Issues (1577)

myems-api/excelexporters/equipmentefficiency.py (5 issues)

1
import base64
2
from core.utilities import get_translation
3
import os
4
import re
5
import uuid
6
import openpyxl.utils.cell as format_cell
7
from openpyxl import Workbook
8
from openpyxl.chart import LineChart, Reference
9
from openpyxl.drawing.image import Image
10
from openpyxl.styles import PatternFill, Border, Side, Alignment, Font
11
from core.utilities import round2
12
13
########################################################################################################################
14
# PROCEDURES
15
# Step 1: Validate the report data
16
# Step 2: Generate excel file
17
# Step 3: Encode the excel file to Base64
18
########################################################################################################################
19
20
21 View Code Duplication
def export(report,
0 ignored issues
show
This code seems to be duplicated in your project.
Loading history...
22
           name,
23
           base_period_start_datetime_local,
24
           base_period_end_datetime_local,
25
           reporting_start_datetime_local,
26
           reporting_end_datetime_local,
27
           period_type,
28
           language):
29
    ####################################################################################################################
30
    # Step 1: Validate the report data
31
    ####################################################################################################################
32
    if report is None:
33
        return None
34
35
    ####################################################################################################################
36
    # Step 2: Generate excel file from the report data
37
    ####################################################################################################################
38
    filename = generate_excel(report,
39
                              name,
40
                              base_period_start_datetime_local,
41
                              base_period_end_datetime_local,
42
                              reporting_start_datetime_local,
43
                              reporting_end_datetime_local,
44
                              period_type,
45
                              language)
46
    ####################################################################################################################
47
    # Step 3: Encode the excel file to Base64
48
    ####################################################################################################################
49
    binary_file_data = b''
50
    try:
51
        with open(filename, 'rb') as binary_file:
52
            binary_file_data = binary_file.read()
53
    except IOError as ex:
54
        print(str(ex))
55
56
    # Base64 encode the bytes
57
    base64_encoded_data = base64.b64encode(binary_file_data)
58
    # get the Base64 encoded data using human-readable characters.
59
    base64_message = base64_encoded_data.decode('utf-8')
60
    # delete the file from server
61
    try:
62
        os.remove(filename)
63
    except NotImplementedError as ex:
64
        print(str(ex))
65
    return base64_message
66
67
68
def generate_excel(report,
69
                   name,
70
                   base_period_start_datetime_local,
71
                   base_period_end_datetime_local,
72
                   reporting_start_datetime_local,
73
                   reporting_end_datetime_local,
74
                   period_type,
75
                   language):
76
    trans = get_translation(language)
77
    trans.install()
78
    _ = trans.gettext
79
    wb = Workbook()
80
    ws = wb.active
81
    ws.title = "EquipmentEfficiency"
82
83
    # Row height
84
    ws.row_dimensions[1].height = 102
85
    for i in range(2, 2000 + 1):
86
        ws.row_dimensions[i].height = 42
87
88
    # Col width
89
    ws.column_dimensions['A'].width = 1.5
90
91
    ws.column_dimensions['B'].width = 25.0
92
93
    for i in range(ord('C'), ord('Z')):
94
        ws.column_dimensions[chr(i)].width = 15.0
95
96
    # Font
97
    name_font = Font(name='Arial', size=15, bold=True)
98
    title_font = Font(name='Arial', size=15, bold=True)
99
100
    table_fill = PatternFill(fill_type='solid', fgColor='90ee90')
101
    f_border = Border(left=Side(border_style='medium'),
102
                      right=Side(border_style='medium'),
103
                      bottom=Side(border_style='medium'),
104
                      top=Side(border_style='medium')
105
                      )
106
    b_border = Border(bottom=Side(border_style='medium'),)
107
108
    b_c_alignment = Alignment(vertical='bottom',
109
                              horizontal='center',
110
                              text_rotation=0,
111
                              wrap_text=True,
112
                              shrink_to_fit=False,
113
                              indent=0)
114
    c_c_alignment = Alignment(vertical='center',
115
                              horizontal='center',
116
                              text_rotation=0,
117
                              wrap_text=True,
118
                              shrink_to_fit=False,
119
                              indent=0)
120
    b_r_alignment = Alignment(vertical='bottom',
121
                              horizontal='right',
122
                              text_rotation=0,
123
                              wrap_text=True,
124
                              shrink_to_fit=False,
125
                              indent=0)
126
    # Img
127
    img = Image("excelexporters/myems.png")
128
    ws.add_image(img, 'A1')
129
130
    # Title
131
    ws['B3'].alignment = b_r_alignment
132
    ws['B3'] = _('Name') + ':'
133
    ws['C3'].border = b_border
134
    ws['C3'].alignment = b_c_alignment
135
    ws['C3'] = name
136
137
    ws['D3'].alignment = b_r_alignment
138
    ws['D3'] = _('Period Type') + ':'
139
    ws['E3'].border = b_border
140
    ws['E3'].alignment = b_c_alignment
141
    ws['E3'] = period_type
142
143
    ws['B4'].alignment = b_r_alignment
144
    ws['B4'] = _('Reporting Start Datetime') + ':'
145
    ws['C4'].border = b_border
146
    ws['C4'].alignment = b_c_alignment
147
    ws['C4'] = reporting_start_datetime_local
148
149
    ws['D4'].alignment = b_r_alignment
150
    ws['D4'] = _('Reporting End Datetime') + ':'
151
    ws['E4'].border = b_border
152
    ws['E4'].alignment = b_c_alignment
153
    ws['E4'] = reporting_end_datetime_local
154
155
    is_base_period_timestamp_exists_flag = is_base_period_timestamp_exists(report['base_period_efficiency'])
156
157
    if is_base_period_timestamp_exists_flag:
158
        ws['B5'].alignment = b_r_alignment
159
        ws['B5'] = _('Base Period Start Datetime') + ':'
160
        ws['C5'].border = b_border
161
        ws['C5'].alignment = b_c_alignment
162
        ws['C5'] = base_period_start_datetime_local
163
164
        ws['D5'].alignment = b_r_alignment
165
        ws['D5'] = _('Base Period End Datetime') + ':'
166
        ws['E5'].border = b_border
167
        ws['E5'].alignment = b_c_alignment
168
        ws['E5'] = base_period_end_datetime_local
169
170
    if "reporting_period_efficiency" not in report.keys() or \
171
            "names" not in report['reporting_period_efficiency'].keys() or len(
172
            report['reporting_period_efficiency']['names']) == 0:
173
        filename = str(uuid.uuid4()) + '.xlsx'
0 ignored issues
show
Comprehensibility Best Practice introduced by
The variable str does not seem to be defined.
