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@kamaravichow
Created December 29, 2022 08:20
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "5L_VHrFfTKR9"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import confusion_matrix"
]
},
{
"cell_type": "code",
"source": [
"!wget https://raw.githubusercontent.com/amankharwal/Website-data/master/data_banknote_authentication.txt"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "fXHn3597TPxC",
"outputId": "76aa7bfa-aa8b-4604-f5ce-e2925a4f41b1"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2022-12-29 08:07:14-- https://raw.githubusercontent.com/amankharwal/Website-data/master/data_banknote_authentication.txt\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 46400 (45K) [text/plain]\n",
"Saving to: ‘data_banknote_authentication.txt’\n",
"\n",
"data_banknote_authe 100%[===================>] 45.31K --.-KB/s in 0.006s \n",
"\n",
"2022-12-29 08:07:14 (7.29 MB/s) - ‘data_banknote_authentication.txt’ saved [46400/46400]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"data = pd.read_csv('/content/data_banknote_authentication.txt', header=None)\n",
"data.columns = ['var', 'skew', 'curt', 'entr', 'auth']\n",
"print(data.head())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "W3gpevHyTTQU",
"outputId": "2ca66cc7-af4c-427c-f963-6b5bd4d0340b"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" var skew curt entr auth\n",
"0 3.62160 8.6661 -2.8073 -0.44699 0\n",
"1 4.54590 8.1674 -2.4586 -1.46210 0\n",
"2 3.86600 -2.6383 1.9242 0.10645 0\n",
"3 3.45660 9.5228 -4.0112 -3.59440 0\n",
"4 0.32924 -4.4552 4.5718 -0.98880 0\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"data.info"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2Vf46zcnTY_f",
"outputId": "d93ae5a9-9a24-4c36-af70-8e73f05ff705"
},
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<bound method DataFrame.info of var skew curt entr auth\n",
"0 3.62160 8.66610 -2.8073 -0.44699 0\n",
"1 4.54590 8.16740 -2.4586 -1.46210 0\n",
"2 3.86600 -2.63830 1.9242 0.10645 0\n",
"3 3.45660 9.52280 -4.0112 -3.59440 0\n",
"4 0.32924 -4.45520 4.5718 -0.98880 0\n",
"... ... ... ... ... ...\n",
"1367 0.40614 1.34920 -1.4501 -0.55949 1\n",
"1368 -1.38870 -4.87730 6.4774 0.34179 1\n",
"1369 -3.75030 -13.45860 17.5932 -2.77710 1\n",
"1370 -3.56370 -8.38270 12.3930 -1.28230 1\n",
"1371 -2.54190 -0.65804 2.6842 1.19520 1\n",
"\n",
"[1372 rows x 5 columns]>"
]
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"source": [
"sns.pairplot(data, hue='auth')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 726
},
"id": "crWytToyTa0-",
"outputId": "f6a28e4e-b85d-4c3d-b5cf-0450ad89c73f"
},
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 762.375x720 with 20 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8,6))\n",
"plt.title('Distribution of Target', size=18)\n",
"sns.countplot(x=data['auth'])\n",
"target_count = data.auth.value_counts()\n",
"plt.annotate(s=target_count[0], xy=(-0.04,10+target_count[0]), size=14)\n",
"plt.annotate(s=target_count[1], xy=(0.96,10+target_count[1]), size=14)\n",
"plt.ylim(0,900)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 408
},
"id": "DmqTs4H3Tdca",
"outputId": "32dfa1c0-11a8-408e-ed03-348c5842409e"
},
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"nb_to_delete = target_count[0] - target_count[1]\n",
"data = data.sample(frac=1, random_state=42).sort_values(by='auth')\n",
"data = data[nb_to_delete:]\n",
"print(data['auth'].value_counts())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jqmj6kMQThCn",
"outputId": "44e9d00e-618b-4794-cb66-a6adf0755909"
},
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0 610\n",
"1 610\n",
"Name: auth, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"x = data.loc[:, data.columns != 'auth']\n",
"y = data.loc[:, data.columns == 'auth']\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=42)"
],
"metadata": {
"id": "ibjvdgQGTkxt"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"source": [
"scalar = StandardScaler()\n",
"scalar.fit(x_train)\n",
"x_train = scalar.transform(x_train)\n",
"x_test = scalar.transform(x_test)"
],
"metadata": {
"id": "DjqlmGphTngM"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"clf = LogisticRegression(solver='lbfgs', random_state=42, multi_class='auto')\n",
"clf.fit(x_train, y_train.values.ravel())"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pVcD7m6NTp9A",
"outputId": "05537bb7-8e8c-4bff-af0f-e2bf3c7f5b56"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"LogisticRegression(random_state=42)"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"y_pred = np.array(clf.predict(x_test))\n",
"conf_mat = pd.DataFrame(confusion_matrix(y_test, y_pred),\n",
" columns=[\"Pred.Negative\", \"Pred.Positive\"],\n",
" index=['Act.Negative', \"Act.Positive\"])\n",
"tn, fp, fn, tp = confusion_matrix(y_test, y_pred).ravel()\n",
"accuracy = round((tn+tp)/(tn+fp+fn+tp), 4)\n",
"print(conf_mat)\n",
"print(f'\\n Accuracy = {round(100*accuracy, 2)}%')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "A6FzfvadTsnl",
"outputId": "902bcf67-9178-428a-d478-e7dcf7802259"
},
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Pred.Negative Pred.Positive\n",
"Act.Negative 187 6\n",
"Act.Positive 0 173\n",
"\n",
" Accuracy = 98.36%\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import pywt\n",
"import numpy as np\n",
"from scipy.misc import ascent\n",
"from skimage import io\n",
"import skimage"
],
"metadata": {
"id": "-o0B5VPn6K0t"
},
"execution_count": 24,
"outputs": []
},
{
"cell_type": "code",
"source": [
"image = io.imread('/content/INDIA50NEW_1.jpg')\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.imshow(image, cmap='gray')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 216
},
"id": "xVPcixaI9EGV",
"outputId": "f4103ac9-767f-4577-87cf-08b868dc1079"
},
"execution_count": 39,
"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"
}
}
]
},
{
"cell_type": "code",
"source": [
"image = ascent()\n",
"image = skimage.color.rgb2gray(image)\n",
"image"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "b9zHykMI6WDZ",
"outputId": "6b645180-7921-4130-ae02-6d8ef5ce2736"
},
"execution_count": 25,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"<ipython-input-25-b2e1c2728a10>:3: FutureWarning: The behavior of rgb2gray will change in scikit-image 0.19. Currently, rgb2gray allows 2D grayscale image to be passed as inputs and leaves them unmodified as outputs. Starting from version 0.19, 2D arrays will be treated as 1D images with 3 channels.\n",
" image = skimage.color.rgb2gray(image)\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[ 83, 83, 83, ..., 117, 117, 117],\n",
" [ 82, 82, 83, ..., 117, 117, 117],\n",
" [ 80, 81, 83, ..., 117, 117, 117],\n",
" ...,\n",
" [178, 178, 178, ..., 57, 59, 57],\n",
" [178, 178, 178, ..., 56, 57, 57],\n",
" [178, 178, 178, ..., 57, 57, 58]])"
]
},
"metadata": {},
"execution_count": 25
}
]
},
{
"cell_type": "code",
"source": [
"image = np.mean(image, axis=2)\n",
"image"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 358
},
"id": "LYOZWIlC6rP-",
"outputId": "d0b1a48a-3f85-48ec-8f81-d58ef27700f1"
},
"execution_count": 26,
