All the Mountains

Extract all postcards depicting a mountain

(as far as we know from the metadata)


In [1]:
import pandas as pd
pd.set_option('display.max_columns', 100)  # Output up to 100 columns

Load Data

In [2]:
df = pd.read_csv('', compression='bz2')
/home/kst/tmp/dingsdi/lib/python3.7/site-packages/IPython/core/ DtypeWarning: Columns (13) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)

View Data

In [3]:
Unnamed: 0 akon_id id altitude building city color comment mountain other photographer publisher publisher_place region water_body year inventory_number signature revision_date date feature_class feature_code geoname_id latitude longitude name country_id admin_name_1 admin_code_1 geo download_link download_link_256x256
7125 7125 AK103_180 67901 NaN Laurenskerk Alkmaar False gel. 1911 NaN NaN NaN NaN NaN NaN NaN NaN 79/59 K NaN 2014-09-03 12:10:00.735 gelaufen 1911 P PPL 2759899.0 52.63167 4.74861 Alkmaar NL Nord-Holland 07 52.63167, 4.74861
6850 6850 AK080_116 49953 NaN NaN Stuttgart False 1913 gel NaN NaN NaN Schaller Stuttgart NaN NaN NaN NaN NaN 2014-08-25 14:42:50.107 gelaufen 1913 P PPLA 2825297.0 48.78232 9.17702 Stuttgart DE Baden-Württemberg 01 48.78232, 9.17702
9180 9180 AK092_417 58634 NaN NaN Frankfurt a. M., Goetheplatz False v 1905 NaN NaN NaN Kiement Frankfurt a. M. NaN NaN NaN NaN Geogr. Topogr. Bilder-Samml. 1943, 13602 2014-09-01 10:38:38.387 vor 1905 P PPLA3 2925533.0 50.11552 8.68417 Frankfurt am Main DE NaN NaN 50.11552, 8.68417
14579 14579 AK009_594 5432 NaN NaN Mariazell False NaN Oetscher NaN NaN Ledermann Wien NaN NaN 1922.0 NaN NaN 2014-08-04 07:59:09.936 1922 P PPLA3 2771893.0 47.77306 15.31639 Mariazell AT NaN NaN 47.77306, 15.31639
15018 15018 AK011_064 6115 NaN NaN Waidhofen an der Ybbs True NaN NaN NaN NaN Herzig Waidhofen a. d. Ybbs NaN NaN 1913.0 NaN NaN 2014-08-04 07:59:09.959 1913 P PPLA3 2762077.0 47.96004 14.77361 Waidhofen an der Ybbs AT NaN NaN 47.96004, 14.77361

Filter Mountains

Rows without an identified mountain have 'NaN' in the column 'mountain'

We can filter by those having NaN by using 'isnull':

In [4]:
In [5]:
len(df[ df['mountain'].isnull() ])

and reverse the filter, so we get all rows where the 'mountain' entry is not NaN.

Note that '~' means a logical not.

Also note that the filter has to be inside parentheses.

In [6]:
len(df[ ~ (df['mountain'].isnull()) ])

And now let's save the result.

In [7]:
mountains = df[ ~ (df['mountain'].isnull()) ]

