File: cgats.py

package info (click to toggle)
displaycal-py3 3.9.16-1
  • links: PTS
  • area: main
  • in suites: forky, sid, trixie
  • size: 29,120 kB
  • sloc: python: 115,777; javascript: 11,540; xml: 598; sh: 257; makefile: 173
file content (2378 lines) | stat: -rw-r--r-- 90,494 bytes parent folder | download
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
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
2344
2345
2346
2347
2348
2349
2350
2351
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376
2377
2378
# -*- coding: utf-8 -*-
"""
Simple CGATS file parser class

Copyright (C) 2008 Florian Hoech
"""

import functools
import io
import math
import re
import os
from pathlib import Path

from DisplayCAL import colormath
from DisplayCAL.log import safe_print
from DisplayCAL.options import debug, verbose
from DisplayCAL.util_io import GzipFileProper, StringIOu as StringIO


def get_device_value_labels(color_rep=None):
    # TODO: Avoid using filter...
    return list(
        filter(
            bool,
            [
                v[1] if not color_rep or v[0] == color_rep else False
                for v in {
                    b"CMYK": (b"CMYK_C", b"CMYK_M", b"CMYK_Y", b"CMYK_K"),
                    b"RGB": (b"RGB_R", b"RGB_G", b"RGB_B"),
                }
            ],
        )
    )


def rpad(value, width) -> bytes:
    """If value isn't a number, return a quoted string representation.
    If value is greater or equal than 1e+16, return string in scientific
    notation.
    Otherwise, return string in decimal notation right-padded to given width
    (using trailing zeros).
    """
    strval = b""
    if not isinstance(value, bytes):
        strval = bytes(str(value), "UTF-8")

    if not isinstance(value, (int, float, complex)):
        # Return quoted string representation
        # Also need to escape single quote -> double quote
        return b'"%s"' % strval.replace(b'"', b'""')

    if value < 1e16:
        i = strval.find(b".")
        if i > -1:
            if i < width - 1:
                # Avoid scientific notation by formatting to decimal
                fmt = b"%%%i.%if" % (width, width - i - 1)
                strval = fmt % value
            else:
                strval = bytes(str(int(round(value))), "UTF-8")
    return strval


def sort_RGB_gray_to_top(a, b):
    if a[0] == a[1] == a[2]:
        if b[0] == b[1] == b[2]:
            return 0
        return -1
    else:
        return 0


def sort_RGB_to_top_factory(i1, i2, i3, i4):
    def sort_RGB_to_top(a, b):
        if a[i1] == a[i2] and 0 <= a[i3] < a[i4]:
            if b[i1] == b[i2] and 0 <= b[i3] < b[i4]:
                return 0
            return -1
        else:
            return 0

    return sort_RGB_to_top


def sort_RGB_white_to_top(a, b):
    sum1, sum2 = sum(a[:3]), sum(b[:3])
    return -1 if sum1 == 300 else 0


def sort_by_HSI(a, b):
    a = list(colormath.RGB2HSI(*a[:3]))
    b = list(colormath.RGB2HSI(*b[:3]))
    a[0] = round(math.degrees(a[0]))
    b[0] = round(math.degrees(b[0]))
    if a > b:
        return 1
    elif a < b:
        return -1
    else:
        return 0


def sort_by_HSL(a, b):
    a = list(colormath.RGB2HSL(*a[:3]))
    b = list(colormath.RGB2HSL(*b[:3]))
    a[0] = round(math.degrees(a[0]))
    b[0] = round(math.degrees(b[0]))
    if a > b:
        return 1
    elif a < b:
        return -1
    else:
        return 0


def sort_by_HSV(a, b):
    a = list(colormath.RGB2HSV(*a[:3]))
    b = list(colormath.RGB2HSV(*b[:3]))
    a[0] = round(math.degrees(a[0]))
    b[0] = round(math.degrees(b[0]))
    if a > b:
        return 1
    elif a < b:
        return -1
    else:
        return 0


def sort_by_RGB(a, b):
    if a[:3] > b[:3]:
        return 1
    elif a[:3] < b[:3]:
        return -1
    else:
        return 0


def sort_by_BGR(a, b):
    if a[:3][::-1] > b[:3][::-1]:
        return 1
    elif a[:3] == b[:3]:
        return 0
    else:
        return -1


def sort_by_RGB_sum(a, b):
    sum1, sum2 = sum(a[:3]), sum(b[:3])
    if sum1 > sum2:
        return 1
    elif sum1 < sum2:
        return -1
    else:
        return 0


def sort_by_RGB_pow_sum(a, b):
    sum1, sum2 = sum(v**2.2 for v in a[:3]), sum(v**2.2 for v in b[:3])
    if sum1 > sum2:
        return 1
    elif sum1 < sum2:
        return -1
    else:
        return 0


def stable_sort_by_L(a, b):
    return sort_by_L(a, b, stable=True)


def sort_by_L(a, b, stable=False):
    def sort(a1, b1):
        if a1 > b1:
            return 1
        elif a1 < b1:
            return -1
        else:
            return 0

    Lab1 = colormath.XYZ2Lab(*a[3:])
    Lab2 = colormath.XYZ2Lab(*b[3:])
    if stable:
        for i in range(len(Lab1)):
            v = sort(Lab1[i], Lab2[i])
            if v != 0:
                return v
        return 0
    else:
        return sort(Lab1[0], Lab2[0])


def sort_by_luma_factory(RY, GY, BY, gamma=1):
    def sort_by_luma(a, b):
        a = RY * a[0] ** gamma + GY * a[1] ** gamma + BY * a[2] ** gamma
        b = RY * b[0] ** gamma + GY * b[1] ** gamma + BY * b[2] ** gamma
        if a > b:
            return 1
        elif a < b:
            return -1
        else:
            return 0

    return sort_by_luma


sort_by_rec709_luma = sort_by_luma_factory(0.2126, 0.7152, 0.0722)


class CGATSError(Exception):
    pass


class CGATSInvalidError(CGATSError, IOError):
    pass


class CGATSInvalidOperationError(CGATSError):
    pass


class CGATSKeyError(CGATSError, KeyError):
    pass


class CGATSTypeError(CGATSError, TypeError):
    pass


class CGATSValueError(CGATSError, ValueError):
    pass


class CGATS(dict):
    """CGATS structure.

    CGATS files are treated mostly as 'soup', so only basic checking is in place.
    """

    datetime = None
    filename = None

    @property
    def fileName(self):
        return self.filename

    @fileName.setter
    def fileName(self, filename):
        self.filename = filename

    key = None
    _lvl = 0
    _modified = False
    mtime = None
    parent = None
    root = None
    type = b"ROOT"
    vmaxlen = 0

    def __init__(
        self,
        cgats=None,
        normalize_fields=False,
        file_identifier=b"CTI3",
        emit_keywords=False,
        strict=False,
    ):
        """Return a CGATS instance.

        cgats can be a path, a string holding CGATS data, or a file object.

        If normalize_fields evaluates to True, convert all KEYWORDs and all
        fields in DATA_FORMAT to UPPERCASE and SampleId or SampleName to
        SAMPLE_ID or SAMPLE_NAME respectively

        file_identifier is used as fallback if no file identifier is present
        """
        super(CGATS, self).__init__()

        self.normalize_fields = normalize_fields
        self.file_identifier = file_identifier.strip()
        self.emit_keywords = emit_keywords
        self.root = self

        if cgats:
            if isinstance(cgats, list):
                raw_lines = cgats
            else:
                if isinstance(cgats, str):
                    if "\n" not in cgats or "\r" not in cgats:
                        # assume filename
                        cgats = open(cgats, "rb")
                        self.filename = cgats.name
                    else:
                        # assume text
                        cgats = io.StringIO(cgats)

                from DisplayCAL.icc_profile import ICCProfileTag

                if isinstance(cgats, bytes):
                    # assume text
                    cgats = io.BytesIO(cgats)
                elif isinstance(cgats, ICCProfileTag):
                    cgats = io.BytesIO(cgats.tagData)
                elif isinstance(cgats, Path):
                    self.filename = cgats.absolute()
                    cgats = open(cgats, "rb")
                elif not isinstance(cgats, (StringIO, io.BytesIO, io.BufferedReader)):
                    raise CGATSInvalidError(f"Unsupported type: {type(cgats)}")

                if self.filename:
                    self.mtime = os.stat(self.filename).st_mtime

                cgats.seek(0)
                raw_lines = cgats.readlines()
                cgats.close()

            context = self
            for raw_line in raw_lines:
                # Replace 1.#IND00 with NaN
                raw_line = raw_line.replace(b"1.#IND00", b"NaN")

