CITIES LUZ_OR_CIT CODE ITEM PROD_DATE SHAPE_LEN SHAPE_AREA geometry samples
ITEM
Agricultural + Semi-natural areas + Wetlands 45607 Aalborg DK004L 20000 Agricultural + Semi-natural areas + Wetlands 2011 5.983639 0.633446 POLYGON ((9.52711 57.15122, 9.52715 57.15108, 9.52716 57.15102, 9.52727 57.15060, 9.52727 57.15060, 9.52742 57.15011, 9.52758 57.14955, 9.52758 57.14955, 9.52771 57.14918, 9.52771 57.14918, 9.52771 57.14918, 9.52779 57.14897, 9.52780 57.14897, 9.52780 57.14896, 9.52780 57.14896, 9.52784 57.14889, 9.52785 57.14888, 9.52785 57.14888, 9.52785 57.14888, 9.52785 57.14888, 9.52808 57.14866, 9.52808 57.14866, 9.52809 57.14866, 9.52809 57.14866, 9.52870 57.14825, 9.52967 57.14760, 9.52972 57.14757, 9.52974 57.14754, 9.52982 57.14744, 9.53068 57.14491, 9.52965 57.14476, 9.52960 57.14476, 9.52895 57.14648, 9.52805 57.14646, 9.52816 57.14607, 9.52702 57.14596, 9.52726 57.14486, 9.52748 57.14471, 9.52862 57.14473, 9.52866 57.14448, 9.52860 57.14445, 9.52859 57.14445, 9.52859 57.14445, 9.52859 57.14445, 9.52859 57.14445, 9.52858 57.14445, 9.52858 57.14445, 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44563 Aalborg DK004L 20000 Agricultural + Semi-natural areas + Wetlands 2011 2.983306 0.287320 POLYGON ((9.35536 57.06600, 9.35698 57.06564, 9.35655 57.06460, 9.35552 57.06487, 9.35515 57.06430, 9.35629 57.06399, 9.35581 57.06288, 9.35577 57.06285, 9.35574 57.06283, 9.35568 57.06282, 9.35562 57.06281, 9.35552 57.06281, 9.35480 57.06291, 9.35480 57.06291, 9.35480 57.06291, 9.35480 57.06291, 9.35479 57.06291, 9.35479 57.06291, 9.35479 57.06291, 9.35466 57.06290, 9.35466 57.06290, 9.35465 57.06290, 9.35465 57.06290, 9.35465 57.06290, 9.35456 57.06289, 9.35455 57.06289, 9.35455 57.06289, 9.35455 57.06289, 9.35455 57.06289, 9.35446 57.06286, 9.35446 57.06286, 9.35446 57.06286, 9.35445 57.06286, 9.35445 57.06286, 9.35445 57.06286, 9.35437 57.06282, 9.35437 57.06282, 9.35436 57.06281, 9.35436 57.06281, 9.35436 57.06281, 9.35430 57.06276, 9.35429 57.06276, 9.35429 57.06276, 9.35429 57.06276, 9.35422 57.06269, 9.35422 57.06269, 9.35422 57.06269, 9.35422 57.06269, 9.35422 57.06269, 9.35422 57.06268, 9.35419 57.06262, 9.35386 57.06193, 9.35369 57.06170, 9.35358 57.06172, 9.35358 57.06172, 9.35358 57.06172, 9.35060 57.06226, 9.35060 57.06226, 9.35060 57.06226, 9.34992 57.06236, 9.34991 57.06236, 9.34958 57.06240, 9.34958 57.06240, 9.34958 57.06240, 9.34893 57.06244, 9.34893 57.06244, 9.34893 57.06244, 9.34810 57.06248, 9.34810 57.06248, 9.34809 57.06248, 9.34809 57.06248, 9.34744 57.06247, 9.34744 57.06247, 9.34744 57.06247, 9.34683 57.06243, 9.34689 57.06264, 9.34709 57.06336, 9.34710 57.06336, 9.34710 57.06336, 9.34710 57.06336, 9.34710 57.06336, 9.34710 57.06337, 9.34709 57.06337, 9.34708 57.06341, 9.34708 57.06341, 9.34708 57.06341, 9.34708 57.06341, 9.34708 57.06341, 9.34708 57.06341, 9.34708 57.06342, 9.34708 57.06342, 9.34707 57.06342, 9.34704 57.06344, 9.34704 57.06344, 9.34704 57.06344, 9.34704 57.06344, 9.34704 57.06344, 9.34704 57.06344, 9.34703 57.06345, 9.34703 57.06345, 9.34703 57.06345, 9.34703 57.06345, 9.34697 57.06346, 9.34697 57.06346, 9.34697 57.06346, 9.34696 57.06346, 9.34696 57.06346, 9.34696 57.06346, 9.34622 57.06354, 9.34622 57.06354, 9.34575 57.06358, 9.34592 57.06440, 9.34498 57.06452, 9.34514 57.06508, 9.34416 57.06514, 