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Statistic Module added #243

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169 changes: 169 additions & 0 deletions docs/underscore.collections.statistics.md
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### statistics

> Statisctics Functions. <a href="docs/underscore.collections.statistics.js.html" class="btn btn-primary btn-xs">View Annotated Source</a>

#### mean

Signature: `_.mean(... array:Array ...)`

The `_.mean` function finds out the average value from the array of numbers.

Link for reference <a href="https://en.wikipedia.org/wiki/Mean" target="_blank" class="btn btn-primary btn-xs">Mean</a>

```javascript

_.mean([]);
//=> 0

_.mean([0, 1, 2, 3, 4]);
//=> 2

_.mean(null)
//=> 0

```

#### median

Signature: `_.median(... array:Array ...)`

The `_.median` function finds out the middle value from the array of numbers.

Calulation of median is done using the following method.

If the array is odd length then median is the middle element.

If the array is even numbers then average of middle two numbers is the median value.

Link for reference <a href="https://en.wikipedia.org/wiki/Median" target="_blank" class="btn btn-primary btn-xs">Median</a>

```javascript

_.median([]);
//=> undefined

_.median([1, 2, 3]);
//=> 2

_.median([1, 2, 3, 4])
// => 2.5

```

#### sum

Signature: `_.sum(... array:Array ...)`

The `_.sum` function calculates the sum of the given array.

```javascript

_.sum([]);
//=> 0

_.sum([0, 1, 2, 3, 4]);
//=> 10
```

#### variance

Signature: `_.variance(... array:Array ...)`

The `_.variance` function return the variance of the numeric elements of the collection.
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Perhaps add a link here to the Wikipedia entry that explains the variance. Likewise for the other statistical concepts that follow.


Link for reference <a href="https://en.wikipedia.org/wiki/Variance" target="_blank" class="btn btn-primary btn-xs">Variance</a>

```javascript

_.variance([]);
//=> 0

_.variance([0, 1, 2, 3, 4]);
//=> 1.25
```

#### standardDeviation

Signature: `_.standardDeviation(... array:Array ...)`

The `_.standardDeviation` function return the standard deviation of the numeric elements of the collection.

Link for reference <a href="https://en.wikipedia.org/wiki/Standard_deviation" target="_blank" class="btn btn-primary btn-xs">Standard Deviation</a>

```javascript

_.standardDeviation([]);
//=> 0

_.standardDeviation([1, 2, 3, 4]);
//=> 1.118
```

#### standardError

Signature: `_.standardError(... array:Array ...)`

The `_.standardError` function return the standard error of the numeric elements of the collection.

Link for reference <a href="https://en.wikipedia.org/wiki/Standard_error" target="_blank" class="btn btn-primary btn-xs">Standard Error</a>

```javascript

_.standardError([]);
//=> 0

_.standardError([1, 2, 3, 4]);
//=> 0.64
```

#### mode

Signature: `_.mode(... array:Array ...)`

The `_.mode` function return the element (or element-based computation) that appears most frequently in the collection.

Link for reference <a href="https://en.wikipedia.org/wiki/Mode_(statistics)" target="_blank" class="btn btn-primary btn-xs">Mode</a>

```javascript

_.mode([]);
//=> undefined

_.mode([1, 1, 3, 4]);
//=> 1
```

#### statRange

Signature: `_.statRange(... array:Array ...)`

The `_.statRange` function return the difference of the max and min value of the elements in the array.

Link for reference <a href="https://en.wikipedia.org/wiki/Range_(statistics)" target="_blank" class="btn btn-primary btn-xs">Range</a>

```javascript

_.statRange([]);
//=> -Infinity

_.statRange([1, 1, 3, 4]);
//=> 3
```

#### percentile

Signature: `_.percentile(... array:Array ...,percentileVal:number)`

The `_.percentile` function return the percentile value of the numeric elements from the collection like 50th,75th,99th etc.

Link for reference <a href="https://en.wikipedia.org/wiki/Percentile" target="_blank" class="btn btn-primary btn-xs">Percentile</a>


```javascript

_.percentile([], 10);
//=> 0

_.percentile([1, 1, 3, 4], 50);
//=> 2
```
10 changes: 10 additions & 0 deletions modules/index.collections.statistics.js
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//Statistical Function
export { default as sum } from './sum.js';
export { default as mean } from './mean.js';
export { default as median } from './median.js';
export { default as standardDeviation } from './standardDeviation.js';
export { default as variance } from './variance.js';
export { default as mode } from './mode.js';
export { default as standardError } from './standardError.js';
export { default as statRange } from './statRange.js';
export { default as percentile } from './percentile.js';
11 changes: 11 additions & 0 deletions modules/mean.js
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import size from 'underscore/modules/size.js';
import sum from './sum.js';
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// Compute the average of the numbers obtained from the collection
export default function mean(collection, iteratee, context) {
var length = size(collection);

if (length < 1) return 0;

return sum(collection, iteratee, context) / length;
}
19 changes: 19 additions & 0 deletions modules/median.js
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import map from 'underscore/modules/map.js'
import isEmpty from 'underscore/modules/isEmpty';

