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Graceful error on empty input dataframes
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2 changed files with 10 additions and 0 deletions
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@ -926,6 +926,9 @@ fit.prophet <- function(m, df, ...) {
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}
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history <- df %>%
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dplyr::filter(!is.na(y))
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if (nrow(history) < 2) {
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stop("Dataframe has less than 2 non-NA rows.")
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}
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m$history.dates <- sort(set_date(df$ds))
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out <- setup_dataframe(m, history, initialize_scales = TRUE)
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@ -1047,6 +1050,9 @@ predict.prophet <- function(object, df = NULL, ...) {
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if (is.null(df)) {
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df <- object$history
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} else {
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if (nrow(df) == 0) {
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stop("Dataframe has no rows.")
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}
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out <- setup_dataframe(object, df)
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df <- out$df
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}
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@ -769,6 +769,8 @@ class Prophet(object):
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raise Exception('Prophet object can only be fit once. '
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'Instantiate a new object.')
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history = df[df['y'].notnull()].copy()
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if history.shape[0] < 2:
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raise ValueError('Dataframe has less than 2 non-NaN rows.')
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self.history_dates = pd.to_datetime(df['ds']).sort_values()
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history = self.setup_dataframe(history, initialize_scales=True)
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@ -863,6 +865,8 @@ class Prophet(object):
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if df is None:
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df = self.history.copy()
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else:
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if df.shape[0] == 0:
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raise ValueError('Dataframe has no rows.')
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df = self.setup_dataframe(df.copy())
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df['trend'] = self.predict_trend(df)
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