{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "oFNdc5ZsdwGt"
},
"source": [
"# PCA\n",
"\n",
"**Importante**\n",
">Questo notebook si basa su: [Python Data Science Hanbook](https://github.com/jakevdp/PythonDataScienceHandbook) [Principal-Component-Analysis.ipynb](https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.09-Principal-Component-Analysis.ipynb#scrollTo=D3uO08ItdhmY)\n",
"\n",
"**Extra: Esempi interessanti**\n",
"* [Dash app mnist](https://dash-gallery.plotly.host/dash-mnist-explorer/)\n",
"* [Dash app tnse](https://dash-gallery.plotly.host/dash-tsne/)\n",
"\n",
"PCA is fundamentally a dimensionality reduction algorithm, but it can also be useful as a tool for visualization, for noise filtering, for feature extraction \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
},
"colab_type": "code",
"id": "iNacXmcbe5ts",
"outputId": "85dc6be4-d96d-43fd-d92a-839f596655f7"
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns; sns.set()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Jv6fHl2yezwH"
},
"source": [
"## Introduzione"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 267
},
"colab_type": "code",
"id": "mXQBcdyqdqpM",
"outputId": "897e6407-0ee1-475d-eb39-4294f0f017b7"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rng = np.random.RandomState(1)\n",
"X = np.dot(rng.rand(2, 2), rng.randn(2, 200)).T\n",
"plt.scatter(X[:, 0], X[:, 1])\n",
"plt.axis('equal');"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "obYOq4eTfFTw"
},
"source": [
"The unsupervised learning problem attempts to learn about the *relationship* between the x and y values.\n",
"\n",
"In principal component analysis, this relationship is quantified by finding a list of the *principal axes* in the data, and using those axes to describe the dataset.\n",
"Using Scikit-Learn's ``PCA`` estimator, we can compute this as follows:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
},
"colab_type": "code",
"id": "K1npzci_e0_w",
"outputId": "b4f71c70-1074-40de-ae57-3e51b935745c"
},
"outputs": [
{
"data": {
"text/plain": [
"PCA(copy=True, iterated_power='auto', n_components=2, random_state=None,\n",
" svd_solver='auto', tol=0.0, whiten=False)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(n_components=2)\n",
"pca.fit(X)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
},
"colab_type": "code",
"id": "GOpYdkZBfNHM",
"outputId": "ff6a95d6-aac8-449c-a5c0-359719065098"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[-0.94446029 -0.32862557]\n",
" [-0.32862557 0.94446029]]\n"
]
}
],
"source": [
"print(pca.components_)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
},
"colab_type": "code",
"id": "zOueRMfZfOQP",
"outputId": "d57efd78-6435-43b6-89f7-ce2200df43e9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.7625315 0.0184779]\n"
]
}
],
"source": [
"print(pca.explained_variance_)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "VUGMl3NnfZbM"
},
"source": [
"To see what these numbers mean, let's visualize them as vectors over the input data, using the \"components\" to define the direction of the vector, and the \"explained variance\" to define the squared-length of the vector:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 267
},
"colab_type": "code",
"id": "34vTjITmfaqG",
"outputId": "431df054-f392-46f9-b60e-e8fbf944b256"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def draw_vector(v0, v1, ax=None):\n",
" ax = ax or plt.gca()\n",
" arrowprops=dict(arrowstyle='->',\n",
" linewidth=2,\n",
" color=\"red\",\n",
" shrinkA=0, shrinkB=0)\n",
" ax.annotate('', v1, v0, arrowprops=arrowprops)\n",
"\n",
"# plot data\n",
"plt.scatter(X[:, 0], X[:, 1], alpha=0.6)\n",
"for length, vector in zip(pca.explained_variance_, pca.components_):\n",
" v = vector * 3 * np.sqrt(length)\n",
" draw_vector(pca.mean_, pca.mean_ + v)\n",
"plt.axis('equal');"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "4xE-5pSNf_J0"
},
"source": [