9.34378 57.06449, 9.34349 57.06452, 9.34349 57.06455, 9.34349 57.06455, 9.34349 57.06455, 9.34351 57.06476, 9.34351 57.06476, 9.34351 57.06476, 9.34351 57.06494, 9.34351 57.06494, 9.34334 57.06652, 9.34362 57.06650, 9.34362 57.06650, 9.34362 57.06650, 9.34454 57.06647, 9.34508 57.06645, 9.34508 57.06645, 9.35154 57.06627, 9.35154 57.06627, 9.35295 57.06624, 9.35370 57.06622, 9.35455 57.06613, 9.35536 57.06600), (9.35293 57.06539, 9.35376 57.06521, 9.35413 57.06566, 9.35361 57.06599, 9.35324 57.06592, 9.35293 57.06539)) 1
47873 Aalborg DK004L 20000 Agricultural + Semi-natural areas + Wetlands 2011 4.254965 0.586887 POLYGON ((10.22571 57.39005, 10.22584 57.38836, 10.22584 57.38836, 10.22584 57.38836, 10.22611 57.38573, 10.22611 57.38573, 10.22416 57.38563, 10.22415 57.38521, 10.22414 57.38505, 10.22378 57.38504, 10.22321 57.38504, 10.22321 57.38504, 10.22138 57.38503, 10.22125 57.38504, 10.22116 57.38506, 10.22094 57.38514, 10.22077 57.38521, 10.22077 57.38521, 10.22077 57.38521, 10.22076 57.38521, 10.22076 57.38521, 10.22067 57.38524, 10.22067 57.38524, 10.22067 57.38524, 10.22067 57.38524, 10.22055 57.38526, 10.22055 57.38526, 10.22054 57.38526, 10.22054 57.38526, 10.22054 57.38526, 10.22044 57.38526, 10.22044 57.38526, 10.22043 57.38526, 10.22043 57.38526, 10.22043 57.38526, 10.22043 57.38526, 10.22042 57.38526, 10.22042 57.38526, 10.22042 57.38526, 10.22041 57.38526, 10.22041 57.38526, 10.22032 57.38524, 10.22032 57.38524, 10.22032 57.38524, 10.22032 57.38524, 10.22031 57.38524, 10.22031 57.38523, 10.22031 57.38523, 10.22024 57.38519, 10.22023 57.38519, 10.22023 57.38519, 10.22023 57.38519, 10.22023 57.38519, 10.22023 57.38519, 10.22023 57.38519, 10.22023 57.38519, 10.22011 57.38504, 10.22007 57.38501, 10.22001 57.38499, 10.21964 57.38494, 10.21939 57.38491, 10.21938 57.38491, 10.21938 57.38491, 10.21921 57.38488, 10.21724 57.38456, 10.21724 57.38456, 10.21724 57.38456, 10.21680 57.38447, 10.21638 57.38440, 10.21638 57.38440, 10.21638 57.38440, 10.21494 57.38410, 10.21494 57.38410, 10.21494 57.38410, 10.21494 57.38410, 10.21494 57.38410, 10.21485 57.38407, 10.21485 57.38407, 10.21485 57.38407, 10.21484 57.38407, 10.21484 57.38407, 10.21484 57.38407, 10.21484 57.38406, 10.21483 57.38406, 10.21483 57.38406, 10.21483 57.38406, 10.21483 57.38406, 10.21483 57.38406, 10.21479 57.38400, 10.21479 57.38400, 10.21479 57.38400, 10.21478 57.38400, 10.21460 57.38359, 10.21460 57.38359, 10.21443 57.38318, 10.21443 57.38318, 10.21443 57.38318, 10.21407 57.38227, 10.21347 57.38245, 10.21375 57.38273, 10.21418 57.38299, 10.21259 57.38375, 10.21206 57.38385, 10.21144 57.38311, 10.21134 57.38299, 10.21072 57.38313, 10.21028 57.38325, 10.20731 57.38411, 10.20731 57.38411, 10.20730 57.38411, 10.20431 57.38488, 10.20439 57.38495, 10.20476 57.38561, 10.20503 57.38597, 10.20554 57.38585, 10.20600 57.38590, 10.20636 57.38601, 10.20668 57.38629, 10.20697 57.38639, 10.20704 57.38658, 10.20652 57.38666, 10.20610 57.38668, 10.20582 57.38668, 10.20562 57.38701, 10.20570 57.38743, 10.20617 57.38769, 10.20709 57.38794, 10.20737 57.38781, 10.20736 57.38760, 10.20718 57.38747, 10.20742 57.38726, 10.20830 57.38729, 10.20858 57.38725, 10.20854 57.38698, 10.20875 57.38696, 10.20957 57.38724, 10.21287 57.38814, 10.21415 57.38835, 10.21549 57.38842, 10.21567 57.38860, 