From 32d33a683c5491b4ed97c9f9f7bb739d0a31c41e Mon Sep 17 00:00:00 2001 From: "Khanh Phan (Chris)" <45734348+clphan@users.noreply.github.com> Date: Fri, 7 Jul 2023 00:16:55 +0700 Subject: [PATCH] LSTM model training with three datasets with noise removal --- thesis_lstm_model_training.ipynb | 2991 ++++++++++++++++++++++++++++++ 1 file changed, 2991 insertions(+) create mode 100644 thesis_lstm_model_training.ipynb diff --git a/thesis_lstm_model_training.ipynb b/thesis_lstm_model_training.ipynb new file mode 100644 index 0000000..3f0751b --- /dev/null +++ b/thesis_lstm_model_training.ipynb @@ -0,0 +1,2991 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "authorship_tag": "ABX9TyNwc8biiHHRx574FyvK/jLJ", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "Trong mô hình LSTM, đầu tiên chúng ta sẽ load dữ liệu lên với dạng Pandas dataframe, tiền xử lý dữ liệu bằng cách chuẩn hóa tập dữ liệu đầu vào \"event_count\" sử dụng MinMaxScaler, sau đó thực hiện việc chia tập dữ liệu thành tập training sets và tập test sets. Ta định nghĩa mô hình LSTM với 2 lớp (2 layers), comples model sử dụng Adam optimizer và mean squared error để tính toán loss function. Qúa trình train model sử dụng tập dữ liệu training và tương ứng việc đánh giá tập dữ liệu sẽ sử dụng tập dữ liệu test. Hình dạng (shape) của tập dữ liệu cần phải được reshaped để phù hợp với tập dữ liệu input của một mô hình LSTM." + ], + "metadata": { + "id": "TiGgmVUxhj0I" + } + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import LSTM, Dense\n", + "from tensorflow.keras.callbacks import EarlyStopping" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PY0hY_08exd0", + "outputId": "a8399f0f-d13c-4a35-f93e-5def223f5d22" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "from joblib import dump, load\n", + "from pandas.plotting import lag_plot, autocorrelation_plot\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.cluster import KMeans" + ], + "metadata": { + "id": "italgKz2w84-" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Load the data into a Pandas dataframe\n", + "df = pd.read_csv('/content/drive/MyDrive/thesis/processed-data/wc_dataset_processed.csv', usecols=[1, 2, 3])\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "e38LADmPMPnG", + "outputId": "6d60184c-e26d-4c0d-8a43-505c7166cf77" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " event_count sum_bytes num_match_event\n", + "0 1 24736 0\n", + "1 11 83086 0\n", + "2 16 87949 0\n", + "3 7 149401 0\n", + "4 3 50457 0" + ], + "text/html": [ + "\n", + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.hist()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "BGWNTPU8CRII", + "outputId": "eeee6fd5-b751-4544-b78d-a82ab2372eee" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.plot(kind='kde')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 448 + }, + "id": "ci_QOeZJCxVT", + "outputId": "edfe437a-818e-462b-c6a8-df4f351a3e6a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "lag_plot(df)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 465 + }, + "id": "jEtbFn4RDciS", + "outputId": "71765d4b-dd84-4363-a1e7-418e733ad84b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "autocorrelation_plot(df)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 455 + }, + "id": "bdMZaHX9D54u", + "outputId": "6937201e-9cad-442a-c396-1d600b588e45" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Correlation analysis: Correlation analysis involves quantifying the relationship between pairs of variables in the dataset. This can be useful for identifying strong correlations between variables that may need to be accounted for in the LSTM model. Correlation analysis can be performed using techniques such as Pearson correlation, Spearman correlation, and Kendall correlation." + ], + "metadata": { + "id": "fx2fTce7GIbZ" + } + }, + { + "cell_type": "code", + "source": [ + "# Analisys dataset\n", + "corr_matrix = df.corr()\n", + "# Create a heatmap of the correlation matrix\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 452 + }, + "id": "AjA6dGpUFDzY", + "outputId": "7f6935fc-6aa5-4dcf-e752-12daedb8f2e1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 85 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Exploratory data analysis (EDA): EDA involves visualizing and summarizing the key features of the dataset to gain insights into