"These vectors represent the *principal axes* of the data, and the length of the vector is an indication of how \"important\" that axis is in describing the distribution of the data—more precisely, it is a measure of the variance of the data when projected onto that axis.\n",
"The projection of each data point onto the principal axes are the \"principal components\" of the data.\n",
"\n",
"This transformation from data axes to principal axes is an *affine transformation*, which basically means it is composed of a translation, rotation, and uniform scaling."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "HvDA36ikgR-T"
},
"source": [
"## PCA as Dimensionality Reduction"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "CuNsjA6KgcaW"
},
"source": [
"The usefulness of the dimensionality reduction may not be entirely apparent in only two dimensions, but becomes much more clear when looking at high-dimensional data.\n",
"To see this, let's take a quick look at the application of PCA to the digits data we saw in [In-Depth: Decision Trees and Random Forests](https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.08-Random-Forests.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "GZ6MjxKO4uzd"
},
"source": [
"### Load Datasets"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "-KBl_sX1f-I-"
},
"outputs": [],
"source": [
"from sklearn.datasets import load_digits\n",
"from sklearn.datasets import fetch_lfw_people\n",
"import tensorflow as tf # https://keras.io/api/datasets/\n",
"\n",
"# https://scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_people.html#sklearn.datasets.fetch_lfw_people\n",
"data_lfw = fetch_lfw_people(min_faces_per_person=60) # Image shape: 62x47\n",
"\n",
"#https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_digits.html#sklearn.datasets.load_digits\n",
"data_dig = load_digits() # Image Shape: 8x8\n",
"\n",
"# Fashion Mnist \n",
"data_fash_mnist = tf.keras.datasets.fashion_mnist.load_data()\n",
"\n",
"# Mnist\n",
"data_mnist = tf.keras.datasets.mnist.load_data()\n",
"\n",
"# Cifar10\n",
"data_cifar10 = tf.keras.datasets.cifar10.load_data()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "sKwakrnTq2dM"
},
"outputs": [],
"source": [
"def print_dataset(X, name):\n",
" fig, axes = plt.subplots(3, 8, figsize=(12, 6),\n",
" subplot_kw={'xticks':[], 'yticks':[]},\n",
" gridspec_kw=dict(hspace=0.1, wspace=0.1))\n",
" fig.suptitle(name + \" \" + str(X.shape))\n",
" for i, ax in enumerate(axes.flat):\n",
" ax.imshow(X[i], cmap='bone')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"colab_type": "code",
"id": "ngydgUHJntJl",
"outputId": "319f9b4b-af51-4b4a-a091-8000e7685f48"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X_faces = data_lfw.data.reshape(-1,62,47) # 1348,62,47\n",
"Y_faces = data_lfw.target\n",
"faces_names = data_lfw.target_names\n",
"Y_faces_names = [faces_names[i] for i in Y_faces.reshape(-1)]\n",
"print_dataset(X_faces, \"faces wild lfw\")\n",
"\n",
"X_dig = data_dig.data.reshape(-1,8,8) # 1797,8,8 \n",
"Y_dig = data_dig.target\n",
"Y_dig_names = Y_dig\n",
"print_dataset(X_dig, \"digits\")\n",
"\n",
"(X_fash, Y_fash), (x_test, y_test) = data_fash_mnist # 60000,28,28\n",
"fash_names = [\"T-shirt/top\",\"Trouser\",\"Pullover\",\"Dress\",\"Coat\",\"Sandal\",\"Shirt\",\"Sneaker\",\"Bag\",\"Ankle boot\"]\n",
"Y_fash_names = [fash_names[i] for i in Y_fash.reshape(-1)]\n",
"print_dataset(X_fash, \"fashion mnist\") \n",
"\n",
"(X_mnist, Y_mnist), (x_test, y_test) = data_mnist # 60000,28,28\n",
"Y_mnist_names = Y_mnist\n",
"print_dataset(X_mnist, \"mnist\")\n",
"\n",
"(X_cif10, Y_cif10), (x_test, y_test) = data_cifar10 # 50000,32,32,3\n",
"Y_cif10 = Y_cif10.reshape(-1)\n",
"cif10_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
"Y_cif10_names = [cif10_names[i] for i in Y_cif10.reshape(-1)]\n",
"print_dataset(X_cif10, \"cifar10\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "q5mW5gah43uP"
},
"source": [
"### Dimensionality Reduction"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
},
"colab_type": "code",
"id": "nZhfyYSQqazd",
"outputId": "c17304a0-c91d-401b-db18-0420635070e7"
},
"outputs": [
{
"data": {
