diff options
| author | Rishi-k-s <rishikrishna.sr@gmail.com> | 2023-08-20 14:21:10 +0530 |
|---|---|---|
| committer | Rishi-k-s <rishikrishna.sr@gmail.com> | 2023-08-20 14:21:10 +0530 |
| commit | 19c7466c01398fc1f4a2d9cead1fac94e32ecaf7 (patch) | |
| tree | 898d73876fe9111fe62bdbfec3e1d3660d0f4e14 | |
54 files changed, 502 insertions, 0 deletions
diff --git a/ImageClassification/dataset/lemon/1439-2.jpg b/ImageClassification/dataset/lemon/1439-2.jpg Binary files differnew file mode 100644 index 0000000..5a2d8c0 --- /dev/null +++ b/ImageClassification/dataset/lemon/1439-2.jpg diff --git a/ImageClassification/dataset/lemon/30001186-3_1-fresho-lemon.jpg b/ImageClassification/dataset/lemon/30001186-3_1-fresho-lemon.jpg Binary files differnew file mode 100644 index 0000000..ad37bf1 --- /dev/null +++ b/ImageClassification/dataset/lemon/30001186-3_1-fresho-lemon.jpg diff --git a/ImageClassification/dataset/lemon/659-07028120en_Masterfile.jpg b/ImageClassification/dataset/lemon/659-07028120en_Masterfile.jpg Binary files differnew file mode 100644 index 0000000..734e5ad --- /dev/null +++ b/ImageClassification/dataset/lemon/659-07028120en_Masterfile.jpg diff --git a/ImageClassification/dataset/lemon/71whVfSrUdL._SR500,500_.jpg b/ImageClassification/dataset/lemon/71whVfSrUdL._SR500,500_.jpg Binary files differnew file mode 100644 index 0000000..5227d21 --- /dev/null +++ b/ImageClassification/dataset/lemon/71whVfSrUdL._SR500,500_.jpg diff --git a/ImageClassification/dataset/lemon/74-2.jpg b/ImageClassification/dataset/lemon/74-2.jpg Binary files differnew file mode 100644 index 0000000..30c0dc4 --- /dev/null +++ b/ImageClassification/dataset/lemon/74-2.jpg diff --git a/ImageClassification/dataset/lemon/IMG_20191213_200820.jpg b/ImageClassification/dataset/lemon/IMG_20191213_200820.jpg Binary files differnew file mode 100644 index 0000000..4e8ae87 --- /dev/null +++ b/ImageClassification/dataset/lemon/IMG_20191213_200820.jpg diff --git a/ImageClassification/dataset/lemon/IMG_20191213_200834.jpg b/ImageClassification/dataset/lemon/IMG_20191213_200834.jpg Binary files differnew file mode 100644 index 0000000..4ac62c5 --- /dev/null +++ b/ImageClassification/dataset/lemon/IMG_20191213_200834.jpg diff --git a/ImageClassification/dataset/lemon/IMG_20191213_200848.jpg b/ImageClassification/dataset/lemon/IMG_20191213_200848.jpg Binary files differnew file mode 100644 index 0000000..fe6e204 --- /dev/null +++ b/ImageClassification/dataset/lemon/IMG_20191213_200848.jpg diff --git a/ImageClassification/dataset/lemon/IMG_20191213_200904.jpg b/ImageClassification/dataset/lemon/IMG_20191213_200904.jpg Binary files differnew file mode 100644 index 0000000..6107ba9 --- /dev/null +++ b/ImageClassification/dataset/lemon/IMG_20191213_200904.jpg diff --git a/ImageClassification/dataset/lemon/IMG_20191213_200917.jpg b/ImageClassification/dataset/lemon/IMG_20191213_200917.jpg Binary files differnew file mode 100644 index 0000000..223f8b1 --- /dev/null +++ b/ImageClassification/dataset/lemon/IMG_20191213_200917.jpg diff --git a/ImageClassification/dataset/lemon/index.jpg b/ImageClassification/dataset/lemon/index.jpg Binary files differnew file mode 100644 index 0000000..2cc9621 --- /dev/null +++ b/ImageClassification/dataset/lemon/index.jpg diff --git a/ImageClassification/dataset/lemon/index1.jpg b/ImageClassification/dataset/lemon/index1.jpg Binary files differnew file mode 100644 index 0000000..ce0ebb5 --- /dev/null +++ b/ImageClassification/dataset/lemon/index1.jpg diff --git a/ImageClassification/dataset/lemon/index10.jpg b/ImageClassification/dataset/lemon/index10.jpg Binary files differnew file mode 100644 index 0000000..141247a --- /dev/null +++ b/ImageClassification/dataset/lemon/index10.jpg diff --git a/ImageClassification/dataset/lemon/index2.jpg b/ImageClassification/dataset/lemon/index2.jpg Binary files differnew file mode 100644 index 0000000..8fcd51b --- /dev/null +++ b/ImageClassification/dataset/lemon/index2.jpg diff --git a/ImageClassification/dataset/lemon/index3.jpg b/ImageClassification/dataset/lemon/index3.jpg Binary files differnew file mode 100644 index 0000000..7ca3299 --- /dev/null +++ b/ImageClassification/dataset/lemon/index3.jpg diff --git a/ImageClassification/dataset/lemon/index4.jpg b/ImageClassification/dataset/lemon/index4.jpg Binary files differnew file mode 100644 index 0000000..061f1d8 --- /dev/null +++ b/ImageClassification/dataset/lemon/index4.jpg diff --git a/ImageClassification/dataset/lemon/index5.jpg b/ImageClassification/dataset/lemon/index5.jpg Binary files differnew file mode 100644 index 0000000..4317e81 --- /dev/null +++ b/ImageClassification/dataset/lemon/index5.jpg diff --git a/ImageClassification/dataset/lemon/index6.jpg b/ImageClassification/dataset/lemon/index6.jpg Binary files differnew file mode 100644 index 0000000..b9dbb6b --- /dev/null +++ b/ImageClassification/dataset/lemon/index6.jpg diff --git a/ImageClassification/dataset/lemon/index7.jpg b/ImageClassification/dataset/lemon/index7.jpg Binary files differnew file mode 100644 index 0000000..b572b84 --- /dev/null +++ b/ImageClassification/dataset/lemon/index7.jpg diff --git a/ImageClassification/dataset/lemon/index8.jpg b/ImageClassification/dataset/lemon/index8.jpg Binary files differnew file mode 100644 index 0000000..1e451fa --- /dev/null +++ b/ImageClassification/dataset/lemon/index8.jpg diff --git a/ImageClassification/dataset/lemon/index9.jpg b/ImageClassification/dataset/lemon/index9.jpg Binary files differnew file mode 100644 index 0000000..695db1a --- /dev/null +++ b/ImageClassification/dataset/lemon/index9.jpg diff --git a/ImageClassification/dataset/lemon/p40e65d46fb6e4686b5e388f58e105a19.jpg b/ImageClassification/dataset/lemon/p40e65d46fb6e4686b5e388f58e105a19.jpg Binary files differnew file mode 100644 index 0000000..ba48852 --- /dev/null +++ b/ImageClassification/dataset/lemon/p40e65d46fb6e4686b5e388f58e105a19.jpg diff --git a/ImageClassification/dataset/melon/1.jpg b/ImageClassification/dataset/melon/1.jpg Binary files differnew file mode 100644 index 0000000..c538db7 --- /dev/null +++ b/ImageClassification/dataset/melon/1.jpg diff --git a/ImageClassification/dataset/melon/10.jpg b/ImageClassification/dataset/melon/10.jpg Binary files differnew file mode 100644 index 0000000..415f581 --- /dev/null +++ b/ImageClassification/dataset/melon/10.jpg diff --git a/ImageClassification/dataset/melon/2.jpg b/ImageClassification/dataset/melon/2.jpg Binary files differnew file mode 100644 index 0000000..b2dc52a --- /dev/null +++ b/ImageClassification/dataset/melon/2.jpg diff --git a/ImageClassification/dataset/melon/2_1212685_e.jpg b/ImageClassification/dataset/melon/2_1212685_e.jpg Binary files differnew file mode 100644 index 0000000..5b3ea52 --- /dev/null +++ b/ImageClassification/dataset/melon/2_1212685_e.jpg diff --git a/ImageClassification/dataset/melon/3.jpg b/ImageClassification/dataset/melon/3.jpg Binary files differnew file mode 100644 index 0000000..b76cf1f --- /dev/null +++ b/ImageClassification/dataset/melon/3.jpg diff --git a/ImageClassification/dataset/melon/4.jpg b/ImageClassification/dataset/melon/4.jpg Binary files differnew file mode 100644 index 0000000..952a668 --- /dev/null +++ b/ImageClassification/dataset/melon/4.jpg diff --git a/ImageClassification/dataset/melon/5.jpg b/ImageClassification/dataset/melon/5.jpg Binary files differnew file mode 100644 index 0000000..8b4a9d1 --- /dev/null +++ b/ImageClassification/dataset/melon/5.jpg diff --git a/ImageClassification/dataset/melon/6.jpg b/ImageClassification/dataset/melon/6.jpg Binary files differnew file mode 100644 index 0000000..96e69d4 --- /dev/null +++ b/ImageClassification/dataset/melon/6.jpg diff --git a/ImageClassification/dataset/melon/7.jpg b/ImageClassification/dataset/melon/7.jpg Binary files differnew file mode 100644 index 0000000..6be5405 --- /dev/null +++ b/ImageClassification/dataset/melon/7.jpg diff --git a/ImageClassification/dataset/melon/71ogcdh7YjL._SX425_.jpg b/ImageClassification/dataset/melon/71ogcdh7YjL._SX425_.jpg Binary files differnew file mode 100644 index 0000000..b002e79 --- /dev/null +++ b/ImageClassification/dataset/melon/71ogcdh7YjL._SX425_.jpg diff --git a/ImageClassification/dataset/melon/8.jpg b/ImageClassification/dataset/melon/8.jpg Binary files