the relationships between the variables. This can involve techniques such as scatterplots, histograms, and boxplots, among others. EDA can help to identify outliers, missing values, and other issues in the data that may need to be addressed before applying an LSTM model." + ], + "metadata": { + "id": "0ppTwajnGo8l" + } + }, + { + "cell_type": "code", + "source": [ + "# Display the first few rows of the DataFrame\n", + "print(df.head())\n", + "# Check the data types of each column\n", + "print(df.dtypes)\n", + "# Check for missing values\n", + "print(df.isnull().sum())\n", + "# Compute summary statistics for numerical columns\n", + "print(df.describe())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fIiMB_kgGp2K", + "outputId": "508af2eb-d6e0-4472-cb30-93b8718c9ad1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " event_count sum_bytes num_match_event\n", + "0 1 24736 0\n", + "1 11 83086 0\n", + "2 16 87949 0\n", + "3 7 149401 0\n", + "4 3 50457 0\n", + "event_count int64\n", + "sum_bytes int64\n", + "num_match_event int64\n", + "dtype: object\n", + "event_count 0\n", + "sum_bytes 0\n", + "num_match_event 0\n", + "dtype: int64\n", + " event_count sum_bytes num_match_event\n", + "count 124464.000000 1.244640e+05 124464.000000\n", + "mean 10668.624920 4.226053e+07 1186.045764\n", + "std 19294.044487 5.774806e+07 5341.939669\n", + "min 0.000000 0.000000e+00 0.000000\n", + "25% 1436.000000 8.875887e+06 0.000000\n", + "50% 3754.500000 2.160449e+07 0.000000\n", + "75% 13460.000000 5.608888e+07 0.000000\n", + "max 229426.000000 6.831307e+08 40000.000000\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot a histogram of each numerical column\n", + "df.hist(bins=10, figsize=(10,8))\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 699 + }, + "id": "8TcD6sEyG6sB", + "outputId": "826fb646-4554-4015-b53a-8d50eca59362" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Plot a scatterplot matrix of the numerical columns\n", + "sns.pairplot(df, diag_kind='hist')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 758 + }, + "id": "HZugirwQG9IO", + "outputId": "d7a4f2a3-1575-43c1-85f2-b537014d5fb8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Create a boxplot of each numerical column\n", + "df.plot(kind='box', subplots=True, layout=(2,2), figsize=(10,8))\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 692 + }, + "id": "et3igcbCHCtb", + "outputId": "4e9f1955-998f-4c94-d76a-59744106c3cc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Cluster analysis:** Cluster analysis involves grouping the data points into clusters based on their similarity. This can be useful for identifying patterns and trends in the data and for identifying groups of similar data points that may require different modeling approaches. Cluster analysis can be performed using techniques such as k-means clustering, hierarchical clustering, and density-based clustering.\n", + "\n", + "In this code, we first load the dataset into a Pandas DataFrame. Then we standardize the dataset using the StandardScaler class. Next, we determine the number of clusters using the elbow method and plot the within-cluster sum of squares against the number of clusters. Based on the plot, we choose the number of clusters as 3. Then we run the KMeans algorithm with 3 clusters and assign the data points to their respective clusters. Finally, we visualize the clusters by plotting the data points with different colors based on their assigned clusters." + ], + "metadata": { + "id": "d_ca3eqDHkHn" + } + }, + { + "cell_type": "code", + "source": [ + "# Data preprocessing\n", + "scaler = StandardScaler()\n", + "X = scaler.fit_transform(df.values)\n", + "# Determine the number of clusters using the elbow method\n", + "wcss = [] # Within-Cluster Sum of Squares\n", + "for i in range(1, 11):\n", + " kmeans = KMeans(n_clusters=i, init='k-means++', max_iter=300, n_init=10, random_state=0)\n", + " kmeans.fit(X)\n", + " wcss.append(kmeans.inertia_)\n", + "plt.plot(range(1, 11), wcss)\n", + "plt.title('Elbow Method')\n", + "plt.xlabel('Number of clusters')\n", + "plt.ylabel('WCSS')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "nsxOC-ULHkz4", + "outputId": "3426057e-5665-4212-8dff-2656c5912b79" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Run clustering algorithm\n", + "kmeans = KMeans(n_clusters=3, init='k-means++', max_iter=300, n_init=10, random_state=0)\n", + "y_kmeans = kmeans.fit_predict(X)\n", + "# Visualize clusters\n", + "plt.scatter(X[y_kmeans == 0, 0], X[y_kmeans == 0, 1], s = 100, c = 'red', label = 'Cluster 1')\n", + "plt.scatter(X[y_kmeans == 1, 0], X[y_kmeans == 1, 1], s = 100, c = 'blue', label = 'Cluster 2')\n", + "plt.scatter(X[y_kmeans == 2, 0], X[y_kmeans == 2, 1], s = 100, c = 'green', label = 'Cluster 3')\n", + "plt.title('Clusters of Events')\n", + "plt.xlabel('Standardized Values of Event Count')\n", + "plt.ylabel('Standardized Values of Sum Bytes')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "5RaqKCxkIaqd", + "outputId": "a5e2bf10-f1ac-453a-9ad5-45c2c58b7a2d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['event_count'].plot(figsize=(20,10))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 847 + }, + "id": "BPCO9NyxBz0n", + "outputId": "b4e7e7eb-d08b-474b-8342-86fea77487a0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 73 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['sum_bytes'].plot(figsize=(20,10))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 862 + }, + "id": "BRWuASjlZCpd", + "outputId": "5ec686ed-85ee-4deb-972b-06e388351be8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "## Vizualization of dataset\n" + ], + "metadata": { + "id": "RnwnxqSYBnFk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**NOISE REMOVAL**" + ], + "metadata": { + "id": "Z98w2MmnKyET" + } + }, + { + "cell_type": "code", + "source": [ + "## Preprocess data to remove noise\n", + "df['noise_label'] = 0\n", + "for i in range(len(df)):\n", + " if i < 35000:\n", + " continue\n", + " # get the current value of event_count\n", + " current_count = df.loc[i, 'event_count']\n", + " # get the past and future values of event_count\n", + " past_past_count = df.loc[i-2, 'event_count'] if i > 0 else current_count\n", + " past_count = df.loc[i-1, 'event_count'] if i > 0 else current_count\n", + " future_count = df.loc[i+1, 'event_count'] if i < len(df)-1 else current_count\n", + " delta_past_past = past_count - past_past_count\n", + " delta_past = current_count - past_count\n", + " delta_future = future_count - current_count\n", + "\n", + " if delta_past_past < 0 and delta_past < 0 and 100*abs(delta_past / (delta_past_past + delta_past)) >= 30 and current_count < 150:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if delta_past_past > 0 and delta_past < 0 and 100*abs(delta_past / (delta_past_past - delta_past)) >= 80 and current_count < 150:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " # check if the condition is met\n", + " if delta_future == 0 and delta_past == 0 and current_count < 100:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if delta_future < 0 and delta_past < 0 and future_count ==0:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if delta_future > 5000 and delta_past < 1000 and current_count < 100:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if delta_future > 1000 and delta_past == 0 and current_count == 0:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if current_count == 0 and i > 5000 and i < 100000:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if i > 59750 and i < 60250 and current_count < 1500:\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue\n", + " if 100*delta_future / (delta_past + delta_future) >= 80 and future_count <= current_count and current_count < 150:\n", + " # print(past_count, current_count, future_count, True)\n", + " df.loc[i, 'noise_label'] = 250000\n", + " continue" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p2wU9iGaZESi", + "outputId": "eae8c5b8-18b5-4824-9d86-0e701ece8b20" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":41: RuntimeWarning: divide by zero encountered in long_scalars\n", + " if 100*delta_future / (delta_past + delta_future) >= 80 and future_count <= current_count and current_count < 150:\n", + ":41: RuntimeWarning: invalid value encountered in long_scalars\n", + " if 100*delta_future / (delta_past + delta_future) >= 80 and future_count <= current_count and current_count < 150:\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['event_count'].plot(figsize=(20,10))\n", + "df['noise_label'].plot(figsize=(20,10))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 847 + }, + "id": "Lg4cd0sZZUUx", + "outputId": "98ef783d-3597-48ae-8f65-3fd9575526c0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 9 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(df.head())\n", + "df = df[df['noise_label'] != 250000]\n", + "df['event_count'].plot(figsize=(20,10))" + ], + "metadata": { + "id": "olgXwjkjZt3k", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 952 + }, + "outputId": "7c79940c-98b9-486e-f30d-dd6883acdcea" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " event_count sum_bytes num_match_event noise_label\n", + "0 1 24736 0 0\n", + "1 11 83086 0 0\n", + "2 16 87949 0 0\n", + "3 7 149401 0 0\n", + "4 3 50457 0 0\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 10 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['sum_bytes'].plot(figsize=(20,10))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 862 + }, + "id": "ONbf8_AO2IlY", + "outputId": "57c2f01e-18bb-4b0f-b060-a664f6eda199" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 11 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Step 2: Load and preprocess the data\n", + "# Preprocess the data\n", + "scaler = MinMaxScaler(feature_range=(0, 1))\n", + "scaler_event_count = MinMaxScaler(feature_range=(0, 1))\n", + "df[['sum_bytes', 'num_match_event']] = scaler.fit_transform(df[['sum_bytes', 'num_match_event']])\n", + "df[['event_count']] = scaler_event_count.fit_transform(df[['event_count']])\n", + "# Drop any rows with missing values\n", + "data = df.dropna()\n", + "# Check for missing values in the dataframe\n", + "missing_values = df.isnull().sum()\n", + "\n", + "# Print the number of missing values for each column\n", + "print(missing_values)\n", + "df.head()" + ], + "metadata": { + "id": "5Jm796L0MkUI", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "outputId": "e4769292-4d05-45a6-ea70-19bbe9d58a35" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "event_count 0\n", + "sum_bytes 0\n", + "num_match_event 0\n", + "noise_label 0\n", + "dtype: int64\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " event_count sum_bytes num_match_event noise_label\n", + "0 0.000004 0.000036 0.0 0\n", + "1 0.000048 0.000122 0.0 0\n", + "2 0.000070 0.000129 0.0 0\n", + "3 0.000031 0.000219 0.0 0\n", + "4 0.000013 0.000074 0.0 0" + ], + "text/html": [ + "\n", + "
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"array([[4.35870390e-06, 3.62097597e-05, 0.00000000e+00],\n", + " [2.17935195e-05, 1.44839039e-04, 0.00000000e+00],\n", + " [8.71740779e-06, 7.24195194e-05, 0.00000000e+00],\n", + " ...,\n", + " [6.81317723e-01, 5.88440230e-01, 0.00000000e+00],\n", + " [6.81130299e-01, 5.82905159e-01, 0.00000000e+00],\n", + " [6.91944243e-01, 5.89725944e-01, 0.00000000e+00]])" + ] + }, + "metadata": {}, + "execution_count": 26 + } + ] + }, + { + "cell_type": "code", + "source": [ + "Y_train = Y_train[:,0].reshape(-1,1)\n", + "Y_validation = Y_validation[:,0].reshape(-1,1)\n", + "Y_test = Y_test[:,0].reshape(-1,1)" + ], + "metadata": { + "id": "qo6YtPAClLLd" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Step 5: Define and train the LSTM model\n", + "# Define the LSTM model\n", + "model = Sequential()\n", + "## input_shape: If each input sample has 69 timesteps, where each timestep\n", + "## consists of 1 feature value, then the input shape would be (69, 1).\n", + "model.add(LSTM(30, input_shape=(sequence_length, 3), activation='relu'))\n", + "model.add(Dense(1))\n", + "\n", + "model.compile(optimizer='adam', loss='mean_squared_error')\n", + "\n", + "# # Define the early stopping callback\n", + "# No se quan sat val_loss, neu 5 val_loss lien tiep ma khong giam => stop straining\n", + "\n", + "# early_stop = EarlyStopping(monitor='val_loss', patience=5)\n", + "early_stop = EarlyStopping(monitor='val_loss', mode='min',verbose=1, restore_best_weights=True, patience=20)\n", + "# early_stop = EarlyStopping(monitor='loss', patience=5)\n", + "# Train the LSTM model\n", + "X_train = np.asarray(X_train).astype('float32')\n", + "Y_train = np.asarray(Y_train).astype('float32')\n", + "model.fit(X_train, Y_train, epochs=100, callbacks=[early_stop], verbose=1, validation_data=(X_validation,Y_validation), batch_size=32)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 235 + }, + "id": "iw6aDreyOv8s", + "outputId": "8e3866a3-61ea-4cb9-eb34-b139ef9652f5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "NameError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Step 5: Define and train the LSTM model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# Define the LSTM model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSequential\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;31m## input_shape: If each input sample has 69 timesteps, where each timestep\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m## consists of 1 feature value, then the input shape would be (69, 1).