diff --git a/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb b/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb index 9d598d4f..24edddae 100644 --- a/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb +++ b/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Quickstart" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Quickstart\n", + "\n", + "To perform anomaly detection, simply use the `detect_anomalies` method. Then, we can plot the anomalies using the `plot` method." ] }, { @@ -20,6 +15,8 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", + "\n", "from nixtla import NixtlaClient" ] }, @@ -56,31 +53,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')" - ] - }, { "cell_type": "code", "execution_count": null, @@ -94,29 +66,7 @@ "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n" ] - } - ], - "source": [ - "anomalies_df = nixtla_client.detect_anomalies(\n", - " df, \n", - " time_col='timestamp', \n", - " target_col='value', \n", - " freq='D'\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Plot anomalies" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ + }, { "data": { "image/png": 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@@ -130,6 +80,18 @@ } ], "source": [ + "# Read the dataset\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')\n", + "\n", + "# Detect anomalies\n", + "anomalies_df = nixtla_client.detect_anomalies(\n", + " df, \n", + " time_col='timestamp', \n", + " target_col='value', \n", + " freq='D'\n", + ")\n", + "\n", + "# Plot anomalies\n", "nixtla_client.plot(\n", " df, \n", " anomalies_df,\n", @@ -139,10 +101,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For an in-depth guide on anomaly detection with TimeGPT, check out our [tutorial](https://docs.nixtla.io/docs/tutorials/anomaly_detection)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/anomaly-detection/02_anomaly_exogenous.ipynb b/nbs/docs/capabilities/anomaly-detection/02_anomaly_exogenous.ipynb index eb9bbdc5..7f8a6ce2 100644 --- a/nbs/docs/capabilities/anomaly-detection/02_anomaly_exogenous.ipynb +++ b/nbs/docs/capabilities/anomaly-detection/02_anomaly_exogenous.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Add exogenous variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Add exogenous variables\n", + "\n", + "Anomaly detection with exogenous variables simply requires to load a dataset with the exogenous features as columns. We use the same `detect_anomalies` method and we can also plot the weights of each feature using `weight_x.plot()`." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,40 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-with-ex-vars.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Anomaly detection with exogenous variables\n", - "\n", - "Simple include exogenous features in your dataset and TimeGPT will consider them for anomaly detection." - ] - }, { "cell_type": "code", "execution_count": null, @@ -105,29 +67,7 @@ "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n", "INFO:nixtla.nixtla_client:Using the following exogenous variables: Exogenous1, Exogenous2, day_0, day_1, day_2, day_3, day_4, day_5, day_6\n" ] - } - ], - "source": [ - "anomalies_df = nixtla_client.detect_anomalies(\n", - " df=df,\n", - " time_col='ds',\n", - " target_col='y'\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Plot weights of features\n", - "It is then possible to plot the importance of each feature." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ + }, { "data": { "text/plain": [ @@ -150,15 +90,27 @@ } ], "source": [ + "# Read the dataset\n", + "# The dataset has exogenous features in its columns\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-with-ex-vars.csv')\n", + "\n", + "# Detect anomalies\n", + "anomalies_df = nixtla_client.detect_anomalies(\n", + " df=df,\n", + " time_col='ds',\n", + " target_col='y'\n", + ")\n", + "\n", + "# Plot weight of exgeonous features\n", "nixtla_client.weights_x.plot.barh(x='features', y='weights')" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Read our detailed guide on [anomaly detection](https://docs.nixtla.io/docs/tutorials/anomaly_detection) for more information." + ] } ], "metadata": { diff --git a/nbs/docs/capabilities/anomaly-detection/03_anomaly_detection_date_features.ipynb b/nbs/docs/capabilities/anomaly-detection/03_anomaly_detection_date_features.ipynb index 66a22c8b..3466cb8b 100644 --- a/nbs/docs/capabilities/anomaly-detection/03_anomaly_detection_date_features.ipynb +++ b/nbs/docs/capabilities/anomaly-detection/03_anomaly_detection_date_features.