From 536fe931c65e0aed5ced29d23e7f1329be15a0b2 Mon Sep 17 00:00:00 2001 From: Ben Letham Date: Mon, 3 Dec 2018 11:54:55 -0800 Subject: [PATCH] Add documentation for country holidays --- R/R/make_holidays.R | 3 +- R/R/plot.R | 2 +- R/R/prophet.R | 9 +- ...ity,_holiday_effects,_and_regressors.ipynb | 201 ++++++++++++++++-- python/fbprophet/forecaster.py | 18 +- python/fbprophet/plot.py | 2 +- 6 files changed, 206 insertions(+), 29 deletions(-) diff --git a/R/R/make_holidays.R b/R/R/make_holidays.R index 9bef4a1..454d88a 100644 --- a/R/R/make_holidays.R +++ b/R/R/make_holidays.R @@ -41,6 +41,7 @@ make_holidays_df <- function(years, country.name){ holidays.df <- country.holidays %>% dplyr::filter(year %in% years) %>% dplyr::select(ds, holiday) %>% + dplyr::mutate(ds = as.Date(ds)) %>% data.frame return(holidays.df) -} \ No newline at end of file +} diff --git a/R/R/plot.R b/R/R/plot.R index c51d168..7d0f13e 100644 --- a/R/R/plot.R +++ b/R/R/plot.R @@ -100,7 +100,7 @@ prophet_plot_components <- function( panels <- list( plot_forecast_component(m, fcst, 'trend', uncertainty, plot_cap)) # Plot holiday components, if present. - if (!is.null(m$holidays) && ('holidays' %in% colnames(fcst))) { + if (!is.null(m$train.holiday.names) && ('holidays' %in% colnames(fcst))) { panels[[length(panels) + 1]] <- plot_forecast_component( m, fcst, 'holidays', uncertainty, FALSE) } diff --git a/R/R/prophet.R b/R/R/prophet.R index 47a680d..e22f1ec 100644 --- a/R/R/prophet.R +++ b/R/R/prophet.R @@ -134,7 +134,7 @@ prophet <- function(df = NULL, train.component.cols = NULL, component.modes = NULL ) - validate_inputs(m) + m <- validate_inputs(m) class(m) <- append("prophet", class(m)) if ((fit) && (!is.null(df))) { m <- fit.prophet(m, df, ...) @@ -146,6 +146,8 @@ prophet <- function(df = NULL, #' #' @param m Prophet object. #' +#' @return The Prophet object. +#' #' @keywords internal validate_inputs <- function(m) { if (!(m$growth %in% c('linear', 'logistic'))) { @@ -161,6 +163,7 @@ validate_inputs <- function(m) { if (!(exists('ds', where = m$holidays))) { stop('Holidays dataframe must have ds field.') } + m$holidays$ds <- as.Date(m$holidays$ds) has.lower <- exists('lower_window', where = m$holidays) has.upper <- exists('upper_window', where = m$holidays) if (has.lower + has.upper == 1) { @@ -182,6 +185,7 @@ validate_inputs <- function(m) { if (!(m$seasonality.mode %in% c('additive', 'multiplicative'))) { stop("seasonality.mode must be 'additive' or 'multiplicative'") } + return(m) } #' Validates the name of a seasonality, holiday, or regressor. @@ -543,8 +547,7 @@ construct_holiday_dataframe <- function(m, dates) { } if (!is.null(m$country_holidays)) { year.list <- as.numeric(unique(format(dates, "%Y"))) - country.holidays.df <- make_holidays_df(year.list, m$country_holidays) %>% - dplyr::mutate(ds=as.character(ds), holiday=as.character(holiday)) + country.holidays.df <- make_holidays_df(year.list, m$country_holidays) all.holidays <- suppressWarnings(dplyr::bind_rows(all.holidays, country.holidays.df)) } # If the model has already been fit with a certain set of holidays, diff --git a/notebooks/seasonality,_holiday_effects,_and_regressors.ipynb b/notebooks/seasonality,_holiday_effects,_and_regressors.ipynb index 9d0c896..50b0a26 100644 --- a/notebooks/seasonality,_holiday_effects,_and_regressors.ipynb +++ b/notebooks/seasonality,_holiday_effects,_and_regressors.ipynb @@ -4,8 +4,7 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "block_hidden": true, - "collapsed": true + "block_hidden": true }, "outputs": [], "source": [ @@ -66,9 +65,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "%%R\n", @@ -95,9 +92,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "playoffs = pd.DataFrame({\n", @@ -381,6 +376,186 @@ "Individual holidays can be plotted using the `plot_forecast_component` function (imported from `fbprophet.plot` in Python) like `plot_forecast_component(forecast, 'superbowl')` to plot just the superbowl holiday component." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Built-in Country Holidays\n", + "\n", + "You can use a built-in collection of country-specific holidays using the `add_country_holidays` method (Python) or function (R). The name of the country is specified, and then major holidays for that country will be included in addition to any holidays that are specified via the `holidays` argument described above:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "output_hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Initial log joint probability = -19.4685\n", + "Optimization terminated normally: \n", + " Convergence detected: relative gradient magnitude is below tolerance\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%R\n", + "m <- prophet(holidays = holidays)\n", + "m <- add_country_holidays(m, country_name = 'US')\n", + "m <- fit.prophet(m, df)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "output_hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = Prophet(holidays=holidays)\n", + "m.add_country_holidays(country_name='US')\n", + "m.fit(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see which holidays were included by looking at the `train_holiday_names` (Python) or `train.holiday.names` (R) attribute of the model:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " [1] \"playoff\" \"superbowl\" \n", + " [3] \"New Year's Day\" \"Martin Luther King, Jr. Day\"\n", + " [5] \"Washington's Birthday\" \"Memorial Day\" \n", + " [7] \"Independence Day\" \"Labor Day\" \n", + " [9] \"Columbus Day\" \"Veterans Day\" \n", + "[11] \"Veterans Day (Observed)\" \"Thanksgiving\" \n", + "[13] \"Christmas Day\" \"Independence Day (Observed)\"\n", + "[15] \"New Year's Day (Observed)\" \"Christmas Day (Observed)\" \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%R\n", + "m$train.holiday.names" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 New Year's Day\n", + "1 superbowl\n", + "2 Thanksgiving\n", + "3 Veterans Day (Observed)\n", + "4 Veterans Day\n", + "5 Washington's Birthday\n", + "6 Martin Luther King, Jr. Day\n", + "7 Christmas Day\n", + "8 Independence Day (Observed)\n", + "9 Memorial Day\n", + "10 Independence Day\n", + "11 Labor Day\n", + "12 Christmas Day (Observed)\n", + "13 Columbus Day\n", + "14 playoff\n", + "15 New Year's Day (Observed)\n", + "dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.train_holiday_names" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The holidays for each country are provided by the `holidays` package in Python. A list of available countries, and the country name to use, is available on their page: https://github.com/dr-prodigy/python-holidays. In addition to those countries, Prophet includes holidays for these countries: Brazil (BR), Indonesia (ID), India (IN), Malaysia (MY), Vietnam (VN), Thailand (TH), Philippines (PH), Turkey (TU), Pakistan (PK), Bangladesh (BD), Egypt (EG), China (CN), and Russian (RU).\n", + "\n", + "In Python, most holidays are computed deterministically and so are available for any date range; a warning will be raised if dates fall outside the range supported by that country. In R, holiday dates are computed for 1995 through 2044 and stored in the package as `data-raw/generated_holidays.csv`. If a wider date range is needed, this script can be used to replace that file with a different date range: https://github.com/facebook/prophet/blob/master/python/scripts/generate_holidays_file.py.\n", + "\n", + "As above, the country-level holidays will then show up in the components plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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f/zxq1Kjz58+/8cYbt9xyy9y5cxUOSxltjfT66d37x4eN+PT4gUJc7yJ/Plv1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VrNT8zIyJDL5YQQjuNsQxEXpVSCUXkGx3Eymcw/910ul1NK/XPflUqlwWAwGPzxS7ocx+l0OpPJ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\nRK5CYII=\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%R -w 9 -h 12 -u in\n", + "forecast <- predict(m, future)\n", + "prophet_plot_components(m, forecast)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EAaPC3TB9cDQ2H7+A2dtO4f1tpzB/x2k8kBiAfw0OQRd3O320SSQLDIBEpDfp58qRvGQ/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\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "forecast = m.predict(future)\n", + "fig = m.plot_components(forecast)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -900,21 +1075,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.13" + "pygments_lexer": "ipython3", + "version": "3.5.3" } }, "nbformat": 4, diff --git a/python/fbprophet/forecaster.py b/python/fbprophet/forecaster.py index dd479c5..b2e392b 100644 --- a/python/fbprophet/forecaster.py +++ b/python/fbprophet/forecaster.py @@ -122,16 +122,6 @@ class Prophet(object): self.yearly_seasonality = yearly_seasonality self.weekly_seasonality = weekly_seasonality self.daily_seasonality = daily_seasonality - - if holidays is not None: - if not ( - isinstance(holidays, pd.DataFrame) - and 'ds' in holidays # noqa W503 - and 'holiday' in holidays # noqa W503 - ): - raise ValueError("holidays must be a DataFrame with 'ds' and " - "'holiday' columns.") - holidays['ds'] = pd.to_datetime(holidays['ds']) self.holidays = holidays self.seasonality_mode = seasonality_mode @@ -169,6 +159,14 @@ class Prophet(object): if ((self.changepoint_range < 0) or (self.changepoint_range > 1)): raise ValueError("Parameter 'changepoint_range' must be in [0, 1]") if self.holidays is not None: + if not ( + isinstance(holidays, pd.DataFrame) + and 'ds' in holidays # noqa W503 + and 'holiday' in holidays # noqa W503 + ): + raise ValueError("holidays must be a DataFrame with 'ds' and " + "'holiday' columns.") + holidays['ds'] = pd.to_datetime(holidays['ds']) has_lower = 'lower_window' in self.holidays has_upper = 'upper_window' in self.holidays if has_lower + has_upper == 1: diff --git a/python/fbprophet/plot.py b/python/fbprophet/plot.py index 3b7c10b..b08f4ab 100644 --- a/python/fbprophet/plot.py +++ b/python/fbprophet/plot.py @@ -104,7 +104,7 @@ def plot_components( """ # Identify components to be plotted components = ['trend'] - if m.holidays is not None and 'holidays' in fcst: + if m.train_holiday_names is not None and 'holidays' in fcst: components.append('holidays') components.extend([name for name in m.seasonalities if name in fcst])