From 87662c8474524e900283b7a5749a5cb2061b6195 Mon Sep 17 00:00:00 2001 From: RussellBentley Date: Thu, 11 Apr 2024 22:50:25 -0400 Subject: [PATCH] Imabalanced_01 is a now a demonstration of running the two methods we need to test --- Imbalanced_01.ipynb | 411 ++++++++++++++++++++++++++++++++------------ 1 file changed, 297 insertions(+), 114 deletions(-) diff --git a/Imbalanced_01.ipynb b/Imbalanced_01.ipynb index 28fb84f..1e0b9d5 100644 --- a/Imbalanced_01.ipynb +++ b/Imbalanced_01.ipynb @@ -2,121 +2,217 @@ "cells": [ { "cell_type": "code", - "execution_count": 49, + "execution_count": 222, "id": "bbb5053b-e99c-41e7-b818-7d7efc8a434f", "metadata": {}, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "import math\n", + "\n", + "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", + "from matplotlib import ticker\n", + "import matplotlib as mpl\n", "\n", "from sklearn.datasets import make_circles, make_classification, make_moons\n", "from sklearn.ensemble import AdaBoostClassifier, RandomForestClassifier\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", - "from sklearn.tree import DecisionTreeClassifier" + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from imblearn.ensemble import BalancedRandomForestClassifier\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 50, - "id": "1f5bfb58-a497-4df8-8355-c0d5e5d9b599", + "execution_count": 223, + "id": "0076cd82-08f1-42ef-99c9-d3b0ec52e9f5", + "metadata": {}, + "outputs": [], + "source": [ + "# Returns the aspect ratio of a given matplotlib axis\n", + "# Useful for adjusting the aspect ratio of our plots\n", + "# https://stackoverflow.com/questions/41597177/get-aspect-ratio-of-axes\n", + "from operator import sub\n", + "def get_aspect(ax):\n", + " # Total figure size\n", + " figW, figH = ax.get_figure().get_size_inches()\n", + " # Axis size on figure\n", + " _, _, w, h = ax.get_position().bounds\n", + " # Ratio of display units\n", + " disp_ratio = (figH * h) / (figW * w)\n", + " # Ratio of data units\n", + " # Negative over negative because of the order of subtraction\n", + " data_ratio = sub(*ax.get_ylim()) / sub(*ax.get_xlim())\n", + "\n", + " return disp_ratio / data_ratio" + ] + }, + { + "cell_type": "code", + "execution_count": 330, + "id": "7e1a9beb-0631-40dc-bdee-abb45fa4c06e", + "metadata": {}, + "outputs": [], + "source": [ + "# Compute the Perfomance Metrics\n", + "# - A trained classifier\n", + "# - x, y test data\n", + "# returns labels, \n", + "# 1 -> true positive\n", + "# 2 -> true negative\n", + "# 3 -> false positive\n", + "# 4 -> false negative\n", + "def score_classifier(clf, x, y):\n", + " score = clf.score(x, y)\n", + " (m, _) = x.shape\n", + " p = clf.predict(x)\n", + " true_pos = 0\n", + " true_neg = 0\n", + " false_pos = 0\n", + " false_neg = 0\n", + " labels = []\n", + " for i in range(0, m):\n", + " x_i = x[i]\n", + " y_i = y[i]\n", + " y_h = p[i]\n", + "\n", + " \n", + " if y_i == y_h and y_h == 1:\n", + " true_pos += 1\n", + " labels.append(1)\n", + " \n", + " if y_i == y_h and y_h == 0:\n", + " true_neg += 1\n", + " labels.append(2)\n", + "\n", + " if y_i != y_h and y_h == 1:\n", + " false_pos += 1\n", + " labels.append(3)\n", + "\n", + " if y_i != y_h and y_h == 0:\n", + " false_neg += 1\n", + " labels.append(4)\n", + "\n", + " \n", + "\n", + " # Metrics from Table 2 of paper\n", + " tnr = true_neg / (true_neg + false_pos)\n", + " tpr = true_pos / (true_pos + false_neg)\n", + " g_mean = math.sqrt(tnr * tpr)\n", + " precision = true_pos / (true_pos + false_pos)\n", + " f_measure = (2 * precision * tpr) / (precision + tpr)\n", + " \n", + " print(f\"TP: {true_pos}, TN: {true_neg}, FP: {false_pos}, FN: {false_neg}\")\n", + " print(f\"tnr: {tnr}, tpr: {tpr}, g_mean: {g_mean}, precision: {precision}, f_measure: {f_measure}, score: {score}\")\n", + "\n", + " return labels\n", + "\n", + "# Returns four datasets\n", + "# filtered by label type.