diff --git a/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb b/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb index 41ada2e90..18f66b727 100644 --- a/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb +++ b/nbs/docs/capabilities/forecast/11_irregular_timestamps.ipynb @@ -4,10 +4,29 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pandas_market_calendars in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (4.6.0)\n", + "Requirement already satisfied: pandas>=1.1 in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from pandas_market_calendars) (2.1.4)\n", + "Requirement already satisfied: pytz in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from pandas_market_calendars) (2024.1)\n", + "Requirement already satisfied: python-dateutil in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from pandas_market_calendars) (2.9.0)\n", + "Requirement already satisfied: exchange-calendars>=3.3 in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from pandas_market_calendars) (4.8)\n", + "Requirement already satisfied: numpy in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from exchange-calendars>=3.3->pandas_market_calendars) (1.26.4)\n", + "Requirement already satisfied: pyluach in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from exchange-calendars>=3.3->pandas_market_calendars) (2.2.0)\n", + "Requirement already satisfied: toolz in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from exchange-calendars>=3.3->pandas_market_calendars) (0.12.1)\n", + "Requirement already satisfied: tzdata in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from exchange-calendars>=3.3->pandas_market_calendars) (2024.1)\n", + "Requirement already satisfied: korean_lunar_calendar in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from exchange-calendars>=3.3->pandas_market_calendars) (0.3.1)\n", + "Requirement already satisfied: six>=1.5 in /Users/marianamenchero/miniforge3/envs/nixtla/lib/python3.10/site-packages (from python-dateutil->pandas_market_calendars) (1.16.0)\n" + ] + } + ], "source": [ "#| hide\n", - "!pip install -Uqq nixtla" + "!pip install -Uqq nixtla\n", + "!pip install pandas_market_calendars" ] }, { @@ -48,10 +67,13 @@ "source": [ "# Irregular timestamps\n", "\n", - "* For pandas dataframes TimeGPT will try to infer the frequency of your timestamps. If you don't want TimeGPT to infer the frequency for you, you have to set the `freq` argument to a valid [pandas frequency string](https://pandas.pydata.org/docs/user_guide/timeseries.html#dateoffset-objects), e.g. 'MS', 'YE'.\n", - "* For polars dataframes you have to set the `freq` argument to a valid [polars offset](https://docs.pola.rs/api/python/stable/reference/expressions/api/polars.Expr.dt.offset_by.html), e.g. '1d', '2w'.\n", + "When working with time series data, it is important to specify its frequency correctly, as this can significantly impact forecasting results. TimeGPT is designed to automatically infer the frequency of your timestamps. For commonly used frequencies, such as hourly, daily, or monthly, TimeGPT reliably infers the frequency automatically, so no additional input is required. \n", + "\n", + "However, for irregular frequencies, where observations are not recorded at consistent or regular intervals, such as the days the U.S. stock market is open, it is necessary to specify the frequency directly. \n", + "\n", + "TimeGPT requires that your data does not contain missing values, as this is not currently supported. In other words, the irregularity of the data should stem from the nature of the recorded phenomenon, not from missing observations. If your data contains missing values, please refer to our [tutorial on missing dates](https://docs.nixtla.io/docs/tutorials-missing_values).\n", "\n", - "If your data has missing timestamps please refer to our [tutorial on missing values](https://docs.nixtla.io/docs/tutorials-missing_values)." + "In this tutorial, we will show you how to handle irregular and custom frequencies in TimeGPT." ] }, { @@ -79,6 +101,15 @@ " colab_badge('docs/capabilities/forecast/11_irregular_timestamps')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Import packages \n", + "\n", + "First, we import the required packages and initialize the Nixtla client. " + ] + }, { "cell_type": "code", "execution_count": null, @@ -86,8 +117,8 @@ "outputs": [], "source": [ "import pandas as pd\n", - "from nixtla import NixtlaClient\n", - "from utilsforecast.data import generate_series" + "import pandas_market_calendars as mcal\n", + "from nixtla import NixtlaClient" ] }, { @@ -124,6 +155,19 @@ " nixtla_client = NixtlaClient()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Handling regular frequencies \n", + "\n", + "As discussed in the introduction, for