-
Notifications
You must be signed in to change notification settings - Fork 0
/
crossfilter-ma.js
658 lines (536 loc) · 20.5 KB
/
crossfilter-ma.js
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
/*!
* crossfilter-ma 1.2.2
* https://github.com/r4j4h/crossfilter-ma
* Copyright 2015 Jasmine Hegman
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
(function() { function _crossfilterMA(crossfilter) {
'use strict';
/**
* crossfilter.ma is a crossfilter group modifier (in reductio-like fashion) to calculate moving averages.
*
* Version: 1.2.2
* Author: Jasmine Hegman
*/
var crossfilterMA = {};
crossfilterMA.version = '1.2.2';
crossfilterMA.constants = {
DEFAULT_MOVING_AVERAGE_NODES: 2
};
var crossfilterMA = crossfilterMA || {};
/**
* Order a set of datums that contain rollingAverage values by rollingAverage
*
* @param {Boolean|Number} orderingByRollingAverage If 1, orders ascending. If -1, orders descending. Else, noop.
* @param {Array<{rollingAverage: Number}>} results Set of datums
*/
function _potentiallyOrderByRollingAverage( orderingByRollingAverage, results ) {
if ( orderingByRollingAverage === 1 ) {
results.sort( function ( a, b ) {
if ( a.rollingAverage > b.rollingAverage ) {
return 1;
}
if ( a.rollingAverage < b.rollingAverage ) {
return -1;
}
// a must be equal to b
return 0;
} );
} else if ( orderingByRollingAverage === -1 ) {
results.sort( function ( a, b ) {
if ( a.rollingAverage > b.rollingAverage ) {
return -1;
}
if ( a.rollingAverage < b.rollingAverage ) {
return 1;
}
// a must be equal to b
return 0;
} );
}
}
/**
* Calculate the average of a set of numbers
*
* @param {{all: Function, top: Function}} sourceGroup Crossfilter group.
* @param {Number} [ndays] Number of datapoints for moving average. Defaults to the current value of
* crossfilterMA.constants.DEFAULT_MOVING_AVERAGE_NODES if not provided.
* @param {Boolean} [rolldownMode] Rolls the average smaller when the request duration is not available.
* @param {Boolean} [debugMode] Includes a debugging object under the `_debug` key in the result objects, defaults to
* false.
* @returns {{all: Function, top: Function}}
*/
crossfilterMA.accumulateGroupForNDayMovingAverage = function( sourceGroup, ndays, rolldownMode, debugMode ) {
if ( !sourceGroup || !sourceGroup.all || typeof sourceGroup.all !== 'function' ) {
throw new Error( 'You must pass in a crossfilter group!' );
}
// Handle defaults
ndays = ( typeof ndays !== 'undefined' ) ? ndays : crossfilterMA.constants.DEFAULT_MOVING_AVERAGE_NODES;
debugMode = ( typeof debugMode !== 'undefined' ) ? !!debugMode : false;
rolldownMode = ( typeof rolldownMode !== 'undefined' ) ? !!rolldownMode : false;
var orderingByRollingAverage = false;
var _keyAccessor;
var _valueAccessor;
return {
/**
* Set or get the number of units used in the moving/rolling average calculation.
*
* @param {Number} [_]
* @returns {Number}
*/
ndays: function( _ ) {
if ( typeof _ === 'undefined' ) {
return ndays;
}
ndays = _;
},
/**
* Set or get the state of the rolldown flag, used to gain a moving average albeit of lesser length than
* requested.
*
* @param {Number} [_]
* @returns {Number}
*/
rolldown: function( _ ) {
if ( typeof _ === 'undefined' ) {
return rolldownMode;
}
rolldownMode = !!_;
},
/**
* Set or get the state of the debugging flag, used to include a debugging object under the `_debug` key in
* the result objects, defaults to false.
