What is the difference between clipping and filtering?

Clipping adjusts out-of-bounds values to the nearest allowed minimum or maximum, while filtering removes the entire row containing the invalid value.

Can I apply different ranges to different columns?

Yes, the JSON configuration allows you to specify unique min and max values for each individual column in your dataset.

What happens if I don't specify target columns?

The tool will automatically detect all numeric columns in your CSV and apply the range constraints to them.

Can I keep my original data for comparison?

Yes, by enabling 'Preserve Original Columns', the tool will retain your original values with an '_original' suffix in the output.

Does this tool support non-numeric data?

The tool is designed for numeric range enforcement; non-numeric columns are ignored during the range processing phase.

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Data Processing

Data Range Limiter

Limit numerical values to specified ranges by clipping, filtering, or marking out-of-bounds values. Perfect for data quality control, sensor data cleaning, business rule enforcement, and data preprocessing. Features: - Range clipping (clip values to min/max boundaries) - Range filtering (remove out-of-bounds rows) - Range marking (flag modified values) - Per-column range configuration - Automatic numeric column detection - Multiple handling strategies - Detailed modification reports - Statistical analysis of changes - Business rule enforcement Common Use Cases: - Sensor data validation and cleaning - Machine learning input preparation - Data quality control and validation - Business constraint enforcement - Outlier management and control - Data preprocessing pipelines

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Inputs

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8 options

ContentPaste or type the main input values.3

CSV DatatextareaRequiredCSV data with headers and numeric values to be processedRange Configuration (JSON)textareaRequiredJSON object specifying min/max ranges for each column. Example: {"age": {"min": 18, "max": 65}}Target Columns (Optional)textareaOptionalSpecify which columns to apply range limits to. Leave empty to auto-detect numeric columns.

SettingsAdjust formats, ranges, numbers, and modes.1

Handling StrategyselectOptional

TogglesEnable or disable optional behavior.4

Auto-detect Reasonable RangescheckboxOptionalEnabled when checkedAutomatically suggest reasonable ranges based on data distributionPreserve Original ColumnscheckboxOptionalEnabled when checkedKeep original values with "_original" suffixMark Modified ValuescheckboxOptionalEnabled when checkedAdd flags to indicate which values were modifiedInclude StatisticscheckboxOptionalEnabled when checkedGenerate detailed statistics about modifications

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Data Range Limiter

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1. Sensor Data Cleaning

2. Enforcing Business Rules

FAQ

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