10.21543 57.38876, 10.21547 57.38893, 10.21614 57.38907, 10.21695 57.38905, 10.21694 57.38936, 10.21988 57.38943, 10.21988 57.38943, 10.21988 57.38943, 10.22112 57.38947, 10.22162 57.38947, 10.22162 57.38947, 10.22162 57.38947, 10.22162 57.38947, 10.22195 57.38950, 10.22195 57.38950, 10.22257 57.38955, 10.22305 57.38960, 10.22306 57.38960, 10.22306 57.38960, 10.22338 57.38964, 10.22338 57.38964, 10.22394 57.38971, 10.22394 57.38971, 10.22394 57.38971, 10.22456 57.38981, 10.22456 57.38981, 10.22456 57.38981, 10.22519 57.38993, 10.22519 57.38993, 10.22519 57.38993, 10.22570 57.39004, 10.22571 57.39005)) 1
43727 Aalborg DK004L 20000 Agricultural + Semi-natural areas + Wetlands 2011 2.318143 0.291429 POLYGON ((9.73713 56.96362, 9.73713 56.96362, 9.73713 56.96362, 9.73780 56.96362, 9.73829 56.96360, 9.73874 56.96358, 9.74029 56.96351, 9.74042 56.96350, 9.74036 56.96263, 9.74036 56.96263, 9.74028 56.96143, 9.74008 56.95815, 9.73994 56.95812, 9.73994 56.95812, 9.73947 56.95799, 9.73920 56.95793, 9.73877 56.95785, 9.73846 56.95780, 9.73818 56.95776, 9.73656 56.95751, 9.73492 56.95727, 9.73451 56.95770, 9.73450 56.95799, 9.73467 56.95806, 9.73472 56.95821, 9.73468 56.95837, 9.73446 56.95848, 9.73401 56.95848, 9.73391 56.95894, 9.73325 56.95890, 9.73317 56.95889, 9.73313 56.95910, 9.73311 56.95929, 9.73312 56.95943, 9.73315 56.95959, 9.73335 56.96018, 9.73335 56.96018, 9.73335 56.96018, 9.73338 56.96032, 9.73338 56.96032, 9.73338 56.96033, 9.73338 56.96043, 9.73338 56.96044, 9.73338 56.96044, 9.73338 56.96044, 9.73335 56.96056, 9.73335 56.96056, 9.73335 56.96057, 9.73335 56.96057, 9.73329 56.96069, 9.73329 56.96069, 9.73329 56.96069, 9.73329 56.96069, 9.73311 56.96093, 9.73311 56.96093, 9.73311 56.96093, 9.73275 56.96143, 9.73275 56.96143, 9.73275 56.96143, 9.73233 56.96196, 9.73169 56.96276, 9.73109 56.96351, 9.73130 56.96351, 9.73223 56.96346, 9.73258 56.96344, 9.73258 56.96344, 9.73258 56.96344, 9.73258 56.96344, 9.73285 56.96344, 9.73286 56.96344, 9.73286 56.96344, 9.73286 56.96344, 9.73304 56.96346, 9.73304 56.96346, 9.73304 56.96346, 9.73305 56.96346, 9.73319 56.96348, 9.73319 56.96348, 9.73319 56.96348, 9.73381 56.96361, 9.73381 56.96361, 9.73381 56.96361, 9.73407 56.96367, 9.73425 56.96369, 9.73440 56.96369, 9.73596 56.96365, 9.73596 56.96365, 9.73713 56.96362)) 1
45491 Aalborg DK004L 20000 Agricultural + Semi-natural areas + Wetlands 2011 5.550837 0.385815 POLYGON ((10.05435 57.14065, 10.05480 57.13957, 10.05468 57.13957, 10.05215 57.13949, 10.05203 57.13947, 10.05196 57.13898, 10.05199 57.13898, 10.05376 57.13880, 10.05346 57.13757, 10.05270 57.13741, 10.05098 57.13748, 10.05098 57.13748, 10.05098 57.13748, 10.05097 57.13748, 10.05097 57.13748, 10.05097 57.13748, 10.05096 57.13748, 10.05096 57.13748, 10.05096 57.13748, 10.05095 57.13748, 10.05095 57.13748, 10.05095 57.13748, 10.05095 57.13748, 10.05094 57.13747, 10.05094 57.13747, 10.05092 57.13748, 10.05089 57.13738, 10.05047 57.13646, 10.05172 57.13638, 10.05254 57.13648, 10.05399 57.13676, 10.05409 57.13675, 10.05410 57.13675, 10.05410 57.13675, 10.05410 57.13675, 10.05411 57.13675, 10.05411 57.13675, 10.05411 57.13675, 10.05412 57.13675, 10.05412 57.13675, 10.05412 57.13675, 10.05412 57.13675, 10.05461 57.13685, 10.05461 57.13685, 10.05461 57.13685, 10.05461 57.13685, 10.05552 57.13712, 