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Add date features" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Add date features\n", + "\n", + "If your dataset does not have exogenous variables, you can add date features to inform the model for anomaly detection. This is done using the `date_features` argument. We can set it to `True` to extract all possible features, or pass a list of features we want to include." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,43 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Anomaly detection with date features.\n", - "You can automatically add date features for anomaly detection using the `date_features` parameter. \n", - "\n", - "Setting `date_features` to `True` extract all the possible date features from the dataset. \n", - "\n", - "You can also pass a list of date features you want to create, like `['days', 'month']`." - ] - }, { "cell_type": "code", "execution_count": null, @@ -107,31 +66,7 @@ "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n", "INFO:nixtla.nixtla_client:Using the following exogenous variables: month_1, month_2, month_3, month_4, month_5, month_6, month_7, month_8, month_9, month_10, month_11, month_12, year_2007, year_2008, year_2009, year_2010, year_2011, year_2012, year_2013, year_2014, year_2015, year_2016\n" ] - } - ], - "source": [ - "anomalies_df_x = nixtla_client.detect_anomalies(\n", - " df, time_col='timestamp', \n", - " target_col='value', \n", - " freq='D', \n", - " date_features=['month', 'year'],\n", - " level=99.99,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Plot weights of features\n", - "It is then possible to plot the importance of each feature." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ + }, { "data": { "text/plain": [ @@ -154,14 +89,33 @@ } ], "source": [ + "# Read the data\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')\n", + "\n", + "# Add date features for anomaly detection\n", + "# Here, we use date features at the month and year levels\n", + "anomalies_df_x = nixtla_client.detect_anomalies(\n", + " df, time_col='timestamp', \n", + " target_col='value', \n", + " freq='D', \n", + " date_features=['month', 'year'],\n", + " level=99.99,\n", + ")\n", + "\n", + "# Plot weights of date features\n", "nixtla_client.weights_x.plot.barh(x='features', y='weights')" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more details, check out our in-depth tutorial on [anomaly detection](https://docs.nixtla.io/docs/tutorials/anomaly_detection)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/anomaly-detection/04_confidence_levels.ipynb b/nbs/docs/capabilities/anomaly-detection/04_confidence_levels.ipynb index 9272aac7..719290d7 100644 --- a/nbs/docs/capabilities/anomaly-detection/04_confidence_levels.ipynb +++ b/nbs/docs/capabilities/anomaly-detection/04_confidence_levels.ipynb @@ -4,14 +4,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Add confidence levels" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Add confidence levels\n", + "\n", + "We can tweak the confidence level used for anomaly detection. By default, if a value falls outside of the 99% confidence interval, it is labelled as an anomaly. \n", + "\n", + "This is modified by the `level` parameter and it takes any value between 0 and 100, including decimal numbers. \n", + "\n", + "Increasing the `level` results in less anomalies detected, while decreasing the `level` increases the number of anomalies detected." ] }, { @@ -20,7 +19,8 @@ "metadata": {}, "outputs": [], "source": [ - "from nixtla import NixtlaClient\n" + "import pandas as pd\n", + "from nixtla import NixtlaClient" ] }, { @@ -56,43 +56,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Adjust confidence levels\n", - "By default, TimeGPT uses a confidence level of 99%. Any value that falls outside of this interval is considered an anomaly.\n", - "\n", - "This is tweaked using the `level` argument. A lower value narrows the interval and more anomalies are detected. Larger values widen the interval and less anomalies are detected.\n", - "\n", - "The `level` argument takes any values between 0 and 100, including decimal numbers." - ] - }, { "cell_type": "code", "execution_count": null, @@ -106,30 +69,7 @@ "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n" ] - } - ], - "source": [ - "anomalies_df = nixtla_client.detect_anomalies(\n", - " df, \n", - " time_col='timestamp', \n", - " target_col='value', \n", - " freq='D',\n", - " level=70\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Plot anomalies" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ + }, { "data": { "image/png": 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", @@ -143,6 +83,19 @@ } ], "source": [ + "# Read the data\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')\n", + "\n", + "# Anomaly detection using a 70% confidence interval\n", + "anomalies_df = nixtla_client.detect_anomalies(\n", + " df, \n", + " time_col='timestamp', \n", + " target_col='value', \n", + " freq='D',\n", + " level=70\n", + ")\n", + "\n", + "# Plot anomalies\n", "nixtla_client.plot(\n", " df, \n", " anomalies_df,\n", @@ -152,10 +105,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information, read our detailed tutorial on [anomaly detection](https://docs.nixtla.io/docs/tutorials/anomaly_detection)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/01_quickstart.ipynb b/nbs/docs/capabilities/forecast/01_quickstart.ipynb index 544cbf49..0c5dc667 100644 --- a/nbs/docs/capabilities/forecast/01_quickstart.ipynb +++ b/nbs/docs/capabilities/forecast/01_quickstart.