*
* @param {Number} [_]
* @returns {Number}
*/
_debug: function( _ ) {
if ( typeof _ === 'undefined' ) {
return debugMode;
}
debugMode = !!_;
},
_defaultKeyAccessor: function() {
return function( d ) {
return d.key;
};
},
_defaultValueAccessor: function() {
return function( d ) {
return d.value;
};
},
keyAccessor: function( _ ) {
if ( typeof _ === 'undefined' ) {
if ( typeof _keyAccessor === 'undefined' ) {
_keyAccessor = this._defaultKeyAccessor();
}
return _keyAccessor;
}
_keyAccessor = _;
},
valueAccessor: function( _ ) {
if ( typeof _ === 'undefined' ) {
if ( typeof _valueAccessor === 'undefined' ) {
_valueAccessor = this._defaultValueAccessor();
}
return _valueAccessor;
}
_valueAccessor = _;
},
/**
* Enables/disables/configures ordering by rolling average.
*
* @param {Boolean|Number} [_]
* If not provided, retur
*/
orderByMovingAverage: function( _ ) {
if ( typeof _ === 'undefined' ) {
return orderingByRollingAverage;
}
switch ( _ ) {
case 1:
orderingByRollingAverage = 1;
break;
case -1:
orderingByRollingAverage = -1;
break;
default:
case 0:
orderingByRollingAverage = false;
break;
}
},
all: function () {
var _this = this;
var cumulate = 0;
var all = sourceGroup.all();
// Gather all values so we can compare against previous ones
var fullDates = {};
all.forEach(
function( d ) {
fullDates[ _this.keyAccessor()( d ) ] = _this.valueAccessor()( d );
}
);
var orderedDates = Object.keys( fullDates ).sort();
var accumulatedAll = all.map( function( d, i, arr ) {
var thisDayKey = _this.keyAccessor()( d );
var thisDayValue = _this.valueAccessor()( d );
var thisDayIndex = orderedDates.indexOf( thisDayKey );
var days = ndays;
var numsToAverage = 0;
var thisCumulate = 0;
var thisAverage = 0;
var datumsUsed = [];
// find previous n-1 days
while ( --days > 0 ) {
//var targetDay = arr[i - days];
var targetDayId = orderedDates[ thisDayIndex - days ];
if ( !targetDayId && !rolldownMode ) {
break;
}
if ( targetDayId ) {
var targetDayBlock = fullDates[ targetDayId ];
var targetDayValue = targetDayBlock;
numsToAverage++;
thisCumulate += targetDayValue;
if ( debugMode ) {
datumsUsed.push( { 'key': targetDayId, 'value': targetDayValue } );
}
}
}
numsToAverage++;
thisCumulate += thisDayValue;
if ( debugMode ) {
cumulate += thisDayValue;
datumsUsed.push( { 'key': thisDayKey, 'value': thisDayValue } );
}
thisAverage = thisCumulate / numsToAverage;
if ( numsToAverage < ndays && !rolldownMode ) {
thisAverage = 0;
}
var returnObj = {
key : thisDayKey,
value : thisDayValue,
rollingAverage: thisAverage
};
if ( debugMode ) {
returnObj._debug = {
'cumulate': cumulate,
datumsUsed: datumsUsed
};
}
return returnObj;
} );
_potentiallyOrderByRollingAverage( orderingByRollingAverage, accumulatedAll );
return accumulatedAll;
},
top: function() {
var _this = this;
var cumulate = 0;
var all = sourceGroup.top.apply( sourceGroup, arguments );
// Gather all values so we can compare against previous ones
var fullDates = {};
all.forEach(
function( d ) {
fullDates[ _this.keyAccessor()( d ) ] = _this.valueAccessor()( d );
}
);
var orderedDates = Object.keys( fullDates ).sort();
var accumulatedAll = all.map( function( d, i, arr ) {
var thisDayKey = _this.keyAccessor()( d );
var thisDayValue = _this.valueAccessor()( d );
var thisDayIndex = orderedDates.indexOf( thisDayKey );
var days = ndays;
var numsToAverage = 0;
var thisCumulate = 0;
var thisAverage = 0;
var datumsUsed = [];
// find previous n-1 days
while ( --days > 0 ) {
//var targetDay = arr[i - thisDay];
