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1_​Load_​Clean_​and_​Explore

Loading and Exploring Time Series Data
Additional Visualizations: Seasonal Plot- Yearly seasonality of hourly values Additional Visualizations: Confidence Bounds- Variance of hourly values Line Plot- Change the aggregation granularity to detect seasonalities and trend Preprocessingcomponent! Preprocessingcomponent! Additional Visualizations: Box Plot- Hourly distributions (P)ACF plots Visual Analytics of Time Series Descriptive analyticscomponents! convertdate/timeinto Date&Time objectsSeasonal plot - weekly by monthSelect cluster 28Aggregated time seriesConfidence BoundsEnergyusagedataIntroducemissingdate times AggregationGranularity Missing Value String to Date&Time Number To String Line Plot (Plotly) Column Filter Line Plot Line Plot Line color Line colors 95 % ConfidenceBounds by Hour Formatgranularities Sorter ConditionalBox Plot CSV Reader Timestamp Alignment Extract Date&TimeFields Inspect Seasonality Decompose Signal Additional Visualizations: Seasonal Plot- Yearly seasonality of hourly values Additional Visualizations: Confidence Bounds- Variance of hourly values Line Plot- Change the aggregation granularity to detect seasonalities and trend Preprocessingcomponent! Preprocessingcomponent! Additional Visualizations: Box Plot- Hourly distributions (P)ACF plots Visual Analytics of Time Series Descriptive analyticscomponents! convertdate/timeinto Date&Time objectsSeasonal plot - weekly by monthSelect cluster 28Aggregated time seriesConfidence BoundsEnergyusagedataIntroducemissingdate times AggregationGranularity Missing Value String to Date&Time Number To String Line Plot (Plotly) Column Filter Line Plot Line Plot Line color Line colors 95 % ConfidenceBounds by Hour Formatgranularities Sorter ConditionalBox Plot CSV Reader Timestamp Alignment Extract Date&TimeFields Inspect Seasonality Decompose Signal

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To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
On NodePit since: 2021-12-31
Last update: 2024-04-27
Created with KNIME version: v4.5.0
Tags: Time SeriesEnergy UsageSeasonalityTrendline plotconditional box plotseasonal plotACF plotPACF plot

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