Loading history...
174
        wb.save(filename)
175
176
        return filename
177
178
    ####################################################################################################################
179
180
    current_row_number = 7
181
    reporting_period_data = report['reporting_period_efficiency']
182
    if "names" not in reporting_period_data.keys() or \
183
            reporting_period_data['names'] is None or \
184
            len(reporting_period_data['names']) == 0:
185
        pass
186
    else:
187
        ws['B' + str(current_row_number)].font = title_font
188
        ws['B' + str(current_row_number)] = name + ' ' + _('Reporting Period Cumulative Efficiency')
189
190
        current_row_number += 1
191
192
        category = reporting_period_data['names']
193
        ca_len = len(category)
194
195
        ws.row_dimensions[current_row_number].height = 80
196
        ws['B' + str(current_row_number)].fill = table_fill
197
        ws['B' + str(current_row_number)].border = f_border
198
199
        col = 'C'
200
201
        for i in range(0, ca_len):
202
            ws[col + str(current_row_number)].fill = table_fill
203
            ws[col + str(current_row_number)].font = name_font
204
            ws[col + str(current_row_number)].alignment = c_c_alignment
205
            ws[col + str(current_row_number)].border = f_border
206
            ws[col + str(current_row_number)] = \
207
                reporting_period_data['names'][i] + " (" + reporting_period_data['units'][i] + ")"
208
209
            col = chr(ord(col) + 1)
210
211
            ws[col + str(current_row_number)].fill = table_fill
212
            ws[col + str(current_row_number)].font = name_font
213
            ws[col + str(current_row_number)].alignment = c_c_alignment
214
            ws[col + str(current_row_number)].border = f_border
215
            ws[col + str(current_row_number)] = \
216
                reporting_period_data['numerator_names'][i] + " (" + reporting_period_data['numerator_units'][i] + ")"
217
218
            col = chr(ord(col) + 1)
219
220
            ws[col + str(current_row_number)].fill = table_fill
221
            ws[col + str(current_row_number)].font = name_font
222
            ws[col + str(current_row_number)].alignment = c_c_alignment
223
            ws[col + str(current_row_number)].border = f_border
224
            ws[col + str(current_row_number)] = \
225
                reporting_period_data['denominator_names'][i] + " (" + \
226
                reporting_period_data['denominator_units'][i] + ")"
227
228
            col = chr(ord(col) + 1)
229
230
        current_row_number += 1
231
232
        ws['B' + str(current_row_number)].font = title_font
233
        ws['B' + str(current_row_number)].alignment = c_c_alignment
234
        ws['B' + str(current_row_number)].border = f_border
235
        ws['B' + str(current_row_number)] = _('Cumulative Efficiency')
236
237
        col = 'C'
238
239
        for i in range(0, ca_len):
240
            ws[col + str(current_row_number)].font = name_font
241
            ws[col + str(current_row_number)].alignment = c_c_alignment
242
            ws[col + str(current_row_number)].border = f_border
243
            ws[col + str(current_row_number)] = round2(reporting_period_data['cumulations'][i], 2)
244
245
            col = chr(ord(col) + 1)
246
247
            ws[col + str(current_row_number)].font = name_font
248
            ws[col + str(current_row_number)].alignment = c_c_alignment
249
            ws[col + str(current_row_number)].border = f_border
250
            ws[col + str(current_row_number)] = round2(reporting_period_data['numerator_cumulation'][i], 2)
251
252
            col = chr(ord(col) + 1)
253
254
            ws[col + str(current_row_number)].font = name_font
255
            ws[col + str(current_row_number)].alignment = c_c_alignment
256
            ws[col + str(current_row_number)].border = f_border
257
            ws[col + str(current_row_number)] = round2(reporting_period_data['denominator_cumulation'][i], 2)
258
259
            col = chr(ord(col) + 1)
260
261
        current_row_number += 1
262
263
        ws['B' + str(current_row_number)].font = title_font
264
        ws['B' + str(current_row_number)].alignment = c_c_alignment
265
        ws['B' + str(current_row_number)].border = f_border
266
        ws['B' + str(current_row_number)] = _('Increment Rate')
267
268
        col = 'C'
269
270
        for i in range(0, ca_len):
271
            ws[col + str(current_row_number)].font = name_font
272
            ws[col + str(current_row_number)].alignment = c_c_alignment
273
            ws[col + str(current_row_number)].border = f_border
274
            ws[col + str(current_row_number)] = str(
275
                round2(reporting_period_data['increment_rates'][i] * 100, 2)) + '%' \
276
                if reporting_period_data['increment_rates'][i] is not None else '-'
277
278
            col = chr(ord(col) + 1)
279
280
            ws[col + str(current_row_number)].font = name_font
281
            ws[col + str(current_row_number)].alignment = c_c_alignment
282
            ws[col + str(current_row_number)].border = f_border
283
            ws[col + str(current_row_number)] = str(
284
                round2(reporting_period_data['increment_rates_num'][i] * 100, 2)) + '%' \
285
                if reporting_period_data['increment_rates_num'][i] is not None else '-'
286
287
            col = chr(ord(col) + 1)
288
289
            ws[col + str(current_row_number)].font = name_font
290
            ws[col + str(current_row_number)].alignment = c_c_alignment
291
            ws[col + str(current_row_number)].border = f_border
292
            ws[col + str(current_row_number)] = str(
293
                round2(reporting_period_data['increment_rates_den'][i] * 100, 2)) + '%' \
294
                if reporting_period_data['increment_rates_den'][i] is not None else '-'
295
296
            col = chr(ord(col) + 1)
297
298
        current_row_number += 2
299
300
    ####################################################################################################################
301
302
    has_parameters_names_and_timestamps_and_values_data = True
303
    current_sheet_parameters_row_number = current_row_number
304
305 View Code Duplication
    if 'parameters' not in report.keys() or \
0 ignored issues
show
This code seems to be duplicated in your project.
Loading history...
