From 04072b0ac071def8869dfc24be28aa8eb89ed69c Mon Sep 17 00:00:00 2001 From: "Dhruv Dhayal." <137479629+BlockNotes-4515@users.noreply.github.com> Date: Fri, 2 Aug 2024 11:15:30 +0530 Subject: [PATCH] =?UTF-8?q?Added=20Day-(7,8)=20Successfully!=20?= =?UTF-8?q?=F0=9F=98=8E?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../Day_7_DHRUVDHAYAL_AI_ML (1).ipynb | 1677 + .../Day_7_DHRUVDHAYAL_AI_ML.ipynb | 638 + .../day_7_dhruvdhayal_ai_ml (1).py | 272 + .../day_7_dhruvdhayal_ai_ml.py | 141 + .../haarcascade_frontalface_default (1).xml | 33314 ++++++++++++++++ ...cascade_frontalface_default (Practice).xml | 33314 ++++++++++++++++ .../new_train-20240708T093236Z-001.zip | Bin 0 -> 9382858 bytes DAY-7_SUMMER_TRAINING_AIML/orl_face.zip | Bin 0 -> 2772370 bytes .../Day-8 Face Label Real-Time (H.W).py | 42 + .../Day-8 Face Recognizatins (H.W).py | 42 + .../Day_8_DHRUVDHAYAL_AI_ML (1).ipynb | 1405 + .../Day_8_DHRUVDHAYAL_AI_ML.ipynb | 1776 + 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DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py create mode 100644 DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml create mode 100644 DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (Practice).xml create mode 100644 DAY-7_SUMMER_TRAINING_AIML/new_train-20240708T093236Z-001.zip create mode 100644 DAY-7_SUMMER_TRAINING_AIML/orl_face.zip create mode 100644 DAY-8_SUMMER_TRAINING/Day-8 Face Label Real-Time (H.W).py create mode 100644 DAY-8_SUMMER_TRAINING/Day-8 Face Recognizatins (H.W).py create mode 100644 DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML (1).ipynb create mode 100644 DAY-8_SUMMER_TRAINING/Day_8_DHRUVDHAYAL_AI_ML.ipynb create mode 100644 DAY-8_SUMMER_TRAINING/Flower.jpeg create mode 100644 DAY-8_SUMMER_TRAINING/Mall_Customers.csv create mode 100644 DAY-8_SUMMER_TRAINING/cheerful-teamwork-five-business-people-260nw-69432088.webp create mode 100644 DAY-8_SUMMER_TRAINING/day_8_dhruvdhayal_ai_ml.py create mode 100644 DAY-8_SUMMER_TRAINING/dhruv_face_recogni_dhayal.py create mode 100644 DAY-8_SUMMER_TRAINING/family.webp create mode 100644 DAY-8_SUMMER_TRAINING/haarcascade_frontalface_default (1).xml create mode 100644 DAY-8_SUMMER_TRAINING/haarcascade_frontalface_default (Practice).xml create mode 100644 DAY-8_SUMMER_TRAINING/happy.jpg create mode 100644 DAY-8_SUMMER_TRAINING/office work part-2.webp create mode 100644 DAY-8_SUMMER_TRAINING/office work.jpg create mode 100644 DAY-8_SUMMER_TRAINING/sunflower.jpg diff --git a/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML (1).ipynb b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML (1).ipynb new file mode 100644 index 0000000..d3ed59b --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML (1).ipynb @@ -0,0 +1,1677 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Now, we directly acess the data values from the Drive Directly!" + ], + "metadata": { + "id": "BX_jk215VyTW" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mKtygqgPVxHn", + "outputId": "cae7c38d-c632-4aed-8e9d-4e6e869d2557" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /gdrive\n" + ] + } + ], + "source": [ + "from google.colab import drive;\n", + "drive.mount('/gdrive');" + ] + }, + { + "cell_type": "code", + "source": [ + "!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face.zip' -d '/content/drive/MyDrive/Colab Notebooks/orl_face'" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "upmN_t0KXJa1", + "outputId": "4d9f7546-4613-4f5b-e39c-d81e9b6b6515" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Archive: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face.zip\n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/.DS_Store \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/\n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/._.DS_Store \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/1.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/u1/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/__MACOSX/orl_face/u1/._1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u1/10.png \n", + " inflating: 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Notebooks/orl_face/orl_face/u6/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u6/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u7/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u8/9.png \n", + " creating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/1.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/10.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/2.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/3.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/4.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/5.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/6.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/7.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/8.png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u9/9.png \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, Importing the Images data from the unzip files.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "\n", + "#Now, we need to read the values of the Data from a Drive.\n", + "user_name=24; #Labels.\n", + "samples_no=6; #Define the Variable Sample_Numbers.\n", + "path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,samples_no);\n", + "\n", + "#Now, we need to read the data from images.\n", + "imag=mimg.imread(path);\n", + "print(\"\\n 1. Type of the Image is: \",type(imag));\n", + "print(\"\\n 2. Length of the Image is: \",imag.shape);\n", + "print(\"\\n\");\n", + "\n", + "#Now, we need to plot the Image.\n", + "plt.figure(1,figsize=(5,10));\n", + "plt.imshow(imag,cmap='gray');\n", + "plt.axis(\"off\");\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 618 + }, + "id": "0Am2a31JXi43", + "outputId": "8ad29ace-e825-4379-fa8e-af2a1c72ecf7" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Image is: \n", + "\n", + " 2. Length of the Image is: (112, 92)\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, convert 2-D Images it into 1-D Images by using the Flatten.\n", + "feat=imag.reshape(1,-1);\n", + "print(\"\\n 1. Length of the Images: \",imag.shape);\n", + "print(\"\\n 2. Length of the Features: \",feat.shape);\n", + "print(\"\\n --> Range: \",imag.min(),\" - \",imag.max());" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d6VyHe_TaPZ6", + "outputId": "95d897e6-a96d-4ba2-a805-b001dcc8401e" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Length of the Images: (112, 92)\n", + "\n", + " 2. Length of the Features: (1, 10304)\n", + "\n", + " --> Range: 0.05490196 - 0.89411765\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Logic to acess all the samples of the User.\n", + "#Of the Valued Users.\n", + "total_sample=400;\n", + "user_name=26;\n", + "sample_no=6;\n", + "data=np.zeros((total_sample,imag.shape[0]*imag.shape[1]));\n", + "label=np.zeros((total_sample));\n", + "images=np.zeros((total_sample,imag.shape[0],imag.shape[1]));\n", + "index=-1;\n", + "for i in range(1,41,1):\n", + " for j in range(1,11,1):\n", + " index=index+1;\n", + " #acess any of the single image.\n", + " user_name=i;\n", + " sample_no=j;\n", + " path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no);\n", + " #reading the Image.\n", + " im=mimg.imread(path);\n", + " data[index,:]=feat\n", + " label[index]=i\n", + " images[index,:,:]=im\n", + " print(\"user num \",i,'samp no',j,'processed...');" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CgOEI_fnagKH", + "outputId": "40cb0b56-0a8a-4dd4-c007-c91f0d0235fd" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "user num 1 samp no 1 processed...\n", + "user num 1 samp no 2 processed...\n", + "user num 1 samp no 3 processed...\n", + "user num 1 samp no 4 processed...\n", + "user num 1 samp no 5 processed...\n", + "user num 1 samp no 6 processed...\n", + "user num 1 samp no 7 processed...\n", + "user num 1 samp no 8 processed...\n", + "user num 1 samp no 9 processed...\n", + "user num 1 samp no 10 processed...\n", + "user num 2 samp no 1 processed...\n", + "user num 2 samp no 2 processed...\n", + "user num 2 samp no 3 processed...\n", + "user num 2 samp no 4 processed...\n", + "user num 2 samp no 5 processed...\n", + "user num 2 samp no 6 processed...\n", + "user num 2 samp no 7 processed...\n", + "user num 2 samp no 8 processed...\n", + "user num 2 samp no 9 processed...\n", + "user num 2 samp no 10 processed...\n", + "user num 3 samp no 1 processed...\n", + "user num 3 samp no 2 processed...\n", + "user num 3 samp no 3 processed...\n", + "user num 3 samp no 4 processed...\n", + "user num 3 samp no 5 processed...\n", + "user num 3 samp no 6 processed...\n", + "user num 3 samp no 7 processed...\n", + "user num 3 samp no 8 processed...\n", + "user num 3 samp no 9 processed...\n", + "user num 3 samp no 10 processed...\n", + "user num 4 samp no 1 processed...\n", + "user num 4 samp no 2 processed...\n", + "user num 4 samp no 3 processed...\n", + "user num 4 samp no 4 processed...\n", + "user num 4 samp no 5 processed...\n", + "user num 4 samp no 6 processed...\n", + "user num 4 samp no 7 processed...\n", + "user num 4 samp no 8 processed...\n", + "user num 4 samp no 9 processed...\n", + "user num 4 samp no 10 processed...\n", + "user num 5 samp no 1 processed...\n", + "user num 5 samp no 2 processed...\n", + "user num 5 samp no 3 processed...\n", + "user num 5 samp no 4 processed...\n", + "user num 5 samp no 5 processed...\n", + "user num 5 samp no 6 processed...\n", + "user num 5 samp no 7 processed...\n", + "user num 5 samp no 8 processed...\n", + "user num 5 samp no 9 processed...\n", + "user num 5 samp no 10 processed...\n", + "user num 6 samp no 1 processed...\n", + "user num 6 samp no 2 processed...\n", + "user num 6 samp no 3 processed...\n", + "user num 6 samp no 4 processed...\n", + "user num 6 samp no 5 processed...\n", + "user num 6 samp no 6 processed...\n", + "user num 6 samp no 7 processed...\n", + "user num 6 samp no 8 processed...\n", + "user num 6 samp no 9 processed...\n", + "user num 6 samp no 10 processed...\n", + "user num 7 samp no 1 processed...\n", + "user num 7 samp no 2 processed...\n", + "user num 7 samp no 3 processed...\n", + "user num 7 samp no 4 processed...\n", + "user num 7 samp no 5 processed...\n", + "user num 7 samp no 6 processed...\n", + "user num 7 samp no 7 processed...\n", + "user num 7 samp no 8 processed...\n", + "user num 7 samp no 9 processed...\n", + "user num 7 samp no 10 processed...\n", + "user num 8 samp no 1 processed...\n", + "user num 8 samp no 2 processed...