From 51f3ea1e23dbdbcc9b0ada30b8abedc378f924a7 Mon Sep 17 00:00:00 2001
From: Chris <christianilhoefer@gmail.com>
Date: Wed, 26 Feb 2025 15:19:11 +0100
Subject: [PATCH] Added plotting of precision recall curve and learning curve

---
 code/machine_learning_models/random_forest.py |  51 ++--
 .../Random Forest - Learning Curve.png        | Bin 0 -> 151527 bytes
 ...Random Forest - Precision Recall Curve.png | Bin 0 -> 67056 bytes
 code/machine_learning_models/utilities.py     | 265 +++++++++++-------
 4 files changed, 184 insertions(+), 132 deletions(-)
 create mode 100644 code/machine_learning_models/resulting_figures/Random Forest - Learning Curve.png
 create mode 100644 code/machine_learning_models/resulting_figures/Random Forest - Precision Recall Curve.png

diff --git a/code/machine_learning_models/random_forest.py b/code/machine_learning_models/random_forest.py
index c030c05..882abf8 100644
--- a/code/machine_learning_models/random_forest.py
+++ b/code/machine_learning_models/random_forest.py
@@ -4,15 +4,15 @@ from scipy.io import arff
 
 import warnings
 from sklearn.preprocessing import StandardScaler, LabelEncoder
+from sklearn.model_selection import train_test_split, learning_curve
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.metrics import classification_report, confusion_matrix, precision_recall_curve
 
+from utilities import plot_precision_recall_curve, plot_learning_curve
 from utilities import ordinal_encode, heat_map, plot_features, plot_confusion_matrix, normalize, print_high_confidence_samples
 
 warnings.filterwarnings("ignore")
 
-from sklearn.model_selection import train_test_split
-from sklearn.ensemble import RandomForestClassifier
-from sklearn.metrics import classification_report, confusion_matrix
-
 # Constants
 X_data = 'count'
 y_data = 'class'
@@ -21,36 +21,31 @@ sc = StandardScaler()
 enc = LabelEncoder()
 model_name = "Random Forest"
 
-# Getting data frame (ARFF)
 data, meta = arff.loadarff(arff_path)
 df = pd.DataFrame(data)
 df = df.applymap(lambda x: x.decode('utf-8') if isinstance(x, bytes) else x)
 
-# Data inspection and pre-processing
-print("Before: \n", df)
+print("Before Processing: \n", df)
 
 is_threat = df[y_data].unique()
-if len(is_threat) != 2:
-    raise Exception("Random Forest supports both binary and multi-class classification.")
-
 numerical_columns = df.select_dtypes(include=np.number).columns
 label_columns = df.select_dtypes(include=object, exclude=np.number).columns
 
-# Normalize data
-ordinal_encode(df= df, categories = is_threat, target = y_data)
+# Normalize and encode data
+ordinal_encode(df=df, categories=is_threat, target=y_data)
 normalize(df, y_data, sc, enc)
-print("After: \n", df)
+print("After Processing: \n", df)
 
 # Correlation
 heat_map(df, model_name=model_name)
 
-# Data preparation
+# Data Preparation
 X = df.select_dtypes(include = np.number).drop(columns = y_data)  # X must be independent
 y = df[[y_data]]  # y must ideally be dependent on X
 
 X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
 
-# Initialize and train the Random Forest model
+# Train Random Forest Model
 model = RandomForestClassifier(n_estimators=100, max_depth=None, random_state=42)
 model.fit(X_train, y_train.values.ravel())
 
@@ -59,22 +54,32 @@ y_prediction = model.predict(X_test)
 
 # Plot Confusion Matrix
 plot_confusion_matrix(confusion_matrix=confusion_matrix(y_test, y_prediction),
-                      accuracy=model.score(X_test, y_test),
-                      model_name=model_name)
+					  accuracy=model.score(X_test, y_test),
+					  model_name=model_name)
 
 print(classification_report(y_test, y_prediction))
 
 # Prediction function
 def predict(prediction_input):
-    if len(prediction_input) == 0:
-        return
-    input_df = pd.DataFrame(prediction_input, columns=X.columns)
-    input_df[numerical_columns] = sc.transform(input_df[numerical_columns])
-    return ["anomaly" if x == 1 else "normal" for x in model.predict(input_df)]
+	if len(prediction_input) == 0:
+		return
+	input_df = pd.DataFrame(prediction_input, columns=X.columns)
+	input_df[numerical_columns] = sc.transform(input_df[numerical_columns])
+	return ["anomaly" if x == 1 else "normal" for x in model.predict(input_df)]
 
 print_high_confidence_samples(model, X)
 