306
            report['parameters'] is None or \
307
            'names' not in report['parameters'].keys() or \
308
            report['parameters']['names'] is None or \
309
            len(report['parameters']['names']) == 0 or \
310
            'timestamps' not in report['parameters'].keys() or \
311
            report['parameters']['timestamps'] is None or \
312
            len(report['parameters']['timestamps']) == 0 or \
313
            'values' not in report['parameters'].keys() or \
314
            report['parameters']['values'] is None or \
315
            len(report['parameters']['values']) == 0 or \
316
            timestamps_data_all_equal_0(report['parameters']['timestamps']):
317
318
        has_parameters_names_and_timestamps_and_values_data = False
319
320
    ####################################################################################################################
321
322
    has_values_data = True
323
    has_timestamps_data = True
324
325
    if 'values' not in reporting_period_data.keys() or \
326
            reporting_period_data['values'] is None or \
327
            len(reporting_period_data['values']) == 0:
328
        has_values_data = False
329
330
    if 'timestamps' not in reporting_period_data.keys() or \
331
            reporting_period_data['timestamps'] is None or \
332
            len(reporting_period_data['timestamps']) == 0 or \
333
            len(reporting_period_data['timestamps'][0]) == 0:
334
        has_timestamps_data = False
335
336
    if not is_base_period_timestamp_exists_flag:
337
        if has_values_data and has_timestamps_data:
338
            ca_len = len(reporting_period_data['names'])
339
            time = reporting_period_data['timestamps'][0]
340
341
            ws['B' + str(current_row_number)].font = title_font
342
            ws['B' + str(current_row_number)] = name + ' ' + _('Reporting Period Cumulative Efficiency')
343
344
            current_row_number += 1
345
346
            chart_start_row_number = current_row_number
347
348
            current_row_number += ca_len*3 * 6 + 1
349
350
            if has_parameters_names_and_timestamps_and_values_data:
351
                current_sheet_parameters_row_number = current_row_number
352
                real_timestamps_len = timestamps_data_not_equal_0(report['parameters']['timestamps'])
353
                current_row_number += 6*real_timestamps_len + 2
354
355
            ws['B' + str(current_row_number)].font = title_font
356
            ws['B' + str(current_row_number)] = name + ' ' + _('Detailed Data')
357
358
            current_row_number += 1
359
360
            table_start_row_number = current_row_number
361
362
            ws.row_dimensions[current_row_number].height = 85
363
            current_col_number = 2
364
            col = format_cell.get_column_letter(current_col_number)
365
            ws[col + str(current_row_number)].fill = table_fill
366
            ws[col + str(current_row_number)].font = title_font
367
            ws[col + str(current_row_number)].alignment = c_c_alignment
368
            ws[col + str(current_row_number)].border = f_border
369
            ws[col + str(current_row_number)] = _('Datetime')
370
371
            for i in range(0, ca_len):
372
                current_col_number += 1
373
                col = format_cell.get_column_letter(current_col_number)
374
375
                ws[col + str(current_row_number)].fill = table_fill
376
                ws[col + str(current_row_number)].font = title_font
377
                ws[col + str(current_row_number)].alignment = c_c_alignment
378
                ws[col + str(current_row_number)].border = f_border
379
                ws[col + str(current_row_number)] = \
380
                    reporting_period_data['names'][i] + " (" + reporting_period_data['units'][i] + ")"
381
382
                current_col_number += 1
383
                col = format_cell.get_column_letter(current_col_number)
384
385
                ws[col + str(current_row_number)].fill = table_fill
386
                ws[col + str(current_row_number)].font = title_font
387
                ws[col + str(current_row_number)].alignment = c_c_alignment
388
                ws[col + str(current_row_number)].border = f_border
389
                ws[col + str(current_row_number)] = \
390
                    reporting_period_data['numerator_names'][i] + " (" + reporting_period_data['numerator_units'][
391
                        i] + ")"
392
393
                current_col_number += 1
394
                col = format_cell.get_column_letter(current_col_number)
395
396
                ws[col + str(current_row_number)].fill = table_fill
397
                ws[col + str(current_row_number)].font = title_font
398
                ws[col + str(current_row_number)].alignment = c_c_alignment
399
                ws[col + str(current_row_number)].border = f_border
400
                ws[col + str(current_row_number)] = \
401
                    reporting_period_data['denominator_names'][i] + " (" + reporting_period_data['denominator_units'][
402
                        i] + ")"
403
404
            current_row_number += 1
405
406
            for i in range(0, len(time)):
407
                current_col_number = 2
408
                col = format_cell.get_column_letter(current_col_number)
409
                ws[col + str(current_row_number)].font = title_font
410
                ws[col + str(current_row_number)].alignment = c_c_alignment
411
                ws[col + str(current_row_number)].border = f_border
412
                ws[col + str(current_row_number)] = time[i]
413
414
                for j in range(0, ca_len):
415
                    current_col_number += 1
416
                    col = format_cell.get_column_letter(current_col_number)
417
418
                    ws[col + str(current_row_number)].font = title_font
419
                    ws[col + str(current_row_number)].alignment = c_c_alignment
420
                    ws[col + str(current_row_number)].border = f_border
421
                    ws[col + str(current_row_number)] = round2(reporting_period_data['values'][j][i], 2) \
422
                        if reporting_period_data['values'][j][i] is not None else None
423
424
                    current_col_number += 1
425
                    col = format_cell.get_column_letter(current_col_number)
426
427
                    ws[col + str(current_row_number)].font = title_font
428
                    ws[col + str(current_row_number)].alignment = c_c_alignment
429
                    ws[col + str(current_row_number)].border = f_border
430
                    ws[col + str(current_row_number)] = round2(reporting_period_data['numerator_values'][j][i], 2) \
431
                        if reporting_period_data['numerator_values'][j][i] is not None else None
432
433
                    current_col_number += 1
434
                    col = format_cell.get_column_letter(current_col_number)
435
436
                    ws[col + str(current_row_number)].font = title_font
437
                    ws[col + str(current_row_number)].alignment = c_c_alignment
438
                    ws[col + str(current_row_number)].border = f_border
439
                    ws[col + str(current_row_number)] = round2(reporting_period_data['denominator_values'][j][i], 2) \
440
                        if reporting_period_data['denominator_values'][j][i] is not None else None
441
442