\n", + "user num 8 samp no 3 processed...\n", + "user num 8 samp no 4 processed...\n", + "user num 8 samp no 5 processed...\n", + "user num 8 samp no 6 processed...\n", + "user num 8 samp no 7 processed...\n", + "user num 8 samp no 8 processed...\n", + "user num 8 samp no 9 processed...\n", + "user num 8 samp no 10 processed...\n", + "user num 9 samp no 1 processed...\n", + "user num 9 samp no 2 processed...\n", + "user num 9 samp no 3 processed...\n", + "user num 9 samp no 4 processed...\n", + "user num 9 samp no 5 processed...\n", + "user num 9 samp no 6 processed...\n", + "user num 9 samp no 7 processed...\n", + "user num 9 samp no 8 processed...\n", + "user num 9 samp no 9 processed...\n", + "user num 9 samp no 10 processed...\n", + "user num 10 samp no 1 processed...\n", + "user num 10 samp no 2 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samp no 6 processed...\n", + "user num 12 samp no 7 processed...\n", + "user num 12 samp no 8 processed...\n", + "user num 12 samp no 9 processed...\n", + "user num 12 samp no 10 processed...\n", + "user num 13 samp no 1 processed...\n", + "user num 13 samp no 2 processed...\n", + "user num 13 samp no 3 processed...\n", + "user num 13 samp no 4 processed...\n", + "user num 13 samp no 5 processed...\n", + "user num 13 samp no 6 processed...\n", + "user num 13 samp no 7 processed...\n", + "user num 13 samp no 8 processed...\n", + "user num 13 samp no 9 processed...\n", + "user num 13 samp no 10 processed...\n", + "user num 14 samp no 1 processed...\n", + "user num 14 samp no 2 processed...\n", + "user num 14 samp no 3 processed...\n", + "user num 14 samp no 4 processed...\n", + "user num 14 samp no 5 processed...\n", + "user num 14 samp no 6 processed...\n", + "user num 14 samp no 7 processed...\n", + "user num 14 samp no 8 processed...\n", + "user num 14 samp no 9 processed...\n", + 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processed...\n", + "user num 24 samp no 5 processed...\n", + "user num 24 samp no 6 processed...\n", + "user num 24 samp no 7 processed...\n", + "user num 24 samp no 8 processed...\n", + "user num 24 samp no 9 processed...\n", + "user num 24 samp no 10 processed...\n", + "user num 25 samp no 1 processed...\n", + "user num 25 samp no 2 processed...\n", + "user num 25 samp no 3 processed...\n", + "user num 25 samp no 4 processed...\n", + "user num 25 samp no 5 processed...\n", + "user num 25 samp no 6 processed...\n", + "user num 25 samp no 7 processed...\n", + "user num 25 samp no 8 processed...\n", + "user num 25 samp no 9 processed...\n", + "user num 25 samp no 10 processed...\n", + "user num 26 samp no 1 processed...\n", + "user num 26 samp no 2 processed...\n", + "user num 26 samp no 3 processed...\n", + "user num 26 samp no 4 processed...\n", + "user num 26 samp no 5 processed...\n", + "user num 26 samp no 6 processed...\n", + "user num 26 samp no 7 processed...\n", + "user num 26 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"user num 36 samp no 3 processed...\n", + "user num 36 samp no 4 processed...\n", + "user num 36 samp no 5 processed...\n", + "user num 36 samp no 6 processed...\n", + "user num 36 samp no 7 processed...\n", + "user num 36 samp no 8 processed...\n", + "user num 36 samp no 9 processed...\n", + "user num 36 samp no 10 processed...\n", + "user num 37 samp no 1 processed...\n", + "user num 37 samp no 2 processed...\n", + "user num 37 samp no 3 processed...\n", + "user num 37 samp no 4 processed...\n", + "user num 37 samp no 5 processed...\n", + "user num 37 samp no 6 processed...\n", + "user num 37 samp no 7 processed...\n", + "user num 37 samp no 8 processed...\n", + "user num 37 samp no 9 processed...\n", + "user num 37 samp no 10 processed...\n", + "user num 38 samp no 1 processed...\n", + "user num 38 samp no 2 processed...\n", + "user num 38 samp no 3 processed...\n", + "user num 38 samp no 4 processed...\n", + "user num 38 samp no 5 processed...\n", + "user num 38 samp no 6 processed...\n", + "user num 38 samp no 7 processed...\n", + "user num 38 samp no 8 processed...\n", + "user num 38 samp no 9 processed...\n", + "user num 38 samp no 10 processed...\n", + "user num 39 samp no 1 processed...\n", + "user num 39 samp no 2 processed...\n", + "user num 39 samp no 3 processed...\n", + "user num 39 samp no 4 processed...\n", + "user num 39 samp no 5 processed...\n", + "user num 39 samp no 6 processed...\n", + "user num 39 samp no 7 processed...\n", + "user num 39 samp no 8 processed...\n", + "user num 39 samp no 9 processed...\n", + "user num 39 samp no 10 processed...\n", + "user num 40 samp no 1 processed...\n", + "user num 40 samp no 2 processed...\n", + "user num 40 samp no 3 processed...\n", + "user num 40 samp no 4 processed...\n", + "user num 40 samp no 5 processed...\n", + "user num 40 samp no 6 processed...\n", + "user num 40 samp no 7 processed...\n", + "user num 40 samp no 8 processed...\n", + "user num 40 samp no 9 processed...\n", + "user num 40 samp no 10 processed...\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, displaying the values of the Image.\n", + "plt.imshow(images[397,:,:],cmap='gray');\n", + "plt.axis('off');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "lxb2WWQ8dMTX", + "outputId": "8b52c8fb-a1a3-4fc2-9cc2-f0911d57cb59" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we need to represent the values of the (5*5) Matrix." + ], + "metadata": { + "id": "NVyQJ8SRd8DV" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the Built-in Libraries.\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt # Import matplotlib.pyplot\n", + "\n", + "#Now, we need to show all the (5*5) Matrix Values.\n", + "plt.figure(1,figsize=(10,10));\n", + "for i in range(5):\n", + " for j in range(5):\n", + " num=np.random.randint(0,400);\n", + " samples=images[num,:,:];\n", + " la=label[num];\n", + " plt.subplot(5,5,i*5+j+1) # Use plt to access subplot\n", + " plt.imshow(samples,cmap='gray');\n", + " plt.axis('off');\n", + " plt.title(\" \"+str(int(la)));\n", + "#showing the Image (5*5) Matrix.\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 777 + }, + "id": "LIhVYjWLdhkh", + "outputId": "164def60-b09e-4163-bacc-3b18fa8d9669" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn import svm\n", + "import pandas as pd\n", + "X = data # Extract the data from the 'data' key\n", + "y =label # Use the target variable from the Iris dataset\n", + "\n", + "\n", + "# split the data into 70:30 ratio\n", + "Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=0.3,random_state=5)\n", + "print(Xtrain.shape,ytrain.shape)\n", + "print(Xtest.shape,ytest.shape)\n", + "\n", + "ker = ['poly','linear','rbf']\n", + "c_value = [1,2,3]\n", + "\n", + "# pre allocation of the result variable\n", + "result = np.zeros((len(ker),len(c_value)))\n", + "for i in range(len(ker)):\n", + " for j in range(len(c_value)):\n", + " # create the svm classifier\n", + " orl_svm_model = svm.SVC(kernel=ker[i],gamma='scale',C=c_value[j])\n", + "\n", + " # train the model\n", + " orl_svm_model = orl_svm_model.fit(Xtrain,ytrain)\n", + "\n", + " # predict the labels\n", + " ypred = orl_svm_model.predict(Xtest)\n", + "\n", + " # accuracy\n", + " acc = metrics.accuracy_score(ypred,ytest)\n", + " #print(\"accuracy:\", acc)\n", + " result[i,j]=acc\n", + "print(result)\n", + "\n", + "ResultDF = pd.DataFrame(result,index=ker,columns=[\"C=1\",\"C=2\",\"C=3\"])\n", + "ResultDF\n", + "print(\"\\n Showing in the form of the Graphical Methods!\");\n", + "ResultDF.plot(kind='bar',figsize=(4,4))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 540 + }, + "id": "X7pGvqGrhTVh", + "outputId": "ca067b37-6e4c-437f-b860-c822c420ab4e" + }, + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(280, 10304) (280,)\n", + "(120, 10304) (120,)\n", + "[[0.00833333 0.00833333 0.00833333]\n", + " [0.00833333 0.00833333 0.00833333]\n", + " [0.00833333 0.00833333 0.00833333]]\n", + "\n", + " Showing in the form of the Graphical Methods!\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 33 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Saving our trained model in the Google Drive.\n", + "#We, use the Joblib to save the models.\n", + "import joblib\n", + "# final best model\n", + "# kernel function - linear , C =1\n", + "\n", + "orl_svm_model = svm.SVC(kernel='linear',gamma='scale',C=1)\n", + "# train the model\n", + "orl_svm_model = orl_svm_model.fit(Xtrain,ytrain)\n", + "\n", + "# save the trained model\n", + "joblib.dump(orl_svm_model,'/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IM30ETIWi7tb", + "outputId": "8c6104bb-6774-439e-ca94-2fd745d89dfb" + }, + "execution_count": 35, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl']" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Show the random image from 1-10 , asked by the user to take as input form of parameter.\n", + "#Ask the user as ID to show that location image randomly.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import pandas as pd;\n", + "import numpy as np;\n", + "\n", + "#Now, we simply ask from the User.\n", + "user_name=int(input(\"Enter the User ID: \"));\n", + "sample_no=np.random.randint(8,10);\n", + "path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no);\n", + "\n", + "#Now, we need to show the value of the Image.