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01_​Accessing_​Transforming_​and_​Modeling_​Time_​Series

Accessing, Transforming and Modeling Time Series
Visual Exploration - Line Plot, Seasonal Plot, Conditional Box Plot, Lag Plot Inspecting and Transforming Time Series Modeling Time Series Accessing to preprocessing, transforming, and modelingtime series Deploying Time Series Ascending by timeOriginal daily datamonthYearly seasonalityIntroduce missing daysSales is 0 wheremissingOnly 2017One value perdayyearTurning point, TrendSeasonal plotMonthly distributions Max lag = 12 (yearly seasonality)2017 for testingNumber rowsMean(Sales)ResidualOutliers in residualDecomposed time seriesRead Sample - Superstore dataDownload the dataset from Kagglevia the link in the workflow descriptionYear, month, weekas seasonal cycleslags.tabletraining.tabledeployment.tabletrend.pmml Sorter Line Plot AggregationGranularity Line Plot Timestamp Alignment Missing Value Date&Time-basedRow Filter GroupBy AggregationGranularity Line Plot Line Plot Pivoting ConditionalBox Plot Number To String Decompose Signal Rule-basedRow Splitter Extract TableDimension Column Filter Column Filter ARIMA Predictor Line Plot Numeric Scorer Auto ARIMA Learner Numeric Outliers Line Plot Line color Line color Line color Line color Excel Reader Extract Date&TimeFields Joiner Variable toTable Row Table Writer Table Writer Table Writer PMML Writer Visual Exploration - Line Plot, Seasonal Plot, Conditional Box Plot, Lag Plot Inspecting and Transforming Time Series Modeling Time Series Accessing to preprocessing, transforming, and modelingtime series Deploying Time Series Ascending by timeOriginal daily datamonthYearly seasonalityIntroduce missing daysSales is 0 wheremissingOnly 2017One value perdayyearTurning point, TrendSeasonal plotMonthly distributions Max lag = 12 (yearly seasonality)2017 for testingNumber rowsMean(Sales)ResidualOutliers in residualDecomposed time seriesRead Sample - Superstore dataDownload the dataset from Kagglevia the link in the workflow descriptionYear, month, weekas seasonal cycleslags.tabletraining.tabledeployment.tabletrend.pmml Sorter Line Plot AggregationGranularity Line Plot Timestamp Alignment Missing Value Date&Time-basedRow Filter GroupBy AggregationGranularity Line Plot Line Plot Pivoting ConditionalBox Plot Number To String Decompose Signal Rule-basedRow Splitter Extract TableDimension Column Filter Column Filter ARIMA Predictor Line Plot Numeric Scorer Auto ARIMA Learner Numeric Outliers Line Plot Line color Line color Line color Line color Excel Reader Extract Date&TimeFields Joiner Variable toTable Row Table Writer Table Writer Table Writer PMML Writer

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