaoyR8cPTIyudvPmbdLSMnByMqjKnZwMREUlFKpuc9ByPi1nKw40tf3s//tFNnMEnMxyPkB6+r3/j38KbP47WbBqNfg8OPNkw7uS7zsc8E8UVFT/IaKiE9yKIzlZ3eO3aFF3nn66Lh06BBERkfcxa01tuxxoPd9dixZ14umna9GhwwYiIrSRq7hsu4chp+88vV6f47QZGRl4enoye/ZsAJo1a8bJkydZvnw5gwfn/9yFwirwYYWQkBCmT5/+369+cHBwYMaMGRw8eDDPefV6PeXKlVMNhT1pLTU1g2PHIvHxqWUs0+nAx6cWISF/Fapuc9ByPi1nKw40tf1irsP1CKheC679qR4iL9+b7u+r95VfySy7f9obkfemDQ+Blj7q5bTuDCfUXZiLFnWnV6/6dOq0msuXY/MVV1PbLgdazweZDYNeverQqdPXXL4cb+k4RsVh2+XGnD0HOX3nPahx4OLiQsOGDVVlDRo04OrVzBN7nZ2dAYiOVh/qi46ONo4zB5O/kXW6zDOak5OTcXFxUY2rVq0aN27kfoyxKM2bF8qqVf4cPRrJ4cMRTJzYGoPBlpUrwyyW6X5azqflbAAGgy116lQ0vnZ3L0+TJk7ExCRx7Zrl/yAWdPtlX68K6vUaPzvzl/3U+34x1GuS+a+9A1Sokvk67Q5cPJNZvnwavP4xJMTBL9vBTg8NPaFcBVhbgPsibFoO/cfBhLmw9Qto0Qk694NXegBtAFiy5CkGDHgcP7/13LqVYvy1GBeXkq13ISutv/e0nG/Jkk4MGFAfP79t3Lp1ByenzEsE4+Lu5LndHwYtb7u8WOrBS23btuXs2bOqsnPnzlGzZk0A3N3dcXZ2Zs+ePTRt2hSA+Ph4Dh06xOjRo82Ww+TGgY+PDzY2NsTHx3P27FkaN25sHHflyhUqVcr/jU/MbePGU1SpYs+773bE2dmBsLAounX7kuvXE/Oe+SHQcj4tZwPw9HRh374Xja/nz+8MQFBQOEOHfm+pWEYF3X6enq7s2zfE+Hr+/K4ABAWFMXToVqjsAs5u6pk2hN37f0NPeGpgZq9AD/fMss0rIOk2DH4dJn4ASYlw4Xf4ckHBVi7yMozvkXnDpQETIPovePclCNnJ3cbBmDEtAAgOHqKadciQLaxalfv9GLT+3tNyvjFjmgIQHNxPVT5kyHZWrTptgURqWt52WjVp0iTatGnD7Nmz6devH4cPH+bTTz/l008/BTJ/oE+cOJFZs2ZRt25d46WMrq6u+Pv7my2HSfc5mDFDfS+C1q1b07VrV+Pr119/nb/++ot169aZHsQM9zkQWqWNG7LkzPK/rnKT630ONEAXNt3SEYox89/nwLwKf5+DolTU9znoyjaz1bWDZ0ya/vvvvycgIIDz58/j7u7O5MmTGTFihHG8oihMmzaNTz/9lNjYWNq1a8fSpUupV898d44tUTdBEloljYOCksZBSSaNg8Io6saBL+a76mM3PcxW18Oi5b/aQgghhEXIg5eEEEIIIe4jPQdCCCFEFpa6WkErpHEghBBCZJFeyr8e5bCCEEIIIVRKd9NICCGEyEFpPyFRGgdCCCFEFqW9cSCHFYQQQgihIj0HQgghRBalvedAGgdCCCFEFqX9UkY5rCCEEEIIFek5EA+Btp9foGW6sFmWjpCrj3jb0hEe6FWmWzpCHpIsHUDkorTf56B0r70QQgiRAznnQAghhBAqpb1xIOccCCGEEEJFeg6EEEKILEr71QrSOBBCCCGyKO0nJMphBSGEEEKolO6mkRBCCJGD0n5CojQOhBBCiCxKe+NADisIIYQQQkV6DoQQQogs0jPM2HNQDH+GS+NACCGEyCItzYyNAzvzVfWwFMP2jBBCCCGKkvQcCCGEEFmkp5nx61F6DixvzJgWXLo0gaSkKYSGDqdFC1dLR1LRcj4tZwPJV1Dt29dg27Z+RES8gqJMwc+vXpHM59q2Lc8dPMjomzd55fZthpw5g8fEiWZYg9zVffZZhpw5wytJSQw6cQL37t2N42xsrJgzx5cTJ0aRkBBARMRkVq3yx8XFwaRllLR9+zBpddvlJT3N2mxDcVSiGgf9+jVi3rwuzJgRjIfHJ4SHR7NjxwtUqWJv6WiAtvNpORtIvsIwGOwID49m7NgdRTpfamIiYYsXs7FDB4IaNODQrFm0nTWLx0eMKEhsAKp7ezP80qUHjnfx8qLHunWcXLGCtc2acWHLFp7ZsoVKjRoBYG9vi4eHMzNn7sfD41N6997AY49VYtu25/OdoSTu24dFy9suL6W9caBTFEWxdAgAnW5GoesIDR3OkSORjB//0391wrVrk1i06DBz5/5S6PoLS8v5tJwNSnM+8x75U5Qp+Pt/zdat58wy30e8net8Pb/5htTERLYPGpRZoNPR4o03eGLkSAzOzvx77hyhM2dy/ptvcpy/urc3XYOCWOHunuP4HuvXY2swsKVnT2PZ8yEhXA8Lo+no6Bzn8fR05ciREbi5zefatfhc80PJ37cPllboGoryc6so0wqdLzf6mLzfG/mVUrGc2ep6WEpMz4GtrRXNm7uye/dFY5miwO7dF/Hyqm7BZJm0nE/L2UDyFVdVmjbFtU0b/goONpa1DAig4aBB7B41ilWNGnFs/ny6r11L9Q4dCrQMFy8vruzerSq7vGMHrl5eD5zH0VFPRoZCbGxynvXLvi244r7t0lKtzTYURyY1XY8fP06FChVw/68Vv2bNGpYvX87Vq1epWbMm48aNo3///nnWk5KSQkpKSpbSNFPjqFSubI+NjRXR0Ymq8ujoROrXr1zges1Fy/m0nA0kX3Ez4to1ylSpgpWNDSHTp3NyxQoArO3saPXWW2zy9eXv0FAA4i5dolq7djzx8sv8tX+/ycsyODtzO1rdQ3A7Ohp7Z+ccp9frrZk715d1637n1q07edYv+7bgivu2y0gv3efrm7T2Q4cO5aOPPsLd3Z3PP/+cV155hREjRvDiiy9y9uxZRowYwe3btxk2bFiu9QQGBjJjRtbDCN7AkybGF0JozYb27bFzcMCldWvazZlD7IULnF2/nvJ16mBrMNBn1y7V9NZ2dlz/7Tfj63G3bhn/b2VtjbVeryo7s3Yte0aPNjmXjY0VGzf2RafTMXr0DwVYMyFKD5MaB+fPn6du3boALF26lIULFzLivpONWrRowXvvvZdn4yAgIIDJkyeryhwdPzAlSjY3b94mLS0DJyeDqtzJyUBUVEKh6jYHLefTcjaQfMVN/OXLANw8eRJ7Jye8pk/n7Pr12DpkXiGwpUcPEiIiVPOk3deTuLZpU+P/nVu1ov3cuXzdsaOxLCX+3rHgxKgo7J2cVHXZOzlxOypKVZbZMHiWmjUd6dRpdb56DUD2bWEU+21XTE8kNBeTzjmwt7fn5s2bAERERNCyZUvV+FatWnEplzOL79Lr9ZQrV041FPbknNTUDI4di8THp5axTKcDH59ahIT8Vai6zUHL+bScDSRfcaazssJarwfgn9OnSUtOpqybG7F//qkaEv66t51U5RERZKSlqcqSbtwwTvt3SAhuPj6qZdbs3JnIkBDj67sNg7p1K+Hru4aYmKR855d9W3DFftulWZtvKIZM+kbu3r07y5Yt4/PPP8fb25tNmzbRpEkT4/iNGzdSp04ds4fMr3nzQlm1yp+jRyM5fDiCiRNbYzDYsnJlmMUy3U/L+bScDSRfYRgMttSpU9H42t29PE2aOBETk5Tr2fp5zTd7dke6VVvF9sGDAWgyZgy3rl4l5o8/AKjeoQPNX3uN3z7+GIDUhASOfvghHefPR2dlRcTBg+gdHXFt25Y78fGcXr3a5HU7vnAh/YKDaT55Mhd/+IH6/fvj5OnJrpEjgb7Y2FixaVNfPDxcePrpdVhb64y/ZGNikkhNzchzGSVx3z4sWt52IncmNQ7mzp1L27Zt8fb2xtPTk48++oh9+/bRoEEDzp49S2hoKJs3by6qrHnauPEUVarY8+67HXF2diAsLIpu3b7k+vXEvGd+CLScT8vZQPIVhqenC/v2vWh8PX9+ZwCCgsIZOvT7As/n4uJAWTc343idlRXtAgNxdHc3/to/8MYbnPjkE+M0v06dStKNG7QMCMCxVi1SYmO5fvw4h2bPLtC6/R0Swo8DBtB21izazp5N7PnzbPP3559Tp4C+VKtWFj+/+gCEh49SzduxYxDBwVfyXEZJ3LcPi5a3XZ7SdJZOYFEm3+cgNjaWOXPm8N1333Hx4kUyMjJwcXGhbdu2TJo0CU9Pz4IFMcN9DoQoebR9xnRe9zmwpFeZbukIedD2vjXHfQ6KUlHf50B32nx1KQ3NV9fDYvK7s3z58syZM4c5c+YURR4hhBBCWJjWm65CCCHEw6ftjpMiJ40DIYQQIitpHAghhBBCJdXSASyrxDxbQQghhBDmIT0HQgghRFbplg5gWdI4EEIIIbIq5eccyGEFIYQQQqhI40AIIYTIKs2MQwHNmTMHnU7HxIkTjWXJycmMHTuWSpUq4eDgQJ8+fYjO8thyc5DGgRBCCJGVhRsHR44c4ZNPPuGJJ55QlU+aNInvvvuOr7/+muDgYCIjI+ndu3fBFpILaRwIIYQQGpKQkMDAgQP57LPPqFChgrE8Li6OFStWMG/ePDp16kTz5s1ZuXIlv/76K6GhoWbNII0DIYQQIisz9hykpKQQHx+vGlJSUh646LFjx9KjRw98fX1V5ceOHSM1NVVVXr9+fdzc3Ai57zHl5iBXK4iHoL6lA+TigqUD5EHbp0xr+eFGcY9Mt3SEXDkmf2TpCCI3ZvzoBQYGMmOG+uGC06ZNY/r06dmmXb9+PcePH+fIkSPZxkVFRWFnZ0f58uVV5U5OTkRFRZkvMNI4EEIIIYpUQEAAkydPVpXp9fps0127do0JEyawa9cuHnnkkYcVL0fSOBBCCCGyMmPPgV6vz7ExkNWxY8e4fv06Hh4exrL09HT279/P4sWL2bFjB3fu3CE2NlbVexAdHY2zs7P5AiONAyGEECI7CzxbwcfHh99//11VNnToUOrXr88bb7xBjRo1sLW1Zc+ePfTp0weAs2fPcvXqVby8vMyaRRoHQgghRFYWuH1y2bJlady4sarMYDBQqVIlY/nw4cOZPHkyFStWpFy5cowfPx4vLy9at25t1izSOBBCCCGKifnz52NlZUWfPn1ISUmha9euLF261OzL0SmKopi91gLQ6WbkPZEopuRqhYLT9tUKWiZXK5RsijI574kKQbfafHUpg8xX18MiPQdCCCFEVqW8XS43QRJCCCGEivQcCCGEEFmV8p4DaRwIIYQQWZXyxoEcVhBCCCGEivQcCCGEEFmV8p4DaRwIIYQQWZXyxkGJO6wwZkwLLl2aQFLSFEJDh9OihaulI6loOZ9Ws02b1ghFeU41nDnT3dKxjNq3r8G2bf2IiHgFRZmCn189S0fKRqv79q6C5Gvf3o1t2/oTETEZRZmGn99juU5v49cL++934nD1OmWj47Df9yvWvl3MtQoPXm7vZzGEnaHsv0kYjpzApuu9966NjRVz5rTnxIlBJCSMJyJiJKtWdcPFxZCvut98swWHDw8gPn4c0dGj2Lz5GerVq1BUq2ISLWcTeStRjYN+/Roxb14XZswIxsPjE8LDo9mx4wWqVLG3dDRA2/m0nA3g5Mk4nJ23God27fZYOpKRwWBHeHg0Y8fusHSUHGl93xY0373t/mO+lmPdrgNpP+/idq+nSGzTnPTgvdh/8x1WTZoWOLt1e28c/rj04PGtvSizah2pq1aQ2LoZad9toczGLVg1bASAvb0NHh5VmTkzFA+PtfTu/R2PPVaBbdv88rV8b+8aLFkSRuvW6+jceRO2tlbs3NkHe3vLdwprOVu+pJpxKIZK1B0SQ0OHc+RIJOPH//RfnXDt2iQWLTrM3Lm/FLr+wtJyvqLNVrg7JE6b1gh//2o0a7azkDlyYt47JCrKFPz9v2br1nNmqrHwfZtaft+BefIpyjT8/dezdetZY1l+7pBoOHaS1E0buBM4k7sLt3v1DeyGj0Tn5EzG+XOkzJlJ2uZvcpzfur03ZT4LIqG+e47jy6xZD/YGkvr0NJbZB4eQER6GfuTtHOfx9HTiyJGBuLl9xrVrt/Jch/tVrlyGGzdG06HDBg4ciDBp3qJm7mxFfofE2earS3nLfHU9LCWm58DW1ormzV3ZvfuisUxRYPfui3h5VbdgskxazqflbHfVrVuWiIhn+PPPHqxd25oaNbTxq1frtL5vLZpPp0NXtizKvzHGIrvXA7AdOIik8aNI8GjEnUXzKfPFWqzbdSjQIqxbeZG+d7eqLH3XDqxbPfgJeo6OejIyFGJjU0xenqNj5mOBY2KSTZ63qGk5W47SzDgUQyY1DsaPH8+BAwcKvdCUlBTi4+NVQ2G3YOXK9tjYWBEdnagqj45OxNnZoVB1m4OW82k5G8ChQ/8wZMghunULZvToY7i7GzhwoBMODsWke9KCtL5vLZnPbtJr6AwOpH2z8b8CO/T/e4vkUcNI370T5fIlUteuInXdWuxeerlAy9A5OZNxPVpVlnE9Gp2Tc47T6/XWzJ3bnnXr/uDWrTumLUsHCxZ05ODBCE6d+qdAeYuKlrOJnJn013XJkiUsXbqU2rVrM3z4cAYPHoyzc85v8twEBgYyY0bWwwjewJMm1yVKvu3bo4z///33OA4d+ocrV56mX78afPHFg4/3CvEgNs89j/6tadzu64dy4wYAVrXroDMYsP9+l3piOzsywn8zvix7476ufmtr0OtVZanr1pL8ymjTM9lYsXHj0+h0MHq06efULFniQ+PGlWjXboPJ8xY1LWd7oGL6i99cTP7ptXPnTr777js+/PBDpk6dSvfu3RkxYgRPPfUUVlb564gICAhg8mT18SJHxw9MjaJy8+Zt0tIycHJSn+Xr5GQgKiqhUHWbg5bzaTlbTuLiUjl3LoE6dSz/y1frtL5vLZHPpu9zlFn6OUkD+5K+996XsM4h8/10u1cPMiKzHBO/c6+LP6FVU+P/rVu24pFZc0ns0vHetLfijf9VoqOwquqkqsqqqhNKdJSq7G7DoGbNcnTq9LXJvQaLFnXi6adr0aHDBiIiLL9f76flbLkq5Y0Dk885ePzxx1mwYAGRkZGsXbuWlJQU/P39qVGjBlOmTOHChbxP8NLr9ZQrV041FPaWC6mpGRw7FomPTy1jmU4HPj61CAn5q1B1m4OW82k5W04MBhtq1zbw99/F5NilBWl93z7sfDb9+lPmk5UkDX6etO3qqxzSz5xGSU7GqoYbysU/1cNf97KoyiMiIC1NXfZfTwRA+qEQrDv6qJZj7dOZ9EMh9zL91zCoW7c8vr6bTD4mv2hRJ3r1qkOnTl9z+XJ83jM8RFrOJnJX4G9kW1tb+vXrR79+/bh69SpffPEFQUFBzJkzh/T0dHNmzLd580JZtcqfo0cjOXw4gokTW2Mw2LJyZZhF8mSl5XxazvbBB0347rtIrlxJxNW1DDNmNCY9XWHduquWjgaAwWBLnToVja/d3cvTpIkTMTFJXLtm+T+IWt63UPB82bd7BdV21787G51rNZJfGgxkHkoo89kqkl+bQPqRQ+icMn/RK0lJEB8PCQncWfAh+vfng5UVab8eROfoiLVXW4iPJ/XL1Sav250lC7HfGYzdhMmk/fQDtn37Y+3hSfLYkcAwbGys2LTpaTw8nHj66c1YW+twcso82TYmJpnU1Ixc61+ypBMDBtTHz28bt27dMc4bF3eH5GTL/vTVcrZ8KaaXIJqLSZcyWllZERUVRdWqVXMcrygKu3fvpnPnzqYHMcOljABjx7bg9dfb4OzsQFhYFK+8sp3Dh7VzSY+W8xVdtsJdyrhunRcdOlShUiU7btxI4eDBm0yZcoKLFxPznjlPhb+U0dvbjX37XsxWHhQUztCh3xeydvP8EdXy+w4Kls/buyb79g3JVh4UFMbQoVtJWV0Tq5qPcrtr5rlM9jv2YtOhY7bp76wJInnkUONru7GvYDtiNFbutVBiY8kIO07K+7NJ/yX7ydh5XcoImTdB0k+bhVXNR8m4cJ6UKf8jbcdPOCZ/RM2a5bh8+aUc5+vYcSPBwbn3njzocr4hQ7azatXpXOctakWdrcgvZTRj9co889X1sJjUOHB3d+fo0aNUqlTJ/EHM1DgQWlS4xkHRMu99DsyvGPzC0qj83OfAkhyTP7J0hGJNGgdFy6TDCpcuyZnhQgghSoFS3i6XC8WFEEKIrEp546DE3CFRCCGEEOYhPQdCCCFEVqX8agVpHAghhBBZWeaKfM2QxoEQQgiRlZxzIIQQQghxj/QcCCGEEFmV8p4DaRwIIYQQWZXyExLlsIIQQgghVKTnQAghhMhKrlYQQgghhIqccyBEUdPyw43KWDpAHm5ZOkCx5Zg83dIRcqU0fdXSEXKlC5tu6QjCgqRxIIQQQmQlPQdCCCGEUJGrFYQQQggh7pGeAyGEECIruVpBCCGEECpyzoEQQgghVEp540DOORBCCCGEivQcCCGEEFmV8qsVpHEghBBCZFXKT0iUwwpCCCGEUJGeAyGEECKrUn5CojQOhBBCiKxKeeOgxB1WGDOmBZcuTSApaQqhocNp0cLV0pFUtJxPy9nat6/Btm39iIh4BUWZgp9fPUtHMnrzzRYcPjyA+PhxREePYvPmZ6hXr4KlY6loed9CyczXvr0b27b1JyJiMooyDT+/x3KfobIzzP4StpyFY+nw2nwzpc9Dc2/46hgcSoat56HnYNXoN99sx+HDLxEf/ybR0a+xefNz1KtXKd/Va33fipyVqMZBv36NmDevCzNmBOPh8Qnh4dHs2PECVarYWzoaoO18Ws4GYDDYER4ezdixOywdJRtv7xosWRJG69br6Nx5E7a2Vuzc2Qd7e210zGl935bUfPfesz/mb0G2evj3Bnw+C86FmyE54FITflMePN71UVj0AxzdC/2bwlcL4J3PwauLcRJv75osWXKE1q1X0Lnzmv/e3y9gb2+b5+K1vm9zlWrGoRjSKYqSyzvn4dHpZhS6jtDQ4Rw5Esn48T/9VydcuzaJRYsOM3fuL4Wuv7C0nK9os5n3S1JRpuDv/zVbt54zQ23mf2Rz5cpluHFjNB06bODAgYhC1lb4RzZr+X0HpSOfokzD3389W7eevVfWdPqDZ/hsL5wNgw8nZR/Xazi88CpUc4fIy7DuY/h6Wc71uNSEHy9DM13O41+ZA+17QN/H75XNWQcO5dG1O5TjLJUr23Pjxut06LCSAweuPngdKNp9qyjTCjV/XnS1zFeXcjH/0wYGBvLtt9/yxx9/UKZMGdq0acPcuXN57LF7PU/Jycm8+uqrrF+/npSUFLp27crSpUtxcnIyW+YS03Nga2tF8+au7N59by8oCuzefREvr+oWTJZJy/m0nK04cnTUAxATk2zhJNrft5LPRN0HwOh3YckU6N0AFr8FY2ZCz0EFq6+JFxzarS77dQc84fXAWe69v5NyrVpz266YCA4OZuzYsYSGhrJr1y5SU1Pp0qULiYmJxmkmTZrEd999x9dff01wcDCRkZH07t3brDm00e9pBpUr22NjY0V0dKKqPDo6kfr1K1so1T1azqflbMWNTgcLFnTk4MEITp36x9JxNL9vJZ+JRs2Aea/Cz5szX0dehloNoc/L8N1q0+ur5Awx0eqymGgo68gjj9iQnKw+Ky/z/d2NgwevcurUjVyr1ty2M5WFTkjcvn276nVQUBBVq1bl2LFjdOjQgbi4OFasWMFXX31Fp06dAFi5ciUNGjQgNDSU1q1bmyWHyY2DxYsXc/jwYZ566in69+/PmjVrCAwMJCMjg969e/Puu+9iY5N7tSkpKaSkpGQpTStIHCE0ZckSHxo3rkS7dhssHUWUNI/Yg1sdeGcFTP3sXrm1DSTE3Xu96WTm4QTI/DYH+OW+w1O/HYBxTxUowpIlPWjcuCrt2n1RoPmLFTM2DnL6ztPr9ej1+jznjYvL3LcVK1YE4NixY6SmpuLr62ucpn79+ri5uRESEmKZxsGsWbN4//336dKlC5MmTeLKlSt88MEHTJo0CSsrK+bPn4+trS0zZuR+/kBgYGAO03gDT5oY/56bN2+TlpaBk5NBVe7kZCAqKqHA9ZqLlvNpOVtxsmhRJ55+uhYdOmwgIkIb203r+1bymcDeIfPfmSPgZJbzAdLvu53f+KfA5r+TBatWg8+DM082vCv5vsMB/0RBxSzHqSs6wa24bL0GixZ15+mn69KhQxAREXmfC6OpbVcQZjyRMKfvvGnTpjF9+vRc58vIyGDixIm0bduWxo0bAxAVFYWdnR3ly5dXTevk5ERUVJTZMpt0zkFQUBBBQUFs2rSJ7du3M2XKFBYuXMiUKVMICAjgk08+4auvvsqznoCAAOLi4lQDtC/oOgCQmprBsWOR+PjcO4tEpwMfn1qEhPxVqLrNQcv5tJytuFi0qBO9etWhU6evuXw53tJxjLS+byWfCWKuw/UIqF4Lrv2pHiIv35vu76v3lV/JLLt/2huR96YND4GWPurltO4MJ0JURYsWdadXr/p06rSay5dj8xVXU9vOwnL6zgsICMhzvrFjx3Ly5EnWr1//EFKqmdRzEBkZiaenJwBNmjTBysqKpk2bGsd7eHgQGRn5gLnvybk7pfCHFObNC2XVKn+OHo3k8OEIJk5sjcFgy8qVYYWu2xy0nE/L2QAMBlvq1KlofO3uXp4mTZyIiUni2jXLfhkvWdKJAQPq4+e3jVu37uDklHmZVlzcnWy/vixB6/u2pObL/p6toH7Pjp+d+ct+6n33FajXJPNfeweoUCXzddoduHgms3z5NHj948zDCL9sBzs9NPSEchVgbQHui7BpOfQfBxPmwtYvoEUn6NwPXukBtAFgyZKnGDDgcfz81nPrVoqxJyAuLiXP97fW922uzPhshfweQrjfuHHj+P7779m/fz/Vq987gdPZ2Zk7d+4QGxur6j2Ijo7G2dnZXJFN+0Z2dnbm9OnTuLm5cf78edLT0zl9+jSNGjUC4NSpU1StWtVs4Uy1ceMpqlSx5913O+Ls7EBYWBTdun3J9euJec/8EGg5n5azAXh6urBv34vG1/PndwYgKCicoUO/t1QsAMaMaQpAcHA/VfmQIdtZteq0BRKpaX3fltR8np6u7Ns3xPh6/vyuAAQFhTF06Fao7ALObuqZNoTd+39DT3hqYGavQA/3zLLNKyDpNgx+HSZ+AEmJcOF3+HJBwVYu8jKM75F5w6UBEyD6L3j3JQjZyd3GwZgxLQAIDh6imnXIkC2sWpX7/Ri0vm9zZaF2vaIojB8/ns2bN7Nv3z7c3d1V45s3b46trS179uyhT58+AJw9e5arV6/i5fXgq0xMZdJ9DqZOnconn3yCn58fe/bs4bnnnuOrr74iICAAnU7He++9x7PPPsu8efNMD2KG+xwIrdLyiabmv8+BeRX+PgdCm3K9z4EG6MKmWzpCror8PgflzFeXYkLn5pgxY/jqq6/YunWr6t4Gjo6OlCmT+fdq9OjR/PjjjwQFBVGuXDnGjx8PwK+//mq2zCb91Z4xYwZlypQhJCSEESNG8Oabb9KkSRP+97//cfv2bXr27MnMmTPNFk4IIYSwCAv1HCxblnlDq44dO6rKV65cyZAhQwCYP38+VlZW9OnTR3UTJHMqUXdIFFolPQcFJz0HJZX0HBROkfcc5H136HxTiuEtlEvMHRKFEEIIYR5a/kknhBBCWIYZr1YojqRxIIQQQmSliQPuliOHFYQQQgihIo0DIYQQQqhI40AIIYQQKtI4EEIIIYSKNA6EEEIIoSJXKwghhBDZmPPORWa8o9JDIo0DIYQQIhtz3j+5+DUO5LCCEEIIIVTk2QpCaFpZSwfIgzz7oaRSGky3dITcnS7ary6dzoRHKeZBUcz4iMeHRA4rCCGEENlY6LGMGiGHFYQQQgihIj0HQgghRDbF8DnLZiSNAyGEECKb0t04kMMKQgghhFCRngMhhBAim9J9QqI0DoQQQohsSvdhBWkcCCGEENmU7p4DOedACCGEECrScyCEEEJkI4cVhBBCCKEihxWEEEIIIYxKXONgzJgWXLo0gaSkKYSGDqdFC1dLR1LRcj4tZwPJV1BvvtmCw4cHEB8/jujoUWze/Az16lWwdCwVrW67u0pavvbt3di2rT8REZNRlGn4+T2W+wJ8e8HnO+HgdTgcB1/9Cm27mHENHqDrs/D9GfgtCbacgA7di36ZRqlmHIqfEtU46NevEfPmdWHGjGA8PD4hPDyaHTteoEoVe0tHA7SdT8vZQPIVhrd3DZYsCaN163V07rwJW1srdu7sg729No4qannbQcnMZzDYER4ezdixP+ZvIZ4d4NddMOop6NscDu+Fpd9Bg6YFD97CG3ZdevD4pl7wwTr4dgX0aQZ7tsCiLVCnUcGXaZI0Mw7FT4l6ZHNo6HCOHIlk/Pif/qsTrl2bxKJFh5k795dC119YWs6n5WxQmvOZ/5HNlSuX4caN0XTosIEDByIKWVvhH9lceveteRQ2n6JMw99/PVu3nlWX5/XI5m0n4acNsGwmxgW/9Ab0HQmVneHyOVg+E3Z+k/P8LbxhdhB0ds95/EfroYwBxvS8V7YuBP4IgxmjH8Ijm823bxWlrdnqelhKTM+Bra0VzZu7snv3RWOZosDu3Rfx8qpuwWSZtJxPy9lA8pmbo6MegJiYZAsn0f62k3wPoNOBoSzExdwrGxkAzwyCGaPgmUawej7MXZvZ61AQTb0gZLe67Jcd0MSr4LlNUroPK5jcr/j333+zbNkyDh48yN9//42VlRW1atXC39+fIUOGYG1tXRQ581S5sj02NlZERyeqyqOjE6lfv7JFMt1Py/m0nA0knznpdLBgQUcOHozg1Kl/LB1H89tO8j3A0NfA3gG2b8x8bWsHI96C4b4QHppZ9tcl8GgH/V6Go/tNX0ZlZ/gnWl12Mzqz/KEonocDzMWkxsHRo0fx9fWlTp06lClThvPnzzNgwADu3LnDa6+9xhdffMH27dspWzb3rtCUlBRSUlKylKaZGkcIYaIlS3xo3LgS7dptsHQUUVz1eB7GTIPxfhBzI7OsZh2wN8CKXeppbe3gzG/3Xh+97zCUlTXY6dVl363NPGQgLM6kb+OJEycyadIkpk2bBsDatWtZvHgxoaGh/Pvvv3Tq1Im3336bhQsX5lpPYGAgM2ZkPcfAG3jSlDgqN2/eJi0tAycng6rcyclAVFRCges1Fy3n03I2kHzmsmhRJ55+uhYdOmwgIkIbubS+7SRfFt2fg3c/h0l9IWTPvXJ7h8x/R/WA61nOY7lz3w/B3k3v/f+JVjB5LgzpeK8sIf7e/29GQSUndV2VnTLLH4rieTjAXEw65+D48eO8+OKLxtcDBgzg+PHjREdHU6FCBd5//302bdqUZz0BAQHExcWpBmhvcvj7paZmcOxYJD4+tYxlOh34+NQiJOSvQtVtDlrOp+VsIPnMYdGiTvTqVYdOnb7m8uX4vGd4SLS+7STffZ7qD++thNefh/1ZrnK4cBpSksHFDa7+qR6i7stxf3l0BKSnqcvu9kQAhIVAax/1crw6Q3iIedfrgUr31Qom9RxUrVqVv//+m1q1Mt+I0dHRpKWlUa5cOQDq1q1LTExMblUAoNfr0ev1hYmSo3nzQlm1yp+jRyM5fDiCiRNbYzDYsnJlWKHrNgct59NyNpB8hbFkSScGDKiPn982bt26g5NT5iVucXF3SE62/B8uLW87KJn5DAZb6tSpaHzt7l6BJk2ciIlJ4tq1eGbP9oGG7hAwOHOCHs/D7FUQOAFOHMr8BQ+QnJT5a/92Aqz8EN6cD1ZWcPwgODiCR9vM8VtXm75iaxbCqmAYMhmCf8hsnDT2hGkjTa+rQEp3z4FJ38j+/v6MGjWKDz74AL1ez8yZM/H29qZMmTIAnD17lmrVqhVJ0PzYuPEUVarY8+67HXF2diAsLIpu3b7k+vXEvGd+CLScT8vZQPIVxpgxTQEIDu6nKh8yZDurVp22QCI1LW87KJn5PD1d2bdviPH1/PldAQgKCmPo0K24uDhk9gLc1Xck2NrCO0szh7s2B8GUoZn//3hq5i//EQFQoxbEx8Lp4/Dp7IKtWFgI/G8AvDILJs6GK+dhvD9cOFWw+oRJTLrPQUJCAsOHD+fbb78lPT0dLy8v1q5di7t75nWqO3fuJC4ujr59+5oexAz3ORCi5DH/fQ7Mq/D3ORDalOd9DiytyO9zYL6TdhXlObPV9bCY1HPg4ODAhg0bSE5OJi0tDQcHB9X4Ll0ewu00hRBCiCJn+UNullSgA/2PPPKIuXMIIYQQQiPkxgJCCCFENnJCohBCCCFUSvdhhRLzbAUhhBBCmIf0HAghhBDZyGEFIYQQQqjIYQUhhBBCCCPpORBCCCGyKd2HFaTnQAghhMjGcg9eWrJkCY8++iiPPPIIrVq14vDhw4VeG1NJ40AIIYTIJtWMQ/5t2LCByZMnM23aNI4fP06TJk3o2rUr169fN8ta5Zc0DoQQQgiNmDdvHiNGjGDo0KE0bNiQ5cuXY29vzxdffPFQc8g5B0IIIUQ25rtaISUlhZSUFFWZXq9Hr9eryu7cucOxY8cICAgwlllZWeHr60tISIjZ8uSLUgIlJycr06ZNU5KTky0dJRstZ1MUyVcYWs6mKJKvMLScTVEkn9ZNmzZNAVTDtGnTsk0XERGhAMqvv/6qKn/99deVli1bPqS0mUx6ZHNxER8fj6OjI3FxcZQrV87ScVS0nA0kX2FoORtIvsLQcjaQfFqX356DyMhIqlWrxq+//oqXl5ex/H//+x/BwcEcOnTooeQFOawghBBCFKmcGgI5qVy5MtbW1kRHR6vKo6OjcXZ2Lqp4OZITEoUQQggNsLOzo3nz5uzZs8dYlpGRwZ49e1Q9CQ+D9BwIIYQQGjF58mQGDx6Mp6cnLVu2ZMGCBSQmJjJ06NCHmqNENg70ej3Tpk3LVzfOw6blbCD5CkPL2UDyFYaWs4HkK0mee+45bty4wTvvvENUVBRNmzZl+/btODk5PdQcJfKERCGEEEIUnJxzIIQQQggVaRwIIYQQQkUaB0IIIYRQkcaBEEIIIVSkcSCEEEIIlRLXONDCc7Bzsn//fnr27Imrqys6nY4tW7ZYOpJKYGAgLVq0oGzZslStWhV/f3/Onj1r6VgALFu2jCeeeIJy5cpRrlw5vLy8+Omnnywd64HmzJmDTqdj4sSJlo4CwPTp09HpdKqhfv36lo5lFBERwQsvvEClSpUoU6YMjz/+OEePHrV0LAAeffTRbNtOp9MxduxYS0cDID09nalTp+Lu7k6ZMmWoXbs2M2fORCsXod26dYuJEydSs2ZNypQpQ5s2bThy5IilY4l8KFGNA608BzsniYmJNGnShCVLllg6So6Cg4MZO3YsoaGh7Nq1i9TUVLp06UJiYqKlo1G9enXmzJnDsWPHOHr0KJ06dcLPz49Tp05ZOlo2R44c4ZNPPuGJJ56wdBSVRo0a8ffffxuHgwcPWjoSAP/++y9t27bF1taWn376idOnT/PRRx9RoUIFS0cDMvfn/dtt165dAPTt29fCyTLNnTuXZcuWsXjxYs6cOcPcuXN5//33WbRokaWjAfDSSy+xa9cu1qxZw++//06XLl3w9fUlIiLC0tFEXh7qY56KWMuWLZWxY8caX6enpyuurq5KYGCgBVNlByibN2+2dIxcXb9+XQGU4OBgS0fJUYUKFZTPP//c0jFUbt26pdStW1fZtWuX4u3trUyYMMHSkRRFyXwiXJMmTSwdI0dvvPGG0q5dO0vHyLcJEyYotWvXVjIyMiwdRVEURenRo4cybNgwVVnv3r2VgQMHWijRPbdv31asra2V77//XlXu4eGhTJkyxUKpRH6VmJ6Du8/B9vX1NZZZ7DnYJUBcXBwAFStWtHAStfT0dNavX09iYuJDv9d4XsaOHUuPHj1U70GtOH/+PK6urtSqVYuBAwdy9epVS0cCYNu2bXh6etK3b1+qVq1Ks2bN+OyzzywdK0d37txh7dq1DBs2DJ1OZ+k4ALRp04Y9e/Zw7tw5AMLDwzl48CDdu3e3cDJIS0sjPT2dRx55RFVepkwZzfRciQcrMbdPvnnzJunp6dluMenk5MQff/xhoVTFU0ZGBhMnTqRt27Y0btzY0nEA+P333/Hy8iI5ORkHBwc2b95Mw4YNLR3LaP369Rw/flyTx1NbtWpFUFAQjz32GH///TczZsygffv2nDx5krJly1o028WLF1m2bBmTJ0/mrbfe4siRI7zyyivY2dkxePBgi2bLasuWLcTGxjJkyBBLRzF68803iY+Pp379+lhbW5Oens57773HwIEDLR2NsmXL4uXlxcyZM2nQoAFOTk6sW7eOkJAQ6tSpY+l4Ig8lpnEgzGfs2LGcPHlSU637xx57jLCwMOLi4ti0aRODBw8mODhYEw2Ea9euMWHCBHbt2pXtV5IW3P8r8oknnqBVq1bUrFmTjRs3Mnz4cAsmy2yIenp6Mnv2bACaNWvGyZMnWb58ueYaBytWrKB79+64urpaOorRxo0b+fLLL/nqq69o1KgRYWFhTJw4EVdXV01svzVr1jBs2DCqVauGtbU1Hh4ePP/88xw7dszS0UQeSkzjQEvPwS7Oxo0bx/fff8/+/fupXr26peMY2dnZGX9tNG/enCNHjrBw4UI++eQTCyeDY8eOcf36dTw8PIxl6enp7N+/n8WLF5OSkoK1tbUFE6qVL1+eevXqceHCBUtHwcXFJVsDr0GDBnzzzTcWSpSzK1eusHv3br799ltLR1F5/fXXefPNN+nfvz8Ajz/+OFeuXCEwMFATjYPatWsTHBxMYmIi8fHxuLi48Nxzz1GrVi1LRxN5KDHnHGjpOdjFkaIojBs3js2bN/Pzzz/j7u5u6Ui5ysjIICUlxdIxAPDx8eH3338nLCzMOHh6ejJw4EDCwsI01TAASEhI4M8//8TFxcXSUWjbtm22S2bPnTtHzZo1LZQoZytXrqRq1ar06NHD0lFUbt++jZWV+s+4tbU1GRkZFkqUM4PBgIuLC//++y87duzAz8/P0pFEHkpMzwFo5znYOUlISFD9Urt06RJhYWFUrFgRNzc3CybLNHbsWL766iu2bt1K2bJliYqKAsDR0ZEyZcpYNFtAQADdu3fHzc2NW7du8dVXX7Fv3z527Nhh0Vx3lS1bNtu5GQaDgUqVKmninI3XXnuNnj17UrNmTSIjI5k2bRrW1tY8//zzlo7GpEmTaNOmDbNnz6Zfv34cPnyYTz/9lE8//dTS0YwyMjJYuXIlgwcPxsZGW38ye/bsyXvvvYebmxuNGjXit99+Y968eQwbNszS0QDYsWMHiqLw2GOPceHCBV5//XXq16+vib/JIg+WvlzC3BYtWqS4ubkpdnZ2SsuWLZXQ0FBLR1IURVH27t2rANmGwYMHWzqaoihKjtkAZeXKlZaOpgwbNkypWbOmYmdnp1SpUkXx8fFRdu7caelYudLSpYzPPfec4uLiotjZ2SnVqlVTnnvuOeXChQuWjmX03XffKY0bN1b0er1Sv3595dNPP7V0JJUdO3YogHL27FlLR8kmPj5emTBhguLm5qY88sgjSq1atZQpU6YoKSkplo6mKIqibNiwQalVq5ZiZ2enODs7K2PHjlViY2MtHUvkg05RNHIrLSGEEEJoQok550AIIYQQ5iGNAyGEEEKoSONACCGEECrSOBBCCCGEijQOhBBCCKEijQMhhBBCqEjjQAghhBAq0jgQQgghhIo0DoQQQgihIo0DIYQQQqhI40AIIYQQKv8H9sUfzr8r5uMAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# load the iris dataset\n", + "# understand the datset from its DESCR\n", + "# and implement the 60:40 and 70:30 ratio train test split\n", + "# and compare its acc, precision, recall and f1_score\n", + "# for each split\n", + "\n", + "from sklearn import metrics,datasets,model_selection,svm\n", + "data = datasets.load_iris()\n", + "\n", + "X = data.data\n", + "y = data.target\n", + "Result = np.zeros((2,4))\n", + "ratio= [0.4,0.3]\n", + "for i in range(len(ratio)):\n", + " Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=ratio[i],random_state=5)\n", + " # create the model\n", + " clf_model = svm.SVC()\n", + " # train the model\n", + " clf_model = clf_model.fit(Xtrain,ytrain)\n", + " # test the model\n", + " ypred = clf_model.predict(Xtest)\n", + "\n", + " # accuracy\n", + " temp_acc = metrics.accuracy_score(ypred,ytest)\n", + " # precision\n", + " temp_pre = metrics.precision_score(ypred,ytest,average='macro')\n", + " # recall\n", + " temp_rec = metrics.recall_score(ypred,ytest,average='macro')\n", + " # f1 score\n", + " temp_f1 = metrics.f1_score(ypred,ytest,average='macro')\n", + "\n", + " list_result = [temp_acc,temp_pre,temp_rec,temp_f1]\n", + " Result[i,:]=list_result\n", + "\n", + "print(Result)\n", + "res = ['Accuracy','Precision','Recall','F1_score']\n", + "\n", + "import pandas as pd\n", + "res_df = pd.DataFrame(Result,columns=res,index=['60:40','70:30'])\n", + "print(res_df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nhfbK9YLaSjV", + "outputId": "ddbefdaf-c5a5-4086-cdd1-1de02989f6ca" + }, + "execution_count": 79, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[0.98333333 0.98412698 0.98333333 0.98332291]\n", + " [0.97777778 0.97916667 0.97777778 0.97775306]]\n", + " Accuracy Precision Recall F1_score\n", + "60:40 0.983333 0.984127 0.983333 0.983323\n", + "70:30 0.977778 0.979167 0.977778 0.977753\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "res_df.T.plot(kind = 'bar')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 497 + }, + "id": "VaIcEQsNaVn6", + "outputId": "1d1d25d1-5603-4195-8cb3-144d638ee17f" + }, + "execution_count": 80, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 80 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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b/DAY-5_SUMMER_TRAINING_AIML/day_5_dhruvdhayal_ai_ml.py new file mode 100644 index 0000000..dbb3abd --- /dev/null +++ b/DAY-5_SUMMER_TRAINING_AIML/day_5_dhruvdhayal_ai_ml.py @@ -0,0 +1,384 @@ +# -*- coding: utf-8 -*- +"""Day-5_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/19OXvgcpMRY0mhkAEBHN6MeOPG2EvWzOa + +#MACHINE LEARNING. +We, will train and test the model such that , model can learn from previous past experiences, surrounding of it's enviornment, by gathering and collecting all data & information in the form of a Knowledge then, it will practically Implement in rel-world implementations to perform all the task and behave just as like a Humans called as "Machine Learning". + +#1. Supervised Learning +#2. Unsupervised Learning. +#3. Other Tools and Techniques like: SVM, RainForest Methods, etc. +""" + +from sklearn import datasets; #Used for Importing the Valueable Datasets Values. +from sklearn import svm; #Used for Classification Modelling svm-support vector Machines. +from sklearn import metrics; #Used for Evaluation of the Model. +from sklearn import model_selection; #Used for Model Selection. + +#Now, load the main_datasets; +data=datasets.load_digits(); +print(type(data)); +#print("\n Given Data is: \n\n",data); + +#Now, printing the Values of the Data. +print("\n --> Given Values of the Data are: \n\n",data); + +#Now, we need to describe the values of the data. +print(data.DESCR); + +#Now, after Implementing the Main datasets. +#We, need to divide it ir further in training and testing phase. +#Now, in this, we have to get feature extraction of attributes(data) & labels. +X=data.data; +print(type(X)); +print(X.shape); +Y=data.target; +print(type(Y)); +print(Y.shape); +#Here, X->Represents the values of the Data and Information in the form of the Attributes. +#Next, Y->Represents the Values of the Labels for each Datasets Attributes. + +#Now, we are representing the Values of the datasets data in the form of the Digits. +import matplotlib.pyplot as plt; +import matplotlib.image as mpimg; +import numpy as np; + +#Visualise the Data Images. +image=data.images; +y=data.target; +print(type(image)); +print(image.shape); +num=1270; +sample_im=image[num,:,:]; +label=y[num]; +plt.figure(1,figsize=(5,5)); +plt.imshow(sample_im,cmap="gray"); +plt.title(" Actual Target: "+str(label)); +plt.axis("off"); + +#Now, we are just representing the Values of the Data and Information in the form of the Images present in the given Datasets. +import matplotlib.pyplot as plt; +import matplotlib.image as mpimg; +import numpy as np; + +#Visualise the Given Datasets. +image=data.images; +y=data.target; +print(type(image)); +print(image.shape); +num=1270; +sample_im=image[num,: ,:]; +label=y[num]; +plt.figure(1,figsize=(5,5)); +plt.imshow(sample_im,cmap="gray"); +plt.title(" Acual Target : "+str(label)); +plt.axis("off"); +plt.show(); + +"""#Task-1 +--> Solve, the Problem Statement that you need to show the collection of data and infromation in datasets in the form of random numbers and represent it in the form of the 7*7 Matrix randomly form of Representations. +""" + +#First, we need to implement the values of the Libraries. +import matplotlib.pyplot as plt; +import matplotlib.image as imag; +import numpy as np; + +#Visualising the Values of the Data. +images=data.images; +y=data.target; +print("\n Type of the Images in Datasets: ",type(image)); +print("\n Total Length of the Images Data are: ",image.shape); + +#Now, making the 7*7 Matrix to generate the Random Numbers from the datasets and arrange it in the proper manner. +for i in range(49): + num=np.random.randint(0,1797); + samples_im=images[num,: ,: ]; + label=y[num]; + plt.subplot(7,7,i+1); + plt.figure(1,figsize=(8,6)); + plt.imshow(samples_im,cmap="gray"); + #plt.title(" Actual Target: "+str(label)); + plt.axis("off"); + +#Now, we need to show the Values of datasets in the form of random Images. +#Importing all the Libraries of it! +import matplotlib.pyplot as plt; +import matplotlib.image as imag; +import numpy as np; + +#Visualise the Values of the Data. +image=data.images; +y-data.target; +print("\n --> Type of the Image is: ",type(image)); +print("\n --> Total Length of the Images Data are: ",image.shape); +num=1270; +sample_im=image[num, : , :]; +label=y[num]; +plt.figure(1,figsize=(5,5)); +plt.imshow(sample_im,cmap="gray"); +plt.title(" Actual Target: \n"+str(label)); +plt.axis("off"); +plt.show(); + +#Now, representing all the data and information in the datasets randomly representation by using the (7*7) Matrix. +import matplotlib.pyplot as plt; +import matplotlib.image as imag; +import numpy as np; + +#Visualising the values of the Data. +image=data.images; +y=data.target; +print("\n --> Type of the Images present in the Datasets are: ",type(image)); +print("\n --> Total Length of the Datasets present in Images are: ",image.shape); + +for i in range(49): + num=np.random.randint(0,1797); + samples_imp=image[num, : , :]; + label=y[num]; + plt.subplot(7,7,i+1); + plt.figure(1,figsize=(8,6)); + #plt.title(" Actual Target: "+str(label)); + plt.imshow(samples_imp,cmap="gray"); + plt.axis("off"); + +#Showing the Values of the main Iamges (7*7) Matrix. +plt.show(); + +"""#Task-2. +--> Our Main, Task is to generate all the random numbers but in the ascending order. +""" + +#Importing all the Required and needed Libraries. +import matplotlib.pyplot as plt # Fixed import for subplot +import matplotlib.image as imag +import numpy as np; + +#Visuaising the Main data values. +image=data.images; +y=data.target; +print("\n --> Type of the Data contained in particular datasets: ",type(image)); +print("\n --> Total Size of the Image Datasets are: ",image.shape); + +for i in range(100): + num=np.random.randint(0,1797); + samples_imp=image[num, : , :]; + label=y[num]; + plt.subplot(10,10,i+1); # Now using plt for subplot + plt.figure(1,figsize=(9,7)); + plt.imshow(samples_imp,cmap="gray"); + #plt.title(" Actual Target: "+str(label)); + plt.axis("off"); + +#Showing the Valued Graph given Below! +plt.show(); + +#Importing all the Required and needed Libraries. +import matplotlib.pyplot as plt # Fixed import for subplot +import matplotlib.image as imag +import numpy as np; + +#Visuaising the Main data values. +image=data.images; +y=data.target; +print("\n --> Type of the Data contained in particular datasets: ",type(image)); +print("\n --> Total Size of the Image Datasets are: ",image.shape); + +# Figure out the index of each digit +digit_indices = [np.where(y == i)[0] for i in range(10)] + +# Plot digits in increasing order +fig, axes = plt.subplots(10, 10, figsize=(9, 7)) +for i in range(10): + for j in range(10): + index = digit_indices[i][j] + axes[i, j].imshow(image[index], cmap="gray") + axes[i, j].axis("off") + +#Showing the Graph Finally! +plt.show() + +#Now, we have to split the values of the Benchmark. +# like: 60:40 Ratio's. +# Let's we have the 70:40 Ratio, so it contain 70-Testing, 40-Training. +# 80 : 20. +ratio=0.3; #Ratio = 0.3 defines that 30% Data split it into the Testing Phase. +Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=5); +print("\n 1. Training Datasets: ",Xtrain.shape," ",ytrain.shape); +print("\n 2. Testing Datasets: ",Xtest.shape," ",ytest.shape); + +"""#Creating the Classification Model by using the SVM. +#(SVM) Stands for "Support Vector Machine". +""" + +#Creating the Classification Model by using the SVM. +# Support vector Machine (SVM). +clf_model=svm.SVC(); + +#We, need to train the Model by using the Training Datasets. +clf_model=clf_model.fit(Xtrain,ytrain); + +#We, need to pass the Trained model in terms of testing. +#we, also mention labels of testing data. +ypred=clf_model.predict(Xtest); + +#Showing the Classification of that model. +print(ypred.shape); +print(ytest.shape); + +#Now, we need to measure the overall performance and accuracy in order to measure. + +acc=metrics.accuracy_score(ypred,ytest); +conf_matrix=metrics.confusion_matrix(ypred,ytest); +report=metrics.classification_report(ypred,ytest); + +#=============== Printing and Displaying all the Values! =============== + +print("\n 1. Total Accuracy of the Model are: ",acc); +print("\n-------------------------------------------------------"); + +print("\n 2. Confusion Matrix given here: \n\n",conf_matrix); +print("\n-------------------------------------------------------"); + +print("\n 3. Classification overall report: \n\n",report); +print("\n-------------------------------------------------------"); + +"""#Confusion Matrix of that Particular Datasets.""" + +#We, are showing the Values of the Confusion Matrix are given Below! +import seaborn as sns; +sns.heatmap(conf_matrix,annot=True,cmap='jet'); +plt.title(" Confusion Matrix showing the Digit Datasets!"); +plt.show(); + +"""#Task-4 +--> 1. Load the iris Data-Sets. + +--> 2. Understand the Dataset and describe by 'DESCR'. + +--> 3. And Implement the 70:30 & 60:40 Train Test Split. + +--> 4. And Compare it's Accuracy, Precision, Reacll & F1-Score. + +--> 5. For, Each Split. +""" + +#Now, we are the the Iris-Datasets. +from sklearn import datasets; +from sklearn import svm; +from sklearn import model_selection; +from sklearn import metrics; + +#Visualise and load the Datasets Simply! +data=datasets.load_iris(); +print(type(data)); + +#Now, we have to show the Values of the Data. +print("\n 1. Given Iris Datasets after Loading properly Given Below! : \n\n",data); +#print("\n 2. Total Length of the Iris-Datasets are: ",data.shape); + +#Understand the Dataset and describe by 'DESCR'. +#Describing the Datasets are by using the DESCR. +print(data.DESCR); + +#Now, we splitting the Datasets into ration of Testing and Training Phases. +ratio=0.3; +Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=5); +print("\n 1. Training Datasets: ",Xtrain.shape," ",ytrain.shape); +print("\n 2. Testing Datasets: ",Xtest.shape," ",ytest.shape); + +#Now, we need to train the Modelby using the SVM. +#SUPORT VECTOR MACHINE - (SVM) generally used for classification of the Models. +clf_model=svm.SVC(); + +#Train the Model in terms of training. +clf_model=clf_model.fit(Xtrain,ytrain); + +#Now, mention the labels in testing for classifications. +#Now, we used to predict by the trained model. +ypred=clf_model.predict(Xtest); + +#Showing the Actual Label and predicted Labels. +print("\n Predicted Values: ",ypred.shape); +print("\n Testing Values: ",ytest.shape); + +#Now, we need to compare it's valius of the Accuracy, Precision, and it's F1-Score. + +acc=metrics.accuracy_score(ypred,ytest); +confu_matrix=metrics.confusion_matrix(ypred,ytest); +report=metrics.classification_report(ypred,ytest); + +#Printing and Displaying all the Values in the Iris Classifications are given Below! + +print("\n---------------------- IRIS DATASETS PERFORMANCE ----------------------"); + +print("\n 1. Total Accuracy are: ",acc); +print("\n---------------------------------------------------------"); + +print("\n 2. Confusion Matrix are Given Below! \n\n",confu_matrix); +print("\n---------------------------------------------------------"); + +print("\n 3. Classification Report have been given Below! \n\n",report); +print("\n---------------------------------------------------------"); + +# We, also show the values of the Confusion Matrix. +import seaborn as sns; +import matplotlib.pyplot as plt; + +sns.heatmap(confu_matrix,annot=True,cmap="jet"); +plt.title("Iris Recognization Datasets with Labels!"); + +#Showing the finall plotting of the Graph. +plt.figure(1,figsize=(10,8)); +plt.show(); + +# load the iris dataset +# understand the datset from its DESCR +# and implement the 60:40 and 70:30 ratio train test split +# and compare its acc, precision, recall and f1_score +# for each split + +from sklearn import metrics,datasets,model_selection,svm +data = datasets.load_iris() + +X = data.data +y = data.target +Result = np.zeros((2,4)) +ratio= [0.4,0.3] +for i in range(len(ratio)): + Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=ratio[i],random_state=5) + # create the model + clf_model = svm.SVC() + # train the model + clf_model = clf_model.fit(Xtrain,ytrain) + # test the model + ypred = clf_model.predict(Xtest) + + # accuracy + temp_acc = metrics.accuracy_score(ypred,ytest) + # precision + temp_pre = metrics.precision_score(ypred,ytest,average='macro') + # recall + temp_rec = metrics.recall_score(ypred,ytest,average='macro') + # f1 score + temp_f1 = metrics.f1_score(ypred,ytest,average='macro') + + list_result = [temp_acc,temp_pre,temp_rec,temp_f1] + Result[i,:]=list_result + +print(Result) +res = ['Accuracy','Precision','Recall','F1_score'] + +import pandas as pd +res_df = pd.DataFrame(Result,columns=res,index=['60:40','70:30']) +print(res_df) + +res_df.T.plot(kind = 'bar') + +"""#----Here,isthe END OF DAY-5 Based on SupervisedLearning.---- +#========================== DAY-5 =========================== +""" \ No newline at end of file diff --git a/DAY-5_SUMMER_TRAINING_AIML/supervised_learning.pptx b/DAY-5_SUMMER_TRAINING_AIML/supervised_learning.pptx new file mode 100644 index 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zE|?w%ajajct$B*GiP~;y+uZY(Lek_@js`(%e(y5YPqe!cyy$#lSv8}a72ICC%RdJm z*+l%yiEO!#4HMbv5{0ak=2l#x^a?K2{%|wwZVV5)0owW5oLjo0AGZs!@kyOKUHr~k z*ewE2?+jo}MZQX7#xOw}ILc5&+)bh2h+aYWD v3untx{wikMc{gf-$o9Lb;Sm)7va`R-MKn}!!I?o!4*tsqBZp^b!Mpzh(c}_k literal 0 HcmV?d00001 diff --git a/DAY-6_SUMMER_TRAINING_AIML/Day_6_DHRUVDHAYAL_AI_ML (1).ipynb b/DAY-6_SUMMER_TRAINING_AIML/Day_6_DHRUVDHAYAL_AI_ML (1).ipynb new file mode 100644 index 0000000..08845d8 --- /dev/null +++ b/DAY-6_SUMMER_TRAINING_AIML/Day_6_DHRUVDHAYAL_AI_ML (1).ipynb @@ -0,0 +1,1670 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Supervised Learning - (SVM)\n", + "#(SVM)-\"Support Vector Machine.\"" + ], + "metadata": { + "id": "LBZA4FnmNI4K" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PfCYq6_ZFPWQ" + }, + "outputs": [], + "source": [ + "from sklearn import metrics,datasets,model_selection,svm;\n", + "import numpy as np;\n", + "import matplotlib.pyplot as plt;\n", + "import pandas as pd;\n", + "\n", + "#Loading the Iris Datasets.