                current_row_number += 1
443
444
            table_end_row_number = current_row_number - 1
445
446
            current_col_number = 2
447
            col = format_cell.get_column_letter(current_col_number)
448
            ws[col + str(current_row_number)].font = title_font
449
            ws[col + str(current_row_number)].alignment = c_c_alignment
450
            ws[col + str(current_row_number)].border = f_border
451
            ws[col + str(current_row_number)] = _('Subtotal')
452
453
            for i in range(0, ca_len):
454
                current_col_number += 1
455
                col = format_cell.get_column_letter(current_col_number)
456
457
                ws[col + str(current_row_number)].font = title_font
458
                ws[col + str(current_row_number)].alignment = c_c_alignment
459
                ws[col + str(current_row_number)].border = f_border
460
                ws[col + str(current_row_number)] = round2(reporting_period_data['cumulations'][i], 2)\
461
                    if reporting_period_data['cumulations'][i] is not None else None
462
463
                current_col_number += 1
464
                col = format_cell.get_column_letter(current_col_number)
465
466
                ws[col + str(current_row_number)].font = title_font
467
                ws[col + str(current_row_number)].alignment = c_c_alignment
468
                ws[col + str(current_row_number)].border = f_border
469
                ws[col + str(current_row_number)] = round2(reporting_period_data['numerator_cumulation'][i], 2) \
470
                    if reporting_period_data['numerator_cumulation'][i] is not None else None
471
472
                current_col_number += 1
473
                col = format_cell.get_column_letter(current_col_number)
474
475
                ws[col + str(current_row_number)].font = title_font
476
                ws[col + str(current_row_number)].alignment = c_c_alignment
477
                ws[col + str(current_row_number)].border = f_border
478
                ws[col + str(current_row_number)] = round2(reporting_period_data['denominator_cumulation'][i], 2)\
479
                    if reporting_period_data['denominator_cumulation'][i] is not None else None
480
481
            current_row_number += 2
482
483
            for i in range(0, ca_len):
484
                line = LineChart()
485
                line.title = _('Reporting Period Cumulative Efficiency') + ' - ' + \
486
                    reporting_period_data['names'][i] + " (" + reporting_period_data['units'][i] + ")"
487
                labels = Reference(ws, min_col=2, min_row=table_start_row_number + 1, max_row=table_end_row_number)
488
                line_data = Reference(ws, min_col=3+i*3, min_row=table_start_row_number, max_row=table_end_row_number)
489
                line.add_data(line_data, titles_from_data=True)
490
                line.set_categories(labels)
491
                line_data = line.series[0]
492
                line_data.marker.symbol = "auto"
493
                line_data.smooth = True
494
                line.x_axis.crosses = 'min'
495
                line.height = 8.25
496
                line.width = 24
497
                chart_col = 'B'
498
                chart_cell = chart_col + str(chart_start_row_number)
499
                chart_start_row_number += 6
500
                ws.add_chart(line, chart_cell)
501
502
                line = LineChart()
503
                line.title = _('Reporting Period Cumulative Efficiency') + ' - ' + \
504
                    reporting_period_data['numerator_names'][i] \
505
                    + " (" + reporting_period_data['numerator_units'][i] + ")"
506
                labels = Reference(ws, min_col=2, min_row=table_start_row_number + 1, max_row=table_end_row_number)
507
                line_data = Reference(ws, min_col=4+i*3, min_row=table_start_row_number, max_row=table_end_row_number)
508
                line.add_data(line_data, titles_from_data=True)
509
                line.set_categories(labels)
510
                line_data = line.series[0]
511
                line_data.marker.symbol = "auto"
512
                line_data.smooth = True
513
                line.x_axis.crosses = 'min'
514
                line.height = 8.25
515
                line.width = 24
516
                chart_col = 'B'
517
                chart_cell = chart_col + str(chart_start_row_number)
518
                chart_start_row_number += 6
519
                ws.add_chart(line, chart_cell)
520
521
                line = LineChart()
522
                line.title = _('Reporting Period Cumulative Efficiency') + ' - ' + \
523
                    reporting_period_data['denominator_names'][i] \
524
                    + " (" + reporting_period_data['denominator_units'][i] + ")"
525
                labels = Reference(ws, min_col=2, min_row=table_start_row_number + 1, max_row=table_end_row_number)
526
                line_data = Reference(ws, min_col=5+i*3, min_row=table_start_row_number, max_row=table_end_row_number)
527
                line.add_data(line_data, titles_from_data=True)
528
                line.set_categories(labels)
529
                line_data = line.series[0]
530
                line_data.marker.symbol = "auto"
531
                line_data.smooth = True
532
                line.x_axis.crosses = 'min'
533
                line.height = 8.25
534
                line.width = 24
535
                chart_col = 'B'
536
                chart_cell = chart_col + str(chart_start_row_number)
537
                chart_start_row_number += 6
538
                ws.add_chart(line, chart_cell)
539
    else:
540
        if has_values_data and has_timestamps_data:
541
            base_period_data = report['base_period_efficiency']
542
            reporting_period_data = report['reporting_period_efficiency']
543
            base_period_timestamps = base_period_data['timestamps']
544
            reporting_period_timestamps = reporting_period_data['timestamps']
545
            # Tip:
546
            #     base_period_data['names'] == reporting_period_data['names']
547
            #     base_period_data['units'] == reporting_period_data['units']
548
            reporting_period_data_ca_len = len(reporting_period_data['names'])
549
            base_period_data_ca_len = reporting_period_data_ca_len
550
            ws['B' + str(current_row_number)].font = title_font
551
            ws['B' + str(current_row_number)] = name + ' ' + _('Reporting Period Cumulative Efficiency')
552
553
            current_row_number += 1
554
555
            chart_start_row_number = current_row_number
556
557
            current_row_number += reporting_period_data_ca_len * 3 * 6 + 1
558
559
            if has_parameters_names_and_timestamps_and_values_data:
560
                current_sheet_parameters_row_number = current_row_number
561
                real_timestamps_len = timestamps_data_not_equal_0(report['parameters']['timestamps'])
562
                current_row_number += 6*real_timestamps_len + 2
563
564
            ws['B' + str(current_row_number)].font = title_font
565
            ws['B' + str(current_row_number)] = name + ' ' + _('Detailed Data')
566
567
            current_row_number += 1
568
569
            table_start_row_number = current_row_number
570
571
            ws.row_dimensions[current_row_number].height = 85
572
            current_col_number = 2
573
            col = format_cell.get_column_letter(current_col_number)