// https://en.wikipedia.org/wiki/Median
// Calulation of median is done using the following method.
// If the array has odd numbers then median is the middle element.
// If the array has even numbers then average of middle two numbers is the median value.
export default function median(collection, iteratee, context) {
if (isEmpty(collection)) return undefined;

if (typeof iteratee == 'number' && collection != null && typeof collection[0] != 'object') {
iteratee = null;
}
var tmpArr = map(collection, iteratee, context).sort();

return tmpArr.length % 2 ?
tmpArr[Math.floor(tmpArr.length / 2)] :
(tmpArr[tmpArr.length / 2 - 1] + tmpArr[tmpArr.length / 2]) / 2
}
16 changes: 16 additions & 0 deletions modules/mode.js
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import isEmpty from 'underscore/modules/isEmpty';
import groupBy from 'underscore/modules/groupBy.js';
import max from 'underscore/modules/max.js';
import first from 'underscore/modules/first.js';

// Return the element (or element-based computation) that appears most frequently in the collection.
// https://en.wikipedia.org/wiki/Mode_(statistics)
export default function mode(collection, iteratee, context) {
if (isEmpty(collection)) return;

if (typeof iteratee == 'number' && collection != null && typeof collection[0] != 'object') {
iteratee = null;
}
var groups = groupBy(collection, iteratee, context);
return first(max(groups, 'length'));
}
21 changes: 21 additions & 0 deletions modules/percentile.js
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import isEmpty from 'underscore/modules/isEmpty';
import sortBy from 'underscore/modules/sortBy.js';

// Return the percentile value of the numeric elements from the collection
//Ex : 50th,75th,99th etc.
//https://en.wikipedia.org/wiki/Percentile
export default function percentile(collection, percentile) {
if (isEmpty(collection)) return 0;
if (typeof percentile !== 'number') throw new TypeError('Percentile must be a number between 0 - 100');
if (percentile <= 0) return collection[0];
if (percentile >= 100) return collection[collection.length - 1];

collection = sortBy(collection);
var index = (percentile/100) * (collection.length - 1),
lowerIndex = Math.floor(index),
upperIndex = lowerIndex + 1,
weight = index % 1;

if (upperIndex >= collection.length) return collection[lowerIndex];
return collection[lowerIndex] * (1 - weight) + collection[upperIndex] * weight;
}
7 changes: 7 additions & 0 deletions modules/standardDeviation.js
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import variance from './variance.js';

// Return the standardDeviation based on element-based computation.
// https://en.wikipedia.org/wiki/Standard_deviation
export default function standardDeviation(collection, iteratee, context) {
return Math.sqrt(variance(collection, iteratee, context));
}
8 changes: 8 additions & 0 deletions modules/standardError.js
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import variance from './variance.js';
import size from 'underscore/modules/size.js';

// Return the standard error of the mean based on element-based computation.
// https://en.wikipedia.org/wiki/Standard_error
export default function standardError(collection, iteratee, context) {
return Math.sqrt(variance(collection, iteratee, context) / (size(collection) - 1));
}
6 changes: 6 additions & 0 deletions modules/statRange.js
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import max from 'underscore/modules/max.js';
import min from 'underscore/modules/min.js';

export default function statRange(collection, iteratee, context){
return max(collection, iteratee, context) - min(collection, iteratee, context);
}
22 changes: 22 additions & 0 deletions modules/sum.js
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import isArrayLike from 'underscore/modules/_isArrayLike.js';
import values from 'underscore/modules/values.js';
import 'underscore/modules/iteratee.js';
import _ from 'underscore/modules/underscore.js';
import find from 'underscore/modules/find.js';

// Return the sum of elements (or element-based computation).
export default function sum(collection, iteratee, context) {
var result = 0;
if (iteratee == null || typeof iteratee == 'number' && collection != null && typeof collection[0] != 'object') {
collection = isArrayLike(collection) ? collection : values(collection);
for (var i = 0, length = collection.length; i < length; i++) {
result += collection[i];
}
} else {
iteratee = _.iteratee(iteratee, context);
find(collection, function(v, index, list) {
result += iteratee(v, index, list);;
});
}
return result;
}
24 changes: 24 additions & 0 deletions modules/variance.js
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import 'underscore/modules/iteratee.js';
import _ from 'underscore/modules/underscore.js';
import mean from './mean.js';

// Return the variance of the numeric elements of the collection,
// optionally after transforming them through `iteratee`.
// https://en.wikipedia.org/wiki/Variance
export default function variance(collection, iteratee, context) {
if (typeof iteratee == 'number' && collection != null && typeof collection[0] != 'object') {
iteratee = null;
}
iteratee = _.iteratee(iteratee, context);

var computed = [];
var avg = mean(collection, function(value, key, collection) {
var result = iteratee(value, key, collection);
computed.push(result);
return result;
});
return mean(computed, function(value) {
var difference = value - avg;
return difference * difference;
});
}
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