\n", + "data=datasets.load_iris();\n", + "\n", + "#seperate the data and target towards each other by splitting.\n", + "X=data.data;\n", + "Y=data.target;" + ] + }, + { + "cell_type": "code", + "source": [ + "#Split the data into 70:30.\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,Y,test_size=ratio,random_state=5);\n", + "print(\"\\n --> Training Datasets: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n --> Testing Datasets: \",Xtest.shape,\" \",ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YGajCMWUNyjq", + "outputId": "62e70205-2db8-41db-b3dd-79468a262204" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Training Datasets: (105, 4) (105,)\n", + "\n", + " --> Testing Datasets: (45, 4) (45,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Creating the svm Model.\n", + "#Classification of the Model.\n", + "svm_model=svm.SVC(kernel=\"linear\",gamma='scale',C=2); #Used only for the feature extraction to understand the data in sequential form and svm peroforms the task in a better-way for the term 'Regularizations.';\n", + "\n", + "#Train the Model now.\n", + "svm_model=svm_model.fit(Xtrain,ytrain);\n", + "\n", + "#Predict the testing Data Labels.\n", + "ypred=svm_model.predict(Xtest);\n", + "\n", + "print(\"\\n Prediction: \",ypred.shape);\n", + "print(\"\\n Actual: \",ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HdtvSt3LOu-4", + "outputId": "0e560b15-00ae-4f4a-fe87-e6bee6cf22c3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " Prediction: (45,)\n", + "\n", + " Actual: (45,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to compare in order to find the main accuracy, confusio matrix and report.\n", + "\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "print(\"\\n Accuracy: \",acc);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n Confusion Matrix: \\n\\n\",confu_matrix);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n Classification Report: \\n\\n\",report);\n", + "print(\"\\n----------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cSzRXIB-PsaJ", + "outputId": "ba55c915-0dab-4655-8905-f5f80642bd85" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " Accuracy: 0.9777777777777777\n", + "\n", + "----------------------------------------\n", + "\n", + " Confusion Matrix: \n", + "\n", + " [[15 0 0]\n", + " [ 0 15 0]\n", + " [ 0 1 14]]\n", + "\n", + "----------------------------------------\n", + "\n", + " Classification Report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 15\n", + " 1 0.94 1.00 0.97 15\n", + " 2 1.00 0.93 0.97 15\n", + "\n", + " accuracy 0.98 45\n", + " macro avg 0.98 0.98 0.98 45\n", + "weighted avg 0.98 0.98 0.98 45\n", + "\n", + "\n", + "----------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd;\n", + "import numpy as np;\n", + "\n", + "data=pd.read_csv('/content/diabetes.csv');\n", + "print(\"\\n 1. Total size of the Data: \",data.shape);\n", + "print(\"\\n 2. Given Available Data: \\n\\n\",data);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1MSy4r8YRYPK", + "outputId": "23e62ccf-9e7f-433e-8b7d-8174efb01701" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total size of the Data: (768, 9)\n", + "\n", + " 2. Given Available Data: \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": [ + "#'X' will be holding the feature columns.\n", + "x=data.drop('Outcome',axis=1,inplace=False);\n", + "#'Y' will be holding the labels columns.\n", + "y=data['Outcome'];\n", + "\n", + "#Now, we need to spli the data in 70:30 ratio.\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(x,y,test_size=ratio,random_state=5);\n", + "print(\"\\n --> Testing Datasets: \",Xtest.shape,\" \",ytest.shape);\n", + "print(\"\\n --> Training Datasets: \",Xtrain.shape,\" \",ytrain.shape);\n", + "\n", + "print(\"\\n----------------------------------------------------------\");\n", + "#Now, we need to classify and train the Models.\n", + "svm_model=svm.SVC(kernel='poly',gamma='scale',C=1);\n", + "\n", + "#Now, Trai the Model.\n", + "svm_model=svm_model.fit(Xtrain,ytrain);\n", + "\n", + "#Now, finding the labels of the testing.\n", + "ypred=svm_model.predict(Xtest);\n", + "\n", + "print(\"\\n Prediction: \",ypred.shape);\n", + "print(\"\\n Actual: \",ytest.shape);\n", + "print(\"\\n----------------------------------------------------------\");\n", + "\n", + "#Now, we need to compare the values.\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "print(\"\\n Accuracy: \",acc);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n Confusion Matrix: \\n\\n\",confu_matrix);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n Classification Report: \\n\\n\",report);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LAahBvRoTEY6", + "outputId": "fa834ba1-8047-46e9-a3b5-efeb67a331b3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Testing Datasets: (231, 8) (231,)\n", + "\n", + " --> Training Datasets: (537, 8) (537,)\n", + "\n", + "----------------------------------------------------------\n", + "\n", + " Prediction: (231,)\n", + "\n", + " Actual: (231,)\n", + "\n", + "----------------------------------------------------------\n", + "\n", + " Accuracy: 0.7878787878787878\n", + "\n", + "----------------------------------------\n", + "\n", + " Confusion Matrix: \n", + "\n", + " [[140 29]\n", + " [ 20 42]]\n", + "\n", + "----------------------------------------\n", + "\n", + " Classification Report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.88 0.83 0.85 169\n", + " 1 0.59 0.68 0.63 62\n", + "\n", + " accuracy 0.79 231\n", + " macro avg 0.73 0.75 0.74 231\n", + "weighted avg 0.80 0.79 0.79 231\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Perform the EDA on the diabeties datasets.\n", + "#Exploratory Data Analysis.\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.histplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")\n", + "\n", + "# Correlation matrix\n", + "corr_matrix = data.corr()\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n", + "plt.title(\"Correlation Matrix\")\n", + "plt.show()\n", + "\n", + "# Pairplot\n", + "sns.pairplot(data, hue='Outcome')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "iQLQRBz3W0gD", + "outputId": "909f177b-dc88-49a4-a7df-ea574f8d2755" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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nzp3TqVOndOrUKZ0+fVoRERE6cOCA/vnnH0nSqlWr1Lp1a5sfJfH397d+nepK9evXt96tIP37qX+dOnVs9pOnp6fc3P7985mRkaHTp09bv+L466+/Zutz8ODBNnP/ZfWf1efOnTsVExOjMWPGZLs7LaevpGf54osvlJmZqXvvvde6D06dOqXg4GDVqlVL69evlyTrnXGrV6/WhQsX7PYHAM6Ma4D/48rXAElJSZL+PZ5XvlbWNUGVKlUUFhaW775zsmLFCmVmZmry5MnW3J0lK8euWbNGly5d0pgxY2zaDBs2TL6+vvrmm28k5S2f5jU3A4AjkVP/jyvn1CytWrVSVFSUoqKitHLlSj3//PPas2eP7rzzTl28eDHXmCRp3LhxNsuz7oDPyn95zZPbt29XfHy8/vOf/9i8/x00aJDdbz9PmTJFVapUUXBwsDp27KhDhw7ppZdeUp8+fWzaDRs2TGXKlLE+j4qKUmJiovr372+Tb8uUKaNWrVpZ8623t7c8PDy0YcMGu1OmZJ3vK1euVFpamt39lV8jRoyweb5s2TL5+fnp9ttvt4m5WbNmKl++PNcILoAiOlzK+fPnbRLrle677z61bdtWQ4cOVVBQkPr166dPP/00X4n/uuuuy9ePnVz5Ix0Wi0U33HBDgeYty48jR44oJCQk2/6oV6+edf3lQkNDs/VRqVKlq869deTIEdWqVSvbG097r5MfWcl+zZo12rx5s06dOqUPPvgg29f1rvwK2sGDB2WM0aRJk2zecFepUsX6C+bx8fHW+G644YZsr53TMilv+ykzM1Ovv/66atWqJU9PTwUEBKhKlSr6/fffc5xj/Mo+K1WqJEnWPrO+stagQYMcY7LnwIEDMsaoVq1a2fZDdHS0dR+Eh4dr3Lhx+t///qeAgABFRERo7ty5zIcOwKVwDfB/XPkaICvm8+fP2yxv27attQCQNcVKUTh06JDc3Nxy/YG2rHHUqVPHZrmHh4euv/566/q85NO85mYAcCRy6v9x5ZyaJSAgQJ07d1bnzp3Vo0cPTZw4Uf/73/+0efNm/e9//8s1Jjc3t2zvjYODg1WxYkVrTHnNk1n/vfJYuru76/rrr88xhuHDhysqKkpr167Vjh07FB8fr6eeeipbuytrAgcOHJD07xzqV+bb77//3ppvPT099dJLL+m7775TUFCQ2rdvr5dfflmxsbHWvjp06KC+fftq2rRpCggIUK9evbRgwYIc54XPq7Jly9rM3Z4V89mzZxUYGJgt5vPnz3ON4AKYEx0u4++//9bZs2ftFj+lfz9l3LRpk9avX69vvvlGq1at0ieffKLbbrtN33//vc0nl7n1UdTs3U2ckZGRp5iKgr3XMVf8WEpJykr2V3PlMcm6eHviiScUERGR4za5nSe5yct+euGFFzRp0iQ99NBDevbZZ+Xv7y83NzeNGTMmxwvL4tr3mZmZslgs+u6773J8jcvv8nvttdc0aNAgffnll/r+++/16KOPasaMGfr555+zJXcAcDZcAxSOM10D1K1bV5K0e/duNW7c2Lq8SpUq1muCy3/szp7c9mtxulo+zU9uBgBHIKcWjjPl1Nx06tRJkrRp0yaNHj0617a5ffu5uNWqVatQNYEPP/zQ+iOql7v8B1XHjBmjO+64QytWrNDq1as1adIkzZgxQ+vWrVPTpk1lsVj02Wef6eeff9bXX3+t1atX66GHHtJrr72mn3/+WeXLl8/3dcfl316/PObAwEAtWbIkx23y+5tyKHkU0eEyPvzwQ0myWzTN4ubmpk6dOqlTp06aOXOmXnjhBf33v//V+vXr1blz5yJPEFmfgGYxxujgwYNq1KiRdVmlSpVy/NXqI0eO2Hwim5/YwsLCtGbNGp07d87mU/N9+/ZZ1xeFsLAw/f7778rMzLRJAkX9OvmRtc/c3d2vmnDDwsJ08ODBbMtzWpZXn332mW699Va99957NssTExMVEBCQ7/6yvg64e/fuPF1AXL6dMUbh4eGqXbv2Vds3bNhQDRs21DPPPKPNmzerbdu2mj9/vp577rl8xwwAJYlrAFuufA3QrVs3lSlTRkuWLLE7tVpe5LZfL1ezZk1lZmZq7969NlO7XS5rHPv377c5JpcuXVJMTEy23JxbPs1vbgaAkkZOteXKOTU36enpkrJ/8+vKmDIzM3XgwAHrHfGSFBcXp8TERGtMec2TWe0OHDig2267zdouLS1NMTExNh+eF1bWe+jAwMA8vYeuWbOmHn/8cT3++OM6cOCAmjRpotdee83mg/ubb75ZN998s55//nktXbpUAwYM0Mcff6yhQ4dav01+5fmXn28Q1KxZU2vWrFHbtm2L5UMmFD+mc4FLWLdunZ599lmFh4fn+oYrISEh27KsN0xZX8Xx8fGRlP2PX0F98MEHNvPJffbZZzpx4oS6detmXVazZk39/PPPunTpknXZypUrdezYMZu+8hNb9+7dlZGRoTfffNNm+euvvy6LxWLz+oXRvXt3xcbG6pNPPrEuS09P15w5c1S+fHl16NChSF4nPwIDA9WxY0e9/fbbOnHiRLb1J0+etP5/RESEtmzZol27dlmXJSQk2P30Ny/KlCmT7U6DZcuWWedhz6+bbrpJ4eHhmjVrVrZjn9sdDX369FGZMmU0bdq0bO2MMTp9+rSkf+efzbqIytKwYUO5ubkV6itqAFASuAbIzpWvAUJDQ/XQQw/pu+++yxZ/lrzczVezZk2dPXtWv//+u3XZiRMntHz5cpt2vXv3lpubm6ZPn57t22JZr9O5c2d5eHho9uzZNq/93nvv6ezZs+rRo4ekvOXTvOZmAHAEcmp2rpxTc/P1119LUq6F6+7du0uSZs2aZbN85syZkmTNf3nNk82bN1eVKlU0f/58m2O0cOHCIjtPskRERMjX11cvvPBCjvOYZ9UELly4oJSUFJt1NWvWVIUKFazn8pkzZ7Ll7CvP97CwMJUpU0abNm2yaffWW2/lOeZ7771XGRkZevbZZ7OtS09PL/J9hKLHnehwOt9995327dun9PR0xcXFad26dYqKilJYWJi++uoreXl52d12+vTp2rRpk3r06KGwsDDFx8frrbfeUrVq1dSuXTtJ//7BrFixoubPn68KFSrIx8dHrVq1yjbHVl75+/urXbt2Gjx4sOLi4jRr1izdcMMNGjZsmLXN0KFD9dlnn6lr16669957dejQIS1evNjmB0nyG9sdd9yhW2+9Vf/97391+PBhNW7cWN9//72+/PJLjRkzJlvfBTV8+HC9/fbbGjRokHbs2KEaNWros88+008//aRZs2blOpdecZo7d67atWunhg0batiwYbr++usVFxenLVu26O+//9Zvv/0mSXrqqae0ePFi3X777Ro9erR8fHz0v//9T6GhoUpISCjQHRQ9e/bU9OnTNXjwYLVp00Z//PGHlixZYneet6txc3PTvHnzdMcdd6hJkyYaPHiwqlatqn379mnPnj1avXp1jtvVrFlTzz33nCZMmKDDhw+rd+/eqlChgmJiYrR8+XINHz5cTzzxhNatW6dRo0bpnnvuUe3atZWenq4PP/xQZcqUUd++fQsUMwAUB64Bro1rgFmzZikmJkajR4/Wxx9/rDvuuEOBgYE6deqUfvrpJ3399dfZ5l29Ur9+/TR+/HjdddddevTRR3XhwgXNmzdPtWvXtvmR7xtuuEH//e9/9eyzz+qWW25Rnz595OnpqW3btikkJEQzZsxQlSpVNGHCBE2bNk1du3bVnXfeqf379+utt95SixYtNHDgQEnKUz7Na24GgOJGTr02cqok/fPPP9Y7qi9duqTffvtNb7/9tgICAnKdyqVx48aKjIzUO++8o8TERHXo0EG//PKLFi1apN69e+vWW2+VpDznSXd3dz333HN6+OGHddttt+m+++5TTEyMFixYUOD3yvb4+vpq3rx5euCBB3TTTTepX79+qlKlio4ePapvvvlGbdu21Ztvvqk///xTnTp10r333qv69eurbNmyWr58ueLi4tSvXz9J0qJFi/TWW2/prrvuUs2aNXXu3Dm9++678vX1tX7Q4Ofnp3vuuUdz5syRxWJRzZo1tXLlynzNY96hQwc9/PDDmjFjhnbt2qUuXbrI3d1dBw4c0LJly/TGG2/o7rvvLtL9hCJmACexYMECI8n68PDwMMHBweb22283b7zxhklKSsq2zZQpU8zlp/HatWtNr169TEhIiPHw8DAhISGmf//+5s8//7TZ7ssvvzT169c3ZcuWNZLMggULjDHGdOjQwdx44405xtehQwfToUMH6/P169cbSeajjz4yEyZMMIGBgcbb29v06NHDHDlyJNv2r732mrnuuuuMp6enadu2rdm+fXu2PnOLLTIy0oSFhdm0PXfunBk7dqwJCQkx7u7uplatWuaVV14xmZmZNu0kmZEjR2aLKSwszERGRuY43svFxcWZwYMHm4CAAOPh4WEaNmxojevK/nr06HHV/vLaNiYmxkgyr7zySo7rDx06ZB588EETHBxs3N3dzXXXXWd69uxpPvvsM5t2O3fuNLfccovx9PQ01apVMzNmzDCzZ882kkxsbOxVY7ryOKWkpJjHH3/cVK1a1Xh7e5u2bduaLVu22D1Hli1bluO4rtyHP/74o7n99ttNhQoVjI+Pj2nUqJGZM2eOdf2V53uWzz//3LRr1874+PgYHx8fU7duXTNy5Eizf/9+Y4wxf/31l3nooYdMzZo1jZeXl/H39ze33nqrWbNmTY77FQBKGtcAucdW2q4BjDEmPT3dLFiwwNx2223G39/flC1b1gQEBJhOnTqZ+fPnm4sXL2Ybx5QpU2yWff/996ZBgwbGw8PD1KlTxyxevNhurnz//fdN06ZNjaenp6lUqZLp0KGDiYqKsmnz5ptvmrp16xp3d3cTFBRkRowYYc6cOWNdn598erXcDADFhZyae2ylLaeGhYXZHG83NzcTGBho+vfvbw4ePGjTNqccmZaWZqZNm2bCw8O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WLJC3t7fuv/9+i200atRInp6e5m1kv1aXLl16w7t+f/LJJ6pUqZL8/f0VERGhn376SUOGDNGgQYN08uRJrVmzRl26dNGZM2fM+ztx4oSio6O1b98+HTlyRNJ/z2WTJk101113mbddqVIlde/e/YbHtWLFClWuXFkdO3Y0z3Nzc7N6BUZu76MFCxaodu3aCg8Pt+ibli1bSpK5b77++mtlZWWpS5cuFu0CAwNVs2bNHM+Dm5ubEhISLKb333//hsdkzdNPP23x+J577rF4n3z11VcymUy53qzm2p9y5sWqVat06dIlDRo0SA4O/5+u+vbtKy8vL3333XcW7T09PS3GgHdxcdFdd911w/cygLKD86X/V9LPl06cOKGVK1dabDcmJkYmk0lffvmled7Ro0f1xx9/6PHHHzefQ0lS8+bNVa9ePYtt5vVcBQCQEzn2/5XkHJv9HF7db9fKXpaenp7v7VuzePFiZWVl6fXXX7f47Cf9/2fJgnw+7Nq1q/lxrVq15OPjo9q1aysiIsI8P/v/2f1tGIa++uorPfDAAzIMw+KcIDo6WqdPn861roLSj+FcSomzZ8/K39/f6vJHH31UH3/8sZ588km9/PLLatWqlTp37qyHH344xx8oaypXrpyvG3bUrFnT4rHJZFKNGjUKNB54fhw6dEjBwcE5/ujXrl3bvPxqISEhObZRoUKFG459eejQIdWsWTNH/1nbj62cPXtW0vWT2oULFxQfH68ZM2boyJEjFuOunT59Okf7a58rT09PBQUFmZ+rffv2SZK5qHstLy+vG8a9b98+nT592urrNC0tTdJ/H2pjYmI0cuRIjRs3Ti1atFCnTp302GOPydXV1WKdBx98UAMGDJDJZFL58uVVt25d883E9u/fL8MwNGzYMA0bNszqPitXrqxDhw5ZJNFstWrVuuFxHTp0SNWrV89RJM4eUuZaub2P9u3bp927d1v9SV123+zbt0+GYeR4vrJd+xNzR0dHRUVF3fAY8iJ7fPOrXfs++euvvxQcHCxfX1+b7DP7PXTt8+Di4qJbbrklx3usSpUqOZ6HChUq6Pfff7dJPABKPs6X/l9JP1/64osvdPnyZTVs2FD79+83z4+IiNDcuXMVFxdnsf3c8nKNGjUsPgTn9VwFAJATOfb/leQcmx3z9b4QyUuhPb/++usvOTg4XPfmp7b4fOjt7a2qVavmmCfJ3N/Hjh3TqVOnNH36dE2fPj3XWDgnKJsoopcC//zzj06fPm21aCf9d2Xyhg0btHbtWn333XdasWKFvvjiC7Vs2VLff/+9HB0db7if/IwZllfWrk7NzMzMU0y2YG0/Vxeei5MdO3ZIsl6klaSBAwdqxowZGjRokCIjI+Xt7S2TyaSuXbsW6Fv/7HVmz56twMDAHMvzctf1rKws+fv7a+7cubkuzy7QmkwmLVy4UJs2bdK3336rlStX6oknntD777+vTZs2WVxFVqVKFatF4uyY//e//yk6OjrXNtfrw8KS2/soKytL9erV09ixY3NdJzvJZ2VlyWQyafny5bm+bq/umxu53nsvN0X1frwZJe29DKBocb50c4rb39js84mmTZvmuvzvv//WLbfckq9t5vVcBQBgiRx7c4pTjs0uwP/+++9q0KBBrm2yL1LKLnjn97NlUbHWrzfq7+xaQo8ePRQbG5tr2/r169sgQpQ0FNFLgewbOForFGZzcHBQq1at1KpVK40dO1ZvvfWWXn31Va1du1ZRUVEFGm7herKvXs5mGIb2799v8cemQoUKOe6iLP33DePVH3zyE1toaKhWrVqlM2fOWHwzumfPHvNyWwgNDdXvv/+urKwsi29+bb2fq509e1aLFi1S1apVzcktNwsXLlRsbKzF0B0XL17Mta+l/56r++67z2I/ycnJateunaT/v/Gjv7//Da9stvZcVa9eXatWrVLTpk3zdPLTpEkTNWnSRKNHj9a8efPUvXt3zZ8/P883Lsl+/Tg7O98w5tDQ0ByvV0nau3fvDfcTGhqqXbt2yTAMi2O/+qq4G6levbp+++03tWrV6rqv9erVq8swDIWFhenWW2/N8/ZzU6FCBUnK8Zq4mV9QVK9eXStXrtTJkyevezV6Xt/P2e+hvXv3Wvw9uHTpkg4cOGCzq+wBlA2cL1kqyedLBw4c0MaNGzVgwAA1b97cYllWVpZ69uypefPm6bXXXjNvP7e8fO28/J6rAAD+Q461VJJzbNu2beXo6KjZs2dbvbnoZ599JicnJ7Vp00ZS/j5bXq9ekJWVpV27dlkt3hfV58NKlSqpfPnyyszM5DMnLDAmegm3Zs0avfHGGwoLC7vu+M0nT57MMS/7D1NGRoYkmYfBsFZoza/PPvvM4idACxcuVHJystq2bWueV716dW3atEmXLl0yz1u6dKkOHz5ssa38xNauXTtlZmZq0qRJFvPHjRsnk8lksf+b0a5dO6WkpOiLL74wz7ty5YomTpwoT0/PHB/qbtaFCxfUs2dPnTx5Uq+++up1k7ijo2OOb60nTpxo9Zvg6dOnW4w/PnXqVF25csXcV9HR0fLy8tJbb72V6zjlx44dM//f2nPVpUsXZWZm6o033six/pUrV8zt//333xyxX/tazQt/f3+1aNFCH374oZKTk68bc7t27bRp0yb9/PPPFsutXYl2tejoaB05ckRLliwxz7t48aI++uijPMfapUsXHTlyJNd1Lly4oHPnzkn6727mjo6OGjlyZI4+MgxDJ06cyPM+Q0ND5ejoqA0bNljMnzJlSp63ca2YmBgZhqGRI0fmWHZ1vB4eHnl6L0dFRcnFxUUTJkywWP+TTz7R6dOn1b59+wLHCqBs4Xwpp5J8vpSdn1988UU9/PDDFlOXLl3UvHlzc5vg4GDddttt+uyzz8xD4knS+vXr9ccff1hsN6/nKgCA/0eOzakk59iqVauqd+/eWrVqlaZOnZpj+bRp07RmzRr16dNHVapUkfTf8K5+fn55+mxprR87deokBwcHjRo1Ksev57M/CxbV50NHR0fFxMToq6++Mo8EcLWrawkoW7gSvQRZvny59uzZoytXrig1NVVr1qxRQkKCQkNDtWTJErm5uVldd9SoUdqwYYPat2+v0NBQpaWlacqUKapSpYqaNWsm6b/k4ePjo2nTpql8+fLy8PBQRESEwsLCChSvr6+vmjVrpt69eys1NVXjx49XjRo1LG64+OSTT2rhwoVq06aNunTpor/++ktz5syxuKlGfmN74IEHdN999+nVV1/VwYMHdfvtt+v777/XN998o0GDBuXYdkH169dPH374oXr16qVt27apWrVqWrhwoX766SeNHz/+psYHO3LkiObMmSPpv6vCd+3apQULFiglJUXPP/+8nnrqqeuu36FDB82ePVve3t6qU6eOEhMTtWrVKlWsWDHX9pcuXVKrVq3UpUsX7d27V1OmTFGzZs3MN8v08vLS1KlT1bNnT91xxx3q2rWrKlWqpKSkJH333Xdq2rSp+QShUaNGkqRnn31W0dHRcnR0VNeuXdW8eXM99dRTio+P1/bt29W6dWs5Oztr3759WrBggT744AM9/PDDmjVrlqZMmaKHHnpI1atX15kzZ/TRRx/Jy8vLfGV8Xk2ePFnNmjVTvXr11LdvX91yyy1KTU1VYmKi/vnnH/3222+S/vsQPnv2bLVp00bPPfecPDw8NH36dPM3+9fz1FNPadKkSerWrZuee+45BQUFae7cueb3Y16uWOjZs6e+/PJLPf3001q7dq2aNm2qzMxM7dmzR19++aVWrlypxo0bq3r16nrzzTc1dOhQHTx4UJ06dVL58uV14MABLVq0SP369dP//ve/PPWNt7e3HnnkEU2cOFEmk0nVq1fX0qVLb2pst/vuu089e/bUhAkTtG/fPrVp00ZZWVn64YcfdN9992nAgAGS/nuNrFq1SmPHjlVwcLDCwsJyHZO+UqVKGjp0qEaOHKk2bdqoY8eO5tfnnXfeaXETUQDIxvlS6T9fmjt3rho0aJBjTNNsHTt21MCBA/XLL7/ojjvu0FtvvaUHH3xQTZs2Ve/evfXvv/9q0qRJuu222ywK63k9VwGAsoocW/pzrPRfsX/Pnj165plntGLFCvMV5ytXrtQ333yj5s2bW/zqXfqvH99++209+eSTaty4sTZs2KA///wzx7az6wWvvvqqunbtKmdnZz3wwAOqUaOGXn31Vb3xxhu655571LlzZ7m6umrLli0KDg5WfHx8kX4+fPvtt7V27VpFRESob9++qlOnjk6ePKlffvlFq1atyvVLIZQBBoq9GTNmGJLMk4uLixEYGGjcf//9xgcffGCkp6fnWGf48OHG1U/v6tWrjQcffNAIDg42XFxcjODgYKNbt27Gn3/+abHeN998Y9SpU8dwcnIyJBkzZswwDMMwmjdvbtStWzfX+Jo3b240b97c/Hjt2rWGJOPzzz83hg4davj7+xvu7u5G+/btjUOHDuVY//333zcqV65suLq6Gk2bNjW2bt2aY5vXiy02NtYIDQ21aHvmzBlj8ODBRnBwsOHs7GzUrFnTePfdd42srCyLdpKMuLi4HDGFhoYasbGxuR7v1VJTU43evXsbfn5+houLi1GvXj1zXNdur3379jfcXnbb7OfaZDIZXl5eRt26dY2+ffsamzdvznUdScbw4cPNj//9919zXJ6enkZ0dLSxZ8+eHMeV/dpav3690a9fP6NChQqGp6en0b17d+PEiRM59rN27VojOjra8Pb2Ntzc3Izq1asbvXr1MrZu3Wpuc+XKFWPgwIFGpUqVDJPJZFz7Z2b69OlGo0aNDHd3d6N8+fJGvXr1jBdffNE4evSoYRiG8csvvxjdunUzQkJCDFdXV8Pf39/o0KGDxT6yjzm35+5af/31l/H4448bgYGBhrOzs1G5cmWjQ4cOxsKFCy3a/f7770bz5s0NNzc3o3LlysYbb7xhfPLJJ4Yk48CBA+Z2ub02//77b6N9+/aGu7u7UalSJeP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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#ScatterPlots represent the values of the Lab tests.\n", + "sns.scatterplot(data=data,x='Glucose',y='Insulin',hue='Outcome');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "H4tNAdNrbqOs", + "outputId": "176fd214-7e1f-4959-8b68-25e5f11397ce" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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oNFS4/Uc88WFNn6QsKztNraygdqADsHc+/HBPo6/wCCGEEKciOtTI+P7JfscGpEYSE2o6zTOqTYKdplaaUzvQqbR3vhoXQgghmqkgo557RnfghoEpGHQaADQaGN0lltev7U1kcNMHO7KN1dTKbac2LoQQQjSx2FAzf7uoC3cOb0uxw0WwUU9UiJFQs6GppwZIsNP0zNZTGxdCCCGagSCjnpSo5hlWyDZWUwuOUcnI/rQbpcaFEEIIcdIk2Glqlgh16urYgKfyNJYlolHetqSkhA0bNrBhwwYA9u/fz4YNGzh06FCjvJ8QQgjRVJrnetOfTVgSXPWhSkYut6mtq+CYRgt0ANasWcO5555b9ecHH3wQgIkTJzJ9+vRGe18hhBDidJNgp7mwRDRqcHOsESNG4K2rCpQQQgjRQsg2lhBCCCFaNAl2hBBCCNGiSbAjhBBCiBZNgh0hhBBCtGgS7NSTJPPWTb4/QgghmisJdo5Dp9MB4HQ6m3gmzZvdbgfAYGgepcGFEEKISnL0/Dj0ej1BQUHk5ORgMBjQaiU+rMnr9WK328nOziY8PLwqOBRCCCGaCwl2jkOj0ZCQkMD+/fs5ePBgU0+n2QoPDyc+Pr6ppyGEEELUIsFOPRiNRjp06CBbWQEYDAZZ0RFCCNFsSbBTT1qtFrPZ3NTTEEIIIcQJkgQUIYQQQrRosrIjhBBC1EOF201eSQVevIQHGbAY5BZ6ppCflBBCCHEcaYVlTP9jP1+vPYLL7WVs93juPrc9raOC0Gg0TT09cRwS7AghhBB1SC8s47r3V3Ao31517cu1R/h1exY/TBlKSmRwE85O1Ifk7AghhBB1WLo71yfQqVRor2DGsoM4Xe4mmJU4ERLsCCGEEAHYnS5mbUgLOP7L1kwK7RWncUbiZEiwI4QQQgSg02gIMQXO+Agy6tBpJWenuZNgRwghhAjAZNBx85A2AcdvGZJKVIjp9E1InBQJdoQQQog6dIoP5ep+rWpdH9w2kpFdYptgRuJEyWksIYQQog5RISYeH9uZ6wam8MXqw1S4PIzr14oOsSHEWqWy/plAgh0hhBDiOCJDTESGmOibEtHUUxEnQbaxhBBCCNGiSbAjhBBCiBZNgh0hhBBCtGgS7AghhBCiRZNgRwghhBAtmgQ7QgghhGjRJNgRQgghRIsmwY4QQgghWjQJdoQQQgjRokmwI4QQQogWTYIdIYQQQrRoEuwIIYQQokWTYEcIIYQQLZoEO0IIIYRo0STYEUIIIUSLJsGOEEIIIVo0CXaEEEII0aJJsCOEEEKIFk2CHSGEEEK0aBLsCCGEEKJFk2BHCCGEEC2aBDtCCCGEaNH0TT0BIYQQJ8GeD/Y88LjAHAahCaDRNPWshGiWmnxlJy0tjRtuuIGoqCgsFgs9evRgzZo1VeNer5enn36ahIQELBYLo0ePZvfu3T6vkZ+fz4QJE7BarYSHh3PbbbdRUlJyuj+KEEKcHrm74NNr4a3+8M4g+GAk7JgD5cVNPTMhmqUmDXYKCgoYOnQoBoOBn3/+mW3btvHKK68QERFR9ZiXXnqJN954g6lTp7Jy5UqCg4MZM2YM5eXlVY+ZMGECW7duZd68ecyZM4fFixdz5513NsVHEkKIxlV4CD4aC0dWVV8rzoAvboDMjU03LyGaMY3X6/U21Zs/9thj/PHHHyxZssTvuNfrJTExkYceeoiHH34YgKKiIuLi4pg+fTrjx49n+/btdO3aldWrV9O/f38A5s6dy4UXXsiRI0dITEw87jxsNhthYWEUFRVhtVob7gMKIURD2/ApzJrkfyypL0z4BoIiT++chGgi9b1/N+nKzg8//ED//v25+uqriY2NpU+fPnzwwQdV4/v37yczM5PRo0dXXQsLC2PgwIEsX74cgOXLlxMeHl4V6ACMHj0arVbLypUr/b6vw+HAZrP5fAkhxBlh36LAYxmboKLs9M1FiDNEkwY7+/bt491336VDhw788ssvTJo0iXvvvZcZM2YAkJmZCUBcXJzP8+Li4qrGMjMziY2N9RnX6/VERkZWPeZYzz//PGFhYVVfycnJDf3RhBCicUR3CDxmTQKtnDsR4lhNGux4PB769u3Lv//9b/r06cOdd97JHXfcwdSpUxv1fR9//HGKioqqvg4fPtyo7yeEEA2m6+Wg1fkfO/shCI3zPybEn1iTBjsJCQl07drV51qXLl04dOgQAPHx8QBkZWX5PCYrK6tqLD4+nuzsbJ9xl8tFfn5+1WOOZTKZsFqtPl9CCHFGCGsF4z8HQ5Dv9X63QKcLm2ZOQjRzTbreOXToUHbu3OlzbdeuXbRu3RqA1NRU4uPjmT9/Pr179wZUMtLKlSuZNEkl6A0ePJjCwkLWrl1Lv379AFiwYAEej4eBAweevg8jhBCng8EM7UbA5JWQuxscxRDXDYJjwRLW1LMTdfG4VX0kjRaCo5p6Nn8qTRrsPPDAAwwZMoR///vfXHPNNaxatYr333+f999/HwCNRsP999/Ps88+S4cOHUhNTeWpp54iMTGRyy+/HFArQRdccEHV9ldFRQVTpkxh/Pjx9TqJJYQQZxydEcJT1Jc4MxQehs1fweYvQWuAs26DDmPAmtDUM/tTaNKj5wBz5szh8ccfZ/fu3aSmpvLggw9yxx13VI17vV7+/ve/8/7771NYWMiwYcN455136NixY9Vj8vPzmTJlCrNnz0ar1TJu3DjeeOMNQkJC6jUHOXouhBCi0RQeVrWRio7JD03sC+M/lYDnFNT3/t3kwU5zIMGOEEKIRuF2weKXYNGL/sev+R90vfT0zqkFOSPq7AghhBAtmj0PNn0ZeHzddKmNdBpIsCOEEEI0Jm0dt1qNDpAGro1Ngh0hhBCisQTHQJ+bAo+fdbs6YScalQQ7QgghRGPRaqHH1RDdsfZY23Mhofdpn9KfkdQVF0IIIRpTWBLcOAv2/Q4bZqqj5wPuhFZnScXr00SCHSGEEKKxhSVBnxugyyUqT8dUv9IoomFIsCOEEEKcLmapct0UJGdHCCGEEC2aBDtCCCGEaNEk2BFCCCFEiyY5O0IIIVqM3BIHeSUOisoqiAoxERVsJDzI2NTTEk1Mgh0hhBAtwqG8Uu76ZB3bMmyY9FocLg/ndYnj2Su6E2eVwn2NrigNsrdB+nqI7gBJ/cDaqu4K0qeJBDtCCCHOeNnF5Tz01UYmnRVKn0gzOkchFeYYfjvs4ZVfd/D3S7oTbJJbXqPJ2wszLgFbWvU1UyhMnK0KJ2qatiWG/OSFEEKc8fJKnLw8ykrrebdD9vaq6ze2Hc32/s+SW+KQYKex2PPgu7/4BjoAjmL49Bq4Y6GqM9SEmn5tSQghhDhFUd4CWv9ys0+gA2DY9xudN/8Hs7e8aSb2Z1CaB0dW+x8ryQZb+umdjx8S7AghhDjjhbtzIXe33zHjzllEeAtP74T+TFzHCSQdttMzjzpIsCOEEOKMpyvNDjzocaN3lZ6+yfzZWMLBWEf7i/DWp20qgUiwI4QQ4oynC29Vx6ARrdl6+ibzZxOaACMe9z/W+3oIjjm98/FDgh0hhBBnvpB4SOzrf6zvRAiR7uKNRmdQQc1l74A1UV2zRMDIp2D0P8DS9P3ANF6v19vUk2hqNpuNsLAwioqKsFol+hdCiDNS4WH4YQrsW6j+rNVDnxthxGMQGt+kU/tT8HqhOANcDtAZVQCq0zXqW9b3/i3n8IQQQrQM4clw9XQozQVnqeowHhwLpuCmntmfg0ZTvbLTzEiwI4QQouWwRKgvIWqQnB0hhBBCtGgS7AghhBCiRZNtLCGEEOJM4/FAcTrk71NVimM6qSPgwdFNPbNmSYIdIYQQ4kzi8UDmRvjkSrDnV19PHQFXvNtsk4SbkmxjCSGEEGcSWxp8fLlvoAOwfyEs+g9UlDXFrJo1CXaEEEKIM0n2digv9D+2caba1hI+JNgRQgghziRFRwKPuRzgdpy+uZwhJNgRQgghziTx3QOPBUeDQYooHksSlIUQQrQMXq/KZ8nZBYUHIbYLRLRpea0iwltDXHfI2lJ77Nwn1Kks4UOCHSGEEGc+rxeytsLHl4I9r/p6TCeY8DWEpzTd3BpaUBRc/RHMexp2/QJej6oaPeQeaD8atLJpcyz5jgghhDjz2TJg5lW+gQ5Azk744T4oK2qaeTWG4nSYfrEK4K75GK6eARf+Bw4shYUvQIW9qWfY7MjKjhBCiDOfPVd13PZn3wKw54Al7PTOqbFkbYOSLFj5nvqqSWeAcx6FiNZNM7dmSoIdIYQQZ6SCUieZtnJW7s8jSBvEgOsWE7tpKkFbP6394JZUe8aWHnjMXSGnsfyQYEcIIcQZJ6e4nGfnbOf7jdU3fq0GnrvgLi42BhO6/oPqBxuDwdxCVnUAEnoFHguJA2PI6ZvLGUKCHSGEECfF7nCRXexgxb48ShwuBrWNIjHcTGSwCewFaltp/2LQ6qDtOepG3EBBx4Id2T6BDoDHC4//fIQ+N99M580fq5ozAMMehJAz8ESWywmeCjAEgUZTfT08GRL7Qvq62s8Z/YycxvJDgh0hhBAnrMTh4qfNGTz2zSY83urr53WJ5c3LUjAvfQHWTPN90oi/wcA71cmhU5Bb7OC9RfsCjn++zcEzbUfA4VUw/BHoeS3ojaf0nqeVvQDy98Kq91Q15E4XQacLqk+UhcTCtZ/Agmdhy1dq6yokDkb9HTpe4BsYCUCCHSGEECchvbCMv369qdb1HVnFeA6vrB3oACz8N7QdASkDT+m9KzwecksC56Wkl3hxXfo6eo0HQhJApzul92tw5TZ1asxdAeZQ35WY8iJY/QH8/lz1tX0LYfFLcNuvENlWXQtLgotegRGPqhUgU7D6rHLs3C/5rgghhDhh363z37JgQs8wgla+EfiJK96BivJTeu8Qk57+bSIDjo/sEos+PBHCWjW/QCd/P3xzK7zZB94+Cz48H3bOBUexGi/O9A10KpXmwLxnwFFSfc0YpIomxnQEa5IEOnWQ74wQQogTdqTA/+mmKDO1a93UVJKlVjROQajZwMPnd0Snrb1dExNq4uz2Maf0+o2m6AhMvwh2z1NFEAEKD8Fn10LGRvXn3fMCP3/nHCjLDzwuApJgRwghxAk7r5v/hN/VmW6cycMCP7H9eep01ClqGxPCF3cOoktCKKDSVEZ1ieWrvwwmKcJyyq/fKNLWqXYW/vz6JJTm1X1s3ONW1ZLFCZOcHSGEECesf+sIksItpBX6rvDM3pbPs5PvgW1f1a5tY4mAHlc1yHaL2aCjf5tIPrltILZyFzqthoggA6Fmwym/dqPZtzDwWPp6cJWpYHD+P/0/pvUwMIc3xsxaPFnZEUIIccISwy18ducgLuwRX7Wd1CUhlP/dOgBveGu49VdIPpqIrNFA25Fw6y8N3qMqKsREanQwKZFBzTvQAdXAM5CQWHVE35oE3a+qPa43w9gXwBLeaNNryTRer9d7/Ie1bDabjbCwMIqKirBarU09HSGEOGOUOlzklzpxe7yEmvVEhZiqB+356nSRRqNWdVpSYb+Tkb0dpg5V21HHOvdJGHo/6A3quPn+RfDHGyr/KXUEnH0/RLQFnWzI1FTf+/dJfdeysrJ4+OGHmT9/PtnZ2RwbL7ndfn6QQgghWpxgk55gU4BbSVCk+hJKxia4+L/w44PgdlZf7zgGotqq/l3WRLXK0+NqaHsueFxgsqqTV+KknVSwc/PNN3Po0CGeeuopEhIS0EgBIyGEEKJuh1dC/j64Zobqb1Vug9gu6iTWd3+Bezf4Pj44ukmm2RKdVLCzdOlSlixZQu/evRt4OkIIIUQL1fEC+PRq2Pe7KiRosKjj6G4ntB7aIKfUhH8nFewkJyfX2roSQgghRB3iu0N0J8jdqfqGVdJo4fx/nXIbDRHYSZ3Gev3113nsscc4cOBAA09HCCGEaKGsiXDjt9D/VnW6CiCprzq5Ftu1aefWwp3UaayIiAjsdjsul4ugoCAMBt/jfvn5Z1aFRzmNJYQQ4rSpKAd7rjqVZQqBoKimntEZq1FPY73++usnOy8hhBDiz81gVn27xGlzUsHOxIkTG3oeQgghRIPLKXawL6eEWRvSMOq0XNE3iZTIYCKDjU09NXEa1TvYsdlsVUtENputzsfKVpAQQoimlm0r5+GvNrJ4d27VtRnLDzL+rGQeGdPJtwCiaNHqHexERESQkZFBbGws4eHhfmvreL1eNBqNFBUUQgjR5BbvyvEJdCp9vvowl/VOZLAEO38a9Q52FixYQGSkqoT5+++/N9qEhBBCiFOVX+rgwz/2Bxyf9sd++qZEYDLoTuOsRFOpd7Bzzjnn+P3/QgghRHPj9kCJwxVwvKTcjcvjRdZ2/hzqHexs2rSp3i/as2fPk5qMEEII0RDCLHrO7xrHh0sP+B2/uFdC4J5eosWp90+6d+/eaDSa41ZOlpwdIYQQTc2o1zFxcBu+XptGUVmFz1hSuIVzO8U20cxEU6h3sLN/f+C9TyGEEKK5SY4MYtbkobwxfxc/bc7EoNMyrm8SdwxvS2K4pamnJ06jk6qg3NJIBWUhhGi57E4XRfYK0EBUsAmj/qQ6JYlmqFErKH/88cd1jt90000n87JCCCFOI6fLA9Dib/5BRj1BRsnP+TM76d5YNVVUVGC32zEajQQFBUlvLCGEaMZyisvZnlHMzJUH8Xhh/FnJ9EgKI9ZqbuqpCXFCGnVlp6CgoNa13bt3M2nSJB555JGTeUkhhBCnQXZxOX/9ehMLd+ZUXZu3LYsBbSJ58/o+xEnAI1qgBlu77NChAy+88AL33XdfQ72kEEKIBrbhUKFPoFNp1YF8lvqpNixES9CgG7V6vZ709PSGfEkhhBANpMTh4qNlBwKOT192gIJS5+mbkBCnyUltY/3www8+f/Z6vWRkZPDWW28xdOjQBpmYEEKIhuXxeKuSkv1xuNx45ICuaIFOKti5/PLLff6s0WiIiYlh5MiRvPLKKw0xLyGEEAGUOlxkFztYuicXm72CYR2iSYqwEH2cxpZWi4Er+iSx9mDtvEuAy3olEh5kbIwpC9GkTmoby+Px+Hy53W4yMzP59NNPSUhIOKmJvPDCC2g0Gu6///6qa+Xl5UyePJmoqChCQkIYN24cWVlZPs87dOgQF110EUFBQcTGxvLII4/gcgXuhyKEEGeyEoeL2ZvSGfnKQp6atYX//LqTy97+gwc+30CWrfy4zx/ZOZbWUUG1rieEmbm8TxI6raYxpi1Ek2qQnB23282GDRv8ntKqj9WrV/Pee+/V6qn1wAMPMHv2bL766isWLVpEeno6V155pc/7XnTRRTidTpYtW8aMGTOYPn06Tz/99Cl9HiGEaK4yCst47JvNHLvbtGRPLrPWp+Hx1L0NlRhu4bM7BnH/qA4khpmJt5qZdE47vrprMEkRtYMgIVqCkwp27r//fj788ENABRzDhw+nb9++JCcns3DhwhN6rZKSEiZMmMAHH3zgU7+nqKiIDz/8kFdffZWRI0fSr18/PvroI5YtW8aKFSsA+PXXX9m2bRuffPIJvXv3ZuzYsfzrX//i7bffxumUJDshRMsza31awLEPl+4np8Rx3NdIDLdwz8j2zJo8lB+mDOXB8zvSSgId0YKdVLDz9ddf06tXLwBmz57NgQMH2LFjBw888ABPPPHECb3W5MmTueiiixg9erTP9bVr11JRUeFzvXPnzqSkpLB8+XIAli9fTo8ePYiLi6t6zJgxY7DZbGzdujXgezocDmw2m8+XEEKcCTKKAm9VFdidx13ZqaTTaYm1mom1mjHoWnYFZVFDaS6krYMFz8HiVyB7O5QVNvWsGt1J/Q3Pzc0lPj4egJ9++omrr76ajh07cuutt7J58+Z6v87nn3/OunXreP7552uNZWZmYjQaCQ8P97keFxdHZmZm1WNqBjqV45VjgTz//POEhYVVfSUnJ9d7zkII0ZTO6xoXcGxgahTBJmmLIAIoyYLZ98MH58Lil2DBP+GdQbD8bSg7uTSUM8VJBTtxcXFs27YNt9vN3LlzOe+88wCw2+3odLp6vcbhw4e57777mDlzJmbz6a3Y+fjjj1NUVFT1dfjw4dP6/kIIcbJ6p4STHFm7Y7dOq+HRCzpjtRiaYFbNX6nDxd6cEqYu2su/f9zG8r25ZNcjobtF2TMfdsyufX3xS5C39/TP5zQ6qV8BbrnlFq655hoSEhLQaDRVW00rV66kc+fO9XqNtWvXkp2dTd++fauuud1uFi9ezFtvvcUvv/yC0+mksLDQZ3UnKyuralUpPj6eVatW+bxu5Wmtysf4YzKZMJnqPqIphBDNUUKYSjB+9dddzN6UToXbS/ckK/+4tDsd4kKaenrNUqnDxQ8b03n82+qdh/eX7KdHkpX3b+pPQljt4LHFKcmBZW8GHl/1HiT0Al3LDJZPKth55pln6N69O4cPH+bqq6+uChx0Oh2PPfZYvV5j1KhRtba8brnlFjp37syjjz5KcnIyBoOB+fPnM27cOAB27tzJoUOHGDx4MACDBw/mueeeIzs7m9jYWADmzZuH1Wqla9euJ/PRhBCi2WsVEcSzV3TnwfM74vF6CTHpiQyWX+ACySwq9wl0Km1OszFj2QEeOr9Ty89b8rqhvDDweGkueCok2DnWVVddVevaxIkT6/380NBQunfv7nMtODiYqKioquu33XYbDz74IJGRkVitVu655x4GDx7MoEGDADj//PPp2rUrN954Iy+99BKZmZk8+eSTTJ48WVZuhBAtWpBRT5BR8nPqY+6WjIBjn6w4xM1D2hDf0ld3TGGQei5snOl/vMslYGi5J/JO+l/K/PnzmT9/PtnZ2Xg8vuXHp02bdsoTA3jttdfQarWMGzcOh8PBmDFjeOedd6rGdTodc+bMYdKkSQwePJjg4GAmTpzIP//5zwZ5fyGEEGe+3Dr6fZU4XNTzANuZzWiBsx+Abd9CRZnvWGgCtD/vuC9RVuHC7nBjMerOuEBb4/WeeCOUf/zjH/zzn/+kf//+VXk7NX333XcNNsHTwWazERYWRlFREVartamnI4QQogEt2ZXDjdNW+R0b0CaC92/q/+dok+F2Qe5O+OVJ2LcAtHrodiWc+zeITA34NLvDxf68Ut5duJedmcV0jAvlrhHtaBsd3OSn/+p7/z6pYCchIYGXXnqJG2+88ZQm2VxIsCOEEDW4K1TtFZ0eLBHHfXhzl2Ur5+aPVrE9o9jnuk6r4dtJQ+iVHN40E2sqZYXgsAEaCIoEY3DAh7rcHubvyOauT9b6VO3WaODN6/owplt8k+Y71ff+fVIzdDqdDBky5KQnJ4QQopkqOAi//xtmXASfjIMt30Jx1vGf14zFWc1Mu/ksbh3aBotBlUfp1zqCbyYNoVN8aBPPrglYwiE8BcKT6wx0ALKLHTz6zaZa7Um8Xvjbt5vJLj5+xe7m4KTWn26//XY+/fRTnnrqqYaejxBCiKaSvw/+bxTY86uvfX0LdLoILnkdQmKbbGqnKiHMwmNjO3PH2W1xe70EG/VEBP8Jtq5OUV6Jg0J7hd8xW7mL3GIHSeHNP7n7pIKd8vJy3n//fX777Td69uyJweB7VO3VV19tkMkJIYQ4TSrssPBF30Cn0s4fYeh9Z3SwA2DU60g4A27MzYrmOMPHGW8uTirY2bRpE7179wZgy5YtDTkfIYQQTcFeANtmBR7f9CWkDGz49/V4wJ6r/n9QFGjrV4VfnB5RwSYiggwU+FndsVr0RIecGWVeTirY+f333xt6HkIIIZqapo40zsYIQorSYMvXsP4T8Hqg9wToeQ2EtWr49xInJc5q5pWre3H7x2t8juhrNPDyVb2IDT0zgp0TOo115ZVXHv8FNRq++eabU5rU6SansYQQf3oV5fDzo7Buuv/x2+dDq/4N935FafC/yyB3t+/1yLYwcbYEPM1ImdPFofwyPliyjx2ZNjrGhXLH2W1pHRXU5PV26nv/PqFZhoWFnfLEhBBCNEMGsyo6t/sXKD6m4nDP8RDRpmHfb/evtQMdUEnS22fDwLvOnISQFs5i1NMpPpTnruhOmcON2ajDbDizthtPqs5OSyMrO0IIcVThIRVsbP0OTFYYfDfE94KQmIZ7j7JCmHkVHFntfzy+J9w4C4KjGu49RYvUKCs7QgghWrjwFBh0N/S+QRUVPE4dlpOi0ajqvYFo9bKqIxpUC2/zKoQQ4oRpNGAJa5xAB8AcBmfdHnj8rNtUZV8hGogEO0IIIU6/NkOhtZ9K/ElnQbtRtS47XR4cLvdpmJhoiWQbSwghxOkXmgBXfQRH1sCaD1X/gX43Q/JAsCZUPSy32MHOrGI+WXEQh8vD1f1a0Sclgvgwc9PNXZxxJEEZSVAWQogm5SxV/3vMtllusYOnf9jCT5szfa53T7TyfxP7Ex8m1ZD/7Bq1EagQQojmy+nykFlURmZRORXuM2DrxxjsNz9oe6atVqADsCXdxo+bM5Hf1UV9yTaWEEK0IIfz7fzfkn3M3pSBVgNX9W3FjUPanBHNGmtyujz8b/nBgOMzVxzk0l6JxJwhFXxF05JgRwghWogjBXaufGcZOSWOqmtTF+9jzuYMvvzLYBKbKODxeLzklDjweL2EmvWEmAzHf47Xg8PlCTjucHlkZUfUm2xjCSFEC+Bye/hy9WGfQKfSkYIyFuzIboJZQbatnP9buo/L3/6D0a8s4sEvNrIz04bzONtrZoOeq/oFbhlxcc8EIoKPHzT5KCtSFZpzdoItXSVFiz8FWdkRQoijKtxu8kqceL0QZjEQZDpz/hNZWFbBj37yWyrNWp9Gn+RwDDot0SEmIkOMDT+JkmxwV6jWE0FR5BQ7uO/z9Szfl1/1kF+3ZbFwZw6zJg+la2LdB0LOahNJ5/hQdmQW+1yPCTFxw6DWGHQn0LIgfz/8+BDsW6CCHGsSjH0BUkeAWQ6mVP3s9OYWWbn6zPmXLIQQjSi9sIyPlx/gi9WHKa/wcF7XWO4b3ZE2UcHotM2/mq9Oo8FiDLxYbzHq+Hz1Yf634iB9UsJ567o+JEUENcybl+bC3gWw+CXVbiK2G5z/LAe8nXwCnUpOt4fnftrGOxP6EWYJvDoTH2bmo1vO4vv16Xy66hBOl4dLeiVw0+A2JEeewNyL0mD6RWBLq75mS4MvblRtKdqdewIftoWx58G+RbDoBSg4ADGdYdTfIakfWMKbenYNRo6eI0fPhfizyygq44b/W8XenBKf6yEmPbPvGUZqdCNVEm5gX689wsNfbfQ79sK4Hrzx227Si8oBGJgaydQb+xERdIorPI5iWPQfWPZf3+upw/l31L95f+mhgE/949Fz6xVweTxe8kodeLwQEWTAqD/BJpTbZ8MXN/gfi+sON82C4FPo/eUogdIcKDyoVkasSaqOkK6Zryc4S+GP/8KiF2uPXfom9Lq+2X8GOXouhBD1tO5gQa1AB6DE4eLd3/dQ5nQ1waxO3PAO0QxtV3sLYmTnWBwVnqpAB2Dl/nzySpyn/qYlObD8zdrXXQ6suoqATzPptWj89b9yOaDgIGRtUysNFXa0Wg0xoWbirOYTD3QA9i8JPJa1BSpq5znVmz0Plr0Jb/WDjy+DaWNg6lA4sAQqyo///KZUkg1LXvE/9uuTUJJxeufTiJp3yCaEEI3M5fYwa0N6wPF527N48PyOWIzN/z+XsVYzr43vza7MEj5ffQidVsO5nWLJK3Xwrznbaj2+xBE4GKm3gv3g9XNqKm0tY4YZeXmR/6dd1bcVUcfmDZVkwbK3YPUHUFEGOgP0vA5G/k2tlJysyNTAY8HRoD2F3/sP/KG2gGoqL1Jd3Sevgqh2J//ajc2WBp4AgXx5EdjzISz59M6pkcjKjhDiT02j0WA1B84bCTbp0Z5BHbhjQ80M6xDNG+P78NjYzvxzzjb+NWc7Lo9vxoJGQ52fu94MAY6ze1zE7/6Mx8Z0qDXUOiqIu89th6nmKo3TDotehmVvqEAHVMLs+o/hx4ehrODk59hxTOAu64PvhZD4k3vd0tzagU4ljws2f3Vyr3u66I9To0jbAH8/mgkJdoQQf2o6rYYbBqUEHL9pcGuiQ868wnVarYYgo57+rSP8jo/pGt8wnyssWXUx9yP00AKu7xvLj/cOY+Lg1lzUI563r+/D53cMqp2rU5IFa6f5f48dc1RgcbKsSXD9F7UDs66XQ+/xJ7+y43aqLbdAsraAJ3CtoCYXmhC4u3xUewiKPr3zaUQS7Agh/vTaRAVz69A2ta73SQnnst5JaM+A01j+hFkM/POy7lzcM4HKj6DVqBo1z1zaDWsdJ6HqLTQBrv5YbTnVZA6Hq6Zhx8QvWzLJKXag0Wj4dWsmOSUOyiuOqbNTXhR4SwWgOPCx+uPSmyB1uNpWuu5zuHwq3L0cLn4NQuJO4XXNENs18HjKkFPbImtsoQlwzf9Ad8x2oilUNWkNjW2aeTUCOY2FnMYSQkBBqZPDBXa+WnOEUoeLy/sk0Tk+lFjrmd9du7i8grwSJ8UOF6EmPdEhJkLMDZiD5HJA0RHYNkslFrceCh1Gk62N5Y6P17DxSJHPw3VaDd9OGkKv5PDqi7m74a3+gd/jrqUQ36Ph5txQDixVx9qPZQpVc45oc9qndELczqM/ux8gcxOkDIYO56sVu+YcqB1V3/u3BDtIsCOEEI1h+d5crvtgpd+x/m0i+L+b+hNeefTdXqCOhx9cWvvB0R1g4o8QegqrMI2l3Aa7foGfH6nOK4ruAOM+hLgezS9gKMmGvD2w5Ru1MtXzaghLCbyd1czV9/7d/I8XCCGEOCPV1aJizYECSh2u6mAnKAIufwc+Gw/ZNU6ORbRRW0/NMdABVX25+5XQerAKdrR6CIqCkJPcAnIUQ1mh+v+WCDCFNNhUKc6E7/4C+xZWX1v+Fgy8C875q5p3CyXBjhBCiEYRGRw4Adpi0NU+5RbRWlU0tqWrI+1hrdR2ivUUjp2fDlrd0bkG7uV1XF6vWnH57e+w82d1XK7TRTD67xDZTv35VO382TfQqbRyKnS7AlJabrDTzNbXhBBCtBTndw28GnPdgOTadXZAreAk9VGrJckDmn+g01AKD8L/jYYdP6q6RR43bP9BXSsMXIW63kpyYOW7gcdXvqeO+rdQEuwIIYRoFHFhZp67onut653jQ7ljeFufasj5pQ52ZxWzJa2Iw/l2HMee1mrJ3BWwdgaUF9YeKyuAjZ+Bvy7x9nzI2QXpG9QR+Mr6RP54XGqLLJDjnYY7w8k2lhBCiCqFdifZxQ62pBURatbTOd5KnNV0Um0aQkx6LuuVyMDUKH7anEFeiYNRXeLoFB9KXI1TbvtzS7j3sw1sTlOntswGLZNGtOeGgSlEnYE1jk5YuQ12/xp4fOfPMOBO3yTi/P0q/+bw0QRwvQkGTYZBd0OInz5flghofz6sm+7/PbpfGbhAZAsgwY4QQggAcood/PvHbXxXo32GSa/lrev7cnaHaMyGkwh4zAbamw3cO6p2JWWAjMIyrv9gJRk1+naVV3h4bd4uIoIM3DCw9Rlb56jedIa6O4xbwn3rGNky4H9XqLymSi4HLH0VTFYYck/tBp4GMwy9F7Z+U3uFJ7w1tB1xih+ieZNtLCGEaCRuj5eMwjIO5JWSUVSG29N8K314vV5+2pzhE+gAOFwe7vpkLemFdWyR1JfHDUVpkL/vaF8mD7uzS3wCnZremL+brOL6N9P0er24m3PF4kDMVhhyb+DxIfeouj2VCvb7Bjo1/fF64AaeEW3gjgWqcrRWD4YgOOsOuHnOqSVXnwFkZUcIIRpBXomD7zem8/aCPeSVOokMNnL3iHZc3iepWbafyCl2MHXRXr9jbo+Xn7dkMvnc9if/BiU5Kvfkj9dUrklwDJz9MAlxYwI+JbfESXnF8YOX/FIHB/PsfLbqELZyF1f0SaJXq3Diw86ggpCJfaH3DbDhE9/r/W6GhN6+17J3BH6d8kJwBghMtTqI7giXvQ1j/q1OeAVFHb9HVgsgwY4QQjQwu9PFB0v2MXXRvqpr+aVOnv1xOxlF5Tx0XkeCTM3rP79uj5csW+BVlAO5pSf/4o5SWPKyOuJcqTQH5j5K6pBMruszls/W1+59ZTXrMenr3oAoKHXy1oI9TPvjQNW1uVsy6Rwfyke3nEVC2BmShxISA+f9Ewb+RfUCQwNdLgJrq9oF/+rq4m4IUltWdTGFNGz9Hle5CmbdTjAGQ+hJNlZtRLKNJYQQx+F0u0krsLPpSCFb04rIKCqjruLzucUOPlzqf5thxrID5JQ4GmuqJ81s0NEjyX9DT4CzO5xCU8jSbFj9gd8h/cq3ubVXkN+x289uS2xo3asOh/LtPoFOpR2ZxXy+6jBu9xm0rRUcBQk94dy/wbmPQ3xP/5WNozsELlp41u2q35fHo5qrFmeAy9l4c7alwy9PqlYfb/aFD89XrScqCyM2ExLsCCFEHYrLKvhhQwZjXl/CpW/9wUVvLuXSt/5g5f58nC7/x6Pz7U4q3P6DIZfHS35pI958UKsdB3JLOZhXSqG9fu8VEWzkbxd18TsWG2qif5tTaCdQmqPydfxxO2kd5CChxpaTRgPX9E/mugHJ6HV136a+WB24Bs2nKw+R28jf6yYR1gpu+kElFtfU/WoYPBnseaqmzrQL4P1z4dcn1emthu4OVZINX96sAlnX0VXBwoPw5Y2QtlYlTbubx3H25rWOKoQQzcz2zGIe/mqjz7WcYgc3fbiKufefTduY2tsB5uMc0z6ZU0314XJ72JlZzJPfb2H9oUIABqZG8q/LutM+NuS4p5q6JYbx4cT+/P2HrRwpUHkfw9pH86/Lu5MYfgrbQcc50mw0BfHd3d3JKS6nxOEiPsxCdIiRUHPgruy2sgrsThcDU6NYtjePA3n2Wo8pq3DjaantH2O7wK2/qFWzcpvqYB4crWrtfD4B0tdVP3bVe7D5S7jj97q3wE5U0WE4ckzvs+BouPBl1dh15VR1OmzAHRDVQa1cNREJdoQQIoCisgpem7fT75jT7eHrtUd4+PxOtYKIqBAT7WKC2ZtTO8+lTVSQ/8rBDeBQvp0r312Gw1W9dbNyfz7j3l3G91OG4kW1aYgJNWHws2ISYtIzqksc3ZPCKC6vQK/VEhFsJMwSOOiol+AYiEj1f4IopjMERxMfYq47odjtguJ07AVZ7PYk8PLvR9iSbiMx3MIdZ7eluNzFC3N9E3fP6xp36nNvzqwJtStMH1rhG+hUKiuAZW/CBf9WDUAbwpG1vn/W6uDyd2Hu46r1RaUtX6s6Qec81mQBj2xjCSFEAOVON3v8BCyVNqcV4fBT2TYm1MTUG/oRfUxQExls5P0b+xMb2vCnhBwuNx8u2e8T6FQqdrj4dOUhnvlhK2NeW8y7C/eSW8eR7jirmfaxobSJDm6YYCE0Hq77tHb+SXAMXPPx8Ztmul2QthbvN3ewMj+Iy/9vI0v25FFgr2Bruo0nZm0hw1bO9QNSqp4SYtJzz8j2BBn/RL/Te1y1T3PVtG2WOgnXUI5NRO54geoAXzPQqbTqfShqgLYXJ+lP9LdACPFnVmB3UmSvwOP1EmYx1Ksyr9moo210MDnF/hOKuyZYMer8b0l1iAvlhynD2J5hY0dGMZ3iQ+mSaCXpVLaD6mArc7F8X17A8XWHCunbOpwlu3N5dd4u8kocPHpB59N3Kiy2K9y5BDI3QfZ2iOsG8d3rV9+lOB1mXkXW+e/wt18z/aae/G/5AWbcOoAfN2cwukssU0a2JyUyuOE/RwMoLq+goNSJ0+0l1Kz3qSZ9arSgr+Pvl94EmgZc40jopbYoK9tUdBwL854K/Pj1MyGxT8O9/wmQYEcI0aJ5PF52Z5fw+HebWHewEIAuCaE8f0UPuiZa62yDEGYx8MB5HRn//opaYwadhmvPSkZXRx5MYriFxHALo7oEbojZUEx6LVEhRvYFOCIeHWLEVladLPrJykPcOiyV1qfzCHx4K/XV+cITe17OTnDYKDIlklGU6fchHi/YHS7mPTCcUIsei6F53t4O5ZXyzOxt/L4zG68XkiMt/PPS7pyVGknIqf4stFrof6vKz/Gn3y0Q5KeVxMkKTYTrv4SZV6sEZZ1eJSUH4jyF8gWnSLaxhBAt2uECO+PeXVYV6ABszyjmmvdWcNBPUuuxuiZYef7KHgQZq4OiqGAjH908gFYRzaeGi9ViYNKIwEX/Lu2VyC9bqwMFt8dLQT1PajW5kmyAOgNLAItRT6zV3GwDnfTCMsa/v4IFO7KrVqcO55dxy/TVbD3aF+yURXeAXtfXvh7TBXpPgAArkSdFb4DkQTB5FYybBuYI6DQ28ON7Xttw732CmuffCCHEn1tZIdhzoThTneYIiT2pQmVuj5dZ69MocdQ+/up0e5i6aC/PXt4dSx15HVaLgXF9kzi7QzR5JU50Wg1RwUbirOZm17Opd3I4tw5tU6vuzB1nt2Vbho2isgqf65ZGOhXW4OJ7ABCRv4GuCR3YlmGr9RCzQUtqdPPctqq06Ugh6QFaYzz743Zm3DqAyOBTTF4PjlbFCfvcAKs+gIoSFfykDAJr4qm9tj96I0S0Vl8AUe1h9zxwHPMzShkMsZ0b/v3rSYIdIUTzUpypTnNs/bb6WmRbuO5ziOl0Qi9ld7pYuqd2Zd5Kqw8UUOJw1xnsABj1OlpFBNEqwn/xu+YiMtjIfaM7cv3AFFbsy0ejgdaRQfy4OYPPVh32eWzHuJAzp6O4NQFSzyFq9Su8PPYrrv3MTnGNAFajgdeu6U2ctXE/T36pg0J7BR4vhFn0xJxgovnS3YH/Lm5OK6K8IkAtohMVEqO+kgeo+kbHq6jckCLbwp2L4I//wq6fwBiiqkJ3uaxJKytLsCOEaD5c5bD0dd9AB1TjyP9dDrf9BmFJ9X45k153tF1Agd/xmFATRl3zWp05VWEWA2EWA+1jVePIvdklLNiR7fOYeKv56GmxMyTYCY6BK96Dpa/Tecl9/DThP/x8wMvyNBdtY4IYf1YKSRGWOvOvToXb42VXVjF//XoTm49uN7WNDub5K3vQKzm83nWTkiMDB8vRIUZ0mgb+u6gz+HZLPx20WohqC2NfhBGPqT8Hx6qItAlpvHXVPP+TsNlshIWFUVRUhNVqberpCPHnVXAQ3h5QXY31WDf/CG2GndBLbjxcyGVv/+F3bNrN/RnZufGTh5taRlEZ+3JK2ZtTQruYENpGB5NQn1NhpXlQlq9WByzhTd/zyOVQ+TtuB5jDcZoiMeg0aBr5Rnowr5SL3lhaaztUr9Uw595hdI6v331jf24po19dhNtT+7b7+NjO3HF222a3NVpvFXbVlsIYohKVT5P63r8lQVkI0Xy4ygIHOgD5B074JdtEB/HUxV049h5y59lt6Z0cfsKvdyZKCLMwtH00Nw1uw9D20ccPdDweyNwCn1ypeh69MxCmjYG9C8F5/KTuRqM3QXiyygsJjsao1zZ6oOPxePl+Q7rfvC+Xx8tbC/Zg9zPmT0KYWlEzHlPQcUy3OK7sm3RmBjr2Aji0HL65Q/19Wfi8ak3haV49yWQbSwjRfBiCwRQKjmL/4zEdTvglwyxGxp+Vwugucaw7VIDL7aVv6whiQkxYW3J13VNRdAg+GuubZFpwAD65QuVjJPRssqmdEnu++nI7wRymWixo6/6dv6zCzfK9gesXrT9USInDVa96RWaDjuEdopn/0DlsSSuiqKyCXsnhxFnNp56Y3BTKbbDmQ1jwr+praWtVe4pbf1G1lJoJCXaEEM1HaDwMnqJ+OzxWVPvajQ/rKdikJ9ikp3VU8z6t0yx4vbB1Vu3TNABej/rZXPm+CkrPJHl74PspahUCVB7QmOegwwVgCdzt3ajX0irSAvv8j8dZTRj19d8kMRl0JEcG1Zm/c8YoyfYNdCo5iuHHh2D8ZxAUcfrn5YdsYwkhmg+dQRVFG3wP6Gr8pps8CG74pulzRpqY1+sls6iMHZk29mQVk1dSRwG3k+Uqh/2LA4+nrQVHScO/b2MqOgLTL6oOdEB1Yv/2Tji8MvDzAINOy82D2wQcn3Jue8KD6liVcTmh8JDaFszbC+UNVE+nOaj5/fQ3Vu7/YEBTkJUdIUTzEhIL5/4NBtyu6u0YglTtkGP7Kv3J2B0uVuzL42/fbSHTpvKaOseH8so1vegcbz1uwb160xpVZ+y9AcatiSp3pjEVZ6mtJp0BQuJO/STPkTWqpIE/856CpD5qpSeAlKggXriyB0/O2oLraHKxRgOTzmlHn5TwwO9bmgvrPoYlr4CzRD2pw/lw4Ssq9+hM5z1OXk4zOv4kwY4QovkxBoGxDTSPFfBmYU92Cbd9vManL9SOzGKufW8FP913NvFWE9nFDmxlLswGLZHBxrpXHALR6aD/bSoXw99h3eGPNF7gac+H/Utg/jOq3IA1Cc55VLWXqCMYOa6D/k/jAZCzAyrqXiELNRu4tHciQ9pHsy29CKfbS4+kMKJDjISaA+R9uV2w8XOY/4/qa16vapRZeARu/A5Cz/CTgCmDA48l9a1ze/B0k2BHCCGaueLyCl6et8tv7FHicDFnYzqJYWaemLWFUqcqTDe4bSQvXtWLlJPJDQlPgSveh+8nqxUWUKsSQ++H5IEn/0Hq4nLCpi9g7mPV12xpMPtelW9zzqNgCjm5146uI7E9JBa0x6+TE2TUkxKpr//3syQDFv/H/1j2VpUEfqYHO6FxMOReWPaG73W9GS56DYKimmZefkiwI4QQTanCDsXZKiHYFAJB0WD2rRdS6nDX2Ttp1f58YqymqkAHYPm+fG78cCVf3zWYsgoPC3dms+lwEb2SwxjRKZbEcEvgrS9TCHS5RAU22dtUfZv4Hmp1xdxItchKMv0nuwKseFvlcp1ssNN+tMoBc/vpBTb0AbVVdjIKD8OBJXDgD1Xdu8vFajVKb1JH9MsLAz83ezu0Ouvk3re5MIfBsPuh7QhY+hqUZEGbs2HQ3RDRpokn50uCHSGEaCrFWeq3/3XTwV2hVk86XQRjX/KpFG3Sa0kMt5BX6r9xZ6tIC+mFtesT6bVaDuTamfjRKuxHA6Gv1x0h2LiDz+4cRM9W4YHnZrD49jxqAFm2ctIKyjhcYCclMoikcAux1qOtDOz5gbtie9xqlScy9eTeOKyVSnD//Hrfsga9roceVx33+LlfOTvV8Xx7jWPpC/4JE76G1sPU6kagAAvU6llLEBQF7UepwM3lAHOo+uzNjAQ7QgjRFJx2WPQSrPm/6mteL+yYA2UFcM3HKjEbiAg2cveIdkyaua7Wy2g1cG3/ZMZNXVZr7M7hbbn38/VVgU6lUqebSZ+s49u7hxBnPT03pgO5pUz8aJVPp/l2McF8dMsAtTV0vKRnwykc1dYZIWUITFqucoHKC1UX8JBYVRn6RNnz4Lu/+AY6oALWL25Q72MIhptmQUmOSrTe+RNs+FQl9QZHq1IKp1NFmVp5KSsEY7BaQWzIY+GNteLXQOTouRBCNIWSLFg/w//YwT/U0eijbGUVlDpd3Dq0jU8laLNBy78u686OzGL6ptS+cUUGG8gI0GU7rbAs4EpRQ8stcXDXJ2t9Ah2AvTml3PPpOvJLHOrmGxOgK3ZI7MlvNVXS6dUJqLbnQNfLIKbjyQU6oIKc9PX+xxzFkL9X5Rp9dCF8NVF9abRw2dvqNNuNP6jtrtOlJBsWvqBasbx/jqqK/eUNqj3Ln4Ss7AghRFNwFKuVgErtRkHfm9RWllYHnuoWBPZyB8//tINRXeL4cOJZZBSVYdRrsZoNfLz8IHqthuTIIFbsy/d5C389mGqqcJ2ekv55JU52ZPqvir3xSBF5pU4i42Lgqo9g+oVqZauSIQjGf6qqHTcXNX9u/hQehsM1atC4K9QRdGMI3LHg9H4WdwWsmQZ/vO57/cBS+PRquOmHP0X9Kgl2hBCiKRiDVWDj9cKQe9TKxg/3VFcujmqvbv7WREwZm2gVYeHLNYf5cs1hIoIMuNxeio/2ZLrj7FSsxxyBjgk10S4mBJNei8NPUGPSa09bi4LS4/SOqtpmi+0Cf1miCtIdWQ1x3VXyqzXp5PJqGos5XG1FlebWHtNoVPBQ5qeg3poPYeBdjT49H8WZsOxN/2M5O1VgJsGOEEKcwSocUJqpkl91JhVQhMY29ayU4BjoOFbVeYntArPu9h3P26Oq/t74HRG/3s/9w2Zyy9fqRFaBvXplQafVMK5fK+JCTYztEU9+aQVBRh3hQQaigo3cP7oDL87dWevtHzqvI7GhjVwc8KiIYGNVXHcsnVZDWNDRQE2jUVtN4cnQ85rTMreTEhoPY16Ab2+vPdbvVtgzz/+HdTkC931rLM5SVdAwkLzdkHyGnwqrBwl2hBAtkz0P1n0Ci55XyZmg6q1cPQNiu556Vd5TZbbChS/D3t9hxbv+H+Owwb7fwRJBn+KFPHLOEF5bklVVxTfYqOPpS7rx9oI99GgVRpG9grcXqtLH3RKtvHV9H8aflULryGBembeTfbmltI0O4eHzOzKoXRQmw/HryzSE6BAjl/ZK5PsN6bXGru7XipiQ0xN0NRitTlVCvnEWzHsasrZAWDKc/TCkDIJ3BgR+nvE092czWFTytytA4cST7Dd3ptF4vf7Czz8Xm81GWFgYRUVFWK3NO6NciJYsv9RJfqmTEoeL8CAD0SFGQkwn2Zl801f+f/O2RKitkuZSrr/gILzVL3AeSPdx6vjy9tnYe9xIxpB/sCG9DINOg16nZcayA6zcr3J1XhzXkz/25HJe1zj0Og16rYYOcaGkRASRX+qkwu3BoNMS3YArOlm2cvJKHVS4vESFGIkNNWHU1w6ism3lvP37Hj5ffRiHy4NJr+XGwa258+y21cfPj6c0VyVuV9jBEqkSl08keCjOUs93H02IDokDwymeRivNVYGEVq+K7BVnqMTkfD+dQ3teCxe/dnoDnooy+PUpWP1B7TFrItw+X/3vGaq+929Z2RFCNAuH8+3c/8UG1h5UuQ5aDVzZtxV/HdOp/jfDSsVZ8Puz/sfKCuDwioYNdooz1VaBzqi2pwyW+j/XYFEF2HJ3+x+PTIV9iwAIyt3Msu0HeWFhNi6Pt1Yuzkd/7Oefl3Xjjo/XUlSmgqfoECOvXtObgamRDbqS43J72JpuY/Kn6zhSoFbOgow6HrugM5f2TqzVqiLWaubxC7tw+9ltsTvdBBl1xFpNmPwERn7l74evb6k+BaXVQd9bYMRfj39Sy+NRVYu/vKk6CNGb4ZzHVFJ48ClU+j1aHqBKaAJM+Ao+G+/7M21/Hox+pmlWdoY/pP6O7pitag71uwXiukFE6umfTxORYEcI0eRyisu5fcYadmZV5zN4vPD12iMEGXU8PrYzFuMJ/OfK7YSCA4HH09ZBj6tPfsKVyopUBd1f/gaFB1Ww0+s61dogrJ5Hi0NiYcTf1I38WHoTtD8fFr+s/hyezLosj0+l5Jr2ZJeQUVReFeiASv5dfSCf2FAT5RVurBbDSfXNyi914nR5CDHpCTHrSS8q47oPVvjU8LE73Tz9w1ZaRVoY2bl2AGI26Eg+mfYVxRnwyZW+qyUet6pRZAlTQYu+js9TdFjlP9XsOO4qVz24wlpBzwb4u1BTVHuY+KMqL2DPB2uCCoKbqpltaAJc9iac/y9VqXru31S1ao1GnQK84IW6W2q0AM0ovV0I8WeVaXP4BDo1fb7qMDklJ1gPRmeou45JXPcTe71ADiyBLyaoQAdUkLVuhrpWklX/10k9R92wtTUCuqAolRMS0Rq6XKqu2dLpFhN4W691VDBZturcjCCjjjev68O6QwVc8N8lXP7OMka+soj7P99ARlFZvaaWV+Lg580Z3PjhSi56Ywn3fr6evdkl/LYtq1axwkov/7KLvJK6m2uekIKD/reFAFZOVTfwuhxc5hvo1PT7c2olsKGFxkFCT2g3QrWSaKpAp5IlQgV4My6F9KPFKb1e2PMbTBsDhYeadn6NTFZ2hBBNLq0g8I3X6fYc9+hyLSFxanVl9r21x4wh0GbYCc7Qj+JMtaLjT/p6KDxMoTaC3BIntrIKrBYDUSFGIvytqARHwdB7ofd1eOwFZBmSyC3X4UZLtMtEyIXvUjjiDfJLHQw2WXjabOXdhXvJOSaguHVoG6YvO1D159uGpfLh0v0s2+tb6Xfhrhwe/2Yzr4/vXecKj628gncW7uHDpdWvuWBHNhaDFk0dCd57c0pwNmQNn7w9gcecpaoadV3SaleerlKwP3BLh5bEWapWCNueA30nqkrOGq3K6VnxLuz4UR2Lb+rE/UbSpMHO888/z7fffsuOHTuwWCwMGTKEF198kU6dOlU9pry8nIceeojPP/8ch8PBmDFjeOedd4iLq14iPXToEJMmTeL3338nJCSEiRMn8vzzz6PXSywnxJkgMSxwTo5BpyHYdIK5JhoNdD6aJLr8reoCfaEJqkBdWKtTmO1RztLqFZ1jGYNJ18Tx10/Xs3RPdS2WIe2iePnqXiSG+8npMQbj1JpZmx/KlGnryCt1otNq+O+1vfl1WyazN2VUnWbukhDKa9f25qGvNpBlc2DQabhneDLBRi27s6uPGfdODufNBf4DhYW7csgrddYZ7OQWO3wCnUoZReUMbR9d+wlHtYkKxqhvwI2DyLaBxwwWMB5nayyhZ+Cx8BS1/djSOWzq5JUlTLW6qOxDFhSltrGyt4Gr7NTacjRjTbqNtWjRIiZPnsyKFSuYN28eFRUVnH/++ZSWVjeDe+CBB5g9ezZfffUVixYtIj09nSuvvLJq3O12c9FFF+F0Olm2bBkzZsxg+vTpPP30003xkYQQJyE+3Ey7GP8drcf1bUX0yRxNDo6h4Kz7KbxtOXnX/kD+Db9RdMMvFIV3V8mtp0pnCHiTLBr4MI/NTfMJdACW7c3jka83Umj3v5KQVljGTdNWVrVxuKRnIn/szeWHjRk+ZVu2ZxTz5KzNzLy5F19fn8KCG+O43TGDNibfrUB/xQRrKi6vuxLwlnSb3+vrDhXSr3UEpgABzUPndySqnj+zCrebzKJyMovKcLr8b4sR0SZw48z+tx8/QTl1uFrR82fE42rLqamU5oItXeX2NCadERJ7qaPyNRuu2vNg1iToeAFoW27Q16RLH3PnzvX58/Tp04mNjWXt2rUMHz6coqIiPvzwQz799FNGjhwJwEcffUSXLl1YsWIFgwYN4tdff2Xbtm389ttvxMXF0bt3b/71r3/x6KOP8swzz2A01v7hORwOHI7q5V+bzf8/aCHE6REbauajm/szaeY6th69wWo0cGH3BB44ryNBJ5KcfNShfDvXTF1Hpq0cnVaD21MCZPOX4XYmjWhHiElPVrGDMqcLk15HTKgJs0EHFeXgdR//lEpwjOqavW56raHcVqNZPO+w36f9sSePvJLaKyper5dv1h6hwl0d1YzpHsf9n2/w+zoH8uzY8jLp/+PYqkJ17YLjeO2a8Tz1/TZKHC71eeoQepxj/YGCGYC3Fuzh49sGMOXT9eQUO6oe/+B5HTkrtX75KWkFdqYvO8B369PweOHy3oncOjSVVscmMVsT4YbvVD+n7O3qmkYDPa+HIVModenILizljz25lJS7GNo+isRwS3XAFdYKbp4Dn09Q3dNBBatDH1D1cpqCPR8Or4KF/1YnzWI6wqi/Q3wvtfpSH45SsOeoo+/GELVyGajStEYHK9/3P+ZxwfbZqnN5C9Ws9nmKilQCWWSk+oeydu1aKioqGD16dNVjOnfuTEpKCsuXL2fQoEEsX76cHj16+GxrjRkzhkmTJrF161b69OlT632ef/55/vGPfzTypxFCnIiUqGA+vnUAuSVOSqvq7JiwWupfZyezqJzcEgelDhdajYbRXWKZueqQT4+o9xbv49LeiRTYnbjdXgrLKrCa9RjLczGU7ka3+n2Vx9DrOrUiEOhUlcGijj1nbvRtCqk3UWyMBfwHO6ByYY7ldHnYkub7i5fHU/fqzOFCJ33NYVXBTmhiZy7qmMiA1mHYCvOJCvUyrF0US4/J2QE4p2MM0SF1/ybfJcGKQafxCcAqub1eOseFMnvKUHJL1EmtmFBTVdDoqHCTU+wgq7gcrUZDbKiJ2FAzhqMBVHphGde8t4K0wup8rWl/HODHzRl8O2kISRHHBDzR7VUfp9IctTIRFAXBMRRj4YcNaTz5/Raf1a9RnWN5flwPYkPNaiUvsY+qKVOaoxJ1Q2IhOPb4W2CNwWlXvbJ++3v1tSNrYMYlcNk7qh6P7ji356I0+O0fsPUbFawEx8Cop6Hzxf6ToSvKIL+O3KesrUeDppa5jdVsgh2Px8P999/P0KFD6d5dnZTIzMzEaDQSHh7u89i4uDgyMzOrHlMz0Kkcrxzz5/HHH+fBBx+s+rPNZiM5uZkUGBPiTywqxFTv7Y+aPB4v2zNs3P7xmqou31oNjOvXiucu787fvtvi8/ifN2fgcHn4YMl+AF67OInwDa+j2/Fd9YP2L1JHiG/6PnCOjzUJrv9CnRY6vFodMU7qh7Wi7lWhULOBQ3l2VuzPI72gjIFtI+kUF0rPVuEs3FXd7VyjIWBvK4CUcKNaIdCb4dwnoPVQjDodSc4DJLmOwOdP8tL57/EoESzZW92raXiHaF64sgdhxzl+Hhtq4qWrevHglxt8AgmrRc8LV/YkLMhIGBAf5puDVFxWwY9bMnjmh62UV6i5h5r0vHxNL87uEI3FoOPnLZk+gU6lLJuD7zek85dz2qHTHpMsGxKrvmpIz7TxxCzfny/A/B3Z/Lw5k5sGt65OprYmqK+mVnq0C7m/ysa/PK6SiOvKKyvJVif+agbZpTmqt5pGq1Ycj13hMQRBdEeVWO9PQi81nxaq2QQ7kydPZsuWLSxdurTR38tkMmEytdwfqhB/NpU1X2zl1ae2PF74as0REsLMDG4bxfJ91asbJQ531VH3qGAjg0JzMdUMdCrl7YF1/4PhfwVdgC2hkDj1lVzdIiCqzMnITjEs2JlT6+HDO0RTXuFm7H8XV6+YzIdO8SG8fX1f3lu8tyq4mbslk6v7teKTlbWPBbeNDiYxPg4mzla/1desBuwqh2/vBGcJicue5M3et5F3TldsTrBaw4iyhhLuL0n6GGaDjvO7xjH3vrP5dOUhDubbGdY+mjHd4mkVEfj5O7OKeeybzT7Xih0u7vpkLXPvO5s4q5nZG2u3jqg0e1M6156VXK/A98s1RwKOfbBkH2N7xKvVnebC41GrLFe+rxKCLRGwfY4qWQDqiLw9r+5gp/CQb6BT0/x/QLtza5desISpek77F9d+js4AvcareZkC5Dad4ZpFnZ0pU6YwZ84cfv/9d1q1qv4Bx8fH43Q6KSws9Hl8VlYW8fHxVY/JysqqNV45JoRo+TYeLvQJdGqaueIQV/ZV/+E36bWYDVrOSo1kyxG1bT6sXQSxOz8N/OLrP1Z5EUcV2p3szy1lV1YxmUXluN0e0gvL2JVZzMG8UorLKwizGHnuyh6M7BTj81IjOsbw7OXduX3G6lqrFjszS/hpcwYf3zqAOKu6yc/ZlM6AtpFc3b8VNR/eIymMj245i7iYWGjVX9Xiqdn2IGsr9rYXsH/8Ymak/JsPM1PJtXtIKt9Nu1mXEu6pfzJssElPp3grT1/Sjfdu6MftZ7clOTIo4NHz4vIK3gpwAszrhY+PHo0PMgbOJ7IYdOiPXdXxw+Px1lkvKL/U6bOF2eTcLtXNfcbF8OWNKiD9bLwKNi54vvpx2uOsQ2Rs8n1szeTrkuzAR/HjusLlU8FUo61CSBxc8Z4qo7DkFf+d3FuAJl3Z8Xq93HPPPXz33XcsXLiQ1NRUn/F+/fphMBiYP38+48aNA2Dnzp0cOnSIwYMHAzB48GCee+45srOziY1Vy5vz5s3DarXStWvX0/uBhBCNryT7aI+jbJWQaU1kV1bgrs55pU6Swi1MvaEfDpcbg1ZDh5hghnaIZu6WTHRaDTpvHXVW3BVVHazTC8uYunAvn60+RIXby2MXdCLIpOe1ebsosFeg0cDoLrH8/ZJutIoI4rXxvckrcVJc7iLErCciyEBmUTmPX9gFjxdCzXq+WnOYX7aqX9DemL+HJX9txfeTh5FX6sDt8RIVbOScjjFMPrc9RXbV0TwqxEhkcOBVD7s2mHnJ9/LA9MNU3uvfBHomRfHe+e+SwInXUtFpNejqOMWWXVxOjs1BTomDW4a2oX+bSN5ZuKeq8GBEkIG/j4xlSFwF1rQlfDg2hp/2mfnH71nYynwD1ZuHph53iw1Aq9Uwpms8P232vzUzMDWSEFOz2cAA2xH432XVjWlBVYJe/X9w3r9UXlFZgcpHqos1UR3HH/YgWMLValBILBxcDivfC3yU3hwGPa5SicjZ29Q+qcMGS1+DzM2wdwFEd4Le4xvsIzcXTfq3YPLkyXz66ad8//33hIaGVuXYhIWFYbFYCAsL47bbbuPBBx8kMjISq9XKPffcw+DBgxk0aBAA559/Pl27duXGG2/kpZdeIjMzkyeffJLJkyfLVpUQLU3BAfj8epVMWanzJXTv/lLAp9wwKIVMWzlPfLeFsgp14zXqtNwzqj2tIiz8vDmTrNFXE7d9tv8X6H41eZpwDhzMZ86mDMxGHVNv6Mee7BL0Og1Pf189F68X5m3LZl+OnU/vGEic1UyYRd14Sh0u5u/I5tGvN1XNw6TXcs/IDiSFW5j2xwFcHi9ljgrahuuID/M9kRNmMUKU+iXRVu6i5GgA5U9W/Dnc/+Yajm3zvCmtmP/bHsejrcJoyEPGB3JLuW3GGvbmVAedA1MjeeO6Pkz5dB1mg46vxifRfsFd8JtalbAAVyT1o8d1bzNu5iGKjxaOHN4hmkH1PM0FcFZqJIlhZtKP5mpV0ms1PDKmE6Hmk2wk2xj2zPcNdGpa/YE6HZbQE0KPsyuR0Asu/A/Mvl+1wqjU6UKY8GWtvCYfOgPsnQ8//9X/+KIX1DZYUx7HbwRNGuy8++67AIwYMcLn+kcffcTNN98MwGuvvYZWq2XcuHE+RQUr6XQ65syZw6RJkxg8eDDBwcFMnDiRf/7zn6frYwghToeSbPjiBt9AB2DHbLr1f4ToECO5x7SVMBu0XNE7kaveW+Fz43e6Pbzy6y7eGN+bWevT2E4qUUkD0Ket8n3t4BhyBv6Vx7/dwm/bs6suv794H38Z3pbQAMHG3pwStmfYwOsmLkwlKx/Ms3PvZ755Fg6Xh5d/3clb1/Vh1oZ0gow6grPWwNz/wuDJ6jf9Gjeu9MIyftuexaz1aRj1Wm4ekkrflPBajVJ/31tcK9Cp9Nn6XG47pxMN1ec621bObTNWszen1Of6yv35WC0GrhuQQqdQJ20X3gOZm3weo01bS4dlD/PWFa/y9bZSxg9IoWNcCDEnkGOTGG7h878M5qW5O/h5SyZuj5ceSWH887JuAWs3VSkrVIm9BfvBHK7yXOo6vl3Jlq6+yvJVob769r3KrJ1IXaXwkEpMDm99/NfxulVhwGO3nHb+pJp7Jh3nCHnm5sBjhQeqi3C2IBqvN9A/iT+P+raIF0I0oayt8O4Q/2ORbdlzzQKmfL6ZHZkq8dhs0PLK5R1ZvM/GF2v9J8MOaRdFlwQrn606xHc3tqV9wWJ0qz9QCb5dr4CBd/LlLjd//XqT3+e/dX0fHv9mc9WqRE2Tz21PZqGdR8Z0IDIkiL99t5mv1/pPpj27QzTtYkIYmuDlvM2PqOPszlLoPg4ueBFCYkgvLGP8+ys4lO+bjzGiUwwvXdXTJwn3xR+38O6SANWdgaUPDaFVTETA8ROxJa2Ii9/0f7BEq4H3buxPJ20aKZ+fG/A1vJNX443qgLYeeTpVXE5wFoNeVVC2O13klzhxe72EmvV1bvMBait03tOw6fPqa8Ex6nRdQu/AhSeztsLMq6vr9QB0HAuXvH78FZkNn6oCfv5Ed4Sbf6x7VabS3gXwvyv8jxmCYPLKwEUYQSXd/zDF/1hsF7hpNoTE+B9vZup7/25Gm5lCCFGHsoLAY/n7aE86M28fSF6pE0eFi3BXLqG565ieF7gh6JGCMp65pBsTBqYQGWxE16EjdL1M9Q0KiiS3zMMHi1cEfP4vWzIZ0SmG2Zsyao3FWU3MWp/Gyn15nNvFxL5jVj6Onccj57UjTGNnvvd5gvroSDEWEbv8OQwF+3FZovh81aFagQ7Awp057Mws9gl2hrcJ4t0l/t+rZ6sw8h2Qvj+PVhFBxFnNtY94n4Bj+3PV5PFCTIiRBE/dlZo1zmI09Z1DZUf7Fe/BkVVqJWTYfQRFdSQosp7F+NwudfqpZqADapXn48vgrmUQ4SdYKEpTR8ZjOqlgtLxQXd/1MyxJVnk3hjpWpdoMU6ev/P1dHvX3+gU6APkHAo9V2FWwXpfU4Wolq3L+teZxZgQ6J0KCHSHEmSG4jv8Aa3VgtPjW6SkqwbV5Ob3irmP1Af9P65pgJSnCQnDNJNYa/6H3esuxOwMv6ReVVZDg5wh3sFFHnNVMWmEZM1enM7JzHL2Sw1h3yH/A1jUhlKxCO5d9trlq+ynEpOfdy19hYNoK7FG9+W599UpCVLCRCo8HR4WHW8+Koa0uB29mJhpTKITE0S5CR9eEELZl+CZuazTwl+HtmPTJesKDDJzXNY6x3eJpFxuCXlePw7lFR1TV38JD0HoI6AwkhgReQTDoNESGGDF46tji0WjUjbe+0tfD9Iurm3dmboIds+GiV1R9mWOK4uWWODiYZ+fHTekY9Vou7plIqyA34cvf8fPiqAKNaWtqBTuFdidphXrmmO/DYYALLzTSpmQj0fMfPNrt/mMYPEWdjAskLBkmzoFvboOcHeqaKRRGPg1thtb/exDbOfCYJQL0xykMGJ4Ct/wEX98COTuPzsMK5/0DkgfVfx5nEAl2hBBnhuAYaDdSLeEfq+d4VQ23prBk9Oc8zPUlej5ek4vT7VuYT6OBe0a29w10jsosKiO9sJwsWzn/uaoXm9OK+O/83VUniyqN6hLHnmzfflRWs56XrurF27+r49cejxevy8kNg1rzyYqDtaoRazVw69DW3DTNN6E4OsSIFheauM5Y98/li8sTSXcnU6YP51C+HZNeS6+kEJJ2TCPof8+q1Si9CfrfRuygSXx4YShTNwbxxcZcyis8dEu0MmlEO37blsljYztzpMDO3C2ZzN+ezbh+rRjTNc5v4FYlbw98dCG0HaFWKL68EYoziR71Kv1TOrHmUFGtp1w3IIWYUBO4YlTy7M6far9u1ytAZ1Knko7Xs6w4S20D+etSPvcxaD8ajG2qLuUUl/P4t5t98q2mLtrHxEEp3Df4MSJ/fzTwZ60hv9TJm/N381GNjvLTVsHIDm154aLpxP5wvVpNOd6KiqMYMjZA35tUUOQ+GkgfWKoSly313FqMTFWnsfL31R4b9pDKO6qLRgNx3VTgZc9VW4JBUWobTteMErobkAQ7QogzQ1AkXPY2/Pyo+k3e61U1RnpdByOf9F8MzZpIq2A3M+8YyANfbOBIgToJExNq4sUre5AaU7vS8a6sYiZOW1VViRmgX+sI3ryuD3fPXFdV8C/eamZ4h2jGdIvl0l4JbDhiIyLIQJjFwPQ/DrDpaB2f63pHYg2yYA7S8sntA3noy41V84gNNfHClT2YtT6D0hqBVJuoID69LIzEOdeqRFggEYhLGcr2Ia9w+5wDOFweTHotr158Pud23U3Q1s9UNd4V74DHTcKgu3nCOoO/XDOc8ojOLNhfxgs/7+CRMZ2YumhvVQ8ygM1pRfxv+UE+uX0ACWF+Ah57AXx/j0qM7XKJShQ/Kmrp33njyu94alkUC3bl4fWqFZ3xZ6Uw5dz2WAx6MISrlRe9BbZ9pwIzrQ66Xg5dLoX3R8D4mZDUr+42CWX5kLfX/5i7Qq1SRLSpurR4d65PoFNpxopDjL3ubAYFRfpvwJno22Zod3axT6BTacHuQpZ0SGRcXDe1xXW8fmq2dPh+sv8xY7D6e1yfYCM0AW78Dr6bBIeWqWsGCwy5VxUHDFQA81h+KlK3VJKgjCQoC9FslRerejpZW0FvhJguarm9LF/lTJhC1X+sj7nJZBeXk1FYzuF8O0kRFpIjg3B7vBTYnXi9quZLnNVcqzBeZlEZl7+9jExb7d/QL+wRT2SQkS/WHOaSnoncf15HUo42rMzILeCrjTn0bBXO4fwytBqIDzOzfG8utw1KICG6ehsny1ZeYx5GdBovQ1783WfF57NrUxi84Cq/pf2dXa/hBf2dTFulbuIaDfxycxs6fnmOuuGDumFOWaOKzdnzOOyJ5uzXVtAxLoRr+ifz7I/b/X67n7m0GxNrtleolLsH3uqnbqYZG2pX4TUGU9zvbnK7TsSuDSHUbCI61Fi7gWtZEeTuguJ0Ncc981XujLtCJdbevaLubaDs7fBOHdss13+hunejVmNu/HClT1BX0wXdYvlv6CeYNkz3HbAmwe3zqioQO10e7vt8PT9v8V/Lp0tCKDN7bSHSUAGDJtcdrP3+vDra7Y/JqhKLrXWck7Png7NEtYQIjlH/Bux5alXIHKZWZlpwywd/JEFZCHFms+erVYolL1cV9UNnhEvfVM0OA5S1P5Rv55aPVvvUfGkTFcT0WwbQOT7AfwzdLigr4Ei+xm+gA/DL1ix+uX84d5/bnohgg1qxOMpiNmHUabltxpqqir16rYanL+5CSJBv/kSc1UxcjaPi+aVOOsdb2ZymVoKCjTpa63IC9jAy7viWq666h2lHT8l7vfD51jKebDsa7e6fj36eCnCWqVWO4GhMtnI6xoVwUY8Eft2W5fd1Ab5YfYhLeibUbtNQuW0U2RbW/6/2E52lhC7/D6F5m9RKTYcx/htKOktg5lX+E2Mr7HD4OMGOJTLw9o1WDzHVuSwuj8dvw9VKRWVuXIOuwrT9m6pGqrQaAFdM9Wm14HJ7KCwL/DrF5S5crQZCQsrxm3fa66hO7CxWK14ejwrmQW0taTQqmMncorbq0taowLDvTSr4jO5Q93sKoJm0ixBCiFqOrIHF/8EnkcXtVPVFCg74fUp+qZP7PlvvE+gAHMizM2nmWnL9nRwqOAgLn4evbiIzJ/DNyO3x4vJ4SAy3+AQ6ADuzy3hh7k6f1gQuj5enf9jG3ry68zgig408Prb6Jm21GNCVBO4bhceFweP7mvsKPVQEqyJwJb1v58B1i/kxI4S5WzI4mFdKiLeE7y81cG2K/1WOSho07M8tZfX+fN82DOZwtYJWmqOSbAMJS4at38Geef7H3RX+A51KuQG2qCqFxqmu4P62esb82ydvK1xbzshO0QFfamyPeIJSB8Gk5fCXJTB5tVoZimrn87ggk54Luwc+Un5upxjCk7vXnUBfqdNFdY95PbDyXfj4UvW1cioUZ6iVzWnnq0AHVGC4cip8eo0aF8clwY4Qovmx58PiFwOPr/qgOrmzhrxSB+sPF/p9yvaMYvJqFB20O1wczC5kS7qNfUmXUJQ8mpS4wKeGgow6LIbauRAl5S7eXui/FxTA/y3eR1lF3UXauieF8eZ1fYgKNpJf6qQirJ3azghvrbYsajKFUuzxPd48KFGHMX8XhcP/yTTDdYycfoTJn2/irk/WMfKVRXy9Lp2KHXOJnzeZCd0CH40e0z2e537cztXvLWfcO8vYm300aAyNhzEvqKPa/W/1/2SNFjqOgX0LVZBa4mcFyWCuu2he8nGK4YHK67nrD+h7s0qy7TQWbv0Vel5bvZpky8D4y6Pc0k1PqJ8E9DiriVGd49DoDRCerKoWx3QMWBhwZOc4EsJqf99CTHpuG9YWY32r9cd1gfieta9r9TD6H/DJlapHVdZW9TX3Mdg6C+Y+rgKhY2Vtgewd9XvvPzkJdoQQzY/bCbY6fmMt2A/u2qs0dofbz4OrlTjUdkR2cTnP/riNUa8v4+L/HWLk9DTuPTiE0CALvZPD/T53wsDWfuvRlLvcpBcGXr05XGDHUeHnRlWD1WLgoh4JzLlnGAvuHUhCbDTe4X+FAXeo1YZBk9R2BlDcfzIfbKiutxNi0nNhWz2agn1sjRjJq0uyqNn70u3x8vQvh9nf5lqwpTEwNJdeSaG15tAhNoROcaFVwWJ6UTm3zlhNlq1cVRRuPxrG/gfMVrxD7/cNwozBcMl/1fFrj0sV3PMTjBIaD6P/7v+bEJasgpfj0RtVnZsLX1LF78Z9CCkDVY8oUMfij6yG2C6kkMmsO3oxtmsUOq0Gk17Ltf1b8fVdQ0iqo2v7sZIiLHz5l8GMPysZk16LTqvhgu7xfD95aFXeVr2EJsB1n8OQ+1S+mUajat5MWq5OGeburv0ca6KqJxTI7l/r//5/YpKzI4Rofowh6kRMzSq1NbUZpk72HCMsyIBOq/Hb6VqjgchgE2UVLt74bTefrjrsM75odz5PfLeVf13ejTfn7+G37SpoCDLquH5gCsmRFkr9VEoOMenpmxLOnuySWmMA/dtEEmw6/ukYrVZDgsUNB35R1W1rluzvcwNc8CIVpQWsCL2Yn+er6shdEkJ5+aoeRHqOkHH5V7w1P3Dhwg83lPKfTlcQ/9MtvHfRdP4oSmLmZjter5fzusbRJjqYR7/xrRR9MM9Ood1JnNWM12wlLWowi3ZmYQjqyuhbr8NavAet14VWq4NV71cnLif0VqeDairNA08FtBmuAqPfnqkurtdmmMrFqis591h6U+1k3Kyt8L/LVWsR1G/z7VqdxX/GvslT/VxoPBWER2ixnEiAclRyZBDPXNqN+0Z1wAtYLXpCTCdxTDssCUY9BYPuUqs1xhB1ym3jp/4f7ypXgZGj2P/4n+Q01amSYEcI0fyYQmDEo6ouy7HL98YQ6HG13/5FMSEmruqbxBdrardluKRnAlHBRnKKnXyx5nCtcYBl+/LItjlICDcz9YZ+uDxevF6YvSmdHzakc/6U2oXfzAYdd5zdlu/Wp9WqoWPSa7lhUAqGY48Cu10q1yJ7m6odk9BTJcWW5sCsu2pPbP0nVFzxf0yzjyAMC+/e0BetRkPHGAvBZhPnvpnJncPbkWXzc4z6qCNFLhzR8ZgcxcR/O45xsV0ZPe4LcjQR3P/FBrak+ebzXNgjnqv7JbMl3cbmtCK6J4Yxe1M67yzcS1yomfKBEQxISCEx3ETQoQXo02v0/Rr9j+otoZJs2Ps7LH9LdeduP0p16243SnXc1ptUIm59a8wEYktXyc8lxxw1P7KakAV/IySuOyx7Ay7+L7TqcVJvYTbofGsReb3q5+gqV8nzIXH1OzquM/gGdvb8qpW7WrbOUuUVVr3vf7zzxfWef4NylKiTkmlr1d/nVmepwMvcPE80S7AjhGieojqoWiKz76tOSI7voRJUA/T9CTbpeWhMJ4JNemauPITD5cGo03LtWcncM7I9VouBwwX2WkFJTcXlLr5bn8aMZb69pV64soffnB2A1lFBfHrHIP769Sb256rVlQ6xIfzn6p4kRxyziuB2qRvEzHG+v60PfUCdVgrAsPy/BHf8L499o/KDru0VxcAx7ch36PB4ILfYQbdEK/ty/a/uDEwyEpRbowFkzg7C9C5sGh27MtX7Wi164kLNDOsQTZzVzO0fr/FZJbu6fyumju9BL2MasUseQbtkDWh1eDteCFfPgIX/VoFMfHf1hNJcmPOgqotUadssSN8AV7xXv22r+irNBa1BnU4qOFB9DB9g3+9w1u0q2IlvoPe058OuX2DBP1WgZbLCwLvgrNuO3yPrWEGR0O9WSFtXe2z3L3DnYpWwn37M+GVvH7+AYGMoK4QNM+HXJ31/GRn2oKoiHRx1+ud0HBLsCCGaJ4NFVeu99Re13aHRqZtCsO8Jm+KyCnJKHKw5WIAW6Ns6gvtGdeCWoanYnS6CjHqiQ4xYjtZ8CTbq0WrAz04XAAlhZqaMaM/HKw6SUVROt0Qrtw9LZdnePM5qE0lYkLHWc4x6HV3iQ5l2c38KStVNNjLYSHSoEb1OS16Jg8yicjYcLiTCoqOH2UBc4gCM++dXv4g9x39Sb9UHzSAuWEerCAt3D4zk/HZBhIcEU2jz8tjYzmTbyrloeFvmbs2sFcxZDDqu7WpG/+kv1Rd7T4CQGKI1Ru4+tx19Ixy012djLNxJZpvOXPzumlpT+HlzJs8M1BI8/ZLqYMLjRrNjNqStxj3xZ0qDWmE1Hf0eFRyoDnQi2pAx4hX2uWPZV1BB+0xI1ZcQH3GczuR1KLQ7ybY5WHMwH7M+gk5XLSQrN58kczmx6fOJWPoPVZnZ61Xzje9Zd4PM+nK7YPNX8PNfq685bLD4JVV9+eJXT3ylqv0otXVbc4UMIKEPBEXDdZ+p1949T5386jhGBToBSjA0qry9KpH6WEtfVW0v2o8+/XM6Dgl2hBDNW2h8wN+UC+xOpi3dz5sLqk9DaTTwwOiO3DS4Ncl+cjOiQ41c2COBOX6ad7aPDWFnVjFzNmdwz8j2xIWa2JFVwotzd5JWWMYtQ9v4n0epkw+W7OOdhdVHpzUaePj8TlzRO5HHv9vCol05VWMmvZapV/yLIVojpr1Ha+Pk7IR256qbmR/epH4MTDLz7aUmYqPMYI1nZ76L6z9YSV6pOmW2Yn8+b13fl5fm7mDv0cajXROsvHhRa1otnqR+CzdY1CrCUJUkawGm9DGgn3kt5O/D3fkyXs3u63cO1/eJxLj0Jd9Vk0rFmRRuX8AHJUO5bVhb1SZi+xw1Zk1i74Wfcf1X6bjcWcRaTWTZ8rEYjvDJ7QNIjT7xG3ZusYMXft7B1+uqtyx1Wg2Pje3MT7vduBwDeOKij4iZfZOqS2OJUAFDSNwJv1ftz5oBvz/nf2zrtzDisRMPdqyJMP4zOLgU1k4HNOrkW8pgsB79+x8ar/KbmpLLASveDjy+5FVIOgss9WzKeppIsCOEOGNtT7f5BDqgfol/dd4uBrWNZEBq7eX0EJOBJy7qgq2sgsW7q+vqdIwL4a3r+vKPOVuYNKIdBaVO1h0upF1MCPeO6sC0pfsJNRs4lFfKukOF2Mor6Nc6gsRwM1vSbT6BTuU8/vPLTromWtl4pNBnzOHycMc3B5k/8TFaVwY7R1bDOX/13xVbo0Vz7hNYwxOwxrUBg5nMojJu+WhZVaADsGR3LkcKyrhvVAeSwi0Em3XEhZqJMnsh6h1Vn8UQpOrV6I8epbbno5/1l6pCfRWWaI7k+j/VNiDBgGFhgHbqQNTheeTre/PL1kwmDExBo1crPDlDnubvi2y8eVEcKe7DGAu24YjsxEFNPP/4YRuvXNOrdiHD41i4K9sn0AF18uy5H7cz7eazuOt/axnUKoXxiX2hw2iVNN1QN+DyQpV/FEjeXnViDFROVuEBSFuvTpwl9FQrMv4KEFoTVD5ahzEqWjbVPjXX5FwO1RA2kOIMvyclm5oEO0KIM1JJuYt3FwUuQvf+4v10Twqr3bIASAiz8N/r+pBX4iTLVo4XL7uzSli2J5dJ57Tn7pnrsJVXn4ZqFxPCOxP6kFlUxt++28LOrOKqWofPXd6NHzdnMqhtJDcMao3+aOK00+Vm+rKDfLryEBd0i+fz1b5J0S6Pl8VH3NwY31N17gb44w1cN81G++NDaI+sVNei2mEb/TKEpGK1VCd/Zhc7sBh1dE2wsi+3hPKjx9v355Zy/xcb+PX+4XSMr3GzDFSZuDQXDq+s+qMpZwtnp9zA4mNOQSeFW1QycWRblXPkhzMoDqvOzGerDnF+tzhiu1wKi16kMKoPLwwvo9UP46q36owhJCQPJOXcf1NYVnFCwU5OsYN3Fwb+2c/fnsXQ9tG8u7qQUeNeJyY2se5Ax+2CkkyVIA5qmygkPnBFZH3gWkVA9apO0RH4dDxk1ciVMobADd/W3QesmSb5AmAIhtRzfP7O+EgZ0iyDNAl2hBBnJIfLTbYt8G+QWbZynBUe/KTYAKovVUSQkfaxIbz6607eWLCHN8b35p7P1vsEOgB7c9RW1vizkrm6XxLD2kWgcxSyM8NGjsdLj6QwWkUE8fg3myk+ejw9zGLgbxd2YV9O4KTjI8We6vowgKvXBO6Ya+fsNi8wdIgWjcfNnmIdr/xUxD0ji7m8j7oJ2p0uDDotV/dLpsTp4r6kDuzLKeHVebuq8nUqPDUSR4uOqL5S2dshtivEdoawVkfftEalZEBzZCUXnK3hLYuBorIK+rQK5dlRkUTbtmEp2oj3nMfQlGbBvKdrNdHU9rmeu/cu4PbhnbBW5OIKa4N+2INEB2mI+PY2FegYglStnZB4yNxMYtZCXCGjwZVc775OLo+HnOLAP/ucYgdhFgM5xQ5ckR0gpI6j5s5SdVrs+8nV1Z3N4eoofPuRKjg5VnC02k46sLT2WFCUKlToLIVfn/YNdOBoy4xxMGnZieUPleSon+PBZRAcCcmD1LbWsUf8G0BRWQXZtnKW78tDq9EwuG0UMaEmrBaDajLa+3rVyuXYhHqdEYbe2yhzOlUS7AghmqXi8gpKHW70Og3Rfn7rDzXrGdQ2kp1Z/uuPDGkXRbC5fv+Ju6JvK/634iAeLxTY/fdB+n1nNuPPSuZfP+5Ao4EnRyVytW4xFW3OZVtMAjd+6Fv4raisgse/3cRndwziw6X7/b7m4CQj7N0NIbF4R/+DZZp+/L5zN7/vrP3Ydxfu5ewO0ZgNOn7ZmsnDX230SbI+p2MM/7mqF/d/sQGzQYvVfPQIdM5OmHGxSvC2JqiblNcDE+eoqsHmcLVS4aoujNhq3l18fd1HfLixnAe6lRD33RjfG1tMJ7jyA/hyYvX1EY+h3/o1kas+UH+OaEPuFV+Q0/U+2nsPqeRarQ7GfQBLX1fbdkfpdQa4dqZaMTAcXTVx2tVKS0mWCoJMYUdzb6yEmPT0ax3B7zur86BqOis1kh83ZdA3JYKg49XCyd8HX97g25akvBC+ukm1kYj3c0zdEgGXvgUfXwaFNU7tGUNgwlcQmqhWinb/Uvu5oE7h5eysf7BTnAHf3aWqU1fS6uGqj1QysL8+ZCcpv9TBO7/v5f+O+Tt7z8j23Do0lYhgo5r3rb/AnPurf45x3eGS1yEytcHm0pAk2BFCNJiMwjJ2ZBWzPd1Gh7gQuiaEkRheu7t4XcqcLvZkl/LyrztZf7iA2FAzU85tz9kdon22Oox6HTcPTeWLNYertnAqBRl1XDcgBYOufkXik8LNvH9Tf7amB87D8HqpWjXxeuFfv6Uz4MaRtNvxNTNzL/H7HI8Xvl53BLOfI+uto4Lo3LY1tPkeTKFUBMUy7X9+jh4flVvioMLtpcBexkNfbfS5NwMs2pVDz1Zh9G8dwdD26ug4xVnwy+Oq8nF5obqxR7ZVHbJ/eRwuf1cl7A6eohquHqXJ3UGH7y/l2Qnfof/4htq/wefsxLvmI9xXfog3/wCGuI6w+Wt1HLlSwQEi593PrJTnaNv+aADZ6ULV6bxGoAOohOfPr1ed2iNTVQHCNR+qthOVTUitiXDRK5C9k9DuV/Lw+Z1YtCun1qm66BAjvVqF0SkulDiriTBLHcFORRn88Qa1vpmgrv3xX7XC42+lIjIVbp0LOTtUPk5UO0jqCy6nSjAuL1JNRXN3q2Rmj+9qIcV1nLzz+d64YM1030AH1Ot9NVF9z47p53UqtqTZagU6AG8u2MOw9tEMbBulgtb47nD9l6ppqderVijr0x+siUiwI4RoEHtzSrju/RVk19heiAgy8NmdgwJ3G/dj3aFCbvxwZdVNzFZWwv1fbGDCwBT+ekFnn5tXcoSFr+8awt++28ymIypQubRXAg+M7uj3JFYgRr2OvikRBBsDVzq2WvS4PR40GugcH4pZr+PLHU7ubT+E3dsCVy7elVnMPy7txrpDBRwpKEOrgfO7xfPEhV2IjwwCwtUcgJGdY1kYYLWif5tIwix6Zq486PfeDPDr1iz+78behFjMGPVadcMddLdqnlpao8lpcIyqc1NWqArBDbxL5VksfU0FRYYg6HUd2pKMgIm4mp0/4Rn1T+ymOMI/Hum3d5P28HLOHaIjzWmkrUYLXS+H2ff6n7zHBQeWqCBi74Lap51s6fDN7XDVNPhgBG3vWMZndwziiVlbqqpXD20fxZ1nt+WvX28it8TJ936KQPpw2iFne+Dx7O3qMYG2ZayJ6qvdSCi3weYv4aeHfYOnDuergGnWJN/nJnSve26VSrNV009/vB7Y+TMMmVK/1zqO4vKKOvPgPliyn56twrFU/jsJigzYT6y5kWBHCHHK8kocTJ65zifQAbUldPuMNXwzaYhaaTiO7OJynvhus98aODNXHuLWoak+wY5ep6V7UhjTbxlAabkLh9vD6gP5zNmUwaB2UbSJCiImtMb7upxQnA4Hl0PRYXWsN7o9hCag02qID7MwomMMC3fVDjhuG9aWQ/l2pk08i01pRZQ6XAxMjcQTEkanmLxandYrdY4PpWtiGN9MGkKJQ+XahJn1FJVV8PXaw2QUlnNWm0hSY4IZ1SWW//622+eEFYBeq+GB0R2wGPWkFZTVeo/K/CCTXsu369NIighiQGo08RoTxp//6hvogNoemvsYXPOJ+nNIjKrSa01UW0Yet8pHCdSuA8DrweB1Yq3I9d+k8iitu5wvdup4uM9EtV3lDBwYUpSmVjwW/tv/uLMUMjeDtRXGFW/Q9eyneP3a3hwusKPVaFh3sID7vthA4dGtyLcX7OHZK7r7TVIH1PZPbDf1mv7Edqn/FlHRYfjxodrXd/8KyQMhsW91UcDWQ8CaDIWHVV2dnB2qBlB89+pcqkoed92d4us6GXWCnC4PuXXmQpXjcLmrg50ziAQ7QohTVup0VVUOTgq3kBhuJsvm4FC+nSMFZeSWOOoV7NjKKjiQZ/c7ptHAgdxS2sXWThgNMupYcyCfSTPXVVf8nQc9k6y8f1N/4sMsKtA5uAw+vbp6awQguhOeCV+TpY1BAzx7RXemLtrL12uPUF7hITrEyO3D2tIq0kJ6YTkfLt3P2O7xtAq3sHBnDt+V2PnL8FR+3p5ba8VFq4Fbh6Vi1GuJs5qJQ53SWrEvn9tnrMHprg4SOsaFMP2WAXx912Cemb2Nxbtz8HpV/6tnL+9BanQwACO7xPLt+uogxKTX8vq1vXn+5+3syqoOuIw6Lf93Y28GhbbGmOfnt/XcXbjdTqpuW3ojrJkGh5arP+uMaK+Z4fdnAUBwNBqTFU1km8CPMQZT5A3i/ZWHuXHyAyQ59ql8nxw/SUmgkn49FVXH4P3K3wfWBHQ7ZnMgdSLvr7Mz20/NJIBft2XxyAWdAgc7BotaFdn8Re2tLI1G1SKqb7Lt2o8Dj22YqSorZ2+FXhPg3MdU0D39Yt9AJiQWbv4RojvWmGOQOjafscH/a7cbWb/51UOoWc/Q9lHsDtDn7ewOMYT46SJ/JjgzZy2EaHKFdicZReUs2JGN2+Nl6o39CDMb2JpuY19uCRf2CCIx3MJr83Zhd9bdjbyS3k+/K4BLeyVyZd8kdmUVs2leEcM7xhBnNZFWYGfpnjzO7xrvG+gctSnNxtRFe/nbhV0xFmfAZ9f6BjoAuTtxz3uGGabJfLO5gHH9kriiTxJD26lKza2jgvj3j9u545x2tInSkpto5fX5uyl1uBjSLoqbBqdS7HDzn3E9+eeP27CVqdyMiCADL1/di5SoYJ+3y7I5uONj30AHYFdWCf/5ZQfPXdGDN6/rQ4HdiccLVrPeJ1epb0oESeEW0grVCs9lvZP4Zt0Rn0AHwOn2cMcnG/htwt9IPrDA7/fVU1FeHexYIuD8f8GH56uVGrdTBSWpw6sbfNY06u/qNFC5DbpfBVu+rvUQ24AHeH+9HY8X7IZISEiE85+FmVfXfr2YLqrVg0YLUe1VQrM/UR0gYyMYzNjKPX7zoao+kkGHhuPki0W2U8nR30+urm9kiVBbT+ZwyN6hAp6QuOrk6WN53GCrY4WlNBc6XABdLoXgWPU+n42vvWJTkg1f3QI3zarOfwmOgjH/hukX+pl72+rWHA3AqNcxcUgqX6w+QlmF77/ZUJOea/q3Ql/PPLjmRoIdIcQJyytx8Npvu/lkhW//qHF9k+gQF8pHfxwA1I36tWt7kxB2/FUdgPAgAwNTI1i5v7qo3hV9kuiSYOWW6aurfvn+7/zd9GsdwR1nt2Xe1ixMep3fTucAn68+zB3D25GUucnnxFFNhh2zuPjK+5m63MHURftYvCuX24al8tBXGxnSLooHz+uIw+Xh5QV72JxWncPy2/ZsluzO5YOb+hMZrOHfV/QgKdyCXqtOkMVazei0vjfbTUcKcbj8b/vM3pjBg+d1IjkyCKvFQLatnIyicrZn2EgIsxAVYiQx3MLndw7i+Z+28cu2bEZ0iuHez9b7fT2n28MBp5Xk7leqBNeaR8V1BtzmSHzSd2O7wsTZKu8ke7tKEL7+S3V93QyV0GtNVIFOh/NVompQhLoZR7RWzSodxRAcQ+HAR/jFO5CftqUxYWCKqqisM0DyYLj+K5j7qFql0Rmg+zUw8m/VlbJHPqWSb49lsqqtpaytFJzzHO+stjFhUGu+Wus/0Lh+YArRIQFqD1QyBqkifnctPbrd51VBzt4F8PYAVYhRb4a+E+HsB/1X89bqVEPOHXP8v0frIb5NMnOzA28/ZW1R86iZ7JvQC278Hn5+BHJ3qZNY3a5U3dNPpFN8PSRHWPj27iE8/f0WVh9Q/w4Ht43kmUu70+rYPm9nEAl2hBAnbGu6rVagA/DNujT+c1VP4qwmsmwObOUunpq1ha/uGlyv1w0PMvLcFT25euoyCuwV6LQaLumVyK3TV9d67NqDBfROzmdI+ygK7E4/r6aUV3jItpUTWZBBwA0Jjxudt/rI+bYMGxUeD4lhZpbtzaNLfAZ9Wkf4BDqVHC4PH/1xgHtHtmPrXhvndYnDZNDh9XpJKyxjw+FCtqQV0TXBSt/WEVS4Aq9yuTxeKo6u+OzNLuG2Gat9tvVGd4nl2ct7kBwZxPPnx/F4HyelVh0uP4HeVT0imNw/hISceWo14YIXoKIcfn1CBSR9J9beojEGq62km2arXk9avTplE5EKPa9VwY4pVNXIqZmYGhoHIx7H0/dmnI5y9hd5+O/KYg4XFvP29X0Z2DaS8MqCR+ZQ8hLPwXvN97jLitHqjWhCYgi2hFT/fFKHw/nPwe/PqvcENYexL8CC53Al9mdv9Ln88csB+reJ5MbBrfnfct+/j53iQxg/ILl+KxE6vcqVCWulEpJ/ewZWvVfjB1Ou/lyaCxe/5r9AYerZKvCwpfte1+ph5JO+hQIdgWsvVb1fTaYQaDcCbp6jnqvVq35ZpmC/Tz8Vep2WLglWPripP0Vl6t9EeJCBMMtxgsZmToIdIcQJKSl38f7iwCc2Zm1IY2z3BKYvOwBAelE5hWUVJNWzVVD72BBm3zOM33dkk1FUztqD+X4fE2c1sWp/HrcOS61zq2JAmwjsThdlrUdi0erVqZ//b++8w5yq0j/+uenJJNN7r5SBoRfpKggoImJBsSAWbFh27eWnruuuurr2ghVQUUTsYqMISO+9DDPDVKa3TElP7u+PC4GQzAAuRcb7eZ55lHPOvffcnCT3m/e8Ja6n9Ou9Lk96OIUkUm71/TpcnV9Hj6RQys2V6DVKVgRwWj7Eirwanry4M9cOSEF7cFslt7KZq95b631ggBTRNefmgYzvGUdEkIbBGRGYdGp2HDDzwYpCNCoFQVoVlWYbU2au925VHWLxnmoijft4cnw2SqWCxDVPUd3zDhLDQik7wnH5ipwwHkvfT/jnd/n6osT2kHKzHNgIhkjU9noggGXAGCX9uZxQugbmXO67/ReaLFmAwlIPtynVKMKS0QEp4S6ejpOcscODfB+S5Y1Wbv5oA3sqDudHUgj7eP3q3ozsGi0VbDWEQ/9pkH0JNFchCgrE1hoUeYup6vcAe0hj+nwpI/Xc9SV8fedgLuudwKdrS2i2O5nYO5FeSSGSr9aJ0lIthb2DtE0UmizluanJhV1fSRaoQGInJBGm/gSLnoLcBdLWVlwvGPdfaevtSILjpO26QI7dKh3o24hwMsacnNpex0GoQXNYoHYAZLEjIyNzQjjc7jYT7wE0WpwEHeXEeLw+O4dIDDNw/aBUXG4PT32/y9veIzGEu8/PoqCmhdJ6C5nRRjrHmNhf20p2XDC7K5q8Y01aFY9f3JUYk45Fu6vZaFAzdloBOtHGst0HKG32MCRbQ1dtLRp3K6+sbPKZg16jpKVZ8r9RKBQE69v+ujRolOgVIuEHt0yqm23cPmeTj9ARBLhuYAq1zXZuG5GBy+1hWW4NNc12+iSHMfvG/ticbgwaJbvKm/yEziG+2lzG5AHJhOhDsI6dQdTmN3nyvFu49eti73Xu6mf0FzoglaXIWygJvZ8ewHPTYuwHK8MHpKVC8i052s+psUSKPLpippSzx+/1UAU8p93lZsayfB+hA1I+ons+38Jv959LauTB49RaSWiEJtPYamfuvmLymq5m/Y4mDjQeLr3x2EVdSQjVkxhmoGdiKB7ENn2/jgtbgyRyRj4pRVjV5kHGSClqb9l/JDEUkRn42PA0uPRtsDwjCRldsJRR+WiCoqDfjbDhQ/++YfdLljKZk4osdmRkZE4Ik07NuZ2i2FXeFLC/f2o4u4/oUyqEY/tNtIFKqeD8LtF8uq6ErGgjd5+fyb2fb/ERT2EGNa9d3Zt/TejO5xtL+G5rOS6PyFvX9uE/v+z1mecri/N49MIu7KlV8u3WSj5YB8nhBt68eiiFNb4ZkM/rHM3f520FoLrJxpQ+EbzfRg3MyX1jidAenlNdi8MvquyB0Z0pqm3FbHXSaHXy4JfbvX5Gn64rISXCwAdT+rFoVyX17YhJp1ukrMHKhysrSYkwYNJez5hYE+9f15Nnf8nHpFMRemBp4ER5IEUGjX8NlBr2t+rYvbOSMd1jAwuemty2Q8ULloClLqDYaYvaZgdfbPT1VdGrlfRKDkUA1u6vIzXSf2smLEjLFf2SmbmqkMY9Uhh9criBRy/swuDMSG/SSoVCQHEsh+RjoQ2GMf+Gr2/1LciqMUrZnw2RxzjeKP21O8YEIx6FkBRY/arkS2WMkaqld51w7NpbMieMLHZkZGROCLVSwVUDkvlkbbFfDalgnYrzu0QzddZh4XBl30TfTMYum5RLxd4s+YgERYLWhMPtpqLRxrJ9NeyvbqF/Wjh9ksPokRBKRlQQt4/I4PFvdvpZiRosTv71424eubAL/Q46LevUCmavLg4oyJ77eS+zpvbn+20H8IhQUm/hjWX7uexgyQiA24ankxim58nx2aRFBOFwu4k0uLl3WByvrfANc86KNjKxbwrVTg3xooggCDiOckCONGqIC9Hx+pI8bhqaxiVvrvRzqC6us/DSwn1cMzAJfTvhvfqD22Tfbytn1tT+3PJxAc8urSQr2sjTl2QTotcQtHtRm8fjaAWlhpZ+dzJ7u4XPt5bwW3IYaZEBrnl09fUjEUWpAvYJ4BZFr3O2QoB7R2bROTaY1QVS2H5CmJ76VjvhQf7lQaKDddw/uhNTBqXidHvQq5VEH0xn0GR1UmG28fOOCppsTsZ0iyU9yig5RZ8I9lZAgF8f9793RwssuE/KmnwyMEZJYe85V0iWM5VWqoZ+AtnGZY4fWezIyMicMFLExhCe+3kPv+2tBuDcTlHcMzKLF37Zi0eUHvDXn5NCpFFLpdkmRXK0VMPaGbBuhuR4KiggewKu0S+wqVbJ1FnrvQ/Dj9YUE2XSMu/Wc5hzy0Dyq1v8khYeYl9VC26PyENfScnhPr15AJ+vL2lz/usL6+mVFMrmkkZAqpL96S0DAZjUL5GkcANNVidfby5j54EmrE43UwfGce/gKEZ3CmXerlYaLE4GZUSgUyu56v31KASYd9sgOsWYCA/SoFEqvOHlF2THSIkO0yPYVtroLTtxNIv2VHHX+ZkU1zXSJdbE3kr/ul+TByTx4w7JCXZ/bQvRJi0VZht51S3c98U2Hr2wKzGxQ4nl1cA3H98HuyaMxcGXMXe5ZGVZlltNWmSAmkYx7YQ1m2JPyKoD0nZf1zgTeyqaeeyirmwvM/PK4sPl1T9ZW8yEnvE8cXE2kQGEilqpJD7U1w/HbHUwZ20JL/56OHfPzFVFDEgN442rcogJO84K3A4L7PtFEuC1+wKPaa6Qsk4fp//ZMVEoISThJJ1Mpj3OzoB5GRmZM4ogCIQHqXl4TBfm3XoOP987jLTIIF5elMv4ngm8dU0fHhrbhTX763j8251oVQrJorPmbVj58uEIG9EDu76hqrqcWz/e6BeSXdNs58Evt6NXK49Z5+pIAWG2uWhtx0/I5nTz0NguvH1tH8Z0i8EjQkSQlntHZaFVKznQYCWvugWnW/TmG7mis4awj0YQbtmP2erCLYq8vayA+77YhtnqpMHi5O7PtrC/pgWX28NtI9K91zNopIzJCgU+fjxH4/aIuD0iLy3K5Z8TujMk47C/h0ap4MYhqfRICuXnnZUABGlV2I7Ih2K2ShFs1uB0PLE9/C8gCNjP/yf3rtHztx8ObyfVtrQRzWaKhS6B634x+t+SJeIEiDRqeWp8N+JCdATr1Xy/rdxvzHfbytlS0o5F6SgONFh9hM4h1hc18O2GAjwlayWBcixaKuHrW8B9DGuVM3DSS5k/N7JlR0ZG5oSpbbHzzA+7+e7gw+qZCd35bW81RXUWVuTV+YyNMmmlX+nNVZJF52i0JkpaFDTbXf59SCHmJfUWQvRqFAIBS0kYNEqyIjR8fW0yv+TbKKhpoU/yYcvN0XRPCOGuzzZjcbi5YVAqz06MQhBg8ntrvdljo4xa/n5BJzKigtheZia2YRPYGqlSxvLdNv+we4DcqmYKalqY9vEm/n1pd/59aXfeOJibZ1B6OB+sLOTOc9twbkVKYNhgcdApxkRlk5XeyaFMHZKGw+VBrRRYmV9LuEFDqF6N1ekm3KDxcRY/Jz2CCKOGn4qsnHvue2Tlz0Kz7RPpAR3fm6rB/+C5NUp+2VXtc93hndrwQzGES8U343pI1dKtDVLivwuekXLH/IEtlx6JIcya2p9//dh2Tar3VuxnYHoEwe0V8TzIvA2lbfbN2ljHpSF1xNTmQc9rQNlOmYPCFZL4FhRS1uJAokahPGGBJ/PnQBY7MjIygfF4pIrGgsKv2N+Wkkav0AF4f8V+nhyfzd8/3+ojWnRqBe9e15fYYB1UNQVO6qfS0mRrP1qrtN7K1pIGbhic6k1YeCR/H5FIyvK/o8lbQE7WOKp7PkZOQhY3zd7gJ466xplweUSvNWPG8gIeu6gLn6wp8kmTX9Ni57FvdjDjuj6IQEjlWlCosToDhAsfwSEL0+Pf7qRfciif3dgLdX0u7rAwPt9QSqXZxpDMCFbl1/kd+8S4bCobbdwyLI175271y2ILsLeymesGppASafB5LdRKgfsu6MQna4opN1vJScgg+byn0Ay7Bzxuqu1qLv9oL2UNvlaTXkmhpAdwCvZiioGh90OvayWrh8YoJcj7gxg0KmJDdDTZ2rZwNVld3nxD7eHxiNS2tG2JabI58aiNsOghyDjPv+7UkVgOrse2z6XiqUdUgfdyzvQzX9nbUgcNxbB9nlQtPucKKTrsf1iTvwKy2JGRkfHHXAo7vpK+UJVq6HezlDE3OI5mm5MPV/rWLiqpt/DKon28enUv8qtbyK9uoXtCCOd1jiI+VC9Fy6iD/HOLmOIgoS+ZMW37VUQEaXC4PSSEG+gUYyQ53MA7ywuoarKTFK7ngaFRDLcvQ5P7HQDq3O9JKF2J8cZVzLttEM/9tIfNJY0YNEou7ZXAyK6Ho6wOMWNZAf+4pBsfr/X38/lodRFjsmNptWUS6rIRZ/C0aWEyalU+QVAbSxr5eHUhjznfQ1O9jfnXf8Mba6q467xMeieF8fHaIpqsLrLjgnlwTGdW5NVQb3FwcU58QKEDkr/RPy/pxoq8GraUSsJlYFo4T1ycTVpkEI+NkwqCmnSHrCKSkDE5XLx2tZ5//rCLbWVmgjRKrj0nhZuGpPoWSz0aS71UKHPFS5LPStJAGHy3lORP9cei7Ew6NaOzY7yV6o9mVHaMT8HXtlAoBMb1iOfHHZUB+4dnhGKq+EGySFkb2hc7acOk/+5dIOVhGvu85F/WWCwlCxz2AGRPOHak1amktRaW/FPKZn2IjR9C5miY8Ebg7M4ygCx2ZGRkjsZcCrPGSV/yh/jhHqlq89Wf4VRG0Gzz33LaVd7EzR9t5OIecTx/WQ5G3VEPq6BI6DwO9v4AWhNVo99hr5jE9/kuzmvSckXfRL4MkPb/wTGd+T23mskDU9hW1sjPOyq4d2QnUsL1pIklxP92h3/Vaks9ii2z+a5lHI+Py8ZscRCsV/PBykJu/WSTXyRUg8VJdBsP/P01rYQbNTTGjCV0zXNE7pvLTf2v4IP11X5jbx2ezvxNvtsqWyps1Fz8OMG581lX3IROo6Su1cHQzEjO7xKNRiXQZHXx8NfbKa23Ehuso29y+x6w+2tb2V5m5oXLe6BUKGi2OcmKNqJVK/1yHB1Cr1HRNyWMWTcOwOJwoRQEIk0a1O1t7dibpVwwS/91uK12nySCp/4ISQOk16/VgVsUCdGrj+lbBVI6gkt7JTBrVZFfhfdQg5qr+h9n5mOgd7Jkmdpf6xsir1UpuG9QCMavDgoD5TEis0JTIGUoFK+Epf+WEjAOvksKCY/IlEpmnOlIqerdvkLnEPkLoWAp9Jp8+ud0liCLHRkZmcO43bB1rq/QOUT5ZihdR0iXSxiTHdtmnp1OMSZveLQPumC48D+IrTVUDX6SWxe72X5AEjffbKvkuct6kBEVxMxVRdQ028mMNnLr8HTKG630TwsnSKvkpYW52JweNpc08o9RMQzJuweqdvlfCzAVLeTccybz1tJ8tpU28tDYLvyyM7AFQKdWEKzz/To0alXcd0EnUiIMVJit7FKEobplBwkLruOOnF6kj+3KG2vqqDDbSIsM4pahaZSbbSzL9c20nBCm57NcN6M63cIj70plLz5b7yuIXp7UE9vB7bGaFjsJ7dQgijZpabW7+GF7hbfa981DU49LZACEB2n8shq3SUs1LHvWv93tgO/vxnbNt/xU6GbmqkIsdjdju8cyeUAySeHHrqGUGG7gqzsG88riffx48D7Gdo/l/tGdSAo7/szHcSF6Prl5IO/9ns8XGw9gc7kZmhHGY8PCSFtxvyTY4vtIYrs9jNFwxQewcRase1dKwLhtnlT3KzT1zAsdp02yNLXF2reh0+jASQxlZLEjIyNzBJZa2Da37f7NH6HMuoCJfRKYvaaI+qN+lYcHaZjYOwFlWw/ekAQ818zn2zWVbD9wOOTYI8LDX22nX0oYs6b2p6zBQkm9lXeWFbC/tpWPbuxPk9XlFQQAZjtSJuA2EHWhODwKWu0u6lodBGmVhBnUAbM/X9Y70Sd/j1al4LWre/HGb/lsLW30tocZ1My5aT7ZYgGTXS2M7N4Lt0JLs8PD3XO3+FUeB7i0VwK/7a3ig9VtO9LO31jGJT3j+XBlIW6PyMaiei7tFc+3W/2jle4ZmcXi3VXEh+goN9tQCHB1/2QUiuN4GLvs0FIlbU2ptJIAaM8HpWJ74JIGADV7qa2t4r4vDnib3l5WwOcbSvnmzsGkRLTjB3SQ1MggnpuYw8NjuwCSVafNbM7tkBCm5/ELu3D7OdGItXkYDywn+Lv3pPsMioLL3vXzOwuIKQ6GPwR9p0r3rTYc33GnA49LqlfWFo4WcAd28peRxY6MTIelxe6k0eLEI0rJ/o6rzo0gSH41x+jXqQXm3XoONc125m8sZeHuKsZ0i+WBMZ1QCALFda1oVAqiTVLVb7dHpKrJRl51MxVmG71SI/j+rmiK6yx8tbmM5ftqEEXYWNzAR2uKaGh1sHiPtE3UOcZEiEFNpdnXuXn+ziYmj7yV6OJVAadq738nP22uZXBmJOsK63l1cR4vTerFI19t98nXc36XKEZ2jUapEDBolFgcbi7vk8jXmw/4CB2Qtruun7WJBXcPJT5UT7jLQ0m9hR0HzEzsncDLi/Z5HZS1KgX3j+7Mkr3VmHRq9lW1kYkYqGyyMTTrsOXh3d/3s+DuoaRHBfHpuhKqmux0iw/mgdGdCTOoabW7OCcjgrTIIAxqJYlHWEI8HjGw8Gmtgy1zYPnzhyONYrpJtbKiOgeeWHvvBcDi8BdC9a0Orw+ULpCF7ygMWhWGdpIoHi8ajZq4iHBQJ4IlGrpfAcmDpK229nx1jkapOumVxE8KWiNkT4SilYH7O10I+pOVAKjjIYsdGZkOSFFtK8/+tIfFe6rwiFIxzH9c0p2saCNqVTsPMEMk9J4Ci58M2N0y/Ck2F7bw9A+7KahpQatSMKlfEj//bTg6lYKFu6t4bXEeNS12wgxq7jg3k8v7JFBSb+GGmet9Mi73Sgrl3pFZdIkN5tJeCTwwfxsuj0ir3eXzkHxyfDZTZq7n+ct6EKRRevPnlDVYWetIY1T2VRh2z/OZp6X7dWx1JmPSO8iOMxEXoiO/uoV/LdjNw2O7oFMrabY56ZYQwuI9lSDATzvKeWlSTwwaFVFGLePfDPxQqW91sK+qGZ1aQXmjjctnrMbu8jD93Aw+v/Uc9te0ohAEgvUqPt9QypI91ZzXOZpu8cFsbiN/TLf4YAqP8DlJjQiisLaFib0TGNMtFovDTbBOTW5VEzfPOBxhplIIPHdZDtkJIRxosLC6oI7Fe6pJDNNzVb8k4sP0GA8JibyF/utatQtmXwTTlkNoAEEQ10MKt/YEcJaOzWFrbWBr0oLtFdw7Kou4P1KI839BpYbwVAi/+fRe93TRaQysegXMR/m26UJhwLQ/7DD+V0AQxbYKqPx1aGpqIiQkBLPZTHBw8JmejozM/0RZg4VL31rllyhOq1Lw0z3DyIg+RjSJ+QB8cql/Ftme17K937+Ys6aQ4gYH64vqvZFHt49IR61U8MZv+X6n++K2c7jlo41+pSUAJvSKR6OUcuykRwbx9rIC/n1pd2YsL+BAo5XHLuyKSa/ika92MCgjgnE5cTzx3U7vdRUC/POCOC7LEBH3/IBHFDCnjGXhARXf7rUyNCuSb7Yc4D+X9+CH7eUs2FaBRxQZ0y2Gq/snM29jCWO7x7G1tJEwvYbnf9nLBzf0JTk8iNGv/N7mS/T4RV0lv6IYIw99uR2QrGfPTszh0a93IAItR4TgKwT4bNo5TJ21HptTypkztlssY7rFolQIJEcYeOybHWwrNZMRZeSDKf0QBLh//jY2FUsCSaUQuLR3AoPSI3jwy20+0WAL7h7K7Z9souyo4qEvXNGDcTlxBDlq4YOR/g/JQ1w1B7oGSB7oaIEtn8LPD/m2q/WYr/6Bi+Y3ByxYGqxXsfBvw/9Y1XGZ9mkogVWvwfa50tZW1wlSTa3w9DPvV3QGON7nt2zZkZHpQIiiyKLdVQEz4tpdHmYsL+CZCd3Qt+cXEZIA138LBb/B1jmgUMOIh3EFxZC55S1ecO+mKb0nteeN45EljawvbqJPchh3z93id6pIo4b9ta0BhQ7ATzsqeH1yb+6Ys5lZU/vTJaaK5AgDkUYt/7q0Ow2tDtbul/KfrCmoI9qk5f0p/fh+azkl9RY6x5hITIjlb7+X0GQdgyjCttX12JweJg9IoqCmhQqzjb/P28LHNw3kpiFp2J1umm0uGq1OUiKC+Mf3u6hqsjPjuj70SwkjNcKISgEhenWb2Y57JZq4bmYu/7m8h9cPqMnmoqbFTpc4ExuKfC04CkEgTK9m/m2DeOK7nUw/L5NFu6u5f/427C4PyeEGHhrTmc6x0pYdwDXvryP/iLw/Lo/Il5vK0KuVjMuJ8zonA8xZW0x2fLCf2Hnkq+0MTAsnSGFvW+gAHNgcWOxojNDzakjoC2velCL1kodA3xuosIdzoHF1wNNd0Sfx+J2gZU6IWnUM5j6P4el8q9SgDyVEHUL0X1DonAiy2JGROYuxOiTnW6dbJEijxKRXsWh3VZvjV+fX0mRztS92QBI8fa6X8oqggIrNqN4djMotPfyDc38ieP2rvD5xPtf+bMTlEf1KPYAkGOraKkWAlIDvkJXGbHUy+6YBhBk0fHLzAFbl17KtzExapBGDRsnE3gkMzYrE6fIwrkcsJXUWBmVEcvV7a32sKCBZsa4dmMJXm0t58uJsEsP0PPDlNvZUNHPLsDRcbpHZq4t8jkkM1TOsUyTTPt5Ij4Rgbhuexgu/+tdI6pNkIlZjQ6kQ+HVXJed2juabLZKT7vM/7+WlST3plxLOV5vLaLQ4OScjgofHdCY1MgitWslb1/Th7rlbfLI7l9RbuGvuFt65rs9BS1ODj9A5kvmbSnl5Ui8fsVNpthEV7B9a7TnoB5WSqZYcdVtr/MYAEJMduB2k+leJ/eDSGZKDsyYIlGqiWuxM7BXPN0c5USeE6rlpaBoa1bH9dc4G6lvtVJhtbC5uIMSgoVdSKNEm7XH5I51sapvtPPX9Tr+8Qv1Tw3jzmj7EBMvV0ttCFjsyMmcpFY1WXl28j2+2lONwe0gK1/N/47IZ3yOO1QX+2XkBwoI0xx2iDEjh4uYDMP8GKVvrkTitxC68k0eHzkFU+v+qVCkEpgxKoVNM26blSKMG60EfnIQwvXfbw+Jw8/ayArQqBZf1SaBbfDBz1pVw12dbcHtEMqON3HN+Jmargw9u6MdT3+0it0oqmtk1zsS/Lu3O5pIG9lQ0s3RvDUV1h1P/f7CikA9v6Men64pxukXGZYfzwOAQohy5XBYHPUPC+NfvDXSNC+Hvo7KYuaoIs9WJSiEwrlsEj/QTUJUuJzwoHqvDfUTyPsl6dtdnWxiUHsG8W89Bp1ESpFH5lD2obXEELGOhVSlYX1hP94QQimrbdma2OT0c7XzQIymElXmB17zV7gJjMgy7H355xH+A1gSJA9u8nhe1Xvo7SIRRy+MXZzOxTyIzVxXSancxvmc8o7rGEB+qx+n2UN1ko67VgUIQCA/SEBMsOayfLVQ32Xj06x0s2Xs4p5JaKfDmNX0Y3ikqcIqFU8iuCnPABIobihr4bW81kwckn9b5nE3IYkdG5iykutnGLR9v9Ml1U1pv5bZPNvHOdX3oHGPyPvyP5Lbh6Se+vXAoVDkQjSV0MtlZdHBL6chrPj6uK7/n1SIIAt0Tgtl5wD9s9pah6czbWEp4kIaEI6pZO9weaprtVDfb0amVTP92M6X1h7do8qtbuHfeVj69eSC/7qrkin6JDEgNRyHA6oI6mqxO/v3jnoDWJoA1++volRTKqDQtk7WrCZ73b3BaMQJJwQl0Hfsudy0rR6fV8M61vYgQG9E5G4jM/xLD/I8pv+RzGi0OLukVzydr/HMSDc2KJNKk9RFChwhU5DI7LphHL+rC15sPMPm9tTx2UdfArzdSQdAjBUOIXs3AtAheX+LvLwUwIDUcFAopOqm+EDa8fzic3BQHk+cGjFayOd0oFUK74jjSqGV4pyj6p4bj8ngwalUIgkCLzcmSvdX83zc7cYsiE3snMKJTFHUtdqJM2rPCl8ftEZm/qcxH6IBkjbxjziaW3H8uae2V2TjJWJ0uP2vkkXy0uojR2TFEGI+RPPEviix2ZGTOQorrLG0m9Xvu5708d1kO17y/zqf90l7xDMo4RmK1QLgDbENpgyWHSHsTgugmyqjj6Uu6cffcLdS02IkJ1mLUqliyp5r1++t5bXJvvtpUxq+7KnF5RMKDNEwblobN5WbXATOf3DyQFruTLSU2okxagnVq+iSHsq3MzPYys4/QOYQown8X5jIsK4pZKwsxalVEBGlYkVdDUrgBRzu1lZxuD+d2juK6qH0Effl/vp1NB4j55kqev3IxI2cWs7u8iR/HNBP7041Sf2gy+10RxATX0y8ljP6p4SzYXsGy3GpignXcOCSVtMiggEIHpKSAR2LQKHnkwi7cOWezt65Ys91FUrg+4H1f2jueRbulX/f9U8N4dmIONofbG+J/JON7xBGj90BTOWhDYOSTcM7t0r8P1bgyxfk4tpY3WllTUMcP28oJ1quYMiiV9ChjuyJZr1ECh60c+TWt3Pv5ViKNGl66siefrS/hjk834/aIpEYY+Mcl3eiXGn44UuxPSG2znQ9XFgbs84iwcFclt43IOG3z8XhEbAFC/Q9hc7rxyPFGbfLnfafJyMi0ycaiNiwtSEIoNljH4vtGsCKvBqvDzYjOUcSF6AM+sBwuDy6PB4NGhccjUtVsw2J3o1EpiDRp0JniEFTag/4aRmpGvkKJvisby+1EG1X0jkpl98YK/ruzkjeu6YVOrUIURZqsLsZ0i2XR7krumLOJib0TeOf6voQbNCgVArmVTejUSr6+cwj/WrCbFfm1CIK0nfPw2C5MPy+TlxftY93+wNszAFtKG5k2LJ1nLu3Of37Zy2MXduWmoemU1FsYnBHBmoK6gDWsxuXE0zvChfrTANmBAZxWIkoX0zupP5VNNhSeg4IvshMHxs5ka4mOJ8dns7eymdHdYrlteDrXD0pGo1SiaS+0H8hJDEWrUnitThN6xfPZ+hKfAqovL9zHC1f04JkFu32Kk47LiePekZ2wOd3cdX4mYQYNoQYNNqeb76YP4b+/5rKxuIFIo4bbh6cxMsFF2JwLpGSRaefCiIchPEMSqgE40GBh8vvrKKk/vO33/bYKpg5O5d6RWYQdh1Wwxe7k9SVSwsj/G5fNk9/voviIbcSiOgtTZ23gs2kDGfxHxPdpwi2Kfkkzj6Q8QBTaqSRIq2Zi7wTWtPF5GJcTd3y5tP6iyGJHRuYsJDakbUdErUqBVqUgIcxAZjth5nUtdvKqWpi9uhCLQ3p4FtVZePHXXGqa7WiUCib2jufBkaloBz+KadW/qbzsa25fbGdr2eGCmRplBc9dlsMTKWEsy63hs3UlNNlcBGmUXNkvif9e2ZMHv9zO5xtK+XyDlEW4d1Ior1zVCxGRv8/byg2D07huUApOtwetSsFXmw8QbdIy/bxMFu5q2+E63KAhNSKI/JpmIoK0WJxunvpuJ69c1Yv+F3WlsLYVvVrJnopm3vu9gCabiyEZESSF6VCLDVCX1+a5g+u2Ehc6jHM7RWBKisF8wzLMylA21KhpsjWBCEtzqxnRKQqtWolRe+zClQAxwVo+vKE/N3+0AbvLQ//UcB77xre2V2WTjQfmb+OOczPoHGtCFCUfqORwA3Gh/ltAOrWS7gkhvHFNb1rsLlQeB1FrnoWf3zk8aNfXkPsj3LIEYnP8zuFwuXl/RaGP0DnE7NVFXNE38bjEjtXhIb+6hdhgHTaX20foHMm/Fuzhk5sH/Gm3XXRqJTkJIew4ELhY6dDM0y/UhmZFkhph8PFBA8n37eoBySfmj/cXQxY7MjJnIX1TwtEoFd6tGrVS8GbundQvkUhT+w+QulY7//l5L19uLsMjQr+UMLaWmnn2pz3eMQ63h3kby9hX3cI/R08kLnk4b2+DrWW1PudyuD088vV25k47h3eWH66G3upwM3t1EZf0jOeGQSnMXFXk7euRFMq8jSXEh+i5ZWg6T32/y1sQUqtScNuIdGqa7VQ12RjTLYZ3fi/wc8oFmDwgmX//tJvtB8z8+9IcQnQqnr+8B28tLfD5Bdw3JYwZ1/Ulv6qFcKNGKg0RpJUKPLZRW6spogfqagUX9Uig95srD5aqOBx59MXGMt6f0k+q6H4CaFRKusQa+eqOwWwoqicuRIdGpfAphQFQ3Wzn6R92c3X/JOpa7Vx/TiqqYzj3mnRqafusbBesf8d/gMsOvz4Okz4GfahPV12rI2Ah1kN8vaWM7gkhx7w/vUZBZlQQdreHHW1UNQfYXdGErY3K7n8GwoM0/N/FXbnq3bV+fYlh+uN6LU428aF6Ppt2DnPXlzBvQyluj8j4nnHcNDT9uOqR/ZWRZaCMzFlIbLCWT6cN4D+X5/D+lL7898qezJran4fHdmb6eZlo2wn7tTpc1LU4GNYpirev7ctrV/filmFpvPd7QcDxW0oaKbNp2eJI4Iut/pW+QXLa3FjcQEaUv8PmD9vLGZp1uP5SlFHLyC7RVJntdI4N5r4vtvlUvra7PLy+JB+jVkVWtIn3Vuzn6Uu6+UXxDMmMoEusiZX5dTRZXcSF6EiNDOKj1UV+pv5NxQ28ungf2fEm7p67hUV7qqW6UOc/EfhFUutRZY/nwbGdeXd5gZ8QAWi0ONlU3IA6QCRaezS0OvjXj3u4+I2VfLS6iN/2VjOhZ9vlCc7tHM2q/Do+XlN8/OHOuT+13Ve4PHCNJVHa0mwLq+P4hIlRq+bukVk0WV1EGNu2BAXrVX/6yKzucSF8dGN/UiMkIaEQYEy3WD6bdk5AC9vpID5Uz70js/jhrqH8eM9QHrsom2RZ6BwT2bIjI3MKsDrcuEXPcW9tnChqpQKjRsXrS/K9GWwPFYRUKQ7/hrE4XHhE0TuPhlYH8zaU8PKiPK9VKMyg5sMb+gdMRHiI/dWtdI4zBXzoH6K+1UFwAKdcUZQEVmywjpFdoxnTLZb/+3YnY7rHsnxfdZuOxLPXFPH61b1ZnluDyy3yw11DWJFXS7PdRc7B8Oz7vtjmHW+2OgnSqvg977DlqUdiCNcOTMGkU6FSCOjUSoJ1qsP+FkkDparWvz0DzoNtpjjESR9jDI+ltaHR53xHszq/lqmDU9Cpj/+rtLrZ5i3wWVRn4eM1xSy4eygr8+t8SkYAXNkvkd0VZiwON1tKGmh1uDHpj+M9pWknS7ZSEzDTbrBezajsaH4KENoMMKFnwrGve5CsaCO3DE0j1KAO6DgNcNPgNCL/pFtYhwjSqRjROZovbguWtgeVCsKD1Kfsc328qJQKYtrZypbxRxY7MjInkZpmG9vKzHy8ugiH28MVfRIZkhV50msElTdamfzBOhqPqODtEeGz9SUkhOq5emAim4vNfLymCJdb5Iq+iQzrFMmOMjPP/5Lrc64Gi5PqZhsqhYArkDcvkBxhoLrJRnpkEPvbyAHTLT6YeRsCV/aONum46/xMuicEszy3hqcv6YZeo2DmyqI277G41oJSEPj178Opa3GgUSn4cXsFLo/IhysKsR6xBZIUrqfCbMN5hHC6ZkAy3eKDeWXRPiqbbAgCDMuK5M1r+uA6NM4QDv1ulrIHt1RLQiAoEsEUB/mLUR/YR5Sph0/h0CNJDNNjc3qoMLdS0WjFpFMRbdK1+yBaX+jrXD6yazSfbyjhmQndKK6zsHhPNUatkjHdYimobeXVxVJiwyiT9vitSJ0vgiVPB+7rfiXoI/yag7Qq7r+gM7/vq/VL0jg4I5z06OMPszbq1FzUI46aZjtvTu7NPZ9v8W6zAgzLjGTywGRUZ4mPSXSwjugzPQmZ/wlZ7MjInCRqmm088pVvArK1++vJiDIy5+YBJ9XsvbuiyUfoHMm7KwroGm9i2scbvW1r9tfx9CXd+GJjYDGyNLeGi3Li+H5buV+fUasiMUxPXauSe0Zm8bd5W/3GZMeZUCmEgOUV0iKD2FvZzL9+3M382wexsbiBVxbn0T81jH4p4UBgB+SMaCNuUUTwQGa0Ea1KwYNjO3PjrA0+okynVvD4Rdm88MteHh/XFUGAlHADfVPCuH/+YcuPKMLv+2opqG5lzi0DDl9IrYPQZOnvEM0V8OP9hCvV3Nl/JtO/89/2EQSYNjydf/+4hy83l3l9iuJDdHw4tT9dYk0B/XmOrvB9XudonlmwmzlrS5h9Y38iS6Xoqse+3UGT9bDouPPczON35jXFSVt0vz3j2x6SBOc+DJrA2x6pkUH8cPdQ3v99P4v3VGHSqZg6OJXR3WKJNp2YJUGtVBAfqiciSMOS+89la2kj9a12+qWEExeqIyLoz23VkelYyGJHRuYksaei2S8BGUBBTQvfbDnAbSMyTpqPQlulBACarK6A2006tZKSNiJjvt1ygDk3D6SwtoUdRyT/M2pVvDelL1aHS9oGUil465revPhrLkV1FjRKBRflxDGxTzwqhYLEMD1lDYdDcqNNWv4xPpvHvtnJlf2SeG/5flYc3BbaWNzAXedlMmt1YcD53jgkles+WEdVs50Lu8fy2EVdGZgWzo/3DGXehlKK6y1kRRs5J11KqLe/tpV1hfWM7BJN/9Rw3m3DB+lAo5UdB5pIi2xnq8fWBI1SssBzhF1c1yeDOZsPb2cpBHhvSl++2XyA+Uc59ZabbVzz/loW3DPMJ1HiIfqlhKEQ8IbEKxSSc7nd5eHbreVkRBl5cWGuz9bP5AFJDM70t8a0iT4E+t8CmaNg40xorYaul0La0IAJBA+hVAikRQbx5Phs7h2VhVIQjunsfiy0aiXJ4QbZr0TmjCKLHRmZk4DD5WHOWv9Muof4fEMpV/RNJPok1a7pGtd+CYZWu3/hzbIGC5nRRhxuD9cPSiFYp0alENhX1cLHa4pYX1THrcMzUAgC+TUtRBk1hAdpeenXXG4/N4MPVxby2EVdKa23cOvwdLrFh6BSCnywopBbP95EmEHDjOv6UNpgpbCmhcQwAyqlwBPf7eJAo5XhWZHc8elm73xEEV7/LZ9Xr+rNMwt2e32PjFoVd52fydbSRsrNNgAWbK+gtN7C29f1RaUQqDBbCdWr2VLS6BMB9tHqIr65czD1FgfP/dy2INxc3MAl7TgFozjsCBzx6508MOhRpt54ERvKHeiUAn2yElFojfz9820BD2+wONlb0RRQ7ESZtDx3WQ4PfyWFm6/dX8fIrtEs2F7BvA2lXNwjjg+m9CO/pgW7U0p+mBimP/EcKvpQ0PeCi1+VqmOrjv94nVp5Rmo/ycicKmSxIyNzEhARfXwSjsbtETmZuU07x5iICdZS1eTvS3LT0LSAIcRfbirjlUk9KW2w8vKifVQcFBI9EkN44YoeGNQKJr23jiCNkrhQPWark5qDvipVTXb217Sy80ATS/ZUcce5Gby/Yj8ZUUYcLg92l4fKJmkb78ahqfywvYK6FjsNR2y1uUXRz1F1U3EDjZZcpp+XSVa0EY8o0mh18unaYj/H4G1lZqobW+natII+yTn8+ydf3yOAUIOa/TUthBu13mrkgYgP1bG9rJFOMabAD3V9BCQPgpI1IIqErn6W0LUvkBmeBoICcuZT6A7ySQR4NPtrWhkZoOqDQaNiXE4cvZJCmbehlOpmO7ePyGBFXi1mq5MF2ytYsL2CpHA9g9IiiAlO/N+SxSkUoJCTzcn8tTk7vMNkZP7kaFVKrh6Q1Gb/pb3iT7wmVTvEheqZO+0cso+w8GhVCu4dmcWwzEjWFfpnWHa6PYjAQ19t9wodgO1lZu79fCuugzqk1eEmv7rFK3RACrMO0qpYuKuS6GAtC3dXYXe6eeO3PAamh/P0Jd3ISQih1eEiSKNiUr9En7pUGVFGMqOMaAI4pBbUtPDYNztotDqoa3Vw2yeb2oyAyiurRLfsn1yc7OKOEeloj8hW3C0+mI9vGsDzv+Ty1tJ8ru4fuCiiWimQFW1i4turKa5ro+CmIQwueR0MR2wdeVxQVwDnPQ7GGHRqRbtr2jXO1GafUaemc2wwT47vxqtX96JbfDA/3DWEm4emkRimp0usibvPy+KBMZ2JOkFfGRkZGX9ky46MzEmiV1IovZJC2Vra6NMeE6xl8sCTn900PcrIJzcPoL7Vgc3pJtSgITpYS0Orkx4JwWw/qvDm1MGpvL4kL2ByPrNVyhnTIzGE7QESwXWONVLeaCUxTI9CEJi7roR/TOjGoj3VPPndLtIjg3h6Qjc6x5gI1qtRCHBRThwNrQ7USgVuUeSLjaVc1ifBm0X5SHokhlBSbyEh1OCTIPFo4vRusDYQN3sgd45+mSunT6DBJqJXKQgxqAkJ0tMzMZQfd1RwZd8kzu8SzW9H+FHp1AqenZjDrFWFuD0iby0t4PnLcvychgGI7AS3LoP9yyB/iZSAsMdVEJIAah3RJpF7Rmbyj+93+x0aH6JrN3v1kRxKFZAcEcTDYztz+4h0FILwp80s/KegtVYqUNtQLNX3Ck6A4LgzPSuZPzGy2JGROUnEBOt457q+LN5TxZy1xThcHi7pFc8VfRNJDDs1zpkRRq3fQzE2RMl7U/qzaHcln64rweHycGmvBC7uEc+7R/i3HM2OMjNpkUF+YmdwRgT51S3YXR5GdY1h9uoimu0udEckLtxf20qUUevjk5QYZiAxzEBpvYVRLy/H6fbw0qReuD0i32w5gMsjMigjgkt6xNM9MZjHvt5B17gQLuweOCoszKAmXdMIVqlquGnhfZi4z9vvuHkpmog+PDk+G5VC4KEvtzH9vEyuHZhMSb2FmGAdKqXAzJWFrN0vWb62ljbS6nAHFjsgRWj1mQK9rpO2g45AqRAY3yMes8XJ28sKvJasnokhvHZ17z9U2VujUhJlkn1l2sV8AL6eBsWrDreFJsO1X0JU5zM3L5k/NbLYOUU4XG7qWhx4RAjSKuUCbX8RYkN0XHdOChflxOLxSA9o5RnIJRIbouP6QalclBOHKErzaLA6iQ3R0dxGJFdaZBAX5sSx84CZgppWTFoVV/RLpF9KOH+ft5XuCcGYdCoKa1vplxLG3srDlqPJA5LarNe1q9zsFQL3f7GVK/slMevG/kQZtfy6q5I564rRbVZy7cAU4kN1xIboqTTbWH9EsdPwIA0f39Cb+B/Gt3nPCq2UByYmWMe/L+vO3y/oRJPNic3hpsXu4v0Fu70Oz4eID9X5bIW1ffLAYyKMWm4/N4PL+iTSaHWiP7i1FS6HVZ8a7C2w6AlfoQPQWAJzLoebF0JwO47nMn9ZZLFzCqhotPLBykLmri/B4nDTPzWMJy7ObtsZUqbD8Wd52B1p9Yk0arl7ZCb3zN3qN04hSNl6M6NNfH7rOTTbXNS3OvhmywFmLMvn3lFZpEQYeOSrHSgVAveOyuL1JXn0TQnj9hEZ9EkObVPQH5348OvNZYzLiWPKzPU+yfo2FTcwvFMkz12aw4zr+lDZZGNfVQuxwVpSIoKIVbUiiIEdgsWUIaiMh9O+GbWHs9zuPGDmpYX7Ah43/bxMgo8nI3E7aFVKksINtO2xdXqoaLSyrayRZbk1JIbpuTAnjrgQHQZNB/qab62B3d8G7jOXgrlMFjsyARFEMdAO/l+LpqYmQkJCMJvNBAe3HdJ7PFQ12Zg6az17Kpp92pUKgW/vHEJO4ukvHicjc4i6FjtvLc1n1uoir++OVqXgtat7MaJTFPojHoxuj0h5o4Vd5U18sGI/G4sb6Z0cylMXZ5MZbcTm9KBWKQjRq3G63dQ0O/B4RPRapU/CuD0VTVz42grvv8flxBGkVbWZ4PDzaedwTkbgnDJibT7Cp5dDQ9HhxuhsxMmfI4Sl+IytarLhcHlQCLC7wsydnx7O4qsQ4G+jOjFlUEqHsLqW1Fu45v21PjmOFAK8fnVvRmXHdJwfWVU7YcaQtvsnfQLZl5y++ciccY73+S2LHU6u2Pl9Xw1TZq4P2HdOejjvXNe3Q3y5yvx5MFudOFweQvRqNMexJdNsdVLb6mBvRRN6jZLMaCPRJi2aNoqHOlwe6lrsuEWRIK2KsKPev5VmG7NXF/LJmmJaHW66xQfz5PhscuJDMGhV1LfaeejL7SzeU41CgI9uGoDd5cHh8qBRKVhfWM+na6VjASb2TuDlST3bribeVCH9gjeXQliqlCTvCKtOfaud3/ZW8/LCfZSbbcQEa7lnZBbDs6LIrWrG7RbpEmciwqjF2JavzllEq93J/V9s55dd/jWtVAqB3+4/l+SIDpLQr6EY3h54uI7Z0dy+EmJzTu+cZM4ox/v8Pvs/6X8yluwJnPoeYF1hPRaHm9AO8r0jc2apa7GzpbSRd5YVUN/qYEhWJDcNSSMpTN9uzSGTXo1JryYt8vhqHWlUijZLXdQ027nrs81sLG7wtu0qb+Lq99by6S0DGZwRSXiQlmcn5tAzsZTkCAO/7qpk3oZSr5VlRKco3rymD/fM3UKz3cUxc0wHx0l/Sf39umxON5+uK/HZtqpqsvP4Nzu5Y0QGd5+f2bYz8llKXauThbsDF+90eUQ2lzR0HLFjioVzpsOK//r3JQ4AY+zpn9PpxtEqbedV7pDSIcT2gKBo0LWd6kBGzrNz0mkv74ZRo+IkVQuQ+YvTaHHw8qJ93PLRRjYWN7C/tpVP1hRz0WsryGunlMTJpqTe4iN0DiGK8PT3u6ltkXxyooN1XNE3kc3FjcxZW+ITWr58Xw2vLcnjnlFZAFzVP6ltq84xqGm28+Zv+QH73l+x3zufjoTb46GN+q0AAeuVnbWotDDwNhh2P6gPCnBBAV3Gw5WzwBh1Zud3qrE1wY758EZfmHcdzJ8Kb/aF1a+DxT+3lsxhZLFzkhnXo+1cD9cPSpFzZ8icFKqa7Hy6rsSv3ep084/vd2K2OE7LPNYW1LXZl1vV7FO2wuby8PkG/zmDFAKeGmFgbLcYMqKOLz9NIOpbHT7JDI/E5RGpbTk9r8vpxKhVkxHVtpWuX2rYaZzNacAYDSMegjvXSdtWd22CS99ut+ZXh6F+P/xwr2TROYQowu8vQPnmto+TkcXOySY2WMe/Lu3u194jIZjrB6Wc9MRyMn9NVubXtNm3rrCBxtP0az7C2LYlU6tSoDrClGl1uNsUIgB2p4d/Tez+PxWePFYYuVbd8T5/USYtT1/SnUDGsJFdoolrIyXAWY1KB2Epkn9ORDro/jdfy7MClwPWvdN2/+//BWvjaZvO2UbH2rz+E2DUqbm0VzyD0iP4dVcl9RYHI7tEkxFlPGlFIGVklO1s8wgCf3gb6EQ5JyMCpULwq3kFkqPxkZbMIK3Sp9r30SRHGIg0/m+fkXCjhrTIIApr/ctAJITqieygltU+yaF8efsg/v3THraUNBIZpOWWYWlM7J3wp0mDIPM/4rZDY9vFhmmuAFfH26Y9Wchi5xRg1Kkx6tRMU6oRRAUevRpNkCx0ziQOl5tGixNBEIg0ak6bGKgwW3G6PJh0asLa8OdqtEhbL2qlgMstolIKfg8os9WJzelGr1YSrFczNCuyzWsOy4wkVK/G5fJQ0SQl0TNqlTjdIqIoYnG60SoVaNUKBAHcB40tHo+I3eXBqFMRHqTF5nRT3WxDQCBEr8QtiljtHmwuDzq1Eo1KwKRV8t2dgylrtBIepEGtVBBrAJ27BYXORL25CYVCgUarx6BWclFOHAu2VwBSpNAF2TH0TQlDq1IQGaSmpLYZrVqF1eVGp1JidbjRaxTYXSIKATQqAbtTRKsUcDntqNQabG6RILWAwdlIkAizp/bl7/O2c9OwNKIOiptKs43seBOC6KG2yYLW1YTC7cSlNdJoV2HSCtgdTrRqJa1uJQKgEAQcbjc6tRKb041WpcLlduMWRcL1SlptDhRKDQ6nB5PGg8XhQqtW4fSIiG4X4UE6PC4rTg8oXFY0Gh0KRzOiQkWLJhKH04UCcHk8qFVKHE4XOpUCnWhBqdLhclgR8KBU6xDdDiwKI2angF6lIEw0IwjQKAYjCgJhmOlpcvHx5M4oXVY8SjVObThOt4fyBituj4dwpQXBZUVUGzC7dICHeJ0DEKi1g8sNWo1Ken3VAmEeMx6lljq3HrVKgcplQfA4salMmB0CaqWCaI0T0e2iya1GUIARB4LHgVuppcWlQCmAUqVBxINRtCB63LhUBlocEKZxo3E2IwoqUKhAqcTlsIHbiUsTQpNbhU6tJMRkwuMRqWt1oAD07iZElx2FxoAeJ6jUYAiXtnNaa0D0gD5M8u+xNICtEZRaCJHy77jqi8HjwqMNxeO0IWgMaI1huJ0u6ppb0GnUGBy10laRLgSV6AKFGuxNoFRLvkIiNDhVONwejBolQdhAoZSuJSggJBmUSinbt8sOSg24ndLxhnDpA9dSA6IbdKGg1mGxWGi22lErlYSHHmWpsjWB246YMgSheHXgD35CP0DE0WqmwepCKSiI1HnA3ixt/WnacFJvrQEEzG41NpdIsFpEL9qkOQcdlQLCZganBRt6zHYPOrWCEKUdRKTxLgcIgNMCah2Y4o5al3BQnZlo5A4Tev7WW2/x4osvUllZSc+ePXnjjTcYMGDAcR17MkPPAdwNxSjyFiJs/BBsTYjp58Lge3CFpqHWyL+yTjel9RY+WVPETzsr0SgVBzMcx7WZ8fdkUNFoZXNJA+/9vp+qJjs9EkO46/xMUiOCvEnsGi0OtpeZeW1JHgcarHSJNXH9oBQ2FDXQMymEAanhqJUK9lQ08crifRTVWsiMDuKekVkoEfhxZwUzVxX5XDdYr+LrO4agUwt8u6WcrzYfwOn2cMeIDLrGBfPW0nx2lTcRH6rjznMz0akV5Fa1EGpQ8+naEsobrQzLiuC2ERl8sbGMn3ZUoFYq+L9xXdGqFLzxWz7FdRYyooO4+/wsREQMahV7K5v4aHWxFBWWHsKtwzP4bU8lH68vJ1in5rpzkumZFEqzzcWbS/OpbrLz1PhsftxRwcq8WnRqJZf1SSAr2kil2UrPpDC+2FjKhd3jWLSniiV7qlArFVzWJ4FRXWP4zy972VvRTKdYI3efm066eR0Rv/8fAK6e12DPnsT9v9aytdRMaqSBO0ZkYHd56BvpJqhqPbq1r0FLFc6EgYjDHmRFrQGPSs/uiiZC9GqCNCo+W1dChdlG94Rgpp+Xyc4DZt79fT9qpYLL+yRwcY84LBYrKpWSOWtLGNU9gRV5NfyyqxKFIHBl71gu6xFJ7P4vUaQORVz9JkLRCtCHIvafhi3lPN7abKVXUjhz1hVL9xMdxBvjYzHkL0C9eRa4HdgG3c/+uIt4fVkRW8uaiQ3RcffAUHq7dxDirkWReT5s+Qwh83zETR8hlK2HoGjqe09ni6Ib8RHBpHtKUK94HkVdHp7ITjiGPsxGayyVNjVdYo089u1uqpvsDEwJ5o5zM1i3v460qCDweOgSLhBcuwXxwEb2p13D62sa2HaghbgQHbcOT6dzrJGWxlqy3PnoV/8XGktwR+dQ1/8+5u7XkRUXQf+wVqJ+vAlsjbj63Iiy60Ww8jWE4pUQFIk47mWoK0BY8yZYahGTBsGwv7OpOYwQUzBL99WQqLUyUJVHxObXobkSV3x/xGH3I1ZsR5PUV8qqvOF9cFig80XQ/2bY8CHs/QGCExHHvQQHNiOsfxdsZsS0ETDkXlzmCqrDevPtpjJu7GNEX7YKYd070jySB8PQv8O+X6Xvc10wngG3UR9/Hrd+e4DyRhsXdYvikUEG1BtmIOz7VRJDF74giZwV/4WmAxCTAwNugaLVkHMFHNgE62aAvRln/9spzriOt5cVsLrQTIRRw22DExicEUGkXgE1exCXPotQl4d42XsIn14pRWQdiUKFeOtySoU4Zq4uYeHeegxaFTf0j2F0lomYne9JJU8isw4f01wJ+37FbMpkpyeFpftquSUbIra8ibp0FQRFwZB7IXWYtG1YvRvX9i8p6TKNT3ZauKqrjoTSBZh2fwYeN3SbCL2ugRUvQdEKiOoCo/8N+5fCxpnS65E9AQZMk1JGnCT+Unl25s2bx5QpU3jnnXcYOHAgr776KvPnzyc3N5fo6OhjHn8yxY6rvhjlgnsR9i/17dAYEW/6FSHW359H5tRRUm9h4lurqGv1dUztkRDM+1P6E3MKBE9ts503l+Yze3WRT7tSIfDRjf0ZmhWFxe7iozVF/OeXXJ8xggD/ubwHn6wp5oq+CaiUCh7/ZqffNZ4an41ercSgUfLD9grqWhyM6BTJZX0SUQpw00cb2VspJbbMjgvm5mFpPDh/m98W0h0j0ukUa+Lv87YBUiK6mVP78/BX26lqkkzio7pG0zs5jBd/9Z0rwJe3D2L26iKvteYQWpWCt67tw6Nf7/BWTx+aGckF2dG02N2c3yWaye+v9cmuDNJ2zNMTunPZ26v4YEo/Hvhyu0/1dYAusSZuH5HB3+Zt9ba9dWkyY3c9hLL04K/e8HS2jZzDhE8Or8Hyu3sTu/EFtFtm+d6EUo3z+h+5c7mCcKOWII3ST0QqBHhpUi/eWVZAbtXh1/X1q3ty0eurmHFdH576fpdPUj+QSnB8NqU7ce/nSL92j0DsNJayYS8w/O2d3gSPn0xKZvD6u1BWHry3qC6sGTqL6+YV+W0V3jkomjsUX2NqyofB98CciZL14AgcvW5A0eNKVB9fzNHYLn6LN2p6safKSr+UMF44uL4apYJ5t/TlHz/u48VL0kjZNQNt4RJWDv6QKfMKA76H7kgpJ/iLy3w7BIHai2dz05oIekRreCB0KaHb3ocJb8EXN4DrYOmO4Q9CXT7s+uaoddEgTv2RJzbqCFXauV34EuOmo3xWFEo8t65E8ePfoHSdb58+DK6YCXMnw8gnpGKuBb/5jtEEId60kKk/tvLfsdFErnoaYfdR81Bp4cqPJMfgFim1iCNtJD9lPMHDv1SycGoSKV9d7K3ZRq9rwBABq9846vVQwKSPIW8xbJ4ttZli2XnRN1z+abGfP9tlPaJ44vxYwt45Im9QfB/JOXvps1C5XWqLyIRRT1MUPoQJ72zwi74bkBLCmxfHED13DNz0qyR4Wqrh61uxpY1irmck764q55uJBuK+vATcRznx97oGek+BzyeTe+lPXDqnhDmTkui7fCrUHpWZPDgBLn4F5l4FE96G9e9B+RbfMUGRcMuSkyZ4jvf53SG89V5++WWmTZvGjTfeSHZ2Nu+88w4Gg4GZM2ee9rkoGov8hQ6AowWW/htHU9uOpTInF4fLzcyVhX5CB2D7gSa2lzWekuvWtTr8hA5IGYmf/G4XZQ0WalscAUsYiCL899dcbhicQkywnmcW+FfUBnhl0T6MOhVPfr+L8CANfVJCyYw2khCqZ83+eq/QASkK8KVfcwP6yrz7+36fJJfDO0WxLLfGK3QAJvVL4vUleX7HalUKGq1OP6EDYHd5eGdZAZMHHC6isDK/loggLQcaLbyzvMBP6ABsLmkkr6qZ8T3jWLyn2k/oAOytbKbB4vCJQPq/hRVU9X/g8KD6/STVLKfnwYzlGpWCaBr9hQ6A24n65/sYk6ZmbLfYgGvnEeGlhdK6HGJ3RRPrixq4KCeWTcUNfkIHoLC2lWV7KwMWqBT2/YKquYygg1mrk8L1dHLtOyx0gOr+D/Lwr1UBfaJmrK2mrvNkSB4ECx/3EzoAmq0foXJZpe2To9AteoRpvQz8trea9CgjBo2UVNLh9vDkgn08PiadRHUL2vVvUtX/QR75tbLN91C9KkDItygSuexhHhwUwpzNtdSmjIO+N8Kq1w8LHaUGEvr4Cx2QHrq/PMK9A4O5orPGX+gABEWjqNruL3RAEh9bP4Oek8EU7y90QLKQ/PYM/xgVR4RY7y90QLJIrHwZ+k71NmkKl9A/xMw1faKJ3jbjsNABycKx5q0Ar4cHfnkEEvt6mxr63MWTS+sDOu5/vb2GSocWtEc8wMs3w08PQM6VMG2plDF6wK1YHS7eXFoQMM3A+mIzuc1aSYisfkN6FtXmwf6l1GReyXMLi5h+Thgxvz/mL3RAeg3tTTT3vo3nVjaSGmkg1bzOX+iAZMUqWgHdJ0lrfLTQAali/ZoZp92/6KwXOw6Hg02bNjFq1Chvm0KhYNSoUaxZsybgMXa7naamJp+/k4Ww5/u2+/J+RelsbrNf5uTSYHHy4w7/B/Eh5m0sxdFOdNAfZVs7Imp/bStNVidFda242vDUrW62Y9CocHtEbM7A82uyuVAqBBotTuZtKOWDFYW8vayA6mYb32094DM2RK/2K4B5CI8I5Q1WwgzSw/Cc9AiW5lZ7+xWC9PAL9GXcOdbEpiL/HDuH2FjcQNc4319aa/bXcW6naJburW7jKPhtbzUju8T4zONolu6tZkBauPffDRYn9QpfP6bwvC8ZkyFZ7gZnRCCWrG3zfFTtpGe0ktIGS5sO1GUNVr/s5wt3VzGmWyy/tXM/83c2YU65IGCfqehXusVLr9Hg1BBiCub79JsNqZTUWwIdiijCrhqXtF1Qsa3N61O+Wfr1fzT2ZrR2KXXAhqJ6so9Yqx0HzEQHG6BiK4giZn1yQDEH0ntob53bJ4u1l+ZKEnXScRsOOCB5sG8Rz6gu0pZOGwgHNhGutGGobeP+kgZC3sI2j2ffr5A5CopWtn2NvIUkhyghf3Hb5yldDzG+Vvnwop+4tFso+rwFhxsN4VJVdrGN7xVzGegOlwxqiu7P5hJzm5ddkVcLncb6n2PRE1Lx0/lT4OeHaIzowS972k4D8dW2GsTuV8DeBdBcDTu/Bo2R8mYnDreHPtEKFBXthK6XbcCaMZbl+Q2cn2YgIu/Ltsfu+xU6j4W8RW2P2f31ac8LdNaLndraWtxuNzExMT7tMTExVFYGzir63HPPERIS4v1LSjqJJfyU7WyLKP63goMyJ4aAZJJvC61K0VYx6/+J9q4J0nbWsVIQKBUCymNkoDw6IkujVEjnPir8+ljn0agUuA/uo7g9os/cxHaOd3tE1Kq2zx3oMLVSgeuoawScj0ds93XUqBR+YlF19AVVWhxuqc3h8hzTMVIUjm9djkR7cK7tHadVKVB4AqcCcCt13vtwecCt8J3jsd6fGpWCY6acVml987L4XECyKmmUCh/rkfTWEiXHXkBxHO8hPO7AnYLy4BgB8EiOvIcQ3ZJ1py2k0ELEtsZ4XAGtVl5UGmle7Y1RqhERpNepzXn4L4RHqcXpEX3PfaxrHXUuBWK7iWZ1aiGwtQWk1/Hg51bwSAEObZ5HpUDwOKV7FARQS+8J1aE3mKAgYO6CQ6gOjRdweoT210ypObgu7Y3Rtn+9U8BZL3b+CI8++ihms9n7V1oauCDhH6LbxDa7xO6X49YFLnAoc/KJMGq5un/bQvb6c1IPf9hPIjkJIf4P3oP0TAwhWKcmKVyPvo3ijBlRQZQ3WrG73IQaAn9xxgRr/UzWUwanEGXScVU/33surbfQKSZwoj6tSkGYQUOTVXoYLtlTzbicw4kxRRFcbpFgvX/g5t7KZvqmtJ2w7rwu0azd7/vrbUhmBN9tPdBu8s2x3WL5alMZF7UzZky3WJbnHt4STgjVE2Yp9BlT0/UGvt8rWVJXF9RB0oCADy0AMWUoS4vsRJm0bYqs7Lhgv5D2i3vEM3d9Sbv3M6V3KKa87wL2WdLGsqNM+mW/LK+e6i7X+/SH1W6he0JgPwS1UqBziBtK1kHaiMAXFwSpnEBdgKzSxmialZKVoV9qGDvLD1sYhmeEk1/djBjTHRQqwuq3+Vh+jkSjVJAV7AZLAMtCRAa7G6XM8X1jlLD3J19LRfUeiO8deO6AmDGSEquW5rBuXmHmQ9EKxK7j2zyebhOljMNpw9u+RrfL2FrphMzA1jdAsg4V+1qH6lMvZtbGOpq7TT7caDMfjARr40dvdFef8PHQkoWc3yk88FhgSGaUZI05Gn3Y4a1AIKLweyb1jvEfd5Cr+sRITsI9rpa2s3KkbaZYg4hJq2JRkRNX2sg2jye+D8ZdcxnfLYKfcs1UdZ3S9thuE6Wtry4XtT2mzw2SA/Rp5KwXO5GRkSiVSqqqfGtSVVVVERsbuE6KVqslODjY5+9k4TTGIva/xb8jJBFx6P1oguSq56cLpULgin6JAR/043vEkdmGAPhfiTRqeGp8tl+7SaviXxNziAvVE23SHix26TtGp1bw8NguzF5dhEIQeO2qXn7CSa0U+L9x2cxcdfjh3j81jMEZ0jZOt/hgzu9y+Itk9uoiHhzTxeuTcQhBkByd3R7RO4/NJQ10iTN5t1YAZq0q4qmLu/lZNZSCQKhBzb0jsziaSKOGGwal8vWmMm/b5AFJbC5uZNHuKs7rHB2wNtf4HnHEh+rZUtpITkIIXeP86/2c2zkKi8NN9UF/Hq1KwavjYolZ96x3jDN5KLvU3dh/UJyoFALVnhBsFzzndz70YTgv/C95TVIE1qMXdfEbEqRRct/oTnyy5vCDanR2DN3jTeyuaCI+REevpFC/44amh9A3NTJg4UrPoLtwBsV4X/u6VgfrmqOwdb7UOyZ84yu8ODoyYMHS5y5MJGrLG1J+lZFPSQ/Ao7Cc9wwObajXuuJFqcZ2yXs8+3sDNw5JZWV+rbeER5hBzWMXdeaZn/MpcRixX/gKERte4sUxkQRp/AX6vyd2J0zl8P+lrtZTOfJ1XlzVwJOj4ona+T5snwf9bj685SV6YM8PUvmHozFEwOh/MXNLCzM2ttBw/n/8xwCeiE7Q/Qr/jogMyBoNuT9K21B9b/QfE5wAwx7gvbXl7GvRIg5/2H9MUCQMvB22zvU2tfS5jZ9KlPy8u5YDGddI1zrExpkw+hn/10MTJEVptdZ6m0zbPuTxocFEBEhL8fCoVKJVVv/zKJQw9jmfBIPqfT9yw6AUUgPUQJvUO5oU8YB0/T43SNau0GQYcCsxW17j1Su6MHtjLRWDnpJe86O54BkwRGDYM5+/9dfjdHvYLmbiCCSO4ntLr8X+pVK4eRd/x3iiukpOz4rAP/ZOFR0iGmvgwIEMGDCAN96QvN89Hg/JycncddddPPLII8c8/mSHnjsbylA2FCBsnIlgb0LsNBYx8wIUEen/87llTpwKs5UNRQ18takMnVrBlEGpdI41ndIEc3UtdsoarcxZU0yF2Ua/1DAu6RlPcpgB1cFtJovDRVm9lU/XFZNf00LPxFDO7RzNusJazuscQ0q4AbVKwYEGK3M3lLCnookeCaFc3jeBhlYHM5bvRxThmoHJ9EgMIeaIpJUHGizsrWzm8w2SX9LkAUmkRgTxw/ZytpY2khxu4JqBKdhdbjYXN9AtPoSfdlRQVNdK/9RwJvSKZ3uZmW82H0ClFLh9RDpGrZrP1pdQUNNC19hgJvVLosXuxOp0o1IomLu+hNoWByOzgjmvSyw7Suv4YlsdIXoVV/ZNIsKoZfbqQirNdkZ0imRk1xjWF9bx045KDFoVE3rGY3d5UCqgU4yJ3/ZW0yU2mKomGz/vrESrkkLPUyOD+GJ9KbnVzXSPD+GyXrHENO8mdOOrIAg4e9+IPSqHN9Y3sbO8icxoE5P6JVJQ3UL/OBURjnIUG95H1VKOLeVcFN0msKFWQ51NEsgHGq1kxwXz444KSuot9EkOY1yPOIpqW5m7vhStSsGkfkmkRhpotjiJDFLy294KEiLCaLQ6WLC9AoUgcF3/OLrF6AjL/w5N+hDEgiUIeYsQ9aGI/W6hxZjM7O02r5/U9jIznaP03DsoHL05D9WmD1G4rLh7T+VAxCC+31HN2uIWksO0XN/TRFL1crSRKajCkmDn1whpQxFL1iIUrcRjiqOh+1R+rzXRKSGKLG09bPoYTe1OHJHd8fS+nkXlWmLDgwnVK3lneQFVzS7OywxmZNc4Vu5voF+SEZvdjkGlIEVZg5D3KxVpE/l+n521JS0khhq49pxkTFoFxZV1nBPeinLzbNQNedjj+tOYdTlfFYgMzYomQdlI+JrnECx12LpdjSalH8K+nxHylyAaIqTwbkcrbPgAobUGT/oI6HoJy6oNpEUaKW2wUllTy/kxFsJ2fYTSXII9eTiK7PEoilejTBsqib7170nn6TEJEvtD7s+SL44pFnHI36QH8IYPEGxm7/eyq2oPDTGD2VHRQo8IkShnBWz8AKG1FjHjfOhyEULZJtj+OehC8fSdSkNQBi/8Xs0Bs5MLOoVydTcdmuLlCLu+lULPh/xN2vrZNBvqCyChL2SMhJI10PUSsNTC+velvDy9p1AWez4Ld1XwW56ZKKOKqeckkRquJ8SglXxztnwCFVtxRmbj7nUdLmsTQetek7amek6WREbhSiqSxrK6qJnvdtYRpFFww4B4svTNRNRugtTBEJ52+EuqtQ5q92FtrqUs7Bx+3VPDhAwFkaWL0BctQTTFIgy4FcLTQW2QLFK7v+dA4lh+L1eSFQpZnkJCds6WtiNzJknRYtu/gLJ1EJ4hicSmA7DhA3BZoec1kkN9SMJJ+679y4We33DDDbz77rsMGDCAV199lS+++IK9e/f6+fIE4mSLnUO4bC14XE40xg5Wm+Ysxep0oRAEtKrT94vC5nRjc7oxaVUo29gecbk9ONwetEoFDreIWin4VS13uz3Y3R60KqXXwmJ3uhEBXRvbYQCtdiduUcqF43B7UAsCTXYXBo0SEbzbeC6PB6UgYD1qrs02JwoB1EqlZAESPTQ73ATr1HhEUCmPzJ4sYneJGFTgsFnQ6Ay02OxoVCpUajWiKIIIFqeHYK0Ch0faAmm1u1ArFYgeFzaXG4NWQ7PNTYhWhdnuwqhVYXe7UQmSH5PdJWJQC1hsdgw6La1OEYNagcdpAwEMBqP3tW+yOjFplThcLjRKJU6PG48IeqWAy2FDrTPSbHdi1KlwOJyolEqcIjhdboK0apptTkJ0GhptToI0KhxOJ0qlArUg4nS70Wq0NNmluVptVnRaDQ6XE0FQoFEo8LisoDLgdFjR6YMQrWYUGi02jxJRBLVKhd3pRK9RY3M60ak1uBwWlEo1HtGDKHrQaHR4XHZQ6g/OQ4naY0MQFLhQ4nR7pPu3t6DQBaNyW0Clx4YKAQGX243VJRKqBae1FZU+CItdej30gh08HmwKPU6nA53OgNVhR6/RoHZZQKnBLirwiB6UCgVuhx2lxiDNQ6tC4bahEJR4BCVutxu9Ro3bZUOp0mK129FoNHg8IgKSkPS4nSjVOuwOB1qNRgrYUGpxu+wgiohKHW6XFaU2BIfTgVatQamWrFp2lxuPKKIWPTgdNjQ6A0qPXfL/UB60fLnskt/MoQR6Hg/YzdLD+qBPjtvajOh2IOiCcTttKDUGlErpM2SzSVtDatyILitKXSiCxy75YjpaJH8chRJENy40OF0OdGrNwTFaaRtLpT4cQeV2SZmPVTpp28lnrg7Jt+XgXEWPB5vdhkqlRq0+avva4z54vI5mmw21UoVOcEqWsUOlMjweSVAotVhsVlRKFRqFR4rS04e2+R1xaB5uQYPdeXBdPAcTIR7tf3TEPKw26X0qGftEaZvR7QCFBpwtoDJIvkGH1kV0S+twkvlLiR2AN99805tUsFevXrz++usMHDjwuI49VWJHRkZGRkZG5tTxlxM7/wuy2JGRkZGRkTn7+EslFZSRkZGRkZGRaQtZ7MjIyMjIyMh0aGSxIyMjIyMjI9OhkcWOjIyMjIyMTIdGFjsyMjIyMjIyHRpZ7MjIyMjIyMh0aGSxIyMjIyMjI9OhkcWOjIyMjIyMTIdGFjsyMjIyMjIyHRr/Urp/QQ4lkW5qajrDM5GRkZGRkZE5Xg49t49VDEIWO0BzczMASUlJZ3gmMjIyMjIyMidKc3MzISEhbfbLtbEAj8dDeXk5JpMJQRBO2nmbmppISkqitLS0w9bc6uj32NHvD+R77Ah09PsD+R47Aqfi/kRRpLm5mfj4eBSKtj1zZMsOoFAoSExMPGXnDw4O7pBv3CPp6PfY0e8P5HvsCHT0+wP5HjsCJ/v+2rPoHEJ2UJaRkZGRkZHp0MhiR0ZGRkZGRqZDI4udU4hWq+Wpp55Cq9We6amcMjr6PXb0+wP5HjsCHf3+QL7HjsCZvD/ZQVlGRkZGRkamQyNbdmRkZGRkZGQ6NLLYkZGRkZGRkenQyGJHRkZGRkZGpkMjix0ZGRkZGRmZDo0sdk4hb731Fqmpqeh0OgYOHMj69evP9JT+EM899xz9+/fHZDIRHR3NpZdeSm5urs+Yc889F0EQfP5uv/32MzTjE+cf//iH3/y7dOni7bfZbEyfPp2IiAiMRiOXX345VVVVZ3DGJ05qaqrfPQqCwPTp04Gzbw1///13xo8fT3x8PIIg8O233/r0i6LIk08+SVxcHHq9nlGjRpGXl+czpr6+nmuvvZbg4GBCQ0O5+eabaWlpOY130T7t3aPT6eThhx8mJyeHoKAg4uPjmTJlCuXl5T7nCLTuzz///Gm+k8Acaw2nTp3qN/exY8f6jDmb1xAI+JkUBIEXX3zRO+bPvIbH83w4nu/PkpISxo0bh8FgIDo6mgcffBCXy3XS5imLnVPEvHnzuO+++3jqqafYvHkzPXv2ZMyYMVRXV5/pqZ0wy5cvZ/r06axdu5ZFixbhdDoZPXo0ra2tPuOmTZtGRUWF9++FF144QzP+Y3Tr1s1n/itXrvT2/f3vf+eHH35g/vz5LF++nPLyci677LIzONsTZ8OGDT73t2jRIgCuvPJK75izaQ1bW1vp2bMnb731VsD+F154gddff5133nmHdevWERQUxJgxY7DZbN4x1157Lbt27WLRokUsWLCA33//nVtvvfV03cIxae8eLRYLmzdv5oknnmDz5s18/fXX5Obmcskll/iN/ec//+mzrnfffffpmP4xOdYaAowdO9Zn7nPnzvXpP5vXEPC5t4qKCmbOnIkgCFx++eU+4/6sa3g8z4djfX+63W7GjRuHw+Fg9erVfPTRR8yePZsnn3zy5E1UlDklDBgwQJw+fbr33263W4yPjxefe+65Mzirk0N1dbUIiMuXL/e2jRgxQrz33nvP3KT+R5566imxZ8+eAfsaGxtFtVotzp8/39u2Z88eERDXrFlzmmZ48rn33nvFjIwM0ePxiKJ4dq8hIH7zzTfef3s8HjE2NlZ88cUXvW2NjY2iVqsV586dK4qiKO7evVsExA0bNnjH/Pzzz6IgCOKBAwdO29yPl6PvMRDr168XAbG4uNjblpKSIr7yyiundnIngUD3d8MNN4gTJkxo85iOuIYTJkwQzz//fJ+2s2UNRdH/+XA8358//fSTqFAoxMrKSu+YGTNmiMHBwaLdbj8p85ItO6cAh8PBpk2bGDVqlLdNoVAwatQo1qxZcwZndnIwm80AhIeH+7R/+umnREZG0r17dx599FEsFsuZmN4fJi8vj/j4eNLT07n22mspKSkBYNOmTTidTp/17NKlC8nJyWftejocDubMmcNNN93kU/z2bF/DQxQWFlJZWemzZiEhIQwcONC7ZmvWrCE0NJR+/fp5x4waNQqFQsG6detO+5xPBmazGUEQCA0N9Wl//vnniYiIoHfv3rz44osndXvgVLNs2TKio6Pp3Lkzd9xxB3V1dd6+jraGVVVV/Pjjj9x8881+fWfLGh79fDie7881a9aQk5NDTEyMd8yYMWNoampi165dJ2VeciHQU0BtbS1ut9tn4QBiYmLYu3fvGZrVycHj8fC3v/2NIUOG0L17d2/7NddcQ0pKCvHx8Wzfvp2HH36Y3Nxcvv766zM42+Nn4MCBzJ49m86dO1NRUcHTTz/NsGHD2LlzJ5WVlWg0Gr8HSExMDJWVlWdmwv8j3377LY2NjUydOtXbdrav4ZEcWpdAn8FDfZWVlURHR/v0q1QqwsPDz8p1tdlsPPzww0yePNmnyOI999xDnz59CA8PZ/Xq1Tz66KNUVFTw8ssvn8HZHh9jx47lsssuIy0tjYKCAh577DEuvPBC1qxZg1Kp7HBr+NFHH2Eymfy2yM+WNQz0fDie78/KysqAn9VDfScDWezInBDTp09n586dPv4sgM8eeU5ODnFxcYwcOZKCggIyMjJO9zRPmAsvvND7/z169GDgwIGkpKTwxRdfoNfrz+DMTg0ffvghF154IfHx8d62s30N/8o4nU4mTZqEKIrMmDHDp+++++7z/n+PHj3QaDTcdtttPPfcc3/6sgRXX3219/9zcnLo0aMHGRkZLFu2jJEjR57BmZ0aZs6cybXXXotOp/NpP1vWsK3nw58BeRvrFBAZGYlSqfTzNq+qqiI2NvYMzep/56677mLBggUsXbqUxMTEdscOHDgQgPz8/NMxtZNOaGgonTp1Ij8/n9jYWBwOB42NjT5jztb1LC4uZvHixdxyyy3tjjub1/DQurT3GYyNjfULGHC5XNTX159V63pI6BQXF7No0SIfq04gBg4ciMvloqio6PRM8CSSnp5OZGSk9z3ZUdYQYMWKFeTm5h7zcwl/zjVs6/lwPN+fsbGxAT+rh/pOBrLYOQVoNBr69u3LkiVLvG0ej4clS5YwaNCgMzizP4Yoitx111188803/Pbbb6SlpR3zmK1btwIQFxd3imd3amhpaaGgoIC4uDj69u2LWq32Wc/c3FxKSkrOyvWcNWsW0dHRjBs3rt1xZ/MapqWlERsb67NmTU1NrFu3zrtmgwYNorGxkU2bNnnH/Pbbb3g8Hq/Q+7NzSOjk5eWxePFiIiIijnnM1q1bUSgUfts/ZwNlZWXU1dV535MdYQ0P8eGHH9K3b1969ux5zLF/pjU81vPheL4/Bw0axI4dO3yE6yHhnp2dfdImKnMK+Pzzz0WtVivOnj1b3L17t3jrrbeKoaGhPt7mZwt33HGHGBISIi5btkysqKjw/lksFlEURTE/P1/85z//KW7cuFEsLCwUv/vuOzE9PV0cPnz4GZ758XP//feLy5YtEwsLC8VVq1aJo0aNEiMjI8Xq6mpRFEXx9ttvF5OTk8XffvtN3Lhxozho0CBx0KBBZ3jWJ47b7RaTk5PFhx9+2Kf9bFzD5uZmccuWLeKWLVtEQHz55ZfFLVu2eCORnn/+eTE0NFT87rvvxO3bt4sTJkwQ09LSRKvV6j3H2LFjxd69e4vr1q0TV65cKWZlZYmTJ08+U7fkR3v36HA4xEsuuURMTEwUt27d6vPZPBTBsnr1avGVV14Rt27dKhYUFIhz5swRo6KixClTppzhO5No7/6am5vFBx54QFyzZo1YWFgoLl68WOzTp4+YlZUl2mw27znO5jU8hNlsFg0Ggzhjxgy/4//sa3is54MoHvv70+Vyid27dxdHjx4tbt26Vfzll1/EqKgo8dFHHz1p85TFzinkjTfeEJOTk0WNRiMOGDBAXLt27Zme0h8CCPg3a9YsURRFsaSkRBw+fLgYHh4uarVaMTMzU3zwwQdFs9l8Zid+Alx11VViXFycqNFoxISEBPGqq64S8/Pzvf1Wq1W88847xbCwMNFgMIgTJ04UKyoqzuCM/xi//vqrCIi5ubk+7WfjGi5dujTg+/KGG24QRVEKP3/iiSfEmJgYUavViiNHjvS777q6OnHy5Mmi0WgUg4ODxRtvvFFsbm4+A3cTmPbusbCwsM3P5tKlS0VRFMVNmzaJAwcOFENCQkSdTid27dpVfPbZZ33EwpmkvfuzWCzi6NGjxaioKFGtVospKSnitGnT/H4wns1reIh3331X1Ov1YmNjo9/xf/Y1PNbzQRSP7/uzqKhIvPDCC0W9Xi9GRkaK999/v+h0Ok/aPIWDk5WRkZGRkZGR6ZDIPjsyMjIyMjIyHRpZ7MjIyMjIyMh0aGSxIyMjIyMjI9OhkcWOjIyMjIyMTIdGFjsyMjIyMjIyHRpZ7MjIyMjIyMh0aGSxIyMjIyMjI9OhkcWOjIyMjIyMTIdGFjsyMjJ/egRB4Ntvvz3T05CRkTlLkcWOjIzMGaWyspJ7772XzMxMdDodMTExDBkyhBkzZmCxWM709GRkZDoAqjM9ARkZmb8u+/fvZ8iQIYSGhvLss8+Sk5ODVqtlx44dvPfeeyQkJHDJJZec6WnKyMic5ciWHRkZmTPGnXfeiUqlYuPGjUyaNImuXbuSnp7OhAkT+PHHHxk/frzfMcuWLUMQBBobG71tW7duRRAEioqKvG2rVq3i3HPPxWAwEBYWxpgxY2hoaADAbrdzzz33EB0djU6nY+jQoWzYsMF7bENDA9deey1RUVHo9XqysrKYNWuWt7+0tJRJkyYRGhpKeHg4EyZM8Lm2jIzMnwtZ7MjIyJwR6urqWLhwIdOnTycoKCjgGEEQ/tC5t27dysiRI8nOzmbNmjWsXLmS8ePH43a7AXjooYf46quv+Oijj9i8eTOZmZmMGTOG+vp6AJ544gl2797Nzz//zJ49e5gxYwaRkZEAOJ1OxowZg8lkYsWKFaxatQqj0cjYsWNxOBx/aL4yMjKnFnkbS0ZG5oyQn5+PKIp07tzZpz0yMhKbzQbA9OnT+c9//nPC537hhRfo168fb7/9tretW7duALS2tjJjxgxmz57NhRdeCMD777/PokWL+PDDD3nwwQcpKSmhd+/e9OvXD4DU1FTveebNm4fH4+GDDz7wirFZs2YRGhrKsmXLGD169AnPV0ZG5tQiW3ZkZGT+VKxfv56tW7fSrVs37Hb7HzrHIctOIAoKCnA6nQwZMsTbplarGTBgAHv27AHgjjvu4PPPP6dXr1489NBDrF692jt227Zt5OfnYzKZMBqNGI1GwsPDsdlsFBQU/KH5ysjInFpky46MjMwZITMzE0EQyM3N9WlPT08HQK/XBzxOoZB+o4mi6G1zOp0+Y9o69ni58MILKS4u5qeffmLRokWMHDmS6dOn89///peWlhb69u3Lp59+6ndcVFTU/3RdGRmZU4Ns2ZGRkTkjREREcMEFF/Dmm2/S2tp63McdEhQVFRXetq1bt/qM6dGjB0uWLAl4fEZGBhqNhlWrVnnbnE4nGzZsIDs72+c6N9xwA3PmzOHVV1/lvffeA6BPnz7k5eURHR1NZmamz19ISMhx34eMjMzpQxY7MjIyZ4y3334bl8tFv379mDdvHnv27CE3N5c5c+awd+9elEql3zGZmZkkJSXxj3/8g7y8PH788UdeeuklnzGPPvooGzZs4M4772T79u3s3buXGTNmUFtbS1BQEHfccQcPPvggv/zyC7t372batGlYLBZuvvlmAJ588km+++478vPz2bVrFwsWLKBr164AXHvttURGRjJhwgRWrFhBYWEhy5Yt45577qGsrOzUv2gyMjInjigjIyNzBikvLxfvuusuMS0tTVSr1aLRaBQHDBggvvjii2Jra6soiqIIiN988433mJUrV4o5OTmiTqcThw0bJs6fP18ExMLCQu+YZcuWiYMHDxa1Wq0YGhoqjhkzRmxoaBBFURStVqt49913i5GRkaJWqxWHDBkirl+/3nvsM888I3bt2lXU6/VieHi4OGHCBHH//v3e/oqKCnHKlCne49PT08Vp06aJZrP5lL5WMjIyfwxBFI/Y+JaRkZGRkZGR6WDI21gyMjIyMjIyHRpZ7MjIyMjIyMh0aGSxIyMjIyMjI9OhkcWOjIyMjIyMTIdGFjsyMjIyMjIyHRpZ7MjIyMjIyMh0aGSxIyMjIyMjI9OhkcWOjIyMjIyMTIdGFjsyMjIyMjIyHRpZ7MjIyMjIyMh0aGSxIyMjIyMjI9Oh+X9EWtXtYWbxogAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#comparison between diabeties and non-diabeities patients.\n", + "sns.countplot(data=data,x='Outcome');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "aU_d5IxrcIVv", + "outputId": "7a1e2215-2fbf-44ab-dcd4-e2249038877a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#We, need to implement the values of the BoxPlots.\n", + "plt.figure(1,figsize=(15,6));\n", + "plt.title(\"Showing the Variations of lab Reports\");\n", + "sns.boxplot(data=data,width=0.5,fliersize=5);\n", + "plt.tight_layout();\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 577 + }, + "id": "zbawPFkbeLgN", + "outputId": "6a70dcde-624b-4d23-a75b-7e83ad138006" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#We, need to show the age-wise Diabetes." + ], + "metadata": { + "id": "edzoE5UXfQ6X" + } + }, + { + "cell_type": "code", + "source": [ + "sns.scatterplot(x='Age',y='BloodPressure',data=data);\n", + "plt.title(\"Age Wise Variation In BloodPressure\");\n", + "plt.tight_layout();\n", + "plt.plot();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 487 + }, + "id": "9WShyp1ufHCl", + "outputId": "8b27b3ae-3d88-401e-a702-48d09d76b5ee" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Counting the Maximum and Minimum ages.\n", + "plt.figure(1,figsize=(13,6));\n", + "sns.countplot(data=data,x='Age');\n", + "plt.title(\"Maximum and Minimum Ages\");\n", + "#plt.tight_plot();\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "-Y6Btx6ChWZQ", + "outputId": "003cbd34-d840-4414-ce93-5ab54ac4809b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"\\n 1. Maximum age: \",max(data['Age']));\n", + "print(\"\\n 2. minimum Age: \",min(data['Age']));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PugBD4yoh_Xq", + "outputId": "c74b9dc7-397b-4a25-b667-3364d9554e85" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Maximum age: 81\n", + "\n", + " 2. minimum Age: 21\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(1,figsize=(13,6));\n", + "sns.scatterplot(data=data,x='Age',y='BloodPressure',hue='Outcome');\n", + "plt.title(\"Age Wise Variation In BloodPressure\");\n", + "plt.tight_layout();\n", + "plt.plot();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "AWjp_KboiwGd", + "outputId": "ca792bc2-42d6-452f-d7f1-55098ea81b75" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(1,figsize=(13,6));\n", + "sns.violinplot(data=data,x='Age',y='BloodPressure',hue='Outcome');\n", + "plt.title(\"Age Wise Variation In BloodPressure\");\n", + "plt.tight_layout();\n", + "plt.plot();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "r415ttVljhkM", + "outputId": "1853ddca-c892-4dca-a86e-587c5fa5a341" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(1,figsize=(13,6));\n", + "sns.barplot(data=data,x='Age',y='BloodPressure',errorbar=None,hue='Outcome');\n", + "plt.title(\"Age Wise Variation In BloodPressure\");\n", + "plt.tight_layout();\n", + "plt.plot();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "WVNm-lXckEJF", + "outputId": "f874e931-b4fc-4a7c-ac86-272abf59371b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to add the column called age_category!\n", + "# 1. If age<=30 shows 'Young'.\n", + "# 2. If age>=31 & age<=45 shows 'Middle_Age'.\n", + "# 3. If age>=46 & age<=65 shows 'Mature_Age'.\n", + "# 4. If age>=65 shows 'old_age'.\n", + "\n", + "def age_category(age):\n", + " if(age<=30):\n", + " return 'Young';\n", + " elif(age>=31 and age<=45):\n", + " return 'Middle_Age';\n", + " elif(age>=46 and age<=65):\n", + " return 'Mature_Age';\n", + " else:\n", + " return 'Old_Age';\n", + "\n", + "Age=data['Age'];\n", + "data['Age_Category']=data['Age'].apply(age_category);\n", + "print(data.head());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sV-SjH91lRj0", + "outputId": "6f235392-e8c5-4165-8062-71dfcfc80309" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " 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", + " DiabetesPedigreeFunction Age Outcome Age_Category \n", + "0 0.627 50 1 Mature_Age \n", + "1 0.351 31 0 Middle_Age \n", + "2 0.672 32 1 Middle_Age \n", + "3 0.167 21 0 Young \n", + "4 2.288 33 1 Middle_Age \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Plotting the Graph on age_Category based on Outcome Comparisons.\n", + "plt.figure(1,figsize=(13,6));\n", + "sns.countplot(data=data,x='Age_Category',hue='Outcome');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "EQVe1S_EmkUl", + "outputId": "85d79e94-ed3a-4bb5-c597-300fe9d4c157" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Import Values of the Libraries.\n", + "import matplotlib.pyplot as plt;\n", + "import pandas as pd;\n", + "import numpy as np;\n", + "\n", + "#Using the Values of the Datasets.\n", + "data=pd.read_csv('/content/diabetes.csv');\n", + "print(\"\\n 1. Total size of the Data: \",data.shape);\n", + "print(\"\\n------------------------------------------------\");\n", + "print(\"\\n 2. Data Values Given are: \",data);\n", + "print(\"\\n------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZneZTd5uybF0", + "outputId": "48dd55db-abeb-4d18-aa7e-415c607a279f" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total size of the Data: (768, 9)\n", + "\n", + "------------------------------------------------\n", + "\n", + " 2. Data Values Given are: 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", + "\n", + "------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#We, define the values of the Data.\n", + "#'X' will be holding the feature columns.\n", + "X=data.drop('Outcome',axis=1,inplace=False);\n", + "#'Y' will be holding the labels columns.\n", + "Y=data['Outcome'];\n", + "\n", + "#Now, We, need to Split the Values of the Data in the --> Training and -->Testing.\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=5);\n", + "print(\"\\n 1. Training Datasets: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2. Testing Datasets: \",Xtest.shape,\" \",ytest.shape);\n", + "print(\"\\n------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BC3YUloZ9AW9", + "outputId": "bd59fa82-979e-4610-8e04-08ba02ee1b37" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Datasets: (537, 8) (537,)\n", + "\n", + " 2. Testing Datasets: (231, 8) (231,)\n", + "\n", + "------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to train the model and then classify!\n", + "#Classification of the Model.\n", + "svm_model=svm.SVC(kernel='linear',gamma='scale',C=2);\n", + "\n", + "#Train the Model now.\n", + "svm_model=svm_model.fit(Xtrain,ytrain);\n", + "\n", + "#Finding the labels in the Testing Phase.\n", + "ypred=svm_model.predict(Xtest);\n", + "\n", + "print(\"\\n 1. Prediction: \",ypred.shape);\n", + "print(\"\\n 2. Actual: \",ytest.shape);\n", + "print(\"\\n------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-DyHphMt-RZV", + "outputId": "1eece71d-094b-4b45-99ad-6470cb531b1b" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Prediction: (231,)\n", + "\n", + " 2. Actual: (231,)\n", + "\n", + "------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the values of accuracy, report and Confusion Matrix.\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "print(\"\\n 1. Total accuracy: \",acc);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix: \\n\\n\",confu_matrix);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n 3. Classification Report: \\n\\n\",report);\n", + "print(\"\\n----------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5ZaVTcze-gRG", + "outputId": "7702f46e-bb64-4c42-d936-60690b681902" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total accuracy: 0.7965367965367965\n", + "\n", + "----------------------------------------\n", + "\n", + " 2. Confusion Matrix: \n", + "\n", + " [[135 22]\n", + " [ 25 49]]\n", + "\n", + "----------------------------------------\n", + "\n", + " 3. Classification Report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.84 0.86 0.85 157\n", + " 1 0.69 0.66 0.68 74\n", + "\n", + " accuracy 0.80 231\n", + " macro avg 0.77 0.76 0.76 231\n", + "weighted avg 0.79 0.80 0.80 231\n", + "\n", + "\n", + "----------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-2\n", + "--> Represent all values of RBF, Linear, Polynomial in the form of C1,C2,C3." + ], + "metadata": { + "id": "KFx-3PTX-1s1" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "data= pd.read_csv(\"/content/diabetes.csv\")\n", + "print(data.shape)\n", + "data.head()\n", + "# X will be holding all the feature columns\n", + "X = data.drop('Outcome',axis=1,inplace=False)\n", + "\n", + "# y will be holding all the labels column\n", + "y = data['Outcome']\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", + " dibts_svm_model = svm.SVC(kernel=ker[i],gamma='scale',C=c_value[j])\n", + "\n", + " # train the model\n", + " dibts_svm_model = dibts_svm_model.fit(Xtrain,ytrain)\n", + "\n", + " # predict the labels\n", + " ypred = dibts_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\"])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9uyNva4c-xSN", + "outputId": "79799dc9-1b0a-4f61-d951-1c4a11cb69ae" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(768, 9)\n", + "(537, 8) (537,)\n", + "(231, 8) (231,)\n", + "[[0.78787879 0.78787879 0.77922078]\n", + " [0.7965368 0.7965368 0.7965368 ]\n", + " [0.78354978 0.77489177 0.76623377]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=ker,columns=[\"C=1\",\"C=2\",\"C=3\"])\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(4,4))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475 + }, + "id": "6WiS7GmV_iTd", + "outputId": "c36a88b6-1c26-424f-9748-98a8bd378966" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " poly linear rbf\n", + "C=1 0.787879 0.796537 0.783550\n", + "C=2 0.787879 0.796537 0.774892\n", + "C=3 0.779221 0.796537 0.766234\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 19 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd;\n", + "import numpy as np;\n", + "import matplotlib.pyplot as plt;\n", + "import seaborn as sns;\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Using the Values of the Datasets.