574
            ws[col + str(current_row_number)].fill = table_fill
575
            ws[col + str(current_row_number)].font = title_font
576
            ws[col + str(current_row_number)].alignment = c_c_alignment
577
            ws[col + str(current_row_number)].border = f_border
578
            ws[col + str(current_row_number)] = _('Base Period') + " - " + _('Datetime')
579
580
            for i in range(0, base_period_data_ca_len):
581
                current_col_number += 1
582
                col = format_cell.get_column_letter(current_col_number)
583
584
                ws[col + str(current_row_number)].fill = table_fill
585
                ws[col + str(current_row_number)].font = title_font
586
                ws[col + str(current_row_number)].alignment = c_c_alignment
587
                ws[col + str(current_row_number)] = _('Base Period') + " - " + reporting_period_data['names'][i] + \
588
                    " (" + reporting_period_data['units'][i] + ")"
589
                ws[col + str(current_row_number)].border = f_border
590
591
                current_col_number += 1
592
                col = format_cell.get_column_letter(current_col_number)
593
594
                ws[col + str(current_row_number)].fill = table_fill
595
                ws[col + str(current_row_number)].font = title_font
596
                ws[col + str(current_row_number)].alignment = c_c_alignment
597
                ws[col + str(current_row_number)].border = f_border
598
                ws[col + str(current_row_number)] = _('Base Period') + " - " + \
599
                    reporting_period_data['numerator_names'][i] + " (" + reporting_period_data['numerator_units'][
600
                        i] + ")"
601
602
                current_col_number += 1
603
                col = format_cell.get_column_letter(current_col_number)
604
605
                ws[col + str(current_row_number)].fill = table_fill
606
                ws[col + str(current_row_number)].font = title_font
607
                ws[col + str(current_row_number)].alignment = c_c_alignment
608
                ws[col + str(current_row_number)].border = f_border
609
                ws[col + str(current_row_number)] = _('Base Period') + " - " + \
610
                    reporting_period_data['denominator_names'][i] + " (" + reporting_period_data['denominator_units'][
611
                        i] + ")"
612
613
            current_col_number += 1
614
            col = format_cell.get_column_letter(current_col_number)
615
616
            ws[col + str(current_row_number)].fill = table_fill
617
            ws[col + str(current_row_number)].font = title_font
618
            ws[col + str(current_row_number)].border = f_border
619
            ws[col + str(current_row_number)].alignment = c_c_alignment
620
            ws[col + str(current_row_number)] = _('Reporting Period') + " - " + _('Datetime')
621
622
            for i in range(0, reporting_period_data_ca_len):
623
                current_col_number += 1
624
                col = format_cell.get_column_letter(current_col_number)
625
                ws[col + str(current_row_number)].fill = table_fill
626
                ws[col + str(current_row_number)].font = title_font
627
                ws[col + str(current_row_number)].alignment = c_c_alignment
628
                ws[col + str(current_row_number)] = _('Reporting Period') + " - " \
629
                    + reporting_period_data['names'][i] + " (" + \
630
                    reporting_period_data['units'][i] + ")"
631
                ws[col + str(current_row_number)].border = f_border
632
633
                current_col_number += 1
634
                col = format_cell.get_column_letter(current_col_number)
635
636
                ws[col + str(current_row_number)].fill = table_fill
637
                ws[col + str(current_row_number)].font = title_font
638
                ws[col + str(current_row_number)].alignment = c_c_alignment
639
                ws[col + str(current_row_number)].border = f_border
640
                ws[col + str(current_row_number)] = _('Reporting Period') + " - " + \
641
                    reporting_period_data['numerator_names'][i] + " (" + \
642
                    reporting_period_data['numerator_units'][i] + ")"
643
644
                current_col_number += 1
645
                col = format_cell.get_column_letter(current_col_number)
646
647
                ws[col + str(current_row_number)].fill = table_fill
648
                ws[col + str(current_row_number)].font = title_font
649
                ws[col + str(current_row_number)].alignment = c_c_alignment
650
                ws[col + str(current_row_number)].border = f_border
651
                ws[col + str(current_row_number)] = _('Reporting Period') + " - " + \
652
                    reporting_period_data['denominator_names'][i] + " (" + \
653
                    reporting_period_data['denominator_units'][i] + ")"
654
655
            current_row_number += 1
656
657
            max_timestamps_len = len(base_period_timestamps[0]) \
658
                if len(base_period_timestamps[0]) >= len(reporting_period_timestamps[0]) \
659
                else len(reporting_period_timestamps[0])
660
661
            for i in range(0, max_timestamps_len):
662
                current_col_number = 2
663
                col = format_cell.get_column_letter(current_col_number)
664
                ws[col + str(current_row_number)].font = title_font
665
                ws[col + str(current_row_number)].alignment = c_c_alignment
666
                ws[col + str(current_row_number)] = base_period_timestamps[0][i] \
667
                    if i < len(base_period_timestamps[0]) else None
668
                ws[col + str(current_row_number)].border = f_border
669
670
                for j in range(0, base_period_data_ca_len):
671
                    current_col_number += 1
672
                    col = format_cell.get_column_letter(current_col_number)
673
674
                    ws[col + str(current_row_number)].font = title_font
675
                    ws[col + str(current_row_number)].alignment = c_c_alignment
676
                    ws[col + str(current_row_number)] = round2(base_period_data['values'][j][i], 2) \
677
                        if i < len(base_period_data['values'][j]) \
678
                        and base_period_data['values'][j][i] is not None else None
679
                    ws[col + str(current_row_number)].border = f_border
680
681
                    current_col_number += 1
682
                    col = format_cell.get_column_letter(current_col_number)
683
684
                    ws[col + str(current_row_number)].font = title_font
685
                    ws[col + str(current_row_number)].alignment = c_c_alignment
686
                    ws[col + str(current_row_number)] = round2(base_period_data['numerator_values'][j][i], 2) \
687
                        if i < len(base_period_data['numerator_values'][j]) \
688
                        and base_period_data['numerator_values'][j][i] is not None else None
689
                    ws[col + str(current_row_number)].border = f_border
690
691
                    current_col_number += 1
692
                    col = format_cell.get_column_letter(current_col_number)
693
694
                    ws[col + str(current_row_number)].font = title_font
695
                    ws[col + str(current_row_number)].alignment = c_c_alignment
