Data compression ratio

Data compression ratio is defined as the ratio between the uncompressed size and compressed size: : {\rm Compression\;Ratio} = \frac{\rm Uncompressed\;Size}{\rm Compressed\;Size} Compression Ratio = Uncompressed Size/Compressed Size Thus, a representation that compresses a file's storage size from 10 MB to 2 MB has a compression ratio of 10/2 = 5, often notated as an explicit ratio, 5:1 (read "five" to "one"), or as an implicit ratio, 5/1. This formulation applies equally for compression, where the uncompressed size is that of the original; and for decompression, where the uncompressed size is that of the reproduction. Sometimes the space saving is given instead, which is defined as the reduction in size relative to the uncompressed size: :{\rm Space\;Saving} = 1 - \frac{\rm Compressed\;Size}{\rm Uncompressed\;Size} Space Saving = 1 - Compressed Size/Uncompressed Size Thus, a representation that compresses the storage size of a file from 10 MB to 2 MB yields a space saving of 1 - 2/10 = 0.8, often notated as a percentage, 80%. For signals of indefinite size, such as streaming audio and video, the compression ratio is defined in terms of uncompressed and compressed data rates instead of data sizes: : {\rm Compression\;Ratio} = \frac{\rm Uncompressed\;Data\;Rate}{\rm Compressed\;Data\;Rate} Compression Ratio = Uncompressed Data Rate/Compressed Data Rate and instead of space saving, one speaks of data-rate saving, which is defined as the data-rate reduction relative to the uncompressed data rate: :{\rm Data\;Rate\;Saving} = 1 - \frac{\rm Compressed\;Data\;Rate}{\rm Uncompressed\;Data\;Rate} Date Rate Saving = 1 - Compressed Data Rate/Uncompressed Data Rate For example, uncompressed songs in CD format have a data rate of 16 bits/channel x 2 channels x 44.1 kHz ≅ 1.4 Mbit/s, whereas AAC files on an iPod are typically compressed to 128 kbit/s, yielding a compression ratio of 10.9, for a data-rate saving of 0.91, or 91%. When the uncompressed data rate is known, the compression ratio can be inferred from the compressed data rate. ==Lossless vs. Lossy==

Lossless compression of digitized data such as video, digitized film, and audio preserves all the information, but it does not generally achieve compression ratio much better than 2:1 because of the intrinsic entropy of the data. Compression algorithms which provide higher ratios either incur very large overheads or work only for specific data sequences (e.g. compressing a file with mostly zeros). In contrast, lossy compression (e.g. JPEG for images, or MP3 and Opus for audio) can achieve much higher compression ratios at the cost of a decrease in quality, such as Bluetooth audio streaming, as visual or audio compression artifacts from loss of important information are introduced. A compression ratio of at least 50:1 is needed to get 1080i video into a 20 Mbit/s MPEG transport stream. ==Uses==

The data compression ratio can serve as a measure of the complexity of a data set or signal. In particular it is used to approximate the algorithmic complexity. It is also used to see how much of a file is able to be compressed without increasing its original size. ==References==