\n", + "data= pd.read_csv(\"/content/Fish.csv\")\n", + "print(\"\\n 1. Total size of the Data: \",data.shape);\n", + "print(\"\\n------------------------------------------------\");\n", + "print(\"\\n 2. Data Values Given are: \\n\\n\",data);\n", + "print(\"\\n------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "l1q10_BFDtdz", + "outputId": "7dc4e365-25df-4fcd-8069-408f1a12270b" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total size of the Data: (159, 7)\n", + "\n", + "------------------------------------------------\n", + "\n", + " 2. Data Values Given are: \n", + "\n", + " Species Weight Length1 Length2 Length3 Height Width\n", + "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", + "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", + "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", + "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", + "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340\n", + ".. ... ... ... ... ... ... ...\n", + "154 Smelt 12.2 11.5 12.2 13.4 2.0904 1.3936\n", + "155 Smelt 13.4 11.7 12.4 13.5 2.4300 1.2690\n", + "156 Smelt 12.2 12.1 13.0 13.8 2.2770 1.2558\n", + "157 Smelt 19.7 13.2 14.3 15.2 2.8728 2.0672\n", + "158 Smelt 19.9 13.8 15.0 16.2 2.9322 1.8792\n", + "\n", + "[159 rows x 7 columns]\n", + "\n", + "------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# X will be holding all the feature columns\n", + "X = data.drop('Species',axis=1,inplace=False)\n", + "\n", + "# y will be holding all the labels column\n", + "y = data['Species'];\n", + "\n", + "#Now, We, need to Split the Values of the Data in the --> Training and -->Testing.\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=5);\n", + "print(\"\\n 1. Training Datasets: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2. Testing Datasets: \",Xtest.shape,\" \",ytest.shape);\n", + "print(\"\\n------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0mPzLNGpD1AN", + "outputId": "c0d26b67-f51a-40a3-f1a1-dee05c3becbc" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Datasets: (111, 6) (111,)\n", + "\n", + " 2. Testing Datasets: (48, 6) (48,)\n", + "\n", + "------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, Classification of the datasets.\n", + "#Now, we need to train the model and then classify!\n", + "#Classification of the Model.\n", + "svm_model=svm.SVC(kernel='linear',gamma='scale',C=2);\n", + "\n", + "#Train the Model now.\n", + "svm_model=svm_model.fit(Xtrain,ytrain);\n", + "\n", + "#Finding the labels in the Testing Phase.\n", + "ypred=svm_model.predict(Xtest);\n", + "\n", + "print(\"\\n 1. Prediction: \",ypred.shape);\n", + "print(\"\\n 2. Actual: \",ytest.shape);\n", + "print(\"\\n------------------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Znj0HnbJFHS0", + "outputId": "990549a2-3e06-48b5-aab5-665bfb3ae7f1" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Prediction: (48,)\n", + "\n", + " 2. Actual: (48,)\n", + "\n", + "------------------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the values of accuracy, report and Confusion Matrix.\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "print(\"\\n 1. Total accuracy: \",acc);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix: \\n\\n\",confu_matrix);\n", + "print(\"\\n----------------------------------------\");\n", + "\n", + "print(\"\\n 3. Classification Report: \\n\\n\",report);\n", + "print(\"\\n----------------------------------------\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OpX966lLFUXt", + "outputId": "0ca5acb7-6769-4674-f69d-585937db7dc6" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total accuracy: 0.875\n", + "\n", + "----------------------------------------\n", + "\n", + " 2. Confusion Matrix: \n", + "\n", + " [[ 9 2 0 0 0 0 0]\n", + " [ 0 3 0 0 0 0 0]\n", + " [ 0 0 14 1 0 0 0]\n", + " [ 0 0 0 4 0 0 0]\n", + " [ 0 0 0 0 8 0 0]\n", + " [ 0 0 1 0 1 2 0]\n", + " [ 0 0 0 0 1 0 2]]\n", + "\n", + "----------------------------------------\n", + "\n", + " 3. Classification Report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " Bream 1.00 0.82 0.90 11\n", + " Parkki 0.60 1.00 0.75 3\n", + " Perch 0.93 0.93 0.93 15\n", + " Pike 0.80 1.00 0.89 4\n", + " Roach 0.80 1.00 0.89 8\n", + " Smelt 1.00 0.50 0.67 4\n", + " Whitefish 1.00 0.67 0.80 3\n", + "\n", + " accuracy 0.88 48\n", + " macro avg 0.88 0.85 0.83 48\n", + "weighted avg 0.90 0.88 0.87 48\n", + "\n", + "\n", + "----------------------------------------\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "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", + " fish_svm_model = svm.SVC(kernel=ker[i],gamma='scale',C=c_value[j])\n", + "\n", + " # train the model\n", + " fish_svm_model = dibts_svm_model.fit(Xtrain,ytrain)\n", + "\n", + " # predict the labels\n", + " ypred = dibts_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\"])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m1BDL8tfF8I0", + "outputId": "447a1452-88b5-47e0-e972-25250220d1e5" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[0.4375 0.4375 0.4375]\n", + " [0.4375 0.4375 0.4375]\n", + " [0.4375 0.4375 0.4375]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=ker,columns=[\"C=1\",\"C=2\",\"C=3\"])\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(8,6))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 629 + }, + "id": "yn_rhNbiGJQN", + "outputId": "c411b749-4313-4c3a-a2c1-ea80265d6644" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " poly linear rbf\n", + "C=1 0.4375 0.4375 0.4375\n", + "C=2 0.4375 0.4375 0.4375\n", + "C=3 0.4375 0.4375 0.4375\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 40 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.histplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "qZ5aj_sXGrUt", + "outputId": "119299b8-d32e-4a91-afa0-7195dd9d7384" + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.scatterplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "bVcVmNCAIidT", + "outputId": "786cdb77-935a-4318-eff8-9e65727b077e" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.histplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")" + ], + "metadata": { + "id": "KZjLk821IvIR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=ker,columns=[\"C=1\",\"C=2\",\"C=3\"]);\n", + "#plt.figure(1,figsize=(13,6));\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(8,6))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 629 + }, + "id": "VpSP9Aw3HB2k", + "outputId": "8e8d4983-f443-4664-e7c2-ebc858caadff" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " poly linear rbf\n", + "C=1 0.312500 0.854167 0.479167\n", + "C=2 0.312500 0.875000 0.437500\n", + "C=3 0.333333 0.854167 0.437500\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 37 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BACimS/G5cOHC1NfXZ8CAAZk0aVJWr1692/VffPHFXHTRRRk1alRqamryxje+Mffff3+XBgYAoOfq29kNli1bloaGhixatCiTJk3KggULMm3atDzxxBMZMWLEDus3NzfnXe96V0aMGJG77747o0ePzrPPPpuhQ4fui/kBAOhBOh2f8+fPz6xZszJz5swkyaJFi3LfffdlyZIlufTSS3dYf8mSJXnhhRfy0EMPpV+/fkmS+vr63e5j+/bt2b59e/vPW7du7eyYAAB0Q5267N7c3Jw1a9Zk6tSpv3+BPn0yderUrFq1aqfb3HvvvZk8eXIuuuii1NbW5uijj84111yTlpaWXe5n3rx5GTJkSPujrq6uM2MCANBNdSo+N2/enJaWltTW1nZYXltbm8bGxp1u87Of/Sx33313Wlpacv/99+fyyy/Pddddl3/8x3/c5X7mzJmTLVu2tD82btzYmTEBAOimOn3ZvbNaW1szYsSI3Hzzzamurs748ePz3HPP5dprr83cuXN3uk1NTU1qamr292gAABTWqfgcPnx4qqur09TU1GF5U1NTRo4cudNtRo0alX79+qW6urp92VFHHZXGxsY0Nzenf//+XRgbAICeqFOX3fv375/x48dnxYoV7ctaW1uzYsWKTJ48eafbvP3tb8/TTz+d1tbW9mVPPvlkRo0aJTwBAP7EdPr3fDY0NGTx4sW544478thjj+XCCy/Mtm3b2u9+nzFjRubMmdO+/oUXXpgXXnghF198cZ588sncd999ueaaa3LRRRftu3cBAECP0OnPfJ511ll5/vnnc8UVV6SxsTHjxo3L8uXL229C2rBhQ/r0+X3T1tXV5dvf/nb+9m//Nm9+85szevToXHzxxbnkkkv23bsAAKBH6NINR7Nnz87s2bN3+tzKlSt3WDZ58uT88Ic/7MquAADoRXy3OwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQTN9KDwBJcswdx1R6hHbrzl1X6REAoNdy5hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAU07fSAwDQdcfccUylR0iSrDt3XaVHgE5x7FSOM58AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBiuhSfCxcuTH19fQYMGJBJkyZl9erVe7TdXXfdlaqqqpxxxhld2S0AAD1cp+Nz2bJlaWhoyNy5c7N27doce+yxmTZtWjZt2rTb7davX5/PfOYzOfHEE7s8LAAAPVun43P+/PmZNWtWZs6cmbFjx2bRokUZOHBglixZssttWlpa8pGPfCRXXXVV3vCGN+zVwAAA9Fydis/m5uasWbMmU6dO/f0L9OmTqVOnZtWqVbvc7vOf/3xGjBiR888/f4/2s3379mzdurXDAwCAnq9T8bl58+a0tLSktra2w/La2to0NjbudJsf/OAHufXWW7N48eI93s+8efMyZMiQ9kddXV1nxgQAoJvar3e7v/TSSznnnHOyePHiDB8+fI+3mzNnTrZs2dL+2Lhx436cEgCAUvp2ZuXhw4enuro6TU1NHZY3NTVl5MiRO6z/zDPPZP369Zk+fXr7stbW1t/tuG/fPPHEE/nLv/zLHbarqalJTU1NZ0YDAKAH6NSZz/79+2f8+PFZsWJF+7LW1tasWLEikydP3mH9I488MuvWrcuPf/zj9sd73vOevOMd78iPf/xjl9MBAP7EdOrMZ5I0NDTk3HPPzYQJEzJx4sQsWLAg27Zty8yZM5MkM2bMyOjRozNv3rwMGDAgRx99dIfthw4dmiQ7LAcAoPfrdHyeddZZef7553PFFVeksbEx48aNy/Lly9tvQtqwYUP69PHFSQAA7KjT8Zkks2fPzuzZs3f63MqVK3e77e23396VXQIA0As4RQkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYvpWegAAYP+qv/S+So+QJFk/oNIT0B048wkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBifL1mBXSXrzlLfNUZPYtjB6Dnc+YTAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAU06X4XLhwYerr6zNgwIBMmjQpq1ev3uW6ixcvzoknnpiDDz44Bx98cKZOnbrb9QEA6L06HZ/Lli1LQ0ND5s6dm7Vr1+bYY4/NtGnTsmnTpp2uv3Llypx99tl54IEHsmrVqtTV1eXkk0/Oc889t9fDAwDQs3Q6PufPn59Zs2Zl5syZGTt2bBYtWpSBAwdmyZIlO13/zjvvzCc/+cmMGzcuRx55ZG655Za0trZmxYoVu9zH9u3bs3Xr1g4PAAB6vk7FZ3Nzc9asWZOpU6f+/gX69MnUqVOzatWqPXqNl19+Oa+++mr+7M/+bJfrzJs3L0OGDGl/1NXVdWZMAAC6qU7F5+bNm9PS0pLa2toOy2tra9PY2LhHr3HJJZfk0EMP7RCwf2jOnDnZsmVL+2Pjxo2dGRMAgG6qb8mdfeELX8hdd92VlStXZsCAAbtcr6amJjU1NQUnAwCghE7F5/Dhw1NdXZ2mpqYOy5uamjJy5MjdbvvP//zP+cIXvpDvfve7efOb39z5SQEA6PE6ddm9f//+GT9+fIebhV6/eWjy5Mm73O5LX/pSrr766ixfvjwTJkzo+rQAAPRonb7s3tDQkHPPPTcTJkzIxIkTs2DBgmzbti0zZ85MksyYMSOjR4/OvHnzkiRf/OIXc8UVV2Tp0qWpr69v/2zooEGDMmjQoH34VgAA6O46HZ9nnXVWnn/++VxxxRVpbGzMuHHjsnz58vabkDZs2JA+fX5/QvWmm25Kc3NzPvjBD3Z4nblz5+bKK6/cu+kBAOhRunTD0ezZszN79uydPrdy5coOP69fv74ruwAAoBfy3e4AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAUIz4BAChGfAIAUIz4BACgGPEJAEAx4hMAgGLEJwAAxYhPAACKEZ8AABQjPgEAKEZ8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMWITwAAihGfAAAU06X4XLhwYerr6zNgwIBMmjQpq1ev3u36X//613PkkUdmwIABOeaYY3L//fd3aVgAAHq2TsfnsmXL0tDQkLlz52bt2rU59thjM23atGzatGmn6z/00EM5++yzc/755+d///d/c8YZZ+SMM87Io48+utfDAwDQs3Q6PufPn59Zs2Zl5syZGTt2bBYtWpSBAwdmyZIlO13/K1/5Sk455ZT8/d//fY466qhcffXVOf7443PDDTfs9fAAAPQsfTuzcnNzc9asWZM5c+a0L+vTp0+mTp2aVatW7XSbVatWpaGhocOyadOm5Z577tnlfrZv357t27e3/7xly5YkydatWzszbrfVuv3lSo/QbmtVW6VHSJK0/Lal0iO06y3/znojx86Ousux47jp3rrLsdNdjpvEsbM/vP5e2tp2/79zp+Jz8+bNaWlpSW1tbYfltbW1efzxx3e6TWNj407Xb2xs3OV+5s2bl6uuumqH5XV1dZ0Zlz0wpNIDtHus0gO0G3Jh9/lbofvqPv9Kusex47hhT3SvfyWOnf3lpZdeypAhu35fnYrPUubMmdPhbGlra2teeOGFDBs2LFVVVRWcjD+0devW1NXVZePGjRk8eHClx4Eew7EDnee46d7a2try0ksv5dBDD93tep2Kz+HDh6e6ujpNTU0dljc1NWXkyJE73WbkyJGdWj9JampqUlNT02HZ0KFDOzMqhQ0ePNj/EUAXOHag8xw33dfuzni+rlM3HPXv3z/jx4/PihUr2pe1trZmxYoVmTx58k63mTx5cof1k+Q73/nOLtcHAKD36vRl94aGhpx77rmZMGFCJk6cmAULFmTbtm2ZOXNmkmTGjBkZPXp05s2blyS5+OKLc9JJJ+W6667Lu9/97tx11115+OGHc/PNN+/bdwIAQLfX6fg866yz8vzzz+eKK65IY2Njxo0bl+XLl7ffVLRhw4b06fP7E6pve9vbsnTp0lx22WX53Oc+lzFjxuSee+7J0Ucfve/eBRVTU1OTuXPn7vAxCWD3HDvQeY6b3qGq7Y/dDw8AAPuI73YHAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRnwAAFCM+AYAeo62tLS0tLZUeg70gPtlnHnnkkVRXV1d6DOh27r///lxwwQX57Gc/m8cff7zDc7/+9a/zzne+s0KTQff12muv5bLLLstJJ52UuXPnJkmuvfbaDBo0KAMHDsy5556b5ubmCk9JV4hP9infWQAdLV26NO95z3vS2NiYVatW5bjjjsudd97Z/nxzc3O+//3vV3BC6J6uuuqq3HLLLZkwYULuvvvuXHjhhbn++utz8803Z/HixVmxYkUWLFhQ6THpgk5/vSZ/ut7//vfv9vktW7akqqqq0DTQM1x77bWZP39+PvWpTyVJ/u3f/i0f/ehH88orr+T888+v8HTQfS1dujS33HJLTj/99Fx44YU54ogjsnTp0px11llJkgEDBuTqq6/OZz/72QpPSmeJT/bYN7/5zbzrXe9KbW3tTp/3GRzY0VNPPZXp06e3/3zmmWfmkEMOyXve8568+uqred/73lfB6aD7+sUvfpFjjz02SfJXf/VX6d+/f/vPSfKWt7wlzz77bKXGYy+IT/bYUUcdlQ984AO7PFvz4x//ON/61rcKTwXd2+DBg9PU1JTDDz+8fdk73vGOfOtb38rpp5+e//u//6vgdNB9DRkyJC+++GLq6uqSJMcff3wOOuig9ue3b9/ualsP5TOf7LHx48dn7dq1u3y+pqYmf/EXf1FwIuj+Jk6cmP/6r//aYflJJ52Ub37zmz6zBrswduzYDv/NefDBBzN69Oj2n9etW5cxY8ZUYjT2UlWbO0TYQ9u3b09LS0sGDhxY6VGgx/j+97+fhx56KHPmzNnp8w888EC+9rWv5bbbbis8GXRvTz75ZPr169fhqsH/39KlS9O3b9+ceeaZhSdjb4lPAACKcdkdAIBixCddcswxx2Tjxo07/BnYNccNdI1jp3cRn3TJ+vXr8+qrr+7wZ2DXHDfQNY6d3kV8AgBQjPgEAKAY8QkAQDHiEwCAYsQnAADFiE8AAIoRn3TJiSeemAMOOGCHPwO75riBrnHs9C6+XhMAgGKc+WSPfe9738vYsWOzdevWHZ7bsmVL3vSmN+W///u/KzAZdF+OG+gax07vJT7ZYwsWLMisWbMyePDgHZ4bMmRIPv7xj2f+/PkVmAy6L8cNdI1jp/cSn+yxRx55JKeccsounz/55JOzZs2aghNB9+e4ga5x7PRe4pM91tTUlH79+u3y+b59++b5558vOBF0f44b6BrHTu8lPtljo0ePzqOPPrrL53/yk59k1KhRBSeC7s9xA13j2Om9xCd77LTTTsvll1+eV155ZYfnfvvb32bu3Lk5/fTTKzAZdF+OG+gax07v5Vctsceamppy/PHHp7q6OrNnz84RRxyRJHn88cezcOHCtLS0ZO3atamtra3wpNB9OG6gaxw7vZf4pFOeffbZXHjhhfn2t7+d1//pVFVVZdq0aVm4cGEOP/zwCk8I3Y/jBrrGsdM7iU+65Ne//nWefvrptLW1ZcyYMTn44IMrPRJ0e44b6BrHTu8iPgEAKMYNRwAAFCM+AQAoRnwCAFCM+AQAoBjxCQBAMeITAIBixCcAAMX8P6FR+RwKOomJAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Result: Linear Model is the Best Model found to be Considered!" + ], + "metadata": { + "id": "_DzAN4zmHoAd" + } + }, + { + "cell_type": "code", + "source": [ + "# Aggregate data (replace 'category_column' with your actual column)\n", + "category_counts = data['Species'].value_counts()\n", + "\n", + "# Plot pie chart\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(category_counts, labels=category_counts.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Distribution of Categories');\n", + "#plt.tight_plot();\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 675 + }, + "id": "_vkmAF1DHvsS", + "outputId": "caeb68ee-5bfa-48fb-aade-c008462ebecc" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=ker,columns=[\"C=1\",\"C=2\",\"C=3\"]);\n", + "#plt.figure(1,figsize=(13,6));\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(8,6))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 629 + }, + "id": "YH3kuDZEQMFN", + "outputId": "29adcbe2-6553-4118-ccad-5a94766cbbb3" + }, + "execution_count": 48, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " poly linear rbf\n", + "C=1 0.4375 0.4375 0.4375\n", + "C=2 0.4375 0.4375 0.4375\n", + "C=3 0.4375 0.4375 0.4375\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 48 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/DAY-6_SUMMER_TRAINING_AIML/Day_6_SUMMER_TRAINING_AI_ML.ipynb b/DAY-6_SUMMER_TRAINING_AIML/Day_6_SUMMER_TRAINING_AI_ML.ipynb new file mode 100644 index 0000000..f99b775 --- /dev/null +++ b/DAY-6_SUMMER_TRAINING_AIML/Day_6_SUMMER_TRAINING_AI_ML.ipynb @@ -0,0 +1,3066 @@ +{ + "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 are using the Day-5 Practice on Summer_Training_(AI/ML)." + ], + "metadata": { + "id": "RF0OUS7tx09i" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "90CHtk6nxz33", + "outputId": "0cbf7aeb-72bd-4355-d0e3-4dcc2ca1db7a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data in datasets are given : \n" + ] + } + ], + "source": [ + "#Now, we importing the values of the Libraries.\n", + "from sklearn import datasets; #Importing the datasets collection of data & Informations.\n", + "from sklearn import svm; #Used for the classifications.\n", + "from sklearn import metrics; #Used for the Measurment overall accuracy & Performance.\n", + "from sklearn import model_selection; #Used for splitting the data.\n", + "\n", + "#Now, we simply have to load the values of the datasets.\n", + "data=datasets.load_digits();\n", + "print(\"\\n 1. Type of the Data in datasets are given : \",type(data));" + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to describe the data loaded from datasets.\n", + "print(data.DESCR);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "C_rqc7ZXyuvn", + "outputId": "1bf1048d-20d4-4071-e4c7-420497aeef7b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + ".. _digits_dataset:\n", + "\n", + "Optical recognition of handwritten digits dataset\n", + "--------------------------------------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " :Number of Instances: 1797\n", + " :Number of Attributes: 64\n", + " :Attribute Information: 8x8 image of integer pixels in the range 0..16.\n", + " :Missing Attribute Values: None\n", + " :Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)\n", + " :Date: July; 1998\n", + "\n", + "This is a copy of the test set of the UCI ML hand-written digits datasets\n", + "https://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\n", + "\n", + "The data set contains images of hand-written digits: 10 classes where\n", + "each class refers to a digit.\n", + "\n", + "Preprocessing programs made available by NIST were used to extract\n", + "normalized bitmaps of handwritten digits from a preprinted form. From a\n", + "total of 43 people, 30 contributed to the training set and different 13\n", + "to the test set. 32x32 bitmaps are divided into nonoverlapping blocks of\n", + "4x4 and the number of on pixels are counted in each block. This generates\n", + "an input matrix of 8x8 where each element is an integer in the range\n", + "0..16. This reduces dimensionality and gives invariance to small\n", + "distortions.\n", + "\n", + "For info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.\n", + "T. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.\n", + "L. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,\n", + "1994.\n", + "\n", + ".. topic:: References\n", + "\n", + " - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their\n", + " Applications to Handwritten Digit Recognition, MSc Thesis, Institute of\n", + " Graduate Studies in Science and Engineering, Bogazici University.\n", + " - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.\n", + " - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.\n", + " Linear dimensionalityreduction using relevance weighted LDA. School of\n", + " Electrical and Electronic Engineering Nanyang Technological University.\n", + " 2005.\n", + " - Claudio Gentile. A New Approximate Maximal Margin Classification\n", + " Algorithm. NIPS. 2000.\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to set the values of the data & labels.\n", + "\n", + "#X-values represents the values of the data in a datasets.\n", + "X=data.data;\n", + "print(X.shape);\n", + "print(type(X));\n", + "\n", + "#Y-values represents the labels of the data in a datasets.\n", + "Y=data.target;\n", + "print(Y.shape);\n", + "print(type(Y));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ERHsv6SEy29Q", + "outputId": "e2cd1eec-e557-4b1e-f91e-ae6619585b81" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(1797, 64)\n", + "\n", + "(1797,)\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show the valued graph.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import numpy as np;\n", + "\n", + "#Loading the values of the Images.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(\"\\n 1. Type of the Image form of the Representations: \",type(image));\n", + "print(\"\\n 2, Total Collection of the Data has been given: \",image.data);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "num=1270;\n", + "samples_im=image[num, :, :];\n", + "label=y[num];\n", + "plt.figure(1,figsize=(5,5));\n", + "plt.imshow(samples_im,cmap=\"gray\");\n", + "plt.title(\"Label is : \"+str(label));\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 572 + }, + "id": "gJwq4HvDzUOd", + "outputId": "cf23455a-6eb6-4904-b5b9-7c0364fbbdaf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Image form of the Representations: \n", + "\n", + " 2, Total Collection of the Data has been given: \n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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AAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Show the Values of the Graph form of Representations.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "import numpy as np;\n", + "\n", + "#Show the Values of the Images by the Valued data.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(\"\\n 1. Type of the Data has been used to represent are: \",type(image));\n", + "print(\"\\n 2. Total Collection of the Data has been given: \",image.data);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "num=1270;\n", + "samples_im=image[num, :, :];\n", + "label=y[num];\n", + "plt.figure(1,figsize=(5,5));\n", + "plt.imshow(samples_im,cmap=\"gray\");\n", + "plt.title(\" Actual Target is: \"+str(label));\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 572 + }, + "id": "vPUViRv00yeX", + "outputId": "643ba3e3-123f-47c1-b570-f4757313ab46" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data has been used to represent are: \n", + "\n", + " 2. Total Collection of the Data has been given: \n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-1: To represent the images in (7*7) Matrix from by random number." + ], + "metadata": { + "id": "uCrHYWRO18NW" + } + }, + { + "cell_type": "code", + "source": [ + "#Performing the values of the Task-1.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "import numpy as np;\n", + "\n", + "#Now, we need to load the collection of data and informations.\n", + "image=data.images;\n", + "y=data.target;\n", + "print(\"\\n 1. Type of the Data Represented in the form of the Image: \",type(image));\n", + "print(\"\\n 2. Collection of the Data in the Image Availables are: \",image.data);\n", + "for i in range(49):\n", + " num=np.random.randint(0,1270);\n", + " samples_im=image[num,:,:];\n", + " label=y[num];\n", + " plt.figure(1,(8,6));\n", + " plt.subplot(7,7,i+1);\n", + " plt.imshow(samples_im,cmap=\"gray\");\n", + " #plt.title(\" Actual Target is: \"+str(label));\n", + " plt.axis(\"off\");\n", + "\n", + "#Show the graph final plotting.\n", + "plt.title(\" TASK-1 \");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 572 + }, + "id": "s4cWtjJI17_5", + "outputId": "67c7e945-c1c5-4676-e51f-fdd3953484cf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data Represented in the form of the Image: \n", + "\n", + " 2. Collection of the Data in the Image Availables are: \n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-2: Now, generate the no's in the image Representation in the Ascending Order." + ], + "metadata": { + "id": "4KDKjMU-3nZZ" + } + }, + { + "cell_type": "code", + "source": [ + "#Performing the Values of the Task-2.\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as impag\n", + "import numpy as np\n", + "\n", + "#Showing the valued of the images.\n", + "image = data.images\n", + "y = data.target\n", + "print(\"\\n 1. Type of the Data in graph Representations: \",type(image))\n", + "print(\"\\n 2. Total Collection of the Data has been given: \",image.data)\n", + "\n", + "#For generating the values of ascending order.\n", + "for i in range(10):\n", + " # Find indices of images with label 'i'\n", + " indices = np.where(y == i)[0]\n", + " for j, idx in enumerate(indices[:10]): # Plot up to 10 images for each label\n", + " samples_im = image[idx,:,:]\n", + " label = y[idx]\n", + " plt.figure(1,(8,8))\n", + " plt.subplot(10,10,i*10 + j + 1) # Calculate subplot index correctly\n", + " plt.imshow(samples_im,cmap=\"gray\")\n", + " #plt.title(\" Actual Target is: \"+str(label))\n", + " plt.axis(\"off\")\n", + "\n", + "#Showing the valued graph form are given below!\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 725 + }, + "id": "r2Z1AxKb3jCf", + "outputId": "80a7723a-4b1d-4ae1-9357-af673c66a5ed" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data in graph Representations: \n", + "\n", + " 2. Total Collection of the Data has been given: \n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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j7KlsTJY1Xvt+1KFkmXfRPLKsz+wZmrW5Z6I5ZtnM2dxrsvvHEq1T9kzP09pmoucher95Kf1nPo4lymjO3uWdPQ99v999SNGze39/H45ZWloa6GrqRWd29uxGZ1OWmTwGv/wBADRE8AcA0BDBHwBAQwR/AAANEfwBADRE8AcA0JBBS71k6dBRKZRszMXFxadd0ACitO6sVEOUsj9P5Ssy2RpGJT+yF71nZXNmTfby7mjuWYmfrOzFPJV+iOaRlfHJzNOeiJ6HbG2zs2AWyz5FovIW2frN0/wyNd9XWXmjeXJzc9PZnu3rzc3NsC87V4d0eXnZ2Z6VrIn276yd1375AwBoiOAPAKAhgj8AgIYI/gAAGiL4AwBoyMLz8/PzRH+4sBD2RVmMWTZblNWUZQNlfTWZNBNOPZ17JLvWKNMtu55Xr16FfbM290yUCZVlffb9Quwh5x49C6XEGWtZ5mPfL7kfa92jF9ZnmZ3Z3Guy//qYe7QXsz0a9WV7Psv6vLq6CvsiQ677+vp62Le3tzf1583T856J1jdbv4ODg7CvJgu6j7lHZ1r0TJcSr2G2V25vb8O+mqoAQ657dj1RpvP29nY4pu9s5knm7pc/AICGCP4AABoi+AMAaIjgDwCgIYI/AICGCP4AABryoo8PidLTd3Z2pv6srMTBrL0YOZOV74hS5J+ensIx8zT3LA0+mnv2Uu9ZFO35/f39cExUymDeXuYelXE4Pz8PxywuLna2n5ychGPGepl7JirhlK17JCv9UFPOZWhR6Z2jo6OpPyub+yzqc+4XFxdhX005l6H1+f1+f38f9vVd4qcPUWmas7OzcEz0PZ6dj2Pwyx8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMEfwAADVl4fn5+nugPFxbCvqi0R1aqYXV1dZJ/+xtZivz79++nHjPh1NO5R7KU/ShFPiv1kt3LqAxMNubjx49h36/VzD0rc/Py5cvO9toSB1H6/IcPH8Ixfax7VAIgK12ytLTU2Z7t0ajERCn5fY4Mueezex4977V7Puobet0jUQmYUupK1kTlNUqJ1z3bD33MPSrFkZUqisZk539NKZSsNM6Q656V74i+F6NzoJRS9vb2wr5ojkPv+Wge2bpHJb2yuWdnZ3YORvqYezSPKN4oJT7TsnXKRN/v2f2fZO5++QMAaIjgDwCgIYI/AICGCP4AABoi+AMAaEgv2b41ogyiLMstyrAsJc4UyrKEhswCi+ZXSjzHLBsoy+yJsoGye3l5eRn2/VrN3LN7ns2jRpQ9nL0k/OHhYaLP7nvPR5ljUXsp8fyycWNlvGZqMkWzvijrM8saH2vu0RpmGapZNmx0X8aqbFAjW6fs2Z2nPR/J5p6dBVHW+FjfcZloz2eZ79n3+/X1dWd7tlf6mHvNPKLM/5oKJ6UMN3e//AEANETwBwDQEMEfAEBDBH8AAA0R/AEANETwBwDQkIlLvQAAMP/88gcA0BDBHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQ15M+ocLCwtTf/hf/vKXsO/777/vbP/ll1/CMb///e/DvoeHh8kv7H9M+ma7bO7Ly8ud7bu7u+GYra2tzvbHx8dwzPn5edh3enra2f7hw4dwTB9zf/XqVWd7tu5/+MMfOtu//vrrcEy2tt9++21n+08//RSO6WPukePj47BvZ2ens/329rbq86J1z/Qx95cvX3a2Z9e6sbHR2X51dRWOiZ6TUvJnJTLkumdrEc09m0M29+yeRYac+93dXdi3tLTU2X5/fx+OOTg4CPvG2vOvX7/ubL+5uZn6erK51zzv2T4a8jsu+06qGZOt7azt+ey7dXV1tbP96ekpHBOdEaUMN3e//AEANETwBwDQEMEfAEBDBH8AAA0R/AEANGThecKUmCwjJsrc/eabb8Ixf/3rXzvbf/jhh3DMH//4x7Avy+6M9JEN9Pbt2872LGsryniKsihLiTNFSynl8PCwsz3Lmutj7lGGbrQfSinl559/nuj//lqUIZzJMsOHzALLsjSjrOUsAy5Tc31DZj5mGWvTflYp+fMQPXeZIdc9u56aigBRxmAppaysrHS2Z1m3Q849m0e0vpubm1P/n1JKefPmTWf70JUNor2YnbGR7IxYXFwM+969e9fZnmWDDrnu6+vrYV+U2Zp9L0bPSSnxPhprz2fziLKvs/Mxe96H2vN++QMAaIjgDwCgIYI/AICGCP4AABoi+AMAaEgv2b5fffVVZ3v2TtZ//vOfk/zb3/jd73439ZjMkNlAmSjbK8scq8l8HDoDrk/RHiqllH/84x9h39/+9rfO9iibvJTx5h6tb5YtmWVFXlxcTH0NY809ygw8OTkJx2R7PsoMHPo9pzVq3gub3Zdsv0Rmbd1rM9yj94nP4rpH63R0dBSOub6+Dvtq3hE9a+d8tu5Z9vCsZTrXqHkfcCml7O3tdbZnGceyfQEA+A3BHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQ1708SG//PJLZ3tWviPq++mnn8IxUZp/KXlZmVmTveA5EpWLKCV/ufWsidb9X//6Vzjm559/DvuiUi+zKCrtkZVquL+/H+hqPq/t7e3O9qycS7bns3s2a2qez6wsxDy5vb2deszh4WHYN0/rHpUjykRlwEqZr7lHsnIuWZmbrKTLrInOtKycSzb3rKTLp/DLHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQxaeJ3z7cd8vP44yd//xj39Ufd4f//jHzvYsC3isFz9HWWBZhl+W7VSTPTxrL73Osn2/++67sO/HH3+c+n/N2tyzbK4s+y/Khs2yS8ea+9u3bzvbsxe9953hPmvrfnp6GvZlmaLRvczM2tyz8yzLAI/mnmXCjjX3aP9mcz84OAj7arI+Z23ds++47Jn+Er7jsj2anYPZd0Bkkrn75Q8AoCGCPwCAhgj+AAAaIvgDAGiI4A8AoCGCPwCAhoxW6iUSlYAppZQffvgh7Pvll18627MyIbOWCp6Vd8hS5KM0+KykwKzNPVvbP/zhD2Hf7373u6n/16zNPZOVAIhKYmSlQGZt7tkezUo/DFX+oJTPN/espElWourdu3ed7fP0vGd79PLyMuzb29vrbM/KoMza3GtLO2X7JTJrc89K2WTlXLKyT5F5mvvu7m7YN9S6++UPAKAhgj8AgIYI/gAAGiL4AwBoiOAPAKAhgj8AgIa8GPLDv//++7Dvp59+6mzPSr1kJT9+/PHHyS+sR1Ea9traWjgmmmOW7r24uBj2ZSVixvCXv/wl7Ivm/s0330w9ZhZlJSyivqyMQfZ5WfmfMWTziJ6TrJzL5uZm2Bc9K4+Pj+GYPkTzyMo4RKVLavd1dJ+zUi9DWl9fD/uisjRZWY9ZFK17VrYlku3rTLTuQ58D0dyzNYy+k7JSNtlZMGuysy7qq/1+j8bV7L1f88sfAEBDBH8AAA0R/AEANETwBwDQEMEfAEBDFp4nfPtxzcuPs6zPP/3pT1N/XpQhXEopf/7zn6f+vD5e/BxlNZ2enk59PdkLnLNMqJrMuSFfev3f//3fYV+U4Vi7tr/88svkF/Y/hpz7+fl52BdlgWVrm2VwZhmmkSHnnmUdrq6udrY/PT2FY7J7mWUNRoace7aGUV+WMZite5T9l13DrK175uzsLOyryfIe8pzP9mg09+vr63DM0dFR2HdxcRH2Rcb6jovGZHsle6ZrsviH3PPZ9WSZu5FsbaP78ql73i9/AAANEfwBADRE8AcA0BDBHwBAQwR/AAANEfwBADRk4lIvAADMP7/8AQA0RPAHANAQwR8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMEfwAADRH8AQA0RPAHANCQF5P+4cLCQq//+OXLl53tp6en4ZiNjY1er2HSN9v1PfeDg4PO9t3d3XDM8vJy2Pf4+Dj1NYw198jV1VXYt7W1Ffbd3d1N/b/Gmvvx8XFneza/L2Xdozm+f/8+HPPu3buwL9svkVlb90x2FtSYtbnv7OyEY76UdX/9+nVn+/n5+dRjSpmv5z06t2rnXmOsuUcxTBa/RPFQrUnm7pc/AICGCP4AABoi+AMAaIjgDwCgIYI/AICGTJzt27co++/Dhw+f9TqGkmXvRHOvyVzN/ldNdtjQorn3ndU6lrdv34Z9UYbj9fV1OGae5p7t+Sh79enpKRwzT2dBlqkYrfvJyclAVzOMaH2j6gWlxHO/vb0Nx9Seg7Mmyvr8UuaXqTnn50mWtRx9B2TfDWPwyx8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMGzfatyXjN3oNZkyk0VmZVNo/ovmTv/svmEb3vsu93IU8qy2qK3uW6t7cXjsnec5plGo4hywK7v7/vbM/e7Zt9XjT3obNka97Lvbq62tme7dFZzHSueV/r2dlZZ3vtu7zHOtOifbW0tBSOifZ8dr/mKRs2W8OaPZ+t+6xlv6+vr4d9+/v7ne21cx9rT0Trm33HRXOctfXzyx8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMEfwAADRm01EtWwiJK687KRWTlU6KyEEOXAolSwTc3N8MxUVmTLJ19cXEx7Ju1FPJsnaKX2Wdjnp+fw77onmX7qA9Rqn+2TtE1ZSUOsnIK0Z7Pnrs+RHs+u9ao3MnFxUU4JlvDqLzR0OsezT0rd/L3v/99qs8qJT+3ov3SR2mcrDxX1Pf09BSO2dnZ6WzPSr1k15DdsyFFJX6ydcr2duTm5ibsW1lZ6WwfqwxK9EyXUsr19fVU7aWU8vDwEPa9e/eusz06B/oSlW3J/m/0fRztoez/lBKfaZ+67n75AwBoiOAPAKAhgj8AgIYI/gAAGiL4AwBoSC/ZvlGW39HRUTgmyxSKRJljpZSyvb099ef1IcvUjETZmLWZbFmG2JCieUQvNC8lzoTKsv8yQ2d3RrLsrEi0V7JM58zQmeyR7KXmkSgzLZt7ljFfUy2gD9E9zzJUo7Muywy/vb2d5rJ6k2UMR+uRPbs1z3UfWct9i7K5szWM1H5XRc/dLFY2iL4bas+s6BqGzvaNrjebR00WbnYvo7PlUzPf/fIHANAQwR8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMWnp+fnyf6w4WFsC9Kw87S/KPU5qzEQVZC5NWrV53tWdmACaeezj1Kw85KWERlQrJ07/v7+7CvptxMH3OPRKV/SinlP//zPzvbs5deZ+tec31Dzj1b96xUUWQW1z36v1EZn1LqSmJk9vb2Otuz+z/kumeikgxZKaw3b96Efdl9jgw592wfRt8BNWd5KXVlYIace1TSJOtbW1sLx2Tff9HnZfthyLlnJWaimCAqmfPvvHv3rrM9K/Uy1vMelYHZ398PxxweHoZ90X3OSspMMne//AEANETwBwDQEMEfAEBDBH8AAA0R/AEANETwBwDQkF5KvdSISntkqdtZ6Zgs5T4yVip4VB7m4eEhHHN2dhb2zdPcI9kc3r9/H/bNWqmXTE0JgO3t7bAvK7UQGWvuUemHy8vLcMzFxUXYF5VLyow192hvZ2VpojOi1lhzj87srDxMVvapxqyd81mJjuiMKCXfL5FZO+ezsjTZ93t2XyJjzT06l7M9H52PtZR6AQDgNwR/AAANEfwBADRE8AcA0BDBHwBAQ16M9Y+jF3RnL4CvyW6cRVHW1tPTUzjmS5l7JMv2zV56PU9qMjiz7Pd5UpPBWZPhN4ui7M7srFtfXw/7sixoZkf0vGfr3rIsC3qeRFm9WabzGPzyBwDQEMEfAEBDBH8AAA0R/AEANETwBwDQEMEfAEBDFp4nffsxAABzzy9/AAANEfwBADRE8AcA0BDBHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQwR/AAANeTHpHy4sLEz94VdXV2Hf3d1dZ/vW1tbU/6fWpC83yea+vr7e2b63txeOefnyZWf76urqRNfzf62srHS2R/e4lH7mHsnWPeuLPD4+hn3Hx8dTf14fc19eXu5sPz8/D8fUrm/k4uKis31jYyMc08fco2d0d3c3HLO/v9/Z/ubNm4mu5/+K1j3bK33M/fXr153t2b6u2aPZs3t6ejr15/Ux9+jcyq412os150CtIeeezSM6Iz58+DDR9fxfR0dHne3ROVDKsOd8zTyy8zHb19kei4z1Hbe2tjb15x0eHoZ9BwcHU3/eJHP3yx8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMmzvatEWU7lRJnxGxuboZj7u/vq/7XkLa3tzvbs4yfp6enzvYs46cmc3poUeZjNveoL8tY+5yZgZOKMnezjN6zs7PO9r///e/hmGivlFKfNfipomctm3uW5Vcj2vM1mbDTiLI+FxcXwzFRpnPm9vY27Iueh6HPgZq5X15eTv1/snP+7du3ne1Dzz0667I9n53nkWwe2Rk5pKiiRU31gmxMtLb/rm9INd9x0bObnYE3NzfTXFYv/PIHANAQwR8AQEMEfwAADRH8AQA0RPAHANCQQbN9s/dsLi0tdbZn2Y1Z1meUiZZdQx+ijMsoSygbk70DdOh51IiuKcvWi+7LLM4v8+rVq6nHROue3a+xMnozNZmVJycnne3Z/LL/M1YGeM0+jeaePe9jZfBnajIuowzV2n0dnfNDi86tLCu75p2ss+j6+rqzvaYSwVhZu7Vqnvfo3eezdpb75Q8AoCGCPwCAhgj+AAAaIvgDAGiI4A8AoCGCPwCAhgxa6iUrVxC94Dl7SXiWKj1rpUKiUjZZXza/5eXlT7yi/tW82Dt6IfZYLy2vlZXyiRwdHU09Znt7O+w7PT2d+vPGsrOz09melYvY3Nwc6nKq1Zwz0dyjkhCl5CUxxioZ8fDw0NtnZS+yn8WzICoxk53L0TplY7LyMFlpoCFFez7bh9H92t3dDcdk59lY3+81JZeieWTlqbL7MhS//AEANETwBwDQEMEfAEBDBH8AAA0R/AEANGTh+fn5eaI/XFjo9R9H2WxZFmWWLbm3t9fZnmVITTj1dO5RVtPGxsZEn/1r79+/r7qGGn3MPcpay7LAomzuk5OTcEzfmVB9zD3ap9m6R9le2fyyrM+al9z3MfdIdq3Rup+dnYVjsn1U84L4IeeerWGUqZhl+2Zzr3kehpz7+fl52FeTFZ+Nqcn6HOucj7Kj37x5E47J9vWs7fksM3l/f3/qz7u+vg77Zm3uWWZyTZWCKH4ppS7Le5K5++UPAKAhgj8AgIYI/gAAGiL4AwBoiOAPAKAhgj8AgIaMVuolkqV0X15ehn1RqZCsLMKQqeCZ9fX1zvasZEJWHqDmRe9jzT0qD/Px48dwzMrKSthX8+LtseYelYuoLZUxa6VeMtE8bm5uwjF9l/+ZtXXPntvsJfBZiZjIPJ11Y5S9KOXzfcdla5uVsqkpHzbW3KPv8WwOOzs7YV/0/Zc9Q7P2vGd7Nzvna8olKfUCAMBvCP4AABoi+AMAaIjgDwCgIYI/AICGCP4AABryYsgPj9L8Synl6emps/3g4KDqf2WlA4YUpXWvra2FY87Ozjrbb29vwzE15VzGkpXryfoiUXmYUupKvQwpm1+U6r+6uhqO2d7e/sQr6l+057PyK1GJh+gcKKWU09PTyS9qZNlZF5WsyUr11J6DY8hKz7x//37qz5unsy47m6LvpGzda8p6jCWbx+LiYmd7VuolOwtm7ZzP1j0657MzIooJhuSXPwCAhgj+AAAaIvgDAGiI4A8AoCGCPwCAhiw8T/j245qXH2cvMs5e4hzJMmLGetl5lN2ZZR9HmVArKyvhmL6znYZ86XU29yibLRuTZZHW6GPuUbbXx48fwzFRNlv2nPSd9Tnknr+8vAzHRHPPsqP7zvrsY+5RhmP2fD4+Pna2Z5md0ZhaQz7vNWdTdl5fXV1N/XmZPuZec25F88jOs3la9ywbf3Nzc+rPyyob1GT+j/UdF2X1Xl9fh2NqqmBkJpm7X/4AABoi+AMAaIjgDwCgIYI/AICGCP4AABoi+AMAaMjEpV4AAJh/fvkDAGiI4A8AoCGCPwCAhgj+AAAaIvgDAGiI4A8AoCGCPwCAhgj+AAAaIvgDAGiI4A8AoCEvJv3DhYWFXv/x1dVVZ/vLly/DMa9fv+71GiZ9s13fcz84OOhs393dDccsLy+HfY+Pj1Nfw5Bzz9awZt03NjbCvg8fPkx0Tb821rqvr693tp+cnIRj3r59G/bd3d1NfQ1jzf309LSzPXums7nP2p7PHB8fd7Zne35ra6vXa5i1da993msMOffomS4lfq6zs7xvs7bu2dpmz/s8nfPzsuf98gcA0BDBHwBAQwR/AAANEfwBADRE8AcA0JCJs31rZJlQa2trne2Hh4dDXc7MiLKasgzGmuzGsWRZy6urq53tt7e34Zh5mnuW0RXt7SyTrSajd2jRHKMst9ox87Tu2Z7f2dnpbN/b2xvoaj6vKJu5lFI2Nzc727e3twe6ms8rW8Pz8/PPdyEjyPZ8tO4XFxfhmJqM3rFkVQqiuZ+dnQ10NXX88gcA0BDBHwBAQwR/AAANEfwBADRE8AcA0JCF5wlfgFfz/rsseyfK+nzz5k3V59UY8t1/WTbQzc1NZ3uWOZZl1NXoY+7ROyo/fvw49fV8KeueZbhH2X8rKyvhmL6zfcda9+vr68727H2efRty3Wv2aN/vLs4MOffsWqP92/d72jNjzT1a38+Z1TrWno/OiL7fUZ8Zcu4HBwdh3/7+fm//p5Z3+wIA8BuCPwCAhgj+AAAaIvgDAGiI4A8AoCGCPwCAhrwY8sOzl9zf3t52ts/Ty50zNaUM5u1F4Nn6RqKSH32XNBnLq1evwr6np6fO9qjsUSmzeV+ycg2Rvss4zJrsnkRlIb6Ue5LN40s5z6OzbnFxMRzzpcw9ku35q6urzvYvZc9nZZru7+8/34V8Ar/8AQA0RPAHANAQwR8AQEMEfwAADRH8AQA0ZLRs3yiLcXd3NxyTZcPOWlZkTSbsx48fw74oO7qU+EXSFxcXU1/DNJaWlqYeE2WIra2thWOGnkeNaH2Pj4/DMVFm4NnZWTgmyporpZStra3O9lnMqIuy47IXpGdzz/qGFM0jy/qM5rixsRGOyc66bI8NKdrz2VkXPe/Zup+enoZ9s3bOZ6K5Z+ueZQiPtecj2Z6vWfdsX8/amZZlOkffi9kcsrgnex4+hV/+AAAaIvgDAGiI4A8AoCGCPwCAhgj+AAAaIvgDAGjIwvPz8/NEf7iwMPWHZ2nr0cvss5Im0ZhSSnnz5s3U1zDh1KvmnqV1RynyJycnU/+fUuLSAVk6eh9zf/36dWf7zc3NRJ/dh+3t7c72LD2+j7lH9zYr0RGVxIju47/7vGhvZ2UD+ph7VO7k8vJyos/+tdrnfdbWPSvTdH193dmelb3I1jA6W6LSP6UMe9ZlJUiyEk41orJI2f16eHiY6LNn/ayLvh+Gft4jNd9xmaenp7AvmuPQz3ukZs9H50Ap+XfAUHP3yx8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMEfwAADXkx5IdnqchHR0ed7Xd3d+GYrHRJVO4kK/UypKgcRil5+Y7I8fFx2Lezs9PZnt2vPkRrdX9/H45ZWlrq9Rqi8hbZ3utDNPes7EJUCiUr0RGVhxlTVOZgb28vHBM979k6ZfclKpMy1rofHh6GY6J5ZOUwsnMwOuvGkp1nNWUvMpubm53tQ6979D2SlSeJZOuX7fnonM/OnCFl6x6tU+13Q/S8ZyVXhlSz