time series data with regular frequencies, where observations are recorded at consistent intervals, TimeGPT can automatically infer the frequency of your timestamps if the input data is a **pandas DataFrame**. If you prefer not to rely on TimeGPT's automatic inference, you can set the `freq` parameter to a valid [pandas frequency string](https://pandas.pydata.org/docs/user_guide/timeseries.html#offset-aliases), such as `MS` for month-start frequency or `min` for minutely frequency. \n", + "\n", + "When working with **Polars DataFrames**, you must specify the frequency explicitly by using a valid [polars offset](https://docs.pola.rs/api/python/stable/reference/expressions/api/polars.Expr.dt.offset_by.html), such as `1d` for daily frequency or `1h` for hourly frequency. \n", + "\n", + "Below is an example of how to specify the frequency for a Polars DataFrame. \n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -133,13 +177,28 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:nixtla.nixtla_client:Querying model metadata...\n" + "INFO:nixtla.nixtla_client:Validating inputs...\n", + "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", + "INFO:nixtla.nixtla_client:Restricting input...\n", + "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] } ], "source": [ - "#| hide\n", - "_ = nixtla_client._get_model_params('timegpt-1', 'B')" + "import polars as pl \n", + "\n", + "url = 'https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/air_passengers.csv'\n", + "\n", + "polars_df = pl.read_csv(url, try_parse_dates=True)\n", + "\n", + "fcst_df = nixtla_client.forecast(\n", + " df=polars_df,\n", + " h=12, \n", + " freq='1mo', \n", + " time_col='timestamp', \n", + " target_col='value', \n", + " level=[80, 95]\n", + ")" ] }, { @@ -148,33 +207,259 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:nixtla.nixtla_client:Validating inputs...\n", - "INFO:nixtla.nixtla_client:Inferred freq: B\n", - "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", - "INFO:nixtla.nixtla_client:Restricting input...\n", - "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" - ] + "data": { + "image/png": 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" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Read data\n", - "# Dates for the weekends are missing\n", - "df = pd.read_csv(\n", - " 'https://datasets-nixtla.s3.amazonaws.com/pltr.csv',\n", - " usecols=['date', 'Close'],\n", - ")\n", - "\n", - "# Forecast\n", - "# the frequency is inferred as B, as only business days are represented in the dataset\n", - "forecast_df = nixtla_client.forecast(\n", - " df=df,\n", - " h=5,\n", - " time_col='date', \n", - " target_col='Close',\n", - ")" + "nixtla_client.plot(polars_df, fcst_df, time_col='timestamp', target_col='value', level=[80,95])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Handling irregular frequencies\n", + "\n", + "In this section, we will discuss cases where observations are not recorded at consistent intervals.\n", + "\n", + "### 3.1 Load data \n", + "\n", + "We will use the daily stock prices of Palantir Technologies (PLTR) from 2020 to 2023. The dataset includes data up to 2023-09-22, but for this tutorial, we will exclude any data before 2023-08-28. This allows us to show how a custom frequency can handle days when the stock market is closed, such as Labor Day in the U.S. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dateOpenHighLowCloseAdj CloseVolumeDividendsStock Splits
02020-09-3010.0011.419.119.509.503385844000.00.0
12020-10-019.6910.109.239.469.461242976000.00.0
22020-10-029.069.288.949.209.20550183000.00.0
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42020-10-069.0410.188.909.909.90908640000.00.0
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" + ], + "text/plain": [ + " date Open High Low Close Adj Close Volume Dividends \\\n", + "0 2020-09-30 10.00 11.41 9.11 9.50 9.50 338584400 0.0 \n", + "1 2020-10-01 9.69 10.10 9.23 9.46 9.46 124297600 0.0 \n", + "2 2020-10-02 9.06 9.28 8.94 9.20 9.20 55018300 0.0 \n", + "3 2020-10-05 9.43 9.49 8.92 9.03 9.03 36316900 0.0 \n", + "4 2020-10-06 9.04 10.18 8.90 9.90 9.90 90864000 0.0 \n", + "\n", + " Stock Splits \n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 " + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "url = 'https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/openbb/pltr.csv'\n", + "pltr_df = pd.read_csv(url, parse_dates=['date'])\n", + "pltr_df = pltr_df.query('date < \"2023-08-28\"')\n", + "pltr_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will forecast the **adjusted closing price**, which represents the stock's closing price adjusted for corporate actions such as stock splits, dividends, and rights offerings. Hence, we will exclude the other columns from