 # Feature Importance Plot
 features = pd.DataFrame(model.feature_importances_, index=X.columns, columns=['Importance']).sort_values(by='Importance', ascending=False)
-
 plot_features(features, "Higher importance = More impact on classification", model_name=model_name)
+
+# Precision-Recall Curve
+print("Calculating Precision Recall Curve")
+y_scores = model.predict_proba(X_test)[:, 1]
+precision, recall, _ = precision_recall_curve(y_test, y_scores)
+plot_precision_recall_curve(precision, recall, model_name)
+
+# Learning Curve
+print("Calculating Learning Curve")
+train_sizes, train_scores, test_scores = learning_curve(model, X, y.values.ravel(), cv=5, scoring="accuracy")
+plot_learning_curve(train_sizes, train_scores, test_scores, model_name)
diff --git a/code/machine_learning_models/resulting_figures/Random Forest - Learning Curve.png b/code/machine_learning_models/resulting_figures/Random Forest - Learning Curve.png
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HcmV?d00001

diff --git a/code/machine_learning_models/utilities.py b/code/machine_learning_models/utilities.py
index a4e6eac..5e54172 100644
--- a/code/machine_learning_models/utilities.py
+++ b/code/machine_learning_models/utilities.py
@@ -9,133 +9,180 @@ from sklearn.preprocessing import OrdinalEncoder
 show_plots = False
 
 def ordinal_encode(df, categories, target):
-    """
-    Applies ordinal encoding to a specified categorical column in a DataFrame.
+	"""
+	Applies ordinal encoding to a specified categorical column in a DataFrame.
 
-    Parameters:
-    df (pd.DataFrame): The input DataFrame.
-    categories (list): A list containing the ordered categories for encoding.
-    target (str): The column name to be encoded.
+	Parameters:
+	df (pd.DataFrame): The input DataFrame.
+	categories (list): A list containing the ordered categories for encoding.
+	target (str): The column name to be encoded.
 
-    Raises:
-    TypeError: If categories are not provided or do not contain exactly two elements.
+	Raises:
+	TypeError: If categories are not provided or do not contain exactly two elements.
 
-    Modifies:
-    The function modifies the input DataFrame by replacing the target column with its encoded values.
-    """
-    if categories is None or len(categories) != 2:
-        raise TypeError("Categories must be provided")
-    df[target] = OrdinalEncoder(categories = [categories]).fit_transform(df[[target]])
+	Modifies:
+	The function modifies the input DataFrame by replacing the target column with its encoded values.
+	"""
+	if categories is None or len(categories) != 2:
+		raise TypeError("Categories must be provided")
+	df[target] = OrdinalEncoder(categories = [categories]).fit_transform(df[[target]])
 
 def heat_map(df, model_name=None):
-    """
-    Generates a heatmap of the correlation matrix for numerical features in the DataFrame.
-
-    Parameters:
-    df (pd.DataFrame): The input DataFrame.
-
-    Modifies:
-    Displays a heatmap visualization of the feature correlations.
-    """
-    # Drop all NaN
-    df.dropna(axis='columns')
-    ndf = df[[col for col in df.columns if df[col].nunique() > 1 and pd.api.types.is_numeric_dtype(df[col])]]
-    corr = ndf.corr()
-    plt.figure(figsize=(15, 12))
-    sns.heatmap(corr)
-    if model_name:
-        save_plot(model_name + " - Data Correlations")
-    if show_plots:
-        plt.show()
+	"""
+	Generates a heatmap of the correlation matrix for numerical features in the DataFrame.
+
+	Parameters:
+	df (pd.DataFrame): The input DataFrame.
+
+	Modifies:
+	Displays a heatmap visualization of the feature correlations.
+	"""
+	# Drop all NaN
+	df.dropna(axis='columns')
+	ndf = df[[col for col in df.columns if df[col].nunique() > 1 and pd.api.types.is_numeric_dtype(df[col])]]
+	corr = ndf.corr()
+	plt.figure(figsize=(15, 12))
+	sns.heatmap(corr)
+	if model_name:
+		save_plot(model_name + " - Data Correlations")
+	if show_plots:
+		plt.show()
 
 def plot_counts(model_name=None):
-    if model_name:
-        save_plot(model_name + " - Counts")
-    if show_plots:
-        plt.show()
+	if model_name:
+		save_plot(model_name + " - Counts")
+	if show_plots:
+		plt.show()
 