                # strip control chars and leading/trailing whitespace
                line = re.sub(b"[^\x09\x20-\x7e\x80-\xff]", b"", raw_line.strip())

                if b"#" in line or b'"' in line:
                    # Deal with comments and quotes
                    quoted = False
                    values = []
                    token_start = 0
                    end = len(line) - 1
                    for i in range(len(line)):
                        char = line[i : i + 1]
                        if char == b'"':
                            if quoted is False:
                                if not line[token_start:i]:
                                    token_start = i
                                quoted = True
                            else:
                                quoted = False
                        if (quoted is False and char in b"# \t") or i == end:
                            if i == end:
                                i += 1
                            value = line[token_start:i]
                            if value:
                                if value[0:1] == b'"' == value[-2:-1]:
                                    # Unquote
                                    value = value[1:-1]
                                # Need to unescape double quote -> single quote
                                values.append(value.replace(b'""', b'"'))
                            if char == b"#":
                                # Strip comment
                                line = line[:i].strip()
                                break
                            elif char in b" \t":
                                token_start = i + 1
                else:
                    # no comments or quotes
                    values = line.split()

                if line[:6] == b"BEGIN_":
                    key = line[6:].decode()
                    if key in context:
                        # Start new CGATS
                        new = len(self)
                        self[new] = CGATS()
                        self[new].key = ""
                        self[new].parent = self
                        self[new].root = self.root
                        self[new].type = b""
                        context = self[new]

                if line == b"BEGIN_DATA_FORMAT":
                    context["DATA_FORMAT"] = CGATS()
                    context["DATA_FORMAT"].key = "DATA_FORMAT"
                    context["DATA_FORMAT"].parent = context
                    context["DATA_FORMAT"].root = self
                    context["DATA_FORMAT"].type = b"DATA_FORMAT"
                    context = context["DATA_FORMAT"]
                elif line == b"END_DATA_FORMAT":
                    context = context.parent
                elif line == b"BEGIN_DATA":
                    context["DATA"] = CGATS()
                    context["DATA"].key = "DATA"
                    context["DATA"].parent = context
                    context["DATA"].root = self
                    context["DATA"].type = b"DATA"
                    context = context["DATA"]
                elif line == b"END_DATA":
                    context = context.parent
                elif line[:6] == b"BEGIN_":
                    key = line[6:].decode()
                    context[key] = CGATS()
                    context[key].key = key
                    context[key].parent = context
                    context[key].root = self
                    context[key].type = b"SECTION"
                    context = context[key]
                elif line[:4] == b"END_":
                    context = context.parent
                elif context.type in (b"DATA_FORMAT", b"DATA"):
                    if len(values):
                        context = context.add_data(values)
                elif context.type == b"SECTION":
                    context = context.add_data(line)
                elif len(values) > 1:
                    if values[0] == b"Date:":
                        context.datetime = line
                    else:
                        if len(values) == 2 and b'"' not in values[0]:
                            key, value = values[0].decode(), values[1]
                            if value is not None:
                                context = context.add_data({key: value.strip(b'"')})
                            else:
                                context = context.add_data({key: b""})
                        elif strict:
                            raise CGATSInvalidError(
                                "Malformed {} file: {}".format(
                                    context.parent and context.type or "CGATS",
                                    self.filename or self,
                                )
                            )
                elif (
                    values
                    and values[0] not in (b"Comment:", b"Date:")
                    and len(line) >= 3
                    and not re.search(b"[^ 0-9A-Za-z/.]", line)
                ):
                    context = self.add_data(line)

            if 0 in self and self[0].get("NORMALIZED_TO_Y_100") == b"NO":
                # Always normalize to Y = 100
                reprstr = self.filename or "<%s.%s instance at 0x%016x>" % (
                    self.__module__,
                    self.__class__.__name__,
                    id(self),
                )
                if self[0].normalize_to_y_100():
                    print("Normalized to Y = 100:", reprstr)
                else:
                    print("Warning: Could not normalize to Y = 100:", reprstr)
            self.setmodified(False)

    def __delattr__(self, name):
        del self[name]
        self.setmodified()

    def __delitem__(self, name):
        dict.__delitem__(self, name)
        self.setmodified()

    def __getattr__(self, name):
        if name in self:
            return self[name]
        else:
            raise AttributeError(name)

    def __getitem__(self, name):
        if name == -1:
            return self.get(len(self) - 1)
        elif name in ("NUMBER_OF_FIELDS", "NUMBER_OF_SETS"):
            return getattr(self, name)
        elif name in self:
            if str(name).upper() in ("INDEX", "SAMPLE_ID", "SAMPLEID"):
                if not isinstance(self.get(name), (int, float)):
                    return self.get(name)
                if str(name).upper() == "INDEX":
                    return self.key
                if isinstance(self.get(name), float):
                    return 1.0 / (self.NUMBER_OF_SETS - 1) * self.key
                return self.key + 1
            return self.get(name)
        raise CGATSKeyError(name)

    def get(self, name, default=None):
        if name == -1:
            return dict.get(self, len(self) - 1, default)
        elif name in ("NUMBER_OF_FIELDS", "NUMBER_OF_SETS"):
            return getattr(self, name, default)
        else:
            return dict.get(self, name, default)

    def get_colorants(self):
        color_rep = (self.queryv1("COLOR_REP") or b"").split(b"_")
        if len(color_rep) == 2:
            query = {}
            colorants = []
            for i in range(len(color_rep[0])):
                for j in range(len(color_rep[0])):
                    channelname = color_rep[0][j : j + 1]
                    # the key should be str
                    key = b"_".join([color_rep[0], channelname]).decode("utf-8")
                    query[key] = 100 if i == j else 0
                colorants.append(self.queryi1(query))
            return colorants

    def get_descriptor(self, localized=True):
        """Return CGATS description as string, based on metadata.

        If 'localized' is True (default), include localized technology
        description for CCSS files.
        """
        desc = self.queryv1("DESCRIPTOR")
        is_ccss = self.get(0, self).type == b"CCSS"
        if not desc or desc == b"Not specified" or is_ccss:
            if not is_ccss:
                desc = self.queryv1("INSTRUMENT")
                if desc:
                    display = self.queryv1("DISPLAY")
                    if display:
                        desc += b" & %s" % display
            else:
                tech = self.queryv1("TECHNOLOGY")
                if tech:
                    if (
                        desc
                        and desc != b"Not specified"
                        and desc != b"CCSS for %s" % tech
                    ):
                        display = desc
                    else:
                        display = self.queryv1("DISPLAY")
                    if localized:
                        from DisplayCAL import localization as lang

                        tech = tech.decode()
                        tech = lang.getstr(f"display.tech.{tech}", default=tech)
                        if display:
                            # Localized `tech` will always be a str,
                            # need to make sure `display` is as well.
                            display = (
                                display.decode("utf-8")
                                if isinstance(display, bytes)
                                else display
                            )
                    if display:
                        tech = f"{tech} ({display})"
                desc = tech.encode("utf-8") if isinstance(tech, str) else tech
        if not desc and self.filename:
            # With Python 3.6+ the encoding is always "utf-8" independent of the OS.
            desc = bytes(
                str(os.path.splitext(os.path.basename(self.filename))[0]), "utf-8"
            )
        return desc

    def __setattr__(self, name, value):
        if name in ("_keys", "_lvl"):
            object.__setattr__(self, name, value)
        elif name == "modified":
            self.setmodified(value)
        elif name in (
            "datetime",
            "filename",
            "fileName",
            "file_identifier",
            "key",
            "mtime",
            "normalize_fields",
            "parent",
            "root",
            "type",
            "vmaxlen",
            "emit_keywords",
        ):
            object.__setattr__(self, name, value)
            self.setmodified()
        else:
            self[name] = value

    def __setitem__(self, name, value):
        dict.__setitem__(self, name, value)
        self.setmodified()

    def setmodified(self, modified=True):
        """Set 'modified' state on the 'root' object."""
        if self.root and self.root._modified != modified:
            object.__setattr__(self.root, "_modified", modified)

    def __bytes__(self):
        result = []
        lvl = self.root._lvl
        self.root._lvl += 1
        data = None
        if self.type == b"SAMPLE":
            result.append(
                b" ".join(
                    rpad(self[item], self.parent.vmaxlen + (1 if self[item] < 0 else 0))
                    for item in list(self.parent.parent["DATA_FORMAT"].values())
                )
            )
        elif self.type == b"DATA":
            data = self
        elif self.type == b"DATA_FORMAT":
            result.append(b" ".join(list(self.values())))
        else:
            if self.datetime:
                result.append(self.datetime)
            if self.type == b"SECTION":
                result.append(b"BEGIN_" + self.key.encode())
            elif self.parent and self.parent.type == b"ROOT":
                result.append(self.type.ljust(7))  # Make sure CGATS file
                #                                    identifiers are always
                #                                    a minimum of 7 characters
                result.append(b"")
            if self.type in (b"DATA", b"DATA_FORMAT", b"KEYWORDS", b"SECTION"):
                iterable = self
            else:
                iterable = self.keys()
            for key in iterable:
                value = self[key]
                if isinstance(value, str):
                    value = value.encode("utf-8")