696
                    ws[col + str(current_row_number)] = round2(base_period_data['denominator_values'][j][i], 2) \
697
                        if i < len(base_period_data['denominator_values'][j]) \
698
                        and base_period_data['denominator_values'][j][i] is not None else None
699
                    ws[col + str(current_row_number)].border = f_border
700
                current_col_number += 1
701
                col = format_cell.get_column_letter(current_col_number)
702
703
                ws[col + str(current_row_number)].font = title_font
704
                ws[col + str(current_row_number)].alignment = c_c_alignment
705
                ws[col + str(current_row_number)] = reporting_period_timestamps[0][i] \
706
                    if i < len(reporting_period_timestamps[0]) else None
707
                ws[col + str(current_row_number)].border = f_border
708
709
                for j in range(0, reporting_period_data_ca_len):
710
                    current_col_number += 1
711
                    col = format_cell.get_column_letter(current_col_number)
712
713
                    ws[col + str(current_row_number)].font = title_font
714
                    ws[col + str(current_row_number)].alignment = c_c_alignment
715
                    ws[col + str(current_row_number)] = round2(reporting_period_data['values'][j][i], 2) \
716
                        if i < len(reporting_period_data['values'][j]) \
717
                        and reporting_period_data['values'][j][i] is not None else None
718
                    ws[col + str(current_row_number)].border = f_border
719
720
                    current_col_number += 1
721
                    col = format_cell.get_column_letter(current_col_number)
722
723
                    ws[col + str(current_row_number)].font = title_font
724
                    ws[col + str(current_row_number)].alignment = c_c_alignment
725
                    ws[col + str(current_row_number)] = round2(reporting_period_data['numerator_values'][j][i], 2) \
726
                        if i < len(reporting_period_data['numerator_values'][j]) \
727
                        and reporting_period_data['numerator_values'][j][i] is not None else None
728
                    ws[col + str(current_row_number)].border = f_border
729
730
                    current_col_number += 1
731
                    col = format_cell.get_column_letter(current_col_number)
732
733
                    ws[col + str(current_row_number)].font = title_font
734
                    ws[col + str(current_row_number)].alignment = c_c_alignment
735
                    ws[col + str(current_row_number)] = round2(reporting_period_data['denominator_values'][j][i], 2) \
736
                        if i < len(reporting_period_data['denominator_values'][j]) \
737
                        and reporting_period_data['denominator_values'][j][i] is not None else None
738
                    ws[col + str(current_row_number)].border = f_border
739
740
                current_row_number += 1
741
742
            current_col_number = 2
743
            col = format_cell.get_column_letter(current_col_number)
744
745
            ws[col + str(current_row_number)].font = title_font
746
            ws[col + str(current_row_number)].alignment = c_c_alignment
747
            ws[col + str(current_row_number)] = _('Subtotal')
748
            ws[col + str(current_row_number)].border = f_border
749
750
            for i in range(0, base_period_data_ca_len):
751
                current_col_number += 1
752
                col = format_cell.get_column_letter(current_col_number)
753
                ws[col + str(current_row_number)].font = title_font
754
                ws[col + str(current_row_number)].alignment = c_c_alignment
755
                ws[col + str(current_row_number)] = round2(base_period_data['cumulations'][i], 2) \
756
                    if base_period_data['cumulations'][i] is not None else None
757
                ws[col + str(current_row_number)].border = f_border
758
759
                current_col_number += 1
760
                col = format_cell.get_column_letter(current_col_number)
761
                ws[col + str(current_row_number)].font = title_font
762
                ws[col + str(current_row_number)].alignment = c_c_alignment
763
                ws[col + str(current_row_number)] = round2(base_period_data['numerator_cumulation'][i], 2) \
764
                    if base_period_data['numerator_cumulation'][i] is not None else None
765
                ws[col + str(current_row_number)].border = f_border
766
767
                current_col_number += 1
768
                col = format_cell.get_column_letter(current_col_number)
769
                ws[col + str(current_row_number)].font = title_font
770
                ws[col + str(current_row_number)].alignment = c_c_alignment
771
                ws[col + str(current_row_number)] = round2(base_period_data['denominator_cumulation'][i], 2) \
772
                    if base_period_data['denominator_cumulation'][i] is not None else None
773
                ws[col + str(current_row_number)].border = f_border
774
775
            current_col_number += 1
776
            col = format_cell.get_column_letter(current_col_number)
777
778
            ws[col + str(current_row_number)].font = title_font
779
            ws[col + str(current_row_number)].alignment = c_c_alignment
780
            ws[col + str(current_row_number)] = _('Subtotal')
781
            ws[col + str(current_row_number)].border = f_border
782
783
            for i in range(0, reporting_period_data_ca_len):
784
                current_col_number += 1
785
                col = format_cell.get_column_letter(current_col_number)
786
                ws[col + str(current_row_number)].font = title_font
787
                ws[col + str(current_row_number)].alignment = c_c_alignment
788
                ws[col + str(current_row_number)] = round2(reporting_period_data['cumulations'][i], 2) \
789
                    if reporting_period_data['cumulations'][i] is not None else None
790
                ws[col + str(current_row_number)].border = f_border
791
792
                current_col_number += 1
793
                col = format_cell.get_column_letter(current_col_number)
794
                ws[col + str(current_row_number)].font = title_font
795
                ws[col + str(current_row_number)].alignment = c_c_alignment
796
                ws[col + str(current_row_number)] = round2(reporting_period_data['numerator_cumulation'][i], 2) \
797
                    if reporting_period_data['numerator_cumulation'][i] is not None else None
798
                ws[col + str(current_row_number)].border = f_border
799
800
                current_col_number += 1
801
                col = format_cell.get_column_letter(current_col_number)
802
                ws[col + str(current_row_number)].font = title_font
803
                ws[col + str(current_row_number)].alignment = c_c_alignment
804
                ws[col + str(current_row_number)] = round2(reporting_period_data['denominator_cumulation'][i], 2) \
805
                    if reporting_period_data['denominator_cumulation'][i] is not None else None
806
                ws[col + str(current_row_number)].border = f_border
807
808
            current_row_number += 2
809
810
            for i in range(0, reporting_period_data_ca_len):
811
                line = LineChart()
812
