From f1598de1941c56445039c7951c22918d32c9be03 Mon Sep 17 00:00:00 2001 From: asoc1al Date: Thu, 19 Dec 2024 21:55:00 +0400 Subject: [PATCH] edited --- lab4.ipynb | 65 ++++++++++++++++++++++++------------------------------ lab5.ipynb | 10 +-------- 2 files changed, 30 insertions(+), 45 deletions(-) diff --git a/lab4.ipynb b/lab4.ipynb index b54b039..46ca8e7 100644 --- a/lab4.ipynb +++ b/lab4.ipynb @@ -4,13 +4,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Датасет: [Tesla Insider Trading](https://www.kaggle.com/datasets/ilyaryabov/tesla-insider-trading).\n", - "\n", - "### Описание датасета:\n", - "Датасет представляет собой выборку операций с ценными бумагами компании Tesla, совершённых инсайдерами, и является частью более крупного проекта \"Insider Trading S&P500 – Inside Info\". Данные охватывают транзакции с участием крупных акционеров и должностных лиц компании, включая такие операции, как покупка, продажа и опционы, начиная с 10 ноября 2021 года и до 27 июля 2022 года.\n", - "\n", - "---\n", - "\n", "### Анализ сведений:\n", "**Проблемная область:**\n", "Проблемная область данного датасета касается анализа инсайдерских сделок в публичных компаниях, а также их влияния на ценообразование акций. Инсайдерские транзакции, совершаемые людьми с доступом к непубличной информации (такими как руководители, крупные акционеры или члены совета директоров), могут быть индикаторами будущих изменений стоимости акций. Исследование таких транзакций помогает понять, как информация внутри компании отражается в действиях ключевых участников, и может выявить паттерны поведения, которые влияют на рынки.\n", @@ -52,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -1029,16 +1022,16 @@ "output_type": "stream", "text": [ "Модель: Random Forest\n", - "\tmean_score: 0.9992641178787792\n", - "\tstd_dev: 0.0004713845802993347\n", + "\tmean_score: 0.9993556294223384\n", + "\tstd_dev: 0.00034873604184410125\n", "\n", "Модель: Linear Regression\n", "\tmean_score: 1.0\n", "\tstd_dev: 0.0\n", "\n", "Модель: Gradient Boosting\n", - "\tmean_score: 0.999764624420808\n", - "\tstd_dev: 0.00014612642026943173\n", + "\tmean_score: 0.9997676704442847\n", + "\tstd_dev: 0.00014272056772109988\n", "\n" ] } @@ -1147,14 +1140,14 @@ "output_type": "stream", "text": [ "Модель: Random Forest\n", - "\tMAE_train: 1.9988314516128252\n", - "\tMAE_test: 4.010856249999925\n", - "\tMSE_train: 10.983866485886617\n", - "\tMSE_test: 58.68365207937593\n", - "\tR2_train: 0.9999464407393277\n", - "\tR2_test: 0.9996696963682773\n", - "\tSTD_train: 3.3009782014625797\n", - "\tSTD_test: 7.6501610687267165\n", + "\tMAE_train: 1.737808064516108\n", + "\tMAE_test: 4.536231250000004\n", + "\tMSE_train: 7.968324435967565\n", + "\tMSE_test: 64.3667731418771\n", + "\tR2_train: 0.9999611450515958\n", + "\tR2_test: 0.999637708660288\n", + "\tSTD_train: 2.8004451242481854\n", + "\tSTD_test: 7.985799705940578\n", "\n", "Модель: Linear Regression\n", "\tMAE_train: 3.0690862038154006e-13\n", @@ -1167,14 +1160,14 @@ "\tSTD_test: 3.4438670391637766e-13\n", "\n", "Модель: Gradient Boosting\n", - "\tMAE_train: 0.1561377276044754\n", - "\tMAE_test: 3.092805281270868\n", - "\tMSE_train: 0.0749964021123172\n", - "\tMSE_test: 44.42701739500285\n", + "\tMAE_train: 0.15613772760447098\n", + "\tMAE_test: 2.98104593330686\n", + "\tMSE_train: 0.07499640211231653\n", + "\tMSE_test: 39.1989771515018\n", "\tR2_train: 0.9999996343043813\n", - "\tR2_test: 0.9997499404915644\n", - "\tSTD_train: 0.27385470985965754\n", - "\tSTD_test: 6.639923865179299\n", + "\tR2_test: 0.999779366756257\n", + "\tSTD_train: 