 def plot_xy(df, x, y, model_name=None):
-    """
-    Creates a scatter plot for two numerical columns.
-
-    Parameters:
-    df (pd.DataFrame): The input DataFrame.
-    x (str): The column name for the x-axis.
-    y (str): The column name for the y-axis.
-
-    Modifies:
-    Displays a scatter plot of the two selected features.
-    """
-    plt.scatter(df[x], df[y])
-    plt.xlabel(x)
-    plt.ylabel(y)
-    if model_name:
-        save_plot(model_name + " - XY")
-    if show_plots:
-        plt.show()
+	"""
+	Creates a scatter plot for two numerical columns.
+
+	Parameters:
+	df (pd.DataFrame): The input DataFrame.
+	x (str): The column name for the x-axis.
+	y (str): The column name for the y-axis.
+
+	Modifies:
+	Displays a scatter plot of the two selected features.
+	"""
+	plt.scatter(df[x], df[y])
+	plt.xlabel(x)
+	plt.ylabel(y)
+	if model_name:
+		save_plot(model_name + " - XY")
+	if show_plots:
+		plt.show()
 
 def plot_features(features, info_text: str = None, model_name=None):
-    """
-    Parameters:
-    columns (list): The list of feature names used in the model.
-
-    Modifies:
-    Displays a horizontal bar chart representing feature importance.
-    """
-    plt.figure(figsize=(10, 10))
-
-    # Add labels to bars
-    for index, value in enumerate(features['Importance']):
-        plt.text(value + 0.005, index, f'{value:.4f}', fontsize=10, verticalalignment='center')
-
-    plt.barh(features.index, features.Importance)
-    plt.xlabel('Importance')
-    plt.title('Feature Importance')
-    plt.gca().invert_yaxis()
-
-    # Fix text cutoff issue
-    plt.subplots_adjust(left=0.3)  # ⬅ Increase left margin for feature names
-    plt.tight_layout()
-
-    if info_text:
-        x_max = plt.xlim()[1]
-        y_max = plt.ylim()[0]
-        plt.text(x_max, y_max, info_text, verticalalignment='bottom', horizontalalignment='right')
-    if model_name:
-        save_plot(model_name + " - Feature Importance")
-    if show_plots:
-        plt.show()
+	"""
+	Parameters:
+	columns (list): The list of feature names used in the model.
+
+	Modifies:
+	Displays a horizontal bar chart representing feature importance.
+	"""
+	plt.figure(figsize=(10, 10))
+
+	# Add labels to bars
+	for index, value in enumerate(features['Importance']):
+		plt.text(value + 0.005, index, f'{value:.4f}', fontsize=10, verticalalignment='center')
+
+	plt.barh(features.index, features.Importance)
+	plt.xlabel('Importance')
+	plt.title('Feature Importance')
+	plt.gca().invert_yaxis()
+
+	# Fix text cutoff issue
+	plt.subplots_adjust(left=0.3)  # ⬅ Increase left margin for feature names
+	plt.tight_layout()
+
+	if info_text:
+		x_max = plt.xlim()[1]
+		y_max = plt.ylim()[0]
+		plt.text(x_max, y_max, info_text, verticalalignment='bottom', horizontalalignment='right')
+	if model_name:
+		save_plot(model_name + " - Feature Importance")
+	if show_plots:
+		plt.show()
 
 def normalize(df, exclude, numerical_scaler, label_scaler):
 
-    scale_targets = df.select_dtypes(include=np.number).drop(columns=exclude).columns
-    df[scale_targets] = numerical_scaler.fit_transform(df[scale_targets])
+	scale_targets = df.select_dtypes(include=np.number).drop(columns=exclude).columns
+	df[scale_targets] = numerical_scaler.fit_transform(df[scale_targets])
 