"text/plain": [
"PCA(copy=True, iterated_power='auto', n_components=150, random_state=None,\n",
" svd_solver='auto', tol=0.0, whiten=False)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"X = X_cif10 #X_faces, X_dig, X_fash, X_mnist, X_cif10\n",
"X_pca = X.reshape(X.shape[0],-1)\n",
"n_iter = 150\n",
"pca = PCA(n_iter)\n",
"pca.fit(X_pca)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 301
},
"colab_type": "code",
"id": "3IHjRt4ywrNA",
"outputId": "75055b67-adc4-4686-893e-1f605fed646b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variance ratio (number iteration: 150) overall: 0.9287991144092265\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#print(pca.explained_variance_)\n",
"#print(pca.explained_variance_ratio_)\n",
"print(\"Variance ratio (number iteration: \"+ str(n_iter) +\") overall: \",np.sum(pca.explained_variance_ratio_))\n",
"plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
"plt.xlabel('number of components')\n",
"plt.ylabel('cumulative explained variance');"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "3S4Le72q3-lO"
},
"source": [
"### PCA-Components: Eigenvalues analysis"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 271
},
"colab_type": "code",
"id": "flmvOgZsjiM1",
"outputId": "0135cc91-0df8-43f9-8130-b246b3979c32"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.preprocessing import MinMaxScaler\n",
"fig, axes = plt.subplots(3, 8, figsize=(9, 4),\n",
" subplot_kw={'xticks':[], 'yticks':[]},\n",
" gridspec_kw=dict(hspace=0.1, wspace=0.1))\n",
"for i, ax in enumerate(axes.flat):\n",
" scaler = MinMaxScaler() #0,1\n",
" inps = scaler.fit_transform(pca.components_[i].reshape(-1,1))\n",
" ax.imshow(inps.reshape(X.shape[1:]), cmap='bone')"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "MqBFrABa0qWi"
},
"source": [
"### Reconstruction"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "hJbWeAVh0YFw"
},
"outputs": [],
"source": [
"components = pca.transform(X_pca)\n",
"projected = pca.inverse_transform(components)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"colab_type": "code",
"id": "fI-Dgkut02q0",
"outputId": "13676918-b0b4-443b-9e36-99e02cfdde09"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the results\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"fig, ax = plt.subplots(2, 10, figsize=(10, 2.5),\n",
" subplot_kw={'xticks':[], 'yticks':[]},\n",
" gridspec_kw=dict(hspace=0.1, wspace=0.1))\n",
"for i in range(10):\n",
" scaler = MinMaxScaler() #0,1\n",
" inps = scaler.fit_transform(projected[i].reshape(-1,1))\n",
" ax[0, i].imshow(X[i], cmap='binary_r')\n",
" ax[1, i].imshow(inps.reshape(X.shape[1:]), cmap='binary_r')\n",
" \n",
"ax[0, 0].set_ylabel('full-dim\\ninput')\n",
"ax[1, 0].set_ylabel(str(n_iter) + '-dim\\nreconstruction');"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "zJiP0xtU5D4b"
},
"source": [
"## PCA for Visualization"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 66
},
"colab_type": "code",
"id": "piMPODddfcBm",
"outputId": "bc11c496-5b76-4503-9332-6029eab813c3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.28509364823604433\n",
"(1797, 64)\n",
"(1797, 2)\n"
]
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"#X, Y ,Y_names = (X_fash,Y_fash,Y_fash_names) (X_fash,Y_fash), (X_mnist,Y_mnist), (X_cif10,Y_cif10)\n",
"#X, Y ,Y_names = (X_faces,Y_faces,Y_faces_names)\n",
"X,Y,Y_names = (X_dig,Y_dig, Y_dig_names)\n",
"#X,Y,Y_names = (X_cif10,Y_cif10, Y_cif10_names)\n",
"\n",
"X_pca = X.reshape(X.shape[0],-1)\n",
"n_iter = 2\n",
"pca = PCA(n_iter)\n",
"pca.fit(X_pca)\n",
"projected = pca.transform(X_pca)\n",
"print(np.sum(pca.explained_variance_ratio_))\n",
"print(X_pca.shape)\n",
"print(projected.shape)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
},
"colab_type": "code",
"id": "pikjf0a7gw6W",
"outputId": "66e7df4e-7fa5-4f3b-b06c-fcfda78dce5e"
},
"outputs": [
{
"data": {
"image/png": 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" c=Y, edgecolor='none', alpha=0.5,\n",
" cmap=plt.cm.get_cmap('Spectral', 10))\n",
"plt.xlabel('component 1')\n",