"outputs": [
{
"output_type": "error",
"ename": "AxisError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAxisError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-26-076265412531>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mimage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mmean\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36mmean\u001b[0;34m(a, axis, dtype, out, keepdims, where)\u001b[0m\n\u001b[1;32m 3438\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3439\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3440\u001b[0;31m return _methods._mean(a, axis=axis, dtype=dtype,\n\u001b[0m\u001b[1;32m 3441\u001b[0m out=out, **kwargs)\n\u001b[1;32m 3442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.8/dist-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_mean\u001b[0;34m(a, axis, dtype, out, keepdims, where)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0mis_float16_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0mrcount\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_count_reduce_items\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkeepdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwhere\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 168\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrcount\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mwhere\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mumr_any\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrcount\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Mean of empty slice.\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRuntimeWarning\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.8/dist-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_count_reduce_items\u001b[0;34m(arr, axis, keepdims, where)\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0max\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 76\u001b[0;31m \u001b[0mitems\u001b[0m \u001b[0;34m*=\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnormalize_axis_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 77\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 78\u001b[0m \u001b[0;31m# TODO: Optimize case when `where` is broadcast along a non-reduction\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAxisError\u001b[0m: axis 2 is out of bounds for array of dimension 2"
]
}
]
},
{
"cell_type": "code",
"source": [
"from skimage import exposure\n",
"hist, bins = exposure.histogram(image) # Calculate the histogram of the image\n",
"hist"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DDBoxDIV6sLS",
"outputId": "9a507711-7bdf-4736-8273-f4a88fde1883"
},
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([ 38, 28, 73, 190, 190, 443, 504, 720, 645, 472, 746,\n",
" 868, 772, 744, 688, 935, 1256, 1172, 1355, 912, 1197, 1334,\n",
" 1279, 1442, 1031, 1187, 1422, 1370, 1505, 1191, 1429, 1771, 1683,\n",
" 1765, 1577, 1813, 2316, 2154, 2256, 1605, 1723, 2059, 1741, 1624,\n",
" 1307, 1409, 1481, 1378, 1488, 1270, 1575, 2557, 1980, 2176, 1367,\n",
" 1623, 1915, 1880, 2065, 1761, 2761, 3010, 3749, 3124, 1929, 2692,\n",
" 2904, 3307, 3082, 1956, 2939, 3057, 2959, 2487, 1655, 2633, 2311,\n",
" 1959, 1667, 1229, 2059, 1692, 1718, 1489, 961, 1914, 1319, 3205,\n",
" 1208, 1054, 3312, 1492, 4000, 1349, 1110, 4098, 1525, 3494, 1372,\n",
" 1098, 2470, 1496, 1187, 942, 726, 741, 689, 659, 667, 519,\n",
" 576, 547, 2121, 646, 618, 3927, 1163, 6951, 1055, 878, 6550,\n",
" 1207, 4584, 797, 628, 4337, 812, 3879, 977, 539, 1812, 1733,\n",
