prophet/notebooks/non-daily_data.ipynb
2022-06-25 20:31:18 +10:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"block_hidden": true
},
"outputs": [],
"source": [
"%load_ext rpy2.ipython\n",
"%matplotlib inline\n",
"\n",
"from prophet import Prophet\n",
"import pandas as pd\n",
"import logging\n",
"import warnings\n",
"\n",
"logging.getLogger('prophet').setLevel(logging.ERROR)\n",
"logging.getLogger('numexpr').setLevel(logging.ERROR)\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"block_hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Loading required package: Rcpp\n",
"\n",
"R[write to console]: Loading required package: rlang\n",
"\n",
"R[write to console]: \n",
"Attaching package: dplyr\n",
"\n",
"\n",
"R[write to console]: The following objects are masked from package:stats:\n",
"\n",
" filter, lag\n",
"\n",
"\n",
"R[write to console]: The following objects are masked from package:base:\n",
"\n",
" intersect, setdiff, setequal, union\n",
"\n",
"\n"
]
}
],
"source": [
"%%R\n",
"library(prophet)\n",
"library(dplyr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sub-daily data\n",
"\n",
"Prophet can make forecasts for time series with sub-daily observations by passing in a dataframe with timestamps in the `ds` column. The format of the timestamps should be YYYY-MM-DD HH:MM:SS - see the example csv [here](https://github.com/facebook/prophet/blob/main/examples/example_yosemite_temps.csv). When sub-daily data are used, daily seasonality will automatically be fit. Here we fit Prophet to data with 5-minute resolution (daily temperatures at Yosemite):"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Disabling yearly seasonality. Run prophet with yearly.seasonality=TRUE to override this.\n",
"\n"
]
},
{
"data": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 10 -h 6 -u in\n",
"df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_yosemite_temps.csv')\n",
"m <- prophet(df, changepoint.prior.scale=0.01)\n",
"future <- make_future_dataframe(m, periods = 300, freq = 60 * 60)\n",
"fcst <- predict(m, future)\n",
"plot(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_yosemite_temps.csv')\n",
"m = Prophet(changepoint_prior_scale=0.01).fit(df)\n",
"future = m.make_future_dataframe(periods=300, freq='H')\n",
"fcst = m.predict(future)\n",
"fig = m.plot(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The daily seasonality will show up in the components plot:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 9 -h 9 -u in\n",
"prophet_plot_components(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 648x648 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = m.plot_components(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data with regular gaps\n",
"\n",
"Suppose the dataset above only had observations from 12a to 6a:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Disabling yearly seasonality. Run prophet with yearly.seasonality=TRUE to override this.\n",
"\n"
]
},
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 10 -h 6 -u in\n",
"df2 <- df %>%\n",
" mutate(ds = as.POSIXct(ds, tz=\"GMT\")) %>%\n",
" filter(as.numeric(format(ds, \"%H\")) < 6)\n",
"m <- prophet(df2)\n",
"future <- make_future_dataframe(m, periods = 300, freq = 60 * 60)\n",
"fcst <- predict(m, future)\n",
"plot(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2 = df.copy()\n",
"df2['ds'] = pd.to_datetime(df2['ds'])\n",
"df2 = df2[df2['ds'].dt.hour < 6]\n",
"m = Prophet().fit(df2)\n",
"future = m.make_future_dataframe(periods=300, freq='H')\n",
"fcst = m.predict(future)\n",
"fig = m.plot(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The forecast seems quite poor, with much larger fluctuations in the future than were seen in the history. The issue here is that we have fit a daily cycle to a time series that only has data for part of the day (12a to 6a). The daily seasonality is thus unconstrained for the remainder of the day and is not estimated well. The solution is to only make predictions for the time windows for which there are historical data. Here, that means to limit the `future` dataframe to have times from 12a to 6a:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 10 -h 6 -u in\n",
"future2 <- future %>% \n",
