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Introduction to Time Series Analysis

Tutorial: Introduction to Time Series Analysis
Equal spacing Time aggregation Inspect seasonality and trend (S)ARIMA modeling and forecasting Tutorial: Introduction to Time Series Analysis MonthlyRead weather datain Konstanzfrom 1972 to 2019Data provided by City of Konstanz/DWDonly TMK(daily average temperature)Plot original data(daily)Plot aggregated data(monthly)1990> YearlyPlot aggregated data(yearly)only 2012and forwardshow out-samplevalue 12 monthsbeforeReplace missing values with the value12 months beforePlot time aligned data(monthly)Read data with missing valuesjoinout-sample predictionsand actualshow out-sampleonly 2012and forwardjoinout-sample predictionsand actual AggregationGranularity CSV Reader String to Date&Time Column Filter Line Plot (Plotly) Line Plot (Plotly) Date&Time-basedRow Filter AggregationGranularity Line Plot (Plotly) Decompose Signal Date&Time-basedRow Filter Line Plot (Plotly) Timestamp Alignment Lag Column Column Merger Line Plot (Plotly) Inspect Seasonality Remove Seasonality Inspect Seasonality Line Plot (Plotly) SARIMA Learner SARIMA Predictor Partitioning RowID RowID Table Reader Joiner RowID Line Plot (Plotly) Partitioning Date&Time-basedRow Filter RowID Joiner ARIMA Learner ARIMA Predictor Equal spacing Time aggregation Inspect seasonality and trend (S)ARIMA modeling and forecasting Tutorial: Introduction to Time Series Analysis MonthlyRead weather datain Konstanzfrom 1972 to 2019Data provided by City of Konstanz/DWDonly TMK(daily average temperature)Plot original data(daily)Plot aggregated data(monthly)1990> YearlyPlot aggregated data(yearly)only 2012and forwardshow out-samplevalue 12 monthsbeforeReplace missing values with the value12 months beforePlot time aligned data(monthly)Read data with missing valuesjoinout-sample predictionsand actualshow out-sampleonly 2012and forwardjoinout-sample predictionsand actualAggregationGranularity CSV Reader String to Date&Time Column Filter Line Plot (Plotly) Line Plot (Plotly) Date&Time-basedRow Filter AggregationGranularity Line Plot (Plotly) Decompose Signal Date&Time-basedRow Filter Line Plot (Plotly) Timestamp Alignment Lag Column Column Merger Line Plot (Plotly) Inspect Seasonality Remove Seasonality Inspect Seasonality Line Plot (Plotly) SARIMA Learner SARIMA Predictor Partitioning RowID RowID Table Reader Joiner RowID Line Plot (Plotly) Partitioning Date&Time-basedRow Filter RowID Joiner ARIMA Learner ARIMA Predictor

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Created by: Maarit Laukkanen
Created at: 2021-06-15
On NodePit since: 2021-07-05
Last update: 2024-11-21
Created with KNIME version: v4.4.0
Tags: time seriesARIMAforecastingSARIMAdata talks

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