differnew file mode 100644 index 0000000..5723e48 --- /dev/null +++ b/ImageClassification/dataset/melon/8.jpg diff --git a/ImageClassification/dataset/melon/9.jpg b/ImageClassification/dataset/melon/9.jpg Binary files differnew file mode 100644 index 0000000..96e69d4 --- /dev/null +++ b/ImageClassification/dataset/melon/9.jpg diff --git a/ImageClassification/dataset/melon/IMG_20191213_201035.jpg b/ImageClassification/dataset/melon/IMG_20191213_201035.jpg Binary files differnew file mode 100644 index 0000000..41c2bd6 --- /dev/null +++ b/ImageClassification/dataset/melon/IMG_20191213_201035.jpg diff --git a/ImageClassification/dataset/melon/IMG_20191213_201045.jpg b/ImageClassification/dataset/melon/IMG_20191213_201045.jpg Binary files differnew file mode 100644 index 0000000..1f768ad --- /dev/null +++ b/ImageClassification/dataset/melon/IMG_20191213_201045.jpg diff --git a/ImageClassification/dataset/melon/IMG_20191213_201056.jpg b/ImageClassification/dataset/melon/IMG_20191213_201056.jpg Binary files differnew file mode 100644 index 0000000..5c233e0 --- /dev/null +++ b/ImageClassification/dataset/melon/IMG_20191213_201056.jpg diff --git a/ImageClassification/dataset/melon/IMG_20191213_201105.jpg b/ImageClassification/dataset/melon/IMG_20191213_201105.jpg Binary files differnew file mode 100644 index 0000000..590011d --- /dev/null +++ b/ImageClassification/dataset/melon/IMG_20191213_201105.jpg diff --git a/ImageClassification/dataset/melon/IMG_20191213_201115.jpg b/ImageClassification/dataset/melon/IMG_20191213_201115.jpg Binary files differnew file mode 100644 index 0000000..c57d39a --- /dev/null +++ b/ImageClassification/dataset/melon/IMG_20191213_201115.jpg diff --git a/ImageClassification/dataset/melon/Sensei.jpg b/ImageClassification/dataset/melon/Sensei.jpg Binary files differnew file mode 100644 index 0000000..558b17d --- /dev/null +++ b/ImageClassification/dataset/melon/Sensei.jpg diff --git a/ImageClassification/dataset/melon/Watermelon.jpg b/ImageClassification/dataset/melon/Watermelon.jpg Binary files differnew file mode 100644 index 0000000..6fab007 --- /dev/null +++ b/ImageClassification/dataset/melon/Watermelon.jpg diff --git a/ImageClassification/dataset/melon/istockphoto-823296616-612x612.jpg b/ImageClassification/dataset/melon/istockphoto-823296616-612x612.jpg Binary files differnew file mode 100644 index 0000000..28c339e --- /dev/null +++ b/ImageClassification/dataset/melon/istockphoto-823296616-612x612.jpg diff --git a/ImageClassification/img_classifier.ipynb b/ImageClassification/img_classifier.ipynb new file mode 100644 index 0000000..cd45727 --- /dev/null +++ b/ImageClassification/img_classifier.ipynb @@ -0,0 +1,500 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HSUTDapi7C8V", + "outputId": "2f2e9d0c-48e5-4ca1-b6ed-42428559be83" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "Ku7IZB-K6-T1" + }, + "outputs": [], + "source": [ + "import os\n", + "import cv2\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "data=[]\n", + "basepath='/content/drive/MyDrive/Workshop/dataset'\n", + "for folder in os.scandir(basepath):\n", + " if folder.is_dir():\n", + " #print(folder.name)\n", + " for file in os.scandir(folder.path):\n", + " im=cv2.imread(file.path)\n", + " im=cv2.cvtColor(im,cv2.COLOR_BGR2RGB)\n", + " features=np.mean(im, axis=(0, 1)).tolist()\n", + " features.append(folder.name)\n", + " data.append(features)\n", + " #print(features)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SRMEHMSP6-T5", + "outputId": "41a4ea90-4a79-466a-c860-576ae5ac62f3" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[247.78895555555556, 240.56542222222222, 201.02937777777777, 'lemon'], [233.148176, 226.423316, 175.492492, 'lemon'], [249.62398333333334, 219.08794722222223, 163.4299861111111, 'lemon'], [240.681875, 220.37140694444443, 163.51342777777776, 'lemon'], [239.03005277777777, 221.49526111111112, 166.0184111111111, 'lemon'], [240.67782777777776, 220.3668076388889, 163.5342, 'lemon'], [239.0075361111111, 221.49644166666667, 166.01748333333333, 'lemon'], [251.5780482041588, 233.0009640831758, 168.173213610586, 'lemon'], [247.7027111111111, 240.56435555555555, 200.9878111111111, 'lemon'], [249.3172972222222, 219.0890638888889, 163.4220388888889, 'lemon'], [243.80198208073736, 229.5385286518048, 197.48817127325196, 'lemon'], [238.90226907271753, 231.64895876759374, 171.97953268616124, 'lemon'], [239.69084947839048, 220.85893691008445, 159.57828117237952, 'lemon'], [240.57896296296298, 220.28397037037038, 163.49147654320987, 'lemon'], [238.354212345679, 229.35806419753087, 183.05447901234567, 'lemon'], [245.9088032903583, 231.5743296685913, 192.3597247488729, 'lemon'], [232.69082632360218, 232.24819396338447, 170.5284512617516, 'lemon'], [227.15680079483357, 211.0993740685544, 143.47723795330353, 'lemon'], [248.17161814220637, 227.86783521489403, 156.13703703703703, 'lemon'], [242.31434825870647, 217.12161194029852, 148.90772139303482, 'lemon'], [230.44007312033062, 228.03771260530917, 165.2597162613257, 'lemon'], [110.10658718330849, 135.74249379036263, 44.469428713363136, 'lemon'], [165.78528442906574, 171.09423944636677, 143.60087474048444, 'melon'], [201.572204828801, 178.40579232047602, 150.47182576978855, 'melon'], [197.15950814253952, 180.73369238627487, 164.10269439937503, 'melon'], [196.76813440860215, 141.60847849462365, 129.94942204301074, 'melon'], [183.69758646481884, 166.24619744424427, 158.61590341645334, 'melon'], [196.4696317204301, 141.29879569892472, 129.61652688172043, 'melon'], [183.6846496634114, 166.2378011651549, 158.60121150827513, 'melon'], [165.81769965397925, 171.0566920415225, 143.59790726643598, 'melon'], [201.32772732648246, 178.4047279675839, 150.46524047528646, 'melon'], [197.1388400636981, 180.72692446367407, 164.11924238327023, 'melon'], [166.03120987654322, 170.96171851851852, 143.6199901234568, 'melon'], [199.0914880952381, 173.71873015873015, 156.2122222222222, 'melon'], [191.58952649111674, 189.288963356599, 163.06587087563452, 'melon'], [167.80424691358024, 185.98696296296296, 154.67926913580246, 'melon'], [189.83143399810066, 166.85586815447925, 138.57514245014244, 'melon'], [148.11437037037038, 129.7312, 84.09592098765432, 'melon'], [217.58591259232855, 207.05540703776313, 196.44030574862867, 'melon'], [168.28789925313842, 166.92148021611314, 147.61864373112982, 'melon'], [148.11437037037038, 129.7312, 84.09592098765432, 'melon'], [216.19443616492796, 224.07205166418282, 198.71262791852956, 'melon']]\n" + ] + } + ], + "source": [ + "print(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "cjr8Xj716-T8" + }, + "outputs": [], + "source": [ + "df = pd.DataFrame(data, columns=['R','G','B','class'])\n", + "df.to_csv('curdata.csv',index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "corLdCrG6-T9", + "outputId": "7ef270f8-99ad-409c-d8cc-aa8fc90daf0c" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " R G B class\n", + "0 247.788956 240.565422 201.029378 lemon\n", + "1 233.148176 226.423316 175.492492 lemon\n", + "2 249.623983 219.087947 163.429986 lemon\n", + "3 240.681875 220.371407 163.513428 lemon\n", + "4 239.030053 221.495261 166.018411 lemon\n", + "5 240.677828 220.366808 163.534200 lemon\n", + "6 239.007536 221.496442 166.017483 lemon\n", + "7 251.578048 233.000964 168.173214 lemon\n", + "8 247.702711 240.564356 200.987811 lemon\n", + "9 249.317297 219.089064 163.422039 lemon\n", + "10 243.801982 229.538529 197.488171 lemon\n", + "11 238.902269 231.648959 171.979533 lemon\n", + "12 239.690849 220.858937 159.578281 lemon\n", + "13 240.578963 220.283970 163.491477 lemon\n", + "14 238.354212 229.358064 183.054479 lemon\n", + "15 245.908803 231.574330 192.359725 lemon\n", + "16 232.690826 232.248194 170.528451 lemon\n", + "17 227.156801 211.099374 143.477238 lemon\n", + "18 248.171618 227.867835 156.137037 lemon\n", + "19 242.314348 217.121612 148.907721 lemon\n", + "20 230.440073 228.037713 165.259716 lemon\n", + "21 110.106587 135.742494 44.469429 lemon\n", + "22 165.785284 171.094239 143.600875 melon\n", + "23 201.572205 178.405792 150.471826 melon\n", + "24 197.159508 180.733692 164.102694 melon\n", + "25 196.768134 141.608478 129.949422 melon\n", + "26 183.697586 166.246197 158.615903 melon\n", + "27 196.469632 141.298796 129.616527 melon\n", + "28 183.684650 