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10.04679 57.13620, 10.04679 57.13620, 10.04670 57.13592, 10.04661 57.13574, 10.04661 57.13574, 10.04661 57.13574, 10.04661 57.13574, 10.04661 57.13574, 10.04660 57.13565, 10.04650 57.13542, 10.04645 57.13535, 10.04634 57.13523, 10.04634 57.13523, 10.04634 57.13523, 10.04634 57.13523, 10.04632 57.13519, 10.04618 57.13503, 10.04496 57.13515, 10.04464 57.13458, 10.04461 57.13451, 10.04422 57.13460, 10.04422 57.13460, 10.04421 57.13460, 10.04421 57.13460, 10.04421 57.13460, 10.04421 57.13460, 10.04420 57.13460, 10.04420 57.13460, 10.04420 57.13460, 10.04419 57.13460, 10.04419 57.13460, 10.04419 57.13460, 10.04411 57.13459, 10.04410 57.13458, 10.04410 57.13458, 10.04410 57.13458, 10.04409 57.13458, 10.04409 57.13458, 10.04409 57.13458, 10.04409 57.13458, 10.04408 57.13458, 10.04408 57.13458, 10.04408 57.13458, 10.04408 57.13458, 10.04404 57.13454, 10.04404 57.13454, 10.04403 57.13454, 10.04403 57.13454, 10.04403 57.13454, 10.04403 57.13454, 10.04398 57.13447, 10.04398 57.13447, 10.04398 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```
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---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-18-36f51accfae4> in <module>
----> 1 locations_train = mycity.generate_sampling_locations()
2 #locations_train.head()
~/Desktop/t/urban-environments/dataset-collection/urbanatlas.py in generate_sampling_locations(self, n_samples_per_class, thresh_area, max_samples)
154 ):
155 gdf_sel = self._gdf[self._gdf.SHAPE_AREA >= thresh_area]
--> 156 return generate_sampling_locations(gdf_sel,
157 n_samples_per_class=n_samples_per_class,
158 class_col=self._class_col, max_samples=max_samples)
~/Desktop/t/urban-environments/dataset-collection/urbanatlas.py in generate_sampling_locations(gdf_sel, n_samples_per_class, class_col, max_samples)
318 #print(select_polygons.head(n=5))
319
--> 320 locations = select_polygons.groupby(class_col).apply(lambda x: \
321 sample_locations_from_polygon(x, sample_on_boundary='road'
322 in x[class_col].iloc[0].lower() or 'railway'
~/.local/lib/python3.8/site-packages/pandas/core/frame.py in groupby(self, by, axis, level, as_index, sort, group_keys, squeeze, observed, dropna)
6715 axis = self._get_axis_number(axis)
6716
-> 6717 return DataFrameGroupBy(
6718 obj=self,
6719 keys=by,
~/.local/lib/python3.8/site-packages/pandas/core/groupby/groupby.py in __init__(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, observed, mutated, dropna)
558 from pandas.core.groupby.grouper import get_grouper
559
--> 560 grouper, exclusions, obj = get_grouper(
561 obj,
562 keys,
~/.local/lib/python3.8/site-packages/pandas/core/groupby/grouper.py in get_grouper(obj, key, axis, level, sort, observed, mutated, validate, dropna)
803 if gpr in obj:
804 if validate:
--> 805 obj._check_label_or_level_ambiguity(gpr, axis=axis)
806 in_axis, name, gpr = True, gpr, obj[gpr]
807 exclusions.add(name)
~/.local/lib/python3.8/site-packages/pandas/core/generic.py in _check_label_or_level_ambiguity(self, key, axis)
1636 f"{label_article} {label_type} label, which is ambiguous."
1637 )
-> 1638 raise ValueError(msg)
1639
1640 @final
ValueError: 'ITEM' is both an index level and a column label, which is ambiguous.
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