the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pltr_df = pltr_df[['date', 'Adj Close']]\n", + "\n", + "nixtla_client.plot(pltr_df, time_col = \"date\", target_col = \"Adj Close\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 Define the frequency \n", + "\n", + "To define a custom frequency, we will first extract and sort the dates from the input data, ensuring they are in the correct datetime format. Next, we will use the [`pandas_market_calendars package`](https://pypi.org/project/pandas-market-calendars/), specifically the `get_calendar` method, to obtain the New York Stock Exchange (NYSE) calendar. Using this calendar, we can create a custom frequency that includes only the days the stock market is open." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dates = pd.DatetimeIndex(sorted(pltr_df['date'].unique())) # sort all dates in the dataset\n", + "\n", + "nyse = mcal.get_calendar('NYSE') # New Yor Stock Exchange calendar " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the days the stock market is open need to include all the dates in the input data plus the forecast horizon. In this example, we will forecast 7 days ahead, so we need to make sure our trading days include the last date in the input data as well as the next 7 valid trading days.\n", + "\n", + "To avoid dealing with holidays or weekends during the forecast horizon, we will specify an end date well beyond the forecast horizon. For this example, we will use January 1, 2024, as a safe cutoff." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "trading_days = nyse.valid_days(start_date=dates.min(), end_date=\"2024-01-01\").tz_localize(None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, with the list of trading days, we can identify the days the stock market is closed. These are all weekdays (Monday to Friday) within the range that are not trading days. Using this information, we can define a custom frequency that skips the stock market's closed days." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "all_weekdays = pd.date_range(start=dates.min(), end=\"2024-01-01\", freq='B')\n", + "\n", + "closed_days = all_weekdays.difference(trading_days)\n", + "\n", + "custom_bday = pd.offsets.CustomBusinessDay(holidays=closed_days)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.3 Forecast with TimeGPT\n", + "\n", + "With the custom frequency defined, we can now use the `forecast` method, specifying the `custom_bday` frequency in the `freq` argument. This will make the forecast respect the trading schedule of the stock market." ] }, { @@ -188,31 +473,23 @@ "text": [ "INFO:nixtla.nixtla_client:Validating inputs...\n", "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", + "INFO:nixtla.nixtla_client:Querying model metadata...\n", "INFO:nixtla.nixtla_client:Restricting input...\n", "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" ] } ], "source": [ - "# manually set the frequency\n", - "forecast_df2 = nixtla_client.forecast(\n", - " df=df,\n", - " freq='B',\n", - " h=5,\n", + "fcst_pltr_df = nixtla_client.forecast(\n", + " df=pltr_df, \n", + " h=7, \n", + " freq=custom_bday,\n", " time_col='date', \n", - " target_col='Close',\n", + " target_col='Adj Close',\n", + " level=[80, 95]\n", ")" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "pd.testing.assert_frame_equal(forecast_df, forecast_df2)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -227,6 +504,125 @@ "> \n", "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`." ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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date
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12023-08-29
22023-08-30
32023-08-31
42023-09-01
52023-09-05
62023-09-06
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" + ], + "text/plain": [ + " date\n", + "0 2023-08-28\n", + "1 2023-08-29\n", + "2 2023-08-30\n", + "3 2023-08-31\n", + "4 2023-09-01\n", + "5 2023-09-05\n", + "6 2023-09-06" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fcst_pltr_df[['date']].head(7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the forecast excludes 2023-09-04, which was a Monday when the stock market was closed for Labor Day in the United States.\n", + "\n", + "## 4. Summary \n", + "Below are the key takeaways of this tutorial:\n", + "\n", + "- TimeGPT can reliably infer regular frequencies, but you can override this by setting the `freq` parameter to the corresponding pandas alias.\n", + "\n", + "- When working with polars data frames, you must always specify the frequency using the correct polars offset.\n", + "\n", + "- TimeGPT supports irregular frequencies and allows you to define a custom frequency, generating forecasts exclusively for the specified dates." + ] } ], "metadata": {