\n", + "imag=mimg.imread(path);\n", + "print(\"\\n\");\n", + "plt.figure(1,figsize=(5,10));\n", + "plt.imshow(imag,cmap='gray');\n", + "plt.axis(\"off\");\n", + "plt.title('Query Image');\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 586 + }, + "id": "9cGoPRQloxSd", + "outputId": "5509fbb9-8139-4371-99ce-b434281a678a" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Enter the User ID: 8\n", + "\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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WHn744U6Zjphnnnlmr0415ooxzusVh0iV+KzUtsF3GGOMMQJvLsYYY5rjzcUYY0xzXpjBT6B0mYpdT/lhsExtI9NklL8N7ebKNySrg3ZhtiOro5KMaTa0I2d+QtQVaBOnHTmz7XNM+RyOT6axEBXIU2ks2VrhHPAetivTXDg+bBfnsaLj8JoFCxZ0ytRkDh48KOtQycBYzvxJOK/K30YFlMyeS02h4nem/G3YDqW7RuR+UbPhO59pkewvA+ByXnft2tUpUzONiDj33HM75aVLl3bKKkBwxb9QlSv6pQNXGmOM+b7Am4sxxpjmeHMxxhjTnLLmomx9mT6gtA3lgxHRt83zzDvtnrw+8zsgKvmQsiNHaF8F2tUrCcdUjCCOX6aX8B6OMccrs80r3wXOK8cz02DYdsb0Yp0cv8ocqL4uW7asV4eKb8c5Ybsy2zT7Tz8Xjmc2Xip2nXofM32EGgHr4LtV8XVQ+kclUZWKZafmKGsn7+G8VRLJ8f1iO9kXjkU2Nv/5n//ZKVODWblyZac8JlmY+h5R2u5Y/MvFGGNMc7y5GGOMaY43F2OMMc0Z7edCO11ma1Z5F0hmK2U8oyeffHJqHSofR8Tw+FrK7yVC+xVwLLKYZ+osuYqVVUGdeacdPnuOKlfO0dMuzDLnXdnhI7RPitKfIvrrh/PIvrKd1M2ye2jPV74MEf11rOaen2frTcULXL58eafMvlV8jQh1i8z/RK0NlVuqouOo+IKZpkcNis/heqJ2ln0XcQzvu+++Tpka8/r16zvlLDabynlVyWtExsQg9C8XY4wxzfHmYowxpjneXIwxxjTHm4sxxpjmlAV9FXSyEsxROT9lKKGNghgFwkzw4jV8BkXaiqMc6+BzKwmhKEBT+OX4KefPDM4T5yhzxOQ1PLwwNOlUVqc6aKCSZWXP5XhVAn1yfBYtWtQps92VQIxZIMrZcDyzNctrKPRSpK20Uzmmcn3xGdk8s518RiXIJMV3ri86v/I7IBtvrh+2kwkCK+8n28Uy11e2htkO9v0rX/nK1GesXbu2V6c6cKOSrWXPGYN/uRhjjGmONxdjjDHN8eZijDGmOaMDV5LMRlcJbqnInL9mQztoJcCh0ovoYMXy4cOHe3VmdvLZ0EZeSWLGAIe04VaCE/JvtK+yzqyOxYsXT72GtuSKwxXHXDmIZnZhQgdI2t6VQ2REf8y5hpWOWOk71w+fmQVb5RirAIYsVxyalYZQ0dKoZ1I3rGhUdNZUTpQcm5NPPlm2i8/g+su+d/hcjo9KupUFheU7nAXMnM0jjzzSKTO5WITWJ9mOrN0Vx16Ff7kYY4xpjjcXY4wxzfHmYowxpjllzUUFJ8xszUojoF0zs0nyudQqaItX7YzQAQ7VOfHMHjtUt8n6yvGirZm2eNpnszlg8DyOF+2z1C0i+sEs2Q76HdCGS70pQgd8ZLuVppU9Z2jQ04j+mNNWzzVcSX5FzUppG5mmx75w3rL1NJtsDgjXMMecdWRJzZQ/jvKziui/b+wbx6viO8MgnHx36OeStUvpfuxrJVHhUH8l9n379u29OhncUuk42XrLAtgOxb9cjDHGNMebizHGmOZ4czHGGNOcsuZC+2vFZ4X2aJazREFExRZTcXKy+FHKZsvPKz4q7AvLSpOJ0HGGlH6S+SGsWLFiap20RTOWVoQ+N892Vfxe2FbqWBwv9jU7d68SQFEb2rt3b68Ojg99UPbv398pc21ka5pt5xhXfAjYDuo4tKtXfGfUczlH/A5g8qyIvmanEu1lbeBz2Tflv5RBvY1rlu3O9DnO7bp16zrlXbt2dcocn8wnRcUjI1yfBw4c6F1DfW5mZqZTVsnDIvrvo9JtMvzLxRhjTHO8uRhjjGmONxdjjDHN8eZijDGmOWVBXwn4mchNYY4CF0WjTPilOEXxju2iwJo5j2XOX7OhUxHbnYmQFFDV55lTIIVw5byonBmzvy1ZsmTq55kTpXLsUoJ/FgxTJSNSzonZ+HG81MGNrN0Ui/ft2zf1uWwnBf+I/txzTXM98fMI7dzJeWM7M9Gb48H1xGdw3ivvgQpQmonJrIP38JAK20mHyKwdFOy5dnhgIruH3wt8t/h5dgBCOUorJ8vMoZuOlRw/HizIDhHwOZWAo8S/XIwxxjTHm4sxxpjmeHMxxhjTnLLmQttfxalm586dnTLtvrQvVhJ78bm0L6rAjBF9myw1lsxmO5vMfk17NO3AvGfDhg29OqgF0Q5Muzqdo7K+8m+nnnpqp0zbalYH54nXVJJIEWoC1Ec4z9TWMg2QfWGdfKZK7pTdw+dWnOB2797dKdN2z3nN1hfHnHZ0Bv7k+GVaGrUNleiL70U2fnwO7+EzMm2D77AKhMqxydrFMaVWQT0k+35jW6nHUXOhNkQny4j+O8555PcK+57NK3XDBx98sFM+//zzZR0qGV0F/3IxxhjTHG8uxhhjmuPNxRhjTHPKxnLa1WmTe+KJJ3r30E5HmyXtiZmdk4HuaCdWyZuy4IQqwKGqM0saRJstbadr1qzplDOfFBWo8uSTT+6UadPNEvwwSCLrpJ6S+aRwPGjT5tpQCY4yOMasg3NUCfbIdnItZXB82A6lB6jAgxH98dqzZ0+nnPnw0CeFdXDu1ZqO6Nva+f6xDq6NzIeM7yf1kEqgT0J9RCWOq/jLcd1Xgl/yGj5HJUfM3nlqUupd4hxUAqVy3d9zzz2d8o/8yI/06uD3Rva9oPAvF2OMMc3x5mKMMaY53lyMMcY0p6y50BeE5czOqfw2aEfO7Ie01/MatmMMtKUOjXsV0ddcTjnllE6Z9u2KDZyaChN7scxz9hF9mzft6hXdi1RiTKnP2X/a0ZVPirK7R/Tnke3O6lBx52gTZznzB1C2eNrEswRQHEPl78BnZLH/2H+uFb5rfH8z/ya+S+x7xSeK48E6qZ8oPSqir0Nwbah5jejPAceH40ddh/4nEX0dmhox21EZT46XSvr2la98pVcH19PZZ5/du0bhXy7GGGOa483FGGNMc7y5GGOMaU5Zc+H5dZ7ZVvlesjpoW6VvSETf/szn0A7KOjMbOM9s0xZPGyXtoNmZeNooOT6sM4upRJ1m9erVnTJjidGOnNVJDYXjxXJlHmmzHePXkml0056hNJpKHVwbWR0cDxW3iuOb9Z3PVfHIsnYxjhWh5sc1nrWLc0B/EtZRiS/Fe/iucCwyzYD9V3WSzJ9J+aqpGIYRWqehpsI4flkML2pn1LWUhpX5tnGe1LuS5ZlRsREr+JeLMcaY5nhzMcYY0xxvLsYYY5rjzcUYY0xzRgeuVI46EVpcp5iVJemiyEghTiWdysQsPpd9UYEtM1Qyp6VLl3bKDEIZ0U8gRidJBpOj6JglSeK8VAI+KlgHx3zMM9h25WiYPUM5TapnVNpFsiCmql1KYM36xr8xSR7XAg/HZO8n3zc6/bGdbEMl2RrnQAV/zJ6jgphyHjPxmQ7GXE+VQyl0sGU7KYwzWSKdoiP6DqHq8AeFdn4/Zu3iQSoV2DKrN3PCVfiXizHGmOZ4czHGGNMcby7GGGOaU9ZcaKdTTkgRfbsdbX+Z8w5RweJob6VtObNJKnuisuFmwQ3pIEV9ZOXKlZ3yOeec06tj3bp1nTL7ohz4Mlu+SpBVCVQ5NDmT0sEi+vOqnlGxE7MdnEflgJtdozQVXp+N56pVq6bWQce4St+4Zvfv398pc43y3cvayufy/eSariRf4xqm9pjpIxwPvq90HFQBNrM6xySS4zXUcbgW2O7s+451UA/meHHNct4j+n1jmWOe6SlKw6vgXy7GGGOa483FGGNMc7y5GGOMaU5Zc1F+B5lNjoHcaINUSZQi+vZU2nDpTzLGDqzOcFeSY9EnhX4sGzdu7JSpwUTogJoqwGY2fhxjPqMSAFJpGYSfqyCVEdp3hu2s+FWNaYe6R/lcZBoN+8K1QTt75lfFOrjeqKmoZGsR/TFXwQkz/ZKw7RwvpZlG9MdQ+SspTSGDdVa+Nzim/M5j4Fj6EWXzyrnnuma7ODaZ/js06GT2fZYlRByKf7kYY4xpjjcXY4wxzfHmYowxpjllzYU2XybQyuyxKg4ObZCZ3VPFMKPNljbMrE6lGaiERkwCFBGxfv36qWX6OjAWWURfDyFK+8n8SfgcFS9qDEq3ycZbPVclNav4zhCVPCyib79XGkLFVs97GMMrW0+E7aBNnHGr6FORjQ11GrW++D5n8650iYp/Cd9h3sO5p09G9m7xHqUhZ5qeWpP8fqMPSxY7kc9V8dq4drJ5VWuF36mZb5aK31bBv1yMMcY0x5uLMcaY5nhzMcYY05yy5kLbKW26Fb1EnefP6qAPCs95015Y8WVgu2gnpn2RORc2bdrUq5N+K7Sj8zx6pq/Qfkq7r9I2xuTXUH3PYDtVDK/Mfk1oE+c9mcZChsYSy87yD7Utjxk/zhNjYWW5frju+S4pX63sc3XPGF8HvtNKH8m0WjXXbDe/i7L3QMXh49rI/JVUTiHOCd/xzCeFvoB8BtupfH4i+v42Ki4Y2x3Rb2vFd4j4l4sxxpjmeHMxxhjTHG8uxhhjmuPNxRhjTHPKgj5FHwpxFcGHTlt0dsoEfQpLKoGWcvyK6AuVqs7zzz+/Uz7ttNN6dS5btqxTpgMV+6ocJiO0mEfxOBP81TUVAVrdw8/HJAtTVPo6tB2Z8xjX9dBEaVlf1YEGdUAiY8OGDVOfSxE3G28Kv3SM5ntAkTtLQMZ7+L1BR8KsXewLDwlwPPk+ZwcRsu+BaZ/PzMz0rlGOhSxzfDLxnUkGeY9as5VDPDyQxHnM1nhl/Sj8y8UYY0xzvLkYY4xpjjcXY4wxzRkduJJ2zcx5UTkVKQfJiL6NkQ5ntBc++eSTU9sZoXWZc889t1Nes2ZNp7x06dJenQwcODTxV0Qtcde0OjJ7vwrWyLGo6DZDnSgr+shQ58VKX9XnFS1o6HhlOo4KmkgNgTbyiL69n46W+/fv75Rpu3/00Ud7dXId085OHZXrrdJO5YiZzRnrUPPK6yvBHJUORsfMSjs4XvwOyNYbNWV+B3L9qTnJnqueWZmDihMz8S8XY4wxzfHmYowxpjneXIwxxjSnrLmopDYVPxfaB2nXYzmibwem7U8FnMvsiWwrz/sz6CRt05lNk/ZnFVCzoq+oa8YkqlK200z7UFrFmDPwQ224lfFSWk+l3axD6SUVHxUVMLOiN9FPiv44XLP8PAteSF2BOs6uXbs65YpuwfXGdvDz7HuD3y2qDibQynQIPod6L/uS+fAsWrSoU6bPDueIz8jWG32LWAfL7Fs2r8r3he2gr01EfzxU8Mv0OYPvMMYYYwTeXIwxxjTHm4sxxpjmlDUXopIXRfTtg7T10Zaa2eGpb9A+TVsgdYhMx6E98ZRTTumUab+mTTc7389rOD5DE39Vrqn4kwxlTHyySh1DaaENtdBHOG9cX2Piu/EZFds83yX6e9FuTr+r7P3k3/gM1kEfskzzY/+VVpTpA7yGc0C/NL6P2fixDr6fFU2B/eVzqWFxDWffGxwf+iuxDvW9EtHXl6j/ct6z8VL+cRX8y8UYY0xzvLkYY4xpjjcXY4wxzfHmYowxpjllQZ/CeCWpEsUnJWxmgSsJHdBUkLtMrOJzKOjTWYqiW8XpSDkWVsRkRSX4o3IcrIjvQ/tSadcLrbPiAElUMrHKc5VTatYGdQ/XYxbskfXyAAkFfh6EWb58uazziSeemFonRe9KUi6OH9tVEZNVoM+DBw92yllf+Rx+bzCYI7/fInQgXj6XDpJ0uozof9ewbxTnOSdZgE0K+GMCaqp5q+BfLsYYY5rjzcUYY0xzvLkYY4xpTllzod2Tdr3MQYi2PgaDy+4htOuyDj6jUic1EwbsYx20x2YJoYYGphxj7x+ayKqC0sGydrSo84VSsROP0b1U25WGNSaYKO3/WeBF5VS6ZMmSTlm9JxERK1eu7JSp4+zevbtTZoBXOvxF9N8VajDUbTJbvgrOSI2KOsThw4d7dbJvHE86smZrnnWoYL0MeJvpI8rhMevLbDiHETpxHB1XMwdbaj/sewX/cjHGGNMcby7GGGOa483FGGNMc5ppLlmASNpOVUKt7Bw4baGE9lZqNFlgvDVr1nTKDNBHmy79XCpJklTQzgrqHrYj0xCUBsBnZM8cqu208HMhlYRa6p7vRaDPTC9R0P6fra/s/ZoN1yzt/dl7RP8QBmxlu9hX6inZ36jBVBIEcgxVAkDqNtkc0G+lsu4J20q9hJ+r4KIRw/UkBg/NfHrU9xfnPYPvSpY8TeFfLsYYY5rjzcUYY0xzvLkYY4xpTllzod294lNAGyRtf+oZGXwO7as8S049JSLitNNO65RpC2U7qQ1VYqBV4lgR2jmH+lSMsfeTzJ9iqMbSAtXXigYzNNlado/SaVjOxk/5zlAXzNpV0ddmwzWdaRvUYdj2mZmZTpnvQea3oWL/USPI/DhUfLKhcfwi+n4ajPvFdmZ+HZwnfk9wPPmMZcuW9eqkJkUNRvnt7dq1q/c3amfsG8evEiMu8+1T+JeLMcaY5nhzMcYY0xxvLsYYY5pT1lwIbeCZ3U6dT6e9NbOd8nw6bc20J/Jz6isRfbsv4zLR3lrJgTI0tliGukdpLJVcImPyuQzVLsboSy1ysZAxuWzUPardlTwzfFdUrLFKu9T40LYf0bfvs0zdhnWeffbZsp07d+7slNlu+uNE9LUNtovfCdQQMm2X7aJvDH1WMp873sOyWpPsR0R/LXDM9+3b1ylTg8l8ojg+ah6zvlb8GBX+5WKMMaY53lyMMcY0x5uLMcaY5nhzMcYY05yyoE9BbIyIqwKmZYHwKO5ReKNIRoGLicAi+gIXDx5QqGMbMmdF5QhHMT5zGFUBItlOimxjDhoooTi7poWz5tBAlCpZVoZyrqvUOfSgQTavymmSzneVQwHqoEEWsJXwYAvFZbU2MjGZfWEiKuVkGdE/YKMOQPDz7HuE7zz7zoCQWd9UcrBFixZNbUf2/ccxprhOx8tKEjiOKZ/BAw/Z90YluKXCv1yMMcY0x5uLMcaY5nhzMcYY05yy5kKnmkrAPga2U7Zmah0REfv37++UaV+ljfuUU07plFevXt2rUwWmHBOokrZlOj9VbKV8Lu3EtHnz+mz8aDvmHLDOzAbOOlQQyUpQU6UhqECpFQfIMU6UL1RjyWz1ary4vjKHZKL0IhXsMaK/XpiYiu8vHfgyXYd6CB36HnrooU65EvCWGgyDNSpHxIj+dw3Hh86cfJ8j+u8b32G+43TGzvRfOpKzLwx+yb5R54mIOHDgQKdMXZprJ/t+W7x48dQ6K/iXizHGmOZ4czHGGNMcby7GGGOaU9ZcGPiOZ7gzOzFtuioZWBbYTfmLENpOaUfO2qWeSbvn7t27e/dwPNhO2pGz5DtKH2GdtGdniYX4HM4jxysbG2pUKnFVRXNR2oXy48g0h6EBNof62mT3qHZmcPyUHlBpBxkTbJX2exU0tpJA6vTTT++UqTFkya6UfxfbyfcxGxvlI8bvr+x7g1Bz4TxWtDNqGyqYKDXoLEgn284xr2jI/O5hOyv4l4sxxpjmeHMxxhjTHG8uxhhjmlPWXFQ8H57pjujbIFkHz4Xz+ghtf+Y9TA6W2YVpc6S9nzZc2p6zNvH8Oc/Js44sdg/7ovQm2u4ZHym7hn2nLTU7i0+7Lv0OqNPwmZnmouKTcYzHxDNTekgLbYNkdY6J50aUXws/5/uZPWPo2qCvQ9Ymvm/U9M4444xOORtfapy0/8/MzHTK1E/oYxbRX6Psa2We+f5R+1HvL7WPiP4YUi/huqfvUdZufrdQZ6WOk73zKmZjBf9yMcYY0xxvLsYYY5rjzcUYY0xzyoY02vpof8xs4rTzUmOhvTCrg/ZUpeOsXLmyU840F9o5t2/f3ilTH2E/mAsioq9L0OeE7eR59Yi+TZvn6FVssUz3or2ftlTagbOYSqr/K1as6JTZ94ruxWtU/qDMBjxUH8mu5zwpvyoyxv+mov0Mjb1W0XFUHZxHrscs3pTy1aImynctor8WNm/e3Ckzx8maNWs65SyfC797qJGy3Vm7uDb4XcTvgMrayZ4zG2pFLGf3cx45bypHVkS/L5kervAvF2OMMc3x5mKMMaY53lyMMcY0x5uLMcaY5pQFfYo+FMAyIfPQoUOdsgocmIm0FKyUIyEdv+hAVKmTTkV0lsqCuGVBI2fDJGaZEEfnTR40oJMkhctsDjhvFEvpbLdjx45eHRT3eCiA40exNJsDOoupwx0qiGcG61BBJ7N61SEBfl5JtqacOTOBn21VBx5YR8VBWb2fnLPs8EcmDs+GgnSWzE8lJty2bVunzPXFYJkR/UMBfP9UMNEM9pXjpcT4iOHie0WMV+8O3/lsHllHJdgl8S8XY4wxzfHmYowxpjneXIwxxjSnrLnQ5ksbZRaUjbY92rNpN85szbRh0z64YcOGTpnaR2YzZ1t5DzUXaggsR/TtmtRD2LfM4ZEOZnQWo4a1Z8+eTjmbA9pkafetJNBiX1gn21EJEDnUSZLjW3FWVPpcpo8oZ8WKxkJU4NNKUE7lTMx28j2ptFMF+mSddEyM6L/zbCcDWWb6peorA1Ny3WeBGPlcOoWznGkMvIaod43abUR/3pS2yDnKtF6lz6lAsxH9NZslJVP4l4sxxpjmeHMxxhjTHG8uxhhjmlPWXGiXo69Ddlaa9kPaaCu+MsqGy3PytEFm59Vpc2QgRuohKmBdRN82ynarIJTZczh+1GAqfgccc9qNK3Xwb5wn2md5fXa+n1CHYLtUsqyMMb4LnEeWlR6QtZP3cC1wvLI54HMYNJLrTZUzlE+FSkiWtZN9p+8WNdOIvg7DOpksjH4vWSI+agbqnc76Rv8bpXORrE6uUb4rQ/1eInTQUmppmb7Ea5TelOFfLsYYY5rjzcUYY0xzvLkYY4xpTllzoU2Svg/ZWeksac9saNejjhPRt/PSVrpq1apOWSWdyq5RmoCyI2fwGuoSY5JKqdhYWT84XspunPVN+bkQ2pYz3xn2n2WlfWRjpcanojuw/0o74+fZvNJeTb8gxnPL3hs1PorMDs/n0H+L60n5JkX0fbGUJrVly5ZeHZs2beqUmQCQcfo4BxzfCK0fUefJ5kDNPceP12fvDdvF8aO+RJ+ebF75N2oqY3yeKrppr47BdxhjjDECby7GGGOa483FGGNMc7y5GGOMaU5Z0KcoSSEqc1Cj4EUxmSJ3JjRRwKKDIxMDVZLc8G8UhyviO6EAqAIHZg5XPBTB8eLnTJJUOSTAvnOOsoMZdEBj2ynsci1kQibrVMH1SCXRF8ecn2drln3h+qPzYuXQAO/ZtWtXp8zxyQKQquRfKvFXNgccczrcco4oWC9ZsqRXJ78X+L3BZ2QOj5/5zGc6ZQr8DEzJQz3ZYQceFuL3ROWwh1rXrIPjlwX6VAFbmSBQHRqI6K9Jric6KGfvPNeGcszM8C8XY4wxzfHmYowxpjneXIwxxjRndOBK2voy+zXtryoxVVYHbaN0KqL9cExSG2W/pi01c7Ci4xZtyWxXljiI0EZLu6d6RkRfY+F40raaaVRZcLzZqKRcmU1XPYN9Ve2uwHnN7MhqrlWSrsx2rxI88R5qaRH9/rOsnCqzwIPK2U7pXpm9n/fQOZHPyPpKzfOJJ57olDdv3twpr127tlNm0r3sHj6D7yOdGSP6ei+dOXfu3Nkpc41mCQKph3D8uN6oHWWOrGreuBYyh+RKAGCFf7kYY4xpjjcXY4wxzfHmYowxpjllzYV2OdpbMxu48idRQQIj+jZG2lOpM9COnOkFfK4Kokj7bHY2n5rLmWee2Skz+F5ma1a+DLSv0t8kC/xJ3YbzVtGoaN9Xn1eCKnKM6dOjnpnpOJn9edozM81FBfVT7crWMN8D2vdpI8/WrPJjUX5C2XgNTdBWCXio2kWfn8z3g+ue40Gd4mtf+9rUzyMiNm7c2ClTg+H4ZNojx4ftWrFiRafM9zPTqFTCRBV4lt9NEf33T+lJWbvGvNPEv1yMMcY0x5uLMcaY5nhzMcYY05zRscUq9lfafWnbq8QWo+1z/fr1nTLPY9MmWbFfZ3bLaZ9nmgvtsfv37++UlR05om/n5PgtXbq0U2Y/GHcoq4Ntp/0102CoTfC5bHclrhXnVfm5sJxpCMouzDqy9aZ8nlRCt0zHUVoQ5yi7nv1VfkD8PPOxYF9Uoj2+a9kccPzYDmqN2btHXYa+Mvyc/XjooYd6dfLdoL8cNZhsvJSexHaSbLzYFz6DfaOummlD6n3kd1X2HvBvat1n+JeLMcaY5nhzMcYY0xxvLsYYY5pT1lxog6MdPbM3qhwAtM9mPgQ8o804QrTVq7g62TU8j047KHMqbN26tVcnx4NaBscii0/G8aBvDH18li9f3ikvW7asVydtx7S30i8j85WhzVbpJdQ+Mr8DNU+0/3P8KrlrVCw7pYVUqPhqsa18biWXCK/hmLPMscjGi2uDa1L59GQalxpj3pPVQX2EY8y1wfwuWRy1+++/v1N+9atf3SnzXaLfWkTfj4XXqO+zTNtQcQw5r3z3snlVGim1n+xdZFszbUfhXy7GGGOa483FGGNMc7y5GGOMaY43F2OMMc0ZLeiznCW/YlA6ilUUmjKR+4d+6Ic6ZYrWKphcJSEURTEK+Dt27Jj6eUTfOWzv3r2d8tlnn90pMwFSRL//dBg955xzOmUmJ9qyZUuvTs6TCqCZzSMPJ1C4pMDKciZk0pmzcrhDfa4Co6o6I3TQUq4dHuTI+qoCZlLUrjh3sl3sG0XbzGmXQi7bxXnkAYBsPCvOrqpdHGM+V40XxfmI/np7/PHHO2Um/mI5ImL37t2dMt8VHlxh37PDC7yG7eTnPDiVOShzbaigplkQXbY1S56m8C8XY4wxzfHmYowxpjneXIwxxjSnrLnQtscgdpVEOLyGDla0K0f0tQraHGkXrgQBpG2efaEtlU6VWYBIFUCTduGsr9RyGERy06ZNnTITkmUBNWkrffTRRzvlijMs26ECkHLMM9u8ClqqAkZmWlolGdhsKg6PtD0rva4S0JXjR61NBVKN6M8JdQmuv0pSOKWBUkPN+srn8l2qaKIqaKnqC52is3bQ0XLJkiVTr4+IWLNmTae8bdu2TpmOhnwPMk1ZORNzrfAdZzDbiH7QXM5TxYmSVK4h/uVijDGmOd5cjDHGNMebizHGmOaM9nNRttQIfTaf9uzM3k9dQZ29z9pBqAHQ1kzfGdpjMw2B7aJ9mr4yWSA49n/16tW