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Home/Tasks/Prophet
Prophet logo

Prophet

A procedure for forecasting time series data based on an additive model.

Development
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Time Series ForecastingTrend Analysis
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About Prophet

Prophet is an open-source forecasting tool developed by Facebook's Core Data Science team, implemented in R and Python. It utilizes an additive model to forecast time series data, decomposing it into trend, seasonality (yearly, weekly, daily), and holiday effects. Prophet is designed to handle time series with strong seasonal effects and several seasons of historical data, demonstrating robustness to missing data, trend shifts, and outliers. The models are fit in Stan, allowing for fast forecast generation, typically within seconds. It offers automated forecasts that can be fine-tuned with domain knowledge through human-interpretable parameters, making it suitable for applications requiring reliable forecasts for planning and goal setting across various industries. Its architecture allows easy integration with existing data science workflows.

Core Capabilities

Prophet is an open-source forecasting tool developed by Facebook's Core Data Science team, implemented in R and Python.

Main Tasks

Time Series Forecasting

Explore all tools that specialize in time series forecasting. This domain focus ensures Prophet delivers optimized results for this specific requirement.

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Trend Analysis

Explore all tools that specialize in trend analysis. This domain focus ensures Prophet delivers optimized results for this specific requirement.

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Seasonality Analysis

Explore all tools that specialize in seasonality analysis. This domain focus ensures Prophet delivers optimized results for this specific requirement.

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Anomaly Detection

Explore all tools that specialize in anomaly detection. This domain focus ensures Prophet delivers optimized results for this specific requirement.

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Regression Analysis

Explore all tools that specialize in regression analysis. This domain focus ensures Prophet delivers optimized results for this specific requirement.

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Data Visualization

Explore all tools that specialize in data visualization. This domain focus ensures Prophet delivers optimized results for this specific requirement.

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Decision Summary

What this tool is best suited for

Best Fit
Data Science LibrariesTime Series Analysis Tool
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Web-first workflow
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Core Tasks

  • Time Series Forecasting
  • Trend Analysis
  • Seasonality Analysis
  • Anomaly Detection
  • Regression Analysis
  • Data Visualization

Target Personas

Data Science LibrariesTime Series Analysis Tool

Categories

DevelopmentData & Ml

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