166.237801 158.601212 melon\n", + "29 165.817700 171.056692 143.597907 melon\n", + "30 201.327727 178.404728 150.465240 melon\n", + "31 197.138840 180.726924 164.119242 melon\n", + "32 166.031210 170.961719 143.619990 melon\n", + "33 199.091488 173.718730 156.212222 melon\n", + "34 191.589526 189.288963 163.065871 melon\n", + "35 167.804247 185.986963 154.679269 melon\n", + "36 189.831434 166.855868 138.575142 melon\n", + "37 148.114370 129.731200 84.095921 melon\n", + "38 217.585913 207.055407 196.440306 melon\n", + "39 168.287899 166.921480 147.618644 melon\n", + "40 148.114370 129.731200 84.095921 melon\n", + "41 216.194436 224.072052 198.712628 melon\n" + ] + } + ], + "source": [ + "df = pd.read_csv('curdata.csv')\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "1W0Uv1Yw6-T-" + }, + "outputs": [], + "source": [ + "lX = df[df['class']=='lemon']\n", + "mX = df[df['class']=='melon']" + ] + }, + { + "cell_type": "code", + "source": [ + "print(lX)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mw_BnK08IuJi", + "outputId": "b1b88f3f-9904-4da8-b38b-238c76acacf9" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " R G B class\n", + "0 247.788956 240.565422 201.029378 lemon\n", + "1 233.148176 226.423316 175.492492 lemon\n", + "2 249.623983 219.087947 163.429986 lemon\n", + "3 240.681875 220.371407 163.513428 lemon\n", + "4 239.030053 221.495261 166.018411 lemon\n", + "5 240.677828 220.366808 163.534200 lemon\n", + "6 239.007536 221.496442 166.017483 lemon\n", + "7 251.578048 233.000964 168.173214 lemon\n", + "8 247.702711 240.564356 200.987811 lemon\n", + "9 249.317297 219.089064 163.422039 lemon\n", + "10 243.801982 229.538529 197.488171 lemon\n", + "11 238.902269 231.648959 171.979533 lemon\n", + "12 239.690849 220.858937 159.578281 lemon\n", + "13 240.578963 220.283970 163.491477 lemon\n", + "14 238.354212 229.358064 183.054479 lemon\n", + "15 245.908803 231.574330 192.359725 lemon\n", + "16 232.690826 232.248194 170.528451 lemon\n", + "17 227.156801 211.099374 143.477238 lemon\n", + "18 248.171618 227.867835 156.137037 lemon\n", + "19 242.314348 217.121612 148.907721 lemon\n", + "20 230.440073 228.037713 165.259716 lemon\n", + "21 110.106587 135.742494 44.469429 lemon\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 667 + }, + "id": "3g-ZOeTJ6-T_", + "outputId": "d91b8b31-65c1-4887-8939-b9697db8f1d1" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7bf345583940>" + ] + }, + "metadata": {}, + "execution_count": 9 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 800x800 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits import mplot3d\n", + "\n", + "%matplotlib inline\n", + "\n", + "plt.figure(figsize=(10, 10), dpi= 80, facecolor='w', edgecolor='k')\n", + "ax = plt.axes(projection='3d')\n", + "\n", + "ax.set_xlabel('R')\n", + "ax.set_ylabel('G')\n", + "ax.set_zlabel('B');\n", + "\n", + "ax.scatter3D(lX['R'], lX['G'], lX['B'],color='y')\n", + "ax.scatter3D(mX['R'], mX['G'], mX['B'],color='g')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TecLxL2_6-UA", + "outputId": "b81caf28-6564-4955-abbc-f11555e0c45e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[247.78895556 240.56542222 201.02937778]\n", + " [233.148176 226.423316 175.492492 ]\n", + " [249.62398333 219.08794722 163.42998611]\n", + " [240.681875 220.37140694 163.51342778]\n", + " [239.03005278 221.49526111 166.01841111]\n", + " [240.67782778 220.36680764 163.5342 ]\n", + " [239.00753611 221.49644167 166.01748333]\n", + " [251.5780482 233.00096408 168.17321361]\n", + " [247.70271111 240.56435556 200.98781111]\n", + " [249.31729722 219.08906389 163.42203889]\n", + " [243.80198208 229.53852865 197.48817127]\n", + " [238.90226907 231.64895877 171.97953269]\n", + " [239.69084948 220.85893691 159.57828117]\n", + " [240.57896296 220.28397037 163.49147654]\n", + " [238.35421235 229.3580642 183.05447901]\n", + " [245.90880329 231.57432967 192.35972475]\n", + " [232.69082632 232.24819396 170.52845126]\n", + " [227.15680079 211.09937407 143.47723795]\n", + " [248.17161814 227.86783521 156.13703704]\n", + " [242.31434826 217.12161194 148.90772139]\n", + " [230.44007312 228.03771261 165.25971626]\n", + " [110.10658718 135.74249379 44.46942871]\n", + " [165.78528443 171.09423945 143.60087474]\n", + " [201.57220483 178.40579232 150.47182577]\n", + " [197.15950814 180.73369239 164.1026944 ]\n", + " [196.76813441 141.60847849 129.94942204]\n", + " [183.69758646 166.24619744 158.61590342]\n", + " [196.46963172 141.2987957 129.61652688]\n", + " [183.68464966 166.23780117 158.60121151]\n", + " [165.81769965 171.05669204 143.59790727]\n", + " [201.32772733 178.40472797 150.46524048]\n", + " [197.13884006 180.72692446 164.11924238]\n", + " [166.03120988 170.96171852 143.61999012]\n", + " [199.0914881 173.71873016 156.21222222]\n", + " [191.58952649 189.28896336 163.06587088]\n", + " [167.80424691 185.98696296 154.67926914]\n", + " [189.831434 166.85586815 138.57514245]\n", + " [148.11437037 129.7312 84.09592099]\n", + " [217.58591259 207.05540704 196.44030575]\n", + " [168.28789925 166.92148022 147.61864373]\n", + " [148.11437037 129.7312 84.09592099]\n", + " [216.19443616 224.07205166 198.71262792]]\n", + "['lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon'\n", + " 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon' 'lemon'\n", + " 'lemon' 'lemon' 'lemon' 'lemon' 'melon' 'melon' 'melon' 'melon' 'melon'\n", + " 'melon' 'melon' 'melon' 'melon' 'melon' 'melon' 'melon' 'melon' 'melon'\n", + " 'melon' 'melon' 'melon' 'melon' 'melon' 'melon']\n", + "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1]\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn import preprocessing\n", + "\n", + "X=df.iloc[:,:-1].values\n", + "y=df.iloc[:,-1].values\n", + "print(X)\n", + "print(y)\n", + "\n", + "le = preprocessing.LabelEncoder()\n", + "y=le.fit(y).transform(y)\n", + "\n", + "print(y)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0iw7iCiu6-UC", + "outputId": "6f16b5dd-ef8c-47c9-b693-413047f3ad32" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[8 0]\n", + " [0 6]]\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 8\n", + " 1 1.00 1.00 1.00 6\n", + "\n", + " accuracy 1.00 14\n", + " macro avg 1.00 1.00 1.00 14\n", + "weighted avg 1.00 1.00 1.00 14\n", + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "clf=MLPClassifier(solver='adam',alpha=1e-5,activation='relu',hidden_layer_sizes=(20,10,5),random_state=42)\n", + "clf.fit(X_train, y_train)\n", + "y_pred = clf.predict(X_test)\n", + "\n", + "\n", + "from sklearn.metrics import classification_report, confusion_matrix\n", + "\n", + "print(confusion_matrix(y_test,y_pred))\n", + "print(classification_report(y_test,y_pred))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oJucG7NN6-UE" + }, + "source": [ + "https://towardsdatascience.com/accuracy-precision-recall-or-f1-331fb37c5cb9\n", + "\n", + "https://anaconda.org/DistrictDataLabs/yellowbrick" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 441 + }, + "id": "jVXldBGv6-UG", + "outputId": "1ac2e23c-c0f6-48e4-db0c-e4753c51ad4d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Enter image path : /content/drive/MyDrive/Image_processing_basics_images/dataset/lemon/1439-2.jpg\n", + "It is a lemon\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "image=input(\"Enter image path : \")\n", + "im=cv2.imread(image)\n", + "im=cv2.cvtColor(im,cv2.COLOR_BGR2RGB)\n", + "features=np.mean(im, axis=(0, 1)).tolist()\n", + "\n", + "yp=clf.predict([features])\n", + "yp=le.inverse_transform(yp)\n", + "\n", + "print('It is a '+yp[0])\n", + "plt.axis(\"off\")\n", + "plt.imshow(im)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "E466AQ5G6-UI" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lMiWzOBo6-UK" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}