9a2ZD7YdtiOgnRWKQP2ow9M/J2sW5p42b81qZE9qBlW6T+QzwGq4/6iVZHbyG676S4I5wfLg22E7lG5KhfHiytcE1yHeJY8F20rYf0V8/1CsZ/DFLykWNhWPOsupHRN8/TiXpygJC8nuA3xvK52lU8EeMBZ+RrWFqUvS/4fuYjRfXU6YzK/zLxRhjTHO8uRhjjGmONxdjjDHNKRt36cfBc8+0P0Zomzfth6eeemqvDtpKaR9kO2grzGzRtIXyGSrhUebTw2vOPffcTpln3LNYPfRjOf300ztlzgFtuJldXdlOOW9f+cpXenXQPk2yWE6zyXyNOAe0LbPdtIFn9mvOC/tG+3TmT8JruIapl1T8vdhXPoP3ZImqqGWo8WNSPWptEX1tkWuD7wVt9dl6Y0wu+m4xpteqVat6dagxZV/5vZL5wbCtjKfF9VRJhMbxop6U+bIR+q1Q3+RaYDsznx5eo8Yr+y7i96w1F2OMMd8XeHMxxhjTHG8uxhhjmlPWXHj2nvbszL5IuzBtlrRrMnZPRN8uTFsg7YljYhcRnmdX8csiIj7/+c93ysybcumll3bKtD1H9O2afA7jIVXyRVBXYN9pb820jNNOO61TVrZk9j3zBWG7aAPnWuF6y/QS9k3lIMp0Qmo7LHN90b6f6RCE88gYVVleHvqUUNvYvn17p/yGN7yhU77gggtku6i3/fu//3unzL5yXWRQP+EcsN0Rfa2H7yM1mIr/CN8tzmMlLp3KY8RnVHzwuBY4xio/ThavTH0nVt4Dvl+ZL4zCv1yMMcY0x5uLMcaY5nhzMcYY0xxvLsYYY5pTFvTp1EZHnEzIVIECKdpmgj7FKIrc/FwlmYrQjpYMzMi+PfXUU706zzjjjE6ZznYU3jIRkiLa1q1bO+UnnniiU6aAmCW/okConE4zpzbWwbazbxRcs7VBZ7FKcMvZZIKrck7k59lBAzU+7AuTNWWHHXhogs/lWsnmkc/9+te/3inzQAQFajroZu3i3FNIv+OOOzrlu+++u1fnunXrOmW+SxwfHtiJ6K8nldyKfc3eeSWUc54rwUO5nthXtqvi3MmyakfFSTwbDwWDXY6pw79cjDHGNMebizHGmOZ4czHGGNOc0U6UKjFThLb90c5O56nsubT3s07aUjNbIbUetoM2b7YhC9TIOmk3VnbkiL6Nlu1QATSzAJHUh1QA0swuTC0os5PPhn3L9BE+RyW7IpnDKMeP48F+ZOPF9UUtg05vFec7rhfOG7VG2ruz5xAVNJHtzurkeFBH5Jg//PDDvTofeuihTvmRRx7plNnXbL1RS+S88Z2urDeuLz5XfTdF9OdNJbDje5LNIa+h/kZNb/fu3Z0ydZ7sOfwe5vdK1lf2LQtuqfAvF2OMMc3x5mKMMaY53lyMMcY0p6y50I7JcpYkibY93kMbJfWAiP65bxXIbQy0t9LuTlt0FriSfhtK+6m0m/ZXUgngx+eo52ZaBvtCm65KYpbZwGnnVf5KKpBlhLYtV/wh2FblP0JtIwvwxyCTtPez77SzR0Ts3Llzapl65caNGzvlLKmUCiTL8szMTKdc8SG79957O+X777+/U85821avXt0pU1fgvKr3NUIHFH0xvlfYror/EseUa4XrL2sn16QK4Jp9d6uguRX8y8UYY0xzvLkYY4xpjjcXY4wxzSkbFmmDo51OncOP6J9Xp3020wyULZ5UYuAo3xjaJJWvTUTfdsq4TOxrluyKvjAqHpJKLpa1VdmWs/FTCdvY94q2wfGoxIRTKM2AtvjMt0b5c9H+Tz+izN5PvWOoZhURcdZZZ3XK1ONY5hres2dPr07l38U62NdsDbPt1H7o95LZ8ulTwTngu8U5y/QVrieVyDDz/VD+IyoOYiWWXaZ5zkYlX8tQ/kwqeWJELQke8S8XY4wxzfHmYowxpjneXIwxxjTHm4sxxpjmlAV9CmIU/zIHIYpTFOYoNGUCqxJh2a6KkxFRDo6VOpXTnwqUF9EXSNUBCJKJexQZlQiZBRLkNWwH+1oZL5UcTB2yyPqqAn9WgmOqwx7qkEUWwJX958ENiqWZw+O2bds6ZeWEumPHjk6ZTpcRfWdFCvY8tLNv3z7ZTt5z8ODBTpnjxYCbEX2nU8LvFZVwK4PjxTorzolEJZbL7lfvOMdYfTdFaJG/Emw1O5gyFP9yMcYY0xxvLsYYY5rjzcUYY0xzypoL7cS062XOP8oWX3HmUYErCZ+R2SRZhwqKOMbJSDliZij9QyUPqzhU0aarHCSze1SASF5f0aiUHqfaFNFfg0qPG5qgLELrT5kDJNcP69i7d2+nnOmXHEPOAdtR0USpobBd1E/UGo/oawjUT04++eROOXP8pZOk0vDY92wN8x6ln1QcRJUuqAK+Zm1V2iLf+Uxf4rxV2kH4nDGBPP3LxRhjTHO8uRhjjGmONxdjjDHNKRvSaM+mXS/z21C2eBWk7bvVO5sW57FV0MSKzZL2anUePdNxlL1V1Zm1i2OuNIKKrxFR+kk2h0P1EK6VTENQVDQXtd6UfpL573DeeA3t/9l4ZwmdprVrzNogSvvItA3eo5LmZX3l+LAO6gwqkGpWpwramX03qfdR+eRl77zyBeTnbEOmWbH/9DXKdEHCeap8VxP/cjHGGNMcby7GGGOa483FGGNMc8qaC+3CtDdm58LV2XLaDzO7MO2Yyiel4jszxo9l2v1ZHRWNhajEXWP0J9VX5fMTMdzeqp6RtUs9k+2q2MRVAqhKQjLeo9ZfZgNXnHTSSZ1y9h7QTs5r+P7R7p7Nq6pTJdjKNBfC51a0MqXTcLzY18wnQ81b5X3leDHu1xidQo0xy9Te6KeW1aliAVbaNQb/cjHGGNMcby7GGGOa483FGGNMc8qaC226ymaZ/U3Fq6nkJmCZOg7twC1ii5Hsc2WzVfbs7G9KI1Bn5LPnEqVpZX9TMZSUzfe7PUfdo+5X81rpq8rPouYkazfrVHGass9pa6e9X637Srwy1kmNQWmCEdrXQ+VRye5RfizUubJ2KX23oo+onC/8jmS7jhw50quT62v+/Pmdsvq+y7Ruor6Lnn766d49HPOhunSEf7kYY4x5EfDmYowxpjneXIwxxjTHm4sxxpjmlAX9FmK8EsAqjphsh3IEyxgjTg2tUwVJzBItDQ2aSCpOlEpIrziyqmdUEmipAxDqIEc2VkqU5TMykVsF3RwTiJFrmO2keJodCmAdFIvVoYusr+zL0ORpY5x22Y9KcjUK+EMPvmTXUMTmnGRrSQUDVd+JWVDTSoK/2XDMs6RnTDKonJp5kCNrlwNXGmOM+b7Am4sxxpjmeHMxxhjTnLLmQtsobX+ZrZ42SBW0LnPmIbSnsk5li44YHlRyqJNlRiVRldI2hgbxrNxTacNQLaOix71Qx8yKDbgSlJNwPSnHQaWfZM9V2kbFwVYF9uSYVzQ+ahsci0pQWPUMUnE6Veu88j4OnYOK/qSCqY5xUOZ6U0Ens3nldzXLdMjNnHapwzBYaAX/cjHGGNMcby7GGGOa483FGGNMc8qaC6nYwNU5et5DW2CEtlvyGZVgji/0GZWAh2N0maF6iNKfsnaRSgA/lXSLNtvKeCm7uTr/X5kDUvGVUWOsghdmfgdKB6z4m2T+ILMZ6i8R0e+L8uMY6jMV0e+LCmZbQWkblXuUr0xF01PBQSt9VetL+ZtUEsvxudTWnnrqqV4dFX9BhX+5GGOMaY43F2OMMc3x5mKMMaY5Zc2lEhuL0J6Y2aPV58r2yXbQdprZ4V9oErNKnWRMcjVFi3ZVkkrRhqtiFZFM21BamYpRlT1zaIKxir5E2C7qKWMStlX0uhaaHlE+FEpjqWhW6vNKDC91T0XbUDqN8sHLrlHtUGs6u0c9Q31XRWj9iPdkMc/YjkpSMuJfLsYYY5rjzcUYY0xzvLkYY4xpzmg/l4oNjjZG3rN27dpOmeevI/qaCnUZlUclQ+XsUDpPJUaQ0hQyzYDXcLyUtpHZTpXWU7E1KzvvGPv/UI1F5QbK2qnalc0jx4NljnHFx2JoDphsnlXOHFLx9xo6XpU1rHyvxsR7U88d45OhNOPs+019F6l3qaIF0ddPrfvsPVAaC+vMvnfZ/8OHD/euUfiXizHGmOZ4czHGGNMcby7GGGOa483FGGNMc8qCPgWeigOfEo5e9rKXdcqZoEjRTCWV4ueZkKnEY/aNglgm+KsAfWMSGj3zzDNTP1+0aNHUz7O/UTCsiMnsWyUY6GwywVWNx1Dnz4jhyZoqToBDRdtsbfAQwJgDEOoe5WRaCfSpxjwTj4l6dzh+lfdTCfpjEsmRiiOmSsDG78jKYRnWySCSYxIVqmRglQCu6kBSBf9yMcYY0xxvLsYYY5rjzcUYY0xzypqLcjrKbKfUDJYsWdIpL1u2rFNmEMCIvs1bJdOp2CRVciZlr24RuDKzYaqgiEMD+GXX0C7MZ1R0iKEJnipJknjNmECp7OuYoH98Lu3XtIkvWLCgU543b55sl9IlsjlQ63pMkMmhycAq8z40SGemS6j3jc+gplVJOqi0tOz95LvDNak0mex749lnn516jxqLLIkcv3dVQrvse5frOEsopvAvF2OMMc3x5mKMMaY53lyMMcY0p6y5KH+SDNr2ZmZmOuWTTjpJ1knbJ+tkuUVQRVKxPbcIpkfYFz6Xz6joXhwP2quzhG20YauEbBXbvNIElD07s9XTJs5yxV+HNmzaxGl7Zjt4fUTEiSeeOPW5lXlU+ogKUFqpU/muqesr91T0y4p/yLQ6K3B98ZnZdxGv4buikoVl46UCAFc0FnUPn8s6Mj2F19CnroJ/uRhjjGmONxdjjDHN8eZijDGmOWXNRdkXK/4Rixcv7pRp16sk0FL2xMrZctqfK0mQZpP1VcU0Uz4qGcongJ9negk1ANr/2e7M1sxEQbyGvh7KjyiiPx7Kzk7t6MCBA71r2FcVb6viT0IfANqnOebz58/v1UnNiuPBeyo+UEofGaORqnerol8qjaWijyj9bUzcK+XXwrXD9ZbVwXaxDs5zpscdOXKkU6YOzTq+/vWvd8p89yL6Wi3fX34P7969u1cH55HfGxX8y8UYY0xzvLkYY4xpjjcXY4wxzfHmYowxpjllQV8FP8sEQ4qhq1evnvp5JqSrwJVKKK8ETSRKlByTXKfiVKmCWyqhM3PIonDJOnhPFvTv4MGDU5/L8ckC4REKlWwnhU6Kkpk4SudOokTviP56U2I85zUbP46HCo6ZOcopAX9MMid1SECtxzGOwmPaSZRDbXY4hH9TdWSCPudJJR1U90f018bChQunfk5BnwkYv9tzZsO+ZYdQnn766U45e98U/uVijDGmOd5cjDHGNMebizHGmOY0SxaWQfsq7YdMSJPZcGnPZzuGJsOK6NtXVUBD2lYzZ0UVMHNMMEeFSo4VkdtTZ8Px3Lt3b++aL3zhC53yqlWrOuVzzz13ajsqa4fjR5vvoUOHpn4e0XcOUwEjs/FSY0q7OnWezN6vbPFjnBVZpwpyOkZ7HOMAqe4Zo7korYefZ3NAHUJpxpluwXuodyi9lzpiRD8g5PLlyzvlLVu2dMr8PqsEcOV4UT/JEtyRocFEI/zLxRhjzIuANxdjjDHN8eZijDGmOWXNhVTOeDPI386dOzvlFStWTL0+IuK0007rlJVdk+3KbIVKD1E28uxzZTdXib6yeocmc8rOvBOVbCjTaKgrPPzww52y8l/K/G9UMiuexd+6devUNkREnHLKKZ3yK17xik6ZaycbC9raeQ/t02qtROQa3bR2ZGt2qKZSCcaq/JVIZQ0PTTg2Bo7PGM2F64saXkVfUsEwue4zjYuBKpcsWdIpb968uVPmOshQGqfSnCP66zzTixT+5WKMMaY53lyMMcY0x5uLMcaY5jTTXDJbKu2J99xzT6e8b9++TnnlypW9OjZt2tQpq9hOtJW28Emp2IlVOyp1KD1JJSDLYmspXwbWSR0sIuLss8/ulJlciHG/lH07g3Zi1kk/l4x77723U6Z+tG7duk45Gy/OE31nuKYrfi6sk2uyottwHlXcr4pmoHxO1Bqu6IYcj0q71D1sN9dX1i6V2CvTBRVK12K7uHYi+n4uXLP79++f2oZKu9lOFdsuoh/jrLJGiX+5GGOMaY43F2OMMc3x5mKMMaY5Zc1FnV/P4Pl91vG5z32uU16/fn2vjp//+Z/vlGl/pX1W5fSI6NtfVW4RajSVGGjK/6aiBan4Udn5dMWYOFbUYdRZ+4oeRzsv54TPWLt27dRyRMSaNWs6ZWp69L+hvTsiYtmyZZ3yggULOmX6ElXGT+UkqvhDvNBYYpnvg5onlU8oQ+k4lXh4bDv1EdXO7N0aWkf2/aa0WY4x28G4YRERS5cu7ZTpb0Ptke2qaFhKp87mgHpRxYeO+JeLMcaY5nhzMcYY0xxvLsYYY5rjzcUYY0xzyoL+0IRHEVrUpuCfOdsNdQJsIUKqOiuJl5TAmonxHGOOz9CxGEN2IILtoGOhEqyzOlWgQAqIFNYzEZIHQnbs2DH1GZmgz+co4Zxkn7MOlUytknBMHYDg55UDOEOdKitisnK8zA4asN7MyW82HK/sevZNHSjJUP3lM7iG6ZgY0Z8XOk1yXhlQMkuaR9QBpeyADu+xE6UxxpjvC7y5GGOMaY43F2OMMc0pay60u9NmmdntaItXzjwZSqsY4xSotKAWtmUV9C9LVKXsmkoLqqDGJ9NHGHCP9lgVmDGzZ6tkYbQts6/Z2qEz4oYNGzpl9o36SkQ/cKAKFlqBdSh9pJIsbGigyooTpQoQWRkLpbGoRF9ZW9lOpZdkwRy5JtV3QDZe7D+fw75yLWWOiCrIq3LirWgu/F5R856hEt6lzx18hzHGGCPw5mKMMaY53lyMMcY0p1ngyswmRxsl7Zi0gTO4XMTwBFpsZ6YFKU1FBYfLdAul/VS0IKW5jPHhUboWn5ldT/2D86bWQrY2GESSnHjiiZ1yxZeB2pA6z1/xNeIYqzlSQT0jdEDXikZFe78KqFnRR4haG1mdShtTQTsj+v1XfkGsI9OslE6jgtdmf1OBK+kPVnlf2Q6+BxX/JaV7qURzrfAvF2OMMc3x5mKMMaY53lyMMcY0p6y50BZIO3rFnkhUvKSIvq10qJZR8aVRNseKf46ycVdi8yjfjzHn00mLe5TPBdtJLSRCn8+nLsHxy/xxVGy1ip+QqmPMvPIa9YxMo1LxoXgPxyd7T5Rfi9KfsnayTuVfktWhNCiVcCzTcTINZVq7suuVnqT8XJiILqIfS0xpLnxvxiQ14/hk61HpXBX8y8UYY0xzvLkYY4xpjjcXY4wxzSlrLkqXyD6n3VzZ5jP7qzprr/wQxsQuUnVmdk7Vt0q7lC2+4pPyQu+pnJtX91Ris7GvQ+OmZe1UfiyV8/xDx0vF38rqVBpWhvIxUeWsH0PfaRVDLkL7gtDen7VhaL4b+sdl7VIaVUU7Y9upB9N3a2ZmZurnETqvkdI3K6iYcBUfxSwWosK/XIwxxjTHm4sxxpjmeHMxxhjTHG8uxhhjmlMW9BWZ4EPhTYnaTJQTkQconIYKsNmCzCFNPafifKdEWCX4Z+1SjnGVQwFECeUUITNBXyXMUsJlRQRXDqNj+q6ekT1TBRusJLxTouyYYIRDA7byfc6EYOU0WQm+yjpUwrHK4QXVV85RVgfbxYMEa9eu7ZTpRJnB700GiVXvWrbeOKZj1vmYhInEv1yMMcY0x5uLMcaY5nhzMcYY05yy5qKC2GXaCBMYKTtwFiwus+tOY0xgQaIciDIbprJXq88jtN18TPImMjSZUwb1DuVkms2BcqJUybEyWuheQ+skY4KaKi0tq1cFbK3oEEoDVdpGxUFZaUVZQET+TTn9VfQSReV7hpqwev/27t3bKfP7MEMlySNjHIPVHGWMCkw8+A5jjDFG4M3FGGNMc7y5GGOMaU5Zc1HJYjK/A5XUpxJY8NChQ4PqZJKkMXZ15UNQsVGq8cr0EepWygZOO3ElwZEKClgJJMgxXrRoUafM8/1ZX5Xvggr8mfVV3cPPM9+sSoDR2XD8sjo5T7S9sy/Z+hq6Jitrgyh9ZKjfVcS494Covqj1mbVD6SVHjhzp1cF7tmzZ0il/7Wtf65TPOOOMTvnMM8/s1am+r9g3fkdUfHqU7182B2q9VfAvF2OMMc3x5mKMMaY53lyMMcY0Z3RsMdpBM82FvglMllM5b/31r3+9Uz7vvPM65aFJlLJ7yJgYXsoezaRAmd8GYxXt3r27U6atmfbazNeINltqAqrOrK285sknn+yUFy9e3KuD0Gfgqaee6pRpF+baoT9ARF/LYJwmtrviI6D0EI5nxV9C+S9V9CQVW63i61HxW5nWhoqv1gt9ZoZ6P7N3S7Wd92Ra0Z49ezrlL33pS50y3/GHH364Uz711FN7dZ511lmdMtcC3y1+H2Ya39BYdpkuPSaZGvEvF2OMMc3x5mKMMaY53lyMMcY0x5uLMcaY5pQF/UqSHzI0gVEW2G3r1q1T61ABDzMhakzAR3U9n0NBrJIYjYLhV7/61U758OHDnfLy5cs75UyMp/BLAbCSfIh1UHznvLGdFQe+bDymPSMTdSn6L1mypFPmIQAK/lm9XMMUSzk2Fae2FwOOX4tAqarvFTF+TBBJ5eirkmFVkuaxTh6GOXDgQK8OCvRDExnyuyyiL9hznvhOjwlIOuYAU+U5Cv9yMcYY0xxvLsYYY5rjzcUYY0xzypqLckLK7JwqEB7J9JHt27d3ynQ0ZNDESoIyZY9WmkzFoUgF7DvppJN6f6MGwDqowbCdmQ2Yc8BrOJ4ZCxcu7JSpobCOMXZhllVQ00zHYTsY9JRrI3P2XLBgwdSycuDL+qr6wncne5f4N2p67DvXUvbuqb6opF0ZSl/j+GROp0pDUd9FFadA5TT52GOP9eqgPkIqOhdhO1Sw1QpKd65oMtR61PdZhn+5GGOMaY43F2OMMc3x5mKMMaY5Zc1lzLlnZRulHY9+ChER+/fv75TpQ0Ffhsx3gahAgfw88x8hQ8+SZ/Zu+mG87GUv65SpL9HfpHK+nzZe+tZk5/upXfA5HHOORRZIkGPMvlMfoc0866vyQaEukSWEYjs45kuXLu2UK2uDfVH27Mzfq7J+ZjPGVk9UENjsGexbJZCneq7qa0UDVWuSa2Hbtm29Oob62KkApZU6K4F4idJ+WM6CoLIvKlBq2o7BdxhjjDECby7GGGOa483FGGNMc8qGNPpH0N6anW9X8bZon830kp07d3bKTzzxRKc8MzMztR2ZvVbFKlLaUFan0lxoR89smGw720XfmIqtns9hncuWLeuUDx482KuDugx1L1LxZeDfKvM2m2ytKJ2B7crWLPu2d+/eTpm+DtT8Mv8lvgeM78b3IEsARds8y6xD6YgZ6hl8Lyox4ziPKoZcRL8v1MqUz0WmS7AOtp3+dPv27ZPtUprKGF9A1Tf1XkToBICVWGzsS6abKvzLxRhjTHO8uRhjjGmONxdjjDHNaRZbrKJtqHPhmb2Rz33wwQc75fPOO69Tpi0/s18r27zyqcjur+SRUZ9TM1G2U/Yts2fTT4PzpvxLsr/R1kx7NtuRaS4VzW4aFdsz26Vy7GSwL7t27eqU6Zu1YcOGXh1sK+eNdVTyBan4ZJX4UUPzzFR8jYbqMtkcqHdJ+ZNk3yNsO/1auFaydnHe1PdCxVeE91Db5vupYsxlz+Ec8H1++umne3VU8icp/MvFGGNMc7y5GGOMaY43F2OMMc3x5mKMMaY5ZUFfCYoVcVAlTcqgsHTfffd1ym984xs7ZTrXZSKaSi5EIU6VszrVoYGKaEsxj8Ib+5qJexQulUNVFoiRSbVU4E8KqpVkYayD5cpaoaOXSozGwJ8Reh65htnOzAmVjpac1/nz50+tM3suUestO0CiHPbUoYFsDStH4Ir4rtaGSuaXOfzROZb3KCfx7J6hTpOVJHDq0FMlgKR6/1jO1pY6TFTBv1yMMcY0x5uLMcaY5nhzMcYY05yy5sKAfAzolyX6UsHOlH0xu2b37t2d8te+9rVOmYEYM/s17ZYqUCVtq5VAb5VAgUQFlFNOkwsWLOjVyQB8nBNlI4/o21s518ohMrPXcnyoO9AGzn5ka4XPVYmqsjXLtrJvvIdOqhnUDZVGkPUtcwZ+oQx1+hujg6k5yHSbii4zG44fEwxG9NcTx5OaTNY3FRyUVL43huo4HIvs3VJOpup9juhrtU4WZowx5vsCby7GGGOa483FGGNMc8qGNNr+aEceE8yRtsDMrse/0Tb6+c9/vlN+5StfObUNEfo8urJ7VuzEhOOV2aKHnpunHpXVSU3g0KFDnTJtuBXfBdqvVR1ZuzI772w4nvTxyezwKjEaP88SjnGe2M6FCxdOrTPrl9KgOD4V+7byt+EcZO8Bx5BjrjSFbK1Q/xhaZ3YN+0o9gGsj8zViHWw7v1cyLYPtom5DPyrOYzYH/BvrrCQEJMrnUCVLjOi/GxV9jfiXizHGmOZ4czHGGNMcby7GGGOaU9ZclD6S2fnU2XzaQTNbM+2