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RedBeard0531 revised this gist
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This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -27,7 +27,6 @@ function reduce(key, values) { a.min = Math.min(a.min, b.min); a.max = Math.max(a.max, b.max); } return a; } -
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This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -0,0 +1,40 @@ // derived from http://en.wikipedia.org/wiki/Algorithms_for_calculating_variance#Parallel_algorithm function map() { emit(1, // Or put a GROUP BY key here {sum: this.value, // the field you want stats for min: this.value, max: this.value, count:1, diff: 0, // M2,n: sum((val-mean)^2) }); } function reduce(key, values) { var a = values[0]; // will reduce into here for (var i=1/*!*/; i < values.length; i++){ var b = values[i]; // will merge 'b' into 'a' // temp helpers var delta = a.sum/a.count - b.sum/b.count; // a.mean - b.mean var weight = (a.count * b.count)/(a.count + b.count); // do the reducing a.diff += b.diff + delta*delta*weight; a.sum += b.sum; a.count += b.count; a.min = Math.min(a.min, b.min); a.max = Math.max(a.max, b.max); } printjson(a); return a; } function finalize(key, value){ value.avg = value.sum / value.count; value.variance = value.diff / value.count; value.stddev = Math.sqrt(value.variance); return value; } This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -0,0 +1,22 @@ > load('functions.js') > db.stuff.drop() false > db.stuff.insert({value:1}) > db.stuff.insert({value:2}) > db.stuff.insert({value:2}) > db.stuff.insert({value:2}) > db.stuff.insert({value:3}) > db.stuff.mapReduce(map, reduce, {finalize:finalize, out:{inline:1}}).results[0] { "_id" : 1, "value" : { "sum" : 10, "min" : 1, "max" : 3, "count" : 5, "diff" : 2, "avg" : 2, "variance" : 0.4, "stddev" : 0.6324555320336759 } }