\ No newline at end of file diff --git a/ImageFeatureExtraction/Apple.png b/ImageFeatureExtraction/Apple.png Binary files differnew file mode 100644 index 0000000..aa0fa74 --- /dev/null +++ b/ImageFeatureExtraction/Apple.png diff --git a/ImageFeatureExtraction/ImageFeatureExtraction.ipynb b/ImageFeatureExtraction/ImageFeatureExtraction.ipynb new file mode 100644 index 0000000..6884c4f --- /dev/null +++ b/ImageFeatureExtraction/ImageFeatureExtraction.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sYbdcTR-bY9Q","executionInfo":{"status":"ok","timestamp":1678248898403,"user_tz":-330,"elapsed":4023,"user":{"displayName":"Jafseer","userId":"12587469892740083352"}},"outputId":"786313bb-cc16-451c-9044-8a990da25e71"},"execution_count":28,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["cd /content/drive/MyDrive/ImageFeatures"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XK5np7hvbjjQ","executionInfo":{"status":"ok","timestamp":1678249053640,"user_tz":-330,"elapsed":672,"user":{"displayName":"Jafseer","userId":"12587469892740083352"}},"outputId":"d3563904-7da1-44df-f74f-6928140ff804"},"execution_count":29,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/ImageFeatures\n"]}]},{"cell_type":"code","execution_count":30,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":521},"executionInfo":{"elapsed":1393,"status":"ok","timestamp":1678249989742,"user":{"displayName":"Jafseer","userId":"12587469892740083352"},"user_tz":-330},"id":"yF1a9zxOo_Ic","outputId":"4bf73d50-d827-4d77-af72-af98ee747edc"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["import numpy as np\n","from matplotlib import pyplot as plt\n","import pywt\n","import cv2 \n","\n","\n","imArray = cv2.imread(\"flower.jpg\")\n","#Datatype conversions\n","#convert to grayscale\n","imArray = cv2.cvtColor( imArray,cv2.COLOR_BGR2GRAY )\n","#convert to float\n","imArray = np.float32(imArray) \n","imArray_norm = imArray / 255;\n","# compute coefficients \n","coeffs=pywt.wavedec(imArray_norm, 'db1', level=2)\n","\n","thresh = 0.5*np.nanmax(imArray_norm)\n","#Process Coefficients\n","\n","coeffs[2:] = (pywt.threshold(i, value=thresh, mode=\"soft\" ) for i in coeffs[2:])\n","\n","# reconstruction\n","imArray_H=pywt.waverec(coeffs, \"db1\");\n","imArray_H *= 255;\n","imArray_H = np.uint8(imArray_H)\n","\n","\n","plt.imshow(imArray,cmap='gray')\n","plt.show()\n","plt.imshow(imArray_H,cmap='gray')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"TMPb4owYo_Ih"},"source":["# Image Feature Extraction"]},{"cell_type":"markdown","metadata":{"id":"TayzDJ_Uo_Ij"},"source":["Represent an image as a vector of real values "]},{"cell_type":"markdown","metadata":{"id":"ptuMo_Uuo_Ik"},"source":["## Pixel values itself as an image descriptor "]},{"cell_type":"code","execution_count":32,"metadata":{"id":"uhI3cVBKo_Il","outputId":"7c4534cb-ce29-4b62-9f15-a2b69c3336b3","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1678250180885,"user_tz":-330,"elapsed":540,"user":{"displayName":"Jafseer","userId":"12587469892740083352"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["[40 41 43 ... 22 22 22]\n"]}],"source":["img = cv2.imread(\"flower.jpg\",0)\n","features = img.ravel()\n","print(features)"]},{"cell_type":"markdown","metadata":{"id":"TH6UDbjXo_Im"},"source":["## Mean of RGB values as a color descriptor"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OKLpapAko_Im","outputId":"2f2d1025-8130-43fb-e9f6-e6391120a593"},"outputs":[{"name":"stdout","output_type":"stream","text":["[218.06427558 167.50024739 159.86009421]\n","[210.98303105 165.92976794 152.08094408]\n","[229.93856711 234.19669511 181.55379956]\n"]},{"data":{"text/plain":["(<matplotlib.axes._subplots.AxesSubplot at 0x14e37565148>,\n"," <matplotlib.image.AxesImage at 0x14e37eb8e88>)"]},"execution_count":5,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["img1 = cv2.imread(\"Apple.png\")\n","img1 = cv2.cvtColor( img1,cv2.COLOR_BGR2RGB)\n","channels = cv2.mean(img1)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)\n","\n","img2 = cv2.imread(\"strawberry.jpg\")\n","img2 = cv2.cvtColor( img2,cv2.COLOR_BGR2RGB)\n","channels = cv2.mean(img2)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)\n","img3 = cv2.imread(\"grapes.jpg\")\n","img3 = cv2.cvtColor( img3,cv2.COLOR_BGR2RGB)\n","channels = cv2.mean(img3)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)\n","plt.subplot(131), plt.imshow(img1)\n","plt.subplot(132), plt.imshow(img2)\n","plt.subplot(133), plt.imshow(img3)"]},{"cell_type":"markdown","metadata":{"id":"v5P_XxrCo_Io"},"source":["## Intensity invariant feature descriptors"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"TOw-dF10o_Io","outputId":"df40f2bb-4717-43bd-dbff-a838b2696adc"},"outputs":[{"data":{"text/plain":["(<matplotlib.axes._subplots.AxesSubplot at 0x14e385812c8>,\n"," <matplotlib.image.AxesImage at 0x14e37589e88>)"]},"execution_count":6,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["img1 = cv2.imread(\"intens1.png\")\n","img2 = cv2.imread(\"intens2.png\")\n","plt.subplot(121), plt.imshow(img1)\n","plt.subplot(122), plt.imshow(img2)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HgqohTMko_Ip","outputId":"ac3ba389-6a44-4914-b0c4-5366a903a641"},"outputs":[{"name":"stdout","output_type":"stream","text":["[112.55005928 115.31741257 112.30487552]\n","[46.39376166 47.4168518 45.48080512]\n"]}],"source":["\n","img_1_rgb = cv2.cvtColor( img1,cv2.COLOR_BGR2RGB)\n","channels = cv2.mean(img_1_rgb)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)\n","\n","img_2_rgb = cv2.cvtColor( img2,cv2.COLOR_BGR2RGB)\n","channels = cv2.mean(img_2_rgb)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"mTtedwtFo_Iq","outputId":"c227c8d6-d7c2-4b23-c505-eeb287a5322b"},"outputs":[{"name":"stdout","output_type":"stream","text":["[121.1745406 127.16490812 130.05241553]\n","[ 48.14169555 127.23975829 129.28371693]\n"]}],"source":["\n","img_1_lab = cv2.cvtColor( img1,cv2.COLOR_BGR2LAB)\n","channels = cv2.mean(img_1_lab)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)\n","\n","img_2_lab = cv2.cvtColor( img2,cv2.COLOR_BGR2LAB)\n","channels = cv2.mean(img_2_lab)\n","features = np.array((channels[0], channels[1], channels[2]))\n","print(features)"]},{"cell_type":"markdown","metadata":{"id":"Nl54oQH9o_Ir"},"source":["# Shape Based Feature Descriptors"]},{"cell_type":"code","execution_count":33,"metadata":{"id":"NR71z8GEo_Ir","outputId":"a1b579ce-6e48-4640-f5d7-cc5bc15145ca","colab":{"base_uri":"https://localhost:8080/","height":578},"executionInfo":{"status":"ok","timestamp":1678250792684,"user_tz":-330,"elapsed":1882,"user":{"displayName":"Jafseer","userId":"12587469892740083352"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXcAAAC7CAYAAACend6FAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAQ2UlEQVR4nO3de5BU5ZnH8e8zwwzeUECUJUhWtIjxUopxRDBujEvF4GVF3ApCuUgEM3GjFe8WmtrdZDebMiaiKxrccSVgSvEao6WoILvGsgCXwZABLyDgDRwZBXW56MDAs3/MYbfBGRm6T/d7zsvvU9U1p98+p9+nh8efp8+c7mPujoiIxKUqdAEiIpI+hbuISIQU7iIiEVK4i4hESOEuIhIhhbuISITKFu5mNsLMlpnZCjObVK55RCpJfS15YeU4z93MqoHlwHeA1cBCYKy7v5b6ZCIVor6WPCnXnvsQYIW7r3L3LcCDwMgyzSVSKepryY1yhXt/4L2C+6uTMZE8U19LbnQLNbGZ1QP1ANVUn7QfB4YqRfYCG/j4I3c/pBJzqbelUj5nE1u81Tp6rFzhvgYYUHD/sGTs/7h7A9AAcKD19lNseJlKEYHn/dF3Unia3fY1qLelcl72uZ0+Vq7DMguBQWY20MxqgTHAk2WaS6RS1NeSG2XZc3f3NjO7AngOqAamufur5ZhLpFLU15InZTvm7u6zgFnlen6RENTXkhf6hKqISIQU7iIiEVK4i4hESOEuIhIhhbuISIQU7iIiEVK4i4hESOEuIhIhhbuISIQU7iIiEVK4i4hESOEuIhIhhbuISIQU7iIiEVK4i4hESOEuIhIhhbuISISKDnczG2Bm/2Vmr5nZq2Z2ZTL+UzNbY2aLk9vZ6ZUrUn7qbYlBKZfZawOudfdXzKwHsMjM5iSP3ebuvy69PJEg1NuSe0WHu7s3A83J8gYzex3on1ZhIqGotyUGqRxzN7PDgROBl5OhK8ysycymmVmvTrapN7NGM2vcSmsaZYikTr0teVVyuJvZAcBjwFXu/j/AVOBIYDDtez+3drSduze4e52719XQvdQyRFKn3pY8KynczayG9ua/391/D+Dua919m7tvB+4BhpRepkhlqbcl70o5W8aAe4HX3X1ywXi/gtVGAUuLL0+k8tTbEoNSzpb5JjAOWGJmi5Oxm4CxZjYYcOBt4IclzCESgnpbcq+Us2VeAqyDh2YVX45IeOptiYE+oSoiEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEqFSvvJXRCQsM6r226+oTbdv2pRyMdmicBeR/DHDamvZNuQYnnvot0U9xYiBp+x031vjut6twl1EcsW6dePzM0/khf+4h/+/bvmee/atnbc9++vfYvvmzXhbW4kVZkPJ4W5mbwMbgG1Am7vXmVlv4CHgcNqvWDPa3T8udS6RSlFfZ9OGC4cy77a7gcbUn3vWGy8CcPbxw9m2bj24pz5HJaX1B9Uz3H2wu9cl9ycBc919EDA3uS+SN+rrDPlk3LAk2MtrVtNcnlvzJ7oNOKzsc5VTuc6WGQnMSJZnAOeXaR6RSlJfB7Lu0mG8/MupFZ3z6Zef4rn3F1N99KCKzpuWNMLdgdlmtsjM6pOxvu7enCx/APRNYR6RSlJfZ0TL5afS+M+VDfZCs+Y+QtUJRwebv1hp/EH1NHdfY2aHAnPM7I3CB93dzewLB6+S/2DqAfahuFOZRMqoqL4G9Xaamq89laZrfxO6DJ55ZiYjRo7DFy4JXUqXlbzn7u5rkp8twOPAEGCtmfUDSH62dLBdg7vXuXtdDd1LLUMkVcX2dbKNejsFq2/MRrDv8PQfZjBrzSu0DT8pdCldUlK4m9n+ZtZjxzJwJrAUeBIYn6w2HniilHlEKkl9Hd67Pz2VpivuDF3GTqqtimqr4tn7GnhqzSI2X3DK7jcKqNTDMn2Bx81sx3M94O7PmtlC4GEzmwi8A4wucR6RSlJfB+bWHqZZVGPVADw/5U623dH56ZLHz7ySI6+fX6myvqCkcHf3VcAJHYyvA4aX8twioaivw3rrF8NYMv7fgJrQpXyp7lYD9iUrVIU9Tz6b/2sUkb2WVyXBKSVRuItIZqy6ZRiNfzc5dBmpWHThbayYPDTY/Ap3EcmM7bXOQVX7hi4jFQdV7Yt3D3doRuEuIpmw8tahvHTBr0OXEQ2Fu4hkwrb9t9Ov2wGhy4iGwl1EJEIKdxGRMhj47KUc/fN3gs2vcBeR4Fb9chhPjLgjdBmpqv64G23NHwSbX+EuIsG1HbqF42v3CV1GagY+cylHTXk/aA0KdxGRlE09/Xe8+72wF/tQuIuIpGzEfq189hfbg9agcBcRiZDCXUQkQgp3EZEIKdxFRMrgR9+dzYd/PyzY/Ap3EZEyuKb3Kj45LtwfVYu+WIeZHQU8VDB0BPCPQE/gB8CHyfhN7j6r2HlEKk29LTEoOtzdfRkwGMDMqoE1tF9I+BLgNnfX17tJLqm3JQZpHZYZDqx093BfpCBSHuptyaW0wn0MMLPg/hVm1mRm08ysV0pziISg3pZcKjnczawWOA94JBmaChxJ+9vaZuDWTrarN7NGM2vcSmupZYikTr0teZbGnvtZwCvuvhbA3de6+zZ33w7cAwzpaCN3b3D3Onevq6F7CmWIpE69LbmVRriPpeBtq5n1K3hsFLA0hTlEQlBvV0jv+bX87MNjQpcRlZLC3cz2B74D/L5g+BYzW2JmTcAZwNWlzCESgnq7svo0zGf6/NNClxGVok+FBHD3TcDBu4yNK6kikQxQb0ve6ROqIpIJB73ajbs+GRC6jGgo3EUkE/pOmcfk2eeELiMaCncRkQgp3EVEIqRwF5HM2O/9Kp7eHM+FskNSuItIZnzllnncOHUCszfXhC6lZC9+Dvs0VwebX+EuIpnS79Z5/Pj+H4Quo2QTHr+MAT+fF2x+hbuIZE7tp/DfrVtDl1G0Ra1bqF0fNl4V7iKSOf0mz6N+8pUsbs3XF68tbm3lsY0HMv7fr2LAv4bbaweFu4hkVN8p85hwy1W8uuWz0KV0yetbNvP9yVfT8LUj6H9z2GAHhbuIZNghU+cz/l+uYfnWTaFL+VIrt27kopuvpe+U8KG+g8JdRDLt4HvnM+4fruPdto2hS+nQu20bGfOz6znk7vmhS9mJwl1EMq/nffMZc8N1rNy6keYMhPzqto2s3Np+G33TdfSelq1ghxK/FVJEpFJ6PLiAHz14Gq3nnMyjd99On+r9Kzp/y7ZNbHMHYFz91dQ+uxCAg1hQ0Tq6SuEuIrnS/emFjL7kxzz82zsAqLEqDqrad4+e46Nte34M/+JRP8Qb26/PUsvCPd6+0hTuIpI7Nc8v4qIB3wSgavAxPPLUtD3afse2eyZfF95SuItIrm1f/Bp/e9jQ0GVkTpf+oGpm08ysxcyWFoz1NrM5ZvZm8rNXMm5mdoeZrTCzJjP7RrmKFymF+lpi1tWzZaYDI3YZmwTMdfdBwNzkPrRfMX5QcqsHppZepkhZTEd9LZHqUri7+4vA+l2GRwIzkuUZwPkF4/d5uwVAz12uGi+SCepriVkp57n3dffmZPkDoG+y3B94r2C91cmYSB6oryUKqXyIyd0d8D3ZxszqzazRzBq3kq8vB5K9QzF9DeptyYZSwn3tjrelyc+WZHwNUHgJ88OSsZ24e4O717l7XQ3dSyhDJFUl9TWotyUbSgn3J4HxyfJ44ImC8YuTswuGAp8WvM0VyTr1tUShS+e5m9lM4NtAHzNbDfwTcDPwsJlNBN4BRierzwLOBlYAm4FLUq5ZJBXqa4lZl8Ld3cd28tDwDtZ14PJSihKpBPW1xEzfCikiEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIRUriLiERI4S4iEiGFu4hIhBTuIiIR0gWyM2h5w8kMO3bFTmMr7/46PX83P1BFIpI3CveMWd5wMk+cOYXja/fZafz2SW/xQPVZ9JqugBeR3dNhmYxYfm8drbMP7zDYAa7q9Tbfu2426ycMC1CdiOSNwj0jLhvyR1447g8dBvsO1/deyair/pN1lyrgReTLKdwz4M27TuHcHk1dWvemPsv45Og9vqyniOxldhvuZjbNzFrMbGnB2K/M7A0zazKzx82sZzJ+uJl9ZmaLk9vdZaw9Gjec8RTH1u7b5fVH//U81l+ivfdSqbclZl3Zc58OjNhlbA5wnLsfDywHbix4bKW7D05ul6VTphT6Rd8m1tVtD11GDKaj3pZI7Tbc3f1FYP0uY7PdvS25u4D2K8FLBZ03dBGfjNPeeynU2xKzNI65TwCeKbg/0Mz+ZGZ/NLO/SuH5pQO392uk5fStocuInXpbcqukcDeznwBtwP3JUDPwVXc/EbgGeMDMDuxk23ozazSzxq20llLGXuusE5ayYczQ0GVESb0teVd0uJvZ94FzgYuSK8Pj7q3uvi5ZXgSsBL7W0fbu3uDude5eV0P3YsvYq/2m/wLWnqPwSJt6W2JQVLib2QjgBuA8d99cMH6ImVUny0cAg4BVaRQqHfv2oDfZfMEpocuIhnpbYtGVUyFnAvOBo8xstZlNBO4EegBzdjkt7FtAk5ktBh4FLnP39R09r6Tj3q++xIdjNu9+RfkC9bbEbLffLePuYzsYvreTdR8DHiu1KJFKUG9LzPQJVRGRCCncRUQipHAXEYmQwj0D7lp2OqvbNha17QufVbF95QEpVyQieadwz4CvjHqN+z89sahtJ84bz8AbdQEPEdmZwj0jHn3nRJqL3HsXEdmVwj0jep+7nPOaJuxRwC9ubcU+6PziHiKy91K4Z0jvc5dz7p8n0LJtU5fWHzX3co68XodkROSLFO4Z0+dvlvPdVyby2MYDv3QvfvnWTVR/XFPBykQkT3b7CVWpvENHvkEDR3DTQ+cz5aSZHa5zxaPXceQk7bWLSMcU7hl2+IVN3MqxHT42EAW7iHROh2VERCKkcBcRiZDCXUQkQgp3EZEIKdxFRCKkcBcRiZDCXUQkQgp3EZEIKdxFRCJk7h66BszsQ2AT8FHoWlLShzheSyyvA+Av3f2QSk9qZhuAZZWet0xi6odYXkunfZ2JcAcws0Z3rwtdRxpieS2xvI6QYvod6rXkiw7LiIhESOEuIhKhLIV7Q+gCUhTLa4nldYQU0+9QryVHMnPMXURE0pOlPXcREUlJ8HA3sxFmtszMVpjZpND17Ckze9vMlpjZYjNrTMZ6m9kcM3sz+dkrdJ0dMbNpZtZiZksLxjqs3drdkfw7NZnZN8JVng/q7XDU24HD3cyqgbuAs4BjgLFmdkzImop0hrsPLji1ahIw190HAXOT+1k0HRixy1hntZ8FDEpu9cDUCtWYS+rt4Kazl/d26D33IcAKd1/l7luAB4GRgWtKw0hgRrI8Azg/XCmdc/cXgfW7DHdW+0jgPm+3AOhpZv0qUmg+qbcDUm+HD/f+wHsF91cnY3niwGwzW2Rm9clYX3dvTpY/APqGKa0ondUew79VJcXw+1Jv55gukF2609x9jZkdCswxszcKH3R3N7NcnpKU59olFertHAu9574GGFBw/7BkLDfcfU3yswV4nPa342t3vK1LfraEq3CPdVZ77v+tKiz3vy/1dr6FDveFwCAzG2hmtcAY4MnANXWZme1vZj12LANnAktpfw3jk9XGA0+EqbAondX+JHBxcmbBUODTgre48kXq7ezZu3rb3YPegLOB5cBK4Ceh69nD2o8A/pzcXt1RP3Aw7X+NfxN4HugdutZO6p8JNANbaT/OOLGz2gGj/eyPlcASoC50/Vm/qbeD1r/X97Y+oSoiEqHQh2VERKQMFO4iIhFSuIuIREjhLiISIYW7iEiEFO4iIhFSuIuIREjhLiISof8FNzOFX1nyquMAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}],"source":["img1 = cv2.imread(\"brain1.jpg\",cv2.IMREAD_COLOR)\n","img2 = cv2.imread(\"brain2.jpg\",cv2.IMREAD_COLOR)\n","\n","img1 = cv2.resize(img1,(150,150))\n","img2 = cv2.resize(img2,(150,150))\n","\n","plt.subplot(121), plt.imshow(img1)\n","plt.subplot(122), plt.imshow(img2)\n","plt.show()\n","\n","img1_gray = cv2.cvtColor( img1,cv2.COLOR_BGR2GRAY)\n","img2_gray = cv2.cvtColor( img2,cv2.COLOR_BGR2GRAY)\n","\n","\n","ret,t_img1 = cv2.threshold(img1_gray,160,255,cv2.THRESH_BINARY)\n","ret,t_img2 = cv2.threshold(img2_gray,160,255,cv2.THRESH_BINARY)\n","\n","plt.subplot(121), plt.imshow(t_img1)\n","plt.subplot(122), plt.imshow(t_img2)\n","plt.show()\n","\n","kernel = np.ones((5,5),np.uint8)\n","t_img1 = cv2.morphologyEx(t_img1, cv2.MORPH_OPEN, kernel)\n","t_img2 = cv2.morphologyEx(t_img2, cv2.MORPH_OPEN, kernel)\n","\n","plt.subplot(121), plt.imshow(t_img1)\n","plt.subplot(122), plt.imshow(t_img2)\n","plt.show()"]},{"cell_type":"code","execution_count":34,"metadata":{"id":"2vhYbngHo_Is","outputId":"785ea364-a81f-4bdd-9db7-8ba3ee6af91d","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1678251169073,"user_tz":-330,"elapsed":470,"user":{"displayName":"Jafseer","userId":"12587469892740083352"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["265.0\n","2202.5\n","63.455843448638916\n","180.46803605556488\n"]}],"source":["f1=[]\n","f2=[]\n","\n","contours1,hierarchy = cv2.findContours(t_img1, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n","cnt1 = contours1[0]\n","contours2,hierarchy = cv2.findContours(t_img2, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n","cnt2 = contours2[0]\n","\n","area1 = cv2.contourArea(cnt1)\n","print(area1)\n","f1.append(area1)\n","\n","area2 = cv2.contourArea(cnt2)\n","print(area2)\n","f2.append(area2)\n","\n","perimeter1 = cv2.arcLength(cnt1,True)\n","print(perimeter1)\n","f1.append(perimeter1)\n","\n","perimeter2 = cv2.arcLength(cnt2,True)\n","print(perimeter2)\n","f2.append(perimeter2)\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"C327JyB8o_Is","outputId":"c159cd0d-4dba-49dd-ba0c-2a3465d99045"},"outputs":[{"name":"stdout","output_type":"stream","text":["16 23\n","53 51\n"]},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["img1 = cv2.imread(\"brain1.jpg\",cv2.IMREAD_COLOR)\n","img2 = cv2.imread(\"brain2.jpg\",cv2.IMREAD_COLOR)\n","\n","img1 = cv2.resize(img1,(150,150))\n","img2 = cv2.resize(img2,(150,150))\n","\n","x,y,w,h = cv2.boundingRect(cnt1)\n","print(w,h)\n","f1.extend([w,h])\n","rimg_1 = cv2.rectangle(img1,(x,y),(x+w,y+h),(0,255,0),2)\n","\n","x,y,w,h = cv2.boundingRect(cnt2)\n","print(w,h)\n","f2.extend([w,h])\n","rimg_2 = cv2.rectangle(img2,(x,y),(x+w,y+h),(0,255,0),2)\n","\n","plt.subplot(121), plt.imshow(rimg_1)\n","plt.subplot(122), plt.imshow(rimg_2)\n","plt.show()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0rjXIK6Ro_It","outputId":"2ac07d61-7e52-47e1-8b7a-744006875830"},"outputs":[{"name":"stdout","output_type":"stream","text":["71.0 128.0 11\n","100.44425964355469 70.0770492553711 29\n"]},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["img1 = cv2.imread(\"brain1.jpg\",cv2.IMREAD_COLOR)\n","img2 = cv2.imread(\"brain2.jpg\",cv2.IMREAD_COLOR)\n","\n","img1 = cv2.resize(img1,(150,150))\n","img2 = cv2.resize(img2,(150,150))\n","(x,y),radius = cv2.minEnclosingCircle(cnt1)\n","center = (int(x),int(y))\n","radius = int(radius)\n","print(x,y,radius)\n","f1.append(radius)\n","cimg_1 = cv2.circle(img1,center,radius,(255,0,0),2)\n","\n","\n","(x,y),radius = cv2.minEnclosingCircle(cnt2)\n","center = (int(x),int(y))\n","radius = int(radius)\n","print(x,y,radius)\n","f2.append(radius)\n","cimg_2 = cv2.circle(img2,center,radius,(255,0,0),2)\n","plt.subplot(121), plt.imshow(cimg_1)\n","plt.subplot(122), plt.imshow(cimg_2)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8JAZAzWio_Iu","outputId":"73ce0377-4228-4061-d92e-0af2714b59ba"},"outputs":[{"name":"stdout","output_type":"stream","text":["[265.0, 63.455843448638916, 16, 23, 11]\n","[2202.5, 180.46803605556488, 53, 51, 29]\n"]}],"source":["print(f1)\n","print(f2)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"zvBUaKYto_Iu","outputId":"a234bab9-a9c3-4540-8078-ebd09a8fa557"},"outputs":[{"name":"stdout","output_type":"stream","text":["[ 6.83637177e-04 7.44680573e-08 3.41298373e-12 1.90220139e-13\n"," 1.43744928e-25 4.63011231e-17 -5.31837812e-26]\n"]}],"source":["moments = cv2.moments(t_img1)\n","huMoments = cv2.HuMoments(moments)\n","print(huMoments.ravel())\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"kWmFS9LIo_Iv","outputId":"a09b5602-8750-48dd-b49c-852a9f419aba"},"outputs":[{"name":"stdout","output_type":"stream","text":["[6.32249269e-04 3.01149750e-09 1.29097007e-12 1.44878882e-14\n"," 1.37014115e-27 4.62007585e-19 1.43127310e-27]\n"]}],"source":["moments = cv2.moments(t_img2)\n","huMoments = cv2.HuMoments(moments)\n","print(huMoments.ravel())"]},{"cell_type":"markdown","metadata":{"id":"gsPs9udbo_Iv"},"source":["<img src=\"hu.png\"> "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"gG3wtp9so_Iv"},"outputs":[],"source":[]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.6"}},"nbformat":4,"nbformat_minor":0}
