diff --git a/docs/src/tutorials/anomaly_detection_unsupervised.ipynb b/docs/src/tutorials/anomaly_detection_unsupervised.ipynb index c290a4e3..f8f85f2c 100644 --- a/docs/src/tutorials/anomaly_detection_unsupervised.ipynb +++ b/docs/src/tutorials/anomaly_detection_unsupervised.ipynb @@ -14,7 +14,6 @@ "Anomaly detection in time series, time sequences and other temporal data representations is critical in a variety of domains. For instance, it is used in manufacturing to detect equipment failure and production lines, in computer systems and by financial institutions to detect fraudulent activities, and in energy management to detect outages.\n", "\n", "We will use the Server Machine Dataset (SMD) dataset, published as part of the [OmniAnomaly](https://github.com/NetManAIOps/OmniAnomaly/) paper, which is available in CSV files in that same repository.\n", - "\n", "This dataset contains aggregated resource usage metrics (e.g., CPU and RAM utilization, network traffic) from 28 computers in 3 data centers over a period of 5 weeks. The timestamps and feature names have been anonymized and normalized. Therefore, calendar feature engineering or the use of expert knowledge is not possible.\n", "\n", "The dataset will be loaded, feature engineered and converted into a tabular dataset using Temporian.\n", @@ -36,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "d844ff1b-224d-4e36-b7d1-dae8ed4df263", "metadata": {}, "outputs": [], @@ -46,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "fe822a6c-048e-4f60-b8ec-be50d724726c", "metadata": {}, "outputs": [], @@ -77,10 +76,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "4e591261-9c5a-4b75-acc7-1dbe850f56d9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "28 machines\n" + ] + } + ], "source": [ "machines_per_group = [8, 9, 11] # Full dataset\n", "# machines_per_group = [3, 3, 3] # Subset of data\n", @@ -91,10 +98,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "c9edfc8c-d82b-46b2-a20e-6281383279b4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Download data of machine-1-1\n", + "Download data of machine-1-2\n", + "Download data of machine-1-3\n", + "Download data of machine-1-4\n", + "Download data of machine-1-5\n", + "Download data of machine-1-6\n", + "Download data of machine-1-7\n", + "Download data of machine-1-8\n", + "Download data of machine-2-1\n", + "Download data of machine-2-2\n", + "Download data of machine-2-3\n", + "Download data of machine-2-4\n", + "Download data of machine-2-5\n", + "Download data of machine-2-6\n", + "Download data of machine-2-7\n", + "Download data of machine-2-8\n", + "Download data of machine-2-9\n", + "Download data of machine-3-1\n", + "Download data of machine-3-2\n", + "Download data of machine-3-3\n", + "Download data of machine-3-4\n", + "Download data of machine-3-5\n", + "Download data of machine-3-6\n", + "Download data of machine-3-7\n", + "Download data of machine-3-8\n", + "Download data of machine-3-9\n", + "Download data of machine-3-10\n", + "Download data of machine-3-11\n" + ] + } + ], "source": [ "data_dir = Path(\"tmp/temporian_server_machine_dataset\")\n", "dataset_url = \"https://raw.githubusercontent.com/NetManAIOps/OmniAnomaly/master/ServerMachineDataset\"\n", @@ -125,16 +167,196 @@ "## Load data\n", "\n", "We use Pandas to load the data into a `DataFrame`.\n", - "Often, data requires cleaning before it can be used, and Pandas si great in this task.\n", - "However, in this dataset, the data is already cleansed, se we don't need to do any manipulation with Pandas." + "Often, data requires cleaning before it can be used, and Pandas is great for this task.\n", + "However, in this dataset, the data is already cleaned, so we don't need to do any manipulation with Pandas." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "fddbbdc9-5576-4fb8-9ed5-c319374d6ef6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Load data of machine-1-1...found 28479 events\n", + "Load data of machine-1-2...found 23694 events\n", + "Load data of machine-1-3...found 23703 events\n", + "Load data of machine-1-4...found 23707 events\n", + "Load data of machine-1-5...found 23706 events\n", + "Load data of machine-1-6...found 23689 events\n", + "Load data of machine-1-7...found 23697 events\n", + "Load data of machine-1-8...found 23699 events\n", + "Load data of machine-2-1...found 23694 events\n", + "Load data of machine-2-2...found 23700 events\n", + "Load data of machine-2-3...found 23689 events\n", + "Load data of machine-2-4...found 23689 events\n", + "Load data of machine-2-5...found 23689 events\n", + "Load data of machine-2-6...found 28743 events\n", + "Load data of machine-2-7...found 23696 events\n", + "Load data of machine-2-8...found 23703 events\n", + "Load data of machine-2-9...found 28722 events\n", + "Load data of machine-3-1...found 28700 events\n", + "Load data of machine-3-2...found 23703 events\n", + "Load data of machine-3-3...found 23703 events\n", + "Load data of machine-3-4...found 23687 events\n", + "Load data of machine-3-5...found 23691 events\n", + "Load data of machine-3-6...found 28726 events\n", + "Load data of machine-3-7...found 28705 events\n", + "Load data of machine-3-8...found 28704 events\n", + "Load data of machine-3-9...found 28713 events\n", + "Load data of machine-3-10...found 23693 events\n", + "Load data of machine-3-11...found 28696 events\n" + ] + }, + { + "data": { + "text/html": [ + "
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