" 910, 1841, 419, 477, 780, 483, 489, 332, 409, 412, 439,\n",
" 387, 362, 405, 415, 370, 367, 276, 426, 451, 539, 560,\n",
" 333, 568, 634, 544, 500, 304, 521, 523, 478, 423, 260,\n",
" 371, 466, 413, 449, 244, 339, 396, 349, 387, 244, 319,\n",
" 382, 357, 461, 285, 311, 556, 297, 263, 276, 292, 302,\n",
" 235, 269, 279, 275, 263, 264, 221, 217, 194, 201, 178,\n",
" 209, 175, 203, 207, 154, 160, 128, 158, 181, 204, 249,\n",
" 171, 192, 185, 126, 123, 127, 145, 124, 123, 122, 122,\n",
" 118, 138, 125, 145, 170, 181, 159, 179, 201, 228, 264,\n",
" 375, 326, 363, 262, 299, 352, 251, 317, 226, 199, 159,\n",
" 136, 138, 80, 88, 72, 66, 35, 33, 23, 17, 19,\n",
" 18, 15, 18])"
]
},
"metadata": {},
"execution_count": 27
}
]
},
{
"cell_type": "code",
"source": [
"from scipy import stats\n",
"# Calculate the entropy of the histogram\n",
"entropy = stats.entropy(hist)\n",
"entropy"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sygy5Aa066dq",
"outputId": "201794ff-e330-4344-f784-605bd1a3adaa"
},
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"5.0776260571568335"
]
},
"metadata": {},
"execution_count": 28
}
]
},
{
"cell_type": "code",
"source": [
"import pywt\n",
"# Select the wavelet to use and the level of decomposition\n",
"wavelet = 'db1'\n",
"level = 1\n",
"# Perform the wavelet transform\n",
"coeffs = pywt.wavedec2(image, wavelet=wavelet, level=level)\n",
"coeffs"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Eku6uaPu8XI8",
"outputId": "13adf159-e5a4-469a-df12-44a91ce43c38"
},
"execution_count": 35,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[array([[165. , 166. , 166. , ..., 234. , 234. , 234. ],\n",
" [162.5, 166. , 166. , ..., 234. , 234. , 234. ],\n",
" [165. , 166.5, 165.5, ..., 234. , 234. , 234. ],\n",
" ...,\n",
" [351. , 351. , 351. , ..., 101. , 116. , 172. ],\n",
" [355. , 355. , 355. , ..., 69. , 114.5, 120. ],\n",
" [356. , 356. , 356. , ..., 60.5, 99. , 114.5]]),\n",
" (array([[ 1. , 0. , 0. , ..., 0. , 0. , 0. ],\n",
" [-1.5, 0. , 0. , ..., 0. , 0. , 0. ],\n",
" [ 0. , 0.5, -0.5, ..., 0. , 0. , 0. ],\n",
" ...,\n",
" [ 1. , 1. , 1. , ..., 9. , 0. , 24. ],\n",
" [-1. , -1. , -1. , ..., -2. , -0.5, 4. ],\n",
" [ 0. , 0. , 0. , ..., 16.5, 6. , -0.5]]),\n",
" array([[ 0. , 0. , 0. , ..., 0. , 0. , 0. ],\n",
" [ -0.5, 0. , 0. , ..., 0. , 0. , 0. ],\n",
" [ 1. , -0.5, -0.5, ..., 0. , 0. , 0. ],\n",
" ...,\n",
" [ 0. , 0. , 0. , ..., -14. , -2. , -56. ],\n",
" [ 0. , 0. , 0. , ..., -21. , 0.5, -1. ],\n",
" [ 0. , 0. , 0. , ..., 12.5, -14. , -0.5]]),\n",
" array([[ 0. , 0. , 0. , ..., 0. , 0. , 0. ],\n",
" [ -0.5, 0. , 0. , ..., 0. , 0. , 0. ],\n",
" [ 0. , -0.5, -0.5, ..., 0. , 0. , 0. ],\n",
" ...,\n",
" [ 0. , 0. , 0. , ..., 6. , 0. , -20. ],\n",
" [ 0. , 0. , 0. , ..., -8. , -0.5, -3. ],\n",
" [ 0. , 0. , 0. , ..., 2.5, 7. , 0.5]]))]"
]
},
"metadata": {},
"execution_count": 35
}
]
},
{
"cell_type": "code",
"source": [
"# Calculate the variance of the wavelet coefficients for each level\n",
"variances = [np.var(coeff) for coeff in coeffs]\n",
"variances"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cW89BF6e8s1S",
"outputId": "de7a8e9b-3375-4a20-e988-d1d0590f7080"
},
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[8980.162404074335, 178.54309829034744]"
]
},
"metadata": {},
"execution_count": 36
}
]
},
{
"cell_type": "code",
"source": [
"# Calculate the skewness of the wavelet coefficients for each level\n",
"skewness = [stats.skew(coeff) for coeff in coeffs]\n",
"skewness"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "nFQucqzo8ab9",
"outputId": "998adb8c-d929-4a47-e06b-969e44328aa8"