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Quickstart" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Quickstart\n", + "\n", + "To forecast with TimeGPT, simple call the `forecast` method, making sure that you pass your DataFrame, and specify your target and time column names. Then you can plot the predictions using the `plot` method." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,38 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Forecast" - ] - }, { "cell_type": "code", "execution_count": null, @@ -100,34 +64,13 @@ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Inferred freq: MS\n", + "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] - } - ], - "source": [ - "forecast_df = nixtla_client.forecast(\n", - " df=df,\n", - " h=12,\n", - " time_col='timestamp',\n", - " target_col=\"value\"\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Plot predictions" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -138,6 +81,18 @@ } ], "source": [ + "# Read the data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Forecast\n", + "forecast_df = nixtla_client.forecast(\n", + " df=df,\n", + " h=12,\n", + " time_col='timestamp',\n", + " target_col=\"value\"\n", + ")\n", + "\n", + "# Plot predictions\n", "nixtla_client.plot(\n", " df=df, \n", " forecasts_df=forecast_df, \n", diff --git a/nbs/docs/capabilities/forecast/02_exogenous_variables.ipynb b/nbs/docs/capabilities/forecast/02_exogenous_variables.ipynb index f09b33b1..1ef1a66d 100644 --- a/nbs/docs/capabilities/forecast/02_exogenous_variables.ipynb +++ b/nbs/docs/capabilities/forecast/02_exogenous_variables.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Add exogenous variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Add exogenous variables\n", + "\n", + "To model with exogenous features, simply include them in the DataFrame that you pass as input to the `forecast` method. Note that you need to provide the future values of those exogenous features over the forecast horizon using the `X_df` parameter." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,54 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load data with exogenous variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-with-ex-vars.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Load dataset with future values of exogenous variables" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "future_ex_vars_df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-future-ex-vars.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Forecast" - ] - }, { "cell_type": "code", "execution_count": null, @@ -122,6 +70,13 @@ } ], "source": [ + "# Read data\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-with-ex-vars.csv')\n", + "\n", + "# Load the future value of exogenous variables over the forecast horizon\n", + "future_ex_vars_df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short-future-ex-vars.csv')\n", + "\n", + "# Forecast\n", "forecast_df = nixtla_client.forecast(\n", " df=df, \n", " X_df=future_ex_vars_df, \n", @@ -129,8 +84,20 @@ " id_col='unique_id',\n", " target_col='y',\n", " time_col='ds'\n", - ")" + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more details on using exogenous features with TimeGPT, read our in-depth tutorials on [Exogenous variables](https://docs.nixtla.io/docs/tutorials-exogenous_variables) and on [Categorical variables](https://docs.nixtla.io/docs/tutorials-categorical_variables)." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { diff --git a/nbs/docs/capabilities/forecast/03_holidays_special_dates.ipynb b/nbs/docs/capabilities/forecast/03_holidays_special_dates.ipynb index 70082bb6..760858d3 100644 --- a/nbs/docs/capabilities/forecast/03_holidays_special_dates.ipynb +++ b/nbs/docs/capabilities/forecast/03_holidays_special_dates.