                if key == "DATA":
                    data = value
                elif isinstance(value, (float, int, bytes)):
                    if key not in ("NUMBER_OF_FIELDS", "NUMBER_OF_SETS"):
                        if isinstance(key, int):
                            if isinstance(value, bytes):
                                result.append(value)
                            else:
                                result.append(bytes(str(value), "utf-8"))
                        else:
                            if "KEYWORDS" in self and key in list(
                                self["KEYWORDS"].values()
                            ):
                                if self.emit_keywords:
                                    result.append(b'KEYWORD "%s"' % key.encode())
                            if isinstance(value, bytes):
                                # Need to escape single quote -> double quote
                                value = value.replace(b'"', b'""')
                            if isinstance(value, (float, int)):
                                value = bytes(str(value), "utf-8")
                            result.append(b'%s "%s"' % (key.encode(), value))
                elif key not in ("DATA_FORMAT", "KEYWORDS"):
                    if (
                        value.type == b"SECTION"
                        and result[-1:]
                        and result[-1:][0] != b""
                    ):
                        result.append(b"")
                    result.append(bytes(value))
            if self.type == b"SECTION":
                result.append(b"END_" + self.key.encode())
            if self.type == b"SECTION" or data:
                result.append(b"")
        if data and data.parent["DATA_FORMAT"]:
            if "KEYWORDS" in data.parent and self.emit_keywords:
                for item in list(data.parent["DATA_FORMAT"].values()):
                    if item in list(data.parent["KEYWORDS"].values()):
                        result.append(b'KEYWORD "%s"' % item)
            result.append(
                b"NUMBER_OF_FIELDS %s"
                % bytes(str(len(data.parent["DATA_FORMAT"])), "utf-8")
            )
            result.append(b"BEGIN_DATA_FORMAT")
            result.append(b" ".join(list(data.parent["DATA_FORMAT"].values())))
            result.append(b"END_DATA_FORMAT")
            result.append(b"")
            result.append(b"NUMBER_OF_SETS %s" % (bytes(str(len(data)), "utf-8")))
            result.append(b"BEGIN_DATA")
            for key in data:
                result.append(
                    b" ".join(
                        [
                            rpad(
                                data[key][item.decode("utf-8")],
                                data.vmaxlen
                                + (1 if data[key][item.decode("utf-8")] < 0 else 0),
                            )
                            for item in list(data.parent["DATA_FORMAT"].values())
                        ]
                    )
                )
            result.append(b"END_DATA")
        if (
            (self.parent and self.parent.type or self.type) == b"ROOT"
            and result
            and result[-1] != b""
            and lvl == 0
        ):
            # Add empty line at end if not yet present
            result.append(b"")
        self.root._lvl -= 1
        return b"\n".join(result)

    def add_keyword(self, keyword, value=None):
        """Add a keyword to the list of keyword values."""
        if isinstance(keyword, bytes):
            keyword = keyword.decode()

        if self.type in (b"DATA", b"DATA_FORMAT", b"KEYWORDS", b"SECTION"):
            context = self.parent
        elif self.type == b"SAMPLE":
            context = self.parent.parent
        else:
            context = self
        if "KEYWORDS" not in context:
            context["KEYWORDS"] = CGATS()
            context["KEYWORDS"].key = "KEYWORDS"
            context["KEYWORDS"].parent = context
            context["KEYWORDS"].root = self.root
            context["KEYWORDS"].type = b"KEYWORDS"
        if keyword.encode() not in list(context["KEYWORDS"].values()):
            newkey = len(context["KEYWORDS"])
            while newkey in context["KEYWORDS"]:
                newkey += 1
            context["KEYWORDS"][newkey] = keyword.encode()
        if value is not None:
            context[keyword] = value

    def add_section(self, key, value):
        self[key] = CGATS()
        self[key].key = key
        self[key].parent = self
        self[key].root = self
        self[key].type = b"SECTION"
        self[key].add_data(value)

    def remove_keyword(self, keyword, remove_value=True):
        """Remove a keyword from the list of keyword values."""
        if self.type in (b"DATA", b"DATA_FORMAT", b"KEYWORDS", b"SECTION"):
            context = self.parent
        elif self.type == b"SAMPLE":
            context = self.parent.parent
        else:
            context = self
        for key in list(context["KEYWORDS"].keys()):
            if context["KEYWORDS"][key] == keyword.encode():
                del context["KEYWORDS"][key]
        if remove_value:
            del context[keyword]

    def insert(self, key=None, data=None):
        """Insert data at index key. Also see add_data method."""
        self.add_data(data, key)

    def append(self, data):
        """Append data. Also see add_data method."""
        self.add_data(data)

    def get_data(self, field_names=None):
        data = self.queryv1("DATA")
        if not data:
            return False
        elif field_names:
            data = data.queryi(field_names)
        return data

    def get_RGB_XYZ_values(self):
        field_names = ("RGB_R", "RGB_G", "RGB_B", "XYZ_X", "XYZ_Y", "XYZ_Z")
        data = self.get_data(field_names)
        if not data:
            return False, False
        valueslist = []
        for _key in data:
            item = data[_key]
            values = []
            for field_name in field_names:
                values.append(item[field_name])
            valueslist.append(values)
        return data, valueslist

    def set_RGB_XYZ_values(self, valueslist):
        field_names = ("RGB_R", "RGB_G", "RGB_B", "XYZ_X", "XYZ_Y", "XYZ_Z")
        for i, values in enumerate(valueslist):
            for j, field_name in enumerate(field_names):
                self[i][field_name] = values[j]
        return True

    def checkerboard(
        self,
        sort1=sort_by_L,
        sort2=sort_RGB_white_to_top,
        split_grays=False,
        shift=False,
    ):
        data, valueslist = self.get_RGB_XYZ_values()
        if not valueslist:
            return False
        numvalues = len(valueslist)
        if sort1:
            valueslist = sorted(valueslist, key=functools.cmp_to_key(sort1))
        if sort2:
            valueslist = sorted(valueslist, key=functools.cmp_to_key(sort2))
        gray = []
        if split_grays:
            # Split values into gray and color. First gray in a consecutive
            # sequence of two or more grays will be added to color list,
            # following grays will be added to gray list.
            color = []
            prev_i = -1
            prev_values = []
            added = {prev_i: True}  # Keep track of entries we have added
            for i, values in enumerate(valueslist):
                if debug:
                    print(i + 1, "IN", values[:3])
                is_gray = values[:3] == [values[:3][0]] * 3
                prev = color
                cur = color
                if is_gray:
                    if not prev_values:
                        if debug:
                            print("WARNING - skipping gray because no prev")
                    elif values[:3] == prev_values[:3]:
                        # Same gray as prev value
                        prev = color
                        cur = gray
                        if prev_i not in added:
                            if debug:
                                print(
                                    "INFO - appending prev %s to color because prev was"
                                    " same gray but got skipped" % prev_values[:3]
                                )
                        if debug:
                            print(
                                "INFO - appending cur to gray because prev %s was same "
                                "gray" % prev_values[:3]
                            )
                    elif prev_values[:3] == [prev_values[:3][0]] * 3:
                        # Prev value was different gray
                        prev = gray
                        cur = gray
                        if prev_i not in added:
                            if debug:
                                print(
                                    "INFO - appending prev %s to gray because prev was "
                                    "different gray but got skipped" % prev_values[:3]
                                )
                        if debug:
                            print(
                                "INFO - appending cur to gray because prev %s was "
                                "different gray" % prev_values[:3]
                            )
                    elif i < numvalues - 1:
                        if debug:
                            print(
                                "WARNING - skipping gray because prev %s was not gray"
                                % prev_values[:3]
                            )
                    else:
                        # Last
                        if debug:
                            print(
                                "INFO - appending cur to color because prev %s was not "
                                "gray but cur is last" % prev_values[:3]
                            )
                if not is_gray or cur is gray or i == numvalues - 1:
                    if prev_i not in added:
                        if debug and prev is cur is color:
                            print(
                                "INFO - appending prev %s to color because prev got "
                                "skipped" % prev_values[:3]
                            )
                        prev.append(prev_values)
                        added[prev_i] = True
                    if debug and not is_gray and cur is color:
                        print("INFO - appending cur to color")
                    cur.append(values)
                    added[i] = True
                prev_i = i
                prev_values = values
            if (
                len(color) == 2
                and color[0][:3] == [0, 0, 0]
                and color[1][:3] == [100, 100, 100]
            ):
                if debug:
                    print(
                        "INFO - appending color to gray because color is only black "
                        "and white"
                    )
                gray.extend(color)
                color = []
                if sort1:
                    gray = sorted(gray, key=functools.cmp_to_key(sort1))
                if sort2:
                    gray = sorted(gray, key=functools.cmp_to_key(sort2))
            if debug:
                for i, values in enumerate(gray):
                    print("%4i" % (i + 1), "GRAY", ("%8.4f " * 3) % tuple(values[:3]))
                for i, values in enumerate(color):
                    print("%4i" % (i + 1), "COLOR", ("%8.4f " * 3) % tuple(values[:3]))
        else:
            color = valueslist
        checkerboard = []
        for valueslist in [gray, color]:
            if not valueslist:
                continue
            split = int(round(len(valueslist) / 2.0))
            valueslist1 = valueslist[:split]
            valueslist2 = valueslist[split:]
            if shift:
                # Shift values.
                #
                # If split is even:
                #   A1 A2 A3 A4 -> A1 B2 B3 B1 B4
                #   B1 B2 B3 B4 -> A3 A4 A2
                #
                # If split is uneven:
                #   A1 A2 A3 -> A1 B1 B2 B3 B4
                #   B1 B2 B3 B4 -> A2 A3
                offset = 0
                if split == len(valueslist) / 2.0:
                    # Even split
                    offset += 1
                valueslist1_orig = list(valueslist1)
                valueslist2_orig = list(valueslist2)
                valueslist1 = valueslist2_orig[offset:]
                valueslist2 = valueslist1_orig[offset + 1 :]
                valueslist1.insert(0, valueslist1_orig[0])
                if offset:
                    valueslist1.insert(-1, valueslist2_orig[0])
                    valueslist2.extend(valueslist1_orig[1:2])
            # Interleave.
            # 1 2 3 4 5 6 7 8 -> 1 5 2 6 3 7 4 8
            while valueslist1 or valueslist2:
                for valueslist in (valueslist1, valueslist2):
                    if valueslist:
                        values = valueslist.pop(0)
                        checkerboard.append(values)
        if shift and checkerboard[-1][:3] == [100, 100, 100]:
            # Move white patch to front
            if debug:
                print("INFO - moving white to front")
            checkerboard.insert(0, checkerboard.pop())
        if len(checkerboard) != numvalues:
            # This should never happen
            print(
                "Number of patches incorrect after re-ordering (is %i, should be %i)"
                % (len(checkerboard), numvalues)
            )
            return False
        return data.set_RGB_XYZ_values(checkerboard)

    def sort_RGB_gray_to_top(self):
        return self.sort_data_RGB_XYZ(sort_RGB_gray_to_top)

    def sort_RGB_to_top(
        self, red: bool = False, green: bool = False, blue: bool = False
    ) -> bool:
        """Sort quantities of R, G or B (or combinations) to top.

        Example: sort_RGB_to_top(True, False, False) - sort red values to top
        Example: sort_RGB_to_top(False, True, True) - sort cyan values to top

        """
        if red and green and blue:
            function = sort_RGB_gray_to_top
        elif red and green:
            function = sort_RGB_to_top_factory(0, 1, 2, 0)
        elif red and blue:
            function = sort_RGB_to_top_factory(0, 2, 1, 0)
        elif green and blue:
            function = sort_RGB_to_top_factory(1, 2, 0, 1)
        elif red:
            function = sort_RGB_to_top_factory(1, 2, 1, 0)
        elif green:
            function = sort_RGB_to_top_factory(0, 2, 0, 1)
        elif blue:
            function = sort_RGB_to_top_factory(0, 1, 0, 2)
        else:
            return False
        return self.sort_data_RGB_XYZ(function)

    def sort_RGB_white_to_top(self):
        return self.sort_data_RGB_XYZ(sort_RGB_white_to_top)

    def sort_by_HSI(self):
        return self.sort_data_RGB_XYZ(sort_by_HSI)

    def sort_by_HSL(self):
        return self.sort_data_RGB_XYZ(sort_by_HSL)

    def sort_by_HSV(self):
        return self.sort_data_RGB_XYZ(sort_by_HSV)

    def sort_by_L(self):
        return self.sort_data_RGB_XYZ(sort_by_L)

    def sort_by_RGB(self):
        return self.sort_data_RGB_XYZ(sort_by_RGB)

    def sort_by_BGR(self):
        return self.sort_data_RGB_XYZ(sort_by_BGR)

    def sort_by_RGB_pow_sum(self):
        return self.sort_data_RGB_XYZ(sort_by_RGB_pow_sum)

    def sort_by_RGB_sum(self):
        return self.sort_data_RGB_XYZ(sort_by_RGB_sum)

    def sort_by_rec709_luma(self):
        return self.sort_data_RGB_XYZ(sort_by_rec709_luma)

    def sort_data_RGB_XYZ(self, cmp=None, key=None, reverse=False):
        """Sort RGB/XYZ data"""
        data, valueslist = self.get_RGB_XYZ_values()
        if not valueslist:
            return False
        valueslist = sorted(valueslist, key=functools.cmp_to_key(cmp), reverse=reverse)
        return data.set_RGB_XYZ_values(valueslist)

    @property
    def modified(self):
        if self.root:
            return self.root._modified
        return self._modified

    def moveby1(self, start, inc=1):
        """Move items from start by incrementing or decrementing their key by inc."""
        r = range(start, len(self) + 1)
        if inc > 0:
            r = reversed(r)
        for key in r:
            if key in self:
                if key + inc < 0:
                    break
                else:
                    self[key].key += inc
                    self[key + inc] = self[key]
                    if key == len(self) - 1:
                        break

    def add_data(self, data, key=None):
        """Add data to the CGATS structure.

        data can be a CGATS instance, a dict, a list, a tuple, or a string or
        unicode instance.
        """
        context = self
        if self.type == b"DATA":
            if isinstance(data, (dict, list, tuple)):
                if self.parent["DATA_FORMAT"]:
                    fl, il = len(self.parent["DATA_FORMAT"]), len(data)
                    if fl != il:
                        raise CGATSTypeError(
                            "DATA entries take exactly %s values (%s given)" % (fl, il)
                        )
                    dataset = CGATS()
                    i = -1
                    for item in list(self.parent["DATA_FORMAT"].values()):
                        i += 1
                        if isinstance(data, dict):
                            try:
                                value = data[item.decode()]
                            except KeyError:
                                raise CGATSKeyError(item)
                        else:
                            value = data[i]
                        if item.upper() in (b"INDEX", b"SAMPLE_ID", b"SAMPLEID"):
                            if (
                                self.root.normalize_fields
                                and item.upper() == b"SAMPLEID"
                            ):
                                item = b"SAMPLE_ID"
                            # allow alphanumeric INDEX / SAMPLE_ID
                            if isinstance(value, bytes):
                                match = re.match(
                                    rb"(?:\d+|((?:\d*\.\d+|\d+)(?:e[+-]?\d+)?))$", value
                                )
                                if match:
                                    if match.groups()[0]:
                                        value = float(value)
                                    else:
                                        value = int(value)
                        elif item.upper() not in (
                            b"SAMPLE_NAME",
                            b"SAMPLE_LOC",
                            b"SAMPLENAME",
                        ):
                            try:
                                value = float(value)
                            except ValueError:
                                raise CGATSValueError(
                                    f"Invalid data type for {item} "
                                    f"(expected float, got {type(value)})"
                                )
                            else:
                                strval = bytes(str(abs(value)), "UTF-8")
                                if (
                                    self.parent.type != b"CAL"
                                    and item.startswith(b"RGB_")
                                    or item.startswith(b"CMYK_")
                                ):
                                    # Assuming 0..100, 4 decimal digits is
                                    # enough for roughly 19 bits integer
                                    # device values
                                    parts = strval.split(b".")
                                    if len(parts) == 2 and len(parts[-1]) > 4:
                                        value = round(value, 4)
                                        strval = bytes(str(abs(value)), "UTF-8")
                                parts = strval.split(b"e")
                                lencheck = len(parts[0])
                                if len(parts) > 1:
                                    lencheck += abs(int(parts[1]))
                                if lencheck > self.vmaxlen:
                                    self.vmaxlen = lencheck
                        elif (
                            self.root.normalize_fields and item.upper() == b"SAMPLENAME"
                        ):
                            item = b"SAMPLE_NAME"
                        dataset[item.decode()] = value
                    if isinstance(key, int):
                        # accept only integer keys.
                        # move existing items
                        self.moveby1(key)
                    else:
                        key = len(self)
                    dataset.key = key
                    dataset.parent = self
                    dataset.root = self.root
                    dataset.type = b"SAMPLE"
                    self[key] = dataset
                else:
                    raise CGATSInvalidOperationError(
                        "Cannot add to DATA because of missing DATA_FORMAT"
                    )
            else:
                raise CGATSTypeError(
                    f"Invalid data type for {self.type} (expected CGATS, dict, list or "
                    f"tuple, got {type(data)})"
                )
        elif self.type == b"ROOT":
            if (
                isinstance(data, bytes)
                and data.find(b"\n") < 0
                and data.find(b"\r") < 0
            ):
                if isinstance(key, int):
                    # accept only integer keys.
                    # move existing items
                    self.moveby1(key)
                else:
                    key = len(self)
                self[key] = CGATS()
                self[key].key = key
                self[key].parent = self
                self[key].root = self.root
                self[key].type = data
                context = self[key]
            elif not len(self):
                context = self.add_data(self.file_identifier)  # create root element
                context = context.add_data(data, key)
            else:
                raise CGATSTypeError(
                    f"Invalid data type for {self.type} "
                    f"(expected str or unicode without line endings, got {type(data)})"
                )
        elif self.type == b"SECTION":
            if isinstance(data, bytes):
                if isinstance(key, int):
                    # accept only integer keys.
                    # move existing items
                    self.moveby1(key)
                else:
                    key = len(self)
                self[key] = data
            else:
                raise CGATSTypeError(
                    f"Invalid data type for {self.type} "
                    f"(expected bytes or str, got {type(data)})"
                )
        elif self.type in (b"DATA_FORMAT", b"KEYWORDS") or (
            self.parent and self.parent.type == b"ROOT"
        ):
            if isinstance(data, (dict, list, tuple)):
                for var in data:
                    if isinstance(var, bytes):
                        var = var.decode()
                    if var in ("NUMBER_OF_FIELDS", "NUMBER_OF_SETS"):
                        self[var] = None
                    else:
                        if isinstance(data, dict):
                            if self.type in (b"DATA_FORMAT", b"KEYWORDS"):
                                key, value = len(self), data[var]
                            else:
                                key, value = var, data[var]
                        else:
                            key, value = len(self), var.encode()
                        if (
                            self.root.normalize_fields
                            and (
                                self.type in (b"DATA_FORMAT", b"KEYWORDS")
                                or var == "KEYWORD"
                            )
                            and isinstance(value, bytes)
                        ):
                            value = value.upper()
                            if value == b"SAMPLEID":
                                value = b"SAMPLE_ID"
                            elif value == b"SAMPLENAME":
                                value = b"SAMPLE_NAME"
                        if var == "KEYWORD":
                            self.emit_keywords = True
                            if value != b"KEYWORD":
                                self.add_keyword(value)
                            else:
                                print('Warning: cannot add keyword "KEYWORD"')
                        else:
                            if isinstance(value, bytes) and key not in (
                                "DESCRIPTOR",
                                "ORIGINATOR",
                                "CREATED",
                                "DEVICE_CLASS",
                                "COLOR_REP",
                                "TARGET_INSTRUMENT",
                                "LUMINANCE_XYZ_CDM2",
                                "OBSERVER",
                                "INSTRUMENT",
                                "MANUFACTURER_ID",
                                "MANUFACTURER",
                                "REFERENCE",
                                "REFERENCE_OBSERVER",
                                "DISPLAY",
                                "TECHNOLOGY",
                                "REFERENCE_FILENAME",
                                "REFERENCE_HASH",
                                "TARGET_FILENAME",
                                "TARGET_HASH",
                                "FIT_METHOD",
                            ):
                                match = re.match(
                                    rb"(?:\d+|((?:\d*\.\d+|\d+)(?:e[+-]?\d+)?))$", value
                                )
                                if match:
                                    if match.groups()[0]:
                                        value = float(value)
                                    else:
                                        value = int(value)
                                    if self.type in (b"DATA_FORMAT", b"KEYWORDS"):
                                        raise CGATSTypeError(
                                            f"Invalid data type for {self.type} "
                                            "(expected bytes or str, "
                                            f"got {type(value)})"
                                        )
                            self[key] = value
            else:
                raise CGATSTypeError(
                    f"Invalid data type for {self.type} (expected "
                    f"CGATS, dict, list or tuple, got {type(data)})"
                )
        else:
            raise CGATSInvalidOperationError(f"Cannot add data to {self.type}")
        return context

    def export_3d(
        self,
        filename,
        colorspace="RGB",
        RGB_black_offset=40,
        normalize_RGB_white=False,
        compress=True,
        format="VRML",
    ):
        if colorspace not in (
            "DIN99",
            "DIN99b",
            "DIN99c",
            "DIN99d",
            "LCH(ab)",
            "LCH(uv)",
            "Lab",
            "Luv",
            "Lu'v'",
            "RGB",
            "xyY",
            "HSI",
            "HSL",
            "HSV",
            "ICtCp",
            "IPT",
            "Lpt",
        ):
            raise ValueError("export_3d: Unknown colorspace %r" % colorspace)
        from DisplayCAL import x3dom

        data = self.queryv1("DATA")
        if self.queryv1("ACCURATE_EXPECTED_VALUES") == "true":
            cat = "Bradford"
        else:
            cat = "XYZ scaling"
        radius = 15.0 / (len(data) ** (1.0 / 3.0))
        scale = 1.0
        if colorspace.startswith("DIN99"):
            if colorspace == "DIN99":
                scale = 100.0 / 40
            else:
                scale = 100.0 / 50
            radius /= scale
        white = data.queryi1({"RGB_R": 100, "RGB_G": 100, "RGB_B": 100})
        if white:
            white = white["XYZ_X"], white["XYZ_Y"], white["XYZ_Z"]
        else:
            white = "D50"
        white = colormath.get_whitepoint(white)
        d50 = colormath.get_whitepoint("D50")
        if colorspace == "Lu'v'":
            white_u_, white_v_ = colormath.XYZ2Lu_v_(*d50)[1:]
        elif colorspace == "xyY":
            white_x, white_y = colormath.XYZ2xyY(*d50)[:2]
        vrml = """#VRML V2.0 utf8

Transform {
    children [

        NavigationInfo {
            type "EXAMINE"
        }

        DirectionalLight {
            direction 0 0 -1
            direction 0 -1 0
        }

        Viewpoint {
            fieldOfView %(fov)s
            position 0 0 %(z)s
        }

        %(axes)s
%(children)s
    ]
}
"""
        child = """     # Sphere
        Transform {
            translation %(x).6f %(y).6f %(z).6f
            children [
                Shape{
                    geometry Sphere { radius %(radius).6f}
                    appearance Appearance { material Material { diffuseColor %(R).6f %(G).6f %(B).6f} }
                }
            ]
        }
"""
        axes = ""
        if colorspace not in (
            "Lab",
            "Luv",
            "ICtCp",
            "IPT",
            "Lpt",
        ) and not colorspace.startswith("DIN99"):
            if colorspace in ("Lu'v'", "xyY"):
                maxz = scale = 100
                maxxy = 200
                radius /= 2.0
                if colorspace == "Lu'v'":
                    xlabel, ylabel, zlabel = "u' 0.6", "v' 0.6", "L* 100"
                    offsetx, offsety = -0.3, -0.3
                    scale = maxxy / 0.6
                else:
                    xlabel, ylabel, zlabel = "x 0.8", "y 0.8", "Y 100"
                    offsetx, offsety = -0.4, -0.4
                    scale = maxxy / 0.8
                axes = x3dom.get_vrml_axes(
                    xlabel,
                    ylabel,
                    zlabel,
                    offsetx * scale,
                    offsety * scale,
                    0,
                    maxxy,
                    maxxy,
                    maxz,
                )
            elif colorspace in ("LCH(ab)", "LCH(uv)"):
                if colorspace == "LCH(ab)":
                    xlabel, ylabel, zlabel = "H(ab)", "C(ab)", "L*"
                else:
                    xlabel, ylabel, zlabel = "H(uv)", "C(uv)", "L*"
                axes = x3dom.get_vrml_axes(
                    xlabel, ylabel, zlabel, -180, -100, 0, 360, 200, 100, False
                )
        else:
            pxcolor = "1.0 0.0 0.0"
            nxcolor = "0.0 1.0 0.0"
            pycolor = "1.0 1.0 0.0"
            nycolor = "0.0 0.0 1.0"
            if colorspace.startswith("DIN99"):
                axes += """Transform {
            translation %.1f %.1f -50.0
            children [
                Shape {
                    geometry Text {
                        string ["%s"]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %.1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor 0.7 0.7 0.7 }
                    }
                }
            ]
        }
""" % (
                    100 / scale,
                    100 / scale,
                    colorspace,
                    10.0 / scale,
                )
                (pxlabel, nxlabel, pylabel, nylabel, pllabel) = (
                    '"a", "+%i"' % (100 / scale),
                    '"a", "-%i"' % (100 / scale),
                    '"b +%i"' % (100 / scale),
                    '"b -%i"' % (100 / scale),
                    '"L", "+100"',
                )
            elif colorspace == "ICtCp":
                scale = 2.0
                radius /= 2.0
                (pxlabel, nxlabel, pylabel, nylabel, pllabel) = (
                    '"Ct", "+%.1f"' % 0.5,
                    '"Ct", "-%.1f"' % 0.5,
                    '"Cp +%.1f"' % 0.5,
                    '"Cp -%.1f"' % 0.5,
                    '"I"',
                )
                pxcolor = "0.5 0.0 1.0"
                nxcolor = "0.8 1.0 0.0"
                pycolor = "1.0 0.0 0.25"
                nycolor = "0.0 1.0 1.0"
            elif colorspace == "IPT":
                (pxlabel, nxlabel, pylabel, nylabel, pllabel) = (
                    '"P", "+%.1f"' % 1,
                    '"P", "-%.1f"' % 1,
                    '"T +%.1f"' % 1,
                    '"T -%.1f"' % 1,
                    '"I"',
                )
            else:
                if colorspace == "Luv":
                    x = "u"
                    y = "v"
                elif colorspace == "Lpt":
                    x = "p"
                    y = "t"
                else:
                    x = "a"
                    y = "b"
                (pxlabel, nxlabel, pylabel, nylabel, pllabel) = (
                    '"%s*", "+100"' % x,
                    '"%s*", "-100"' % x,
                    '"%s* +100"' % y,
                    '"%s* -100"' % y,
                    '"L*", "+100"',
                )
            values = {
                "wh": 2.0 / scale,
                "ab": 100.0 / scale,
                "aboffset": 50.0 / scale,
                "fontsize": 10.0 / scale,
                "ap": 102.0 / scale,
                "an": 108.0 / scale,
                "Ln": 3.0,
                "bp0": 3.0,
                "bp1": 103.0 / scale,
                "bn0": 3.0,
                "bn1": 107.0 / scale,
                "pxlabel": pxlabel,
                "nxlabel": nxlabel,
                "pylabel": pylabel,
                "nylabel": nylabel,
                "pllabel": pllabel,
                "pxcolor": pxcolor,
                "nxcolor": nxcolor,
                "pycolor": pycolor,
                "nycolor": nycolor,
            }
            axes += (
                """# L* axis
        Transform {
            translation 0.0 0.0 0.0
            children [
                Shape {
                    geometry Box { size %(wh).1f %(wh).1f 100.0 }
                    appearance Appearance {
                        material Material { diffuseColor 0.7 0.7 0.7 }
                    }
                }
            ]
        }
        # L* axis label
        Transform {
            translation -%(Ln).1f -%(wh).1f 55.0
            children [
                Shape {
                    geometry Text {
                        string [%(pllabel)s]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %(fontsize).1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor 0.7 0.7 0.7}
                    }
                }
            ]
        }
        # +x axis
        Transform {
            translation %(aboffset).1f 0.0 -50.0
            children [
                Shape {
                    geometry Box { size %(ab).1f %(wh).1f %(wh).1f }
                    appearance Appearance {
                        material Material { diffuseColor %(pxcolor)s }
                    }
                }
            ]
        }
        # +x axis label
        Transform {
            translation %(ap).1f -%(wh).1f -50.0
            children [
                Shape {
                    geometry Text {
                        string [%(pxlabel)s]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %(fontsize).1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor %(pxcolor)s }
                    }
                }
            ]
        }
        # -x axis
        Transform {
            translation -%(aboffset).1f 0.0 -50.0
            children [
                Shape {
                    geometry Box { size %(ab).1f %(wh).1f %(wh).1f }
                    appearance Appearance {
                        material Material { diffuseColor %(nxcolor)s }
                    }
                }
            ]
        }
        # -x axis label
        Transform {
            translation -%(an).1f -%(wh).1f -50.0
            children [
                Shape {
                    geometry Text {
                        string [%(nxlabel)s]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %(fontsize).1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor %(nxcolor)s }
                    }
                }
            ]
        }
        # +y axis
        Transform {
            translation 0.0 %(aboffset).1f -50.0
            children [
                Shape {
                    geometry Box { size %(wh).1f %(ab).1f %(wh).1f }
                    appearance Appearance {
                        material Material { diffuseColor %(pycolor)s }
                    }
                }
            ]
        }
        # +y axis label
        Transform {
            translation -%(bp0).1f %(bp1).1f -50.0
            children [
                Shape {
                    geometry Text {
                        string [%(pylabel)s]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %(fontsize).1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor %(pycolor)s }
                    }
                }
            ]
        }
        # -y axis
        Transform {
            translation 0.0 -%(aboffset).1f -50.0
            children [
                Shape {
                    geometry Box { size %(wh).1f %(ab).1f %(wh).1f }
                    appearance Appearance {
                        material Material { diffuseColor %(nycolor)s }
                    }
                }
            ]
        }
        # -y axis label
        Transform {
            translation -%(bn0).1f -%(bn1).1f -50.0
            children [
                Shape {
                    geometry Text {
                        string [%(nylabel)s]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %(fontsize).1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor %(nycolor)s }
                    }
                }
            ]
        }
        # Zero
        Transform {
            translation -%(Ln).1f -%(wh).1f -55.0
            children [
                Shape {
                    geometry Text {
                        string ["0"]
                        fontStyle FontStyle { family "SANS" style "BOLD" size %(fontsize).1f }
                    }
                    appearance Appearance {
                        material Material { diffuseColor 0.7 0.7 0.7}
                    }
                }
            ]
        }
"""
                % values
            )
        children = []
        sqrt3_100 = math.sqrt(3) * 100
        sqrt3_50 = math.sqrt(3) * 50
        for entry in data.values():
            X, Y, Z = colormath.adapt(
                entry["XYZ_X"],
                entry["XYZ_Y"],
                entry["XYZ_Z"],
                white,
                "D65" if colorspace in ("ICtCp", "IPT") else "D50",
                cat=cat,
            )
            L, a, b = colormath.XYZ2Lab(X, Y, Z)
            if colorspace == "RGB":
                # Fudge device locations into Lab space
                x, y, z = (
                    entry["RGB_G"] - 50,
                    entry["RGB_B"] - 50,
                    entry["RGB_R"] - 50,
                )
            elif colorspace == "HSI":
                H, S, z = colormath.RGB2HSI(
                    entry["RGB_R"] / 100.0,
                    entry["RGB_G"] / 100.0,
                    entry["RGB_B"] / 100.0,
                )
                rad = H * 360 * math.pi / 180
                x, y = S * z * math.cos(rad), S * z * math.sin(rad)
                # Fudge device locations into Lab space
                x, y, z = x * sqrt3_100, y * sqrt3_100, z * sqrt3_100 - sqrt3_50
            elif colorspace == "HSL":
                H, S, z = colormath.RGB2HSL(
                    entry["RGB_R"] / 100.0,
                    entry["RGB_G"] / 100.0,
                    entry["RGB_B"] / 100.0,
                )
                rad = H * 360 * math.pi / 180
                if z > 0.5:
                    S *= 1 - z
                else:
                    S *= z
                x, y = S * math.cos(rad), S * math.sin(rad)
                # Fudge device locations into Lab space
                x, y, z = x * sqrt3_100, y * sqrt3_100, z * sqrt3_100 - sqrt3_50
            elif colorspace == "HSV":
                H, S, z = colormath.RGB2HSV(
                    entry["RGB_R"] / 100.0,
                    entry["RGB_G"] / 100.0,
                    entry["RGB_B"] / 100.0,
                )
                rad = H * 360 * math.pi / 180
                x, y = S * z * math.cos(rad), S * z * math.sin(rad)
                # Fudge device locations into Lab space
                x, y, z = x * sqrt3_50, y * sqrt3_50, z * sqrt3_100 - sqrt3_50
            elif colorspace == "Lab":
                x, y, z = a, b, L - 50
            elif colorspace in ("DIN99", "DIN99b"):
                if colorspace == "DIN99":
                    L99, a99, b99 = colormath.Lab2DIN99(L, a, b)
                else:
                    L99, a99, b99 = colormath.Lab2DIN99b(L, a, b)
                x, y, z = a99, b99, L99 - 50
            elif colorspace in ("DIN99c", "DIN99d"):
                if colorspace == "DIN99c":
                    L99, a99, b99 = colormath.XYZ2DIN99c(X, Y, Z)
                else:
                    L99, a99, b99 = colormath.XYZ2DIN99d(X, Y, Z)
                x, y, z = a99, b99, L99 - 50
            elif colorspace in ("LCH(ab)", "LCH(uv)"):
                if colorspace == "LCH(ab)":
                    L, C, H = colormath.Lab2LCHab(L, a, b)
                else:
                    L, u, v = colormath.XYZ2Luv(X, Y, Z)
                    L, C, H = colormath.Luv2LCHuv(L, u, v)
                x, y, z = H - 180, C - 100, L - 50
            elif colorspace == "Luv":
                L, u, v = colormath.XYZ2Luv(X, Y, Z)
                x, y, z = u, v, L - 50
            elif colorspace == "Lu'v'":
                L, u_, v_ = colormath.XYZ2Lu_v_(X, Y, Z)
                x, y, z = (
                    (u_ + offsetx) * scale,
                    (v_ + offsety) * scale,
                    L / 100.0 * maxz - 50,
                )
            elif colorspace == "xyY":
                x, y, Y = colormath.XYZ2xyY(X, Y, Z)
                x, y, z = (
                    (x + offsetx) * scale,
                    (y + offsety) * scale,
                    Y / 100.0 * maxz - 50,
                )
            elif colorspace == "ICtCp":
                I, Ct, Cp = colormath.XYZ2ICtCp(
                    X / 100.0, Y / 100.0, Z / 100.0, clamp=False
                )
                x, y, z = Ct * 100, Cp * 100, I * 100 - 50
            elif colorspace == "IPT":
                I, P, T = colormath.XYZ2IPT(X / 100.0, Y / 100.0, Z / 100.0)
                x, y, z = P * 100, T * 100, I * 100 - 50
            elif colorspace == "Lpt":
                L, p, t = colormath.XYZ2Lpt(X, Y, Z)
                x, y, z = p, t, L - 50
            if RGB_black_offset != 40:
                # Keep reference hue and saturation
                # Lab to sRGB using reference black offset of 40 like Argyll CMS
                R, G, B = colormath.Lab2RGB(
                    L * (100.0 - 40.0) / 100.0 + 40.0,
                    a,
                    b,
                    scale=0.7,
                    noadapt=not normalize_RGB_white,
                )
                H_ref, S_ref, V_ref = colormath.RGB2HSV(R, G, B)
            # Lab to sRGB using actual black offset
            R, G, B = colormath.Lab2RGB(
                L * (100.0 - RGB_black_offset) / 100.0 + RGB_black_offset,
                a,
                b,
                scale=0.7,
                noadapt=not normalize_RGB_white,
            )
            if RGB_black_offset != 40:
                H, S, V = colormath.RGB2HSV(R, G, B)
                # Use reference H and S to go back to RGB
                R, G, B = colormath.HSV2RGB(H_ref, S_ref, V)
            children.append(
                child
                % {
                    "x": x,
                    "y": y,
                    "z": z,
                    "R": R + 0.05,
                    "G": G + 0.05,
                    "B": B + 0.05,
                    "radius": radius,
                }
            )
        children = "".join(children)
        # Choose viewpoint fov and z position based on colorspace
        fov = 45
        z = 340
        if colorspace in ("LCH(ab)", "LCH(uv)"):
            # Use a very narrow field of view for LCH
            fov /= 16.0
            z *= 16
        elif colorspace.startswith("DIN99") or colorspace == "ICtCp":
            fov /= scale
        out = vrml % {
            "children": children,
            "axes": axes,
            "fov": fov / 180.0 * math.pi,
            "z": z,
        }
        if format != "VRML":
            print("Generating", format)
            x3d = x3dom.vrml2x3dom(out)
            if format == "HTML":
                out = x3d.html(title=os.path.basename(filename))
            else:
                out = x3d.x3d()
        if compress:
            writer = GzipFileProper
        else:
            writer = open
        safe_print("Writing", filename)
        with writer(filename, "wb") as outfile:
            outfile.write(out.encode("utf-8"))

    @property
    def NUMBER_OF_FIELDS(self):
        """Get number of fields"""
        if "DATA_FORMAT" in self:
            return len(self["DATA_FORMAT"])
        return 0

    @property
    def NUMBER_OF_SETS(self):
        """Get number of sets"""
        if "DATA" in self:
            return len(self["DATA"])
        return 0

    def query(self, query, query_value=None, get_value=False, get_first=False):
        """Return CGATS object of items or values where query matches.

        Query can be a dict with key / value pairs, a tuple or a string.
        Return empty CGATS object if no matching items found.

        """
        modified = self.modified

        if not get_first:
            result = CGATS()
        else:
            result = None

        if not isinstance(query, dict):
            if not isinstance(query, (list, tuple)):
                query = (query,)

        items = [self] + [self[key] for key in self]
        for item in items:
            if isinstance(item, (dict, list, tuple)):
                if not get_first:
                    n = len(result)

                if get_value:
                    result_n = CGATS()
                else:
                    result_n = None

                match_count = 0
                for query_key in query:
                    if query_key in item or (
                        isinstance(item, CGATS)
                        and (
                            (query_key == "NUMBER_OF_FIELDS" and "DATA_FORMAT" in item)
                            or (query_key == "NUMBER_OF_SETS" and "DATA" in item)
                        )
                    ):
                        if query_value is None and isinstance(query, dict):
                            current_query_value = query[query_key]
                        else:
                            current_query_value = query_value
                        if current_query_value is not None:
                            if item[query_key] != current_query_value:
                                break
                        if get_value:
                            result_n[len(result_n)] = item[query_key]
                        match_count += 1
                    else:
                        break

                if match_count == len(query):
                    if not get_value:
                        result_n = item
                    if result_n is not None:
                        if get_first:
                            if (
                                get_value
                                and isinstance(result_n, dict)
                                and len(result_n) == 1
                            ):
                                result = result_n[0]
                            else:
                                result = result_n
                            break
                        elif len(result_n):
                            if (
                                get_value
                                and isinstance(result_n, dict)
                                and len(result_n) == 1
                            ):
                                result[n] = result_n[0]
                            else:
                                result[n] = result_n

                if isinstance(item, CGATS) and item != self:
                    result_n = item.query(query, query_value, get_value, get_first)
                    if result_n is not None:
                        if get_first:
                            result = result_n
                            break
                        elif len(result_n):
                            for i in result_n:
                                n = len(result)
                                if result_n[i] not in list(result.values()):
                                    result[n] = result_n[i]

        if isinstance(result, CGATS):
            result.setmodified(modified)
        return result

    def queryi(self, query, query_value=None):
        """Query and return matching items. See also query method."""
        return self.query(query, query_value, get_value=False, get_first=False)

    def queryi1(self, query, query_value=None):
        """Query and return first matching item. See also query method."""
        return self.query(query, query_value, get_value=False, get_first=True)

    def queryv(self, query, query_value=None):
        """Query and return matching values. See also query method."""
        return self.query(query, query_value, get_value=True, get_first=False)

    def queryv1(self, query, query_value=None):
        """Query and return first matching value. See also query method."""
        return self.query(query, query_value, get_value=True, get_first=True)

    def remove(self, item):
        """Remove an item from the internal CGATS structure."""
        if isinstance(item, CGATS):
            key = item.key
        else:
            key = item
        maxindex = len(self) - 1
        result = self[key]
        if isinstance(key, int) and key != maxindex:
            self.moveby1(key + 1, -1)
        name = len(self) - 1
        dict.pop(self, name)
        self.setmodified()
        return result

    def convert_XYZ_to_Lab(self):
        """Convert XYZ to D50 L*a*b* and add it as additional fields"""
        color_rep = (self.queryv1("COLOR_REP") or b"").split(b"_")

        if color_rep[1] == b"LAB":
            # Nothing to do
            return

        if (
            len(color_rep) != 2
            or color_rep[0] not in (b"RGB", b"CMYK")
            or color_rep[1] != b"XYZ"
        ):
            raise NotImplementedError(
                "Got unsupported color "
                "representation %s" % b"_".join(color_rep).decode("utf-8")
            )

        data = self.queryv1("DATA")
        if not data:
            raise CGATSError("No data")

        if color_rep[0] == b"RGB":
            white = data.queryv1({"RGB_R": 100, "RGB_G": 100, "RGB_B": 100})
        elif color_rep[0] == b"CMYK":
            white = data.queryv1({"CMYK_C": 0, "CMYK_M": 0, "CMYK_Y": 0, "CMYK_K": 0})
        if not white:
            raise CGATSError("Missing white patch")

        device_labels = []
        for i in range(len(color_rep[0])):
            channel = color_rep[0][i : i + 1]
            device_labels.append(color_rep[0] + b"_" + channel)

        # Always XYZ
        cie_labels = []
        for i in range(len(color_rep[1])):
            channel = color_rep[1][i : i + 1]
            cie_labels.append(color_rep[1] + b"_" + channel)

        # Add entries to DATA_FORMAT
        Lab_data_format = (b"LAB_L", b"LAB_A", b"LAB_B")
        for label in Lab_data_format:
            if label not in list(data.parent.DATA_FORMAT.values()):
                data.parent.DATA_FORMAT.add_data((label,))

        # Add L*a*b* to each sample
        for _key in data:
            sample = data[_key]
            cie_values = [sample[label.decode("utf-8")] for label in cie_labels]
            Lab = colormath.XYZ2Lab(*cie_values)
            for i, label in enumerate(Lab_data_format):
                sample[label] = Lab[i]

    def fix_zero_measurements(self, warn_only=False, logfile=safe_print):
        """Fix (or warn about) <= zero measurements

        If XYZ/Lab = 0, the sample gets removed. If only one component of
        XYZ/Lab is <= 0, it gets fudged so that the component is nonzero
        (because otherwise, Argyll's colprof will remove it, which can have bad
        effects if it's an 'essential' sample)

        """
        color_rep = (self.queryv1("COLOR_REP") or b"").split(b"_")
        data = self.queryv1("DATA")
        if len(color_rep) == 2 and data:
            # Check for XYZ/Lab = 0 readings
            cie_labels = []
            for i in range(len(color_rep[1])):
                channel = color_rep[1][i : i + 1]
                cie_labels.append(color_rep[1] + b"_" + channel)
                if color_rep[1] == b"LAB":
                    # Only check L* for zero values
                    break
            device_labels = []
            for i in range(len(color_rep[0])):
                channel = color_rep[0][i : i + 1]
                device_labels.append(color_rep[0] + b"_" + channel)
            remove = []
            for _key in data:
                sample = data[_key]
                cie_values = [sample[label.decode("utf-8")] for label in cie_labels]
                # Check if zero
                device_label_values = sample.queryv1(device_labels)
                if [v for v in cie_values if v]:
                    # Not all zero. Check if some component(s) equal or below zero
                    if min(cie_values) <= 0:
                        for label in cie_labels:
                            if sample[label.decode("utf-8")] <= 0:
                                if warn_only:
                                    if logfile:
                                        logfile.write(
                                            "Warning: Sample ID %i (%s %s) has %s <= 0!\n"
                                            % (
                                                sample.SAMPLE_ID,
                                                color_rep[0],
                                                " ".join(
                                                    device_label_values.decode(
                                                        "utf-8"
                                                    ).split()
                                                    if device_label_values
                                                    else [""]
                                                ),
                                                label.decode("utf-8"),
                                            )
                                        )
                                else:
                                    # Fudge to be nonzero
                                    sample[label.decode("utf-8")] = 0.000001
                                    if logfile:
                                        logfile.write(
                                            "Fudged sample ID %i (%s %s) %s to be "
                                            "non-zero\n"
                                            % (
                                                sample.SAMPLE_ID,
                                                color_rep[0],
                                                " ".join(
                                                    device_label_values.decode(
                                                        "utf-8"
                                                    ).split()
                                                    if device_label_values
                                                    else [""]
                                                ),
                                                label.decode("utf-8"),
                                            )
                                        )
                    continue
                # All zero
                device_values = [
                    sample[label.decode("utf-8")] for label in device_labels
                ]
                if not max(device_values):
                    # Skip device black
                    continue
                if warn_only:
                    if logfile:
                        logfile.write(
                            "Warning: Sample ID %i (%s %s) has %s = 0!\n"
                            % (
                                sample.SAMPLE_ID,
                                color_rep[0],
                                " ".join(
                                    device_label_values.decode("utf-8").split()
                                    if device_label_values
                                    else [""]
                                ),
                                color_rep[1],
                            )
                        )
                else:
                    # Queue sample for removal
                    remove.insert(0, sample)
                    if logfile:
                        logfile.write(
                            "Removed sample ID %i (%s %s) with %s = 0\n"
                            % (
                                sample.SAMPLE_ID,
                                color_rep[0],
                                " ".join(
                                    device_label_values.decode("utf-8").split()
                                    if device_label_values
                                    else [""]
                                ),
                                color_rep[1],
                            )
                        )
            for sample in remove:
                # Remove sample
                data.pop(sample)

    def fix_device_values_scaling(self, color_rep=None):
        """Attempt to fix device value scaling so that max = 100

        Return number of fixed DATA sections

        """
        fixed = 0
        for labels in get_device_value_labels(color_rep):
            for dataset in self.query(b"DATA").values():
                for item in dataset.queryi(labels).values():
                    for label in labels:
                        if item[label] > 100:
                            dataset.scale_device_values(color_rep=color_rep)
                            fixed += 1
                            break
        return fixed

    def normalize_to_y_100(self):
        """Scale XYZ values so that RGB 100 = Y 100"""
        if "DATA" in self:
            white_cie = self.get_white_cie()
            if white_cie and "XYZ_Y" in white_cie:
                white_Y = white_cie["XYZ_Y"]
                if white_Y != 100:
                    self.add_keyword(
                        "LUMINANCE_XYZ_CDM2",
                        "%.4f %.4f %.4f"
                        % (white_cie["XYZ_X"], white_cie["XYZ_Y"], white_cie["XYZ_Z"]),
                    )
                    for sample in self.DATA.values():
                        for label in "XYZ":
                            v = sample["XYZ_" + label]
                            sample["XYZ_" + label] = v / white_Y * 100
                self.add_keyword("NORMALIZED_TO_Y_100", "YES")
                return True
        return False

    def quantize_device_values(self, bits=8, quantizer=round):
        """Quantize device values to n bits"""
        q = 2**bits - 1.0
        for data in self.queryv("DATA").values():
            if data.parent.type == b"CAL":
                maxv = 1.0
                digits = 8
            else:
                maxv = 100.0
                # Assuming 0..100, 4 decimal digits is
                # enough for roughly 19 bits integer
                # device values
                digits = 4
            color_rep = (data.parent.queryv1("COLOR_REP") or b"").split(b"_")[0]
            for labels in get_device_value_labels(color_rep):
                for item in data.queryi(labels).values():
                    for label in labels:
                        item[label] = round(
                            quantizer(item[label] / maxv * q) / q * maxv, digits
                        )

    def scale_device_values(self, factor=100.0 / 255, color_rep=None):
        """Scales device values by multiplying with factor."""
        for labels in get_device_value_labels(color_rep):
            for data in self.queryv("DATA").values():
                for item in data.queryi(labels).values():
                    for label in labels:
                        item[label] *= factor

    def adapt(
        self, whitepoint_source=None, whitepoint_destination=None, cat="Bradford"
    ):
        """Perform chromatic adaptation if possible (needs XYZ or LAB)

        Return number of affected DATA sections.

        """
        sections = 0
        for dataset in self.query("DATA").values():
            if not dataset.get_cie_data_format():
                continue
            if not whitepoint_source:
                whitepoint_source = dataset.get_white_cie("XYZ")
            if whitepoint_source:
                sections += 1
                for item in dataset.queryv1("DATA").values():
                    if "XYZ_X" in item:
                        X, Y, Z = item["XYZ_X"], item["XYZ_Y"], item["XYZ_Z"]
                    else:
                        X, Y, Z = colormath.Lab2XYZ(
                            item["LAB_L"], item["LAB_A"], item["LAB_B"], scale=100
                        )
                    X, Y, Z = colormath.adapt(
                        X, Y, Z, whitepoint_source, whitepoint_destination, cat
                    )
                    if "LAB_L" in item:
                        (
                            item["LAB_L"],
                            item["LAB_A"],
                            item["LAB_B"],
                        ) = colormath.XYZ2Lab(X, Y, Z)
                    if "XYZ_X" in item:
                        item["XYZ_X"], item["XYZ_Y"], item["XYZ_Z"] = X, Y, Z
        return sections

    def apply_bpc(self, bp_out=(0, 0, 0), weight=False):
        """Apply black point compensation.

        Scales XYZ so that black (RGB 0) = zero.
        Needs a CGATS structure with RGB and XYZ data and atleast one black and
        white patch.

        Return number of affected DATA sections.

        """
        n = 0
        for dataset in self.query("DATA").values():
            if dataset.type.strip() == b"CAL":
                is_Lab = False
                labels = ("RGB_R", "RGB_G", "RGB_B")
                data = dataset.queryi(labels)

                # Get black
                black1 = data.queryi1({"RGB_I": 0})
                # Get white
                white1 = data.queryi1({"RGB_I": 1})
                if not black1 or not white1:
                    # Can't apply bpc
                    continue

                black = []
                white = []
                for label in labels:
                    black.append(black1[label])
                    white.append(white1[label])
                max_v = 1.0
            else:
                is_Lab = b"_LAB" in (dataset.queryv1("COLOR_REP") or b"")
                if is_Lab:
                    labels = ("LAB_L", "LAB_A", "LAB_B")
                    index = 0  # Index of L* in labels
                else:
                    labels = ("XYZ_X", "XYZ_Y", "XYZ_Z")
                    index = 1  # Index of Y in labels
                data = dataset.queryi(("RGB_R", "RGB_G", "RGB_B") + labels)

                # Get blacks
                blacks = data.queryi({"RGB_R": 0, "RGB_G": 0, "RGB_B": 0})
                # Get whites
                whites = data.queryi({"RGB_R": 100, "RGB_G": 100, "RGB_B": 100})
                if not blacks or not whites:
                    # Can't apply bpc
                    continue

                black = [0, 0, 0]
                for i in blacks:
                    if blacks[i][labels[index]] > black[index]:
                        for j, label in enumerate(labels):
                            black[j] = blacks[i][label]
                if is_Lab:
                    black = colormath.Lab2XYZ(*black)

                white = [0, 0, 0]
                for i in whites:
                    if whites[i][labels[index]] > white[index]:
                        for j, label in enumerate(labels):
                            white[j] = whites[i][label]
                if is_Lab:
                    max_v = 100.0
                    white = colormath.Lab2XYZ(*white)
                else:
                    max_v = white[1]
                    black = [v / max_v for v in black]
                    white = [v / max_v for v in white]

            # Apply black point compensation
            n += 1
            for i in data:
                values = list(data[i].queryv1(labels).values())
                if is_Lab:
                    values = colormath.Lab2XYZ(*values)
                else:
                    values = [v / max_v for v in values]
                if weight:
                    values = colormath.apply_bpc(
                        values[0], values[1], values[2], black, bp_out, white, weight
                    )
                else:
                    values = colormath.blend_blackpoint(
                        values[0], values[1], values[2], black, bp_out, white
                    )
                values = [v * max_v for v in values]
                if is_Lab:
                    values = colormath.XYZ2Lab(*values)
                for j, label in enumerate(labels):
                    if is_Lab and j > 0:
                        data[i][label] = values[j]
                    else:
                        data[i][label] = max(0.0, values[j])
        return n

    def get_white_cie(self, colorspace=None):
        """Get the 'white' from the CIE values (if any)."""
        data_format = self.get_cie_data_format()
        if data_format:
            if "RGB_R" in list(data_format.values()):
                white = {"RGB_R": 100, "RGB_G": 100, "RGB_B": 100}
            elif "CMYK_C" in list(data_format.values()):
                white = {"CMYK_C": 0, "CMYK_M": 0, "CMYK_Y": 0, "CMYK_K": 0}
            else:
                white = None
            if white:
                white = self.queryi1(white)
            if not white:
                for key in ("LUMINANCE_XYZ_CDM2", "APPROX_WHITE_POINT"):
                    white = self.queryv1(key)
                    if white:
                        try:
                            white = [float(v) for v in white.split()]
                        except ValueError:
                            white = None
                        else:
                            if len(white) == 3:
                                white = [v / white[1] * 100 for v in white]
                                white = {
                                    "XYZ_X": white[0],
                                    "XYZ_Y": white[1],
                                    "XYZ_Z": white[2],
                                }
                                break
                            else:
                                white = None
                if not white:
                    return
            if white and (
                ("XYZ_X" in white and "XYZ_Y" in white and "XYZ_Z" in white)
                or ("LAB_L" in white and "LAB_B" in white and "LAB_B" in white)
            ):
                if colorspace == "XYZ":
                    if "XYZ_X" in white:
                        return white["XYZ_X"], white["XYZ_Y"], white["XYZ_Z"]
                    else:
                        return colormath.Lab2XYZ(
                            white["LAB_L"], white["LAB_A"], white["LAB_B"], scale=100
                        )
                elif colorspace == "Lab":
                    if "LAB_L" in white:
                        return white["LAB_L"], white["LAB_A"], white["LAB_B"]
                    else:
                        return colormath.XYZ2Lab(
                            white["XYZ_X"], white["XYZ_Y"], white["XYZ_Z"]
                        )
                return white

    def get_cie_data_format(self):
        """Check if DATA_FORMAT defines any CIE XYZ or LAB columns.

        Return the DATA_FORMAT on success or None on failure.

        """
        if data_format := self.queryv1("DATA_FORMAT"):
            cie = {}
            for channel in (b"LAB_L", b"LAB_A", b"LAB_B"):
                cie[channel] = channel in list(data_format.values())
            if len(list(cie.values())) in {0, 3}:
                for channel in (b"XYZ_X", b"XYZ_Y", b"XYZ_Z"):
                    cie[channel] = channel in list(data_format.values())
                if len([v for v in iter(cie.values()) if v is not False]) in {3, 6}:
                    return data_format

    pop = remove

    def write(self, stream_or_filename=None):
        """Write CGATS text to stream."""
        if not stream_or_filename:
            stream_or_filename = self.filename
        if isinstance(stream_or_filename, str):
            with open(stream_or_filename, "wb") as stream:
                stream.write(bytes(self))
        else:
            stream = stream_or_filename
            # This seems like a duplicate, but reduces complexity of the code
            stream.write(bytes(self))