c9OX4j//4j075iiuu6JRXr17dq1PF1hmarCi7hmXlO1OB99D+T1t09jeVkCyzrQ6N7VSx91O3UbZ42oXZ94i+nZwxvFSdEf0xpu1ZaTLZmmf/qbGo8czgPA3VYLI6VHw3FZcuq5Nl9j1rF/9GTUVpLFxbERFr1qzplLdv3z71nuz95N/YlzFxwXiPigvG8czaqd6/SmwxXlPReoh/uRhjjGmONxdjjDHN8eZijDGmOWXNReX9UHHEIrQOUTnfz+fSb+Nzn/tcp7xixYpeHSpml9KXKnGHVB6LzM7J8eA1bCdtvpm9n3+jfboSj0vpMrTxVvL2qL4RxrbL1oqaR3V9Vi81FdqeeX02r8oGrmJnZddwfQ3N4RHRn2s1rxWfFXUN25HVwXaxb8zDQ12R+Yci+vqb8vfK1pfy01O6q8q5k9WpcsJUNCul71Y0ZPrwVPAvF2OMMc3x5mKMMaY53lyMMcY0x5uLMcaY5jQT9DNRUgm7yvErg4IW23HXXXd1yhdddFGvDhUcTiVJqjjKqUB5mYjG5/KQBD9n3ysiN4VN9j1zQFOiv3L6y4RMlXCM7VZBKLNrlPie1aGcxzLBfjbZe6CE88phD64Ftb5UUMrsb+rQAEXdbK2otVBJjMbnsMxkYHwPmDAwoi9QM9Ee25Ul3lPOrlxPFedrlciL75469FNBJSWMqB1iUviXizHGmOZ4czHGGNMcby7GGGOaU9ZcmEyHTm1Zch3llNVrTGIDV3bh+fPnd8pf+tKXOuUvfvGLvTovvPDCTnmo81Nmf6RdXekhmWOTSlqmAmpm40eNhTZcJhPL6lA28DGBFzk+1DbY7kpyOtapHNIyfYTPUcEHK4nR6LDHe6gvZQ7JbFemd8xGvTdZO5TmyWdW5jkbj9lkfaUecuDAgal10FE6C7LIvu3bt69TpnaRrS+OqdIF+czK95tySGadWXI69b3BOrLxqiQUU/iXizHGmOZ4czHGGNMcby7GGGOaU9ZclD0xO29d0QSmPSP7mwrKRhvkbbfd1qvzZS97WaecBbecjfIpyNqhgl9mGpWy0dJ+rTSa7DlMfjVGt1GBBSvaBsdQaVSVwIJsl0pwNEb3IuxHFuCPGgJh37NnquChyq8lm4OhvgwV/wj2lc+ldpvpPNSoOKZ8X6kbZnoUtR22qxLAdaiPU8UHRSUYU5pfNq/Ughjos6KV8bkqsGyGf7kYY4xpjjcXY4wxzfHmYowxpjllzUUlRcrsxCqeFj/PbIFKu6DNkTGBNm/e3KvzX//1Xzvl17/+9Z2y0liyvqqET5UkP5kOM+25Ki5RRO1Mu6pDxfVSCaGys/hDE5DxmZm9v7Im1ecqHp7Sl7I6qXMpv6lMhxhzz2xaJAtT8cuyOqiX8JmMExbR10yWLl3aKdPHjmRrQ/kjVd5xpSWq5GqZBsO/sU7ls5J9j7AOvtNKM83ala0fhX+5GGOMaY43F2OMMc3x5mKMMaY53lyMMcY0pyzoUwiuONXQoUqJRJkTl0qeo8RlOgBGRHziE5/olM8777xOec2aNZ0y+56JpxQZKZJxvCoHIFQATVIRITle7Fs2Bypookocl9WpxHaulYpDGutUwQgrwQnVcyvt4txz3avDINk1bOeY4KFEBTjk+GYOo1wbTz/9dKfM74TMWXHx4sWd8pIlSzplHhBRAV2z56igppU1q8R2JdZH6IR26tBOpU518KByKMBOlMYYY74v8OZijDGmOd5cjDHGNKesuQwNXhjRtznSRsvPM2c7BpxTDkFKY4iIOHjwYKf84Q9/uFN++9vf3rtnNplNl31jEjPaNSvJd5RGwLHIHJ1Ucitlj43ozz3nhM/l5yqxVdYONY+VIKfq86yvqg6lsVQc+KhlcHwyR1eVdItUNBgVJJFQL8kSfVFjYVm9JxF9jYVOqMrRtaKXqGCh2feZcnJW73glWRivUbq0corO2kGytaG07Ar+5WKMMaY53lyMMcY0x5uLMcaY5pQ1F3UWv6K5KD+OzIarNBZSsZ3Sznvvvfd2ykwm9trXvrZTZnDMiH5CnoULF3bK7Edmv2XblQ1XaTAR+jy/8gWJ6Nt9+Ry2kxpNNgcqORPbzXP2mQ1Y+blU9CU1xpUkXITPUe9FphnwHo6X0iEqflXsC7Ugjjn1lIh+oi+2k2uDPi0RfY2F9n/1nmTaEf/G97OiZQxNBlZJXqfmie9aRV9S96i1kqH80tJ7Bt9hjDHGCLy5GGOMaY43F2OMMc0ZrbmoODrZPcpXITsHzucMTVSVwToYF+wjH/lIp7xu3bpO+ayzzpJ1UoOhrTmzcyp7v4plVEmgpeat4iujfCjYzoqtWcXKUvdH9Puv4tBldShdhuNFnTCrU/VV+fhk7eAY075fiV/GdrAO+qTQz4VrPKKv01DfZOKvzLdN+aCo8cu+i7gWOG98RhZLS+mXnKOKH5ryY+GaHeN/ohIsVnzGKroM8S8XY4wxzfHmYowxpjneXIwxxjSnrLmMqhy2PtpslS0/Q+UiUPbZCJ2r4MiRI53ynXfe2SmvXLmyVyc1FdZBXSfTl4bqI6QSP0p9XqlD5QqpaBu0RyvfjwrUDJQ/RCVeV8WPZdozIrT+UfHNUnOg+pLZ1amp0G+F+snhw4c75czeTx8wlqmxZO+BmjeOj4ovmNWR+ejMJntvli9fPrUOrunMb0+hfLMq+YPY/6EaafbcMfiXizHGmOZ4czHGGNMcby7GGGOa483FGGNMc8qC/hjhnIKfEm0zEY1iO0UyJYBVHAtVYLft27d3ypnzmHJmYkC/SpKfoe3MUMJ4ZQ4Ix5RjTmGzEgxTOSuSyiEBtmuMs6L6vCKs87lsO9dOJqaq8VGOmtn6pKB/4MCBTpl9YR0M/hjRP7hCAb/irKjWoHJWzJLTse1MGEgy507+jQ6iFPgrgT7ZVvVeKIfIDI4525UJ+nzOmMMJ/uVijDGmOd5cjDHGNMebizHGmOaUNRflIFSx1atAi5UAamSojTxCaxd8Ju2zFZs466AzGZ0uI/o6jApaV7Ffq2CXqt0R/fFSY14JSDqUiiMnbclKH6kEc+Q11Cl4fWabVvfw80xvUkETqY+w3Zm9n06RbAefwTWb6RK8RgWhzFBJBNX6y55BbYNOzmxn1je+nyzzHpXwLqI/b/v37++U2RfOUdZO9b6q4KtZW8e8w/7lYowxpjneXIwxxjTHm4sxxpjmlA1ptNmq4GjZNeqMdiXhmEpaUzmfTfsq61Q2XwbgjOif+ac9m3WyDRF9OyfLvIc230pfx/iPqKRbSherJPZS2pDyWcn+pnx4Knoc+04bOcvZ2mC7VIKxzFeGbWUdvIefK7+ODOqEXG+LFi3q3aOCTir/nMo9SlvL1iM1F6VZVTRRPje7ZzZZX7kmqaHwe4TrK/Pp4XeR8mupJGkcE0jWv1yMMcY0x5uLMcaY5nhzMcYY05yy5qI0lkqcJpX8KtMMaINkHSrGWaZtKN2GqNg8WZ3sG23eWbuWLVvWKfPMO23g8+bNm9rOCH1enfNW0b1on6Ytmnbg7Cy+mnvlN5XNgbK9V/Q7+hGwTtrAWWemubBOUvHjYH9Z51ANJqI/b7TVU0Pg+svgvI6Ja6Xs+3x32NfK+833gs/M6lB6kdKYK3HUVB3q+zCi//5xnitx50gljiHxLxdjjDHN8eZijDGmOd5cjDHGNGd0PhfamjN7IqE9sRKzStk1FZmtkPZnpV2cfPLJnTJzs0RELFmypFNW+tKePXtkWzmmtPfT9yg7r846OJ60o2fjq87Fcy2w75W4c8rmzTrG2MRV3LCIvr1aaRfM7ZPl+lG5MDiPmQ5BLSfzhZkN+1aJA8b8JFw7HN/s3VJ6SeWd5/pSc0/NIFsb/BvfeY5nJWbX4sWLO2XOPceHuW4i+uuNfVcxCTM/F44X68zuISp/VwX/cjHGGNMcby7GGGOa483FGGNMc7y5GGOMaU5Z0KdoRrGqEriSzjwUKbM6lDCurs+gmEchkwLYKaec0ilnQQApoKrkOplwvnPnzk6ZYh4F1jGJl9guzkHWrkzcHNIuHkSI0IKhSrRUSdjGOinaZmIyxXWKn3ReZNKpTCxlW3kN12wlcKUS7FleunRpr07C94JUHOmUszXnpOJEqQT9yncRx5Trid8BlUCN/E7koR6uDRXYMmJ4IsMMzn32rswmGy+OT+V7lfiXizHGmOZ4czHGGNMcby7GGGOaU9ZcVIKtzB7Lv6lkThm0a9IurALlZQEiqf0QBpCk9pEFIlSaFMk0GTrbZVrFbNi3zH6tNCvacLPxUs5zLLOObJ6VFsTP+YyKwy1RATgj+poLyypgZLY2OMa8ptI3jg+DTNLOzjWe6Wb8m0rSpd7nChXdZmiSN+VwG9GfJ44P1wI1mAitCxImU8vGizqMctrlOqisFc6zeteytlpzMcYY832BNxdjjDHN8eZijDGmOWXNRZ1XH3MGXgVqjOjbRlWZ7cwSHClbMe2t1HkyPxcVJJHjlZ1XV4EXqeuwDhXMMKLf9zEB6dRcc06yeVV9Vb4zFb8qlYAsCzLJMWYdau1kfi5sl9IFs/HlOuYY045OW342zxXb+2zUmo7o95WagEroFtGfJ6XVVpLAcUw5fkqTydrKNUotjYEqM32EbedzlS6drRX6NHE8ud6ywKpcx0MTLEb4l4sxxpgXAW8uxhhjmuPNxRhjTHPKmos6i5/Z/hi3ivZE2gZVDKsMFa8n8yehhkI7O5MA0bacJfpS+kjFljo0btpQ35qsnZXz67Q1c145PrQ9Z3Z1lXAs87cZCm3JHHP2I6I/hqovlVhZ/BvXLNdj9h4ofVLpJ9l48m/Kt4HPyN4t1qF8Y7I6lF8L130l/iDXAsePc5LpEPy+Un2hppd9V/Fvyq+Pz8zqVMnTKpqoigNZwb9cjDHGNMebizHGmOZ4czHGGNMcby7GGGOaMzpwZSVpDZPnsA46K2aiI515lDMUxT+VAClCJ1qiYJgFlDx06FCnzOCXlUCfvEYdmlCOmxH9MaV4R/GvEvySdXAtqDmLyAM8zkYdGsj6qpwoK3WwryyroKdZwEOuJ4qwlXdLCfZDA4FG6DXJeyoJ2zg+ak1z/WX3KNhuBhvNnssx53hVHJIZmPLJJ5+cWmfF8ZfOsuwL107FCZXt4DxmfR2acCzDv1yMMcY0x5uLMcaY5nhzMcYY05yy5qIC0jF5UUTf/qqCtGXQBsl2KMfL7HPaW5UjobLlR0Ts2LGjU56ZmemUVVC7CG1rVnpAplmxrcpmm9lflSOcctgbk2iI7VLBDCN0UMSKs52ygXM90X6dvQdE6YCZPqIcZNXn2XjRFq+cKscED2Udak6yv3FeOebU57I6M2fNaZ9nTs4qeC/frYrjoXKa5Jxw/WWBUivzNK3OrN7Kuu61Y/AdxhhjjMCbizHGmOZ4czHGGNOcOROVjcYYY4wZiH+5GGOMaY43F2OMMc3x5mKMMaY53lyMMcY0x5uLMcaY5nhzMcYY0xxvLsYYY5rjzcUYY0xzvLkYY4xpzv8D/7xJ9jj31PQAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "#We, make the trained model and save in the drive by using the joblib.\n", + "from sklearn import datasets, svm, metrics, model_selection;\n", + "import joblib;\n", + "import numpy as np;\n", + "import pandas as pd;\n", + "\n", + "feat=imag.reshape(1,-1);\n", + "\n", + "#Set the value of the Path_model where, we have to store the model in pkl. file on Drive.\n", + "path_model='/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl';\n", + "\n", + "#Train the Model by the help of Classifications.\n", + "face_model=joblib.load(path_model);\n", + "\n", + "#predict the image model by datasets.\n", + "result=face_model.predict(feat);\n", + "\n", + "print(\"Prediction: \",int(result[0]));\n", + "\n", + "#set the location of the zip image file.\n", + "path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(result[0],1);\n", + "\n", + "im_pred = mimg.imread(path)\n", + "\n", + "plt.figure(1,(8,5))\n", + "plt.subplot(1,2,1)\n", + "plt.imshow(im,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"Query image\")\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.imshow(im_pred,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"predicted user\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 439 + }, + "id": "E1EIhY3Zqpfg", + "outputId": "cd547008-764c-4ce2-b3e1-c2b59ff5b0ac" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Prediction: 4\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'predicted user')" + ] + }, + "metadata": {}, + "execution_count": 47 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Example of FP-(FALSE - POSITIVE), Very, Dangerous I check but I don't know where is the problem where all snippet is found to be correct, I refer to my friend's colab notebook for reviewing." + ], + "metadata": { + "id": "ifR4f7TZufyR" + } + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.image as mimg\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# load the query image\n", + "usrId = int(input(\"Enter the user number:\"))\n", + "samp = np.random.randint(1,10) # selecting any random sample number\n", + "path = \"/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png\"%(usrId,samp)\n", + "\n", + "im = mimg.imread(path)\n", + "\n", + "plt.figure(1,(5,5))\n", + "plt.imshow(im,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"Query image\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 481 + }, + "id": "BkvbI7mGuvrT", + "outputId": "606661c2-c7a1-4cc5-a8dc-932a076424f1" + }, + "execution_count": 57, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enter the user number:25\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Query image')" + ] + }, + "metadata": {}, + "execution_count": 57 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import joblib\n", + "from sklearn import svm ,metrics\n", + "# calcualte the features of the query image\n", + "feat_query = im.reshape(1,-1)\n", + "\n", + "# model path\n", + "path_model = '/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl';\n", + "# load the trained model\n", + "face_model = joblib.load(path_model)\n", + "\n", + "\n", + "# predict the id of the query image\n", + "id = face_model.predict(feat_query)\n", + "print(\"User id predicted is :\",int(id[0]))\n", + "\n", + "\n", + "path = \"/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png\"%(id[0],1)\n", + "\n", + "im_pred = mimg.imread(path)\n", + "\n", + "plt.figure(1,(8,5))\n", + "plt.subplot(1,2,1)\n", + "plt.imshow(im,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"Query image\")\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.imshow(im_pred,cmap='gray')\n", + "plt.axis('off')\n", + "plt.title(\"predicted user\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 439 + }, + "id": "qlCM0MPMu6Cm", + "outputId": "4192dd64-73d9-4a47-ec9b-904193751fc7" + }, + "execution_count": 58, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "User id predicted is : 39\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'predicted user')" + ] + }, + "metadata": {}, + "execution_count": 58 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#False-Positive!" + ], + "metadata": { + "id": "1t0Zy87QwWXi" + } + }, + { + "cell_type": "markdown", + "source": [ + "#Now, working on Generating an Computer Applications to analyze the Brain Tumor Problem." + ], + "metadata": { + "id": "GM4EnVrPwZbX" + } + }, + { + "cell_type": "code", + "source": [ + "#Now, unzip the tumor files.\n", + "!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/new_train-20240708T093236Z-001.zip' -d '/content/drive/MyDrive/Colab Notebooks'" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GW52Ok5xwV5j", + "outputId": "71cdbe42-d7a0-45ac-c64e-e83609f92ede" + }, + "execution_count": 59, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Archive: /content/drive/MyDrive/Colab Notebooks/orl_face/new_train-20240708T093236Z-001.zip\n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(36).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(26).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(3).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(12).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(49).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(21).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(28).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(17).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(10).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(29).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(47).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(18).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(43).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(23).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(2).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(48).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(24).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(19).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(50).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(1).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(22).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(42).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(32).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(9).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(13).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(44).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(61).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(34).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(7).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(58).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(15).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(60).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(5).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(27).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(45).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(53).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(35).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(20).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(4).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(38).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(51).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(46).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(30).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(57).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(55).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(33).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(37).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(52).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(41).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(11).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(39).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(54).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(8).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(40).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(56).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(16).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(14).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(25).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(31).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(59).png \n", + " inflating: /content/drive/MyDrive/Colab Notebooks/new_train/d(6).png \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Finding the Tumor in the Brain with the White-Spot.\n", + "import matplotlib.pyplot as plt;\n", + "import matplotlib.image as mimg;\n", + "import numpy as np;\n", + "plt.figure(1,figsize=(10,10));\n", + "for i in range(1,62,1):\n", + " path='/content/drive/MyDrive/Colab Notebooks/new_train/d(%d).png'%(i);\n", + " imag=mimg.imread(path);\n", + " plt.subplot(8,8,i);\n", + " plt.imshow(imag,cmap='gray');\n", + " plt.title(i);\n", + " plt.tight_layout();\n", + " plt.axis(\"off\");\n", + " #plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 718 + }, + "id": "1ZOmYmmaxHei", + "outputId": "a7bcde13-e417-4126-ae2c-54bbd4b3b336" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML.ipynb b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML.ipynb new file mode 100644 index 0000000..bae897e --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/Day_7_DHRUVDHAYAL_AI_ML.ipynb @@ -0,0 +1,638 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#Decision Tree Making!" + ], + "metadata": { + "id": "tIAQFWdU_l7X" + } + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hbsWDzX7-pu2", + "outputId": "9659d980-bf00-4913-9de7-862d4b8858c9" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Data Represented: \n", + "\n", + " 2. Description of the Data complete: {'data': array([[5.1, 3.5, 1.4, 0.2],\n", + " [4.9, 3. , 1.4, 0.2],\n", + " [4.7, 3.2, 1.3, 0.2],\n", + " [4.6, 3.1, 1.5, 0.2],\n", + " [5. , 3.6, 1.4, 0.2],\n", + " [5.4, 3.9, 1.7, 0.4],\n", + " [4.6, 3.4, 1.4, 0.3],\n", + " [5. , 3.4, 1.5, 0.2],\n", + " [4.4, 2.9, 1.4, 0.2],\n", + " [4.9, 3.1, 1.5, 0.1],\n", + " [5.4, 3.7, 1.5, 0.2],\n", + " [4.8, 3.4, 1.6, 0.2],\n", + " [4.8, 3. , 1.4, 0.1],\n", + " [4.3, 3. , 1.1, 0.1],\n", + " [5.8, 4. , 1.2, 0.2],\n", + " [5.7, 4.4, 1.5, 0.4],\n", + " [5.4, 3.9, 1.3, 0.4],\n", + " [5.1, 3.5, 1.4, 0.3],\n", + " [5.7, 3.8, 1.7, 0.3],\n", + " [5.1, 3.8, 1.5, 0.3],\n", + " [5.4, 3.4, 1.7, 0.2],\n", + " [5.1, 3.7, 1.5, 0.4],\n", + " [4.6, 3.6, 1. , 0.2],\n", + " [5.1, 3.3, 1.7, 0.5],\n", + " [4.8, 3.4, 1.9, 0.2],\n", + " [5. , 3. , 1.6, 0.2],\n", + " [5. , 3.4, 1.6, 0.4],\n", + " [5.2, 3.5, 1.5, 0.2],\n", + " [5.2, 3.4, 1.4, 0.2],\n", + " [4.7, 3.2, 1.6, 0.2],\n", + " [4.8, 3.1, 1.6, 0.2],\n", + " [5.4, 3.4, 1.5, 0.4],\n", + " [5.2, 4.1, 1.5, 0.1],\n", + " [5.5, 4.2, 1.4, 0.2],\n", + " [4.9, 3.1, 1.5, 0.2],\n", + " [5. , 3.2, 1.2, 0.2],\n", + " [5.5, 3.5, 1.3, 0.2],\n", + " [4.9, 3.6, 1.4, 0.1],\n", + " [4.4, 3. , 1.3, 0.2],\n", + " [5.1, 3.4, 1.5, 0.2],\n", + " [5. , 3.5, 1.3, 0.3],\n", + " [4.5, 2.3, 1.3, 0.3],\n", + " [4.4, 3.2, 1.3, 0.2],\n", + " [5. , 3.5, 1.6, 0.6],\n", + " [5.1, 3.8, 1.9, 0.4],\n", + " [4.8, 3. , 1.4, 0.3],\n", + " [5.1, 3.8, 1.6, 0.2],\n", + " [4.6, 3.2, 1.4, 0.2],\n", + " [5.3, 3.7, 1.5, 0.2],\n", + " [5. , 3.3, 1.4, 0.2],\n", + " [7. , 3.2, 4.7, 1.4],\n", + " [6.4, 3.2, 4.5, 1.5],\n", + " [6.9, 3.1, 4.9, 1.5],\n", + " [5.5, 2.3, 4. , 1.3],\n", + " [6.5, 2.8, 4.6, 1.5],\n", + " [5.7, 2.8, 4.5, 1.3],\n", + " [6.3, 3.3, 4.7, 1.6],\n", + " [4.9, 2.4, 3.3, 1. ],\n", + " [6.6, 2.9, 4.6, 1.3],\n", + " [5.2, 2.7, 3.9, 1.4],\n", + " [5. , 2. , 3.5, 1. ],\n", + " [5.9, 3. , 4.2, 1.5],\n", + " [6. , 2.2, 4. , 1. ],\n", + " [6.1, 2.9, 4.7, 1.4],\n", + " [5.6, 2.9, 3.6, 1.3],\n", + " [6.7, 3.1, 4.4, 1.4],\n", + " [5.6, 3. , 4.5, 1.5],\n", + " [5.8, 2.7, 4.1, 1. ],\n", + " [6.2, 2.2, 4.5, 1.5],\n", + " [5.6, 2.5, 3.9, 1.1],\n", + " [5.9, 3.2, 4.8, 1.8],\n", + " [6.1, 2.8, 4. , 1.3],\n", + " [6.3, 2.5, 4.9, 1.5],\n", + " [6.1, 2.8, 4.7, 1.2],\n", + " [6.4, 2.9, 4.3, 1.3],\n", + " [6.6, 3. , 4.4, 1.4],\n", + " [6.8, 2.8, 4.8, 1.4],\n", + " [6.7, 3. , 5. , 1.7],\n", + " [6. , 2.9, 4.5, 1.5],\n", + " [5.7, 2.6, 3.5, 1. ],\n", + " [5.5, 2.4, 3.8, 1.1],\n", + " [5.5, 2.4, 3.7, 1. ],\n", + " [5.8, 2.7, 3.9, 1.2],\n", + " [6. , 2.7, 5.1, 1.6],\n", + " [5.4, 3. , 4.5, 1.5],\n", + " [6. , 3.4, 4.5, 1.6],\n", + " [6.7, 3.1, 4.7, 1.5],\n", + " [6.3, 2.3, 4.4, 1.3],\n", + " [5.6, 3. , 4.1, 1.3],\n", + " [5.5, 2.5, 4. , 1.3],\n", + " [5.5, 2.6, 4.4, 1.2],\n", + " [6.1, 3. , 4.6, 1.4],\n", + " [5.8, 2.6, 4. , 1.2],\n", + " [5. , 2.3, 3.3, 1. ],\n", + " [5.6, 2.7, 4.2, 1.3],\n", + " [5.7, 3. , 4.2, 1.2],\n", + " [5.7, 2.9, 4.2, 1.3],\n", + " [6.2, 2.9, 4.3, 1.3],\n", + " [5.1, 2.5, 3. , 1.1],\n", + " [5.7, 2.8, 4.1, 1.3],\n", + " [6.3, 3.3, 6. , 2.5],\n", + " [5.8, 2.7, 5.1, 1.9],\n", + " [7.1, 3. , 5.9, 2.1],\n", + " [6.3, 2.9, 5.6, 1.8],\n", + " [6.5, 3. , 5.8, 2.2],\n", + " [7.6, 3. , 6.6, 2.1],\n", + " [4.9, 2.5, 4.5, 1.7],\n", + " [7.3, 2.9, 6.3, 1.8],\n", + " [6.7, 2.5, 5.8, 1.8],\n", + " [7.2, 3.6, 6.1, 2.5],\n", + " [6.5, 3.2, 5.1, 2. ],\n", + " [6.4, 2.7, 5.3, 1.9],\n", + " [6.8, 3. , 5.5, 2.1],\n", + " [5.7, 2.5, 5. , 2. ],\n", + " [5.8, 2.8, 5.1, 2.4],\n", + " [6.4, 3.2, 5.3, 2.3],\n", + " [6.5, 3. , 5.5, 1.8],\n", + " [7.7, 3.8, 6.7, 2.2],\n", + " [7.7, 2.6, 6.9, 2.3],\n", + " [6. , 2.2, 5. , 1.5],\n", + " [6.9, 3.2, 5.7, 2.3],\n", + " [5.6, 2.8, 4.9, 2. ],\n", + " [7.7, 2.8, 6.7, 2. ],\n", + " [6.3, 2.7, 4.9, 1.8],\n", + " [6.7, 3.3, 5.7, 2.1],\n", + " [7.2, 3.2, 6. , 1.8],\n", + " [6.2, 2.8, 4.8, 1.8],\n", + " [6.1, 3. , 4.9, 1.8],\n", + " [6.4, 2.8, 5.6, 2.1],\n", + " [7.2, 3. , 5.8, 1.6],\n", + " [7.4, 2.8, 6.1, 1.9],\n", + " [7.9, 3.8, 6.4, 2. ],\n", + " [6.4, 2.8, 5.6, 2.2],\n", + " [6.3, 2.8, 5.1, 1.5],\n", + " [6.1, 2.6, 5.6, 1.4],\n", + " [7.7, 3. , 6.1, 2.3],\n", + " [6.3, 3.4, 5.6, 2.4],\n", + " [6.4, 3.1, 5.5, 1.8],\n", + " [6. , 3. , 4.8, 1.8],\n", + " [6.9, 3.1, 5.4, 2.1],\n", + " [6.7, 3.1, 5.6, 2.4],\n", + " [6.9, 3.1, 5.1, 2.3],\n", + " [5.8, 2.7, 5.1, 1.9],\n", + " [6.8, 3.2, 5.9, 2.3],\n", + " [6.7, 3.3, 5.7, 2.5],\n", + " [6.7, 3. , 5.2, 2.3],\n", + " [6.3, 2.5, 5. , 1.9],\n", + " [6.5, 3. , 5.2, 2. ],\n", + " [6.2, 3.4, 5.4, 2.3],\n", + " [5.9, 3. , 5.1, 1.8]]), 'target': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]), 'frame': None, 'target_names': array(['setosa', 'versicolor', 'virginica'], dtype='\n", + "\n", + " 2. Total Length of the Attributes: 150\n", + "\n", + " 3. Type of the Labels: \n", + "\n", + " 4. Total Length of the Labels: 150\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the values of the Data.\n", + "\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=7);\n", + "print(\"\\n 1. Training Data: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2, Testing Data: \",Xtest.shape,\" \",ytrain.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yPoJ5YBUArk0", + "outputId": "a0a26f57-fff6-496e-fd62-db3cb95b3e8e" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data: (105, 4) (105,)\n", + "\n", + " 2, Testing Data: (45, 4) (105,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we needto train the model in a proper Manner.\n", + "#Classification of the Model.\n", + "\n", + "clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=None);\n", + "\n", + "#Training the Model to become the Trained Data.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Now, we need to test the data based on it's labels.\n", + "#predict the training data for training accuracy.\n", + "ypredTrain=clff_model.predict(Xtrain);\n", + "\n", + "#Predict the testing data for testing accuracy.\n", + "ypredTest=clff_model.predict(Xtest);\n", + "\n", + "print(\"\\n --> Predicted Training Data : \",ypredTrain.shape);\n", + "print(\"\\n --> Predicted Testing Data : \",ypredTest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "75mShGsvBiyw", + "outputId": "b6e7217d-ead2-4c9b-d6ba-994ae0c08225" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Predicted Training Data : (105,)\n", + "\n", + " --> Predicted Testing Data : (45,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the values of the accuracy, precision, recall, f1-score.\n", + "#We, need to measure the Training and Testing Accuracy.\n", + "\n", + "accTrain=metrics.accuracy_score(ypredTrain,ytrain);\n", + "accTest=metrics.accuracy_score(ypredTest,ytest);\n", + "\n", + "print(\"\\n --> Training Accuracy: \",accTrain);\n", + "print(\"\\n --> Testing Accuracy: \",accTest);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AKiewPuuCj_J", + "outputId": "a0ec36c3-6b23-4907-9b42-f6d9c664cd80" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Training Accuracy: 1.0\n", + "\n", + " --> Testing Accuracy: 0.8666666666666667\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show the values of the Graph in decision forms.\n", + "import matplotlib.pyplot as plt;\n", + "plt.figure(1,figsize=(5,10));\n", + "tree.plot_tree(clff_model,filled=True);\n", + "plt.show();" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "RjAa2bGcDC3G", + "outputId": "f21e2c78-d368-4946-d7b2-5bd70dc9079c" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# >> Now, we need to perform the decision tree to find the actual values on the Diabetes Datasets." + ], + "metadata": { + "id": "w330H_J0EtLd" + } + }, + { + "cell_type": "code", + "source": [ + "#Importing all the built in Libraries in sklearn.\n", + "from sklearn import datasets;\n", + "from sklearn import svm;\n", + "from sklearn import metrics;\n", + "from sklearn import model_selection;\n", + "\n", + "#Importing the another Libraries.\n", + "import matplotlib.pyplot as plt;\n", + "#import matplotlib.image as plt;\n", + "import pandas as pd;\n", + "import numpy as np;\n", + "\n", + "#Now, we need to show the actual Values.\n", + "path='/content/diabetes.csv';\n", + "data=pd.read_csv(path);\n", + "\n", + "#Showing the Values of the Data.\n", + "print(\"\\n 1. Type of the Information Available in the Datasets of Diabetes: \",type(data));\n", + "print(\"\\n 2. Complete Description of the Data Given Here: \",data.shape);\n", + "print(\"\\n------------------------------------------------------------------------------------\");\n", + "print(\"\\n 3. Show the Data with Descriptions: \\n\\n\",data);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mldyEnRxEqvo", + "outputId": "55283287-275b-4ea7-ec4f-a86e0bd1c5b5" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Type of the Information Available in the Datasets of Diabetes: \n", + "\n", + " 2. Complete Description of the Data Given Here: (768, 9)\n", + "\n", + "------------------------------------------------------------------------------------\n", + "\n", + " 3. Show the Data with Descriptions: \n", + "\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "0 6 148 72 35 0 33.6 \n", + "1 1 85 66 29 0 26.6 \n", + "2 8 183 64 0 0 23.3 \n", + "3 1 89 66 23 94 28.1 \n", + "4 0 137 40 35 168 43.1 \n", + ".. ... ... ... ... ... ... \n", + "763 10 101 76 48 180 32.9 \n", + "764 2 122 70 27 0 36.8 \n", + "765 5 121 72 23 112 26.2 \n", + "766 1 126 60 0 0 30.1 \n", + "767 1 93 70 31 0 30.4 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome \n", + "0 0.627 50 1 \n", + "1 0.351 31 0 \n", + "2 0.672 32 1 \n", + "3 0.167 21 0 \n", + "4 2.288 33 1 \n", + ".. ... ... ... \n", + "763 0.171 63 0 \n", + "764 0.340 27 0 \n", + "765 0.245 30 0 \n", + "766 0.349 47 1 \n", + "767 0.315 23 0 \n", + "\n", + "[768 rows x 9 columns]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to specify the data with a particular Locations.\n", + "x=data.drop('Outcome',axis=1,inplace=False);\n", + "y=data['Outcome'];" + ], + "metadata": { + "id": "QGnCMB7MGADL" + }, + "execution_count": 20, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to split the data in training and testing.\n", + "ratio=0.3;\n", + "Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(x,y,test_size=ratio,random_state=7); # Change X to x\n", + "print(\"\\n 1. Training Data Values: \",Xtrain.shape,\" \",ytrain.shape);\n", + "print(\"\\n 2. Testing Data Values: \",Xtest.shape,\" \",ytest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cdxtkuqoG_YO", + "outputId": "e8ea6464-1076-47f8-97df-eb9b277a4a48" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " 1. Training Data Values: (537, 8) (537,)\n", + "\n", + " 2. Testing Data Values: (231, 8) (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to classify the Model.\n", + "#Proper Classification should be done on time!\n", + "\n", + "clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=5);\n", + "\n", + "#Training the Values of the Models.\n", + "clff_model=clff_model.fit(Xtrain,ytrain);\n", + "\n", + "#Predict the values of the Training Data Values.\n", + "ypredTrain=clff_model.predict(Xtrain);\n", + "\n", + "#Predict the Values of the Testing Data Values.\n", + "ypredTest=clff_model.predict(Xtest);\n", + "\n", + "print(\"\\n --> Traning Data Prediction: \",ypredTrain.shape);\n", + "print(\"\\n --> Testing Data Prediction: \",ypredTest.shape);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FkqircpeHEJ8", + "outputId": "d0f6be9d-a836-45d0-a0c5-d660869f086e" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Traning Data Prediction: (537,)\n", + "\n", + " --> Testing Data Prediction: (231,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to calculate the overall accuracy of the Model in testing and training seperately!\n", + "\n", + "accTrain=metrics.accuracy_score(ypredTrain,ytrain);\n", + "accTest=metrics.accuracy_score(ypredTest,ytest);\n", + "\n", + "#Printing all overall values.\n", + "print(\"\\n --> Training Accuracy: \",accTrain);\n", + "print(\"\\n --> Testing Accuracy: \",accTest);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fS1IFMqiH2kK", + "outputId": "7fb9bb08-70d2-404e-ace5-73410ac492a6" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + " --> Training Accuracy: 0.8324022346368715\n", + "\n", + " --> Testing Accuracy: 0.70995670995671\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "#Now, we need to show the values of the Graph forms!\n", + "plt.figure(1);\n", + "tree.plot_tree(clff_model,filled=True);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "Xqy51OAZIZMg", + "outputId": "903d6228-5cac-458f-879b-ec0e656b0c47" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#Now, we make the direct acess data from the Google Drive Directly!" + ], + "metadata": { + "id": "etqifk1lTqS1" + } + } + ] +} \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml (1).py b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml (1).py new file mode 100644 index 0000000..877950c --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml (1).py @@ -0,0 +1,272 @@ +# -*- coding: utf-8 -*- +"""Day-7_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1K26xv32kLaOTY8qLVpCVxFylXPeMLQx7 + +#Now, we directly acess the data values from the Drive Directly! +""" + +from google.colab import drive; +drive.mount('/gdrive'); + +!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face.zip' -d '/content/drive/MyDrive/Colab Notebooks/orl_face' + +#Now, Importing the Images data from the unzip files. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import numpy as np; +import pandas as pd; + +#Now, we need to read the values of the Data from a Drive. +user_name=24; #Labels. +samples_no=6; #Define the Variable Sample_Numbers. +path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,samples_no); + +#Now, we need to read the data from images. +imag=mimg.imread(path); +print("\n 1. Type of the Image is: ",type(imag)); +print("\n 2. Length of the Image is: ",imag.shape); +print("\n"); + +#Now, we need to plot the Image. +plt.figure(1,figsize=(5,10)); +plt.imshow(imag,cmap='gray'); +plt.axis("off"); +plt.show(); + +#Now, convert 2-D Images it into 1-D Images by using the Flatten. +feat=imag.reshape(1,-1); +print("\n 1. Length of the Images: ",imag.shape); +print("\n 2. Length of the Features: ",feat.shape); +print("\n --> Range: ",imag.min()," - ",imag.max()); + +#Logic to acess all the samples of the User. +#Of the Valued Users. +total_sample=400; +user_name=26; +sample_no=6; +data=np.zeros((total_sample,imag.shape[0]*imag.shape[1])); +label=np.zeros((total_sample)); +images=np.zeros((total_sample,imag.shape[0],imag.shape[1])); +index=-1; +for i in range(1,41,1): + for j in range(1,11,1): + index=index+1; + #acess any of the single image. + user_name=i; + sample_no=j; + path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no); + #reading the Image. + im=mimg.imread(path); + data[index,:]=feat + label[index]=i + images[index,:,:]=im + print("user num ",i,'samp no',j,'processed...'); + +#Now, displaying the values of the Image. +plt.imshow(images[397,:,:],cmap='gray'); +plt.axis('off'); +plt.show(); + +"""#Now, we need to represent the values of the (5*5) Matrix.""" + +#Importing all the Built-in Libraries. +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt # Import matplotlib.pyplot + +#Now, we need to show all the (5*5) Matrix Values. +plt.figure(1,figsize=(10,10)); +for i in range(5): + for j in range(5): + num=np.random.randint(0,400); + samples=images[num,:,:]; + la=label[num]; + plt.subplot(5,5,i*5+j+1) # Use plt to access subplot + plt.imshow(samples,cmap='gray'); + plt.axis('off'); + plt.title(" "+str(int(la))); +#showing the Image (5*5) Matrix. +plt.show(); + +from sklearn import svm +import pandas as pd +X = data # Extract the data from the 'data' key +y =label # Use the target variable from the Iris dataset + + +# split the data into 70:30 ratio +Xtrain,Xtest,ytrain,ytest = model_selection.train_test_split(X,y,test_size=0.3,random_state=5) +print(Xtrain.shape,ytrain.shape) +print(Xtest.shape,ytest.shape) + +ker = ['poly','linear','rbf'] +c_value = [1,2,3] + +# pre allocation of the result variable +result = np.zeros((len(ker),len(c_value))) +for i in range(len(ker)): + for j in range(len(c_value)): + # create the svm classifier + orl_svm_model = svm.SVC(kernel=ker[i],gamma='scale',C=c_value[j]) + + # train the model + orl_svm_model = orl_svm_model.fit(Xtrain,ytrain) + + # predict the labels + ypred = orl_svm_model.predict(Xtest) + + # accuracy + acc = metrics.accuracy_score(ypred,ytest) + #print("accuracy:", acc) + result[i,j]=acc +print(result) + +ResultDF = pd.DataFrame(result,index=ker,columns=["C=1","C=2","C=3"]) +ResultDF +print("\n Showing in the form of the Graphical Methods!"); +ResultDF.plot(kind='bar',figsize=(4,4)) + +#Saving our trained model in the Google Drive. +#We, use the Joblib to save the models. +import joblib +# final best model +# kernel function - linear , C =1 + +orl_svm_model = svm.SVC(kernel='linear',gamma='scale',C=1) +# train the model +orl_svm_model = orl_svm_model.fit(Xtrain,ytrain) + +# save the trained model +joblib.dump(orl_svm_model,'/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl') + +#Show the random image from 1-10 , asked by the user to take as input form of parameter. +#Ask the user as ID to show that location image randomly. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import pandas as pd; +import numpy as np; + +#Now, we simply ask from the User. +user_name=int(input("Enter the User ID: ")); +sample_no=np.random.randint(8,10); +path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(user_name,sample_no); + +#Now, we need to show the value of the Image. +imag=mimg.imread(path); +print("\n"); +plt.figure(1,figsize=(5,10)); +plt.imshow(imag,cmap='gray'); +plt.axis("off"); +plt.title('Query Image'); +plt.show(); + +#We, make the trained model and save in the drive by using the joblib. +from sklearn import datasets, svm, metrics, model_selection; +import joblib; +import numpy as np; +import pandas as pd; + +feat=imag.reshape(1,-1); + +#Set the value of the Path_model where, we have to store the model in pkl. file on Drive. +path_model='/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl'; + +#Train the Model by the help of Classifications. +face_model=joblib.load(path_model); + +#predict the image model by datasets. +result=face_model.predict(feat); + +print("Prediction: ",int(result[0])); + +#set the location of the zip image file. +path='/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png'%(result[0],1); + +im_pred = mimg.imread(path) + +plt.figure(1,(8,5)) +plt.subplot(1,2,1) +plt.imshow(im,cmap='gray') +plt.axis('off') +plt.title("Query image") + +plt.subplot(1,2,2) +plt.imshow(im_pred,cmap='gray') +plt.axis('off') +plt.title("predicted user") + +"""#Example of FP-(FALSE - POSITIVE), Very, Dangerous I check but I don't know where is the problem where all snippet is found to be correct, I refer to my friend's colab notebook for reviewing.""" + +import matplotlib.image as mimg +import matplotlib.pyplot as plt +import numpy as np + +# load the query image +usrId = int(input("Enter the user number:")) +samp = np.random.randint(1,10) # selecting any random sample number +path = "/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png"%(usrId,samp) + +im = mimg.imread(path) + +plt.figure(1,(5,5)) +plt.imshow(im,cmap='gray') +plt.axis('off') +plt.title("Query image") + +import joblib +from sklearn import svm ,metrics +# calcualte the features of the query image +feat_query = im.reshape(1,-1) + +# model path +path_model = '/content/drive/MyDrive/Colab Notebooks/orl_face_model.pkl'; +# load the trained model +face_model = joblib.load(path_model) + + +# predict the id of the query image +id = face_model.predict(feat_query) +print("User id predicted is :",int(id[0])) + + +path = "/content/drive/MyDrive/Colab Notebooks/orl_face/orl_face/u%d/%d.png"%(id[0],1) + +im_pred = mimg.imread(path) + +plt.figure(1,(8,5)) +plt.subplot(1,2,1) +plt.imshow(im,cmap='gray') +plt.axis('off') +plt.title("Query image") + +plt.subplot(1,2,2) +plt.imshow(im_pred,cmap='gray') +plt.axis('off') +plt.title("predicted user") + +"""#False-Positive! + +#Now, working on Generating an Computer Applications to analyze the Brain Tumor Problem. +""" + +#Now, unzip the tumor files. +!unzip '/content/drive/MyDrive/Colab Notebooks/orl_face/new_train-20240708T093236Z-001.zip' -d '/content/drive/MyDrive/Colab Notebooks' + +#Finding the Tumor in the Brain with the White-Spot. +import matplotlib.pyplot as plt; +import matplotlib.image as mimg; +import numpy as np; +plt.figure(1,figsize=(10,10)); +for i in range(1,62,1): + path='/content/drive/MyDrive/Colab Notebooks/new_train/d(%d).png'%(i); + imag=mimg.imread(path); + plt.subplot(8,8,i); + plt.imshow(imag,cmap='gray'); + plt.title(i); + plt.tight_layout(); + plt.axis("off"); + #plt.show(); \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py new file mode 100644 index 0000000..0c4dcf9 --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/day_7_dhruvdhayal_ai_ml.py @@ -0,0 +1,141 @@ +# -*- coding: utf-8 -*- +"""Day-7_DHRUVDHAYAL_AI/ML.ipynb + +Automatically generated by Colab. + +Original file is located at + https://colab.research.google.com/drive/1npzLgzx3jal5ATGM0UjBN9wa1N6P346t + +#Decision Tree Making! +""" + +#Using the Decision Tree Concepts! +#Importing all theBuilt-In Libraries. +from sklearn import datasets; +from sklearn import svm, tree; +from sklearn import metrics; +from sklearn import model_selection; +import matplotlib.pyplot as plt; +import numpy as np; +import pandas as pd; + +#Load the Values of the Datasets. +data=datasets.load_iris(); + +#Show the Values of the Data. +print("\n 1. Type of the Data Represented: ",type(data)); +print("\n 2. Description of the Data complete: ",data); + +#Now, we need to defined the load the data properly! +X=data.data; +y=data.target; +print("\n 1. Type of the Attributes: ",type(X)); +print("\n 2. Total Length of the Attributes: ",len(X)); +print("\n 3. Type of the Labels: ",type(Y)); +print("\n 4. Total Length of the Labels: ",len(Y)); + +#Now, we need to split the values of the Data. + +ratio=0.3; +Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(X,y,test_size=ratio,random_state=7); +print("\n 1. Training Data: ",Xtrain.shape," ",ytrain.shape); +print("\n 2, Testing Data: ",Xtest.shape," ",ytrain.shape); + +#Now, we needto train the model in a proper Manner. +#Classification of the Model. + +clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=None); + +#Training the Model to become the Trained Data. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Now, we need to test the data based on it's labels. +#predict the training data for training accuracy. +ypredTrain=clff_model.predict(Xtrain); + +#Predict the testing data for testing accuracy. +ypredTest=clff_model.predict(Xtest); + +print("\n --> Predicted Training Data : ",ypredTrain.shape); +print("\n --> Predicted Testing Data : ",ypredTest.shape); + +#Now, we need to calculate the values of the accuracy, precision, recall, f1-score. +#We, need to measure the Training and Testing Accuracy. + +accTrain=metrics.accuracy_score(ypredTrain,ytrain); +accTest=metrics.accuracy_score(ypredTest,ytest); + +print("\n --> Training Accuracy: ",accTrain); +print("\n --> Testing Accuracy: ",accTest); + +#Now, we need to show the values of the Graph in decision forms. +import matplotlib.pyplot as plt; +plt.figure(1,figsize=(5,10)); +tree.plot_tree(clff_model,filled=True); +plt.show(); + +"""# >> Now, we need to perform the decision tree to find the actual values on the Diabetes Datasets.""" + +#Importing all the built in Libraries in sklearn. +from sklearn import datasets; +from sklearn import svm; +from sklearn import metrics; +from sklearn import model_selection; + +#Importing the another Libraries. +import matplotlib.pyplot as plt; +#import matplotlib.image as plt; +import pandas as pd; +import numpy as np; + +#Now, we need to show the actual Values. +path='/content/diabetes.csv'; +data=pd.read_csv(path); + +#Showing the Values of the Data. +print("\n 1. Type of the Information Available in the Datasets of Diabetes: ",type(data)); +print("\n 2. Complete Description of the Data Given Here: ",data.shape); +print("\n------------------------------------------------------------------------------------"); +print("\n 3. Show the Data with Descriptions: \n\n",data); + +#Now, we need to specify the data with a particular Locations. +x=data.drop('Outcome',axis=1,inplace=False); +y=data['Outcome']; + +#Now, we need to split the data in training and testing. +ratio=0.3; +Xtrain,Xtest,ytrain,ytest=model_selection.train_test_split(x,y,test_size=ratio,random_state=7); # Change X to x +print("\n 1. Training Data Values: ",Xtrain.shape," ",ytrain.shape); +print("\n 2. Testing Data Values: ",Xtest.shape," ",ytest.shape); + +#Now, we need to classify the Model. +#Proper Classification should be done on time! + +clff_model=tree.DecisionTreeClassifier(criterion='entropy',max_depth=5); + +#Training the Values of the Models. +clff_model=clff_model.fit(Xtrain,ytrain); + +#Predict the values of the Training Data Values. +ypredTrain=clff_model.predict(Xtrain); + +#Predict the Values of the Testing Data Values. +ypredTest=clff_model.predict(Xtest); + +print("\n --> Traning Data Prediction: ",ypredTrain.shape); +print("\n --> Testing Data Prediction: ",ypredTest.shape); + +#Now, we need to calculate the overall accuracy of the Model in testing and training seperately! + +accTrain=metrics.accuracy_score(ypredTrain,ytrain); +accTest=metrics.accuracy_score(ypredTest,ytest); + +#Printing all overall values. +print("\n --> Training Accuracy: ",accTrain); +print("\n --> Testing Accuracy: ",accTest); + +#Now, we need to show the values of the Graph forms! +plt.figure(1); +tree.plot_tree(clff_model,filled=True); + +"""#Now, we make the direct acess data from the Google Drive Directly!""" \ No newline at end of file diff --git a/DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml b/DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml new file mode 100644 index 0000000..cbd1aa8 --- /dev/null +++ b/DAY-7_SUMMER_TRAINING_AIML/haarcascade_frontalface_default (1).xml @@ -0,0 +1,33314 @@ + + + +BOOST + HAAR + 24 + 24 + + 211 + + 0 + 25 + + <_> + 9 + -5.0425500869750977e+00 + + <_> + + 0 -1 0 -3.1511999666690826e-02 + + 2.0875380039215088e+00 -2.2172100543975830e+00 + <_> + + 0 -1 1 1.2396000325679779e-02 + + -1.8633940219879150e+00 1.3272049427032471e+00 + <_> + + 0 -1 2 2.1927999332547188e-02 + + -1.5105249881744385e+00 1.0625729560852051e+00 + <_> + + 0 -1 3 5.7529998011887074e-03 + + -8.7463897466659546e-01 1.1760339736938477e+00 + <_> + + 0 -1 4 1.5014000236988068e-02 + + -7.7945697307586670e-01 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