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Add holidays and special dates" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Add holidays and special dates\n", + "\n", + "You can create DataFrames specifying holidays for particular countries and specify your own special dates to include them as features for forecasting." ] }, { @@ -20,7 +15,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nixtla import NixtlaClient" + "import pandas as pd\n", + "from nixtla import NixtlaClient\n", + "from nixtla.date_features import CountryHolidays\n", + "from nixtla.date_features import SpecialDates" ] }, { @@ -69,45 +67,13 @@ "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "from nixtla.date_features import CountryHolidays" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "# Get country holidays for the US\n", "c_holidays = CountryHolidays(countries=['US'])\n", "periods = 365 * 1\n", "dates = pd.date_range(end='2023-09-01', periods=periods)\n", - "holidays_df = c_holidays(dates)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Specify special dates" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from nixtla.date_features import SpecialDates" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "holidays_df = c_holidays(dates)\n", + "\n", + "# Specify your own special dates\n", "special_dates = SpecialDates(\n", " special_dates={\n", " 'Important Dates': ['2021-02-26', '2020-02-26'],\n", @@ -120,10 +86,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a detailed guide on using special dates and holidays, read our tutorial on [Holidays and special dates](https://docs.nixtla.io/docs/tutorials-holidays_and_special_dates)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/04_categorical_variables.ipynb b/nbs/docs/capabilities/forecast/04_categorical_variables.ipynb index 360661ae..14605466 100644 --- a/nbs/docs/capabilities/forecast/04_categorical_variables.ipynb +++ b/nbs/docs/capabilities/forecast/04_categorical_variables.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Add categorical variables" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Add categorical variables\n", + "\n", + "TimeGPT supports categorical variables and we can create them using `SpecialDates`." ] }, { @@ -20,7 +15,10 @@ "metadata": {}, "outputs": [], "source": [ - "from nixtla import NixtlaClient" + "import pandas as pd\n", + "import datetime\n", + "from nixtla import NixtlaClient\n", + "from nixtla.date_features import SpecialDates" ] }, { @@ -56,39 +54,29 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Create categorical variables" - ] - }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import datetime\n", - "from nixtla.date_features import SpecialDates" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "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:Inferred freq: MS\n", + "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\n", + "INFO:nixtla.nixtla_client:Restricting input...\n", + "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" + ] + } + ], "source": [ + "# Read the data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Create categorical variables to label Christmas and summer vacations\n", "categories_dates = SpecialDates(\n", " special_dates={\n", " 'christmas_vacations': [datetime.date(year, 12, 1) for year in range(1949, 1960 + 1)],\n", @@ -98,45 +86,31 @@ "\n", "dates = pd.date_range('1949-01-01', '1960-12-01', freq='MS')\n", "\n", - "categories_df = categories_dates(dates).reset_index(drop=True)" + "categories_df = categories_dates(dates).reset_index(drop=True)\n", + "\n", + "# Merge with the dataset\n", + "cat_df = pd.concat([df, categories_df], axis=1)\n", + "\n", + "# Forecast\n", + "forecast_df = nixtla_client.forecast(\n", + " df=cat_df, \n", + " h=24,\n", + " target_col='value',\n", + " time_col='timestamp'\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3: Merge categorical features with the dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cat_df = pd.concat([df, categories_df], axis=1)" + "For a detailed guide on using categorical variables for forecasting, read our in-depth tutorial on [Categorical variables](https://docs.nixtla.io/docs/tutorials-categorical_variables)." ] }, { "cell_type": "markdown", "metadata": {}, - "source": [ - "## Step 4: Forecast" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "forecast_df = nixtla_client.forecast(\n", - " df=cat_df, \n", - " h=24,\n", - " target_col='value',\n", - " time_col='timestamp'\n", - ")" - ] + "source": [] } ], "metadata": { diff --git a/nbs/docs/capabilities/forecast/05_longhorizon.ipynb b/nbs/docs/capabilities/forecast/05_longhorizon.ipynb index c51fb71c..36a12dc5 100644 --- a/nbs/docs/capabilities/forecast/05_longhorizon.ipynb +++ b/nbs/docs/capabilities/forecast/05_longhorizon.