Take a look at the data

In [8]:
Unnamed: 0 akon_id id altitude building city color comment mountain other photographer publisher publisher_place region water_body year inventory_number signature revision_date date feature_class feature_code geoname_id latitude longitude name country_id admin_name_1 admin_code_1 geo download_link download_link_256x256
7485 7485 AK084_275 52992 NaN NaN NaN False v 1905 Drei Zinnen NaN NaN Photoglob Co. Zürich NaN NaN NaN NaN NaN 2014-08-27 10:53:09.020 vor 1905 T PKS 3165272.0 46.61900 12.30185 Drei Zinnen IT NaN NaN 46.619, 12.30185
13042 13042 AK006_027 3076 NaN NaN NaN False NaN Schareck NaN NaN Gutenberghaus Klagenfurt NaN Bärenfall 1911.0 NaN NaN 2014-08-04 07:59:09.851 1911 T PASS 2766151.0 47.04180 13.01590 Schareck AT NaN NaN 47.0418, 13.0159
31375 31375 AK100_503 64754 NaN Rifugio Bolognini NaN False 1899 Bedole NaN NaN NaN NaN NaN NaN NaN 79/66 G NaN 2014-09-03 07:13:16.993 gelaufen 1899 T PK 6696180.0 46.18410 11.80228 Bedole IT NaN NaN 46.1841, 11.80228
2166 2166 AK114_236 76661 NaN Stutenhaus, Berghotel Adlersberg Vesser False NaN Adlersberg NaN NaN NaN NaN NaN NaN 1907.0 13/41 G. KA. Geographisch-topographische Bildersammlung 293... 2014-09-09 09:01:30.828 1907 P PPL 2817527.0 50.59519 10.78953 Vesser DE NaN NaN 50.59519, 10.78953
4432 4432 AK048_462 28904 NaN Habsburghaus NaN True NaN Rax Alpengarten NaN Ledermann Wien NaN NaN 1908.0 NaN NaN 2014-09-16 11:05:32.590 1908 S HTL 2777118.0 47.73333 15.70000 Habsburghaus AT NaN NaN 47.73333, 15.7
31396 31396 AK101_239 65894 NaN NaN Wallis False v. 1907 Urner Alpen Rhonegletscher NaN NaN NaN NaN NaN NaN 79/66 G NaN 2014-09-03 08:27:15.774 vor 1907 H GLCR 2659056.0 46.60454 8.38605 Rhonegletscher CH NaN NaN 46.60454, 8.38605
23714 23714 AK043_519 25852 959.0 Jubiläumswarte NaN True NaN Jauerling NaN NaN Ledermann Wien NaN NaN 1912.0 NaN NaN 2014-08-04 07:59:10.342 1912 T MT 2775112.0 48.34098 15.34050 Jauerling Gipfelkreuz AT Niederösterreich 03 48.34098, 15.3405
33482 33482 AK097_371 62297 NaN NaN Brenta False 1905 gel Kaiser Franz-Josef-Spitze NaN NaN NaN NaN NaN NaN NaN NaN NaN 2014-09-02 11:19:10.995 vor 1905 T PASS 3180988.0 46.23970 10.84110 Campo Carlo Magno IT NaN NaN 46.2397, 10.8411
25652 25652 AK034_222 20139 442.0 NaN Gloggnitz False NaN Rax, Feuchter NaN NaN Ledermann Wien NaN NaN 1918.0 NaN NaN 2014-09-16 11:11:53.011 1918 P PPLA3 2778455.0 47.67487 15.93893 Gloggnitz AT NaN NaN 47.67487, 15.93893
28730 28730 AK064_513 39161 NaN NaN Hallein False NaN Tennengebirge NaN NaN Huttegger Salzburg NaN NaN 1916.0 NaN Geographisch-topographische Bildersammlung I. ... 2015-04-15 10:58:33.373 1916 T MTS 2763805.0 47.50000 13.25000 Tennengebirge AT NaN NaN 47.5, 13.25

Looks about right.

Extract Identifiers

To create a collection with SACHA, let's extract all the AKON ids.

In [9]:
', '.join(mountains['akon_id'])
'AK111_048, AK111_080, AK111_096, AK111_117, AK111_131, AK111_139, AK111_193, AK111_149, AK111_169, AK111_241, AK111_242, AK111_287, AK111_332, AK111_333, AK047_273, AK111_470, AK111_476, AK111_514, AK111_551, AK111_549, AK111_559, AK111_560, AK111_562, AK111_565, AK116_227, AK111_581, AK111_582, AK111_598, AK112_015, AK112_038, AK006_118, AK112_598, AK003_200, AK113_022, AK113_030, AK113_283, AK113_311, AK113_511, AK113_518, AK113_524, AK113_559, AK113_561, AK113_562, AK113_563, AK033_564, AK033_541, AK114_261, AK114_302, AK114_303, AK114_391, AK114_447, AK114_449, AK059_222, AK114_453, AK114_454, AK114_458, AK061_243, AK114_509, AK114_544, AK114_554, AK114_562, AK114_566, AK115_064, AK114_579, AK114_601, AK115_003, AK115_009, AK115_017, AK115_029, AK115_030, AK115_042, AK115_049, AK115_051, AK115_056, AK115_057, AK115_077, AK115_133, AK115_135, AK115_143, AK115_145, AK115_149, AK115_151, AK115_157, AK115_162, AK115_163, AK115_170, AK115_171, AK115_172, AK115_174, AK115_175, AK115_176, AK115_180, AK115_182, AK115_183, AK115_188, AK115_192, AK115_199, AK115_200, AK115_205, AK115_207, AK115_208, AK115_209, AK115_240, AK115_251, AK115_262, AK115_278, AK115_285, AK067_206, AK115_372, AK115_375, AK115_381, AK115_386, AK115_393, AK115_423, AK115_424, AK115_436, AK115_438, AK115_442, AK115_447, AK115_470, AK115_504, AK115_505, AK115_506, AK115_507, AK115_508, AK115_509, AK115_510, AK115_511, AK115_513, AK115_514, AK115_515, AK115_516, AK115_517, AK115_518, AK115_519, AK115_520, AK115_521, AK115_522, AK115_524, AK115_526, AK115_527, AK115_528, AK115_529, AK115_531, AK115_532, AK115_533, AK115_587, AK115_588, AK115_589, AK115_590, AK115_593, AK116_091, AK116_092, AK116_094, AK116_100, AK116_103, AK116_109, AK116_132, AK116_155, AK116_158, AK116_159, AK116_221, AK116_222, AK116_223, AK116_225, AK116_228, AK074_313, AK116_266, AK116_270, AK116_279, AK116_282, AK116_293, AK116_298, AK116_303, AK116_306, AK116_307, AK116_317, AK116_318, AK116_328, AK116_355, AK116_362, AK082_325, AK116_412, AK116_421, AK116_428, AK116_430, AK116_448, AK116_482, AK116_518, AK116_507, AK116_515, AK116_584, AK116_597, AK117_017, AK117_021, AK117_041, AK117_058, AK117_080, AK117_093, AK117_113, AK117_122, AK117_123, AK117_129, AK117_139, AK117_184, AK117_185, AK117_186, AK117_203, AK117_209, AK117_216, AK118_077, AK117_297, AK117_331, AK117_336, AK117_345, AK117_355, AK117_357, AK117_361, AK117_365, AK117_374, AK117_377, AK117_398, AK117_400, AK117_407, AK117_409, AK117_411, AK117_421, AK117_423, AK117_428, AK117_430, AK117_447, AK117_451, AK117_452, AK117_459, AK117_465, AK117_468, AK117_471, AK117_475, AK117_541, AK117_547, AK117_580, AK117_596, AK117_598, AK118_010, AK118_012, AK118_014, AK118_016, AK118_017, AK118_018, AK118_023, AK118_026, AK118_030, AK118_046, AK118_049, AK118_051, AK118_020, AK118_060, AK118_068, AK118_070, AK118_073, AK118_074, AK118_099, AK118_096, AK118_126, AK118_128, AK118_131, AK118_132, AK118_134, AK118_135, AK118_139, AK118_141, AK118_148, AK118_150, AK118_151, AK118_152, AK118_159, AK118_176, AK118_178, AK118_187, AK118_239, AK118_258, AK118_261, AK118_262, AK118_263, AK118_264, AK118_265, AK118_267, AK118_269, AK118_286, AK118_343, AK118_359, AK118_392, AK118_426, AK118_427, AK118_462, AK118_474, AK118_485, AK118_504, AK118_509, AK118_533, AK118_536, AK118_544, AK118_552, AK118_555, AK118_574, AK118_575, AK118_588, AK064_015, AK064_018, AK064_019, AK064_020, AK119_021, AK119_040, AK119_055, AK119_064, AK119_087, AK119_110, AK119_111, AK119_123, AK119_224, AK114_236, AK119_341, AK119_374, AK119_382, AK119_418, AK119_439, AK119_444, AK119_554, AK119_561, AK119_562, AK119_563, AK119_564, AK119_589, AK119_590, AK120_005, AK120_012, AK120_020, AK064_026, AK012_473, AK012_471, AK120_077, AK120_088, AK120_090, AK120_094, AK120_106, AK120_110, AK120_127, AK120_239, AK120_226, AK120_229, AK120_240, AK120_242, AK120_252, AK117_597, AK120_314, AK120_315, AK120_328, AK120_346, AK120_347, AK120_352, AK120_356, AK120_357, AK120_358, AK120_360, AK120_361, AK120_362, AK120_363, AK120_364, AK120_365, AK120_370, AK120_464, AK120_404, AK120_406, AK120_407, AK120_408, AK120_409, AK120_410, AK120_411, AK120_412, AK120_415, AK120_416, AK120_417, AK120_418, AK120_420, AK120_421, AK120_422, AK120_423, AK120_424, AK120_425, AK120_427, AK120_428, AK120_429, AK120_430, AK120_431, AK120_432, AK120_433, AK120_434, AK120_437, AK120_438, AK120_439, AK120_440, AK120_441, AK120_442, AK120_443, AK120_444, AK120_448, AK120_452, AK120_453, AK120_454, AK120_455, AK120_456, AK120_463, AK120_465, AK120_467, AK120_468, AK120_469, AK120_471, AK120_472, AK120_473, AK120_474, AK120_475, AK120_477, AK120_478, AK120_479, AK120_480, AK120_481, AK120_494, AK121_248, AK086_058, AK086_113, AK121_028, AK121_069, AK121_086, AK121_105, AK121_106, AK121_107, AK121_123, AK121_127, AK121_132, AK121_172, AK121_173, AK121_227, AK121_230, AK121_237, AK121_246, AK121_247, AK121_249, AK121_235, AK121_233, AK121_251, AK121_253, AK121_254, AK121_255, AK121_257, AK121_258, AK121_259, AK121_264, AK121_266, AK121_268, AK121_269, AK121_270, AK121_271, AK121_272, AK121_274, AK121_279, AK104_524, AK104_525, AK104_526, AK121_281, AK121_283, AK121_396, AK121_413, AK121_423, AK121_444, AK121_468, AK048_419, AK104_530, AK121_601, AK122_027, AK122_055, AK122_177, AK122_179, AK122_180, AK122_185, AK122_186, AK122_187, AK122_188, AK122_228, AK122_232, AK122_233, AK122_244, AK122_247, AK122_265, AK122_286, AK122_287, AK122_288, AK122_312, AK122_319, AK122_349, AK122_352, AK122_356, AK122_355, AK122_354, AK122_351, AK122_359, AK122_362, AK122_376, AK122_464, AK122_528, AK122_541, AK074_345, AK122_578, AK067_458, AK123_037, AK123_039, AK012_455, AK123_049, AK104_531, AK123_364, AK074_428, AK123_409, AK123_481, AK123_553, AK123_555, AK123_556, AK123_560, AK027_234, AK122_544, AK124_010, AK074_435, AK074_436, AK124_187, AK124_194, AK124_270, AK124_303, AK124_462, AK124_463, AK124_467, AK124_468, AK124_483, AK124_484, AK124_496, AK124_505, AK119_432, AK124_574, AK125_040, AK125_035, AK125_051, AK125_052, AK125_054, AK125_077, AK125_083, AK125_091, AK125_095, AK125_136, AK125_139, AK125_155, AK125_157, AK125_162, AK125_172, AK125_185, AK125_186, AK125_192, AK125_193, AK125_210, AK125_211, AK125_212, AK125_215, AK125_219, AK125_239, AK125_305, AK125_317, AK125_318, AK125_344, AK125_345, AK125_370, AK125_376, AK125_378, AK125_403, AK125_416, AK125_417, AK125_425, AK125_435, AK125_438, AK125_440, AK125_441, AK125_444, AK125_446, AK125_447, AK125_421, AK125_454, AK125_455, AK125_460, AK125_462, AK125_472, AK125_483, AK104_567, AK070_588, AK071_214, AK081_017, AK028_125, AK082_007, AK096_300, AK109_512, AK114_578, AK115_206, AK116_154, AK116_420, AK115_523, AK118_142, AK120_236, AK120_435, AK120_446, AK120_589, AK123_041, AK123_044, AK074_452, AK125_476, AK125_499, AK125_502, AK058_194, AK045_459, AK058_234, AK058_257, AK058_273, AK049_122, AK003_566, AK018_142, AK118_076, AK045_062, AK045_460, AK045_461, AK046_204, AK046_576, AK046_579, AK046_578, AK046_580, AK065_156, AK065_157, AK066_390, AK052_437, AK012_406, AK014_335, AK014_338, AK017_080, AK017_083, AK017_084, AK017_363, AK017_386, AK017_387, AK022_087, AK022_096, AK022_097, AK022_098, AK022_099, AK022_101, AK022_102, AK022_105, AK022_109, AK022_258, AK022_261, AK022_266, AK022_267, AK052_438, AK063_424, AK028_320, AK030_040, AK030_042, AK030_054, AK030_362, AK033_091, AK033_094, AK033_093, AK033_117, AK033_116, AK033_113, AK033_114, AK033_118, AK033_222, AK033_262, AK033_264, AK033_265, AK033_279, AK033_406, AK033_427, AK033_519, AK035_002, AK035_412, AK044_100, AK044_110, AK044_115, AK044_190, AK044_449, AK044_467, AK044_545, AK044_546, AK044_543, AK044_544, AK044_542, AK045_162, AK045_319, AK045_320, AK045_474, AK046_210, AK046_216, AK046_215, AK046_219, AK046_264, AK046_595, AK047_464, AK047_465, AK048_596, AK048_591, AK048_592, AK048_594, AK048_595, AK048_597, AK048_598, AK048_599, AK048_602, AK048_600, AK048_603, AK048_381, AK048_393, AK048_394, AK048_396, AK048_398, AK048_401, AK048_395, AK048_407, AK048_399, AK048_404, AK048_408, AK048_423, AK048_426, AK048_427, AK048_428, AK048_432, AK048_433, AK048_435, AK048_441, AK048_442, AK048_443, AK048_449, AK048_451, AK048_452, AK048_457, AK048_411, AK048_412, AK048_417, AK048_418, AK048_461, AK048_462, AK048_464, AK048_465, AK048_466, AK048_467, AK048_468, AK048_470, AK050_250, AK050_247, AK063_427, AK054_356, AK048_400, AK048_402, AK048_406, AK048_409, AK048_410, AK048_413, AK048_478, AK049_001, AK052_077, AK052_078, AK059_355, AK059_359, AK063_140, AK061_482, AK063_141, AK069_324, AK066_398, AK070_233, AK048_252, AK048_434, AK048_438, AK048_439, AK048_440, AK048_469, AK048_481, AK048_405, AK048_414, AK037_242, AK027_052, AK032_498, AK001_525, AK014_152, AK064_197, AK024_316, AK028_119, AK108_041, AK025_119, AK091_167, AK114_190, AK065_462, AK065_478, AK065_486, AK068_302, AK068_325, AK068_331, AK113_566, AK113_569, AK113_570, AK081_026, AK010_418, AK099_400, AK105_350, AK050_154, AK065_461, AK059_234, AK025_472, AK031_209, AK118_028, AK045_018, AK045_020, AK045_021, AK069_175, AK091_518, AK021_318, AK096_449, AK096_453, AK096_455, AK096_457, AK096_458, AK065_182, AK065_183, AK065_184, AK065_188, AK065_191, AK096_452, AK068_477, AK068_478, AK068_479, AK068_480, AK068_481, AK069_568, AK058_312, AK063_231, AK044_125, AK044_130, AK044_131, AK070_584, AK081_375, AK081_427, AK023_144, AK027_311, AK096_495, AK068_073, AK063_018, AK070_352, AK070_353, AK050_514, AK017_197, AK107_400, AK125_493, AK036_444, AK036_445, AK060_112, AK060_107, AK060_101, AK021_404, AK021_408, AK021_407, AK021_412, AK021_415, AK021_420, AK021_422, AK021_428, AK021_433, AK021_481, AK085_106, AK044_445, AK021_483, AK021_487, AK021_488, AK021_491, AK021_492, AK058_397, AK058_386, AK021_493, AK054_583, AK054_584, AK054_585, AK054_586, AK054_588, AK054_589, AK060_385, AK060_377, AK060_386, AK026_410, AK026_413, AK026_418, AK026_426, AK026_432, AK026_435, AK026_040, AK026_050, AK026_051, AK074_347, AK067_308, AK019_414, AK060_245, AK066_377, AK064_509, AK064_518, AK067_207, AK067_256, AK086_488, AK086_489, AK086_490, AK108_047, AK100_513, AK121_236, AK102_486, AK125_075, AK001_521, AK125_374, AK067_510, AK115_050, AK075_444, AK115_148, AK117_559, AK121_397, AK121_476, AK053_429, AK009_039, AK104_581, AK118_050, AK050_515, AK075_266, AK075_286, AK075_289, AK075_317, AK075_321, AK081_109, AK081_013, AK081_076, AK075_479, AK075_483, AK075_484, AK075_500, AK105_196, AK075_499, AK075_513, AK075_539, AK075_540, AK075_566, AK076_023, AK076_024, AK076_056, AK076_097, AK076_113, AK076_103, AK076_186, AK076_187, AK105_294, AK105_295, AK076_439, AK105_379, AK076_447, AK076_454, AK078_396, AK076_512, AK076_524, AK076_525, AK076_549, AK105_388, AK105_397, AK105_391, AK048_430, AK003_216, AK055_240, AK048_456, AK003_367, AK003_370, AK003_371, AK003_467, AK003_468, AK003_469, AK077_243, AK077_380, AK077_393, AK077_394, AK077_397, AK077_419, AK077_420, AK077_421, AK077_432, AK077_434, AK077_436, AK077_444, AK077_474, AK077_495, AK077_503, AK078_079, AK078_077, AK078_086, AK078_096, AK078_099, AK063_317, AK063_324, AK063_325, AK063_331, AK106_038, AK006_055, AK006_271, AK078_436, AK078_451, AK108_044, AK086_179, AK106_065, AK078_549, AK078_574, AK078_577, AK078_578, AK079_021, AK079_038, AK120_539, AK120_540, AK079_056, AK079_077, AK079_078, AK079_079, AK008_546, AK019_488, AK063_367, AK019_554, AK063_380, AK063_339, AK063_352, AK063_337, AK063_396, AK063_398, AK063_407, AK063_409, AK063_410, AK063_414, AK009_177, AK009_179, AK009_180, AK079_195, AK079_222, AK010_194, AK010_144, AK010_193, AK010_195, AK010_108, AK079_361, AK079_364, AK079_365, AK079_376, AK079_404, AK079_422, AK106_210, AK106_211, AK079_491, AK079_496, AK079_502, AK114_323, AK079_557, AK106_248, AK080_202, AK012_271, AK080_366, AK080_418, AK080_420, AK022_223, AK080_431, AK080_438, AK080_441, AK080_442, AK080_544, AK080_545, AK080_568, AK080_575, AK082_011, AK082_015, AK082_020, AK082_048, AK082_058, AK082_061, AK082_064, AK082_065, AK082_067, AK082_074, AK082_078, AK082_080, AK082_107, AK082_090, AK082_106, AK082_254, AK013_599, AK050_520, AK082_348, AK082_352, AK082_469, AK082_475, AK011_310, AK106_347, AK083_020, AK083_038, AK083_074, AK083_230, AK116_277, AK097_185, AK106_392, AK083_221, AK083_220, AK083_270, AK083_282, AK083_296, AK106_445, AK106_446, AK106_447, AK106_448, AK083_363, AK015_262, AK083_450, AK083_406, AK083_451, AK083_474, AK015_447, AK015_448, AK015_451, AK015_454, AK101_133, AK083_548, AK083_549, AK015_509, AK084_016, AK084_098, AK084_082, AK084_195, AK084_234, AK084_239, AK084_243, AK016_495, AK084_260, AK084_275, AK084_289, AK084_291, AK084_297, AK084_298, AK084_299, AK084_303, AK084_453, AK084_463, AK084_583, AK084_585, AK084_590, AK084_595, AK085_144, AK019_299, AK085_325, AK019_298, AK085_330, AK085_384, AK085_388, AK085_389, AK085_393, AK085_449, AK106_569, AK086_066, AK086_064, AK086_068, AK086_071, AK086_104, AK086_110, AK086_112, AK086_115, AK086_118, AK086_120, AK086_121, AK086_124, 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AK006_562, AK104_301, AK045_288, AK007_074, AK007_076, AK007_078, AK007_088, AK104_370, AK104_380, AK104_384, AK104_385, AK007_150, AK007_152, AK007_153, AK007_155, AK007_156, AK007_162, AK007_188, AK007_189, AK007_221, AK007_231, AK007_232, AK007_224, AK007_219, AK007_223, AK108_425, AK007_227, AK007_230, AK007_233, AK007_234, AK007_235, AK108_428, AK007_240, AK007_253, AK007_254, AK007_255, AK007_257, AK108_445, AK108_446, AK007_319, AK108_454, AK007_301, AK007_306, AK007_329, AK007_320, AK007_326, AK007_325, AK007_327, AK108_461, AK108_474, AK007_339, AK007_344, AK007_343, AK007_341, AK007_342, AK007_345, AK007_346, AK007_353, AK007_362, AK007_363, AK007_356, AK007_360, AK007_364, AK007_365, AK007_366, AK007_367, AK007_373, AK007_374, AK007_396, AK007_383, AK007_397, AK007_399, AK007_402, AK007_461, AK007_462, AK007_479, AK108_516, AK108_517, AK108_520, AK108_529, AK001_556, AK007_500, AK108_533, AK007_533, AK007_550, AK007_557, AK008_004, AK108_582, AK108_574, AK108_581, AK008_019, AK008_014, AK008_015, AK008_012, AK008_013, AK008_020, AK008_018, AK008_021, AK008_023, AK108_592, AK025_382, AK109_006, AK109_007, AK109_014, AK008_088, AK008_089, AK008_090, AK008_095, AK008_124, AK008_137, AK008_144, AK008_142, AK008_145, AK008_146, AK008_149, AK109_035, AK109_037, AK109_056, AK109_059, AK109_061, AK109_062, AK109_063, AK008_185, AK008_186, AK008_191, AK008_190, AK008_194, AK008_198, AK008_200, AK008_201, AK109_075, AK109_081, AK109_102, AK109_106, AK109_107, AK109_117, AK109_134, AK109_135, AK109_136, AK008_417, AK008_440, AK001_566, AK109_166, AK109_167, AK109_170, AK109_180, AK109_183, AK109_184, AK008_461, AK008_463, AK008_466, AK109_188, AK008_559, AK109_226, AK009_013, AK009_010, AK009_001, AK009_007, AK009_028, AK009_030, AK009_036, AK009_054, AK009_069, AK109_258, AK009_117, AK009_118, AK009_122, AK009_126, AK009_127, AK009_138, AK009_139, AK009_168, AK009_176, AK009_154, AK009_160, AK009_178, AK009_181, AK009_183, AK009_185, AK009_186, AK009_187, AK009_188, AK009_189, AK009_202, AK009_205, AK009_206, AK009_209, AK009_226, AK009_232, AK009_190, AK009_249, AK009_251, AK109_320, AK109_322, AK009_242, AK109_327, AK009_247, AK009_248, AK009_250, AK009_252, AK009_257, AK009_274, AK109_341, AK109_343, AK109_347, AK109_348, AK009_268, AK109_345, AK009_301, AK009_276, AK009_277, AK009_278, AK009_280, AK009_310, AK009_316, AK001_570, AK009_344, AK009_363, AK009_364, AK001_571, AK109_439, AK009_464, AK009_467, AK009_470, AK009_472, AK009_468, AK009_474, AK009_489, AK009_480, AK009_500, AK009_466, AK009_505, AK009_516, AK009_512, AK009_524, AK009_535, AK009_543, AK009_553, AK109_498, AK009_583, AK009_584, AK109_511, AK109_523, AK109_525, AK109_526, AK009_594, AK009_604, AK109_528, AK109_530, AK109_531, AK109_532, AK109_535, AK109_536, AK109_540, AK109_541, AK010_032, AK010_101, AK010_098, AK010_099, AK010_094, AK010_095, AK010_097, AK010_109, AK010_130, AK010_132, AK010_134, AK110_017, AK110_021, AK110_031, AK010_141, AK010_142, AK010_145, AK010_154, AK010_158, AK010_177, AK010_180, AK010_179, AK110_057, AK110_062, AK010_218, AK110_076, AK110_080, AK110_085, AK010_258, AK010_261, AK010_263, AK001_199, AK001_205, AK001_073, AK002_303, AK110_144, AK110_141, AK001_277, AK005_298, AK001_283, AK010_324, AK007_228, AK110_226, AK110_249, AK110_250, AK010_366, AK003_565, AK002_436, AK001_088, AK010_421, AK010_451, AK010_567, AK010_561, AK010_562, AK010_568, AK010_581, AK011_001, AK011_010, AK011_018, AK011_049, AK011_051, AK011_056, AK011_059, AK011_061, AK011_045, AK011_077, AK011_087, AK011_070, AK011_084, AK011_096, AK011_132, AK011_133, AK110_384, AK011_181, AK011_182, AK011_183, AK011_209, AK011_250, AK011_260, AK011_272, AK011_406, AK011_407, AK011_430, AK011_465, AK011_563, AK011_561, AK054_472, AK054_491, AK110_526, AK110_527, AK011_579, AK001_065, AK011_598, AK059_072, AK059_185, AK011_360, AK011_361, AK011_355, AK011_356, AK011_359, AK011_362, AK011_393, AK011_307, AK011_308, AK012_001, AK063_553, AK012_055, AK012_070, AK012_075, AK012_076, AK012_082, AK012_085, AK012_086, AK012_090, AK012_094, AK012_098, AK012_099, AK012_102, AK002_254, AK005_074, AK012_129, AK012_139, AK012_140, AK012_152, AK020_551, AK012_149, AK012_153, AK012_146, AK012_147, AK012_156, AK012_157, AK012_159, AK012_158, AK012_160, AK012_161, AK012_173, AK012_175, AK012_367, AK012_371, AK012_405, AK012_372, AK012_374, AK012_375, AK012_395, AK012_398, AK012_401, AK012_402, AK012_425, AK012_474, AK012_528, AK012_521, AK012_522, AK012_524, AK012_529, AK012_544, AK012_533, AK012_556, AK013_034, AK012_598, AK012_585, AK013_012, AK013_019, AK013_020, AK013_022, AK013_023, AK013_024, AK013_028, AK013_036, AK013_039, AK013_057, AK013_058, AK013_071, AK013_075, AK013_132, AK013_164, AK013_182, AK013_183, AK013_186, AK013_235, AK013_258, AK013_259, AK013_260, AK013_333, AK013_334, AK013_343, AK013_344, AK013_389, AK013_413, AK014_056, AK014_062, AK014_073, AK014_111, AK014_112, AK014_120, AK014_123, AK014_126, AK014_130, AK014_150, AK014_221, AK014_210, 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AK054_106, AK054_123, AK054_138, AK054_253, AK054_304, AK054_305, AK054_306, AK054_307, AK054_309, AK054_310, AK054_326, AK054_327, AK054_485, AK054_486, AK054_487, AK054_469, AK055_097, AK054_570, AK054_571, AK054_597, AK055_123, AK055_217, AK055_223, AK055_248, AK055_247, AK055_370, AK055_371, AK056_084, AK056_418, AK057_095, AK057_587, AK057_589, AK058_303, AK058_306, AK058_417, AK058_420, AK059_066, AK059_069, AK059_073, AK059_092, AK059_120, AK059_155, AK059_156, AK059_302, AK059_402, AK059_463, AK059_561, AK059_570, AK060_092, AK060_093, AK060_095, AK059_513, AK060_104, AK059_536, AK060_113, AK060_135, AK060_143, AK060_281, AK060_436, AK060_460, AK060_477, AK060_478, AK061_054, AK061_119, AK061_131, AK061_314, AK061_422, AK061_423, AK062_040, AK062_041, AK062_042, AK062_053, AK062_141, AK062_173, AK062_411, AK063_227, AK063_236, AK065_340, AK068_461, AK068_491, AK068_577, AK068_578, AK069_196, AK069_544, AK070_164, AK070_449, AK071_046, AK070_498, AK071_002, AK071_217, AK071_227, AK071_581, AK071_596, AK072_081, AK072_154, AK075_598, AK076_442, AK077_050, AK077_253, AK078_442, AK079_005, AK079_018, AK082_006, AK084_300, AK083_465, AK088_589, AK090_423, AK091_462, AK091_575, AK092_479, AK094_215, AK094_440, AK095_291, AK094_492, AK097_339, AK097_368, AK097_369, AK097_371, AK097_374, AK102_180, AK099_143, AK098_531, AK099_157, AK099_177, AK099_299, AK103_063, AK107_553, AK107_459, AK107_554, AK108_138, AK115_137, AK115_138, AK070_078, AK066_053, AK066_394, AK068_542, AK067_078, AK067_255, AK067_305, AK067_526, AK067_545, AK068_087, AK068_422, AK068_429, AK068_476, AK068_557, AK068_558, AK068_572, AK068_591, AK068_592, AK068_593, AK069_033, AK069_144, AK069_145, AK069_146, AK069_147, AK069_148, AK069_153, AK069_156, AK069_172, AK069_173, AK069_174, AK069_190, AK069_261, AK069_396, AK069_536, AK069_569, AK100_048, AK070_253, AK070_345, AK070_361, AK063_076, AK063_059, AK009_372, AK009_356, AK009_357, AK070_385, AK070_400, AK070_425, AK070_459, AK070_499, AK071_050, AK071_060, AK071_081, AK071_160, AK071_196, AK071_198, AK071_251, AK071_331, AK071_294, AK071_296, AK071_297, AK071_301, AK071_303, AK071_304, AK071_305, AK071_306, AK071_307, AK071_308, AK071_309, AK071_325, AK071_326, AK071_419, AK071_583, AK071_584, AK072_016, AK072_152, AK001_587, AK010_575, AK010_577, AK011_511, AK024_380, AK059_469, AK028_271, AK028_272, AK049_124, AK049_199, AK050_298, AK051_600, AK051_237, AK052_512, AK052_515, AK052_142, AK053_172, AK053_220, AK057_393, AK058_142, AK058_400, AK059_451, AK059_452, AK059_473, AK060_369, AK060_421, AK076_055, AK086_125, AK100_557, AK101_005, AK102_061, AK107_004, AK066_012, AK066_271, AK054_075, AK055_155, AK055_242, AK063_034, AK052_306, AK058_443, AK090_427, AK091_323, AK093_432, AK095_101, AK109_041, AK115_178, AK071_061, AK071_231, AK072_178, AK072_216, AK072_217, AK072_219, AK072_220, AK072_231, AK072_263, AK072_348, AK072_272, AK072_271, AK072_274, AK072_294, AK072_295, AK072_331, AK072_349, AK072_351, AK072_357, AK072_377, AK072_387, AK072_393, AK072_394, AK072_399, AK072_409, AK072_456, AK072_507, AK072_511, AK072_531, AK072_532, AK072_544, AK072_548, AK072_554, AK072_558, AK072_560, AK072_564, AK072_579, AK073_173, AK073_459, AK073_460, AK073_461, AK073_387, AK073_401, AK073_503, AK074_178'