{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| hide\n", "!pip install -Uqq nixtla" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| hide \n", "from nixtla.utils import in_colab" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| hide \n", "IN_COLAB = in_colab()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| hide\n", "if not IN_COLAB:\n", " from nixtla.utils import colab_badge\n", " from dotenv import load_dotenv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart\n", "\n", "To perform historical anomaly detection, use the `detect_anomalies` method. Then, plot the anomalies using the `plot` method." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#| echo: false\n", "if not IN_COLAB:\n", " load_dotenv()\n", " colab_badge('docs/capabilities/historical-anomaly-detection/01_quickstart')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "nixtla_client = NixtlaClient(\n", " # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n", " api_key = 'my_api_key_provided_by_nixtla'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> 👍 Use an Azure AI endpoint\n", "> \n", "> To use an Azure AI endpoint, set the `base_url` argument:\n", "> \n", "> `nixtla_client = NixtlaClient(base_url=\"you azure ai endpoint\", api_key=\"your api_key\")`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| hide\n", "if not IN_COLAB:\n", " nixtla_client = NixtlaClient()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read the dataset\n", "df = pd.read_csv('https://datasets-nixtla.s3.amazonaws.com/peyton-manning.csv')\n", "\n", "# Detect anomalies\n", "anomalies_df = nixtla_client.detect_anomalies(df, freq='D')\n", "\n", "# Plot anomalies\n", "nixtla_client.plot(df, anomalies_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> 📘 Available models in Azure AI\n", ">\n", "> If you use an Azure AI endpoint, set `model=\"azureai\"`\n", ">\n", "> `nixtla_client.detect_anomalies(..., model=\"azureai\")`\n", "> \n", "> For the public API, two models are supported: `timegpt-1` and `timegpt-1-long-horizon`.\n", "> \n", "> By default, `timegpt-1` is used. See [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) for details on using `timegpt-1-long-horizon`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For an in-depth guide on historical anomaly detection with TimeGPT, check out our [tutorial](https://docs.nixtla.io/docs/tutorials-anomaly_detection)." ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 4 }