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Long-horizon forecasting" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Long-horizon forecasting\n", + "\n", + "Long-horizon forecasting is when you wish to predict more than one seasonal cycle into the future. TimeGPT supports long-horizon forecasting simply by setting `model=timegpt-1-long-horizon`. " ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,39 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Long-horizon forecasting\n", - "If your horizon is longer than one seasonal period, then you should use the model `timegpt-1-long-horizon`." - ] - }, { "cell_type": "code", "execution_count": null, @@ -102,11 +65,16 @@ "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Inferred freq: MS\n", "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\n", + "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] } ], "source": [ + "# Read the data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Forecast\n", "forecast_df = nixtla_client.forecast(\n", " df=df,\n", " h=36,\n", @@ -115,6 +83,18 @@ " target_col=\"value\"\n", ")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a detailed guide on long-horizon forecasting, read our in-depth tutorial on [Long-horizon forecasting](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { diff --git a/nbs/docs/capabilities/forecast/06_multiple_series.ipynb b/nbs/docs/capabilities/forecast/06_multiple_series.ipynb index 449459d3..fe4d2c7d 100644 --- a/nbs/docs/capabilities/forecast/06_multiple_series.ipynb +++ b/nbs/docs/capabilities/forecast/06_multiple_series.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Multiple series forecasting" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Multiple series forecasting\n", + "\n", + "TimeGPT can concurrently forecast many series at the same time. Simply use a DataFrame with more than one unique value in the `unique_id` column." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,39 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load data with multiple series\n", - "Each series is identified by a different value in the `unique_id` column" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Forecast" - ] - }, { "cell_type": "code", "execution_count": null, @@ -101,11 +64,16 @@ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", "INFO:nixtla.nixtla_client:Inferred freq: H\n", + "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] } ], "source": [ + "# Read the data\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short.csv')\n", + "\n", + "# Forecast\n", "forecast_df = nixtla_client.forecast(\n", " df=df, \n", " h=24\n", @@ -113,10 +81,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more details on forecasting multiple series, read our in-depth tutorial on [Multiple series forecasting](https://docs.nixtla.io/docs/tutorials-multiple_series_forecasting)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/07_finetuning.ipynb b/nbs/docs/capabilities/forecast/07_finetuning.ipynb index eabba78b..fdfb2b26 100644 --- a/nbs/docs/capabilities/forecast/07_finetuning.ipynb +++ b/nbs/docs/capabilities/forecast/07_finetuning.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Finetuning" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Fine-tuning\n", + "\n", + "We can fine-tune TimeGPT by specifying the `finetune_steps` parameter." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,39 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Step 3: Forecast with fine-tuning\n", - "This is done using the `finetune_steps` argument." - ] - }, { "cell_type": "code", "execution_count": null, @@ -106,6 +69,11 @@ } ], "source": [ + "# Read data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Forecast with fine-tuning.\n", + "# Here, we fine-tune for 5 steps\n", "forecast_df = nixtla_client.forecast(\n", " df=df,\n", " h=12,\n", @@ -116,10 +84,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more information on fine-tuning, read our [fine-tuning tutorial](https://docs.nixtla.io/docs/tutorials-fine_tuning)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/08_custom_loss_function.ipynb b/nbs/docs/capabilities/forecast/08_custom_loss_function.ipynb index 248868f1..91172bc3 100644 --- a/nbs/docs/capabilities/forecast/08_custom_loss_function.ipynb +++ b/nbs/docs/capabilities/forecast/08_custom_loss_function.ipynb @@ -11,7 +11,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "When fine-tuning, we can specify a loss function to be used usin the `finetune_loss` argument.\n", + "\n", + "The possible values are:\n", + "* `\"mae\"`\n", + "* `\"mse\"`\n", + "* `\"rmse\"`\n", + "* `\"mape\"`\n", + "* `\"smape\"`" ] }, { @@ -20,6 +27,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,44 +64,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Fine-tune using a custom loss function.\n", - "This is done with the `finetune_loss` argument. It can accept one of the following:
\n", - "- `\"mae\"`
\n", - "- `\"mse\"`
\n", - "- `\"rmse\"`
\n", - "- `\"mape\"`
