From a4aa458bc53db3f82de4a3d32deaaec56cdd0e23 Mon Sep 17 00:00:00 2001 From: superhugebetformiladze Date: Wed, 29 Nov 2023 19:36:57 +0400 Subject: [PATCH] lab3 --- simonov_nikita_lab_3/lab3.py | 38 + simonov_nikita_lab_3/readme.md | 101 + simonov_nikita_lab_3/train_bikes.csv | 10887 +++++++++++++++++++++++++ 3 files changed, 11026 insertions(+) create mode 100644 simonov_nikita_lab_3/lab3.py create mode 100644 simonov_nikita_lab_3/readme.md create mode 100644 simonov_nikita_lab_3/train_bikes.csv diff --git a/simonov_nikita_lab_3/lab3.py b/simonov_nikita_lab_3/lab3.py new file mode 100644 index 0000000..46c3efb --- /dev/null +++ b/simonov_nikita_lab_3/lab3.py @@ -0,0 +1,38 @@ +import pandas as pd +from sklearn.model_selection import train_test_split +from sklearn.tree import DecisionTreeClassifier +from sklearn.metrics import accuracy_score, classification_report + +# Загрузка данных +data = pd.read_csv("train_bikes.csv", sep=',').dropna() + +# Подготовка данных +# Здесь определяются пороги для категорий спроса +low_demand_threshold = 100 # Порог для "Низкого спроса" +medium_demand_threshold = 300 # Порог для "Среднего спроса" + +# Создание новой категориальной переменной на основе порогов +data['demand_category'] = pd.cut(data['count'], bins=[0, low_demand_threshold, medium_demand_threshold, float('inf')], + labels=["Low Demand", "Medium Demand", "High Demand"]) + +# Выделение признаков и целевой переменной +X = data.drop(['count', 'demand_category', 'datetime'], axis=1) # Удаление ненужных столбцов +y = data['demand_category'] + +# Разделение данных на обучающий и тестовый наборы +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) + +# Создание и обучение модели дерева решений +clf = DecisionTreeClassifier(random_state=42) +clf.fit(X_train, y_train) + +# Предсказание категорий спроса на тестовом наборе +y_pred = clf.predict(X_test) + +# Оценка качества модели +accuracy = accuracy_score(y_test, y_pred) +print(f"Accuracy: {accuracy:.2f}") + +# Вывод отчета о классификации +report = classification_report(y_test, y_pred) +print(report) diff --git a/simonov_nikita_lab_3/readme.md b/simonov_nikita_lab_3/readme.md new file mode 100644 index 0000000..311f3d7 --- /dev/null +++ b/simonov_nikita_lab_3/readme.md @@ -0,0 +1,101 @@ +# Лабораторная работа №3. + +## Задание + +Общее задание: Решите с помощью библиотечной реализации дерева решений задачу из лабораторной работы «Веб-сервис «Дерево решений» по предмету «Методы искусственного интеллекта» на 99% ваших данных. Проверьте работу модели на оставшемся проценте, сделайте вывод. + +По данным курсовой работы с помощью дерева решений решить выбранную задачу классификации: Прогнозирование использования велосипедов в зависимости от времени и погодных условий. + +## Содержание +- [Лабораторная работа №3.](#лабораторная-работа-3) + - [Задание](#задание) + - [Содержание](#содержание) + - [Введение](#введение) + - [Зависимости](#зависимости) + - [Запуск приложения](#запуск-приложения) + - [Описание кода](#описание-кода) + - [Заключение](#заключение) + - [Оценка работы моделей](#оценка-работы-моделей) + - [Общий вывод](#общий-вывод) + +## Введение + +Данный код демонстрирует, прогнозирование спроса на основе классификатора дерева решений. Модель обучается на наборе данных `train_bikes.csv`, содержащем информацию о прокате велосипедов, а целевая переменная - категория спроса, классифицированная как "Низкий спрос", "Средний спрос" или "Высокий спрос". + +## Зависимости + +Для работы этого приложения необходимы следующие библиотеки Python: + +- pandas +- scikit-learn +- NumPy + +Вы можете установить их с помощью pip: + +```bash +pip install numpy scikit-learn pandas +``` + +## Запуск приложения + +Чтобы