" filter(as.numeric(format(ds, \"%H\")) < 6)\n",
"fcst <- predict(m, future2)\n",
"plot(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"future2 = future.copy()\n",
"future2 = future2[future2['ds'].dt.hour < 6]\n",
"fcst = m.predict(future2)\n",
"fig = m.plot(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The same principle applies to other datasets with regular gaps in the data. For example, if the history contains only weekdays, then predictions should only be made for weekdays since the weekly seasonality will not be well estimated for the weekends.\n",
"\n",
"## Monthly data\n",
"\n",
"You can use Prophet to fit monthly data. However, the underlying model is continuous-time, which means that you can get strange results if you fit the model to monthly data and then ask for daily forecasts. Here we forecast US retail sales volume for the next 10 years:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Disabling weekly seasonality. Run prophet with weekly.seasonality=TRUE to override this.\n",
"\n",
"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
"\n"
]
},
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 10 -h 6 -u in\n",
"df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_retail_sales.csv')\n",
"m <- prophet(df, seasonality.mode = 'multiplicative')\n",
"future <- make_future_dataframe(m, periods = 3652)\n",
"fcst <- predict(m, future)\n",
"plot(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_retail_sales.csv')\n",
"m = Prophet(seasonality_mode='multiplicative').fit(df)\n",
"future = m.make_future_dataframe(periods=3652)\n",
"fcst = m.predict(future)\n",
"fig = m.plot(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the same issue from above where the dataset has regular gaps. When we fit the yearly seasonality, it only has data for the first of each month and the seasonality components for the remaining days are unidentifiable and overfit. This can be clearly seen by doing MCMC to see uncertainty in the seasonality:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Disabling weekly seasonality. Run prophet with weekly.seasonality=TRUE to override this.\n",
"\n",
"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"SAMPLING FOR MODEL 'prophet' NOW (CHAIN 1).\n",
"Chain 1: \n",
"Chain 1: Gradient evaluation took 0.000184 seconds\n",
"Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 1.84 seconds.\n",
"Chain 1: Adjust your expectations accordingly!\n",
"Chain 1: \n",
"Chain 1: \n",
"Chain 1: Iteration: 1 / 300 [ 0%] (Warmup)\n",
"Chain 1: Iteration: 30 / 300 [ 10%] (Warmup)\n",
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"Chain 1: Iteration: 270 / 300 [ 90%] (Sampling)\n",
"Chain 1: Iteration: 300 / 300 [100%] (Sampling)\n",
"Chain 1: \n",
"Chain 1: Elapsed Time: 11.649 seconds (Warm-up)\n",
"Chain 1: 17.3646 seconds (Sampling)\n",
"Chain 1: 29.0136 seconds (Total)\n",
"Chain 1: \n",
"\n",
"SAMPLING FOR MODEL 'prophet' NOW (CHAIN 2).\n",
"Chain 2: \n",
"Chain 2: Gradient evaluation took 0.000176 seconds\n",
"Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 1.76 seconds.\n",
"Chain 2: Adjust your expectations accordingly!\n",
"Chain 2: \n",
"Chain 2: \n",
"Chain 2: Iteration: 1 / 300 [ 0%] (Warmup)\n",
"Chain 2: Iteration: 30 / 300 [ 10%] (Warmup)\n",
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"Chain 2: Iteration: 151 / 300 [ 50%] (Sampling)\n",
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"Chain 2: Iteration: 240 / 300 [ 80%] (Sampling)\n",
"Chain 2: Iteration: 270 / 300 [ 90%] (Sampling)\n",
"Chain 2: Iteration: 300 / 300 [100%] (Sampling)\n",
"Chain 2: \n",
"Chain 2: Elapsed Time: 10.7148 seconds (Warm-up)\n",
"Chain 2: 14.0044 seconds (Sampling)\n",
"Chain 2: 24.7192 seconds (Total)\n",
"Chain 2: \n",
"\n",
"SAMPLING FOR MODEL 'prophet' NOW (CHAIN 3).\n",
"Chain 3: \n",
"Chain 3: Gradient evaluation took 0.000114 seconds\n",
"Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 1.14 seconds.\n",
"Chain 3: Adjust your expectations accordingly!\n",
"Chain 3: \n",
"Chain 3: \n",
"Chain 3: Iteration: 1 / 300 [ 0%] (Warmup)\n",
"Chain 3: Iteration: 30 / 300 [ 10%] (Warmup)\n",
"Chain 3: Iteration: 60 / 300 [ 20%] (Warmup)\n",
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"Chain 3: Iteration: 150 / 300 [ 50%] (Warmup)\n",