\n", - "- `\"smape\"`" - ] - }, { "cell_type": "code", "execution_count": null, @@ -111,6 +81,10 @@ } ], "source": [ + "# Read data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Fine-tune with a specified loss function and make predictions\n", "forecast_df = nixtla_client.forecast(\n", " df=df,\n", " h=12,\n", @@ -122,10 +96,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more details on specifying a loss function and how it impacts the performance of the model, read our in-depth tutorial on [Fine-tuning with a specific loss function](https://docs.nixtla.io/docs/tutorials-fine_tuning_with_a_specific_loss_function)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/09_cross_validation.ipynb b/nbs/docs/capabilities/forecast/09_cross_validation.ipynb index 4c2beb83..f4cc0685 100644 --- a/nbs/docs/capabilities/forecast/09_cross_validation.ipynb +++ b/nbs/docs/capabilities/forecast/09_cross_validation.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Cross validation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Cross validation\n", + "\n", + "We can perform cross-validation by simply using the `cross-validation` method. Specify the number of windows using the `n_windows` argument." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,39 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load your dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Cross-validation\n", - "This is done with the `cross_validation` method of `NixtlaClient`. Simply specify the number of windows for cross-validation using `n_windows`." - ] - }, { "cell_type": "code", "execution_count": null, @@ -100,20 +63,16 @@ "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Inferred freq: MS\n", - "INFO:nixtla.nixtla_client:Validating inputs...\n", - "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", - "INFO:nixtla.nixtla_client:Inferred freq: MS\n", - "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n", - "INFO:nixtla.nixtla_client:Validating inputs...\n", - "INFO:nixtla.nixtla_client:Validating inputs...\n", - "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", - "INFO:nixtla.nixtla_client:Inferred freq: MS\n", - "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n", - "INFO:nixtla.nixtla_client:Validating inputs...\n" + "INFO:nixtla.nixtla_client:Restricting input...\n", + "INFO:nixtla.nixtla_client:Calling Cross Validation Endpoint...\n" ] } ], "source": [ + "# Read the data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Cross-validation using two windows\n", "forecast_cv_df = nixtla_client.cross_validation(\n", " df=df,\n", " h=12,\n", @@ -124,10 +83,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more details, check out our [cross-validation tutorial](https://docs.nixtla.io/docs/tutorials-cross_validation)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/10_prediction_intervals.ipynb b/nbs/docs/capabilities/forecast/10_prediction_intervals.ipynb index 31595827..c55e43ae 100644 --- a/nbs/docs/capabilities/forecast/10_prediction_intervals.ipynb +++ b/nbs/docs/capabilities/forecast/10_prediction_intervals.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Predictions intervals" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Predictions intervals\n", + "\n", + "We can generate prediction intervals using the `level` parameter in the `forecast` method. It takes any values between 0 and 100, including decimal numbers." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,39 +52,6 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Step 3: Forecast and specify predictions intervals\n", - "This is done using the `level` parameter. It takes values between 0 and 100." - ] - }, { "cell_type": "code", "execution_count": null, @@ -104,30 +67,7 @@ "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] - } - ], - "source": [ - "forecast_df = nixtla_client.forecast(\n", - " df=df,\n", - " h=12,\n", - " time_col='timestamp',\n", - " target_col=\"value\",\n", - " level=[80]\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Plot predictions and intervals" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ + }, { "data": { "image/png": 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@@ -141,6 +81,19 @@ } ], "source": [ + "# Read the data\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv\")\n", + "\n", + "# Forecast using a 80% confidence interval\n", + "forecast_df = nixtla_client.forecast(\n", + " df=df,\n", + " h=12,\n", + " time_col='timestamp',\n", + " target_col=\"value\",\n", + " level=[80]\n", + ")\n", + "\n", + "# Plot predictions with intervals\n", "nixtla_client.plot(\n", " df=df, \n", " forecasts_df=forecast_df, \n", @@ -151,10 +104,15 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For more details on uncertainty quantification, read our tutorials on using [quantile