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Do I have a faster way to count all frequency of all elements in 2-Dimensional array? Like this sample:
var array = [["a", "b"]["c", "d"]["b", "d"]["c", "a", "b"], ["a", "b", "c", "d"];
My expected result would be an array of objects contain keyword and frequency value.
Like this,
result = [{ keyword: "a",
frequency: 3
}, {
keyword: "b",
frequency: 4
}, ... ];
Here is my solution:
function generateData (records) {
var data = [];
for (var i = 0; i < records; ++i) {
data.push(["a", "b", "c", "d", "e"]);
}
// some gap to insert data
setTimeout(function () {
}, Math.random() * 1000);
return data;
}
function mine (data) {
var result = [];
data.forEach( function (keywords) {
for (var i = 0, len = keywords.length; i < len; ++i) {
var pos = result.map( function (x) {
return x.keyword;
}).indexOf(keywords[i]);
if (pos == -1) {
var newKeyword = {
keyword: keywords[i],
frequency: 1
}
result.push(newKeyword);
} else {
result[pos].frequency += 1;
}
}
});
return result;
}
var dataset = generateData(50000);
var start = performance.now();
var result = mine(dataset);
var end = performance.now();
console.log(result);
console.log("Total time: " + (end - start) + " milliseconds.");
Do I have a faster way to count all frequency of all elements in 2-Dimensional array? Like this sample:
var array = [["a", "b"]["c", "d"]["b", "d"]["c", "a", "b"], ["a", "b", "c", "d"];
My expected result would be an array of objects contain keyword and frequency value.
Like this,
result = [{ keyword: "a",
frequency: 3
}, {
keyword: "b",
frequency: 4
}, ... ];
Here is my solution:
function generateData (records) {
var data = [];
for (var i = 0; i < records; ++i) {
data.push(["a", "b", "c", "d", "e"]);
}
// some gap to insert data
setTimeout(function () {
}, Math.random() * 1000);
return data;
}
function mine (data) {
var result = [];
data.forEach( function (keywords) {
for (var i = 0, len = keywords.length; i < len; ++i) {
var pos = result.map( function (x) {
return x.keyword;
}).indexOf(keywords[i]);
if (pos == -1) {
var newKeyword = {
keyword: keywords[i],
frequency: 1
}
result.push(newKeyword);
} else {
result[pos].frequency += 1;
}
}
});
return result;
}
var dataset = generateData(50000);
var start = performance.now();
var result = mine(dataset);
var end = performance.now();
console.log(result);
console.log("Total time: " + (end - start) + " milliseconds.");
Does anyone have a faster way to solve this problem? Note: With 2-Dimensional of keywords array (around ~50,000 records).
Share Improve this question edited Jan 18, 2019 at 6:45 Parn asked Jan 18, 2019 at 6:00 ParnParn 9187 silver badges19 bronze badges5 Answers
Reset to default 5You can use .reduce()
to get the desired frequency in the form of an object:
let data = [
["a", "b"],
["c", "d"],
["b", "d"],
["c", "a", "b"],
["a", "b", "c", "d"]
];
let result = [].concat(...data).reduce((r, c) => (r[c] = (r[c] || 0) + 1, r), {});
console.log(result);
If this really is a bottleneck and squeezing speed out of the counting is worth code that's not quite as pretty as the functional solutions, you will have a hard time beating for
loops in today's javascript engines. In my tests this is about twice as fast as using reduce()
:
var array = [["a", "b"],["c", "d"],["b", "d"],["c", "a", "b"], ["a", "b", "c", "d"]];
let counts = new Map()
for (let i = 0; i < array.length; i++){
for (let j = 0; j < array[i].length; j++){
let n = counts.get(array[i][j]) || 0
counts.set(array[i][j], n + 1)
}
}
JSperf Benchmark here
You could simplify it to something like this using flat
and reduce
:
const input = [["a", "b"],["c", "d"],["b", "d"],["c", "a", "b"],["a", "b", "c", "d"]]
,output = input.flat().reduce((acc, a) =>
((acc[a] = acc[a] || {keyword: a, frequency: 0})["frequency"]++, acc)
,{})
console.log(Object.values(output))
If flat
isn't supported, use [].concat(...input).reduce()
You can reduce plexity by storing words in a map, then iterating on the map at the end. This saves iterating on the result for every word
Old plexity O(N * M * R)
array * word in each group * result
New plexity O(N*M + R)
Note: Array.prototype.concat
, I believe, has a big runtime. For each concat, a new object is created and the existing and new values are copied into that new object and returned. That's why the old arrays are not modified. So values are read over and over.
var array = [["a", "b"],["c", "d"],["b", "d"],["c", "a", "b"], ["a", "b", "c", "d"]];
var resultMap = {};
array.forEach(function (keywords) {
keywords.forEach(function(word, i){
if(resultMap[word]) {
resultMap[word].frequency = resultMap[word].frequency + 1;
}
else{
resultMap[word] = {
keyword: word,
frequency: 1
};
}
});
});
console.log(Object.values(resultMap));
Here I convert the original array to string and then count the character into another array as a result.
const array = [
["a", "b"],
["c", "d"],
["b", "d"],
["c", "a", "b"],
["a", "b", "c", "d"]
]
let result = array.join().replace(/[ ]/g, '').split(',')
let count = {}
result.forEach(c => count[c] = (count[c] || 0) + 1)
console.log(count)
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