{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 1: Detecting an obvious outlier" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Point with highest outlier score: [3. 3.]\n" ] } ], "source": [ "import numpy as np\n", "from isotree import IsolationForest\n", "\n", "### Random data from a standard normal distribution\n", "np.random.seed(1)\n", "n = 100\n", "m = 2\n", "X = np.random.normal(size = (n, m))\n", "\n", "### Will now add obvious outlier point (3, 3) to the data\n", "X = np.r_[X, np.array([3, 3]).reshape((1, m))]\n", "\n", "### Fit a small isolation forest model\n", "iso = IsolationForest(ntrees = 10, ndim = 2, nthreads = 1)\n", "iso.fit(X)\n", "\n", "### Check which row has the highest outlier score\n", "pred = iso.predict(X)\n", "print(\"Point with highest outlier score: \",\n", " X[np.argsort(-pred)[0], ])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 2: Plotting outlier and density regions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(Note that the upper-left corner has an outlier point,\n", " and that there is a slight slide in the axes of the heat colors and the points)\n" ] } ], "source": [ "import numpy as np, pandas as pd\n", "from isotree import IsolationForest\n", "import matplotlib.pyplot as plt\n", "from pylab import rcParams\n", "%matplotlib inline\n", "rcParams['figure.figsize'] = 10, 8\n", "\n", "np.random.seed(1)\n", "group1 = pd.DataFrame({\n", " \"x\" : np.random.normal(loc=-1, scale=.4, size = 1000),\n", " \"y\" : np.random.normal(loc=-1, scale=.2, size = 1000),\n", "})\n", "group2 = pd.DataFrame({\n", " \"x\" : np.random.normal(loc=+1, scale=.2, size = 1000),\n", " \"y\" : np.random.normal(loc=+1, scale=.4, size = 1000),\n", "})\n", "X = pd.concat([group1, group2], ignore_index=True)\n", "\n", "### Now add an obvious outlier which is within the 1d ranges\n", "### (As an interesting test, remove it and see what happens,\n", "### or check how its score changes when using sub-sampling)\n", "X = X.append(pd.DataFrame({\"x\" : [-1], \"y\" : [1]}), ignore_index = True)\n", "\n", "### Single-variable Isolatio Forest\n", "iso_simple = IsolationForest(ndim=1, ntrees=100,\n", " penalize_range=False,\n", " prob_pick_pooled_gain=0)\n", "iso_simple.fit(X)\n", "\n", "### Extended Isolation Forest\n", "iso_ext = IsolationForest(ndim=2, ntrees=100,\n", " penalize_range=False,\n", " prob_pick_pooled_gain=0)\n", "iso_ext.fit(X)\n", "\n", "### SCiForest\n", "iso_sci = IsolationForest(ndim=2, ntrees=100, ntry=10,\n", " penalize_range=True,\n", " prob_pick_avg_gain=1,\n", " prob_pick_pooled_gain=0)\n", "iso_sci.fit(X)\n", "\n", "### Fair-Cut Forest\n", "iso_fcf = IsolationForest(ndim=2, ntrees=100,\n", " penalize_range=False,\n", " prob_pick_avg_gain=0,\n", " prob_pick_pooled_gain=1)\n", "iso_fcf.fit(X)\n", "\n", "### Plot as a heatmap\n", "pts = np.linspace(-3, 3, 250)\n", "space = np.array( np.meshgrid(pts, pts) ).reshape((2, -1)).T\n", "Z_sim = iso_simple.predict(space)\n", "Z_ext = iso_ext.predict(space)\n", "Z_sci = iso_sci.predict(space)\n", "Z_fcf = iso_fcf.predict(space)\n", "space_index = pd.MultiIndex.from_arrays([space[:, 0], space[:, 1]])\n", "\n", "def plot_space(Z, space_index, X):\n", " df = pd.DataFrame({\"z\" : Z}, index = space_index)\n", " df = df.unstack()\n", " df = df[df.columns.values[::-1]]\n", " plt.imshow(df, extent = [-3, 3, -3, 3], cmap = 'hot_r')\n", " plt.scatter(x = X['x'], y = X['y'], alpha = .15, c = 'navy')\n", "\n", "plt.suptitle(\"Outlier and Density Regions\", fontsize = 20)\n", "\n", "plt.subplot(2, 2, 1)\n", "plot_space(Z_sim, space_index, X)\n", "plt.title(\"Isolation Forest\", fontsize=15)\n", "\n", "plt.subplot(2, 2, 2)\n", "plot_space(Z_ext, space_index, X)\n", "plt.title(\"Extended Isolation Forest\", fontsize=15)\n", "\n", "plt.subplot(2, 2, 3)\n", "plot_space(Z_sci, space_index, X)\n", "plt.title(\"SCiForest\", fontsize=15)\n", "\n", "plt.subplot(2, 2, 4)\n", "plot_space(Z_fcf, space_index, X)\n", "plt.title(\"Fair-Cut Forest\", fontsize=15)\n", "plt.show()\n", "\n", "### (As another interesting variation, try setting\n", "### 'penalize_range=True' for the last model)\n", "\n", "print(\"(Note that the upper-left corner has an outlier point,\\n\\\n", " and that there is a slight slide in the axes of the heat colors and the points)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 3: calculating pairwise distances" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlations between different distance metrics\n" ] }, { "data": { "text/html": [ "
