# Random Number Table

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Random number tables have been used in statistics for tasks such as selected random samples. This was much more effective than manually selecting the random samples (with dice, cards, etc. ). Nowadays, tables of random numbers have been replaced by computational random number generators. Tables of random numbers have the desired properties no matter how chosen from the table: by row, column, diagonal or irregularly. The first such table was published by a student of Karl Pearson’s in 1927, and since then a number of other such tables were developed. The first tables were generated through a variety of ways—one (by L. H. C. Tippett) took its numbers “at random” from census registers, another (by R. A. Fisher and Francis Yates) used numbers taken “at random” from logarithm tables, and in 1939 a set of 100,000 digits were published byM. G. Kendall and B. Babington Smith produced by a specialized machine in conjunction with a human operator. In the mid-1940s, the RAND Corporation set about to develop a large table of random numbers for use with the Monte Carlo method, and using a hardware random number generator produced A Million Random Digits with 100,000 Normal Deviates. The RAND table used electronic simulation of a roulette wheel attached to a computer, the results of which were then carefully filtered and tested before being used to generate the table. The RAND table was an important breakthrough in delivering random numbers because such a large and carefully prepared table had never before been available (the largest previously published table was ten times smaller in size), and because it was also available on IBM punch cards, which allowed for its use in computers. In the 1950s, a hardware random number generator named ERNIEwas used to draw British lottery numbers. The first “testing” of random numbers for statistical randomness was developed by M.