\ No newline at end of file diff --git a/ImageFeatureExtraction/brain1.jpg b/ImageFeatureExtraction/brain1.jpg Binary files differnew file mode 100644 index 0000000..27a3ec4 --- /dev/null +++ b/ImageFeatureExtraction/brain1.jpg diff --git a/ImageFeatureExtraction/brain2.jpg b/ImageFeatureExtraction/brain2.jpg Binary files differnew file mode 100644 index 0000000..a668149 --- /dev/null +++ b/ImageFeatureExtraction/brain2.jpg diff --git a/ImageFeatureExtraction/flower.jpg b/ImageFeatureExtraction/flower.jpg Binary files differnew file mode 100644 index 0000000..b9b1d59 --- /dev/null +++ b/ImageFeatureExtraction/flower.jpg diff --git a/ImageFeatureExtraction/grapes.jpg b/ImageFeatureExtraction/grapes.jpg Binary files differnew file mode 100644 index 0000000..783def1 --- /dev/null +++ b/ImageFeatureExtraction/grapes.jpg diff --git a/ImageFeatureExtraction/hu.png b/ImageFeatureExtraction/hu.png Binary files differnew file mode 100644 index 0000000..dd79f72 --- /dev/null +++ b/ImageFeatureExtraction/hu.png diff --git a/ImageFeatureExtraction/intens1.png b/ImageFeatureExtraction/intens1.png Binary files differnew file mode 100644 index 0000000..4c890af --- /dev/null +++ b/ImageFeatureExtraction/intens1.png diff --git a/ImageFeatureExtraction/intens2.png b/ImageFeatureExtraction/intens2.png Binary files differnew file mode 100644 index 0000000..f565354 --- /dev/null +++ b/ImageFeatureExtraction/intens2.png diff --git a/ImageFeatureExtraction/strawberry.jpg b/ImageFeatureExtraction/strawberry.jpg Binary files differnew file mode 100644 index 0000000..bab4c43 --- /dev/null +++ b/ImageFeatureExtraction/strawberry.jpg diff --git a/preprocessing.ipynb b/preprocessing.ipynb new file mode 100644 index 0000000..c2174ce --- /dev/null +++ b/preprocessing.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.3"},"colab":{"provenance":[]}},"cells":[{"cell_type":"code","metadata":{"id":"v6Ubg7wD3Tg2","executionInfo":{"status":"ok","timestamp":1682325029194,"user_tz":-330,"elapsed":1599,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["from sklearn import datasets"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"IwTtHJFW3Tg9","colab":{"base_uri":"https://localhost:8080/"},"outputId":"a7eb06c4-24b6-476f-cd91-98a577b24819","executionInfo":{"status":"ok","timestamp":1682325029195,"user_tz":-330,"elapsed":76,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["iris = datasets.load_iris()\n","print(iris.data)\n","print(iris.target)"],"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["[[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]]\n","[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 1 1 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 1 1 1 1 1 1 1 1 1 1 1 1 1 1 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2]\n"]}]},{"cell_type":"code","metadata":{"id":"k3ibas_63ThB","colab":{"base_uri":"https://localhost:8080/"},"outputId":"779e80c7-6d7e-46f4-b577-641ebddf43f9","executionInfo":{"status":"ok","timestamp":1682325029198,"user_tz":-330,"elapsed":73,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["print(iris.target_names)"],"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["['setosa' 'versicolor' 'virginica']\n"]}]},{"cell_type":"code","metadata":{"id":"jLPdzFwm3ThC","colab":{"base_uri":"https://localhost:8080/"},"outputId":"d111e03b-0d8f-4b75-becb-29222e3298ae","executionInfo":{"status":"ok","timestamp":1682325029199,"user_tz":-330,"elapsed":66,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["datasets.load_digits().data #another dataset from sklearn"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ 0., 0., 5., ..., 0., 0., 0.],\n"," [ 0., 0., 0., ..., 10., 0., 0.],\n"," [ 0., 0., 0., ..., 16., 9., 0.],\n"," ...,\n"," [ 0., 0., 1., ..., 6., 0., 0.],\n"," [ 0., 0., 2., ..., 12., 0., 0.],\n"," [ 0., 0., 10., ..., 12., 1., 0.]])"]},"metadata":{},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"xa1PMMrV3ThC","colab":{"base_uri":"https://localhost:8080/"},"outputId":"197f36f2-8c44-452b-9a43-d26ecd07fdce","executionInfo":{"status":"ok","timestamp":1682325029200,"user_tz":-330,"elapsed":62,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["print(datasets.load_digits().data.shape)\n","print(iris.data.shape)"],"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["(1797, 64)\n","(150, 4)\n"]}]},{"cell_type":"markdown","metadata":{"id":"Lwc8UXOs3ThF"},"source":["## Components of dimensionality reduction\n","- Feature selection - select a subset\n","- Feature extraction - build a new feature from original feature set"]},{"cell_type":"code","metadata":{"id":"Ptpqb7gQ3ThI","executionInfo":{"status":"ok","timestamp":1682325029201,"user_tz":-330,"elapsed":59,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["from sklearn import datasets\n","from sklearn.decomposition import PCA\n","from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"YV7PBurv3ThJ","colab":{"base_uri":"https://localhost:8080/"},"outputId":"4c5472fb-52d5-41f0-80a6-d946e7afa8c6","executionInfo":{"status":"ok","timestamp":1682325029203,"user_tz":-330,"elapsed":59,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["X = iris.data\n","Y = iris.target\n","print(X)\n","print(Y)"],"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["[[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]]\n","[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 1 1 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 1 1 1 1 1 1 1 1 1 1 1 1 1 1 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n"," 2 2]\n"]}]},{"cell_type":"code","metadata":{"id":"RN3Lqfw43ThK","colab":{"base_uri":"https://localhost:8080/"},"outputId":"0c0f7223-1f95-4c20-a2f9-864d111ed42b","executionInfo":{"status":"ok","timestamp":1682325029204,"user_tz":-330,"elapsed":57,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["pca = PCA(n_components=2) #unsupervised\n","X_R = pca.fit(X).transform(X)\n","print(X_R)"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["[[-2.68412563 0.31939725]\n"," [-2.71414169 -0.17700123]\n"," [-2.88899057 -0.14494943]\n"," [-2.74534286 -0.31829898]\n"," [-2.72871654 0.32675451]\n"," [-2.28085963 0.74133045]\n"," [-2.82053775 -0.08946138]\n"," [-2.62614497 0.16338496]\n"," [-2.88638273 -0.57831175]\n"," [-2.6727558 -0.11377425]\n"," [-2.50694709 0.6450689 ]\n"," [-2.61275523 0.01472994]\n"," [-2.78610927 -0.235112 ]\n"," [-3.22380374 -0.51139459]\n"," [-2.64475039 1.17876464]\n"," [-2.38603903 1.33806233]\n"," [-2.62352788 0.81067951]\n"," [-2.64829671 0.31184914]\n"," [-2.19982032 0.87283904]\n"," [-2.5879864 0.51356031]\n"," [-2.31025622 0.39134594]\n"," [-2.54370523 0.43299606]\n"," [-3.21593942 0.13346807]\n"," [-2.30273318 0.09870885]\n"," [-2.35575405 -0.03728186]\n"," [-2.50666891 -0.14601688]\n"," [-2.46882007 0.13095149]\n"," [-2.56231991 0.36771886]\n"," [-2.63953472 0.31203998]\n"," [-2.63198939 -0.19696122]\n"," [-2.58739848 -0.20431849]\n"," [-2.4099325 0.41092426]\n"," [-2.64886233 0.81336382]\n"," [-2.59873675 1.09314576]\n"," [-2.63692688 -0.12132235]\n"," [-2.86624165 0.06936447]\n"," [-2.62523805 0.59937002]\n"," [-2.80068412 0.26864374]\n"," [-2.98050204 -0.48795834]\n"," [-2.59000631 0.22904384]\n"," [-2.77010243 0.26352753]\n"," [-2.84936871 -0.94096057]\n"," [-2.99740655 -0.34192606]\n"," [-2.40561449 0.18887143]\n"," [-2.20948924 0.43666314]\n"," [-2.71445143 -0.2502082 ]\n"," [-2.53814826 0.50377114]\n"," [-2.83946217 -0.22794557]\n"," [-2.54308575 0.57941002]\n"," [-2.70335978 0.10770608]\n"," [ 1.28482569 0.68516047]\n"," [ 0.93248853 0.31833364]\n"," [ 1.46430232 0.50426282]\n"," [ 0.18331772 -0.82795901]\n"," [ 1.08810326 0.07459068]\n"," [ 0.64166908 -0.41824687]\n"," [ 1.09506066 0.28346827]\n"," [-0.74912267 -1.00489096]\n"," [ 1.04413183 0.2283619 ]\n"," [-0.0087454 -0.72308191]\n"," [-0.50784088 -1.26597119]\n"," [ 0.51169856 -0.10398124]\n"," [ 0.26497651 -0.55003646]\n"," [ 0.98493451 -0.12481785]\n"," [-0.17392537 -0.25485421]\n"," [ 0.92786078 0.46717949]\n"," [ 0.66028376 -0.35296967]\n"," [ 0.23610499 -0.33361077]\n"," [ 0.94473373 -0.54314555]\n"," [ 0.04522698 -0.58383438]\n"," [ 1.11628318 -0.08461685]\n"," [ 0.35788842 -0.06892503]\n"," [ 1.29818388 -0.32778731]\n"," [ 0.92172892 -0.18273779]\n"," [ 0.71485333 0.14905594]\n"," [ 0.90017437 0.32850447]\n"," [ 1.33202444 0.24444088]\n"," [ 1.55780216 0.26749545]\n"," [ 0.81329065 -0.1633503 ]\n"," [-0.30558378 -0.36826219]\n"," [-0.06812649 -0.70517213]\n"," [-0.18962247 -0.68028676]\n"," [ 0.13642871 -0.31403244]\n"," [ 1.38002644 -0.42095429]\n"," [ 0.58800644 -0.48428742]\n"," [ 0.80685831 0.19418231]\n"," [ 1.22069088 0.40761959]\n"," [ 0.81509524 -0.37203706]\n"," [ 0.24595768 -0.2685244 ]\n"," [ 0.16641322 -0.68192672]\n"," [ 0.46480029 -0.67071154]\n"," [ 0.8908152 -0.03446444]\n"," [ 0.23054802 -0.40438585]\n"," [-0.70453176 -1.01224823]\n"," [ 0.35698149 -0.50491009]\n"," [ 0.33193448 -0.21265468]\n"," [ 0.37621565 -0.29321893]\n"," [ 0.64257601 0.01773819]\n"," [-0.90646986 -0.75609337]\n"," [ 0.29900084 -0.34889781]\n"," [ 2.53119273 -0.00984911]\n"," [ 1.41523588 -0.57491635]\n"," [ 2.61667602 0.34390315]\n"," [ 1.97153105 -0.1797279 ]\n"," [ 2.35000592 -0.04026095]\n"," [ 3.39703874 0.55083667]\n"," [ 0.52123224 -1.19275873]\n"," [ 2.93258707 0.3555 ]\n"," [ 2.32122882 -0.2438315 ]\n"," [ 2.91675097 0.78279195]\n"," [ 1.66177415 0.24222841]\n"," [ 1.80340195 -0.21563762]\n"," [ 2.1655918 0.21627559]\n"," [ 1.34616358 -0.77681835]\n"," [ 1.58592822 -0.53964071]\n"," [ 1.90445637 0.11925069]\n"," [ 1.94968906 0.04194326]\n"," [ 3.48705536 1.17573933]\n"," [ 3.79564542 0.25732297]\n"," [ 1.30079171 -0.76114964]\n"," [ 2.42781791 0.37819601]\n"," [ 1.19900111 -0.60609153]\n"," [ 3.49992004 0.4606741 ]\n"," [ 1.38876613 -0.20439933]\n"," [ 2.2754305 0.33499061]\n"," [ 2.61409047 0.56090136]\n"," [ 1.25850816 -0.17970479]\n"," [ 1.29113206 -0.11666865]\n"," [ 2.12360872 -0.20972948]\n"," [ 2.38800302 0.4646398 ]\n"," [ 2.84167278 0.37526917]\n"," [ 3.23067366 1.37416509]\n"," [ 2.15943764 -0.21727758]\n"," [ 1.44416124 -0.14341341]\n"," [ 1.78129481 -0.49990168]\n"," [ 3.07649993 0.68808568]\n"," [ 2.14424331 0.1400642 ]\n"," [ 1.90509815 0.04930053]\n"," [ 1.16932634 -0.16499026]\n"," [ 2.10761114 0.37228787]\n"," [ 2.31415471 0.18365128]\n"," [ 1.9222678 0.40920347]\n"," [ 1.41523588 -0.57491635]\n"," [ 2.56301338 0.2778626 ]\n"," [ 2.41874618 0.3047982 ]\n"," [ 1.94410979 0.1875323 ]\n"," [ 1.52716661 -0.37531698]\n"," [ 1.76434572 0.07885885]\n"," [ 1.90094161 0.11662796]\n"," [ 1.39018886 -0.28266094]]\n"]}]},{"cell_type":"code","metadata":{"id":"rMOzXWxh3ThM","colab":{"base_uri":"https://localhost:8080/"},"outputId":"fcbbac5c-1212-4327-f7f7-e407bbf060e6","executionInfo":{"status":"ok","timestamp":1682325029205,"user_tz":-330,"elapsed":52,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["lda = LDA(n_components=2) #converting 4 dimension to 2. It is a supervised\n","X_L = lda.fit(X,Y).transform(X)\n","print(X_L)"],"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 8.06179978e+00 3.00420621e-01]\n"," [ 7.12868772e+00 -7.86660426e-01]\n"," [ 7.48982797e+00 -2.65384488e-01]\n"," [ 6.81320057e+00 -6.70631068e-01]\n"," [ 8.13230933e+00 5.14462530e-01]\n"," [ 7.70194674e+00 1.46172097e+00]\n"," [ 7.21261762e+00 3.55836209e-01]\n"," [ 7.60529355e+00 -1.16338380e-02]\n"," [ 6.56055159e+00 -1.01516362e+00]\n"," [ 7.34305989e+00 -9.47319209e-01]\n"," [ 8.39738652e+00 6.47363392e-01]\n"," [ 7.21929685e+00 -1.09646389e-01]\n"," [ 7.32679599e+00 -1.07298943e+00]\n"," [ 7.57247066e+00 -8.05464137e-01]\n"," [ 9.84984300e+00 1.58593698e+00]\n"," [ 9.15823890e+00 2.73759647e+00]\n"," [ 8.58243141e+00 1.83448945e+00]\n"," [ 7.78075375e+00 5.84339407e-01]\n"," [ 8.07835876e+00 9.68580703e-01]\n"," [ 8.02097451e+00 1.14050366e+00]\n"," [ 7.49680227e+00 -1.88377220e-01]\n"," [ 7.58648117e+00 1.20797032e+00]\n"," [ 8.68104293e+00 8.77590154e-01]\n"," [ 6.25140358e+00 4.39696367e-01]\n"," [ 6.55893336e+00 -3.89222752e-01]\n"," [ 6.77138315e+00 -9.70634453e-01]\n"," [ 6.82308032e+00 4.63011612e-01]\n"," [ 7.92461638e+00 2.09638715e-01]\n"," [ 7.99129024e+00 8.63787128e-02]\n"," [ 6.82946447e+00 -5.44960851e-01]\n"," [ 6.75895493e+00 -7.59002759e-01]\n"," [ 7.37495254e+00 5.65844592e-01]\n"," [ 9.12634625e+00 1.22443267e+00]\n"," [ 9.46768199e+00 1.82522635e+00]\n"," [ 7.06201386e+00 -6.63400423e-01]\n"," [ 7.95876243e+00 -1.64961722e-01]\n"," [ 8.61367201e+00 4.03253602e-01]\n"," [ 8.33041759e+00 2.28133530e-01]\n"," [ 6.93412007e+00 -7.05519379e-01]\n"," [ 7.68823131e+00 -9.22362309e-03]\n"," [ 7.91793715e+00 6.75121313e-01]\n"," [ 5.66188065e+00 -1.93435524e+00]\n"," [ 7.24101468e+00 -2.72615132e-01]\n"," [ 6.41443556e+00 1.24730131e+00]\n"," [ 6.85944381e+00 1.05165396e+00]\n"," [ 6.76470393e+00 -5.05151855e-01]\n"," [ 8.08189937e+00 7.63392750e-01]\n"," [ 7.18676904e+00 -3.60986823e-01]\n"," [ 8.31444876e+00 6.44953177e-01]\n"," [ 7.67196741e+00 -1.34893840e-01]\n"," [-1.45927545e+00 2.85437643e-02]\n"," [-1.79770574e+00 4.84385502e-01]\n"," [-2.41694888e+00 -9.27840307e-02]\n"," [-2.26247349e+00 -1.58725251e+00]\n"," [-2.54867836e+00 -4.72204898e-01]\n"," [-2.42996725e+00 -9.66132066e-01]\n"," [-2.44848456e+00 7.95961954e-01]\n"," [-2.22666513e-01 -1.58467318e+00]\n"," [-1.75020123e+00 -8.21180130e-01]\n"," [-1.95842242e+00 -3.51563753e-01]\n"," [-1.19376031e+00 -2.63445570e+00]\n"," [-1.85892567e+00 3.19006544e-01]\n"," [-1.15809388e+00 -2.64340991e+00]\n"," [-2.66605725e+00 -6.42504540e-01]\n"," [-3.78367218e-01 8.66389312e-02]\n"," [-1.20117255e+00 8.44373592e-02]\n"," [-2.76810246e+00 3.21995363e-02]\n"," [-7.76854039e-01 -1.65916185e+00]\n"," [-3.49805433e+00 -1.68495616e+00]\n"," [-1.09042788e+00 -1.62658350e+00]\n"," [-3.71589615e+00 1.04451442e+00]\n"," [-9.97610366e-01 -4.90530602e-01]\n"," [-3.83525931e+00 -1.40595806e+00]\n"," [-2.25741249e+00 -1.42679423e+00]\n"," [-1.25571326e+00 -5.46424197e-01]\n"," [-1.43755762e+00 -1.34424979e-01]\n"," [-2.45906137e+00 -9.35277280e-01]\n"," [-3.51848495e+00 1.60588866e-01]\n"," [-2.58979871e+00 -1.74611728e-01]\n"," [ 3.07487884e-01 -1.31887146e+00]\n"," [-1.10669179e+00 -1.75225371e+00]\n"," [-6.05524589e-01 -1.94298038e+00]\n"," [-8.98703769e-01 -9.04940034e-01]\n"," [-4.49846635e+00 -8.82749915e-01]\n"," [-2.93397799e+00 2.73791065e-02]\n"," [-2.10360821e+00 1.19156767e+00]\n"," [-2.14258208e+00 8.87797815e-02]\n"," [-2.47945603e+00 -1.94073927e+00]\n"," [-1.32552574e+00 -1.62869550e-01]\n"," [-1.95557887e+00 -1.15434826e+00]\n"," [-2.40157020e+00 -1.59458341e+00]\n"," [-2.29248878e+00 -3.32860296e-01]\n"," [-1.27227224e+00 -1.21458428e+00]\n"," [-2.93176055e-01 -1.79871509e+00]\n"," [-2.00598883e+00 -9.05418042e-01]\n"," [-1.18166311e+00 -5.37570242e-01]\n"," [-1.61615645e+00 -4.70103580e-01]\n"," [-1.42158879e+00 -5.51244626e-01]\n"," [ 4.75973788e-01 -7.99905482e-01]\n"," [-1.54948259e+00 -5.93363582e-01]\n"," [-7.83947399e+00 2.13973345e+00]\n"," [-5.50747997e+00 -3.58139892e-02]\n"," [-6.29200850e+00 4.67175777e-01]\n"," [-5.60545633e+00 -3.40738058e-01]\n"," [-6.85055995e+00 8.29825394e-01]\n"," [-7.41816784e+00 -1.73117995e-01]\n"," [-4.67799541e+00 -4.99095015e-01]\n"," [-6.31692685e+00 -9.68980756e-01]\n"," [-6.32773684e+00 -1.38328993e+00]\n"," [-6.85281335e+00 2.71758963e+00]\n"," [-4.44072512e+00 1.34723692e+00]\n"," [-5.45009572e+00 -2.07736942e-01]\n"," [-5.66033713e+00 8.32713617e-01]\n"," [-5.95823722e+00 -9.40175447e-02]\n"," [-6.75926282e+00 1.60023206e+00]\n"," [-5.80704331e+00 2.01019882e+00]\n"," [-5.06601233e+00 -2.62733839e-02]\n"," [-6.60881882e+00 1.75163587e+00]\n"," [-9.17147486e+00 -7.48255067e-01]\n"," [-4.76453569e+00 -2.15573720e+00]\n"," [-6.27283915e+00 1.64948141e+00]\n"," [-5.36071189e+00 6.46120732e-01]\n"," [-7.58119982e+00 -9.80722934e-01]\n"," [-4.37150279e+00 -1.21297458e-01]\n"," [-5.72317531e+00 1.29327553e+00]\n"," [-5.27915920e+00 -4.24582377e-02]\n"," [-4.08087208e+00 1.85936572e-01]\n"," [-4.07703640e+00 