0.2738547098596563\n", + "\tSTD_test: 6.221528272339557\n", "\n" ] } @@ -1259,8 +1252,8 @@ "output_type": "stream", "text": [ "Fitting 3 folds for each of 36 candidates, totalling 108 fits\n", - "Лучшие параметры: {'max_depth': 10, 'min_samples_split': 5, 'n_estimators': 50}\n", - "Лучший результат (MSE): 177.54067170950785\n" + "Лучшие параметры: {'max_depth': 30, 'min_samples_split': 2, 'n_estimators': 200}\n", + "Лучший результат (MSE): 197.5517526562716\n" ] } ], @@ -1315,18 +1308,18 @@ "output_type": "stream", "text": [ "Fitting 3 folds for each of 36 candidates, totalling 108 fits\n", - "Старые параметры: {'max_depth': 30, 'min_samples_split': 2, 'n_estimators': 50}\n", - "Лучший результат (MSE) на старых параметрах: 187.46140289397786\n", + "Старые параметры: {'max_depth': None, 'min_samples_split': 5, 'n_estimators': 200}\n", + "Лучший результат (MSE) на старых параметрах: 187.1331184415387\n", "\n", "Новые параметры: {'max_depth': 5, 'min_samples_split': 10, 'n_estimators': 50}\n", - "Лучший результат (MSE) на новых параметрах: 1286.8137432762346\n", - "Среднеквадратическая ошибка (MSE) на тестовых данных: 153.3412173634401\n", - "Корень среднеквадратичной ошибки (RMSE) на тестовых данных: 12.383102089680118\n" + "Лучший результат (MSE) на новых параметрах: 1153.4586525767654\n", + "Среднеквадратическая ошибка (MSE) на тестовых данных: 163.563379529321\n", + "Корень среднеквадратичной ошибки (RMSE) на тестовых данных: 12.789189948128888\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -2317,7 +2310,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.5" + "version": "3.12.6" } }, "nbformat": 4, diff --git a/lab5.ipynb b/lab5.ipynb index 01a4555..f4846bc 100644 --- a/lab5.ipynb +++ b/lab5.ipynb @@ -4,11 +4,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Описание датасета:\n", - "Датасет представляет собой выборку операций с ценными бумагами компании Tesla, совершённых инсайдерами, и является частью более крупного проекта \"Insider Trading S&P500 – Inside Info\". Данные охватывают транзакции с участием крупных акционеров и должностных лиц компании, включая такие операции, как покупка, продажа и опционы, начиная с 10 ноября 2021 года и до 27 июля 2022 года.\n", - "\n", - "---\n", - "\n", "### Анализ сведений:\n", "**Проблемная область:**\n", "Проблемная область данного датасета касается анализа инсайдерских сделок в публичных компаниях, а также их влияния на ценообразование акций. Инсайдерские транзакции, совершаемые людьми с доступом к непубличной информации (такими как руководители, крупные акционеры или члены совета директоров), могут быть индикаторами будущих изменений стоимости акций. Исследование таких транзакций помогает понять, как информация внутри компании отражается в действиях ключевых участников, и может выявить паттерны поведения, которые влияют на рынки.\n", @@ -30,12 +25,9 @@ "- Shares Total: Общее количество акций, принадлежащих этому лицу после завершения данной транзакции.\n", "- SEC Form 4: Дата записи транзакции в форме SEC Form 4, обязательной для отчётности о сделках инсайдеров.\n", "\n", - "---\n", "\n", "### Бизнес-цель:\n", - "Кластеризация сделок с акциями инсайдеров для выявления групп с схожими характеристиками торговых операций и взаимосвязями между различными признаками, такими как количество акций, стоимость сделки и цена акции.\n", - "\n", - "---" + "Кластеризация сделок с акциями инсайдеров для выявления групп с схожими характеристиками торговых операций и взаимосвязями между различными признаками, такими как количество акций, стоимость сделки и цена акции." ] }, {