57NnOjvnhzrr/PIHANAQwR8AQEMEfwAADRH8AQA0RPAHANCQ0bJ9o0zULNspy+ypyaAdUpZlHGXuZi96jzK9Sinl4uKisz3LLupD9GLvLJstmnv2YuvsBeKztu7ZHo3uSzaHLJtw6AzHaWUZ6ZFsz2eibMKxZPOInsMsOzrL1J+1PZ+te805n52d0TM0VtZndtZFz2eU9V9KngWd7ZcxZFnG0ZmdrXsm2hNDf8dFavZ8VgEkm8dQz7tf/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGiL4AwBoyMLz8/Pz2BcBAMDn4Zc/AICGCP4AABoi+AMAaIjgDwCgIYI/AICGCP4AABoi+AMAaIjgDwCgIYI/AICGCP4AABryYtI/XFhYmPrDd3d3w76XL192tm9sbIRjVldXw76np6fO9uXl5XDMw8ND2PdrNXOP5ldKfF+y+3V+fh72bW1tTXRNvzbpW/1q5p45ODjobK+ZQymlvH37trP97u4uHDPW3I+Pjzvbs7l/+PAh7Ivmnhly7tH8SillZ2dn6s/LROfExcVFOGbIub9+/Trsi+7L2tra1P+nlFK2t7c7209PT8MxQ84927/RmZad5dH8SsnnGBlr3aMze2lpKRxzf38f9mXfZZEh555dT/R8Rud/KfmZHZ11j4+P4Zh5et7Pzs7CvqG+3/3yBwDQEMEfAEBDBH8AAA0R/AEANETwBwDQkIXnCVNi+s72jWTZjTXZw1lGZB/ZQFHWT5aVFmVJZZlLmVnLAstEmUvZOmUZ4FdXV1OPGXLu2TyyDLFItufHWvfoWcue3Widsgy//f39sO/w8LCzPcsmHHLds+c9ul/RPSmllKOjo7Avymgees9H+/fm5iYcE2WvZtUQFhcXw75Xr151to+V9Znt+RpZFvTKykpn+1iVDbL/G/Vl9yvbv9HzNfTzHp2x2bOb3ZcaQ1V18MsfAEBDBH8AAA0R/AEANETwBwDQEMEfAEBDJn63b43sXZ+RLHsny26syYjpQ/Sexiyrqc8M4XkTzTGbe5Y9VZshPZQsCyzri2TvdYz2Ud8ZiP9XdM9r9mhNRYBS8nddj6Hm/ZvZ/cruy1h7PtpXWZZmlJmcnfNZlneUJTzWPcm+d6Jryr4Xsz3Rdxbpp8rmXnOtNdUQhhZlX2dneXQW1FQEGJJf/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGiL4AwBoSC+lXqKU75ryK7WlH6JyA1l6dR+iUgbRC81LKWV9fb2zPSuZkJW2iMoDDF0aIPq/NeVJslT3qJxOKeOVP4j2draGfZZIKWW8uUdrmM09GlNboikqFZJdQx+iZ3d7ezscE5VIqd3zNSW0hhSdgUMYoyRGJitZE+35rKTJ4uJi2Bd9l9WUGepD3+dPtrZjnXXR3s72fDSP7Kwb4/vdL38AAA0R/AEANETwBwDQEMEfAEBDBH8AAA3pJds3yjrJsppqsvyyTL7sRctjuLm56fXzNjc3w74oG6g2k3JSUZZZ9mL2vo31QvfIzs5O2Pf09NTZnmX4ZcbKcI/+b826R/eklDyjLsuyHNK7d+8626Ms4H/XVyN67morJUwqOs+zs7d2b0fGmnt0lmbPe41sz4+V5R3t3yxDtW8PDw+f7X9NIjt/as7BbB9F2cOfmuXtlz8AgIYI/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGrLw/Pz8PNEfLiz0+o+jf5uVc+n7BeITTj2de5SGnZUeiMoGRCVbSsnLd0Qp99EL5UvpZ+59ysoGZCVronuWlYCZtblnL+jOnodsfSNDzj3bvx8/fuxs39vbC8f0XdpiyOc9K2sVrWFW3mF7ezvsqynl08fco5Ifh4eH4Zjofi0tLYVjakr8jHXWZWdTtO7ZM519XnZORPqYe/Rcr66uhmNWVlY627PyJNFeKSW+L9k9GXLds3m8f/++s/329jYckz3TNefgJHP3yx8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMEfwAADRm01EuWohylSmflIrLyHTXGKvkRpXVn5SKyvhpjzT3aE1nZi77Lgcza3LO1zUo/1Bhy7lEZjlJK2d/f72x/9epVOOZLed6jMkbZumfnYI2x5n51ddXZXjv3mj0xVnmjqPxMVtYjKxFWY6x1j8q2ZKVZNjc3w76aMm9jzX1eytj55Q8AoCGCPwCAhgj+AAAaIvgDAGiI4A8AoCEvhvzwLFMxyuzpO8NvFkWZUFFm3JckyvKrfen1PIkyA6Ns0HmTZbOdnZ11tn8pz3t21q2vr3e2Z/drnmRzX1tb62zPMvjnaU9k2b5RZmuWFf+liM7s7CzvO+N1SNEzXUr8XTZr8/PLHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQwR/AAANWXie9O3HAADMPb/8AQA0RPAHANAQwR8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMEfwAADRH8AQA05MWkf7iwsDD1hx8fH4d9Gxsbne2np6dVn/f4+DjRNf3apC83qZl7No8PHz50tm9tbYVjrq6uwr7d3d2JrunXxpr7y5cvO9uztc3mXmPIudesRbbuq6urYd+7d+8627P7NeTcz8/Pw77o+VxeXg7HHBwchH01e2LIub99+3bqvv39/XBMdD6WUsrFxcWEV/W/+pj769evO9uXlpbCMScnJ53t2XmdnQXZ2RLpY+7RuZXt0Z2dnc72p6encEz2DGXnRGSsPR/t32xM9jyMtecj0bOQ9dXslVKGm7tf/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGrLwPGFKTE1GTJaRl2X5Re7u7sK+LIsoMmQ2UJaxFmWOZfekJrsou19jZftGWWDZtWaidc+yCYece5TJncn2SpbhF2UGZp835Nyz5z3a89mYLAPu1atXne1jrXt2z6N5HB4ehmOy5z3LBI70Mfdojtk6XV9fd7Znz3t2Do51zkfP4fv378Mx0fpme/To6Cjse/PmTWd7duYMmen88PAw0Wf/WrQfSsnvy1h7PpJVdciyeiPZ85CdBRHZvgAA/IbgDwCgIYI/AICGCP4AABoi+AMAaMjE7/atkWUhRdktWXZjlg0UZYH1/V7YSWXvaIwyhbKMn2zutZmyQ8muJ1qPLJurJhNqrHXP9nyUBV2752veczqkmveS1mT9l1L3Lu8hXV5ehn0174XN9lF0z4Y+B2oy2aOzru/3tA8tetaycyva89m7kLP3uI51zkfrkV1rtFdubm7CMdn5MWuy75fofmX7eow975c/AICGCP4AABoi+AMAaIjgDwCgIYI/AICGCP4AABoyaKmXrBRFlPKdlX6Yp3InWVmE9fX1zvazs7NwTFYOZNbUlLCoXduxSrpEsmuNyoFk617zQvOxZM979ML6qAxKKaW8e/fuE6/o88nKXhweHna2R+WpSqkvgTOkqBRH9pL7qG9tbS0cs729PcVVfR7RPs3WKSrpks1v1so3ZbKzNyrBlZ1n2Tk4a7Lv92jds++4Mc55v/wBADRE8AcA0BDBHwBAQwR/AAANEfwBADRk0GzfLJMvkmWBrayshH2zlu2bvaT69va2sz3L9JrFl51H65vNY3V1der/E2WOjSm6ppqs7HnK5M4cHx9PPSbb17OWyV0rmkeU/V1KnCFcynhnXbRWWebj5uZmZ3uW2TmLGa9R1nJNVnZ2v+ZJNo8ouz/67itlvs7BmnXPYoIxvt/98gcA0BDBHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQxaen5+fJ/rDhYWwLyp7cXNzE46JShlkKdRZyY/oxchZWYQJp57OPZKVqYiuNUsFz14CX6OPuUelXrJ7Hs0jS/PPSgbVlAfoY+4HBwdT/99o/75//z4cc3FxMfX/yQy557N1j8rAZC80z56HmrIyQ8492w9RmZCsvMPOzk7YV7MnxnreFxcXO9uzUi99l/zoY+7r6+ud7ScnJ+GY6DsgO8+y56HGkHs+K/USfY9nY2bxOy5SU5YtW9ua0jGZSebulz8AgIYI/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGvKijw+JUv2fnp7CMVGphizlOSsdE5UHqCnJMY2a8gfRmL7TvYcWpbRnJSyicidZeYes5MdYojIO2TyiPfHmzZtwTN+lXvpQU5IhKvGQlT/I7mVNqZch7e/vh33RHLMyIdnZOZbouY7KuZRSyvX1dWf75uZmOKbvUi99iJ7DrGRNtOePjo7CMVk5s6xMyhiy77jofMye96icTimzdw5m39VRzJHt6+zzsvv8KfzyBwDQEMEfAEBDBH8AAA0R/AEANETwBwDQkF6yfaMssCjjp5RSHh4eOtuzLLcs42es7L9o7tnLu6P7kr3MfZ5kL72OMqGyrOzs88YSZd5l6x5lOG5vb/dwRZ9PNPcsGzFawyyTbXd3d+JrGlu2hlG2epQJW8rsZXZmsmz17DsgMk9Zn9n8oqzew8PDcMw8rXuWuRs970tLS+GYeap6kH1fRc97VgVjqIzejF/+AAAaIvgDAGiI4A8AoCGCPwCAhgj+AAAaIvgDAGjIwvPz8/PYFwEAwOfhlz8AgIYI/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGiL4AwBoiOAPAKAhgj8AgIYI/gAAGvJi0j9cWFiY+sPPz8/DvpcvX3a2v337dur/U2vSN9vVzH1rayvsOzg4mHrM1dXV1NeQGXLux8fHYV+0vqenp1WfV2PIuS8vL4d90fOQPSfRXqk15Nw/fPgwdd/u7m445vHxcepryPQx9+jcytZpZ2ens/329jYc0/fzMNZZF/VF97GUfH7ZfYkMue4133HZnv/Sz/ls3aPnpJRSLi4uJryq/zXk3H/44Yew709/+lNn+7fffhuO+fHHH6e+hswkc/fLHwBAQwR/AAANEfwBADRE8AcA0BDBHwBAQxaeJ0yJyTJiogzHjx8/Vl1UJMuOe/369dSfN2Q2UJYFtr6+3tl+dnYWjsky6moMOfcsY21tbW3qz1tZWQn77u7upv68sTIf379/P/XnbW9vh31jZT5G+zfb8/f3953tWcbgLGZ5R5maWQZntCeyvZJljddUROhj7tH1Zvv65OSksz07r7MzIjoLsnOgj7lH9/zy8nKiz57Umzdvwr4smz4y1tyj77Js3VdXV8O+mrN4yHP+X//6V9j36tWrzvaHh4dwzN/+9rew769//evkF/Y/ZPsCAPAbgj8AgIYI/gAAGiL4AwBoiOAPAKAhE7/bN5O9ry9yfX3d2Z5lbX3O9/5+qiwzK8p42tzcDMdk7w6tyXgdS5SxnWV6Zetek/E6pCyj6+npqbM9W7+NjY2wb6y5R/PIRNeaZcn2ne3bh+h9w9kZGK1h9rzXvMt0aDXnfCTL+syqOszTWVejJmt8aFH1hmydoj1f+77uaO/1/f7vSWUZuN9//31n+88//xyOid4HXEqcCZx910zCL38AAA0R/AEANETwBwDQEMEfAEBDBH8AAA0R/AEANGThecK3H2cvP47SsLNU5Ojlx9nL4bPyADVlCIZ88XN2PdkcI1lKe1YOJDLk3LOSBNlL4CP39/dh3/Ly8tSfN+TcM1EZh6Ojo3BMVlZlrD0f3fOoJEQppSwtLU30f39te3s77KspczPkumdlaWruV1byY9b2fHaeRWWaFhcXwzHv3r0L+7J7Fpm1sy47z7LnpOb6xjrrou/qrGxXdg6+efOmsz0rqTbW3H/44YfO9q+//jock/V9++23ne0//vhjOGaSufvlDwCgIYI/AICGCP4AABoi+AMAaIjgDwCgIb1k+0ayTJzV1dXO9pOTk3BMllkVZRdlLwIfKxuoRpZRd3Bw0Nk+i5lQkSyD8ePHj2HfPGWB1cj2b5TlPdbcs+zj6PnMMtWzzMCoL8uKn6d1z+YxT2ddlJ2bXWt2zteYp3XPrjXKgs4yoGdt7tkzfXl5GfbNU6Zzjf/6r/+aekyUBVyKbF8AAP4PwR8AQEMEfwAADRH8AQA0RPAHANAQwR8AQEMGLfWSicoVZGUqal6enpWSmKdU8PX19bBve3u7s/1LmXu27lF5kaxcxDzNfXd3N+yLyiZ8Ketecxacnp6GY+Zp7llpp6hvrLlHZ3kppdzc3HS2R2VLSslLl9SYp3XP9ny0vtn5OGtzz8pBPTw8hH1fekmvv/zlL1P3/cd//Ec4RqkXAAB+Q/AHANAQwR8AQEMEfwAADRH8AQA0RPAHANCQF2P94yhFO0tbz8p3ZOUtxpCltGelESIrKythX1QGJip/M7RsfjXlSbJ5LC0tdbYfHByEY8YS3Zdsr2SlDI6Ojjrbx1r3rBxRVKohKgVSSl7yI1rfrNxJH6I1zP5vVJolm3v2DL1//z7sG8Pd3d1nGTOm6BnNnt2oLzoD/93n1Xxv9CG6pmwNNzc3O9ujc+DfeXx8rBo3lK+//jrs++abbzrbX716FY7505/+9MnXNC2//AEANETwBwDQEMEfAEBDBH8AAA0R/AEANGTQbN8sc7cm8zHLksqyIseQZSZHWZqZ29vbsO/i4qKzfawMqWydarKys6yyaN3HyibMMm2j7NXsWrPnIdsTYzg8PJx6zO7ubti3uLgY9o0192i/ZZnJ0VmQPQvZ511fX4d9Y8jmEZ1NX0q2b5blvba21tl+f38fjsnuS/Z9OqToeySrqHB2dtbZnj3TJycnYd+s7Zevvvoq7PvDH/4w9ef97W9/C/u+++67qT9vEn75AwBoiOAPAKAhgj8AgIYI/gAAGiL4AwBoiOAPAKAhC8/Pz89jXwQAAJ+HX/4AABoi+AMAaIjgDwCgIYI/AICGCP4AABoi+AMAaIjgDwCgIYI/AICGCP4AABry/wF1ZoSiILkHNQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we load the datasets.\n", + "#We, also describe the datasets.\n", + "#We, also perform the task to represent the data of datasets in image forms.\n", + "#Now, we need to split the data in training and testing.\n", + "#Examples 70:30 '70->Training and 30->Testing used to split the values of the data in two forms training and testing.\n", + "\n", + "ratio=0.3;\n", + "Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=7);\n", + "print(\"\\n 1. Testing Data are: \",Xtest.shape,ytest.shape);\n", + "print(\"\\n 2. Training Data are: \",Xtrain.shape,ytrain.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ogp53iBz5TXF", + "outputId": "6fab14c5-e9e5-4f1e-dd90-6152e3fb28bd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Testing Data are: (1257, 64) (1257,)\n", + "\n", + " 2. Training Data are: (540, 64) (540,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to train the values of the Model.\n", + "clff_model=svm.SVC();\n", + "\n", + "#Classification of the Model in training and testing Phases.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Now, mention the label in the testing phase and then, classify the values model.\n", + "ypred=clff_model.predict(Xtest);\n", + "\n", + "print(\"\\n 1. Prediction Values: \",ypred);\n", + "print(\"\\n 2. Actual Values: \",ytrain);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "print(\"\\n 3. Predicted Values: \",ypred.shape);\n", + "print(\"\\n 4. Actual Values: \",ytrain.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wvnLlGyF6I0T", + "outputId": "66c2260f-04ef-4968-9884-b92096162230" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Prediction Values: [9 5 1 ... 1 3 3]\n", + "\n", + " 2. Actual Values: [6 0 5 9 2 9 0 4 1 0 1 8 2 5 2 8 1 8 9 1 0 2 0 4 5 3 3 0 0 4 1 4 4 4 6 1 4\n", + " 0 6 6 0 9 3 6 6 2 0 1 9 6 2 8 9 9 0 2 0 8 4 6 8 5 8 7 8 7 7 4 1 4 5 5 4 6\n", + " 2 0 1 3 7 5 8 2 4 4 2 5 1 9 3 7 6 3 3 5 6 2 1 0 1 9 4 1 1 3 1 6 9 0 3 7 6\n", + " 9 3 8 0 8 3 8 8 6 3 7 3 9 0 3 0 9 8 1 2 2 3 6 9 4 0 5 4 2 9 1 0 2 5 0 2 2\n", + " 7 4 6 9 8 2 6 0 4 4 8 5 0 2 4 6 8 2 3 7 2 9 0 3 5 9 1 6 8 7 5 3 0 4 2 1 3\n", + " 3 6 0 2 8 4 1 4 7 5 7 6 6 8 1 0 6 8 7 1 1 9 8 5 5 3 6 8 1 2 0 7 5 3 0 8 2\n", + " 0 4 0 9 4 8 4 7 9 7 3 6 2 5 1 5 9 2 9 9 8 2 1 6 7 1 7 5 7 8 9 5 7 4 3 7 8\n", + " 8 2 8 9 5 3 2 8 0 4 2 1 0 8 4 1 7 1 4 7 7 1 8 3 8 4 3 5 9 4 4 8 1 8 7 2 3\n", + " 1 1 1 0 2 8 0 7 4 0 1 0 2 3 7 9 8 5 8 2 2 6 5 0 8 9 8 9 0 0 9 7 4 1 2 6 7\n", + " 3 7 4 0 2 1 7 2 5 7 2 3 5 7 1 4 1 3 3 8 8 1 0 1 9 3 0 2 2 2 4 7 6 6 9 1 5\n", + " 9 9 2 9 0 7 0 9 6 1 5 7 3 0 5 0 7 1 0 7 9 8 9 6 4 8 8 4 4 3 3 9 9 6 1 3 8\n", + " 4 4 1 6 1 8 3 2 3 5 8 5 5 6 3 6 0 8 7 6 3 7 5 2 9 5 7 0 4 2 9 3 2 9 9 5 6\n", + " 0 5 4 4 4 0 5 5 6 3 6 4 4 2 8 6 6 9 8 0 0 0 4 3 4 3 9 7 1 7 8 1 9 9 7 4 3\n", + " 8 5 8 7 9 2 4 3 2 1 6 8 0 6 6 9 9 5 8 1 6 7 2 7 5 9 4 4 0 5 5 5 6 4 4 7 6\n", + " 3 8 8 0 0 8 1 8 0 2 1 5 3 4 5 1 0 9 8 7 3 3]\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 3. Predicted Values: (1257,)\n", + "\n", + " 4. Actual Values: (540,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, model is trained and test succesfully.\n", + "#Now, we need to calculate the overall performance.\n", + "\n", + "accu=metrics.accuracy_score(ypred,ytest);\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "print(\"\\n 1. Accuracy of the Model Digit Datasets are: \",accu);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix of the Model Digit Datasets are: \\n\\n\",confu_matrix);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 3. Classification Report of the Model Digit Datasets are: \\n\\n\",report);\n", + "print(\"\\n---------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "24FzIMfZ67Fp", + "outputId": "eddd6c58-2016-4d37-e8b1-7082cc7108fe" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Accuracy of the Model Digit Datasets are: 0.9769291964996022\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 2. Confusion Matrix of the Model Digit Datasets are: \n", + "\n", + " [[117 0 0 0 0 0 0 0 0 0]\n", + " [ 0 127 0 0 0 0 0 0 3 1]\n", + " [ 0 0 124 1 0 0 0 0 0 0]\n", + " [ 0 0 0 120 0 1 0 0 0 0]\n", + " [ 0 0 0 0 120 1 1 0 0 0]\n", + " [ 0 0 0 1 0 130 0 0 0 0]\n", + " [ 0 0 0 0 0 0 132 0 0 0]\n", + " [ 0 0 0 1 0 0 0 128 0 0]\n", + " [ 0 0 0 3 3 0 0 1 108 3]\n", + " [ 0 0 0 5 0 2 0 1 1 122]]\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 3. Classification Report of the Model Digit Datasets are: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 117\n", + " 1 1.00 0.97 0.98 131\n", + " 2 1.00 0.99 1.00 125\n", + " 3 0.92 0.99 0.95 121\n", + " 4 0.98 0.98 0.98 122\n", + " 5 0.97 0.99 0.98 131\n", + " 6 0.99 1.00 1.00 132\n", + " 7 0.98 0.99 0.99 129\n", + " 8 0.96 0.92 0.94 118\n", + " 9 0.97 0.93 0.95 131\n", + "\n", + " accuracy 0.98 1257\n", + " macro avg 0.98 0.98 0.98 1257\n", + "weighted avg 0.98 0.98 0.98 1257\n", + "\n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Showing the Values of the Confusion Matrix." + ], + "metadata": { + "id": "ocJmJmSX7xdr" + } + }, + { + "cell_type": "code", + "source": [ + "import seaborn as sns;\n", + "sns.heatmap(confu_matrix,annot=True,cmap=\"jet\");\n", + "plt.title(\"Confusion Matrix on Digits Datasets!\");\n", + "\n", + "#Showing the graph images by proper plotting.\n", + "plt.axis(\"on\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "OZjQug4S726q", + "outputId": "289b5915-ebf6-4eb2-c827-04b994650f02" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-3: Perform the Following task based on the given Guidlines.\n", + "\n", + "--> Load, the Iris DataSets.\n", + "\n", + "--> Understand the Data from it's DESCR.\n", + "\n", + "--> Split the data in the Ratio of 60:40 and 70:30 Ratio.\n", + "\n", + "--> Now, classify the Data.\n", + "\n", + "--> Measure the Accuracy, Precision, Recall and F1-Score.\n", + "\n", + "--> Show the Data values for each split.\n", + "\n", + "@NOTE: F1-score is the \"HARMONI - MEAN\" which is compined value of \"Precision\" & \"Recall\" to reduce complexity and helps to compare training and testing of the data during under the processing." + ], + "metadata": { + "id": "ZMX3K1Zn83sf" + } + }, + { + "cell_type": "code", + "source": [ + "# 1. Loading the Iris Datasets.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Loading the Valuable Datasets.\n", + "data=datasets.load_iris();\n", + "print(\"\\n 1. Type of the Data in datasets are given : \",type(data));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "elMlpV5R8WzE", + "outputId": "87433b82-3b25-467e-abe1-aacf31257e55" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data in datasets are given : \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 2. Understanding the Data from it's DESCR. by giving the proper Descriptions.\n", + "print(data.DESCR);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "O9IHKvT5-NCp", + "outputId": "08dea736-4277-41dc-ebc8-aa403fbc19ce" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + ".. _iris_dataset:\n", + "\n", + "Iris plants dataset\n", + "--------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " :Number of Instances: 150 (50 in each of three classes)\n", + " :Number of Attributes: 4 numeric, predictive attributes and the class\n", + " :Attribute Information:\n", + " - sepal length in cm\n", + " - sepal width in cm\n", + " - petal length in cm\n", + " - petal width in cm\n", + " - class:\n", + " - Iris-Setosa\n", + " - Iris-Versicolour\n", + " - Iris-Virginica\n", + " \n", + " :Summary Statistics:\n", + "\n", + " ============== ==== ==== ======= ===== ====================\n", + " Min Max Mean SD Class Correlation\n", + " ============== ==== ==== ======= ===== ====================\n", + " sepal length: 4.3 7.9 5.84 0.83 0.7826\n", + " sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", + " petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", + " petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", + " ============== ==== ==== ======= ===== ====================\n", + "\n", + " :Missing Attribute Values: None\n", + " :Class Distribution: 33.3% for each of 3 classes.\n", + " :Creator: R.A. Fisher\n", + " :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", + " :Date: July, 1988\n", + "\n", + "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", + "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", + "Machine Learning Repository, which has two wrong data points.\n", + "\n", + "This is perhaps the best known database to be found in the\n", + "pattern recognition literature. Fisher's paper is a classic in the field and\n", + "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", + "data set contains 3 classes of 50 instances each, where each class refers to a\n", + "type of iris plant. One class is linearly separable from the other 2; the\n", + "latter are NOT linearly separable from each other.\n", + "\n", + ".. topic:: References\n", + "\n", + " - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", + " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", + " Mathematical Statistics\" (John Wiley, NY, 1950).\n", + " - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", + " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", + " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", + " Structure and Classification Rule for Recognition in Partially Exposed\n", + " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", + " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", + " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", + " on Information Theory, May 1972, 431-433.\n", + " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", + " conceptual clustering system finds 3 classes in the data.\n", + " - Many, many more ...\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 3. #Now, we splitting the data of 60:40 and 70:30 ratio's, in Training and Testing Phases.\n", + "\n", + "ratio=0.3;\n", + "Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=7);\n", + "print(\"\\n 1. Testing Data are: \",Xtest.shape,ytest.shape);\n", + "print(\"\\n 2. Training Data are: \",Xtrain.shape,ytrain.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gbjZK_OJ-aoI", + "outputId": "fc19b7f4-89d8-449b-a9e5-02f7f1c97f6f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Testing Data are: (1257, 64) (1257,)\n", + "\n", + " 2. Training Data are: (540, 64) (540,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 4. Classification of the Model means Training and Testing properly.\n", + "\n", + "clff_model=svm.SVC();\n", + "\n", + "#Now, we need to train the model are given below!\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Now, specifying the Labels in the Testing phase.\n", + "ypred=clff_model.predict(Xtest);\n", + "\n", + "#Printing all the values actual label and predicted label classification comparisons.\n", + "print(\"\\n 1. Predicted Values: \",ypred.shape);\n", + "print(\"\\n 2. Actual Label: \",ytrain.shape);\n", + "print(\"\\n---------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7wCLaBwt_E2p", + "outputId": "6b8c881e-7681-49c3-faba-399b5794559b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Predicted Values: (1257,)\n", + "\n", + " 2. Actual Label: (540,)\n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the values of accuracy, performance, precision , recall, and f1-score.\n", + "\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "preci=metrics.precision_score(ypred,ytest,average=\"macro\");\n", + "\n", + "reca=metrics.recall_score(ypred,ytest,average=\"macro\");\n", + "\n", + "f1=metrics.f1_score(ypred,ytest,average=\"macro\");\n", + "\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 1. Accuracy of the Iris datasets: \",acc);\n", + "print(\"\\n----------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Confusion Matric Matrix of Iris: \\n\\n\",confu_matrix);\n", + "print(\"\\n----------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 3. Classification Report of Iris: \\n\\n\",report);\n", + "print(\"\\n----------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 4. Precision Values: \",preci);\n", + "print(\"\\n----------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 5. Recall Values: \",reca);\n", + "print(\"\\n----------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 6. F1-Score Values: \",f1);\n", + "print(\"\\n----------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TAUrbDUP_wI3", + "outputId": "27798835-8a06-4be6-ee1f-5b9b733a7466" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 1. Accuracy of the Iris datasets: 0.9769291964996022\n", + "\n", + "----------------------------------------------------------\n", + "\n", + "\n", + " 2. Confusion Matric Matrix of Iris: \n", + "\n", + " [[117 0 0 0 0 0 0 0 0 0]\n", + " [ 0 127 0 0 0 0 0 0 3 1]\n", + " [ 0 0 124 1 0 0 0 0 0 0]\n", + " [ 0 0 0 120 0 1 0 0 0 0]\n", + " [ 0 0 0 0 120 1 1 0 0 0]\n", + " [ 0 0 0 1 0 130 0 0 0 0]\n", + " [ 0 0 0 0 0 0 132 0 0 0]\n", + " [ 0 0 0 1 0 0 0 128 0 0]\n", + " [ 0 0 0 3 3 0 0 1 108 3]\n", + " [ 0 0 0 5 0 2 0 1 1 122]]\n", + "\n", + "----------------------------------------------------------\n", + "\n", + "\n", + " 3. Classification Report of Iris: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 117\n", + " 1 1.00 0.97 0.98 131\n", + " 2 1.00 0.99 1.00 125\n", + " 3 0.92 0.99 0.95 121\n", + " 4 0.98 0.98 0.98 122\n", + " 5 0.97 0.99 0.98 131\n", + " 6 0.99 1.00 1.00 132\n", + " 7 0.98 0.99 0.99 129\n", + " 8 0.96 0.92 0.94 118\n", + " 9 0.97 0.93 0.95 131\n", + "\n", + " accuracy 0.98 1257\n", + " macro avg 0.98 0.98 0.98 1257\n", + "weighted avg 0.98 0.98 0.98 1257\n", + "\n", + "\n", + "----------------------------------------------------------\n", + "\n", + "\n", + " 4. Precision Values: 0.9771425814342635\n", + "\n", + "----------------------------------------------------------\n", + "\n", + "\n", + " 5. Recall Values: 0.9767974164863137\n", + "\n", + "----------------------------------------------------------\n", + "\n", + "\n", + " 6. F1-Score Values: 0.9766775105067712\n", + "\n", + "----------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# load the iris dataset\n", + "# understand the datset from its DESCR\n", + "# and implement the 60:40 and 70:30 ratio train test split\n", + "# and compare its acc, precision, recall and f1_score\n", + "# for each split\n", + "\n", + "from sklearn import metrics,datasets,model_selection,svm\n", + "data = datasets.load_iris()\n", + "\n", + "X = data.data\n", + "y = data.target\n", + "Result = np.zeros((2,4))\n", + "ratio= [0.4,0.3]\n", + "for i in range(len(ratio)):\n", + " Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=ratio[i],random_state=5)\n", + " # create the model\n", + " clf_model = svm.SVC()\n", + " # train the model\n", + " clf_model = clf_model.fit(Xtrain,ytrain)\n", + " # test the model\n", + " ypred = clf_model.predict(Xtest)\n", + "\n", + " # accuracy\n", + " temp_acc = metrics.accuracy_score(ypred,ytest)\n", + " # precision\n", + " temp_pre = metrics.precision_score(ypred,ytest,average='macro')\n", + " # recall\n", + " temp_rec = metrics.recall_score(ypred,ytest,average='macro')\n", + " # f1 score\n", + " temp_f1 = metrics.f1_score(ypred,ytest,average='macro')\n", + "\n", + " list_result = [temp_acc,temp_pre,temp_rec,temp_f1]\n", + " Result[i,:]=list_result\n", + "\n", + "print(Result)\n", + "res = ['Accuracy','Precision','Recall','F1_score']\n", + "\n", + "import pandas as pd\n", + "res_df = pd.DataFrame(Result,columns=res,index=['60:40','70:30'])\n", + "print(res_df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "W_j39DLwCbCk", + "outputId": "6b0c05df-4f16-43ed-94de-02b0ebdbc3d8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[0.98333333 0.98412698 0.98333333 0.98332291]\n", + " [0.97777778 0.97916667 0.97777778 0.97775306]]\n", + " Accuracy Precision Recall F1_score\n", + "60:40 0.983333 0.984127 0.983333 0.983323\n", + "70:30 0.977778 0.979167 0.977778 0.977753\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "res_df.T.plot(kind = 'bar')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 497 + }, + "id": "FGstemRbCfbC", + "outputId": "212f07eb-b1d4-41aa-a6c6-77318a10c97f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 62 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#(SVM)-\"SUPPORT VECTOR MACHINES.\"" + ], + "metadata": { + "id": "xewuliygCoAL" + } + }, + { + "cell_type": "code", + "source": [ + "#Using different kernal functionalities based on it1\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Loading the Values of the DataSets.\n", + "data=datasets.load_iris();\n", + "print(\"\\n 1. Type of the Data in datasets are given : \",type(data));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qlJQYdGXCncn", + "outputId": "92ece5ee-13ef-4bfe-a21d-ae849c5e72af" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data in datasets are given : \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to describe the values of the Data.\n", + "print(data.DESCR);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dNITphDXI89d", + "outputId": "2d36f191-0aa2-48cd-944c-7c2ea3b6e222" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + ".. _iris_dataset:\n", + "\n", + "Iris plants dataset\n", + "--------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " :Number of Instances: 150 (50 in each of three classes)\n", + " :Number of Attributes: 4 numeric, predictive attributes and the class\n", + " :Attribute Information:\n", + " - sepal length in cm\n", + " - sepal width in cm\n", + " - petal length in cm\n", + " - petal width in cm\n", + " - class:\n", + " - Iris-Setosa\n", + " - Iris-Versicolour\n", + " - Iris-Virginica\n", + " \n", + " :Summary Statistics:\n", + "\n", + " ============== ==== ==== ======= ===== ====================\n", + " Min Max Mean SD Class Correlation\n", + " ============== ==== ==== ======= ===== ====================\n", + " sepal length: 4.3 7.9 5.84 0.83 0.7826\n", + " sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", + " petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", + " petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", + " ============== ==== ==== ======= ===== ====================\n", + "\n", + " :Missing Attribute Values: None\n", + " :Class Distribution: 33.3% for each of 3 classes.\n", + " :Creator: R.A. Fisher\n", + " :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", + " :Date: July, 1988\n", + "\n", + "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", + "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", + "Machine Learning Repository, which has two wrong data points.\n", + "\n", + "This is perhaps the best known database to be found in the\n", + "pattern recognition literature. Fisher's paper is a classic in the field and\n", + "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", + "data set contains 3 classes of 50 instances each, where each class refers to a\n", + "type of iris plant. One class is linearly separable from the other 2; the\n", + "latter are NOT linearly separable from each other.\n", + "\n", + ".. topic:: References\n", + "\n", + " - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", + " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", + " Mathematical Statistics\" (John Wiley, NY, 1950).\n", + " - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", + " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", + " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", + " Structure and Classification Rule for Recognition in Partially Exposed\n", + " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", + " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", + " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", + " on Information Theory, May 1972, 431-433.\n", + " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", + " conceptual clustering system finds 3 classes in the data.\n", + " - Many, many more ...\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the values of the data like: 70:30 and 60:40.\n", + "#Now, we need split datasets in Training and Testing Phases.\n", + "\n", + "ratio=0.3;\n", + "Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=7);\n", + "print(\"\\n 1. Testing Data are: \",Xtest.shape,ytest.shape);\n", + "print(\"\\n 2. Training Data are: \",Xtrain.shape,ytrain.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sW3_Ae_7JHid", + "outputId": "354160b5-cad1-4404-a8f1-a07fd800876f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Testing Data are: (105, 4) (105,)\n", + "\n", + " 2. Training Data are: (45, 4) (45,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to classify the given models.\n", + "#Classification of the model in order to train them.\n", + "\n", + "clff_model=svm.SVC(kernel=\"linear\", gamma=\"auto\",C=2);\n", + "\n", + "#Now, we have to train the model in classifying Manner.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Predicting the predicted label from actual label in testin phase.\n", + "ypred=clff_model.predict(Xtest);\n", + "\n", + "#Printing the actual label and predicted label.\n", + "print(\"\\n 1. Predicted Values: \",ypred.shape);\n", + "print(\"\\n 2. Actual Label: \",ytrain.shape);\n", + "print(\"\\n---------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZasNa0_AJedT", + "outputId": "9b3fa487-f467-43b4-df1a-f616333c350b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Predicted Values: (105,)\n", + "\n", + " 2. Actual Label: (45,)\n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Measuring the values by showing it's performance.\n", + "\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "print(\"\\n 1. Accuracy: \",acc);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix: \\n\\n\",confu_matrix);\n", + "print(\"\\n----------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 3. Classification Report: \\n\\n\",report);\n", + "print(\"\\n----------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UPgdc5jlJ94F", + "outputId": "af9f6bfa-c4a0-4f32-ccd3-da8a5392b6a7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Accuracy: 0.9809523809523809\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 2. Confusion Matrix: \n", + "\n", + " [[38 0 0]\n", + " [ 0 32 0]\n", + " [ 0 2 33]]\n", + "\n", + "----------------------------------------------------------\n", + "\n", + "\n", + " 3. Classification Report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 38\n", + " 1 0.94 1.00 0.97 32\n", + " 2 1.00 0.94 0.97 35\n", + "\n", + " accuracy 0.98 105\n", + " macro avg 0.98 0.98 0.98 105\n", + "weighted avg 0.98 0.98 0.98 105\n", + "\n", + "\n", + "----------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-1: Train the Model in Testing and Training , predict classify them and then analyse the data in a proper manner.\n", + "--> NOTE: Use, the \"DIABETES\" DataSets." + ], + "metadata": { + "id": "kjDr6iXjKkdJ" + } + }, + { + "cell_type": "code", + "source": [ + "import numpy as np;\n", + "import seaborn as sns;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "\n", + "path='/content/diabetes.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "print(\"\\n --> Total Sixe of the Given Data are: \",data.shape);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n ---------------> Given Values of the Data given from files: \\n\\n\",data);\n", + "print(\"\\n---------------------------------------------------------\\n\");" + ], + "metadata": { + "id": "Pt1K_uViKj_o", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "ea2c7f7b-4dbd-4e0d-80f2-3f9aa3810cff" + }, + "execution_count": 76, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Total Sixe of the Given Data are: (768, 9)\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " ---------------> Given Values of the Data given from files: \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", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to define the values.\n", + "x=data.drop('Outcome',axis=1,inplace=False);\n", + "y=data['Outcome'];\n", + "\n", + "#Now, we need to split the data in training and testing phase.\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. Testing Data: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2. Training Data: \",Xtest.shape,\" \",ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-pFnb3MRNkaB", + "outputId": "fd9c990f-6a11-4731-b8cd-894cfa3c7d66" + }, + "execution_count": 78, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Testing Data: (537, 8) (537,)\n", + "\n", + " 2. Training Data: (231, 8) (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, classifying the Valued Model.\n", + "#Classification based on trained them.\n", + "\n", + "clff_model=svm.SVC(kernel='poly',gamma='scale',C=1);\n", + "\n", + "#Trainee the Model.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Predict the Model by indicating their Labels.\n", + "ypred=clff_model.predict(Xtest);\n", + "\n", + "#Printing the actual label and predicted label.\n", + "print(\"\\n 1. Predicted Values: \",ypred.shape);\n", + "print(\"\\n 2. Actual Label: \",ytrain.shape);\n", + "print(\"\\n---------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DI4FioNoOkYe", + "outputId": "8d147a46-4da1-42d1-c7bc-60811cd4422f" + }, + "execution_count": 83, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Predicted Values: (231,)\n", + "\n", + " 2. Actual Label: (537,)\n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, finding the values based on it's Performance.\n", + "\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "#Printing the Main Values.\n", + "print(\"\\n 1. Total Accuracy: \",acc);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix: \\n\\n\",confu_matrix);\n", + "print(\"\\n---------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 3. Classification Report: \\n\\n\",report);\n", + "print(\"\\n---------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GmByg-Y4PDW2", + "outputId": "87d46926-bde1-4b6c-a0c6-fd24b9524c3c" + }, + "execution_count": 84, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Accuracy: 0.7705627705627706\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 2. Confusion Matrix: \n", + "\n", + " [[135 41]\n", + " [ 12 43]]\n", + "\n", + "---------------------------------------------------------\n", + "\n", + "\n", + " 3. Classification Report: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.92 0.77 0.84 176\n", + " 1 0.51 0.78 0.62 55\n", + "\n", + " accuracy 0.77 231\n", + " macro avg 0.72 0.77 0.73 231\n", + "weighted avg 0.82 0.77 0.78 231\n", + "\n", + "\n", + "---------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Analuse the Data Given Below!" + ], + "metadata": { + "id": "nZGKCay4Puv6" + } + }, + { + "cell_type": "code", + "source": [ + "#Perform the 'EDA' on the Diabetes Datasets.\n", + "#Exploratory the Data Analysis.\n", + "\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import seaborn as sns;\n", + "\n", + "#Now, we are plotting the graph for the classifications.