"Chain 3: Iteration: 151 / 300 [ 50%] (Sampling)\n",
"Chain 3: Iteration: 180 / 300 [ 60%] (Sampling)\n",
"Chain 3: Iteration: 210 / 300 [ 70%] (Sampling)\n",
"Chain 3: Iteration: 240 / 300 [ 80%] (Sampling)\n",
"Chain 3: Iteration: 270 / 300 [ 90%] (Sampling)\n",
"Chain 3: Iteration: 300 / 300 [100%] (Sampling)\n",
"Chain 3: \n",
"Chain 3: Elapsed Time: 10.1486 seconds (Warm-up)\n",
"Chain 3: 14.4732 seconds (Sampling)\n",
"Chain 3: 24.6218 seconds (Total)\n",
"Chain 3: \n",
"\n",
"SAMPLING FOR MODEL 'prophet' NOW (CHAIN 4).\n",
"Chain 4: \n",
"Chain 4: Gradient evaluation took 0.00012 seconds\n",
"Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 1.2 seconds.\n",
"Chain 4: Adjust your expectations accordingly!\n",
"Chain 4: \n",
"Chain 4: \n",
"Chain 4: Iteration: 1 / 300 [ 0%] (Warmup)\n",
"Chain 4: Iteration: 30 / 300 [ 10%] (Warmup)\n",
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"Chain 4: Iteration: 270 / 300 [ 90%] (Sampling)\n",
"Chain 4: Iteration: 300 / 300 [100%] (Sampling)\n",
"Chain 4: \n",
"Chain 4: Elapsed Time: 11.4876 seconds (Warm-up)\n",
"Chain 4: 16.2248 seconds (Sampling)\n",
"Chain 4: 27.7124 seconds (Total)\n",
"Chain 4: \n"
]
},
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 9 -h 6 -u in\n",
"m <- prophet(df, seasonality.mode = 'multiplicative', mcmc.samples = 300)\n",
"fcst <- predict(m, future)\n",
"prophet_plot_components(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:pystan:481 of 600 iterations saturated the maximum tree depth of 10 (80.2 %)\n",
"WARNING:pystan:Run again with max_treedepth larger than 10 to avoid saturation\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 648x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m = Prophet(seasonality_mode='multiplicative', mcmc_samples=300).fit(df, show_progress=False)\n",
"fcst = m.predict(future)\n",
"fig = m.plot_components(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The seasonality has low uncertainty at the start of each month where there are data points, but has very high posterior variance in between. When fitting Prophet to monthly data, only make monthly forecasts, which can be done by passing the frequency into `make_future_dataframe`:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"output_hidden": true
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 10 -h 6 -u in\n",
"future <- make_future_dataframe(m, periods = 120, freq = 'month')\n",
"fcst <- predict(m, future)\n",
"plot(m, fcst)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"future = m.make_future_dataframe(periods=120, freq='MS')\n",
"fcst = m.predict(future)\n",
"fig = m.plot(fcst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In Python, the frequency can be anything from the pandas list of frequency strings here: https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#timeseries-offset-aliases . Note that `MS` used here is month-start, meaning the data point is placed on the start of each month.\n",
"\n",
"In monthly data, yearly seasonality can also be modeled with binary extra regressors. In particular, the model can use 12 extra regressors like `is_jan`, `is_feb`, etc. where `is_jan` is 1 if the date is in Jan and 0 otherwise. This approach would avoid the within-month unidentifiability seen above. Be sure to use `yearly_seasonality=False` if monthly extra regressors are being added."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Holidays with aggregated data\n",
"\n",
"Holiday effects are applied to the particular date on which the holiday was specified. With data that has been aggregated to weekly or monthly frequency, holidays that don't fall on the particular date used in the data will be ignored: for example, a Monday holiday in a weekly time series where each data point is on a Sunday. To include holiday effects in the model, the holiday will need to be moved to the date in the history dataframe for which the effect is desired. Note that with weekly or monthly aggregated data, many holiday effects will be well-captured by the yearly seasonality, so added holidays may only be necessary for holidays that occur in different weeks throughout the time series."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}