forecasts](https://docs.nixtla.io/docs/tutorials-quantile_forecasts) and [prediction intervals](https://docs.nixtla.io/docs/tutorials-prediction_intervals)." + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [] } ], diff --git a/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb b/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb index 1df392aa..28a07395 100644 --- a/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb +++ b/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb @@ -4,14 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Irregular timestamps" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Create an instance of `NixtlaClient`" + "# Irregular timestamps\n", + "\n", + "TimeGPT can handle data with irregular timestamps. Simply specify the `freq` parameter with the right frequency of your data." ] }, { @@ -20,6 +15,7 @@ "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", "from nixtla import NixtlaClient" ] }, @@ -56,54 +52,50 @@ "nixtla_client = NixtlaClient()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Load data with irregular timestamps\n", - "In this case, the dataset is missing weekend dates" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:nixtla.nixtla_client:Validating inputs...\n", + "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", + "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\n", + "INFO:nixtla.nixtla_client:Restricting input...\n", + "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" + ] + } + ], "source": [ - "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/openbb/pltr.csv')" + "# Read data\n", + "# Dates for the weekends are missing\n", + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/openbb/pltr.csv')\n", + "\n", + "# Forecast\n", + "# We use B for the freq, as only business days are represented in the dataset\n", + "forecast_df = nixtla_client.forecast(\n", + " df=df, \n", + " h=14, \n", + " freq='B',\n", + " time_col='date', \n", + " target_col='Close',\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3: Forecast\n", - "When dealing with irregular timestamps, it is **required** to provide a frequency to the model. Use the `freq` parameter." + "For more details on handling datasets with irregular timesteps, check out our [tutorial](https://docs.nixtla.io/docs/tutorials-irregular_timestamps). " ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [ - "forecast_df = nixtla_client.forecast(\n", - " df=df, \n", - " h=14, \n", - " freq='B',\n", - " time_col='date', \n", - " target_col='Close',\n", - ")" - ] + "source": [] } ], "metadata": { diff --git a/nbs/docs/getting-started/1_introduction.ipynb b/nbs/docs/getting-started/1_introduction.ipynb index 500e40f3..db86db86 100644 --- a/nbs/docs/getting-started/1_introduction.ipynb +++ b/nbs/docs/getting-started/1_introduction.ipynb @@ -39,7 +39,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Get started with our [QuickStart guide](/docs/getting-started-timegpt_quickstart), walk through tutorials on the different capabilities, and learn from real-world use cases in our documentation.**" + "**Get started with our [QuickStart guide](https://docs.nixtla.io/docs/getting-started-timegpt_quickstart), walk through tutorials on the different capabilities, and learn from real-world use cases in our documentation.**" ] }, { diff --git a/nbs/docs/tutorials/20_anomaly_detection.ipynb b/nbs/docs/tutorials/20_anomaly_detection.ipynb new file mode 100644 index 00000000..bfd7617e --- /dev/null +++ b/nbs/docs/tutorials/20_anomaly_detection.ipynb @@ -0,0 +1,540 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Anomaly detection\n", + "\n", + "Anomaly detection is task of detecting abnormal points, points that deviate from the normal behaviour of the general series. This is crucial in many application, such as cybersecurity or equipment monitoring.\n", + "\n", + "In this tutorial, we explore in detail the anomaly detection capability of TimeGPT." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "from nixtla.utils import colab_badge" + ] + }, + { + "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/tutorials/20_anomaly_detection.ipynb)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#| echo: false\n", + "colab_badge('docs/tutorials/20_anomaly_detection')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import packages\n", + "\n", + "First, we import the required packages for this tutorial and create an instance of `NixtlaClient`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "from dotenv import load_dotenv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "load_dotenv()" + ] + }, + { + "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": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "nixtla_client = NixtlaClient()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load dataset\n", + "\n", + "Now, let's load the dataset for this tutorial. We use the Peyton Manning dataset which tracks the visits to the Wikipedia page of Peyton Mannig." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " timestamp value\n", + "0 2007-12-10 9.590761\n", + "1 2007-12-11 8.519590\n", + "2 2007-12-12 8.183677\n", + "3 2007-12-13 8.072467\n", + "4 2007-12-14 7.893572" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/peyton_manning.csv')\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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timestampanomalyTimeGPT-lo-99TimeGPTTimeGPT-hi-99