запустить эту программу, выполните следующую команду: + +```bash +python lab3.py +``` +В консоль выведется резудьтат. + +## Описание кода + +- Считывает данные о прокате велосипедов из CSV-файла `train_bikes.csv` и обрабатывает отсутствующие значения, удаляя соответствующие строки. + +- Подготовка данных: Задает пороги для категорий спроса (`low_demand_threshold` и `medium_demand_threshold`) и создает новую категориальную переменную `demand_category` на основе этих порогов. + +```python +data['demand_category'] = pd.cut(data['count'], bins=[0, low_demand_threshold, medium_demand_threshold, float('inf')], + labels=["Low Demand", "Medium Demand", "High Demand"]) +``` + +- Извлекает признаки и целевую переменную. Признаки включают различные атрибуты, связанные с прокатом велосипедов, а целевая переменная - категория спроса. + +```python +X = data.drop(['count', 'demand_category', 'datetime'], axis=1) # Удаление ненужных столбцов +y = data['demand_category'] +``` + +- Разбивает набор данных на обучающий и тестовый наборы с использованием функции `train_test_split` из библиотеки `scikit-learn`. + +- Создает классификатор дерева решений `DecisionTreeClassifier` и обучает его на обучающих данных. + +- Прогнозирование: Использует обученную модель для прогнозирования категорий спроса на тестовом наборе. + +- Оценка модели: Рассчитывает точность модели с использованием функции `accuracy_score` и предоставляет подробный отчет о классификации, включая точность, полноту и F1-меру для каждой категории спроса. + +## Заключение + +### Оценка работы моделей + +Обученный классификатор дерева решений достиг точности 0.99 на тестовом наборе данных. Отчет о классификации предоставляет детальное описание производительности модели для каждой категории спроса: + +```bash + precision recall f1-score support + + High Demand 0.99 0.98 0.99 483 + Low Demand 0.99 1.00 1.00 852 +Medium Demand 0.99 0.99 0.99 843 + + accuracy 0.99 2178 + macro avg 0.99 0.99 0.99 2178 + weighted avg 0.99 0.99 0.99 2178 + +``` + + + +### Общий вывод + +- Модель показывает высокую точность, recall и F1-score для всех категорий спроса, что свидетельствует о хорошем качестве предсказаний. + +- Precision, recall и F1-score близки к 1 для каждой категории, что указывает на эффективность модели в каждом классе. + +- Общая точность (accuracy) модели также высока (99%), что свидетельствует о ее общей эффективности в предсказании категорий спроса на велосипеды. \ No newline at end of file diff --git a/simonov_nikita_lab_3/train_bikes.csv b/simonov_nikita_lab_3/train_bikes.csv new file mode 100644 index 0000000..736df6e --- /dev/null +++ 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00:00:00,3,0,1,1,28.7,32.575,61,12.998,8,52,60 +2012-08-15 01:00:00,3,0,1,1,28.7,32.575,61,0,6,31,37 +2012-08-15 02:00:00,3,0,1,1,27.88,31.82,65,0,1,7,8 +2012-08-15 03:00:00,3,0,1,1,27.06,31.06,74,7.0015,1,10,11 +2012-08-15 04:00:00,3,0,1,1,26.24,28.79,83,7.0015,0,4,4 +2012-08-15 05:00:00,3,0,1,1,26.24,29.545,78,7.0015,4,35,39 +2012-08-15 06:00:00,3,0,1,1,26.24,29.545,78,7.0015,12,160,172 +2012-08-15 07:00:00,3,0,1,2,27.06,31.06,69,12.998,25,467,492 +2012-08-15 08:00:00,3,0,1,2,28.7,32.575,65,19.0012,40,642,682 +2012-08-15 09:00:00,3,0,1,2,29.52,34.09,62,12.998,57,310,367 +2012-08-15 10:00:00,3,0,1,2,29.52,34.09,62,12.998,70,163,233 +2012-08-15 11:00:00,3,0,1,2,30.34,34.09,58,12.998,80,155,235 +2012-08-15 12:00:00,3,0,1,1,30.34,34.09,55,15.0013,77,230,307 +2012-08-15 13:00:00,3,0,1,2,31.98,35.605,49,12.998,88,206,294 +2012-08-15 14:00:00,3,0,1,2,31.16,34.85,52,19.9995,94,161,255 +2012-08-15 15:00:00,3,0,1,1,31.16,34.85,52,16.9979,70,196,266 +2012-08-15 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