var targetDayId = orderedDates[ thisDayIndex - days ];
if ( !targetDayId && !rolldownMode ) {
break;
}
if ( targetDayId ) {
var targetDayBlock = fullDates[ targetDayId ];
var targetDayValue = targetDayBlock;
numsToAverage++;
thisCumulate += targetDayValue;
if ( debugMode ) {
datumsUsed.push( { 'key': targetDayId, 'value': targetDayValue } );
}
}
}
numsToAverage++;
thisCumulate += thisDayValue;
if ( debugMode ) {
cumulate += thisDayValue;
datumsUsed.push( { 'key': thisDayKey, 'value': thisDayValue } );
}
thisAverage = thisCumulate / numsToAverage;
if ( numsToAverage < ndays && !rolldownMode ) {
thisAverage = 0;
}
var returnObj = {
key: thisDayKey,
value: thisDayValue,
rollingAverage: thisAverage
};
if ( debugMode ) {
returnObj._debug = {
'cumulate': cumulate,
datumsUsed: datumsUsed
};
}
return returnObj;
} );
_potentiallyOrderByRollingAverage( orderingByRollingAverage, accumulatedAll );
return accumulatedAll;
}
};
};
var crossfilterMA = crossfilterMA || {};
/**
* Order a set of datums that contain percentageChange values by percentageChange
*
* @param {Boolean|Number} orderingByPercentageChange If 1, orders ascending. If -1, orders descending. Else, noop.
* @param {Array<{percentageChange: Number}>} results Set of datums
*/
function _potentiallyOrderByPercentageChange( orderingByPercentageChange, results ) {
if ( orderingByPercentageChange === 1 ) {
results.sort( function ( a, b ) {
if ( a.percentageChange > b.percentageChange ) {
return 1;
}
if ( a.percentageChange < b.percentageChange ) {
return -1;
}
// a must be equal to b
return 0;
} );
} else if ( orderingByPercentageChange === -1 ) {
results.sort( function ( a, b ) {
if ( a.percentageChange > b.percentageChange ) {
return -1;
}
if ( a.percentageChange < b.percentageChange ) {
return 1;
}
// a must be equal to b
return 0;
} );
}
}
/**
* Calculate the percentage change for a set of numbers
*
* @param {{all: Function, top: Function}} sourceGroup Crossfilter group.
* crossfilterMA.constants.DEFAULT_MOVING_AVERAGE_NODES if not provided.
* @param {Boolean} [debugMode] Includes a debugging object under the `_debug` key in the result objects, defaults to
* false.
* @returns {{all: Function, top: Function}}
*/
crossfilterMA.accumulateGroupForPercentageChange = function( sourceGroup, debugMode ) {
if ( !sourceGroup || !sourceGroup.all || typeof sourceGroup.all !== 'function' ) {
throw new Error( 'You must pass in a crossfilter group!' );
}
// Handle defaults
debugMode = ( typeof debugMode !== 'undefined' ) ? !!debugMode : false;
var orderingByPercentageChange = false;
var _keyAccessor;
var _valueAccessor;
return {
/**
* Set or get the state of the debugging flag, used to include a debugging object under the `_debug` key in
* the result objects, defaults to false.
*
* @param {Number} [_]
* @returns {Number}
*/
_debug: function( _ ) {
if ( typeof _ === 'undefined' ) {
return debugMode;
}
debugMode = !!_;
},
_defaultKeyAccessor: function() {
return function( d ) {
return d.key;
};
},
_defaultValueAccessor: function() {
return function( d ) {
return d.value;
};
},
keyAccessor: function( _ ) {
if ( typeof _ === 'undefined' ) {
if ( typeof _keyAccessor === 'undefined' ) {
_keyAccessor = this._defaultKeyAccessor();
}
return _keyAccessor;
}
_keyAccessor = _;
},
valueAccessor: function( _ ) {
if ( typeof _ === 'undefined' ) {
if ( typeof _valueAccessor === 'undefined' ) {
_valueAccessor = this._defaultValueAccessor();
}
return _valueAccessor;
}
_valueAccessor = _;
},
/**
* Enables/disables/configures ordering by percent change.