},
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[array([ 0.43564262, 0.43902372, 0.38159447, 0.28265017, 0.34180717,\n",
" 0.29998535, 0.29907767, 0.36992211, 0.3499049 , 0.44257607,\n",
" 0.445094 , 0.4585382 , 0.50262644, 0.39929274, 0.36010767,\n",
" 0.34900535, 0.3128179 , 0.40820206, 0.51280397, 0.68564142,\n",
" 0.78179126, 0.77452022, 0.74510652, 0.90944138, 0.94970085,\n",
" 1.19136805, 1.33456358, 1.29289533, 1.51463106, 1.59847602,\n",
" 1.60359514, 1.48157795, 1.36781973, 1.26701168, 1.34443611,\n",
" 1.29097325, 1.21751465, 1.28475169, 1.18787976, 1.22003276,\n",
" 1.26638885, 1.2366691 , 1.18813681, 1.06815194, 1.02972422,\n",
" 0.84564957, 0.44345174, 0.35067451, 0.05228561, -0.03748432,\n",
" 0.20601083, 0.24562112, 0.18702994, 0.10120603, -0.29466115,\n",
" -0.00462229, 0.112371 , 0.11347516, 0.12556212, 0.09968051,\n",
" -0.71438157, -0.47421209, -0.11412319, 0.0750779 , -0.31884498,\n",
" -0.3642207 , -0.4099569 , -0.1322656 , -0.48577826, -0.39630323,\n",
" -0.42783345, 0.01130082, 0.14586316, 0.08328963, 0.12778943,\n",
" -0.12401967, 0.11858491, 0.41910049, 0.27312764, 0.40685005,\n",
" 0.29594518, 0.15827121, 0.17453553, 0.06419824, 0.08568332,\n",
" 0.131406 , 0.15141611, -0.04414095, -0.03385809, 0.21560837,\n",
" 0.38450156, 0.39343376, 0.4043781 , 0.3751418 , 0.55795874,\n",
" 0.53980952, 0.28283402, 0.15441898, 0.33066392, 0.67997964,\n",
" 0.23306804, 0.02930339, -0.08333976, 0.01985945, 0.03322042,\n",
" 0.0185788 , 0.16187738, 0.15041704, 0.13880416, 0.15919054,\n",
" 0.11160236, 0.12916278, 0.1645295 , 0.02510374, -0.00640009,\n",
" 0.01373757, 0.02460653, 0.08857844, 0.19349512, 0.27840371,\n",
" 0.29094154, 0.21131682, 0.20834417, 0.22963347, 0.24655369,\n",
" 0.36764297, 0.37744702, 0.32788382, 0.25849075, 0.33868246,\n",
" 0.58989025, 0.6737498 , 0.85930005, 0.91125949, 0.9780307 ,\n",
" 1.07027491, 1.10109727, 0.99399083, 0.90974694, 0.93342933,\n",
" 0.99481857, 0.92887665, 0.91053347, 0.96799152, 1.07582469,\n",
" 1.12013396, 0.98162196, 0.91729333, 0.85241341, 0.76073611,\n",
" 0.66389592, 0.62214058, 0.7098097 , 0.80798806, 0.82217452,\n",
" 0.85383198, 0.90602158, 1.00535655, 1.00159887, 1.13887627,\n",
" 1.15301867, 1.38368334, 1.36923815, 1.19949092, 1.2172907 ,\n",
" 1.3920468 , 1.29428136, 1.16768033, 1.28633646, 1.31498151,\n",
" 1.29775774, 1.30430497, 1.4484458 , 1.50197401, 1.64135093,\n",
" 1.57391629, 1.39668834, 1.30213516, 1.24756479, 1.35694647,\n",
" 1.31077981, 1.08654096, 0.9753893 , 0.95978549, 0.86837523,\n",
" 0.90889398, 0.80394302, 0.74861138, 0.74717782, 0.71377636,\n",
" 0.78791721, 0.89737054, 0.98600012, 0.94682881, 0.87428891,\n",
" 0.73180364, 0.64265479, 0.68491447, 0.80012182, 0.82967663,\n",
" 0.7895071 , 0.71662188, 0.4401989 , 0.06852813, 0.02570533,\n",
" 0.09226133, 0.32155432, 0.30099456, 0.43137277, 0.44827602,\n",
" 0.28890166, 0.31966953, 0.37047454, 0.49189933, 0.68704117,\n",
" 0.71966088, 0.67068819, 0.56984524, 0.51003847, 0.39921573,\n",
" 0.37318684, 0.37018613, 0.35075567, 0.28976915, 0.34030008,\n",
" 0.23385447, 0.12941743, 0.13274116, 0.09683086, 0.09110485,\n",
" 0.0509808 , 0.0550623 , 0.05221815, 0.07851056, 0.06425083,\n",
" 0.07603809, 0.08362162, 0.09955427, 0.06943949, 0.05330706,\n",
" -0.0039299 , -0.07430996, 0.03291482, 0.12886504, 0.21295919,\n",
" 0.30000395, 0.34968817, 0.38868112, 0.32507244, 0.37691228,\n",
" 0.36830981, 0.34888017, 0.33261606, 0.32169316, 0.37533445,\n",
" 0.37480071]),\n",
" array([[ 0.70710678, 0. , 0. , ..., 0. ,\n",
" 0. , 0. ],\n",
" [-0.70710678, 0. , 0. , ..., 0. ,\n",