\n", + "# useful for labeling scatter plots\n", + "def filter_points(x, labels):\n", + " x_tp = x[[i for i, l in enumerate(labels) if l == 1],:]\n", + " x_tn = x[[i for i, l in enumerate(labels) if l == 2],:]\n", + " x_fp = x[[i for i, l in enumerate(labels) if l == 3],:]\n", + " x_fn = x[[i for i, l in enumerate(labels) if l == 4],:]\n", + " print(f\"tp: {x_tp.shape}, tn: {x_tn.shape}, fp: {x_fp.shape}, fn: {x_fn.shape}\")\n", + " return (x_tp, x_tn, x_fp, x_fn)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 331, + "id": "587b3456-e7ff-4c6d-9078-ae0f48528c84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[1 1 1 0 1 1 0 1 0 0 1 1 1 0 0 1 0 0 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 1 0 1\n", - " 1 1 0 1 0 1 1 1 0 0 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 1 0 0 0 0 1 1 0 1 0 0 1\n", - " 0 1 1 0 1 1]\n" + "band test, avg positive percentage: 6.057599999999999\n" ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "X, y = make_moons(\n", - " n_samples = 200, \n", - " noise = 0.2, \n", - " random_state = 4232\n", - ")\n", + "# Band data set\n", + "# A test data set meant to an imbalanced data set with a small positive class (4.886%)\n", + "# Randomly sample [0, 1) x [0, 1)\n", + "# Points within the annulus with\n", + "# - c = [0.5, 0.5]\n", + "# - 0.38 < r < 0.4\n", + "# Are Positive (1)\n", + "# All other points are Negative (0)\n", + "np.random.seed(seed=0)\n", + "def make_band_dataset(n):\n", + " x = np.random.rand(n, 2)\n", + " y = []\n", + " for i in range(0, n):\n", + " x_i = x[i]\n", + " r = np.linalg.norm(x_i - 0.5)\n", + " if r < 0.4 and r > 0.375:\n", + " y.append(1)\n", + " else:\n", + " y.append(0)\n", + " \n", + " return (x, y)\n", "\n", - "X_train, X_test, y_train, y_test = train_test_split(\n", - " X, \n", - " y, \n", - " test_size = 0.4, \n", - " random_state = 4243,\n", - ")\n", - "print(y_test)\n", - "\n", - "dt_classifier = DecisionTreeClassifier(\n", - " max_depth = 5, \n", - " random_state = 42,\n", - ")\n", + "def test_band_dataset():\n", + " avg = 0\n", + " runs = 100\n", + " n = 5000\n", + " for i in range(0, runs):\n", + " (_, y) = make_band_dataset(n)\n", + " run_ratio = float(np.sum(y)) / n\n", + " avg += run_ratio / runs\n", + " print(f\"band test, avg positive percentage: {avg * 100}\")\n", "\n", - "clf = make_pipeline(StandardScaler(), dt_classifier)\n", - "clf.fit(X_train, y_train)\n", - "score = clf.score(X_test, y_test)\n", - "\n", - "cm = plt.cm.RdBu\n", - "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", - "fig, ax = plt.subplots()\n", - "DecisionBoundaryDisplay.from_estimator(\n", - " clf, \n", - " X, \n", - " cmap = cm, \n", - " alpha = 0.8, \n", - " ax = ax, \n", - " eps = 0.5\n", - ")\n", - "\n", - "ax.scatter(\n", - " X[:, 0], \n", - " X[:, 1], \n", - " c = y,\n", - " cmap = cm_bright, \n", - " alpha = 0.6, \n", - " edgecolors = \"k\",\n", - ")\n" + "test_band_dataset()" ] }, { "cell_type": "code", - "execution_count": 55, - "id": "a97ee201-c168-425f-92fe-016edc7fcdce", + "execution_count": 333, + "id": "af6cbcfd-9f04-4936-a14c-dc2057e76774", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.9545454545454546\n" + "random forest\n", + "TP: 15, TN: 747, FP: 5, FN: 33\n", + "tnr: 0.9933510638297872, tpr: 0.3125, g_mean: 0.5571554607529289, precision: 0.75, f_measure: 0.4411764705882353, score: 0.9525\n", + "weighted random forest\n", + "TP: 12, TN: 749, FP: 3, FN: 36\n", + "tnr: 0.9960106382978723, tpr: 0.25, g_mean: 0.49900166289749787, precision: 0.8, f_measure: 0.38095238095238093, score: 0.95125\n", + "balanced forest\n", + "TP: 29, TN: 663, FP: 89, FN: 19\n", + "tnr: 0.8816489361702128, tpr: 0.6041666666666666, g_mean: 0.729837583943284, precision: 0.2457627118644068, f_measure: 0.3493975903614458, score: 0.865\n", + "Zoom plot aspect ratio (Adjust height_ratio until this is ~1): 1.0438872093023257\n", + "tp: (15, 2), tn: (747, 2), fp: (5, 2), fn: (33, 2)\n", + "tp: (12, 2), tn: (749, 2), fp: (3, 2), fn: (36, 2)\n", + "tp: (29, 2), tn: (663, 2), fp: (89, 2), fn: (19, 2)\n" ] }, { "data": { - "image/png": "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", "text/plain": [ - "