\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.histplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")\n", + "\n", + "# Correlation matrix\n", + "corr_matrix = data.corr()\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n", + "plt.title(\"Correlation Matrix\")\n", + "plt.show()\n", + "\n", + "# Pairplot\n", + "sns.pairplot(data, hue='Outcome')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "LYAw_BkvPyN0", + "outputId": "673c935c-7549-438f-acb0-c496e30895ca" + }, + "execution_count": 85, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#To, show how many of them have the deficiency of Insulin who have injected with Glucose.\n", + "sns.scatterplot(data=data,x='Glucose',y='Insulin',hue='Outcome');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "7CfX25X1QV9A", + "outputId": "225e5ffe-e34d-4fd3-e6ea-ee93b436df4d" + }, + "execution_count": 86, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Comparison Between the Diabetes and Non-Diabetes Patients.\n", + "sns.countplot(data=data,x='Outcome');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "alaVmkEcRBR3", + "outputId": "be746174-215f-4e2d-fc92-620effda8c50" + }, + "execution_count": 90, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show and analyze the data by using the box-plot.\n", + "plt.figure(1,figsize=(15,6));\n", + "plt.title(\"Box-Plot Representation of Patients Reports\");\n", + "sns.boxplot(data=data,width=0.5,fliersize=5);\n", + "plt.tight_layout();\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 443 + }, + "id": "Dn4dBOVqRcyv", + "outputId": "55e0a2ed-0b4e-4fa8-c87c-8d10f2dd8f83" + }, + "execution_count": 92, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we need to show the age-wise Diabetes." + ], + "metadata": { + "id": "P_EsWd1ySDa1" + } + }, + { + "cell_type": "code", + "source": [ + "#To, showing the Age-wise Diabets.\n", + "plt.figure(1,figsize=(15,6));\n", + "plt.title(\"Age Variation In Diabetic Patients\")\n", + "sns.scatterplot(data=data,x='Age',y='BloodPressure');\n", + "#plt.tight_plot();\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 492 + }, + "id": "_8KnZud3SArK", + "outputId": "0135c88a-a415-425b-9e6b-88eb9b262a3b" + }, + "execution_count": 99, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#counting the Maximum and Minimum Ages.\n", + "plt.figure(1,figsize=(15,6));\n", + "sns.countplot(data=data,x='Age');\n", + "plt.title(\"Counting of Ages in File CSV1\");\n", + "#plt.tight_layout();\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 495 + }, + "id": "dQ2R3g-uTP3b", + "outputId": "7ec45397-9100-43da-9c33-297fbd2abaf6" + }, + "execution_count": 100, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Calculating the Maximum and Minimum Ages Group having the Diabetes.\n", + "print(\"\\n 1. Maximum Ages in the Group: \",max(data['Age']));\n", + "print(\"\\n 2. Minimum Ages in the Group: \",min(data['Age']));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nnr7kGAbTx1b", + "outputId": "ec3321be-478f-432a-fc9c-7c10ed262323" + }, + "execution_count": 101, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Maximum Ages in the Group: 81\n", + "\n", + " 2. Minimum Ages in the Group: 21\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Showing the Scatterplot age of person who have diabetes or not based comparison on 'Outcome'.\n", + "plt.figure(1,figsize=(15,6));\n", + "sns.scatterplot(data=data,x='Age',y='BloodPressure',hue='Outcome');\n", + "plt.title(\"Age-wise Diabetes\");\n", + "#plt.tight_layout(); can be used , refrence given only for the 'OPTIONAL' Based!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 492 + }, + "id": "QqG8XKnMUGjj", + "outputId": "9d438294-3aa7-43d6-9b68-d362fb4690f5" + }, + "execution_count": 102, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Showing the Scatterplot age of person who have diabetes or not based comparison on 'Outcome'.\n", + "plt.figure(1,figsize=(15,6));\n", + "sns.violinplot(data=data,x='Age',y='BloodPressure',hue='Outcome');\n", + "plt.title(\"Age-wise Diabetes\");\n", + "plt.tight_layout(); #Can be used , refrence given only for the 'OPTIONAL' Based!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 443 + }, + "id": "sEdqmoCwUwpm", + "outputId": "b08fdaad-b379-4f18-97de-76600abb4f1a" + }, + "execution_count": 103, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Showing the Scatterplot age of person who have diabetes or not based comparison on 'Outcome'.\n", + "plt.figure(1,figsize=(15,6));\n", + "sns.barplot(data=data,x='Age',y='BloodPressure',hue='Outcome',errorbar=None);\n", + "plt.title(\"Age-wise Diabetes\");\n", + "#plt.tight_layout(); can be used , refrence given only for the 'OPTIONAL' Based!\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 495 + }, + "id": "BiN2rPRUU9um", + "outputId": "e981a8eb-c11e-4a78-c59a-a39d623a9780" + }, + "execution_count": 105, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-4: We, need to add the Column called as 'Age_Category'!\n", + "--> If, Age<=30 shows 'Young'.\n", + "\n", + "--> If, Age>=31 and Age<=45 shows 'Middle_Age'.\n", + "\n", + "--> If, Age>=46 and Age<=65 shows 'Mature_Age'.\n", + "\n", + "--> If, Age>=65 shows 'Old_Age'." + ], + "metadata": { + "id": "l_LVmtGmVYux" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, we are performing the task in this prompts.\n", + "#Using the values of the Functions.\n", + "\n", + "def age_category(age):\n", + " if(age<=30):\n", + " return(\"Young\");\n", + " elif(age>=31 and age<=45):\n", + " return(\"Middle_Age\");\n", + " elif(age>=46 and age<=65):\n", + " return(\"Mature_Age\");\n", + " else:\n", + " return(\"Old_Age\");\n", + "\n", + "#Passing the Values in the Enumerate values Functions.\n", + "data['Age_Category']=data['Age'].apply(age_category);\n", + "print(data.head);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lmS_JCZsVHAx", + "outputId": "29ac003a-8e07-48bc-b1cb-1ef05ccd233b" + }, + "execution_count": 107, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we also plotting the Values of the Graph.\n", + "plt.figure(1,figsize=(15,6));\n", + "sns.countplot(data=data,x='Age_Category',hue='Outcome');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + }, + "id": "yISjYu1CZHxt", + "outputId": "6d9d02b9-0c6e-47bd-ae61-088ba8020ac5" + }, + "execution_count": 108, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-5: Perform and train the Model by using the SVM.\n", + "#(SVM)-\"SUPPORT VECTOR MACHINES.\"" + ], + "metadata": { + "id": "2XKQdA8GZiaL" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Importing the Inbuilt Libraries.\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import seaborn as sns;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "\n", + "#Loading the main Datasets.\n", + "path='/content/diabetes.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "print(\"\\n 1. Total Length of the Data in a Particular files: \",data.shape);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Complete Data values exist in a Datasets files: \",data);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ImwO_NmiZZjE", + "outputId": "5bdf7c1c-3864-4529-8e56-68d3de3a5857" + }, + "execution_count": 110, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Length of the Data in a Particular files: (768, 9)\n", + "\n", + "-----------------------------------------------------------------\n", + "\n", + "\n", + " 2. Complete Data values exist in a Datasets files: 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", + "\n", + "-----------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, indicating the values in order to been read.\n", + "x=data.drop('Outcome',axis=1,inplace=False);\n", + "y=data['Outcome'];" + ], + "metadata": { + "id": "Nn6QP_Tga05D" + }, + "execution_count": 111, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the data in the training and testing phases.\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,ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PPw1kg8pbDF1", + "outputId": "c370d0ac-1206-4b75-ba7e-1e0e431acb46" + }, + "execution_count": 113, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data: (537, 8) (537,)\n", + "\n", + " 2. Testing Data: (231, 8) (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, classifying the Model based on it!\n", + "clff_model=svm.SVC(kernel='linear',gamma='scale',C=2); # Changed 'Linear' to 'linear'\n", + "\n", + "#Training the Model to properly Trained Based.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Predicting the model and locate the labels in the Testing Phases.\n", + "ypred=clff_model.predict(Xtest);\n", + "\n", + "#Printing all the Values of Comparison. with predicted with actual labels.\n", + "print(\"\\n 1. Predicted Values: \",ypred.shape);\n", + "print(\"\\n 2. Actual Label: \",ytrain.shape);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SXIuiv4PbZMO", + "outputId": "eff66211-8254-4f7a-e313-5466b8c0fc61" + }, + "execution_count": 116, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Predicted Values: (231,)\n", + "\n", + " 2. Actual Label: (537,)\n", + "\n", + "-----------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to find the values of the Performance.\n", + "\n", + "acc=metrics.accuracy_score(ypred,ytest);\n", + "\n", + "confu_matrix=metrics.confusion_matrix(ypred,ytest);\n", + "\n", + "report=metrics.classification_report(ypred,ytest);\n", + "\n", + "#Printing the Values.\n", + "print(\"\\n 1. Accuracy of the Diabetes Datasets: \",acc);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Confusion Matrix of Diabetes: \\n\\n\",confu_matrix);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 3. Classification Report of Diabetes: \\n\\n\",report);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eATLjHfyc3Z7", + "outputId": "84c9fb20-1d25-4a0d-dadf-8137ed516ec0" + }, + "execution_count": 117, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Accuracy of the Diabetes Datasets: 0.7792207792207793\n", + "\n", + "-----------------------------------------------------------------\n", + "\n", + "\n", + " 2. Confusion Matrix of Diabetes: \n", + "\n", + " [[132 36]\n", + " [ 15 48]]\n", + "\n", + "-----------------------------------------------------------------\n", + "\n", + "\n", + " 3. Classification Report of Diabetes: \n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.90 0.79 0.84 168\n", + " 1 0.57 0.76 0.65 63\n", + "\n", + " accuracy 0.78 231\n", + " macro avg 0.73 0.77 0.75 231\n", + "weighted avg 0.81 0.78 0.79 231\n", + "\n", + "\n", + "-----------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Task-6: We, need to show all the values of RBF, Linear, and Polynomial on different Penalty Parameter like: [ C1 , C2 , C3 ]." + ], + "metadata": { + "id": "fJVW0aJ9dnnh" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd;\n", + "import numpy as np;\n", + "import seaborn as sns;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "\n", + "#Loading the data from the datasets.\n", + "path='/content/diabetes.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "#Showing the Total Length of the Data.\n", + "print(\"\\n 1. Length of the Data: \",data.shape);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Showing the Values of Complete Information available in the CSV files: \",data);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yHdcSxfydnFS", + "outputId": "3b697e76-89d1-479c-e94b-33d5e8799787" + }, + "execution_count": 118, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Length of the Data: (768, 9)\n", + "\n", + "-----------------------------------------------------------------\n", + "\n", + "\n", + " 2. Showing the Values of Complete Information available in the CSV files: 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", + "\n", + "-----------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#We, have to describe the values of the data.\n", + "print(data.describe())\n", + "# Use the describe method to get a summary of your DataFrame" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sKmg75zDea1o", + "outputId": "db280b61-9a06-46ed-a093-15a52b50578f" + }, + "execution_count": 122, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Pregnancies Glucose BloodPressure SkinThickness Insulin \\\n", + "count 768.000000 768.000000 768.000000 768.000000 768.000000 \n", + "mean 3.845052 120.894531 69.105469 20.536458 79.799479 \n", + "std 3.369578 31.972618 19.355807 15.952218 115.244002 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 99.000000 62.000000 0.000000 0.000000 \n", + "50% 3.000000 117.000000 72.000000 23.000000 30.500000 \n", + "75% 6.000000 140.250000 80.000000 32.000000 127.250000 \n", + "max 17.000000 199.000000 122.000000 99.000000 846.000000 \n", + "\n", + " BMI DiabetesPedigreeFunction Age Outcome \n", + "count 768.000000 768.000000 768.000000 768.000000 \n", + "mean 31.992578 0.471876 33.240885 0.348958 \n", + "std 7.884160 0.331329 11.760232 0.476951 \n", + "min 0.000000 0.078000 21.000000 0.000000 \n", + "25% 27.300000 0.243750 24.000000 0.000000 \n", + "50% 32.000000 0.372500 29.000000 0.000000 \n", + "75% 36.600000 0.626250 41.000000 1.000000 \n", + "max 67.100000 2.420000 81.000000 1.000000 \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need import the data from the main 'Diabetes' CSV . File.\n", + "x=data.drop('Outcome',axis=1,inplace=False);\n", + "y=data['Outcome'];" + ], + "metadata": { + "id": "5Z02NvVZe3MG" + }, + "execution_count": 123, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Now, we Split the data in the Training and Testing Phases.\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,ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4uuyr2I_fHX4", + "outputId": "f43c850a-3291-4aa6-959c-0c71e5a15d5a" + }, + "execution_count": 124, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data: (537, 8) (537,)\n", + "\n", + " 2. Testing Data: (231, 8) (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to classify the model based on it!\n", + "#Proper Classifications of this Models are Given Below!\n", + "\n", + "kernel=['rbf','linear','poly']; # Changed to lowercase\n", + "c_value=[1,2,3];\n", + "\n", + "#Pre-Reallocation of the Result Variables.\n", + "result=np.zeros((len(kernel),len(c_value)));\n", + "for i in range(len(kernel)):\n", + " for j in range(len(c_value)):\n", + " clff_model=svm.SVC(kernel=kernel[i],gamma='scale',C=c_value[j]);\n", + " clff_model=clff_model.fit(Xtrain,ytrain);\n", + " ypred=clff_model.predict(Xtest);\n", + " #Calculating the Values of the Accuracy.\n", + " acc=metrics.accuracy_score(ypred,ytest);\n", + " result[i,j]=acc;\n", + "print(result);\n", + "ResultDF = pd.DataFrame(result,index=kernel,columns=[\"C=1\",\"C=2\",\"C=3\"]) # Use kernel here, not ker" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "alaPXVkafSKH", + "outputId": "9c6cc67f-65f9-431e-88e1-a2f3a1d9648b" + }, + "execution_count": 129, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[0.75324675 0.75324675 0.74891775]\n", + " [0.77922078 0.77922078 0.77922078]\n", + " [0.77056277 0.77489177 0.77056277]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=kernel,columns=[\"C=1\",\"C=2\",\"C=3\"])\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(4,4))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475 + }, + "id": "Ph4aCkurg22f", + "outputId": "225f843c-393e-4615-db71-ac9b7b704e67" + }, + "execution_count": 131, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " rbf linear poly\n", + "C=1 0.753247 0.779221 0.770563\n", + "C=2 0.753247 0.779221 0.774892\n", + "C=3 0.748918 0.779221 0.770563\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 131 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we are Importing another file and perform similar task for analysis and practice to complete SVM.\n", + "#--> Last Part of 'SVM'-\"SUPPORT VECTOR MACHINE\"." + ], + "metadata": { + "id": "u2BuZV6ChrAo" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Inbuilt Libraries.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Importing pre-defined libraries.\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "import seaborn as sns;\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as impag;\n", + "\n", + "#Loading the data from the fish CSV.Files.\n", + "path='/content/Fish.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "#Show the Data inside the main CSV.Files.\n", + "print(\"\\n 1. Total Length of the Data: \",data.shape);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");\n", + "\n", + "print(\"\\n 2. Complete Data values exist in a Datasets files: \\n\\n\",data);\n", + "print(\"\\n-----------------------------------------------------------------\\n\");" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GrND7lMLhjQ7", + "outputId": "63027503-95e9-4986-b1bd-2c79409e426f" + }, + "execution_count": 133, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Total Length of the Data: (159, 7)\n", + "\n", + "-----------------------------------------------------------------\n", + "\n", + "\n", + " 2. Complete Data values exist in a Datasets files: \n", + "\n", + " Species Weight Length1 Length2 Length3 Height Width\n", + "0 Bream 242.0 23.2 25.4 30.0 11.5200 4.0200\n", + "1 Bream 290.0 24.0 26.3 31.2 12.4800 4.3056\n", + "2 Bream 340.0 23.9 26.5 31.1 12.3778 4.6961\n", + "3 Bream 363.0 26.3 29.0 33.5 12.7300 4.4555\n", + "4 Bream 430.0 26.5 29.0 34.0 12.4440 5.1340\n", + ".. ... ... ... ... ... ... ...\n", + "154 Smelt 12.2 11.5 12.2 13.4 2.0904 1.3936\n", + "155 Smelt 13.4 11.7 12.4 13.5 2.4300 1.2690\n", + "156 Smelt 12.2 12.1 13.0 13.8 2.2770 1.2558\n", + "157 Smelt 19.7 13.2 14.3 15.2 2.8728 2.0672\n", + "158 Smelt 19.9 13.8 15.0 16.2 2.9322 1.8792\n", + "\n", + "[159 rows x 7 columns]\n", + "\n", + "-----------------------------------------------------------------\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#We, need to describe the data in the fish.csv files.\n", + "print(data.describe());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "blE63mo8nVu6", + "outputId": "5f411969-cd9f-49ed-8478-a0a6a7ff6969" + }, + "execution_count": 135, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Weight Length1 Length2 Length3 Height Width\n", + "count 159.000000 159.000000 159.000000 159.000000 159.000000 159.000000\n", + "mean 398.326415 26.247170 28.415723 31.227044 8.970994 4.417486\n", + "std 357.978317 9.996441 10.716328 11.610246 4.286208 1.685804\n", + "min 0.000000 7.500000 8.400000 8.800000 1.728400 1.047600\n", + "25% 120.000000 19.050000 21.000000 23.150000 5.944800 3.385650\n", + "50% 273.000000 25.200000 27.300000 29.400000 7.786000 4.248500\n", + "75% 650.000000 32.700000 35.500000 39.650000 12.365900 5.584500\n", + "max 1650.000000 59.000000 63.400000 68.000000 18.957000 8.142000\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to import the valued Data from the main files.\n", + "X=data.drop('Species',axis=1,inplace=False);\n", + "Y=data['Species'];" + ], + "metadata": { + "id": "6QefizttnedZ" + }, + "execution_count": 139, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the data in training and testing.\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,ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "jd9EuCe7n5t7", + "outputId": "67ba1b05-1340-4d7e-8033-bdae9e988b75" + }, + "execution_count": 140, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data: (111, 6) (111,)\n", + "\n", + " 2. Testing Data: (48, 6) (48,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to classigy the model by a proper classifications\n", + "\n", + "kernel=['rbf','linear','poly']; # Changed 'RBF' to 'rbf', 'Linear' to 'linear', 'Poly' to 'poly'\n", + "c1_value=[1,2,3];\n", + "result=np.zeros((len(kernel),len(c1_value)));\n", + "for i in range(len(kernel)):\n", + " for j in range(len(c1_value)):\n", + " clff_model=svm.SVC(kernel=kernel[i],gamma='scale',C=c1_value[j]);\n", + " clff_model=clff_model.fit(Xtrain,ytrain,);\n", + " ypred=clff_model.predict(Xtest);\n", + " #Calculating the Values of the Accuracy.\n", + " acc=metrics.accuracy_score(ypred,ytest);\n", + " result[i,j]=acc;\n", + "print(result);\n", + "print(\"\\n\");\n", + "ResultDF = pd.DataFrame(result,index=kernel,columns=[\"C=1\",\"C=2\",\"C=3\"])\n", + "ResultDF = ResultDF.T;\n", + "print(ResultDF);\n", + "ResultDF.plot(kind='bar',figsize=(4,4));" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 552 + }, + "id": "LtRgvesKoSYI", + "outputId": "c1028b12-a946-455c-a2ee-0a84ea5fc818" + }, + "execution_count": 145, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[0.41666667 0.45833333 0.5 ]\n", + " [0.95833333 0.95833333 0.95833333]\n", + " [0.33333333 0.33333333 0.33333333]]\n", + "\n", + "\n", + " rbf linear poly\n", + "C=1 0.416667 0.958333 0.333333\n", + "C=2 0.458333 0.958333 0.333333\n", + "C=3 0.500000 0.958333 0.333333\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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Xcrtb+V+ts5703T+9TDvw8fFplWtBCGmgi/P29jbjwrKvW+kePaacUthK+OEQAAxGSAOAwQhpADAYIQ0ABiOkAcBghDQAGIyQBgCDEdIAYDBCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIMR0gBgMEIaAAxGSAOAwQhpADAYIQ0ABiOkAcBghDQAGIyQBgCDEdIAYDBCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMFizQnrVqlWKiIiQn5+f4uLitGvXrvMuf/LkSc2ZM0ehoaGyWq268sortX379mYVDABdSTd3OxQUFCgjI0O5ubmKi4tTTk6OEhMTdeDAAfXt27fB8rW1tbrpppvUt29fbdq0SWFhYfr8888VFBTUGvUDQKfmdkivWLFCaWlpSk1NlSTl5uZq27Ztys/P14MPPthg+fz8fJ04cUI7d+6Uj4+PJCkiIqJlVQNAF+HW4Y7a2lqVlJQoISHh3Aq8vJSQkKDi4uJG+2zZskXx8fGaM2eOgoODFRUVpWXLlqmurq7J7dTU1KiqqsplAoCuyK2QPn78uOrq6hQcHOzSHhwcLJvN1mifTz/9VJs2bVJdXZ22b9+uRYsW6cknn9Rjjz3W5Hays7MVGBjonMLDw90pEwA6jTY/u6O+vl59+/bV6tWrFRMTo2nTpunhhx9Wbm5uk30yMzNVWVnpnCoqKtq6TAAwklvHpPv06SNvb2/Z7XaXdrvdrpCQkEb7hIaGysfHR97e3s62IUOGyGazqba2Vr6+vg36WK1WWa1Wd0oDgE7JrZG0r6+vYmJiVFRU5Gyrr69XUVGR4uPjG+1z3XXX6dChQ6qvr3e2ffLJJwoNDW00oAEA57h9uCMjI0N5eXl6/vnntX//fs2ePVvV1dXOsz1SUlKUmZnpXH727Nk6ceKE5s6dq08++UTbtm3TsmXLNGfOnNZ7FwDQSbl9Ct60adN07NgxLV68WDabTdHR0SosLHT+mFheXi4vr3PZHx4ertdee03z5s3TsGHDFBYWprlz52rBggWt9y4AoJNyO6QlKT09Xenp6Y3O27FjR4O2+Ph4vfvuu83ZFAB0ady7AwAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIMR0gBgMEIaAAxGSAOAwQhpADAYIQ0ABiOkAcBghDQAGIyQBgCDEdIAYLBuni4AQMcX8eC2Fq+jzK8VCumEGEkDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMBghDQAGI6QBwGDcYAkdBjfxQVfESBoADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIMR0gBgMEIaAAxGSAOAwQhpADAY9+74Ee4PAcAkjKQBwGDNCulVq1YpIiJCfn5+iouL065duy6o38aNG2WxWDRlypTmbBYAuhy3Q7qgoEAZGRnKyspSaWmphg8frsTERB09evS8/crKyvTAAw9o9OjRzS4WALoat0N6xYoVSktLU2pqqiIjI5Wbmyt/f3/l5+c32aeurk533323lixZogEDBrSoYADoStwK6draWpWUlCghIeHcCry8lJCQoOLi4ib7Pfroo+rbt69mzpx5QdupqalRVVWVywQAXZFbIX38+HHV1dUpODjYpT04OFg2m63RPm+//bbWrl2rvLy8C95Odna2AgMDnVN4eLg7ZQJAp9GmZ3ecOnVK99xzj/Ly8tSnT58L7peZmanKykrnVFFR0YZVAoC53DpPuk+fPvL29pbdbndpt9vtCgkJabD84cOHVVZWpqSkJGdbfX399xvu1k0HDhzQ5Zdf3qCf1WqV1Wp1pzQA6JTcGkn7+voqJiZGRUVFzrb6+noVFRUpPj6+wfKDBw/Wvn37tGfPHud0yy23aNy4cdqzZw+HMQDgJ7h9xWFGRoamT5+u2NhYjRo1Sjk5OaqurlZqaqokKSUlRWFhYcrOzpafn5+ioqJc+gcFBUlSg3YAQENuh/S0adN07NgxLV68WDabTdHR0SosLHT+mFheXi4vLy5kBIDW0Kx7d6Snpys9Pb3ReTt27Dhv33Xr1jVnkwDQJTHkBQCDEdIAYDBCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMFiz7oKHtjf0+aEtXse+6ftaoRL8WGvsG4n901Y6278dRtIAYDBCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIMR0gBgMEIaAAxGSAOAwQhpADAYIQ0ABiOkAcBghDQAGIyQBgCDEdIAYDBCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMFizQnrVqlWKiIiQn5+f4uLitGvXriaXzcvL0+jRo9WrVy/16tVLCQkJ510eAHCO2yFdUFCgjIwMZWVlqbS0VMOHD1diYqKOHj3a6PI7duxQcnKy3nrrLRUXFys8PFzjx4/XkSNHWlw8AHR2bof0ihUrlJaWptTUVEVGRio3N1f+/v7Kz89vdPn169fr17/+taKjozV48GCtWbNG9fX1KioqanHxANDZuRXStbW1KikpUUJCwrkVeHkpISFBxcXFF7SO06dP68yZM7r44oubXKampkZVVVUuEwB0RW6F9PHjx1VXV6fg4GCX9uDgYNlstgtax4IFC9SvXz+XoP+x7OxsBQYGOqfw8HB3ygSATqNdz+5Yvny5Nm7cqFdeeUV+fn5NLpeZmanKykrnVFFR0Y5VAoA5urmzcJ8+feTt7S273e7SbrfbFRISct6+f/rTn7R8+XK98cYbGjZs2HmXtVqtslqt7pQGAJ2SWyNpX19fxcTEuPzod/ZHwPj4+Cb7/fGPf9TSpUtVWFio2NjY5lcLAF2MWyNpScrIyND06dMVGxurUaNGKScnR9XV1UpNTZUkpaSkKCwsTNnZ2ZKkxx9/XIsXL9aGDRsUERHhPHbds2dP9ezZsxXfCgB0Pm6H9LRp03Ts2DEtXrxYNptN0dHRKiwsdP6YWF5eLi+vcwP0P//5z6qtrdUdd9zhsp6srCw98sgjLaseADo5t0NaktLT05Went7ovB07dri8Lisra84mAADi3h0AYDRCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIMR0gBgMEIaAAxGSAOAwQhpADAYIQ0ABiOkAcBghDQAGIyQBgCDEdIAYDBCGgAMRkgDgMEIaQAwGCENAAYjpAHAYIQ0ABiMkAYAgxHSAGAwQhoADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIMR0gBgMEIaAAxGSAOAwQhpADAYIQ0ABiOkAcBghDQAGIyQBgCDEdIAYDBCGgAM1qyQXrVqlSIiIuTn56e4uDjt2rXrvMu/9NJLGjx4sPz8/DR06FBt3769WcUCQFfjdkgXFBQoIyNDWVlZKi0t1fDhw5WYmKijR482uvzOnTuVnJysmTNn6v3339eUKVM0ZcoUffjhhy0uHgA6O7dDesWKFUpLS1NqaqoiIyOVm5srf39/5efnN7r8U089pQkTJuj3v/+9hgwZoqVLl2rkyJFauXJli4sHgM6umzsL19bWqqSkRJmZmc42Ly8vJSQkqLi4uNE+xcXFysjIcGlLTEzU5s2bm9xOTU2NampqnK8rKyslSVVVVe6U2yz1NadbvI4qi6PF66j7pq7ldbTD59WeOtO+kTrX/jFl30gd59/O2W04HOd/326F9PHjx1VXV6fg4GCX9uDgYH388ceN9rHZbI0ub7PZmtxOdna2lixZ0qA9PDzcnXI9JrBV1rK/xWsInN06lXQmpuwbif3zY633aXSsfzunTp1SYGDT23MrpNtLZmamy+i7vr5eJ06cUO/evWWxWDxYWctVVVUpPDxcFRUVCggI8HQ5+BH2j7k6275xOBw6deqU+vXrd97l3ArpPn36yNvbW3a73aXdbrcrJCSk0T4hISFuLS9JVqtVVqvVpS0oKMidUo0XEBDQKb5onRX7x1ydad+cbwR9lls/HPr6+iomJkZFRUXOtvr6ehUVFSk+Pr7RPvHx8S7LS9Lrr7/e5PIAgHPcPtyRkZGh6dOnKzY2VqNGjVJOTo6qq6uVmpoqSUpJSVFYWJiys7MlSXPnztWYMWP05JNPatKkSdq4caN2796t1atXt+47AYBOyO2QnjZtmo4dO6bFixfLZrMpOjpahYWFzh8Hy8vL5eV1boB+7bXXasOGDVq4cKEeeughDRw4UJs3b1ZUVFTrvYsOxGq1Kisrq8HhHJiB/WOurrpvLI6fOv8DAOAx3LsDAAxGSAOAwQhpADAYIQ0ABiOkAcBghDSADsPhcKiurnVucNVRENLosrZv365Zs2Zp/vz5DW4Q9tVXX+nGG2/0UGX47rvvtHDhQo0ZM0ZZWVmSpCeeeEI9e/aUv7+/pk+frtraWg9X2T4IaQ/au3evvL29PV1Gl7RhwwbdcsststlsKi4u1ogRI7R+/Xrn/NraWv3973/3YIVd25IlS7RmzRrFxsZq06ZNmj17tp555hmtXr1aeXl5KioqUk5OjqfLbB8OeMyePXscFovF02V0SdHR0Y6nnnrK+bqgoMDRo0cPx5o1axwOh8Nhs9kcXl5eniqvyxswYIBj69atDofD4Th48KDDy8vLsXHjRuf8goICR1RUlKfKa1dG3qq0s5g6dep551dWVnb4W692VAcPHlRSUpLz9Z133qlLLrlEt9xyi86cOaPbbrvNg9Xhiy++0PDhwyVJV1xxhXx9fZ2vJenqq6/W559/7qny2hUh3Ya2bt2qm266qcFDD87qaj+AmCQgIEB2u12XXXaZs23cuHF69dVXNXnyZP373//2YHUIDAzUyZMnnQ/6GDlypC666CLn/Jqami4zwCGk29CQIUN0++23a+bMmY3O37Nnj1599dV2rgqSNGrUKP3tb3/TNddc49I+ZswYbd26VZMnT/ZQZZCkyMhIlZaWaujQoZKkd955x2X+vn37NHDgQE+U1u744bANxcTEqLS0tMn5VqtVl156aTtWhLPmzZsnPz+/RueNHTtWW7duVUpKSjtXhbNyc3N1ww03NDn/zJkzmj9/fjtW5DncBa8N1dTUqK6uTv7+/p4uBUAHRUgDgME43IEub+jQoaqoqGjwN8zQ1fcPId1OuvoXzWRlZWU6c+ZMg79hhq6+fwjpdtLVv2gAmoeQBgCDEdIAYDBCGgAMRkgDgMEIaQAwGCGNLm/06NHq3r17g79hhq6+f7jisJ1MnDhRa9euVWhoqMvfAHA+jKTbyfbt252h/MO/4RlvvvmmIiMjVVVV1WBeZWWlrrrqKv3zn//0QGWQ2D8/REi3Ib5o5srJyVFaWpoCAgIazAsMDNSvfvUrrVixwgOVQWL//BAh3Yb4oplr7969mjBhQpPzx48fr5KSknasCD/E/jmHkG5DfNHMZbfb5ePj0+T8bt266dixY+1YEX6I/XMOId2G+KKZKywsTB9++GGT8z/44AN+N/Ag9s85hHQb4otmrokTJ2rRokX69ttvG8z75ptvlJWVxSO0PIj9cw6n4LWh3/zmN9qxY4fee++9Bo9q+uabbzRq1CiNGzdOTz/9tIcq7LrsdrtGjhwpb29vpaena9CgQZKkjz/+WKtWrVJdXZ1KS0ubfIgw2hb75xxCug3xRTPb559/rtmzZ+u1117T2X8GFotFiYmJWrVqlcuTxNH+2D/fI6TbGF8083311Vc6dOiQHA6HBg4cqF69enm6JPxAV98/hHQ76epfNADNQ0gDgME4uwMADEZIA4DBCGkAMBghDQAGI6QBwGCENAAYjJAGAIP9f5GI57vysbWXAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we need to classify the values of the Fishes - Data." + ], + "metadata": { + "id": "4n8QTOI4p47B" + } + }, + { + "cell_type": "code", + "source": [ + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.histplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 768 + }, + "id": "NAiSk6tspyG1", + "outputId": "a75bba91-8737-4667-8361-64b7fd0de9f4" + }, + "execution_count": 147, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Showing all the species it in the scatterplot.\n", + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.scatterplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 768 + }, + "id": "AlXp-80jqRD6", + "outputId": "c8641214-5a6e-43d8-edeb-775e9f0c47e1" + }, + "execution_count": 149, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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+ }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of each feature in a subplot\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(data.columns):\n", + " plt.subplot(3, 3, i + 1)\n", + " sns.histplot(data[col])\n", + " plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed\n", + " plt.title(f\"Distribution of {col}\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "print(\"\\n\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 768 + }, + "id": "5yBAeMMoqQ9F", + "outputId": "9f346b5a-5734-4cfb-d11d-53d2c14ae301" + }, + "execution_count": 150, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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5dOmSee2114y3t7epXr26efnll4ukn7179zbNmzc3xhiTnp5uhg8fbqpXr26cnZ1N27ZtzY8//mjVvXTpknn88cdNrVq1jIuLi6lXr56ZOnVqtv3MmTPHNGjQwDg5ORkfHx8TERFhbZNkZs+ebXr16mVcXV1NnTp1zBdffJFrzL6+viY6Otpaf/75501ERISpX7++Wb9+vVXevn17M3DgwDztY/369UaSOXPmjPXz1cu4ceOs4/HMM88YPz8/U7FiRXPXXXdZ+8zpdevXrzfz5s0znp6e1r7i4uJMx44djZubm3F3dzd33HGH2b59uzHGWHVXr15tQkJCTKVKlUxYWJg5ceJErscjp3N49913m9atW5s33njDNGrUyFSsWNHUrFnTPPXUU+bcuXNWvSv7++KLL0z9+vVN+fLlzZEjR7K1+eOPP5pq1aqZSZMmGWP+9zt6xaFDh0xQUJCJiIgwWVlZ2fpcGK7Xz+udl+v1Mz093Tz//POmZs2axsnJydSuXdu8//77xpj/nc9vv/3WtGjRwri6uprQ0FCzf//+Qu1XQft87bYOHTqYESNGWOsrV640Hh4e5qOPPjLGGBMfH28eeugh4+npaapUqWIeeOABc+TIkaLvhDHmzJkzRpKJiYnJtY4kM2vWLNO9e3fj6upqQkJCzObNm83BgwdNhw4dTMWKFU1oaKg5dOiQzeuWL19umjdvbpydnU1QUJAZP368yczMtGl32bJl1s9XLx06dCiK7qKI3HXXXTZjx+XLl42fn5/NeFASnTp1ykgyGzZssMqu/Xu+1tdff23KlStnEhMTrbKZM2caDw8Pk5GRUZTh5tu148XVzp49axwdHc3ixYutsn379hlJZsuWLcaYktXXa40YMcLUrl3bZGVlGWNK13m9+r3VGGOysrKMj4+Pef31162ys2fPGmdnZ/PJJ58YY4zZu3evkWR95jHGmFWrVhkHBwfz+++/G2OMeeedd0yVKlVs+jt69GgTHBxcxD3K3bV9zcmPP/5oJJljx45ZZYGBgWbKlCm5vqY49tWYnPub0+eRq5XUc4uSoSDvN2XdtZ8t8jLelnVVqlQx77//PsfqOs6dO2fq1q1r1q5da/OZhmOW3c1+/i1rRo8ebdq1a5fr9qJ63+dK9CKUmpqqjz76SHXq1FHVqlWt8n/9618aMWKE9u3bp7CwMH388cd68cUX9corr2jfvn169dVXNXbsWC1YsMB6jbu7u+bPn6+9e/dq2rRpmj17tqZMmWKzv8OHD2vVqlVavXq1PvnkE82ZM0fdu3fXb7/9pg0bNui1117TmDFjtG3btkLt5549e7R582Y5OTlJkp5//nl9/vnnWrBggX766SfVqVNHYWFh+vPPPyVJWVlZqlmzphYvXqy9e/fqxRdf1L///W999tlnVpszZ85URESEhg4dqt27d2vFihWqU6eOzX4nTJigPn36aNeuXbrvvvvUv39/ax/X6tSpk9avX2+tr1+/Xh07dlSHDh2s8gsXLmjbtm3q1KlTvvfRpk0bTZ06VR4eHtZ/DZ999llJ0rBhw7RlyxYtWrRIu3bt0kMPPaR7771XBw8eVJs2bazb5j7//HMlJCSoTZs22drv37+/atasqe3btys2Nlb/+te/5OjoaG0/f/68/vOf/+jDDz/Uxo0bFR8fb+0/r1xdXXXx4kWVK1dO06dP1y+//KIFCxbou+++0/PPP29T9/z583rttdf0/vvv65dffsl2Bfl3332nu+++W6+88opGjx6dbV+7du1Su3bt9Mgjj+jtt9++6av58+NKP693Xq7IqZ+PPvqoPvnkE02fPl379u3Tu+++Kzc3N5t9vPDCC3rjjTe0Y8cOVahQQY8//vgt619OrvT5ehYuXKh+/frp448/Vv/+/ZWZmamwsDC5u7vr+++/16ZNm+Tm5qZ77733hm0VBjc3N7m5uWn58uXKyMjItd5LL72kRx99VHFxcQoJCdEjjzyiJ598UlFRUdqxY4eMMRo2bJhV//vvv9ejjz6qESNGaO/evXr33Xc1f/58vfLKKzm2f+XRH99++60SEhK0dOnSwu0oiszFixcVGxurrl27WmXlypVT165dtWXLFjtGdvOSk5MlSV5eXjblH3/8sapVq6ZGjRopKipK58+ft7Zt2bJFjRs3lre3t1UWFhamlJQU6yqq4uTgwYPy8/PT7bffrv79+ys+Pl6SFBsbq8zMTJvzGhISooCAAOu8lrS+XnHx4kV99NFHevzxx23GxdJ0Xq925MgRJSYm2pxLT09PtWrVyuZcVq5cWXfeeadVp2vXripXrpz1eXbLli1q37699TlU+usYHDhwQGfOnLlFvcm/5ORkOTg4ZLtDbNKkSapataqaN2+u119/3ebRPCWtrzExMapRo4aCg4P11FNP2dxJVprPLYqfvLzflHXXfrbIy3hbVl2+fFmLFi1SWlqaQkNDOVbXERERoe7du9scG4nfr9zczOffsmbFihW688479dBDD6lGjRpq3ry5Zs+ebW0vsvf9Aqffkc3AgQNN+fLlTaVKlUylSpWMJOPr62tiY2ONMca6Ev3aq65r165tFi5caFP20ksvmdDQ0Fz39frrr5sWLVpY6+PGjTMVK1Y0KSkpVllYWJipVauWuXz5slUWHBx801fgXd1PZ2dnI8mUK1fOLFmyxKSmphpHR0fz8ccfW/UvXrxo/Pz8zOTJk3NtMyIiwoSHh1vrfn5+5oUXXsi1viQzZswYaz01NdVIMqtWrcqx/uzZs02lSpVMZmamSUlJMRUqVDCnTp0yCxcuNO3btzfGGLNu3TqbK4JutI+rr0Q3xuR4JfWxY8dM+fLlrStqrujSpYuJiooyxvzvitucroK+wt3d3cyfPz/Hvs2bN89IsrnadsaMGcbb2zvH+sbYXh2UlZVl1q5da5ydnc2zzz6bre7ixYtN1apVs+0vLi4uxzaXLl1q3NzczKJFi2y2X/nP6qZNm0yVKlXMf/7zn2z9KMor0a/u56BBg254XnLq54EDB4wks3bt2hz3d/WV6Fd89dVXRpK5cOFCofYtN9c7t7ldif72228bT09Pm6u+P/zwQxMcHGxdDWmMMRkZGcbV1dWsWbPmlvRlyZIlpkqVKsbFxcW0adPGREVFmZ07d1rbr/0b3bJli5Fk5syZY5V98sknxsXFxVrv0qWLefXVV2328+GHHxpfX1+bdq9cvXTlffvnn38u5N6hqP3+++9Gktm8ebNN+XPPPWfuuusuO0V18y5fvmy6d+9u2rZta1P+7rvvmtWrV5tdu3aZjz76yNx2223m73//u7V9yJAh5p577rF5TVpampFkvv7661sSe159/fXX5rPPPjM7d+40q1evNqGhoSYgIMCkpKSYjz/+2Dg5OWV7TcuWLc3zzz9vjClZfb3ap59+mm1sKk3nVddcGbpp0yYjKdudcw899JDp06ePMcaYV155xdSrVy9bW9WrVzfvvPOOMeavu62GDh1qs/2XX34xkszevXsLuRd5c21fr3XhwgVzxx13mEceecSm/I033jDr1683O3fuNDNnzjSVK1c2o0aNsrYXx74ak3N/P/nkE/PFF1+YXbt2mWXLlpn69eubli1bmkuXLhljSu65RclQkPebsiynzxZ5GW/Lml27dplKlSqZ8uXLG09PT/PVV18ZYzhWufnkk09Mo0aNrO/BV1+JzjHL7mY//5Y1zs7OxtnZ2URFRZmffvrJvPvuu8bFxcXKmxXV+36FgqffkZNOnTpp5syZkv56Rs8777yjbt262UxkdvUVF2lpaTp8+LAGDx6sIUOGWOWXLl2yJqyU/nqu6/Tp03X48GGlpqbq0qVL8vDwsNl3rVq15O7ubq17e3urfPnyKleunE1ZYTwL9ko/09LSNGXKFFWoUEHh4eHatWuXMjMz1bZtW6uuo6Oj7rrrLu3bt88qmzFjhubOnav4+HhduHBBFy9eVLNmzSRJp06d0okTJ9SlS5frxnD1M7UqVaokDw+PXPvWsWNHpaWlafv27Tpz5ozq1aun6tWrq0OHDnrssceUnp6umJgY3X777QoICCjQPnKye/duXb58WfXq1bMpz8jIsLk74UYiIyP1xBNP6MMPP1TXrl310EMP2Ty3vWLFijbrvr6+N4xz5cqVcnNzU2ZmprKysvTII49o/Pjx+vbbbxUdHa39+/crJSVFly5dUnp6us6fP6+KFStK+ut58Nc+00yStm3bppUrV2rJkiXq1atXtu3x8fHWFepXTypSlHLq54MPPqj58+ff8Lxc28+4uDiVL19eHTp0uO4+r36Nr6+vpL9+r6/+3SpKuZ3bKxPVXW3JkiU6deqUNm3apJYtW1rlO3fu1KFDh2zeU6S/JjTJy8S7hSE8PFzdu3fX999/r61bt2rVqlWaPHmy3n//fQ0aNEiS7bG+ciVm48aNbcrS09OVkpIiDw8P7dy5U5s2bbK58vzy5cvZfseB4ioiIkJ79uyxeUaiJJvnCDdu3Fi+vr7q0qWLDh8+nKd5PoqTbt26WT83adJErVq1UmBgoD777DO5urraMbKiNWfOHHXr1k1+fn5WWWk6r/hLZmam+vTpI2OM9Z3hisjISOvnJk2ayMnJSU8++aSio6Pl7Ox8q0O9KX379rV+bty4sZo0aaLatWsrJibmhp/xAdxauX22gK3g4GDFxcUpOTlZS5Ys0cCBA7VhwwZ7h1UsHT9+XCNGjNDatWvl4uJi73BKhLL6+begsrKydOedd+rVV1+VJDVv3lx79uzRrFmzNHDgwCLbL49zKWSVKlVSnTp1VKdOHbVs2VLvv/++0tLSbG4rqFSpkvXzlRnoZ8+erbi4OGvZs2ePtm7dKumvWxn79++v++67TytXrtTPP/+sF154IdsjFa5+vIckOTg45FhWGJMjXuln06ZNNXfuXG3btk1z5szJ02sXLVqkZ599VoMHD9Y333yjuLg4PfbYY1Z/8voGkZ++1alTRzVr1tT69eu1fv1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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=kernel,columns=[\"C=1\",\"C=2\",\"C=3\"]);\n", + "#plt.figure(1,figsize=(13,6));\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(8,6))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 632 + }, + "id": "vdFSJYtxqv_n", + "outputId": "ab5630ec-be2f-496a-9e67-18a39ebcf014" + }, + "execution_count": 152, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " rbf linear poly\n", + "C=1 0.416667 0.958333 0.333333\n", + "C=2 0.458333 0.958333 0.333333\n", + "C=3 0.500000 0.958333 0.333333\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 152 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Result: We, Found that best Method is 'Linear' Methods." + ], + "metadata": { + "id": "ukw5VdPqq7Tj" + } + }, + { + "cell_type": "code", + "source": [ + "# Aggregate data (replace 'category_column' with your actual column)\n", + "category_counts = data['Species'].value_counts()\n", + "\n", + "# Plot pie chart\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(category_counts, labels=category_counts.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Distribution of Categories');\n", + "#plt.tight_plot();\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 675 + }, + "id": "FVmxv_0JrKFM", + "outputId": "38a9fce0-f4ee-472b-ee48-c39cac166afd" + }, + "execution_count": 153, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "ResultDF = pd.DataFrame(result,index=kernel,columns=[\"C=1\",\"C=2\",\"C=3\"]);\n", + "#plt.figure(1,figsize=(13,6));\n", + "ResultDF = ResultDF.T\n", + "print(ResultDF)\n", + "ResultDF.plot(kind='bar',figsize=(8,6))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 632 + }, + "id": "3dNiW8fVrPmJ", + "outputId": "a53a7bfd-b8e9-4ae0-cf42-6452d6ab571d" + }, + "execution_count": 154, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " rbf linear poly\n", + "C=1 0.416667 0.958333 0.333333\n", + "C=2 0.458333 0.958333 0.333333\n", + "C=3 0.500000 0.958333 0.333333\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 154 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Here, is the Complete Practice Set of Both Day-5&6 Mainly Day-6 Completion." + ], + "metadata": { + "id": "qlCRARPPrUzP" + } + } + ] +} \ No newline at end of file diff --git a/DAY-6_SUMMER_TRAINING_AIML/Fish.csv b/DAY-6_SUMMER_TRAINING_AIML/Fish.csv new file mode 100644 index 0000000..a9a328b --- /dev/null +++ b/DAY-6_SUMMER_TRAINING_AIML/Fish.csv @@ -0,0 +1,160 @@ +Species,Weight,Length1,Length2,Length3,Height,Width +Bream,242,23.2,25.4,30,11.52,4.02 +Bream,290,24,26.3,31.2,12.48,4.3056 +Bream,340,23.9,26.5,31.1,12.3778,4.6961 +Bream,363,26.3,29,33.5,12.73,4.4555 +Bream,430,26.5,29,34,12.444,5.134 +Bream,450,26.8,29.7,34.7,13.6024,4.9274 +Bream,500,26.8,29.7,34.5,14.1795,5.2785 +Bream,390,27.6,30,35,12.67,4.69 +Bream,450,27.6,30,35.1,14.0049,4.8438 +Bream,500,28.5,30.7,36.2,14.2266,4.9594 +Bream,475,28.4,31,36.2,14.2628,5.1042 +Bream,500,28.7,31,36.2,14.3714,4.8146 +Bream,500,29.1,31.5,36.4,13.7592,4.368 +Bream,340,29.5,32,37.3,13.9129,5.0728 +Bream,600,29.4,32,37.2,14.9544,5.1708 +Bream,600,29.4,32,37.2,15.438,5.58 +Bream,700,30.4,33,38.3,14.8604,5.2854 +Bream,700,30.4,33,38.5,14.938,5.1975 +Bream,610,30.9,33.5,38.6,15.633,5.1338 +Bream,650,31,33.5,38.7,14.4738,5.7276 +Bream,575,31.3,34,39.5,15.1285,5.5695 +Bream,685,31.4,34,39.2,15.9936,5.3704 +Bream,620,31.5,34.5,39.7,15.5227,5.2801 +Bream,680,31.8,35,40.6,15.4686,6.1306 +Bream,700,31.9,35,40.5,16.2405,5.589 +Bream,725,31.8,35,40.9,16.36,6.0532 +Bream,720,32,35,40.6,16.3618,6.09 +Bream,714,32.7,36,41.5,16.517,5.8515 +Bream,850,32.8,36,41.6,16.8896,6.1984 +Bream,1000,33.5,37,42.6,18.957,6.603 +Bream,920,35,38.5,44.1,18.0369,6.3063 +Bream,955,35,38.5,44,18.084,6.292 +Bream,925,36.2,39.5,45.3,18.7542,6.7497 +Bream,975,37.4,41,45.9,18.6354,6.7473 +Bream,950,38,41,46.5,17.6235,6.3705 +Roach,40,12.9,14.1,16.2,4.1472,2.268 +Roach,69,16.5,18.2,20.3,5.2983,2.8217 +Roach,78,17.5,18.8,21.2,5.5756,2.9044 +Roach,87,18.2,19.8,22.2,5.6166,3.1746 +Roach,120,18.6,20,22.2,6.216,3.5742 +Roach,0,19,20.5,22.8,6.4752,3.3516 +Roach,110,19.1,20.8,23.1,6.1677,3.3957 +Roach,120,19.4,21,23.7,6.1146,3.2943 +Roach,150,20.4,22,24.7,5.8045,3.7544 +Roach,145,20.5,22,24.3,6.6339,3.5478 +Roach,160,20.5,22.5,25.3,7.0334,3.8203 +Roach,140,21,22.5,25,6.55,3.325 +Roach,160,21.1,22.5,25,6.4,3.8 +Roach,169,22,24,27.2,7.5344,3.8352 +Roach,161,22,23.4,26.7,6.9153,3.6312 +Roach,200,22.1,23.5,26.8,7.3968,4.1272 +Roach,180,23.6,25.2,27.9,7.0866,3.906 +Roach,290,24,26,29.2,8.8768,4.4968 +Roach,272,25,27,30.6,8.568,4.7736 +Roach,390,29.5,31.7,35,9.485,5.355 +Whitefish,270,23.6,26,28.7,8.3804,4.2476 +Whitefish,270,24.1,26.5,29.3,8.1454,4.2485 +Whitefish,306,25.6,28,30.8,8.778,4.6816 +Whitefish,540,28.5,31,34,10.744,6.562 +Whitefish,800,33.7,36.4,39.6,11.7612,6.5736 +Whitefish,1000,37.3,40,43.5,12.354,6.525 +Parkki,55,13.5,14.7,16.5,6.8475,2.3265 +Parkki,60,14.3,15.5,17.4,6.5772,2.3142 +Parkki,90,16.3,17.7,19.8,7.4052,2.673 +Parkki,120,17.5,19,21.3,8.3922,2.9181 +Parkki,150,18.4,20,22.4,8.8928,3.2928 +Parkki,140,19,20.7,23.2,8.5376,3.2944 +Parkki,170,19,20.7,23.2,9.396,3.4104 +Parkki,145,19.8,21.5,24.1,9.7364,3.1571 +Parkki,200,21.2,23,25.8,10.3458,3.6636 +Parkki,273,23,25,28,11.088,4.144 +Parkki,300,24,26,29,11.368,4.234 +Perch,5.9,7.5,8.4,8.8,2.112,1.408 +Perch,32,12.5,13.7,14.7,3.528,1.9992 +Perch,40,13.8,15,16,3.824,2.432 +Perch,51.5,15,16.2,17.2,4.5924,2.6316 +Perch,70,15.7,17.4,18.5,4.588,2.9415 +Perch,100,16.2,18,19.2,5.2224,3.3216 +Perch,78,16.8,18.7,19.4,5.1992,3.1234 +Perch,80,17.2,19,20.2,5.6358,3.0502 +Perch,85,17.8,19.6,20.8,5.1376,3.0368 +Perch,85,18.2,20,21,5.082,2.772 +Perch,110,19,21,22.5,5.6925,3.555 +Perch,115,19,21,22.5,5.9175,3.3075 +Perch,125,19,21,22.5,5.6925,3.6675 +Perch,130,19.3,21.3,22.8,6.384,3.534 +Perch,120,20,22,23.5,6.11,3.4075 +Perch,120,20,22,23.5,5.64,3.525 +Perch,130,20,22,23.5,6.11,3.525 +Perch,135,20,22,23.5,5.875,3.525 +Perch,110,20,22,23.5,5.5225,3.995 +Perch,130,20.5,22.5,24,5.856,3.624 +Perch,150,20.5,22.5,24,6.792,3.624 +Perch,145,20.7,22.7,24.2,5.9532,3.63 +Perch,150,21,23,24.5,5.2185,3.626 +Perch,170,21.5,23.5,25,6.275,3.725 +Perch,225,22,24,25.5,7.293,3.723 +Perch,145,22,24,25.5,6.375,3.825 +Perch,188,22.6,24.6,26.2,6.7334,4.1658 +Perch,180,23,25,26.5,6.4395,3.6835 +Perch,197,23.5,25.6,27,6.561,4.239 +Perch,218,25,26.5,28,7.168,4.144 +Perch,300,25.2,27.3,28.7,8.323,5.1373 +Perch,260,25.4,27.5,28.9,7.1672,4.335 +Perch,265,25.4,27.5,28.9,7.0516,4.335 +Perch,250,25.4,27.5,28.9,7.2828,4.5662 +Perch,250,25.9,28,29.4,7.8204,4.2042 +Perch,300,26.9,28.7,30.1,7.5852,4.6354 +Perch,320,27.8,30,31.6,7.6156,4.7716 +Perch,514,30.5,32.8,34,10.03,6.018 +Perch,556,32,34.5,36.5,10.2565,6.3875 +Perch,840,32.5,35,37.3,11.4884,7.7957 +Perch,685,34,36.5,39,10.881,6.864 +Perch,700,34,36,38.3,10.6091,6.7408 +Perch,700,34.5,37,39.4,10.835,6.2646 +Perch,690,34.6,37,39.3,10.5717,6.3666 +Perch,900,36.5,39,41.4,11.1366,7.4934 +Perch,650,36.5,39,41.4,11.1366,6.003 +Perch,820,36.6,39,41.3,12.4313,7.3514 +Perch,850,36.9,40,42.3,11.9286,7.1064 +Perch,900,37,40,42.5,11.73,7.225 +Perch,1015,37,40,42.4,12.3808,7.4624 +Perch,820,37.1,40,42.5,11.135,6.63 +Perch,1100,39,42,44.6,12.8002,6.8684 +Perch,1000,39.8,43,45.2,11.9328,7.2772 +Perch,1100,40.1,43,45.5,12.5125,7.4165 +Perch,1000,40.2,43.5,46,12.604,8.142 +Perch,1000,41.1,44,46.6,12.4888,7.5958 +Pike,200,30,32.3,34.8,5.568,3.3756 +Pike,300,31.7,34,37.8,5.7078,4.158 +Pike,300,32.7,35,38.8,5.9364,4.3844 +Pike,300,34.8,37.3,39.8,6.2884,4.0198 +Pike,430,35.5,38,40.5,7.29,4.5765 +Pike,345,36,38.5,41,6.396,3.977 +Pike,456,40,42.5,45.5,7.28,4.3225 +Pike,510,40,42.5,45.5,6.825,4.459 +Pike,540,40.1,43,45.8,7.786,5.1296 +Pike,500,42,45,48,6.96,4.896 +Pike,567,43.2,46,48.7,7.792,4.87 +Pike,770,44.8,48,51.2,7.68,5.376 +Pike,950,48.3,51.7,55.1,8.9262,6.1712 +Pike,1250,52,56,59.7,10.6863,6.9849 +Pike,1600,56,60,64,9.6,6.144 +Pike,1550,56,60,64,9.6,6.144 +Pike,1650,59,63.4,68,10.812,7.48 +Smelt,6.7,9.3,9.8,10.8,1.7388,1.0476 +Smelt,7.5,10,10.5,11.6,1.972,1.16 +Smelt,7,10.1,10.6,11.6,1.7284,1.1484 +Smelt,9.7,10.4,11,12,2.196,1.38 +Smelt,9.8,10.7,11.2,12.4,2.0832,1.2772 +Smelt,8.7,10.8,11.3,12.6,1.9782,1.2852 +Smelt,10,11.3,11.8,13.1,2.2139,1.2838 +Smelt,9.9,11.3,11.8,13.1,2.2139,1.1659 +Smelt,9.8,11.4,12,13.2,2.2044,1.1484 +Smelt,12.2,11.5,12.2,13.4,2.0904,1.3936 +Smelt,13.4,11.7,12.4,13.5,2.43,1.269 +Smelt,12.2,12.1,13,13.8,2.277,1.2558 +Smelt,19.7,13.2,14.3,15.2,2.8728,2.0672 +Smelt,19.9,13.8,15,16.2,2.9322,1.8792 diff --git a/DAY-6_SUMMER_TRAINING_AIML/day_6_summer_training_ai_ml.py b/DAY-6_SUMMER_TRAINING_AIML/day_6_summer_training_ai_ml.py new file mode 100644 index 0000000..b6662d5 --- /dev/null +++ b/DAY-6_SUMMER_TRAINING_AIML/day_6_summer_training_ai_ml.py @@ -0,0 +1,802 @@ +# -*- coding: utf-8 -*- +"""Day-6_SUMMER_TRAINING_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/16h9sgNkmqunMDhn4gUaxp9AqTYpekUgL + +#Now, we are using the Day-5 Practice on Summer_Training_(AI/ML). +""" + +#Now, we importing the values of the Libraries. +from sklearn import datasets; #Importing the datasets collection of data & Informations. +from sklearn import svm; #Used for the classifications. +from sklearn import metrics; #Used for the Measurment overall accuracy & Performance. +from sklearn import model_selection; #Used for splitting the data. + +#Now, we simply have to load the values of the datasets. +data=datasets.load_digits(); +print("\n 1. Type of the Data in datasets are given : ",type(data)); + +#Now, we need to describe the data loaded from datasets. +print(data.DESCR); + +#Now, we need to set the values of the data & labels. + +#X-values represents the values of the data in a datasets. +X=data.data; +print(X.shape); +print(type(X)); + +#Y-values represents the labels of the data in a datasets. +Y=data.target; +print(Y.shape); +print(type(Y)); + +#Now, we need to show the valued graph. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import numpy as np; + +#Loading the values of the Images. +image=data.images; +y=data.target; +print("\n 1. Type of the Image form of the Representations: ",type(image)); +print("\n 2, Total Collection of the Data has been given: ",image.data); +print("\n---------------------------------------------------------\n"); +num=1270; +samples_im=image[num, :, :]; +label=y[num]; +plt.figure(1,figsize=(5,5)); +plt.imshow(samples_im,cmap="gray"); +plt.title("Label is : "+str(label)); +plt.axis("off"); +plt.show(); + +#Show the Values of the Graph form of Representations. +import matplotlib.pyplot as plt; +import matplotlib.image as impag; +import numpy as np; + +#Show the Values of the Images by the Valued data. +image=data.images; +y=data.target; +print("\n 1. Type of the Data has been used to represent are: ",type(image)); +print("\n 2. Total Collection of the Data has been given: ",image.data); +print("\n---------------------------------------------------------\n"); +num=1270; +samples_im=image[num, :, :]; +label=y[num]; +plt.figure(1,figsize=(5,5)); +plt.imshow(samples_im,cmap="gray"); +plt.title(" Actual Target is: "+str(label)); +plt.axis("off"); +plt.show(); + +"""#Task-1: To represent the images in (7*7) Matrix from by random number.""" + +#Performing the values of the Task-1. +import matplotlib.pyplot as plt; +import matplotlib.image as impag; +import numpy as np; + +#Now, we need to load the collection of data and informations. +image=data.images; +y=data.target; +print("\n 1. Type of the Data Represented in the form of the Image: ",type(image)); +print("\n 2. Collection of the Data in the Image Availables are: ",image.data); +for i in range(49): + num=np.random.randint(0,1270); + samples_im=image[num,:,:]; + label=y[num]; + plt.figure(1,(8,6)); + plt.subplot(7,7,i+1); + plt.imshow(samples_im,cmap="gray"); + #plt.title(" Actual Target is: "+str(label)); + plt.axis("off"); + +#Show the graph final plotting. +plt.title(" TASK-1 "); +plt.show(); + +"""#Task-2: Now, generate the no's in the image Representation in the Ascending Order.""" + +#Performing the Values of the Task-2. +import matplotlib.pyplot as plt +import matplotlib.image as impag +import numpy as np + +#Showing the valued of the images. +image = data.images +y = data.target +print("\n 1. Type of the Data in graph Representations: ",type(image)) +print("\n 2. Total Collection of the Data has been given: ",image.data) + +#For generating the values of ascending order. +for i in range(10): + # Find indices of images with label 'i' + indices = np.where(y == i)[0] + for j, idx in enumerate(indices[:10]): # Plot up to 10 images for each label + samples_im = image[idx,:,:] + label = y[idx] + plt.figure(1,(8,8)) + plt.subplot(10,10,i*10 + j + 1) # Calculate subplot index correctly + plt.imshow(samples_im,cmap="gray") + #plt.title(" Actual Target is: "+str(label)) + plt.axis("off") + +#Showing the valued graph form are given below! +plt.show() + +#Now, we load the datasets. +#We, also describe the datasets. +#We, also perform the task to represent the data of datasets in image forms. +#Now, we need to split the data in training and testing. +#Examples 70:30 '70->Training and 30->Testing used to split the values of the data in two forms training and testing. + +ratio=0.3; +Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=7); +print("\n 1. Testing Data are: ",Xtest.shape,ytest.shape); +print("\n 2. Training Data are: ",Xtrain.shape,ytrain.shape); + +#Now, we need to train the values of the Model. +clff_model=svm.SVC(); + +#Classification of the Model in training and testing Phases. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Now, mention the label in the testing phase and then, classify the values model. +ypred=clff_model.predict(Xtest); + +print("\n 1. Prediction Values: ",ypred); +print("\n 2. Actual Values: ",ytrain); +print("\n---------------------------------------------------------\n"); +print("\n 3. Predicted Values: ",ypred.shape); +print("\n 4. Actual Values: ",ytrain.shape); + +#Now, model is trained and test succesfully. +#Now, we need to calculate the overall performance. + +accu=metrics.accuracy_score(ypred,ytest); +confu_matrix=metrics.confusion_matrix(ypred,ytest); +report=metrics.classification_report(ypred,ytest); + +print("\n 1. Accuracy of the Model Digit Datasets are: ",accu); +print("\n---------------------------------------------------------\n"); + +print("\n 2. Confusion Matrix of the Model Digit Datasets are: \n\n",confu_matrix); +print("\n---------------------------------------------------------\n"); + +print("\n 3. Classification Report of the Model Digit Datasets are: \n\n",report); +print("\n---------------------------------------------------------\n"); + +"""#Showing the Values of the Confusion Matrix.""" + +import seaborn as sns; +sns.heatmap(confu_matrix,annot=True,cmap="jet"); +plt.title("Confusion Matrix on Digits Datasets!"); + +#Showing the graph images by proper plotting. +plt.axis("on"); +plt.show(); + +"""#Task-3: Perform the Following task based on the given Guidlines. + +--> Load, the Iris DataSets. + +--> Understand the Data from it's DESCR. + +--> Split the data in the Ratio of 60:40 and 70:30 Ratio. + +--> Now, classify the Data. + +--> Measure the Accuracy, Precision, Recall and F1-Score. + +--> Show the Data values for each split. + +@NOTE: F1-score is the "HARMONI - MEAN" which is compined value of "Precision" & "Recall" to reduce complexity and helps to compare training and testing of the data during under the processing. +""" + +# 1. Loading the Iris Datasets. +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; + +#Loading the Valuable Datasets. +data=datasets.load_iris(); +print("\n 1. Type of the Data in datasets are given : ",type(data)); + +# 2. Understanding the Data from it's DESCR. by giving the proper Descriptions. +print(data.DESCR); + +# 3. #Now, we splitting the data of 60:40 and 70:30 ratio's, in Training and Testing Phases. + +ratio=0.3; +Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=7); +print("\n 1. Testing Data are: ",Xtest.shape,ytest.shape); +print("\n 2. Training Data are: ",Xtrain.shape,ytrain.shape); + +# 4. Classification of the Model means Training and Testing properly. + +clff_model=svm.SVC(); + +#Now, we need to train the model are given below! +clff_model=clff_model.fit(Xtrain,ytrain); + +#Now, specifying the Labels in the Testing phase. +ypred=clff_model.predict(Xtest); + +#Printing all the values actual label and predicted label classification comparisons. +print("\n 1. Predicted Values: ",ypred.shape); +print("\n 2. Actual Label: ",ytrain.shape); +print("\n---------------------------------------------------------\n"); + +#Now, we need to calculate the values of accuracy, performance, precision , recall, and f1-score. + +acc=metrics.accuracy_score(ypred,ytest); + +confu_matrix=metrics.confusion_matrix(ypred,ytest); + +report=metrics.classification_report(ypred,ytest); + +preci=metrics.precision_score(ypred,ytest,average="macro"); + +reca=metrics.recall_score(ypred,ytest,average="macro"); + +f1=metrics.f1_score(ypred,ytest,average="macro"); + +print("\n---------------------------------------------------------\n"); + +print("\n 1. Accuracy of the Iris datasets: ",acc); +print("\n----------------------------------------------------------\n"); + +print("\n 2. Confusion Matric Matrix of Iris: \n\n",confu_matrix); +print("\n----------------------------------------------------------\n"); + +print("\n 3. Classification Report of Iris: \n\n",report); +print("\n----------------------------------------------------------\n"); + +print("\n 4. Precision Values: ",preci); +print("\n----------------------------------------------------------\n"); + +print("\n 5. Recall Values: ",reca); +print("\n----------------------------------------------------------\n"); + +print("\n 6. F1-Score Values: ",f1); +print("\n----------------------------------------------------------\n"); + +# load the iris dataset +# understand the datset from its DESCR +# and implement the 60:40 and 70:30 ratio train test split +# and compare its acc, precision, recall and f1_score +# for each split + +from sklearn import metrics,datasets,model_selection,svm +data = datasets.load_iris() + +X = data.data +y = data.target +Result = np.zeros((2,4)) +ratio= [0.4,0.3] +for i in range(len(ratio)): + Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=ratio[i],random_state=5) + # create the model + clf_model = svm.SVC() + # train the model + clf_model = clf_model.fit(Xtrain,ytrain) + # test the model + ypred = clf_model.predict(Xtest) + + # accuracy + temp_acc = metrics.accuracy_score(ypred,ytest) + # precision + temp_pre = metrics.precision_score(ypred,ytest,average='macro') + # recall + temp_rec = metrics.recall_score(ypred,ytest,average='macro') + # f1 score + temp_f1 = metrics.f1_score(ypred,ytest,average='macro') + + list_result = [temp_acc,temp_pre,temp_rec,temp_f1] + Result[i,:]=list_result + +print(Result) +res = ['Accuracy','Precision','Recall','F1_score'] + +import pandas as pd +res_df = pd.DataFrame(Result,columns=res,index=['60:40','70:30']) +print(res_df) + +res_df.T.plot(kind = 'bar') + +"""#(SVM)-"SUPPORT VECTOR MACHINES." +""" + +#Using different kernal functionalities based on it1 +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; + +#Loading the Values of the DataSets. +data=datasets.load_iris(); +print("\n 1. Type of the Data in datasets are given : ",type(data)); + +#Now, we need to describe the values of the Data. +print(data.DESCR); + +#Now, we need to split the values of the data like: 70:30 and 60:40. +#Now, we need split datasets in Training and Testing Phases. + +ratio=0.3; +Xtest,Xtrain,ytest,ytrain=model_selection.train_test_split(X,y,test_size=ratio,random_state=7); +print("\n 1. Testing Data are: ",Xtest.shape,ytest.shape); +print("\n 2. Training Data are: ",Xtrain.shape,ytrain.shape); + +#Now, we need to classify the given models. +#Classification of the model in order to train them. + +clff_model=svm.SVC(kernel="linear", gamma="auto",C=2); + +#Now, we have to train the model in classifying Manner. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Predicting the predicted label from actual label in testin phase. +ypred=clff_model.predict(Xtest); + +#Printing the actual label and predicted label. +print("\n 1. Predicted Values: ",ypred.shape); +print("\n 2. Actual Label: ",ytrain.shape); +print("\n---------------------------------------------------------\n"); + +#Measuring the values by showing it's performance. + +acc=metrics.accuracy_score(ypred,ytest); + +confu_matrix=metrics.confusion_matrix(ypred,ytest); + +report=metrics.classification_report(ypred,ytest); + +print("\n 1. Accuracy: ",acc); +print("\n---------------------------------------------------------\n"); + +print("\n 2. Confusion Matrix: \n\n",confu_matrix); +print("\n----------------------------------------------------------\n"); + +print("\n 3. Classification Report: \n\n",report); +print("\n----------------------------------------------------------\n"); + +"""#Task-1: Train the Model in Testing and Training , predict classify them and then analyse the data in a proper manner. +--> NOTE: Use, the "DIABETES" DataSets. +""" + +import numpy as np; +import seaborn as sns; +import matplotlib.pyplot as plt; +import matplotlib.image as impag; + +path='/content/diabetes.csv'; +data=pd.read_csv(path); + +print("\n --> Total Sixe of the Given Data are: ",data.shape); +print("\n---------------------------------------------------------\n"); + +print("\n ---------------> Given Values of the Data given from files: \n\n",data); +print("\n---------------------------------------------------------\n"); + +#Now, we need to define the values. +x=data.drop('Outcome',axis=1,inplace=False); +y=data['Outcome']; + +#Now, we need to split the data in training and testing phase. +ratio=0.3; +Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=7); +print("\n 1. Testing Data: ",Xtrain.shape," ",ytrain.shape); +print("\n 2. Training Data: ",Xtest.shape," ",ytest.shape); + +#Now, classifying the Valued Model. +#Classification based on trained them. + +clff_model=svm.SVC(kernel='poly',gamma='scale',C=1); + +#Trainee the Model. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Predict the Model by indicating their Labels. +ypred=clff_model.predict(Xtest); + +#Printing the actual label and predicted label. +print("\n 1. Predicted Values: ",ypred.shape); +print("\n 2. Actual Label: ",ytrain.shape); +print("\n---------------------------------------------------------\n"); + +#Now, finding the values based on it's Performance. + +acc=metrics.accuracy_score(ypred,ytest); + +confu_matrix=metrics.confusion_matrix(ypred,ytest); + +report=metrics.classification_report(ypred,ytest); + +#Printing the Main Values. +print("\n 1. Total Accuracy: ",acc); +print("\n---------------------------------------------------------\n"); + +print("\n 2. Confusion Matrix: \n\n",confu_matrix); +print("\n---------------------------------------------------------\n"); + +print("\n 3. Classification Report: \n\n",report); +print("\n---------------------------------------------------------\n"); + +"""#Analuse the Data Given Below!""" + +#Perform the 'EDA' on the Diabetes Datasets. +#Exploratory the Data Analysis. + +import matplotlib.pyplot as plt; +import matplotlib.image as impag; +import numpy as np; +import pandas as pd; +import seaborn as sns; + +#Now, we are plotting the graph for the classifications. +plt.figure(figsize=(15, 10)) +for i, col in enumerate(data.columns): + plt.subplot(3, 3, i + 1) + sns.histplot(data[col]) + plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed + plt.title(f"Distribution of {col}") +plt.tight_layout() +plt.show() +print("\n") + +# Correlation matrix +corr_matrix = data.corr() +plt.figure(figsize=(8, 5)) +sns.heatmap(corr_matrix, annot=True, cmap='coolwarm') +plt.title("Correlation Matrix") +plt.show() + +# Pairplot +sns.pairplot(data, hue='Outcome') +plt.show() + +#To, show how many of them have the deficiency of Insulin who have injected with Glucose. +sns.scatterplot(data=data,x='Glucose',y='Insulin',hue='Outcome'); +plt.show(); + +#Comparison Between the Diabetes and Non-Diabetes Patients. +sns.countplot(data=data,x='Outcome'); +plt.show(); + +#Now, we need to show and analyze the data by using the box-plot. +plt.figure(1,figsize=(15,6)); +plt.title("Box-Plot Representation of Patients Reports"); +sns.boxplot(data=data,width=0.5,fliersize=5); +plt.tight_layout(); +plt.show(); + +"""#Now, we need to show the age-wise Diabetes.""" + +#To, showing the Age-wise Diabets. +plt.figure(1,figsize=(15,6)); +plt.title("Age Variation In Diabetic Patients") +sns.scatterplot(data=data,x='Age',y='BloodPressure'); +#plt.tight_plot(); +plt.show(); + +#counting the Maximum and Minimum Ages. +plt.figure(1,figsize=(15,6)); +sns.countplot(data=data,x='Age'); +plt.title("Counting of Ages in File CSV1"); +#plt.tight_layout(); +plt.show(); + +#Calculating the Maximum and Minimum Ages Group having the Diabetes. +print("\n 1. Maximum Ages in the Group: ",max(data['Age'])); +print("\n 2. Minimum Ages in the Group: ",min(data['Age'])); + +#Showing the Scatterplot age of person who have diabetes or not based comparison on 'Outcome'. +plt.figure(1,figsize=(15,6)); +sns.scatterplot(data=data,x='Age',y='BloodPressure',hue='Outcome'); +plt.title("Age-wise Diabetes"); +#plt.tight_layout(); can be used , refrence given only for the 'OPTIONAL' Based! +plt.show(); + +#Showing the Scatterplot age of person who have diabetes or not based comparison on 'Outcome'. +plt.figure(1,figsize=(15,6)); +sns.violinplot(data=data,x='Age',y='BloodPressure',hue='Outcome'); +plt.title("Age-wise Diabetes"); +plt.tight_layout(); #Can be used , refrence given only for the 'OPTIONAL' Based! +plt.show(); + +#Showing the Scatterplot age of person who have diabetes or not based comparison on 'Outcome'. +plt.figure(1,figsize=(15,6)); +sns.barplot(data=data,x='Age',y='BloodPressure',hue='Outcome',errorbar=None); +plt.title("Age-wise Diabetes"); +#plt.tight_layout(); can be used , refrence given only for the 'OPTIONAL' Based! +plt.show(); + +"""#Task-4: We, need to add the Column called as 'Age_Category'! +--> If, Age<=30 shows 'Young'. + +--> If, Age>=31 and Age<=45 shows 'Middle_Age'. + +--> If, Age>=46 and Age<=65 shows 'Mature_Age'. + +--> If, Age>=65 shows 'Old_Age'. +""" + +#Now, we are performing the task in this prompts. +#Using the values of the Functions. + +def age_category(age): + if(age<=30): + return("Young"); + elif(age>=31 and age<=45): + return("Middle_Age"); + elif(age>=46 and age<=65): + return("Mature_Age"); + else: + return("Old_Age"); + +#Passing the Values in the Enumerate values Functions. +data['Age_Category']=data['Age'].apply(age_category); +print(data.head); + +#Now, we also plotting the Values of the Graph. +plt.figure(1,figsize=(15,6)); +sns.countplot(data=data,x='Age_Category',hue='Outcome'); +plt.show(); + +"""#Task-5: Perform and train the Model by using the SVM. +#(SVM)-"SUPPORT VECTOR MACHINES." +""" + +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; + +#Importing the Inbuilt Libraries. +import numpy as np; +import pandas as pd; +import seaborn as sns; +import matplotlib.pyplot as plt; +import matplotlib.image as impag; + +#Loading the main Datasets. +path='/content/diabetes.csv'; +data=pd.read_csv(path); + +print("\n 1. Total Length of the Data in a Particular files: ",data.shape); +print("\n-----------------------------------------------------------------\n"); + +print("\n 2. Complete Data values exist in a Datasets files: ",data); +print("\n-----------------------------------------------------------------\n"); + +#Now, indicating the values in order to been read. +x=data.drop('Outcome',axis=1,inplace=False); +y=data['Outcome']; + +#Now, we need to split the data in the training and testing phases. + +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,ytest.shape); + +#Now, classifying the Model based on it! +clff_model=svm.SVC(kernel='linear',gamma='scale',C=2); # Changed 'Linear' to 'linear' + +#Training the Model to properly Trained Based. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Predicting the model and locate the labels in the Testing Phases. +ypred=clff_model.predict(Xtest); + +#Printing all the Values of Comparison. with predicted with actual labels. +print("\n 1. Predicted Values: ",ypred.shape); +print("\n 2. Actual Label: ",ytrain.shape); +print("\n-----------------------------------------------------------------\n"); + +#Now, we need to find the values of the Performance. + +acc=metrics.accuracy_score(ypred,ytest); + +confu_matrix=metrics.confusion_matrix(ypred,ytest); + +report=metrics.classification_report(ypred,ytest); + +#Printing the Values. +print("\n 1. Accuracy of the Diabetes Datasets: ",acc); +print("\n-----------------------------------------------------------------\n"); + +print("\n 2. Confusion Matrix of Diabetes: \n\n",confu_matrix); +print("\n-----------------------------------------------------------------\n"); + +print("\n 3. Classification Report of Diabetes: \n\n",report); +print("\n-----------------------------------------------------------------\n"); + +"""#Task-6: We, need to show all the values of RBF, Linear, and Polynomial on different Penalty Parameter like: [ C1 , C2 , C3 ].""" + +import pandas as pd; +import numpy as np; +import seaborn as sns; +import matplotlib.pyplot as plt; +import matplotlib.image as impag; + +#Loading the data from the datasets. +path='/content/diabetes.csv'; +data=pd.read_csv(path); + +#Showing the Total Length of the Data. +print("\n 1. Length of the Data: ",data.shape); +print("\n-----------------------------------------------------------------\n"); + +print("\n 2. Showing the Values of Complete Information available in the CSV files: ",data); +print("\n-----------------------------------------------------------------\n"); + +#We, have to describe the values of the data. +print(data.describe()) +# Use the describe method to get a summary of your DataFrame + +#Now, we need import the data from the main 'Diabetes' CSV . File. +x=data.drop('Outcome',axis=1,inplace=False); +y=data['Outcome']; + +#Now, we Split the data in the Training and Testing Phases. + +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,ytest.shape); + +#Now, we need to classify the model based on it! +#Proper Classifications of this Models are Given Below! + +kernel=['rbf','linear','poly']; # Changed to lowercase +c_value=[1,2,3]; + +#Pre-Reallocation of the Result Variables. +result=np.zeros((len(kernel),len(c_value))); +for i in range(len(kernel)): + for j in range(len(c_value)): + clff_model=svm.SVC(kernel=kernel[i],gamma='scale',C=c_value[j]); + clff_model=clff_model.fit(Xtrain,ytrain); + ypred=clff_model.predict(Xtest); + #Calculating the Values of the Accuracy. + acc=metrics.accuracy_score(ypred,ytest); + result[i,j]=acc; +print(result); +ResultDF = pd.DataFrame(result,index=kernel,columns=["C=1","C=2","C=3"]) # Use kernel here, not ker + +ResultDF = pd.DataFrame(result,index=kernel,columns=["C=1","C=2","C=3"]) +ResultDF = ResultDF.T +print(ResultDF) +ResultDF.plot(kind='bar',figsize=(4,4)) + +"""#Now, we are Importing another file and perform similar task for analysis and practice to complete SVM. +#--> Last Part of 'SVM'-"SUPPORT VECTOR MACHINE". +""" + +#Importing all the Inbuilt Libraries. +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; + +#Importing pre-defined libraries. +import numpy as np; +import pandas as pd; +import seaborn as sns; +import matplotlib.pyplot as plt; +import matplotlib.image as impag; + +#Loading the data from the fish CSV.Files. +path='/content/Fish.csv'; +data=pd.read_csv(path); + +#Show the Data inside the main CSV.Files. +print("\n 1. Total Length of the Data: ",data.shape); +print("\n-----------------------------------------------------------------\n"); + +print("\n 2. Complete Data values exist in a Datasets files: \n\n",data); +print("\n-----------------------------------------------------------------\n"); + +#We, need to describe the data in the fish.csv files. +print(data.describe()); + +#Now, we need to import the valued Data from the main files. +X=data.drop('Species',axis=1,inplace=False); +Y=data['Species']; + +#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); +print("\n 1. Training Data: ",Xtrain.shape,ytrain.shape); +print("\n 2. Testing Data: ",Xtest.shape,ytest.shape); + +#Now, we need to classigy the model by a proper classifications + +kernel=['rbf','linear','poly']; # Changed 'RBF' to 'rbf', 'Linear' to 'linear', 'Poly' to 'poly' +c1_value=[1,2,3]; +result=np.zeros((len(kernel),len(c1_value))); +for i in range(len(kernel)): + for j in range(len(c1_value)): + clff_model=svm.SVC(kernel=kernel[i],gamma='scale',C=c1_value[j]); + clff_model=clff_model.fit(Xtrain,ytrain,); + ypred=clff_model.predict(Xtest); + #Calculating the Values of the Accuracy. + acc=metrics.accuracy_score(ypred,ytest); + result[i,j]=acc; +print(result); +print("\n"); +ResultDF = pd.DataFrame(result,index=kernel,columns=["C=1","C=2","C=3"]) +ResultDF = ResultDF.T; +print(ResultDF); +ResultDF.plot(kind='bar',figsize=(4,4)); + +"""#Now, we need to classify the values of the Fishes - Data.""" + +# Distribution of each feature in a subplot +plt.figure(figsize=(15, 10)) +for i, col in enumerate(data.columns): + plt.subplot(3, 3, i + 1) + sns.histplot(data[col]) + plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed + plt.title(f"Distribution of {col}") +plt.tight_layout() +plt.show() +print("\n") + +#Showing all the species it in the scatterplot. +# Distribution of each feature in a subplot +plt.figure(figsize=(15, 10)) +for i, col in enumerate(data.columns): + plt.subplot(3, 3, i + 1) + sns.scatterplot(data[col]) + plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed + plt.title(f"Distribution of {col}") +plt.tight_layout() +plt.show() +print("\n") + +# Distribution of each feature in a subplot +plt.figure(figsize=(15, 10)) +for i, col in enumerate(data.columns): + plt.subplot(3, 3, i + 1) + sns.histplot(data[col]) + plt.subplots_adjust(wspace=0.5, hspace=0.5) # Adjust values as needed + plt.title(f"Distribution of {col}") +plt.tight_layout() +plt.show() +print("\n") + +ResultDF = pd.DataFrame(result,index=kernel,columns=["C=1","C=2","C=3"]); +#plt.figure(1,figsize=(13,6)); +ResultDF = ResultDF.T +print(ResultDF) +ResultDF.plot(kind='bar',figsize=(8,6)) + +"""#Result: We, Found that best Method is 'Linear' Methods.""" + +# Aggregate data (replace 'category_column' with your actual column) +category_counts = data['Species'].value_counts() + +# Plot pie chart +plt.figure(figsize=(8, 8)) +plt.pie(category_counts, labels=category_counts.index, autopct='%1.1f%%', startangle=90) +plt.title('Distribution of Categories'); +#plt.tight_plot(); +plt.show() + +ResultDF = pd.DataFrame(result,index=kernel,columns=["C=1","C=2","C=3"]); +#plt.figure(1,figsize=(13,6)); +ResultDF = ResultDF.T +print(ResultDF) +ResultDF.plot(kind='bar',figsize=(8,6)) + +"""#Here, is the Complete Practice Set of Both Day-5&6 Mainly Day-6 Completion.""" \ No newline at end of file diff --git a/DAY-6_SUMMER_TRAINING_AIML/decisionTree.pptx.pdf b/DAY-6_SUMMER_TRAINING_AIML/decisionTree.pptx.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b9c3bd32d3d2384c642f6aafd185130654292124 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