{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"block_hidden": true,
"collapsed": true
},
"outputs": [],
"source": [
"%load_ext rpy2.ipython\n",
"%matplotlib inline\n",
"import logging\n",
"logging.getLogger('fbprophet').setLevel(logging.ERROR)\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Python API\n",
"\n",
"Prophet follows the `sklearn` model API. We create an instance of the `Prophet` class and then call its `fit` and `predict` methods. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The input to Prophet is always a dataframe with two columns: `ds` and `y`. The `ds` (datestamp) column should be of a format expected by Pandas, ideally YYYY-MM-DD for a date or YYYY-MM-DD HH:MM:SS for a timestamp. The `y` column must be numeric, and represents the measurement we wish to forecast.\n",
"\n",
"As an example, let's look at a time series of the log daily page views for the Wikipedia page for [Peyton Manning](https://en.wikipedia.org/wiki/Peyton_Manning). We scraped this data using the [Wikipediatrend](https://cran.r-project.org/web/packages/wikipediatrend/vignettes/using-wikipediatrend.html) package in R. Peyton Manning provides a nice example because it illustrates some of Prophet's features, like multiple seasonality, changing growth rates, and the ability to model special days (such as Manning's playoff and superbowl appearances). The CSV is available [here](https://github.com/facebook/prophet/blob/master/examples/example_wp_log_peyton_manning.csv).\n",
"\n",
"First we'll import the data:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"from fbprophet import Prophet"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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" ds y\n",
"0 2007-12-10 9.590761\n",
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"3 2007-12-13 8.072467\n",
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"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('../examples/example_wp_log_peyton_manning.csv')\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We fit the model by instantiating a new `Prophet` object. Any settings to the forecasting procedure are passed into the constructor. Then you call its `fit` method and pass in the historical dataframe. Fitting should take 1-5 seconds."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"m = Prophet()\n",
"m.fit(df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Predictions are then made on a dataframe with a column `ds` containing the dates for which a prediction is to be made. You can get a suitable dataframe that extends into the future a specified number of days using the helper method `Prophet.make_future_dataframe`. By default it will also include the dates from the history, so we will see the model fit as well. "
]
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{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
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"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"future = m.make_future_dataframe(periods=365)\n",
"future.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `predict` method will assign each row in `future` a predicted value which it names `yhat`. If you pass in historical dates, it will provide an in-sample fit. The `forecast` object here is a new dataframe that includes a column `yhat` with the forecast, as well as columns for components and uncertainty intervals."
]
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{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
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" ds yhat yhat_lower yhat_upper\n",
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"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forecast = m.predict(future)\n",
"forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can plot the forecast by calling the `Prophet.plot` method and passing in your forecast dataframe."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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CSEsYY1CZP1A2idcqEVYX7kl0brc7Zv7OkTwnY6kdCDGjALkTaFYyIaSpL47V4US9BIaW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1Xo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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1 = m.plot(forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to see the forecast components, you can use the `Prophet.plot_components` method. By default you'll see the trend, yearly seasonality, and weekly seasonality of the time series. If you include holidays, you'll see those here, too."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5GN/eG7N6B8Le3EjssoiIRNPGyxabE+Nw6HIx3t2UgXm7ztcFwY4+mNbFj38j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\nGBsbs8f29/fbx69cufLdb1tdXeXgwYOk0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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig2 = m.plot_components(forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"More details about the options available for each method are available in the docstrings, for example, via `help(Prophet)` or `help(Prophet.fit)`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## R API\n",
"\n",
"In R, we use the normal model fitting API. We provide a `prophet` function that performs fitting and returns a model object. You can then call `predict` and `plot` on this model object."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true,
"output_hidden": true
},
"outputs": [],
"source": [
"%%R\n",
"library(prophet)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we read in the data and create the outcome variable. As in the Python API, this is a dataframe with columns `ds` and `y`, containing the date and numeric value respectively. The ds column should be YYYY-MM-DD for a date, or YYYY-MM-DD HH:MM:SS for a timestamp. As above, we use here the log number of views to Petyon Manning's Wikipedia page, available [here](https://github.com/facebook/prophet/blob/master/examples/example_wp_log_peyton_manning.csv)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%%R\n",
"df <- read.csv('../examples/example_wp_log_peyton_manning.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We call the `prophet` function to fit the model. The first argument is the historical dataframe. Additional arguments control how Prophet fits the data and are described in later pages of this documentation."
]
},
{
"cell_type": "code",
"execution_count": 12,
"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(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Predictions are made on a dataframe with a column `ds` containing the dates for which predictions are to be made. The `make_future_dataframe` function takes the model object and a number of periods to forecast and produces a suitable dataframe. By default it will also include the historical dates so we can evaluate in-sample fit."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" ds\n",
"3265 2017-01-14\n",
"3266 2017-01-15\n",
"3267 2017-01-16\n",
"3268 2017-01-17\n",
"3269 2017-01-18\n",
"3270 2017-01-19\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R\n",
"future <- make_future_dataframe(m, periods = 365)\n",
"tail(future)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As with most modeling procedures in R, we use the generic `predict` function to get our forecast. The `forecast` object is a dataframe with a column `yhat` containing the forecast. It has additional columns for uncertainty intervals and seasonal components."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" ds yhat yhat_lower yhat_upper\n",
"3265 2017-01-14 7.823881 7.118744 8.543737\n",
"3266 2017-01-15 8.205656 7.473118 8.970251\n",
"3267 2017-01-16 8.530655 7.814923 9.243409\n",
"3268 2017-01-17 8.318062 7.551943 9.040099\n",
"3269 2017-01-18 8.150659 7.425477 8.871903\n",
"3270 2017-01-19 8.162582 7.423355 8.915039\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R\n",
"forecast <- predict(m, future)\n",
"tail(forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use the generic `plot` function to plot the forecast, by passing in the model and the forecast dataframe."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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atePxeEyHgyS5uLiQSxWGDBkybdo0psNBCCkeTDiQvDA0NMTNSBmXlpa2du3a5OTkFi1a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\nLn8eeGJCwohvScNhtjUvWbKk+EibNGkiPrfU4ASSScRjTkIgYHnCC6R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ypyt4Vu83/+9T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\nuFgXa9ZRZ2eXPNJiNBqN4r2tV69eaGio6MVVa3hKJ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jwK9QL493lT0g1sup6FTH2eEAj2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dvcFBCYA6jZp26PEMcgi8fXxWbjtYv3Ezb08PAD5+vgAYlg0IDAScWRHZgRCIIig9un/3yYKd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\nAAAAQHNIOAAAAEBz/x/yYrHJjcTHZwAAAABJRU5ErkJggg==\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 10 -h 6 -u in\n",
"plot(m, forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use the `prophet_plot_components` function to see the forecast broken down into trend, weekly seasonality, and yearly seasonality."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PQHVXrdO/+MudrHL1zvFBDpLah++ZD03TAoFApVJZ+LiN1LCmZhfDMAzDqNVq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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -w 9 -h 9 -u in\n",
"prophet_plot_components(m, forecast)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An interactive plot of the forecast using Dygraphs can be made with the command `dyplot.prophet(m, forecast)`.\n",
"\n",
"More details about the options available for each method are available in the docstrings, for example, via `?prophet` or `?fit.prophet`. This documentation is also available in the [reference manual](https://cran.r-project.org/web/packages/prophet/prophet.pdf) on CRAN."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14+"
}
},
"nbformat": 4,
"nbformat_minor": 1
}