"plt.ylabel('component 2')\n",
"plt.colorbar();"
]
},
{
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"id": "gyZfXhs28amW",
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"\n",
" \n",
" \n",
"
\n",
" \n",
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.graph_objects as go\n",
"\n",
"# Apply Kmeans\n",
"#kmeans = KMeans(n_clusters=10)\n",
"#kmeans.fit(X)\n",
"#labels = kmeans.predict(X) #hard clustering\n",
"#centers = kmeans.cluster_centers_\n",
"\n",
"# Plot using Plotly Library\n",
"xx = projected[:, 0]\n",
"yy = projected[:, 1]\n",
"\n",
"fig = go.Figure()\n",
"fig.add_trace(go.Scatter(\n",
" x = xx,\n",
" y = yy, \n",
" mode=\"markers\",\n",
" text = Y_names, \n",
" hovertemplate = 'X: %{x:.2f}
' +\n",
" 'Y: %{y}
' +\n",
" 'Labels: %{text}
',\n",
" name=\"Projection\",\n",
" marker=dict(\n",
" size=15,\n",
" color=Y.astype(np.float), #\"red\", #df_train[\"T\"], # set color to an array/list of desired values\n",
" #colorscale='Viridis', # choose a colorscale\n",
" opacity=0.8\n",
" )\n",
" )\n",
")\n",
"fig.update_layout(hovermode=\"closest\")\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Build a classifier using PCA"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.datasets import load_digits\n",
"from sklearn.datasets import fetch_lfw_people\n",
"import tensorflow as tf # https://keras.io/api/datasets/\n",
"import numpy as np\n",
"import tensorflow\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Load Fashion Mnist dataset\n",
"data_fash_mnist = tf.keras.datasets.fashion_mnist.load_data() # 28x28\n",
"\n",
"# Raccolgo i dati\n",
"(X_fash, Y_fash), (x_test, y_test) = data_fash_mnist # 60000,28,28\n",
"fash_names = [\"T-shirt/top\",\"Trouser\",\"Pullover\",\"Dress\",\"Coat\",\"Sandal\",\"Shirt\",\"Sneaker\",\"Bag\",\"Ankle boot\"]\n",
"Y_fash_names = [fash_names[i] for i in Y_fash.reshape(-1)]\n",
"\n",
"X= X_fash\n",
"\n",
"# Divido i dati in Train e test \n",
"X_train, X_test, y_train, y_test = train_test_split(X,Y_fash,test_size=0.2,random_state=5)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variance ratio (number od components: 226/784) overall: 0.9601866456064603\n"
]
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Converto le immagini bidimensionali in un array\n",
"X_train_vec = X_train.reshape(X_train.shape[0],-1)\n",
"X_test_vec = X_test.reshape(X_test.shape[0],-1)\n",
"\n",
"# Applico la PCA per ridurre il numero di componenti\n",
"pca = PCA(n_components=0.96)\n",
"pca.fit(X_train_vec)\n",
"\n",
"n_iter = len(pca.explained_variance_ratio_)\n",
"print(\"Variance ratio (number od components: \"+ str(n_iter) +\"/\" + str(X_train_vec.shape[1]) + \") overall: \",np.sum(pca.explained_variance_ratio_))\n",
"plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
"plt.xlabel('number of components')\n",
"plt.ylabel('cumulative explained variance')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PCA Train Accuracy: 1.0\n",
"PCA Test Accuracy score: 0.86275\n"
]
}
],
"source": [
"from sklearn.ensemble import RandomForestClassifier\n",
"\n",
"# Random forest classifier using PCA as preprocessing\n",
"X_train_pca = pca.transform(X_train_vec)\n",
"X_test_pca = pca.transform(X_test_vec)\n",
"\n",
"clf = RandomForestClassifier(n_estimators=100)\n",
"clf.fit(X_train_pca,y_train)\n",
"clf.fit(X_train_pca,y_train)\n",
"\n",
"print(\"PCA Train Accuracy: \", clf.score(X_train_pca,y_train))\n",
"print(\"PCA Test Accuracy score: \", clf.score(X_test_pca,y_test))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No Pca Train Accuracy: 0.9988125\n",
"No Pca Test Accuracy: 0.8709166666666667\n"
]
}
],
"source": [
"# Random forest classifier withou PCA as preprocessing\n",
"\n",
"clf = RandomForestClassifier(n_estimators=100)\n",
"clf.fit(X_train_vec,y_train)\n",
"print(\"No Pca Train Accuracy: \",clf.score(X_train_vec,y_train))\n",
"print(\"No Pca Test Accuracy: \",clf.score(X_test_vec,y_test))"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "PCA-.ipynb",
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 1
}