" 0. , 0. ],\n",
" [ 0.70710678, 0.70710678, 0. , ..., 0. ,\n",
" 0. , 0. ],\n",
" ...,\n",
" [ 0.70710678, 0.70710678, 0.70710678, ..., -0.66158625,\n",
" -0.70710678, 0.12172925],\n",
" [-0.70710678, -0.70710678, -0.70710678, ..., -0.41587554,\n",
" 0.70710678, 0.47033046],\n",
" [ 0. , 0. , 0. , ..., -0.47033046,\n",
" -0.70144238, 0.70710678]])]"
]
},
"metadata": {},
"execution_count": 37
}
]
},
{
"cell_type": "code",
"source": [
"# Calculate the kurtosis of the wavelet coefficients for each level\n",
"kurtosis = [stats.kurtosis(coeff) for coeff in coeffs]\n",
"kurtosis"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gD_GjtOy8w5a",
"outputId": "c42aa9fe-00f4-4910-d5d4-c5954e77c9e8"
},
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[array([-1.02719512, -1.11821344, -0.98176087, -0.75814952, -0.4287536 ,\n",
" 0.13271358, 0.23558239, 0.6460811 , -0.25738772, 0.39392119,\n",
" 0.64776545, -0.59999007, -1.51350056, -1.44423094, -1.5195848 ,\n",
" 0.05560464, 0.08967461, -0.18504317, -0.18140459, -0.4341454 ,\n",
" -0.11580536, -0.82303482, -0.29532121, -0.52097641, -0.94807393,\n",
" -0.37159889, -0.03339355, -0.25473923, -0.12298112, -0.50546827,\n",
" -0.21883179, -0.85572715, -1.31732399, -0.19767758, -0.06470006,\n",
" -0.19543408, 0.33709078, -0.90105368, -1.11189789, -0.78514009,\n",
" -0.11093955, -0.15554716, 0.07910307, -0.01598217, -0.57366087,\n",
" -0.63484056, -0.88859566, -1.01663936, -0.82528549, -0.90343331,\n",
" -0.65226299, -1.02976924, -0.71403517, -0.28418097, -0.07785811,\n",
" -0.7802261 , -1.06729503, -1.07486432, -0.89219037, -0.80521487,\n",
" -0.86705937, -0.69013511, -0.26720843, -0.10720632]),\n",
" array([[-1.5, -1.5, -1.5, ..., -3. , -3. , -3. ],\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5],\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5],\n",
" ...,\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5],\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5],\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5]]),\n",
" array([[-1.5 , -1.5 , -3. , ..., -3. , -3. ,\n",
" -3. ],\n",
" [-1.5 , -1.603424, -3. , ..., -3. , -3. ,\n",
" -3. ],\n",
" [-1.5 , -1.5 , -3. , ..., -1.5 , -3. ,\n",
" -3. ],\n",
" ...,\n",
" [-1.5 , -1.5 , -1.5 , ..., -1.5 , -1.5 ,\n",
" -1.5 ],\n",
" [-1.5 , -1.5 , -1.5 , ..., -1.5 , -1.5 ,\n",
" -1.5 ],\n",
" [-1.5 , -1.5 , -1.5 , ..., -1.5 , -1.5 ,\n",
" -1.5 ]]),\n",
" array([[-1.5, -3. , -3. , ..., -3. , -3. , -3. ],\n",
" [-1.5, -3. , -3. , ..., -3. , -3. , -3. ],\n",
" [-1.5, -1.5, -3. , ..., -3. , -3. , -3. ],\n",
" ...,\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5],\n",
" [-1.5, -1.5, -1.5, ..., -1.5, -1.5, -1.5],\n",
" [-3. , -3. , -3. , ..., -1.5, -1.5, -1.5]])]"
]
},
"metadata": {},
"execution_count": 34
}
]
},
{
"cell_type": "code",
"source": [
"new_banknote = np.array([-0.12624,10.3216,-3.7121,5.0776260571568335], ndmin=2)\n",
"new_banknote = scalar.transform(new_banknote)\n",
"print(f'Prediction: Class{clf.predict(new_banknote)[0]}')\n",
"print(f'Probability [0/1]: {clf.predict_proba(new_banknote)[0]}')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "5I1VovDDTvhj",
"outputId": "ab2da978-dfd4-455d-f5e0-eb531ae99eb6"
},
"execution_count": 29,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Prediction: Class0\n",
"Probability [0/1]: [0.82079764 0.17920236]\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.8/dist-packages/sklearn/base.py:450: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n",
" warnings.warn(\n"
]
}
]
}
]
}
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