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SeparaionDepthEuclideanCosineMahalanobis
SeparaionDepth1.0000000.9715770.7181190.731102
Euclidean0.9715771.0000000.7600750.728392
Cosine0.7181190.7600751.0000000.554319
Mahalanobis0.7311020.7283920.5543191.000000
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" ], "text/plain": [ " SeparaionDepth Euclidean Cosine Mahalanobis\n", "SeparaionDepth 1.000000 0.971577 0.718119 0.731102\n", "Euclidean 0.971577 1.000000 0.760075 0.728392\n", "Cosine 0.718119 0.760075 1.000000 0.554319\n", "Mahalanobis 0.731102 0.728392 0.554319 1.000000" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np, pandas as pd\n", "from isotree import IsolationForest\n", "from scipy.spatial.distance import cdist\n", "\n", "### Generate random multivariate-normal data\n", "np.random.seed(1)\n", "n = 1000\n", "m = 10\n", "\n", "### This is a random PSD matrix to use as covariance\n", "S = np.random.normal(size = (m, m))\n", "S = S.T.dot(S)\n", "\n", "mu = np.random.normal(size = m, scale = 2)\n", "X = np.random.multivariate_normal(mu, S, n)\n", "\n", "### Fitting the model\n", "iso = IsolationForest(prob_pick_avg_gain=0, prob_pick_pooled_gain=0)\n", "iso.fit(X)\n", "\n", "### Calculate approximate distance\n", "D_sep = iso.predict_distance(X, square_mat = True)\n", "\n", "### Compare against other distances\n", "D_euc = cdist(X, X, metric = \"euclidean\")\n", "D_cos = cdist(X, X, metric = \"cosine\")\n", "D_mah = cdist(X, X, metric = \"mahalanobis\")\n", "\n", "### Correlations\n", "print(\"Correlations between different distance metrics\")\n", "pd.DataFrame(\n", " np.corrcoef([D_sep.reshape(-1), D_euc.reshape(-1), D_cos.reshape(-1), D_mah.reshape(-1)]),\n", " columns = ['SeparaionDepth', 'Euclidean', 'Cosine', 'Mahalanobis'],\n", " index = ['SeparaionDepth', 'Euclidean', 'Cosine', 'Mahalanobis']\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 4: imputing missing values" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE for imputed values w/model: 3.160472\n", "\n", "MSE for imputed values w/means: 5.540559\n", "\n" ] } ], "source": [ "import numpy as np\n", "from isotree import IsolationForest\n", "\n", "### Generate random multivariate-normal data\n", "np.random.seed(1)\n", "n = 1000\n", "m = 5\n", "\n", "### This is a random PSD matrix to use as covariance\n", "S = np.random.normal(size = (m, m))\n", "S = S.T.dot(S)\n", "\n", "mu = np.random.normal(size = m)\n", "X = np.random.multivariate_normal(mu, S, n)\n", "\n", "### Set some values randomly as missing\n", "values_NA = (np.random.random(size = n * m) <= .15).reshape((n, m))\n", "X_na = X.copy()\n", "X_na[values_NA] = np.nan\n", "\n", "### Fitting the model\n", "iso = IsolationForest(build_imputer=True, prob_pick_pooled_gain=1, ntry=10)\n", "iso.fit(X_na)\n", "\n", "### Impute missing values\n", "X_imputed = iso.transform(X_na)\n", "print(\"MSE for imputed values w/model: %f\\n\" % np.mean((X[values_NA] - X_imputed[values_NA])**2))\n", "\n", "### Comparison against simple mean imputation\n", "X_means = np.nanmean(X_na, axis = 0)\n", "X_imp_mean = X_na.copy()\n", "for cl in range(m):\n", " X_imp_mean[np.isnan(X_imp_mean[:,cl]), cl] = X_means[cl]\n", " \n", "print(\"MSE for imputed values w/means: %f\\n\" % np.mean((X[values_NA] - X_imp_mean[values_NA])**2))" ] } ], "metadata": { "kernelspec": { "display_name": "Python (OpenBLAS)", "language": "python", "name": "py3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }