# Bitmap functions Bitmap functions work for two bitmaps Object value calculation, it is to return new bitmap or cardinality while using formula calculation, such as and, or, xor, and not, etc. There are 2 kinds of construction methods for Bitmap Object. One is to be constructed by aggregation function groupBitmap with -State, the other is to be constructed by Array Object. It is also to convert Bitmap Object to Array Object. RoaringBitmap is wrapped into a data structure while actual storage of Bitmap objects. When the cardinality is less than or equal to 32, it uses Set objet. When the cardinality is greater than 32, it uses RoaringBitmap object. That is why storage of low cardinality set is faster. For more information on RoaringBitmap, see: [CRoaring](https://github.com/RoaringBitmap/CRoaring). ## bitmapBuild Build a bitmap from unsigned integer array. ``` bitmapBuild(array) ``` **Parameters** - `array` – unsigned integer array. **Example** ``` sql SELECT bitmapBuild([1, 2, 3, 4, 5]) AS res ``` ## bitmapToArray Convert bitmap to integer array. ``` bitmapToArray(bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapToArray(bitmapBuild([1, 2, 3, 4, 5])) AS res ``` ``` ┌─res─────────┐ │ [1,2,3,4,5] │ └─────────────┘ ``` ## bitmapAnd Two bitmap and calculation, the result is a new bitmap. ``` bitmapAnd(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapToArray(bitmapAnd(bitmapBuild([1,2,3]),bitmapBuild([3,4,5]))) AS res ``` ``` ┌─res─┐ │ [3] │ └─────┘ ``` ## bitmapOr Two bitmap or calculation, the result is a new bitmap. ``` bitmapOr(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapToArray(bitmapOr(bitmapBuild([1,2,3]),bitmapBuild([3,4,5]))) AS res ``` ``` ┌─res─────────┐ │ [1,2,3,4,5] │ └─────────────┘ ``` ## bitmapXor Two bitmap xor calculation, the result is a new bitmap. ``` bitmapXor(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapToArray(bitmapXor(bitmapBuild([1,2,3]),bitmapBuild([3,4,5]))) AS res ``` ``` ┌─res───────┐ │ [1,2,4,5] │ └───────────┘ ``` ## bitmapAndnot Two bitmap andnot calculation, the result is a new bitmap. ``` bitmapAndnot(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapToArray(bitmapAndnot(bitmapBuild([1,2,3]),bitmapBuild([3,4,5]))) AS res ``` ``` ┌─res───┐ │ [1,2] │ └───────┘ ``` ## bitmapCardinality Retrun bitmap cardinality of type UInt64. ``` bitmapCardinality(bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapCardinality(bitmapBuild([1, 2, 3, 4, 5])) AS res ``` ``` ┌─res─┐ │ 5 │ └─────┘ ``` ## bitmapAndCardinality Two bitmap and calculation, return cardinality of type UInt64. ``` bitmapAndCardinality(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapAndCardinality(bitmapBuild([1,2,3]),bitmapBuild([3,4,5])) AS res; ``` ``` ┌─res─┐ │ 1 │ └─────┘ ``` ## bitmapOrCardinality Two bitmap or calculation, return cardinality of type UInt64. ``` bitmapOrCardinality(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapOrCardinality(bitmapBuild([1,2,3]),bitmapBuild([3,4,5])) AS res; ``` ``` ┌─res─┐ │ 5 │ └─────┘ ``` ## bitmapXorCardinality Two bitmap xor calculation, return cardinality of type UInt64. ``` bitmapXorCardinality(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapXorCardinality(bitmapBuild([1,2,3]),bitmapBuild([3,4,5])) AS res; ``` ``` ┌─res─┐ │ 4 │ └─────┘ ``` ## bitmapAndnotCardinality Two bitmap andnot calculation, return cardinality of type UInt64. ``` bitmapAndnotCardinality(bitmap,bitmap) ``` **Parameters** - `bitmap` – bitmap object. **Example** ``` sql SELECT bitmapAndnotCardinality(bitmapBuild([1,2,3]),bitmapBuild([3,4,5])) AS res; ``` ``` ┌─res─┐ │ 2 │ └─────┘ ``` [Original article](https://clickhouse.yandex/docs/en/query_language/functions/bitmap_functions/)