| # IFVI Global Value Factors Dataset - Decimal Place Analysis | |
| **Analysis Date:** 2025-08-21 | |
| **Total Values Analyzed:** 104,564 | |
| **Files Analyzed:** 5 | |
| ## Overall Decimal Place Distribution | |
| | Decimal Places | Count | Percentage | | |
| |----------------|-------|------------| | |
| | 0 (Integers) | 10,062 | 9.62% | | |
| | 1 | 2,055 | 1.97% | | |
| | 2 | 18,698 | 17.88% | | |
| | 3 | 6,260 | 5.99% | | |
| | 4 | 67,489 | 64.54% | | |
| ## Per-File Breakdown | |
| | File | Total Values | 0 Decimal | 1 Decimal | 2 Decimal | 3 Decimal | 4 Decimal | | |
| |------|-------------|-----------|-----------|-----------|-----------|-----------| | |
| | air-pollution.json | 7,772 | 67 (0.86%) | 750 (9.65%) | 6,955 (89.49%) | - | - | | |
| | land-use.json | 7,848 | 139 (1.77%) | 792 (10.09%) | 6,917 (88.14%) | - | - | | |
| | waste.json | 5,232 | 939 (17.95%) | 425 (8.12%) | 3,868 (73.93%) | - | - | | |
| | water-consumption.json | 872 | 317 (36.35%) | 44 (5.05%) | 511 (58.60%) | - | - | | |
| | water-pollution.json | 82,840 | 8,600 (10.38%) | 44 (0.05%) | 447 (0.54%) | 6,260 (7.56%) | 67,489 (81.47%) | | |
| ## Key Findings | |
| - **4 decimal places** is the most common precision (64.54% of all values) | |
| - **water-pollution.json** contains 79% of the total dataset (82,840 values) | |
| - **water-consumption.json** has the highest proportion of integers (36.35%) | |
| - **air-pollution.json** and **land-use.json** show similar patterns with ~89% having 2 decimal places | |
| - No null values were found in any file | |
| ## Files Generated | |
| - `decimal_place_analysis.json` - Complete structured analysis | |
| - `decimal_place_summary.csv` - Quick reference CSV | |
| - `decimal_place_analysis.py` - Analysis script | |