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lines changed Original file line number Diff line number Diff line change 33 <PropertyGroup >
44 <TargetFramework >netstandard2.0</TargetFramework >
55 <PackageId >HLL.NET</PackageId >
6- <Version >1.0.2 </Version >
6+ <Version >1.0.3 </Version >
77 <Authors >MCUnderground</Authors >
88 <Description >A simple and efficient C# implementation of HyperLogLog for approximate cardinality estimation.</Description >
99 <PackageLicenseExpression >MIT</PackageLicenseExpression >
Original file line number Diff line number Diff line change @@ -26,6 +26,20 @@ dotnet add package HLL.NET
2626
2727---
2828
29+
30+ ### ✅ Accuracy Highlights (based on benchmark tests)
31+
32+ - Precision 10: < 3% average error up to 100,000 unique items
33+ - Precision 12: < 1.5% average error up to 100,000 items
34+ - Precision 14: < 0.7% average error at 100,000 cardinality
35+
36+ ### 🔁 Duplicate Safety
37+
38+ Handles duplicate values correctly, estimating only ** unique** cardinality. Example:
39+ - Input: 10,000 identical values
40+ - Estimated: ~ 10,000 (error: <1%)
41+
42+
2943## 🧑💻 Usage
3044
3145``` csharp
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