-    labels = df.select_dtypes(include=object, exclude=np.number).columns
-    for label in labels:
-        df[label] = label_scaler.fit_transform(df[label])
+	labels = df.select_dtypes(include=object, exclude=np.number).columns
+	for label in labels:
+		df[label] = label_scaler.fit_transform(df[label])
 
 def plot_confusion_matrix(confusion_matrix: List[List[int]], accuracy: float, model_name=None) -> None:
-    if len(confusion_matrix) != 2 or any(len(row) != 2 for row in confusion_matrix):
-        raise ValueError("Confusion matrices must be 2x2")
-
-    plt.figure(figsize=(8, 6))
-    labels = [[f'True Positive\n{confusion_matrix[0][0]}', f'False Positive\n{confusion_matrix[0][1]}'],
-             [f'False Negative\n{confusion_matrix[1][0]}', f'True Negative\n{confusion_matrix[1][1]}']]
-    plt.title(f"Confusion matrix | Accuracy: {accuracy * 100:.2f}%")
-    sns.heatmap(confusion_matrix, annot=labels, fmt='', cmap='Blues', cbar=False)
-    if model_name:
-        save_plot(model_name + " - Confusion Matrix")
-    if show_plots:
-        plt.show()
+	if len(confusion_matrix) != 2 or any(len(row) != 2 for row in confusion_matrix):
+		raise ValueError("Confusion matrices must be 2x2")
+
+	plt.figure(figsize=(8, 6))
+	labels = [[f'True Positive\n{confusion_matrix[0][0]}', f'False Positive\n{confusion_matrix[0][1]}'],
+			  [f'False Negative\n{confusion_matrix[1][0]}', f'True Negative\n{confusion_matrix[1][1]}']]
+	plt.title(f"Confusion matrix | Accuracy: {accuracy * 100:.2f}%")
+	sns.heatmap(confusion_matrix, annot=labels, fmt='', cmap='Blues', cbar=False)
+	if model_name:
+		save_plot(model_name + " - Confusion Matrix")
+	if show_plots:
+		plt.show()
 
 def print_high_confidence_samples(model, x: pd.DataFrame):
-    # Get predicted probabilities
-    predicted_probabilities = pd.DataFrame(model.predict_proba(x)[:, 1],
-                                           columns=['confidence level'])  # Probability of being class 1
-    # Filter samples where the model is at least 90% sure
-    high_confidence_samples = predicted_probabilities[predicted_probabilities['confidence level'] > 0.9]
-    print(high_confidence_samples.head())
+	# Get predicted probabilities
+	predicted_probabilities = pd.DataFrame(model.predict_proba(x)[:, 1],
+										   columns=['confidence level'])  # Probability of being class 1
+	# Filter samples where the model is at least 90% sure
+	high_confidence_samples = predicted_probabilities[predicted_probabilities['confidence level'] > 0.9]
+	print(high_confidence_samples.head())
+
+def plot_precision_recall_curve(precision, recall, model_name=None):
+	"""
+	A Precision-Recall curve shows the trade-off between precision
+	(how many predicted positives are actually correct) and recall
+	(how many actual positives were correctly identified).
+
+	A good curve is mostly at the top and right.
+	"""
+	plt.figure(figsize=(8, 6))
+	plt.plot(recall, precision, marker='.', label="Precision-Recall Curve")
+	plt.xlabel("Recall")
+	plt.ylabel("Precision")
+	plt.title("Precision-Recall Curve")
+	plt.legend()
+	plt.grid()
+	if model_name:
+		save_plot(model_name + " - Precision Recall Curve")
+	if show_plots:
+		plt.show()
+
+def plot_learning_curve(train_sizes, train_scores, test_scores, model_name=None):
+	"""
+	A learning curve helps diagnose overfitting or underfitting by plotting
+	training and validation performance as training size increases.
+	"""
+	train_mean = np.mean(train_scores, axis=1)
+	train_std = np.std(train_scores, axis=1)
+	test_mean = np.mean(test_scores, axis=1)
+	test_std = np.std(test_scores, axis=1)
+
+	plt.figure(figsize=(8, 6))
+	plt.plot(train_sizes, train_mean, 'o-', label="Training Score", color="blue")
+	plt.plot(train_sizes, test_mean, 'o-', label="Validation Score", color="red")
+
+	plt.fill_between(train_sizes, train_mean - train_std, train_mean + train_std, alpha=0.1, color="blue")
+	plt.fill_between(train_sizes, test_mean - test_std, test_mean + test_std, alpha=0.1, color="red")
+
+	plt.xlabel("Training Size")
+	plt.ylabel("Accuracy")
+	plt.title("Learning Curve")
+	plt.legend()
+	plt.grid()
+	if model_name:
+		save_plot(model_name + " - Learning Curve")
+	if show_plots:
+		plt.show()
 
 def save_plot(name):
-    plt.savefig("resulting_figures/" + name, dpi=300, bbox_inches='tight')
+	plt.savefig("resulting_figures/" + name, dpi=300, bbox_inches='tight')
-- 
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