5.23238483e-01]\n"," [-6.51910397e+00 2.96976389e-01]\n"," [-4.58371942e+00 -8.56815813e-01]\n"," [-6.22824009e+00 -7.12719638e-01]\n"," [-5.22048773e+00 1.46819509e+00]\n"," [-6.80015000e+00 5.80895175e-01]\n"," [-3.81515972e+00 -9.42985932e-01]\n"," [-5.10748966e+00 -2.13059000e+00]\n"," [-6.79671631e+00 8.63090395e-01]\n"," [-6.52449599e+00 2.44503527e+00]\n"," [-4.99550279e+00 1.87768525e-01]\n"," [-3.93985300e+00 6.14020389e-01]\n"," [-5.20383090e+00 1.14476808e+00]\n"," [-6.65308685e+00 1.80531976e+00]\n"," [-5.10555946e+00 1.99218201e+00]\n"," [-5.50747997e+00 -3.58139892e-02]\n"," [-6.79601924e+00 1.46068695e+00]\n"," [-6.84735943e+00 2.42895067e+00]\n"," [-5.64500346e+00 1.67771734e+00]\n"," [-5.17956460e+00 -3.63475041e-01]\n"," [-4.96774090e+00 8.21140550e-01]\n"," [-5.88614539e+00 2.34509051e+00]\n"," [-4.68315426e+00 3.32033811e-01]]\n"]}]},{"cell_type":"code","metadata":{"id":"tn2FDI6C3ThM","colab":{"base_uri":"https://localhost:8080/"},"outputId":"6851b0b7-6784-4163-ac03-7b8ab8812182","executionInfo":{"status":"ok","timestamp":1682325029206,"user_tz":-330,"elapsed":48,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["from sklearn.preprocessing import MinMaxScaler #for normalisation/scaling\n","# for setting a value between 0 and 1 ->minmaxscaler\n","\n","data = [[3,4], [5,6], [1,2], [4,9]]\n","scaler = MinMaxScaler()\n","scaler.fit(data).transform(data)"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[0.5 , 0.28571429],\n"," [1. , 0.57142857],\n"," [0. , 0. ],\n"," [0.75 , 1. ]])"]},"metadata":{},"execution_count":10}]},{"cell_type":"code","source":[],"metadata":{"id":"awUp-sxAv7z1","executionInfo":{"status":"ok","timestamp":1682325029207,"user_tz":-330,"elapsed":44,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","metadata":{"id":"RZ3dxmsa3ThN","colab":{"base_uri":"https://localhost:8080/"},"outputId":"bf27dacd-32e2-4ec8-97f9-1ef6376c4904","executionInfo":{"status":"ok","timestamp":1682325029207,"user_tz":-330,"elapsed":43,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["scaler.fit(X_R).transform(X_R)"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[0.07688326, 0.60048735],\n"," [0.07260713, 0.41246733],\n"," [0.04769793, 0.42460754],\n"," [0.06816217, 0.35894822],\n"," [0.07053078, 0.60327405],\n"," [0.13433306, 0.76030228],\n"," [0.05744981, 0.44562465],\n"," [0.08514326, 0.54139484],\n"," [0.04806944, 0.26046361],\n"," [0.07850302, 0.43641571],\n"," [0.10212435, 0.72384146],\n"," [0.08705078, 0.48508902],\n"," [0.06235453, 0.39045681],\n"," [0. , 0.28580972],\n"," [0.08249271, 0.9259885 ],\n"," [0.11934907, 0.98632542],\n"," [0.08551609, 0.78656951],\n"," [0.08198749, 0.59762837],\n"," [0.14587803, 0.81011357],\n"," [0.09057938, 0.67403017],\n"," [0.13014519, 0.62773923],\n"," [0.09688773, 0.64351498],\n"," [0.00112036, 0.53006327],\n"," [0.13121693, 0.51689758],\n"," [0.12366351, 0.4653886 ],\n"," [0.10216398, 0.42420322],\n"," [0.10755597, 0.52911007],\n"," [0.09423586, 0.61879005],\n"," [0.08323574, 0.59770065],\n"," [0.08431065, 0.40490712],\n"," [0.09066313, 0.40212042],\n"," [0.11594517, 0.63515489],\n"," [0.08190691, 0.78758624],\n"," [0.08904787, 0.89355878],\n"," [0.08360725, 0.43355673],\n"," [0.05093877, 0.50578285],\n"," [0.08527246, 0.70653217],\n"," [0.06027818, 0.58126353],\n"," [0.03466108, 0.29468662],\n"," [0.09029162, 0.56626434],\n"," [0.06463489, 0.57932567],\n"," [0.05334251, 0.12310373],\n"," [0.03225284, 0.34999903],\n"," [0.11656032, 0.5510483 ],\n"," [0.14450058, 0.64490396],\n"," [0.072563 , 0.38473885],\n"," [0.09767939, 0.67032234],\n"," [0.05475381, 0.39317123],\n"," [0.09697598, 0.69897195],\n"," [0.07414313, 0.52030544],\n"," [0.6423053 , 0.73902687],\n"," [0.59211089, 0.60008449],\n"," [0.66787378, 0.67050857],\n"," [0.48538302, 0.16590514],\n"," [0.61427997, 0.50776237],\n"," [0.55068036, 0.32109112],\n"," [0.61527113, 0.58687859],\n"," [0.35254633, 0.09888892],\n"," [0.60801574, 0.56600604],\n"," [0.45802146, 0.20562927],\n"," [0.38691966, 0. ],\n"," [0.53216459, 0.44012499],\n"," [0.49701624, 0.2711734 ],\n"," [0.59958241, 0.43223274],\n"," [0.4344897 , 0.38297909],\n"," [0.59145161, 0.65646258],\n"," [0.55333224, 0.34581606],\n"," [0.49290317, 0.3531486 ],\n"," [0.59385535, 0.27378346],\n"," [0.46571043, 0.25837182],\n"," [0.61829452, 0.44745961],\n"," [0.5102526 , 0.45340317],\n"," [0.64420833, 0.35535434],\n"," [0.59057806, 0.4102945 ],\n"," [0.56110629, 0.53596746],\n"," [0.58750737, 0.60393688],\n"," [0.6490293 , 0.57209625],\n"," [0.68119389, 0.58082859],\n"," [0.5751298 , 0.41763787],\n"," [0.41573347, 0.34002374],\n"," [0.44956195, 0.21241292],\n"," [0.43225347, 0.22183871],\n"," [0.47870315, 0.36056425],\n"," [0.65586773, 0.32006564],\n"," [0.54303551, 0.29607705],\n"," [0.57421344, 0.5530599 ],\n"," [0.63316858, 0.63390318],\n"," [0.57538688, 0.33859393],\n"," [0.4943068 , 0.37780125],\n"," [0.48297479, 0.22121754],\n"," [0.5254834 , 0.2254655 ],\n"," [0.58617405, 0.46645575],\n"," [0.49211152, 0.32634124],\n"," [0.35889881, 0.09610222],\n"," [0.51012339, 0.28826584],\n"," [0.50655516, 0.39896293],\n"," [0.51286352, 0.36844775],\n"," [0.55080957, 0.48622845],\n"," [0.33013045, 0.19312557],\n"," [0.50186339, 0.34735835],\n"," [0.8198644 , 0.47577926],\n"," [0.66088371, 0.26174969],\n"," [0.83204246, 0.60976941],\n"," [0.74013426, 0.41143455],\n"," [0.79405229, 0.46426022],\n"," [0.94321396, 0.68814927],\n"," [0.53352277, 0.02773056],\n"," [0.87704757, 0.61416193],\n"," [0.78995266, 0.38715414],\n"," [0.87479153, 0.77600659],\n"," [0.69600588, 0.57125824],\n"," [0.71618236, 0.39783309],\n"," [0.76778041, 0.56142813],\n"," [0.65104358, 0.1852756 ],\n"," [0.68520077, 0.27511098],\n"," [0.73057871, 0.52467817],\n"," [0.73702262, 0.49539657],\n"," [0.95603785, 0.92484261],\n"," [1. , 0.57697558],\n"," [0.64457985, 0.19121042],\n"," [0.80513749, 0.62275846],\n"," [0.63007862, 0.24994152],\n"," [0.95787057, 0.65399855],\n"," [0.6571128 , 0.4020898 ],\n"," [0.78342817, 0.60639362],\n"," [0.83167412, 0.69196146],\n"," [0.63855607, 0.41144331],\n"," [0.64320372, 0.4353194 ],\n"," [0.76179944, 0.40007091],\n"," [0.7994654 , 0.65550063],\n"," [0.8640958 , 0.62164986],\n"," [0.91951338, 1. ],\n"," [0.76690368, 0.39721192],\n"," [0.66500446, 0.42518933],\n"," [0.71303295, 0.29016287],\n"," [0.89754958, 0.74013485],\n"," [0.76473907, 0.53256167],\n"," [0.73067014, 0.49818327],\n"," [0.62585111, 0.4170167 ],\n"," [0.75952041, 0.62052064],\n"," [0.78894488, 0.54907108],\n"," [0.73311615, 0.6345031 ],\n"," [0.66088371, 0.26174969],\n"," [0.82439761, 0.58475534],\n"," [0.80384512, 0.59495769],\n"," [0.73622779, 0.55054109],\n"," [0.67682951, 0.3373516 ],\n"," [0.71061836, 0.50937903],\n"," [0.73007799, 0.52368477],\n"," [0.65731548, 0.37244678]])"]},"metadata":{},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"YaXGUo6q3ThP","colab":{"base_uri":"https://localhost:8080/"},"outputId":"742b831e-73e9-4dc1-d3e4-dea4b9fea278","executionInfo":{"status":"ok","timestamp":1682325029208,"user_tz":-330,"elapsed":41,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["from sklearn import preprocessing\n","le = preprocessing.LabelEncoder() #to convert categorical value to numerical values\n","data = [\"america\",\"india\",\"british\",\"china\",\"india\",\"bali\"] # labels given based on alphabetical order\n","le.fit(data)\n","encoded = le.transform(data)\n","print(encoded)"],"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["[0 4 2 3 4 1]\n"]}]},{"cell_type":"code","metadata":{"id":"4zDbQLfN3ThQ","colab":{"base_uri":"https://localhost:8080/"},"outputId":"c493bd2f-b1f0-445f-96ae-b0e937cc287c","executionInfo":{"status":"ok","timestamp":1682325029209,"user_tz":-330,"elapsed":34,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":["le.inverse_transform(encoded) #to get the inverse of the encoded categorical value"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['america', 'india', 'british', 'china', 'india', 'bali'],\n"," dtype='<U7')"]},"metadata":{},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"e0b7AqBx3ThQ","executionInfo":{"status":"ok","timestamp":1682325029209,"user_tz":-330,"elapsed":31,"user":{"displayName":"Dr. Jeena Kleenankandy","userId":"14600192096334600263"}}},"source":[],"execution_count":13,"outputs":[]}]}
\ No newline at end of file |
