diff --git a/kamyshov_danila_lab_4/app.py b/kamyshov_danila_lab_4/app.py new file mode 100644 index 0000000..6ab2beb --- /dev/null +++ b/kamyshov_danila_lab_4/app.py @@ -0,0 +1,54 @@ +from flask import Flask, render_template +import pandas as pd +from scipy.cluster.hierarchy import linkage, fcluster +import seaborn as sns +from sklearn.preprocessing import LabelEncoder +import io +import base64 + +app = Flask(__name__) + +# Load data from student-mat.csv +data = pd.read_csv('student-mat.csv') + +def generate_clusters_image(): + # Selecting columns of interest for clustering + features = data[['Pstatus', 'guardian', 'internet', 'romantic', 'famrel', 'freetime', 'goout', 'Dalc', 'Walc', 'health', 'absences']] + + # Convert categorical variables to numerical using LabelEncoder + label_encoder = LabelEncoder() + features_categorical = features.select_dtypes(include='object') + features[features_categorical.columns] = features_categorical.apply(label_encoder.fit_transform) + + # Calculate linkage matrix + linkage_matrix = linkage(features, method='ward') + + # Cut the tree to form clusters + data['cluster'] = fcluster(linkage_matrix, 3, criterion='maxclust') # You can adjust the number of clusters + + # Drop the 'cluster' column to avoid confusion in sns.clustermap + features_for_heatmap = features.copy() # Make a copy to avoid modifying the original DataFrame + features_for_heatmap['cluster'] = data['cluster'] + features_for_heatmap = features_for_heatmap.drop('cluster', axis=1) + + # Visualize clusters + sns.set(style='white') + g = sns.clustermap(features_for_heatmap, col_cluster=False, figsize=(24, 16), cmap="viridis") + + # Save the image to a buffer + img_buffer = io.BytesIO() + g.savefig(img_buffer, format='png') + img_buffer.seek(0) + + # Convert the image to a base64 string + img_base64 = base64.b64encode(img_buffer.read()).decode() + + return img_base64 + +@app.route('/') +def index(): + clusters_image = generate_clusters_image() + return render_template('index.html', clusters_image=clusters_image) + +if __name__ == '__main__': + app.run(port=5000) diff --git a/kamyshov_danila_lab_4/readme.md b/kamyshov_danila_lab_4/readme.md new file mode 100644 index 0000000..023ada4 --- /dev/null +++ b/kamyshov_danila_lab_4/readme.md @@ -0,0 +1,32 @@ +Общее задание: +Использовать метод кластеризации к данным из курсовой работы, самостоятельно сформулировав задачу. +Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной вами задачи. + +Задание по вариантам: +Тема: Анализ благополучия студентов +Датасет: Student Alcohol Consumption +ссылка: https://www.kaggle.com/datasets/uciml/student-alcohol-consumption?resource=download + +Задача для кластарезации: +модель linkage +применение алгоритмов кластеризации к данным о студентах, для выявления схожих групп студентов по признакам + +Чтобы Запустить приложение нужно запустить файл app.py + +Технологии: + +Flask: Фреймворк для создания веб-приложений на языке Python. +pandas: Библиотека для обработки и анализа данных. +scipy: Библиотека для научных вычислений, включая алгоритмы кластеризации. +seaborn: Библиотека для визуализации данных. +Описание работы программы: +Программа использует Flask для создания веб-приложения. Она загружает данные о студентах из файла 'student-mat.csv' с использованием pandas. Затем она выполняет кластеризацию студентов с использованием алгоритма linkage из scipy и визуализирует результаты с помощью seaborn в виде тепловой карты (heatmap). + +Программа предоставляет веб-страницу, на которой отображается тепловая карта, показывающая схожесть студентов по выбранным признакам. + +Входные данные: + +Файл 'student-mat.csv', содержащий данные о студентах. +Выходные данные: + +Веб-страница с тепловой картой, отображающей результаты кластеризации студентов. \ No newline at end of file diff --git a/kamyshov_danila_lab_4/static/cluster_plot.png b/kamyshov_danila_lab_4/static/cluster_plot.png new file mode 100644 index 0000000..8ddf281 Binary files /dev/null and b/kamyshov_danila_lab_4/static/cluster_plot.png differ diff --git a/kamyshov_danila_lab_4/student-mat.csv b/kamyshov_danila_lab_4/student-mat.csv new file mode 100644 index 0000000..6c65182 --- /dev/null +++ b/kamyshov_danila_lab_4/student-mat.csv @@ -0,0 +1,396 @@ 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