                line.title = _('Base Period Cumulative Efficiency') + ' / ' \
813
                    + _('Reporting Period Cumulative Efficiency') + ' - '  \
814
                    + reporting_period_data['names'][i] + " (" + reporting_period_data['units'][i] + ")"
815
                labels = Reference(ws, min_col=2 + base_period_data_ca_len*3 + 1,
816
                                   min_row=table_start_row_number + 1,
817
                                   max_row=table_start_row_number + len(reporting_period_timestamps[0]))
818
                base_line_data = Reference(ws, min_col=3 + i*3,
819
                                           min_row=table_start_row_number,
820
                                           max_row=table_start_row_number + len(reporting_period_timestamps[0]))
821
                reporting_line_data = Reference(ws, min_col=3 + base_period_data_ca_len*3 + 1 + i*3,
822
                                                min_row=table_start_row_number,
823
                                                max_row=table_start_row_number + len(reporting_period_timestamps[0]))
824
                line.add_data(base_line_data, titles_from_data=True)
825
                line.add_data(reporting_line_data, titles_from_data=True)
826
                line.set_categories(labels)
827
                for j in range(len(line.series)):
828
                    line.series[j].marker.symbol = "auto"
829
                    line.series[j].smooth = True
830
                line.x_axis.crosses = 'min'
831
                line.height = 8.25
832
                line.width = 24
833
                chart_col = 'B'
834
                chart_cell = chart_col + str(chart_start_row_number)
835
                chart_start_row_number += 6
836
                ws.add_chart(line, chart_cell)
837
838
                line = LineChart()
839
                line.title = _('Base Period Cumulative Efficiency') + ' / ' \
840
                    + _('Reporting Period Cumulative Efficiency') + ' - ' \
841
                    + reporting_period_data['numerator_names'][i] \
842
                    + " (" + reporting_period_data['numerator_units'][i] + ")"
843
                labels = Reference(ws, min_col=2 + base_period_data_ca_len*3 + 1,
844
                                   min_row=table_start_row_number + 1,
845
                                   max_row=table_start_row_number + len(reporting_period_timestamps[0]))
846
                base_line_data = Reference(ws, min_col=4 + i*3,
847
                                           min_row=table_start_row_number,
848
                                           max_row=table_start_row_number + len(reporting_period_timestamps[0]))
849
                reporting_line_data = Reference(ws, min_col=4 + base_period_data_ca_len*3 + 1 + i*3,
850
                                                min_row=table_start_row_number,
851
                                                max_row=table_start_row_number + len(reporting_period_timestamps[0]))
852
                line.add_data(base_line_data, titles_from_data=True)
853
                line.add_data(reporting_line_data, titles_from_data=True)
854
                line.set_categories(labels)
855
                for j in range(len(line.series)):
856
                    line.series[j].marker.symbol = "auto"
857
                    line.series[j].smooth = True
858
                line.x_axis.crosses = 'min'
859
                line.height = 8.25
860
                line.width = 24
861
                chart_col = 'B'
862
                chart_cell = chart_col + str(chart_start_row_number)
863
                chart_start_row_number += 6
864
                ws.add_chart(line, chart_cell)
865
866
                line = LineChart()
867
                line.title = _('Base Period Cumulative Efficiency') + ' / ' \
868
                    + _('Reporting Period Cumulative Efficiency') + ' - ' \
869
                    + reporting_period_data['denominator_names'][i] \
870
                    + " (" + reporting_period_data['denominator_units'][i] + ")"
871
                labels = Reference(ws, min_col=2 + base_period_data_ca_len*3 + 1,
872
                                   min_row=table_start_row_number + 1,
873
                                   max_row=table_start_row_number + len(reporting_period_timestamps[0]))
874
                base_line_data = Reference(ws, min_col=5 + i*3,
875
                                           min_row=table_start_row_number,
876
                                           max_row=table_start_row_number + len(reporting_period_timestamps[0]))
877
                reporting_line_data = Reference(ws, min_col=5 + base_period_data_ca_len*3 + 1 + i*3,
878
                                                min_row=table_start_row_number,
879
                                                max_row=table_start_row_number + len(reporting_period_timestamps[0]))
880
                line.add_data(base_line_data, titles_from_data=True)
881
                line.add_data(reporting_line_data, titles_from_data=True)
882
                line.set_categories(labels)
883
                for j in range(len(line.series)):
884
                    line.series[j].marker.symbol = "auto"
885
                    line.series[j].smooth = True
886
                line.x_axis.crosses = 'min'
887
                line.height = 8.25
888
                line.width = 24
889
                chart_col = 'B'
890
                chart_cell = chart_col + str(chart_start_row_number)
891
                chart_start_row_number += 6
892
                ws.add_chart(line, chart_cell)
893
894
    ####################################################################################################################
895
896 View Code Duplication
    if has_parameters_names_and_timestamps_and_values_data:
0 ignored issues
show
This code seems to be duplicated in your project.
Loading history...
897
898
        ################################################################################################################
899
        # new worksheet
900
        ################################################################################################################
901
902
        parameters_data = report['parameters']
903
        parameters_names_len = len(parameters_data['names'])
904
905
        file_name = (re.sub(r'[^A-Z]', '', ws.title))+'_'
906
        parameters_ws = wb.create_sheet(file_name + _('Parameters'))
907
908
        parameters_timestamps_data_max_len = \
909
            get_parameters_timestamps_lists_max_len(list(parameters_data['timestamps']))
910
911
        # Row height
912
        parameters_ws.row_dimensions[1].height = 102
913
        for i in range(2, 7 + 1):
914
            parameters_ws.row_dimensions[i].height = 42
915
916
        for i in range(8, parameters_timestamps_data_max_len + 10):
917
            parameters_ws.row_dimensions[i].height = 60
918
919
        # Col width
920
        parameters_ws.column_dimensions['A'].width = 1.5
921
922
        parameters_ws.column_dimensions['B'].width = 25.0
923
924
        for i in range(3, 12+parameters_names_len*3):
925
            parameters_ws.column_dimensions[format_cell.get_column_letter(i)].width = 15.0
926
927
        # Img
928
        img = Image("excelexporters/myems.png")
929
        parameters_ws.add_image(img, 'A1')
930
931
        # Title
932
933
        parameters_ws['B3'].alignment = b_r_alignment
934
        parameters_ws['B3'] = _('Name') + ':'
935
        parameters_ws['C3'].border = b_border
936
        parameters_ws['C3'].alignment = b_c_alignment
937
        parameters_ws['C3'] = name
938
939
        parameters_ws['D3'].alignment = b_r_alignment
940
        parameters_ws['D3'] = _('Period Type') + ':'
941
        parameters_ws['E3'].border = b_border
942
        parameters_ws['E3'].alignment = b_c_alignment
943
        parameters_ws['E3'] = period_type
944
945
        parameters_ws['B4'].alignment = b_r_alignment
946
        parameters_ws['B4'] = _('Reporting Start Datetime') + ':'
947
        parameters_ws['C4'].border = b_border
948
        parameters_ws['C4'].alignment = b_c_alignment
949
        parameters_ws['C4'] = reporting_start_datetime_local
950
951
        parameters_ws['D4'].alignment = b_r_alignment
952
        parameters_ws['D4'] = _('Reporting End Datetime') + ':'
953
        parameters_ws['E4'].border = b_border
954
        parameters_ws['E4'].alignment = b_c_alignment
955
        parameters_ws['E4'] = reporting_end_datetime_local
956
957
        parameters_ws_current_row_number = 6
958
959
        parameters_ws['B' + str(parameters_ws_current_row_number)].font = title_font
960
        parameters_ws['B' + str(parameters_ws_current_row_number)] = name + ' ' + _('Parameters')
961
962
        parameters_ws_current_row_number += 1
963
964
        parameters_table_start_row_number = parameters_ws_current_row_number
965
966
        parameters_ws.row_dimensions[parameters_ws_current_row_number].height = 80
967
968
        parameters_ws_current_row_number += 1
969
970
        table_current_col_number = 2
971
972
        for i in range(0, parameters_names_len):
973
974
            if len(parameters_data['timestamps'][i]) == 0:
975
                continue
976
977
            col = format_cell.get_column_letter(table_current_col_number)
978
979
            parameters_ws[col + str(parameters_ws_current_row_number - 1)].fill = table_fill
980
            parameters_ws[col + str(parameters_ws_current_row_number - 1)].border = f_border
981
982
            col = format_cell.get_column_letter(table_current_col_number + 1)
983
984
            parameters_ws[col + str(parameters_ws_current_row_number - 1)].fill = table_fill
985
            parameters_ws[col + str(parameters_ws_current_row_number - 1)].border = f_border
986
            parameters_ws[col + str(parameters_ws_current_row_number - 1)].font = name_font
987
            parameters_ws[col + str(parameters_ws_current_row_number - 1)].alignment = c_c_alignment
988
            parameters_ws[col + str(parameters_ws_current_row_number - 1)] = parameters_data['names'][i]
989
990
            table_current_row_number = parameters_ws_current_row_number
991
992
            for j, value in enumerate(list(parameters_data['timestamps'][i])):
993
                col = format_cell.get_column_letter(table_current_col_number)
994
995
                parameters_ws[col + str(table_current_row_number)].border = f_border
996
                parameters_ws[col + str(table_current_row_number)].font = title_font
997
                parameters_ws[col + str(table_current_row_number)].alignment = c_c_alignment
998
                parameters_ws[col + str(table_current_row_number)] = value
999
1000
                col = format_cell.get_column_letter(table_current_col_number + 1)
1001
1002
                parameters_ws[col + str(table_current_row_number)].border = f_border
1003
                parameters_ws[col + str(table_current_row_number)].font = title_font
1004
                parameters_ws[col + str(table_current_row_number)].alignment = c_c_alignment
1005
                parameters_ws[col + str(table_current_row_number)] = round2(parameters_data['values'][i][j], 2)
1006
1007
                table_current_row_number += 1
1008
1009
            table_current_col_number = table_current_col_number + 3
1010
1011
        ################################################################################################################
1012
        # parameters chart and parameters table
1013
        ################################################################################################################
1014
1015
        ws['B' + str(current_sheet_parameters_row_number)].font = title_font
1016
        ws['B' + str(current_sheet_parameters_row_number)] = name + ' ' + _('Parameters')
1017
1018
        current_sheet_parameters_row_number += 1
1019
1020
        chart_start_row_number = current_sheet_parameters_row_number
1021
1022
        col_index = 0
1023
1024
        for i in range(0, parameters_names_len):
1025
1026
            if len(parameters_data['timestamps'][i]) == 0:
1027
                continue
1028
1029
            line = LineChart()
1030
            data_col = 3+col_index*3
1031
            labels_col = 2+col_index*3
1032
            col_index += 1
1033
            line.title = _('Parameters') + ' - ' + \
1034
                parameters_ws.cell(row=parameters_table_start_row_number, column=data_col).value
1035
            labels = Reference(parameters_ws, min_col=labels_col, min_row=parameters_table_start_row_number + 1,
1036
                               max_row=(len(parameters_data['timestamps'][i])+parameters_table_start_row_number))
1037
            line_data = Reference(parameters_ws, min_col=data_col, min_row=parameters_table_start_row_number,
1038
                                  max_row=(len(parameters_data['timestamps'][i])+parameters_table_start_row_number))
1039
            line.add_data(line_data, titles_from_data=True)
1040
            line.set_categories(labels)
1041
            line_data = line.series[0]
1042
            line_data.marker.symbol = "auto"
1043
            line_data.smooth = True
1044
            line.x_axis.crosses = 'min'
1045
            line.height = 8.25
1046
            line.width = 24
1047
            chart_col = 'B'
1048
            chart_cell = chart_col + str(chart_start_row_number)
1049
            chart_start_row_number += 6
1050
            ws.add_chart(line, chart_cell)
1051
1052
        current_sheet_parameters_row_number = chart_start_row_number
1053
1054
        current_sheet_parameters_row_number += 1
1055
1056
    filename = str(uuid.uuid4()) + '.xlsx'
1057
    wb.save(filename)
1058
1059
    return filename
1060
1061
1062
def get_parameters_timestamps_lists_max_len(parameters_timestamps_lists):
1063
    max_len = 0
1064
    for i, value in enumerate(list(parameters_timestamps_lists)):
1065
        if len(value) > max_len:
1066
            max_len = len(value)
1067
1068
    return max_len
1069
1070
1071
def timestamps_data_all_equal_0(lists):
1072
    for i, value in enumerate(list(lists)):
1073
        if len(value) > 0:
1074
            return False
1075
1076
    return True
1077
1078
1079
def timestamps_data_not_equal_0(lists):
1080
    number = 0
1081
    for i, value in enumerate(list(lists)):
1082
        if len(value) > 0:
1083
            number += 1
1084
    return number
1085
1086
1087 View Code Duplication
def is_base_period_timestamp_exists(base_period_data):
0 ignored issues
show
This code seems to be duplicated in your project.
Loading history...
1088
    timestamps = base_period_data['timestamps']
1089
1090
    if len(timestamps) == 0:
1091
        return False
1092
1093
    for timestamp in timestamps:
1094
        if len(timestamp) > 0:
1095
            return True
1096
1097
    return False
1098