\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'Sequential' is not defined" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "X_validation[0]" + ], + "metadata": { + "id": "kCnlOnoM1Eee", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "4a33da4f-d6f6-4381-d0e5-43eafe1a7b61" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[0.67385562, 0.55574061, 0. ],\n", + " [0.67228649, 0.5650388 , 0. ],\n", + " [0.68172744, 0.57848805, 0. ],\n", + " [0.68553259, 0.58395586, 0. ],\n", + " [0.68976489, 0.58638398, 0. ],\n", + " [0.68036753, 0.58935977, 0. ],\n", + " [0.6800537 , 0.5847675 , 0. ],\n", + " [0.68131772, 0.58844023, 0. ],\n", + " [0.6811303 , 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+ }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[0.06387336],\n", + " [0.06445776],\n", + " [0.06501919],\n", + " ...,\n", + " [0.0032356 ],\n", + " [0.003359 ],\n", + " [0.00281761]], dtype=float32)" + ] + }, + "metadata": {}, + "execution_count": 33 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.max()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pbJsoe7_uoVs", + "outputId": "2f377421-1ea0-4b15-801c-18add49a9a11" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "event_count 1.0\n", + "sum_bytes 1.0\n", + "num_match_event 1.0\n", + "dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 34 + } + ] + }, + { + "cell_type": "code", + "source": [ + "predict_validation_inverse = scaler_event_count.inverse_transform(predict_validation)\n", + "Y_validation_inverse = scaler_event_count.inverse_transform(Y_validation)\n", + "Y_validation_inverse" + ], + "metadata": { + "id": "mgbjW9aZtzmC", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b289c384-16ed-4388-b905-ac01fcf836b5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[162074.],\n", + " [161783.],\n", + " [164356.],\n", + " ...,\n", + " [ 15493.],\n", + " [ 15075.],\n", + " [ 14246.]])" + ] + }, + "metadata": {}, + "execution_count": 39 + } + ] + }, + { + "cell_type": "code", + "source": [ + "predict_test_inverse = scaler_event_count.inverse_transform(predict_test)\n", + "Y_test_inverse = scaler_event_count.inverse_transform(Y_test)\n", + "Y_test_inverse" + ], + "metadata": { + "id": "3snySi62SNO4", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a1f0a167-09c1-4da3-f089-f63c0f1c5009" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "b1=b.loc[0:5700]\n", + "b2=b.loc[5715:]\n", + "b1.max(),b1.min()\n", + "b2.max(),b2.min()" + ], + "metadata": { + "id": "L5ou4M78Bu5Q", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "08513d0d-1c19-4531-9164-f3afa4e65448" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(2.8490923468163394, -0.4758335059166754)" + ] + }, + "metadata": {}, + "execution_count": 67 + } + ] + }, + { + "cell_type": "code", + "source": [ + "b[b<0].shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "K_2jFPI6h84w", + "outputId": "b16b8ae8-5bf1-405c-efd5-b7d035ae713e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(11487,)" + ] + }, + "metadata": {}, + "execution_count": 68 + } + ] + }, + { + "cell_type": "code", + "source": [ + "b.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "79MMLdWmiKBF", + "outputId": "d989b91d-c0fb-426e-ba3f-45a44a2e2348" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(18547,)" + ] + }, + "metadata": {}, + "execution_count": 69 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Save the scaler for event count to a file\n", + "# dump(scaler_event_count, '/content/drive/MyDrive/thesis/model-out/scaler-eventcount.joblib')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cTENoTjv8bbO", + "outputId": "e2268efa-8a90-43e8-ccc6-bf8c52735879" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['/content/drive/MyDrive/thesis/model-out/scaler-eventcount.joblib']" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + } + ] +} \ No newline at end of file