*
* @param {Boolean|Number} [_]
* If not provided, retur
*/
orderByPercentageChange: function( _ ) {
if ( typeof _ === 'undefined' ) {
return orderingByPercentageChange;
}
switch ( _ ) {
case 1:
orderingByPercentageChange = 1;
break;
case -1:
orderingByPercentageChange = -1;
break;
default:
case 0:
orderingByPercentageChange = false;
break;
}
},
all: function () {
var _this = this;
var all = sourceGroup.all();
// Gather all values so we can compare against previous ones
var fullDates = {};
all.forEach(
function( d ) {
fullDates[ _this.keyAccessor()( d ) ] = _this.valueAccessor()( d );
}
);
var orderedDates = Object.keys( fullDates ).sort();
var accumulatedAll = all.map( function( d, i, arr ) {
var thisDay = d;
var perc = 0;
var thisDayIndex = orderedDates.indexOf( _this.keyAccessor()( d ) );
var prevDayId = orderedDates[ thisDayIndex - 1 ];
var prevDayValue;
if ( prevDayId ) {
var prevDayBlock = fullDates[ prevDayId ];
prevDayValue = prevDayBlock;
var diff = _this.valueAccessor()( thisDay ) - prevDayValue;
if ( diff !== 0 ) {
var prop = diff / prevDayValue;
perc = prop * 100;
} else {
perc = 0;
}
}
var returnObj = {
key: d.key,
value: d.value,
percentageChange: perc
};
if ( debugMode ) {
returnObj._debug = {
'thisDayKey': thisDay.key,
'thisDayValue': thisDay.value,
'prevDayKey': prevDayId ? prevDayId : 'None',
'prevDayValue': prevDayValue ? prevDayValue : 'None'
};
}
return returnObj;
} );
_potentiallyOrderByPercentageChange( orderingByPercentageChange, accumulatedAll );
return accumulatedAll;
},
top: function() {
var _this = this;
var all = sourceGroup.top.apply( sourceGroup, arguments );
// Gather all values so we can compare against previous ones
var fullDates = {};
all.forEach(
function( d ) {
fullDates[ _this.keyAccessor()( d ) ] = _this.valueAccessor()( d );
}
);
var orderedDates = Object.keys( fullDates ).sort();
var accumulatedAll = all.map( function( d, i, arr ) {
var thisDay = d;
var perc = 0;
var thisDayIndex = orderedDates.indexOf( _this.keyAccessor()( d ) );
var prevDayId = orderedDates[ thisDayIndex - 1 ];
var prevDayValue;
if ( prevDayId ) {
var prevDayBlock = fullDates[ prevDayId ];
prevDayValue = prevDayBlock;
var diff = _this.valueAccessor()( thisDay ) - prevDayValue;
if ( diff !== 0 ) {
var prop = diff / prevDayValue;
perc = prop * 100;
} else {
perc = 0;
}
}
var returnObj = {
key: d.key,
value: d.value,
percentageChange: perc
};
if ( debugMode ) {
returnObj._debug = {
'thisDayKey': thisDay.key,
'thisDayValue': thisDay.value,
'prevDayKey': prevDayId ? prevDayId : 'None',
'prevDayValue': prevDayId ? prevDayValue : 'None'
};
}
return returnObj;
} );
_potentiallyOrderByPercentageChange( orderingByPercentageChange, accumulatedAll );
return accumulatedAll;
}
};
};
// Expose crossfilter, so that clients in browserify
// case can obtain it if they need it.
crossfilterMA.crossfilter = crossfilter;
return crossfilterMA;}
if(typeof define === "function" && define.amd) {
define(["crossfilter"], _crossfilterMA);
} else if(typeof module === "object" && module.exports) {
var _crossfilter = require('crossfilter');
// When using npm + browserify, 'crossfilter' is a function,
// since package.json specifies index.js as main function, and it
// does special handling. When using bower + browserify,
// there's no main in bower.json (in fact, there's no bower.json),
// so we need to fix it.
if (typeof _crossfilter !== "function") {
_crossfilter = _crossfilter.crossfilter;
}
module.exports = _crossfilterMA(_crossfilter);
} else {
this['crossfilter-ma'] = _crossfilterMA(crossfilter);
this.crossfilter$ma = this['crossfilter-ma'];
}
}
)();