02008-01-1006.9360098.2241949.512378
12008-01-1106.8633368.1515219.439705
22008-01-1206.8390648.1272499.415433
32008-01-1307.6290728.91725610.205441
42008-01-1407.7141119.00229510.290480
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" + ], + "text/plain": [ + " timestamp anomaly TimeGPT-lo-99 TimeGPT TimeGPT-hi-99\n", + "0 2008-01-10 0 6.936009 8.224194 9.512378\n", + "1 2008-01-11 0 6.863336 8.151521 9.439705\n", + "2 2008-01-12 0 6.839064 8.127249 9.415433\n", + "3 2008-01-13 0 7.629072 8.917256 10.205441\n", + "4 2008-01-14 0 7.714111 9.002295 10.290480" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "anomalies_df = nixtla_client.detect_anomalies(\n", + " df, \n", + " time_col='timestamp', \n", + " target_col='value', \n", + " freq='D'\n", + ")\n", + "\n", + "anomalies_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, 0 is assigned to \"normal\" values, as they fall inside the confidence interval. A label of 1 is then assigned to abnormal points.\n", + "\n", + "We can also plot the anomalies using `NixtlaClient`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nixtla_client.plot(\n", + " df, \n", + " anomalies_df,\n", + " time_col='timestamp', \n", + " target_col='value'\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Anomaly detection with exogenous features\n", + "\n", + "Previously, we performed anomaly detection without using any exogenous features. Now, it is possible to create features specifically for this scnenario to inform the model in its task of anomaly detection.\n", + "\n", + "Here, we create date features that can be used by the model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is done using the `date_features` argument. We can set it to `True` and it will generate all possible features from the given dates and frequency of the data. Alternatively, we can specify a list of features that we want. In this case, we want only features at the *month* and *year* level." + ] + }, + { + "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", + "INFO:nixtla.nixtla_client:Using the following exogenous variables: month_1, month_2, month_3, month_4, month_5, month_6, month_7, month_8, month_9, month_10, month_11, month_12, year_2007, year_2008, year_2009, year_2010, year_2011, year_2012, year_2013, year_2014, year_2015, year_2016\n" + ] + } + ], + "source": [ + "anomalies_df_x = nixtla_client.detect_anomalies(\n", + " df, time_col='timestamp', \n", + " target_col='value', \n", + " freq='D', \n", + " date_features=['month', 'year'],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we can plot the weights of each feature to understand its impact on anomaly detection." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nixtla_client.weights_x.plot.barh(x='features', y='weights')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modifying the confidence intervals\n", + "\n", + "We can tweak the confidence intervals using the `level` argument. This takes any values between 0 and 100, including decimal numbers.\n", + "\n", + "Reducing the confidence interval resutls in more anomalies being detected, while increasing it will reduce the number of anomalies.\n", + "\n", + "Here, for example, we reduce the interval to 70%, and we will notice more anomalies being plotted (red dots)." + ] + }, + { + "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" + ] + } + ], + "source": [ + "anomalies_df = nixtla_client.detect_anomalies(\n", + " df, \n", + " time_col='timestamp', \n", + " target_col='value', \n", + " freq='D',\n", + " level=70\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + 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+ "text/plain": [ + "
" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nixtla_client.plot(\n", + " df, \n", + " anomalies_df,\n", + " time_col='timestamp', \n", + " target_col='value'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/nbs/mint.json b/nbs/mint.json index d3683c9d..7678ba42 100644 --- a/nbs/mint.json +++ b/nbs/mint.json @@ -69,6 +69,7 @@ { "group": "Tutorials", "pages": [ + "docs/tutorials/anomaly_detection.html", { "group":"Exogenous variables", "pages":[