" + "" + ] + }, + "execution_count": 333, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -124,62 +220,149 @@ } ], "source": [ - "X, y = make_circles(\n", - " n_samples = (200, 20), \n", - " noise = 0.1,\n", - " factor = 0.6,\n", - " random_state = 4232\n", - ")\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(\n", - " X, \n", + "# A quick test of\n", + "# - Standard RandomForestClassifier\n", + "# - Above with weighted classes\n", + "# - BalancedRandomForestClassifer\n", + "# Train each, and compare performance metrics \n", + "# Also hobble all of them with decreased\n", + "# - max_depth\n", + "# - n_estimators\n", + "(x, y) = make_band_dataset(2000)\n", + "x_train, x_test, y_train, y_test = train_test_split(\n", + " x, \n", " y, \n", " test_size = 0.4, \n", " random_state = 4243,\n", ")\n", "\n", - "dt_classifier = DecisionTreeClassifier(\n", - " max_depth = 5, \n", - " random_state = 42,\n", - " class_weight = {0:0.1, 1: 0.9}\n", - ")\n", + "common_params = {\n", + " \"n_estimators\": 20,\n", + " \"max_depth\": 50,\n", + "}\n", "\n", - "clf = make_pipeline(StandardScaler(), dt_classifier)\n", - "clf.fit(X_train, y_train)\n", - "score = clf.score(X_test, y_test)\n", + "clf1 = RandomForestClassifier(**common_params)\n", + "clf1.fit(x_train, y_train)\n", + "score = clf1.score(x_test, y_test)\n", + "print(\"random forest\")\n", + "rf_labels = score_classifier(clf1, x_test, y_test)\n", "\n", + "clf2 = RandomForestClassifier(class_weight = {0:0.05, 1:0.95}, **common_params)\n", + "clf2.fit(x_train, y_train)\n", + "score = clf2.score(x_test, y_test)\n", + "print(\"weighted random forest\")\n", + "wf_labels = score_classifier(clf2, x_test, y_test)\n", + "\n", + "clf3 = BalancedRandomForestClassifier(sampling_strategy='all', replacement=True, bootstrap=False, **common_params)\n", + "clf3.fit(x_train, y_train)\n", + "score = clf3.score(x_test, y_test)\n", + "print(\"balanced forest\")\n", + "bf_labels = score_classifier(clf3, x_test, y_test)\n", + "\n", + "# For plotting the decision boundary\n", "cm = plt.cm.RdBu\n", "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", - "fig, ax = plt.subplots()\n", "\n", + "width = 18\n", + "height_ratio = 0.655\n", + "n_rows = 2\n", + "n_cols = 4\n", + "\n", + "fig = plt.figure(figsize=(width, width * height_ratio))\n", + "gs = fig.add_gridspec(\n", + " n_rows, n_cols,\n", + " width_ratios = [1.0, 1.0, 1.0, 0.1],\n", + " wspace = 0.15,\n", + " hspace = 0.15,\n", + " )\n", + "\n", + "common_scatter_args = {\n", + " \"s\": 9,\n", + " \"alpha\": 0.7\n", + "}\n", + "boundary_cmap = 'bone_r'\n", + "common_boundary_args = {\n", + " \"cmap\": boundary_cmap,\n", + " \"eps\": 0\n", + "}\n", + "tp_c = 'tab:green'\n", + "tn_c = 'tab:blue'\n", + "fp_c = 'tab:orange'\n", + "fn_c = 'tab:red'\n", + "\n", + "rf_points_ax = fig.add_subplot(gs[0, 0])\n", + "rf_boundary_ax = fig.add_subplot(gs[1, 0])\n", + "print(f\"Zoom plot aspect ratio (Adjust height_ratio until this is ~1): {get_aspect(rf_points_ax)}\")\n", + "rf_points_ax.xaxis.set_major_locator(ticker.NullLocator()) \n", + "rf_boundary_ax.xaxis.set_major_locator(ticker.NullLocator())\n", + "rf_points_ax.yaxis.set_major_locator(ticker.NullLocator()) \n", + "rf_boundary_ax.yaxis.set_major_locator(ticker.NullLocator()) \n", "DecisionBoundaryDisplay.from_estimator(\n", - " clf, \n", - " X, \n", - " cmap = cm, \n", - " alpha = 0.8, \n", - " ax = ax, \n", - " eps = 0.5\n", + " clf1, \n", + " x, \n", + " ax = rf_boundary_ax, \n", + " **common_boundary_args\n", ")\n", + "(x_tp, x_tn, x_fp, x_fn) = filter_points(x_test, rf_labels)\n", + "rf_points_ax.scatter(x_tp[:,0], x_tp[:,1], c = tp_c, label='True Positive', **common_scatter_args)\n", + "rf_points_ax.scatter(x_tn[:,0], x_tn[:,1], c = tn_c, label='True Negative', **common_scatter_args)\n", + "rf_points_ax.scatter(x_fp[:,0], x_fp[:,1], c = fp_c, label='False Positive', **common_scatter_args)\n", + "rf_points_ax.scatter(x_fn[:,0], x_fn[:,1], c = fn_c, label='False Negative', **common_scatter_args)\n", + "rf_points_ax.set_title(\"Basic Forest\")\n", "\n", - "ax.scatter(\n", - " X_train[:, 0], \n", - " X_train[:, 1], \n", - " c = y_train,\n", - " cmap = cm_bright, \n", - " alpha = 0.6, \n", - " edgecolors = \"k\",\n", + "wf_points_ax = fig.add_subplot(gs[0, 1])\n", + "wf_boundary_ax = fig.add_subplot(gs[1, 1])\n", + "wf_points_ax.xaxis.set_major_locator(ticker.NullLocator()) \n", + "wf_boundary_ax.xaxis.set_major_locator(ticker.NullLocator())\n", + "wf_points_ax.yaxis.set_major_locator(ticker.NullLocator()) \n", + "wf_boundary_ax.yaxis.set_major_locator(ticker.NullLocator()) \n", + "DecisionBoundaryDisplay.from_estimator(\n", + " clf2, \n", + " x, \n", + " ax = wf_boundary_ax,\n", + " **common_boundary_args\n", + ")\n", + "(x_tp, x_tn, x_fp, x_fn) = filter_points(x_test, wf_labels)\n", + "wf_points_ax.scatter(x_tp[:,0], x_tp[:,1], c = tp_c, label='True Positive', **common_scatter_args)\n", + "wf_points_ax.scatter(x_tn[:,0], x_tn[:,1], c = tn_c, label='True Negative', **common_scatter_args)\n", + "wf_points_ax.scatter(x_fp[:,0], x_fp[:,1], c = fp_c, label='False Positive', **common_scatter_args)\n", + "wf_points_ax.scatter(x_fn[:,0], x_fn[:,1], c = fn_c, label='False Negative', **common_scatter_args)\n", + "wf_points_ax.set_title(\"Weighted Forest\")\n", + "\n", + "bf_points_ax = fig.add_subplot(gs[0, 2])\n", + "bf_boundary_ax = fig.add_subplot(gs[1, 2])\n", + "bf_points_ax.xaxis.set_major_locator(ticker.NullLocator()) \n", + "bf_boundary_ax.xaxis.set_major_locator(ticker.NullLocator()) \n", + "bf_points_ax.yaxis.set_major_locator(ticker.NullLocator()) \n", + "bf_boundary_ax.yaxis.set_major_locator(ticker.NullLocator()) \n", + "bf_boundary = DecisionBoundaryDisplay.from_estimator(\n", + " clf3, \n", + " x, \n", + " ax = bf_boundary_ax,\n", + " **common_boundary_args\n", ")\n", + "(x_tp, x_tn, x_fp, x_fn) = filter_points(x_test, bf_labels)\n", + "bf_points_ax.scatter(x_tp[:,0], x_tp[:,1], c = tp_c, label='True Positive', **common_scatter_args)\n", + "bf_points_ax.scatter(x_tn[:,0], x_tn[:,1], c = tn_c, label='True Negative', **common_scatter_args)\n", + "bf_points_ax.scatter(x_fp[:,0], x_fp[:,1], c = fp_c, label='False Positive', **common_scatter_args)\n", + "bf_points_ax.scatter(x_fn[:,0], x_fn[:,1], c = fn_c, label='False Negative', **common_scatter_args)\n", + "bf_points_ax.set_title(\"Balanced Forest\")\n", "\n", - "print(score)" + "# Add legend for scatter plots\n", + "legend_ax = fig.add_subplot(gs[0, 3])\n", + "legend_ax.axis('off')\n", + "h, l = rf_points_ax.get_legend_handles_labels()\n", + "legend_ax.legend(h, l, loc = 'upper left')\n", + "\n", + "# Add colorbar for boundary plots\n", + "boundary_color_ax = fig.add_subplot(gs[1, 3])\n", + "norm = mpl.colors.Normalize(vmin=0, vmax=1)\n", + "fig.colorbar(\n", + " mpl.cm.ScalarMappable(norm=norm, cmap=boundary_cmap),\n", + " cax=boundary_color_ax,\n", + " label='Decision Probability',\n", + ")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7e1a9beb-0631-40dc-bdee-abb45fa4c06e", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {