basketballcantho/CSIROBoeingPhase5-Vietnam
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Merge branch 'nini'

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nkdiemgithub
2024-10-23 10:37:32 +00:00
parent 8f0cb55cba 87350aa0ae
commit 763b53aeaa
27 changed files with 1792 additions and 1552 deletions
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01.train_ODC.ipynb
+57 -381
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02.predict_ODC.ipynb
+769 -1048
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03.compare_ODC.ipynb
+127 -122
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ThuanHoa/KetQua/NN.tif
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ThuanHoa/KetQua/PNN.tif
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01.train_S3.ipynb → backup_S3_download_Amazon/01.train_S3.ipynb
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02.predict-Test.ipynb → backup_S3_download_Amazon/02.predict-Test.ipynb
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02.predict_S3.ipynb → backup_S3_download_Amazon/02.predict_S3.ipynb
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03.compare-test.ipynb → backup_S3_download_Amazon/03.compare-test.ipynb
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03.compare_S3.ipynb → backup_S3_download_Amazon/03.compare_S3.ipynb
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new_import_S3.py → backup_S3_download_Amazon/new_import_S3.py
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backup_code_training/CSIROBoeingPhase5-Vietnam
Submodule
+1
Submodule backup_code_training/CSIROBoeingPhase5-Vietnam added at 8f0cb55cba
backup_ketquaphanloai/KetQuaPhanLoaiDatODC.tif
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backup_ketquaphanloai/NN.tif
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backup_ketquaphanloai/TQ.tif
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backup_model_train/model.joblib
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new_import_ODC.py
+1 -1
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@@ -328,7 +328,7 @@ def save_result(result, HT_MAP):
def load_data_sen1(dc, date_range, coordinates):
longtitude_range, latitude_range = coordinates
data_sen1 = dc.load(
product="sentinel1_grd_gamma0_20m",
product="sentinel1_grd_gamma0_10m",
x=longtitude_range,
y=latitude_range,
time=date_range,
train/ST_training data_updated_1130points_new.dbf
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train/ST_training data_updated_1130points_new.prj
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@@ -0,0 +1 @@
PROJCS["WGS_1984_UTM_Zone_48N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]
train/ST_training data_updated_1130points_new.qml
+835
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@@ -0,0 +1,835 @@
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<Option name="size_unit" type="QString" value="MM"/>
<Option name="vertical_anchor_point" type="QString" value="1"/>
</Option>
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<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
</Option>
</data_defined_properties>
</layer>
</symbol>
<symbol alpha="1" name="6" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
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<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
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<Option type="Map">
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<Option name="cap_style" type="QString" value="square"/>
<Option name="color" type="QString" value="225,231,108,255"/>
<Option name="horizontal_anchor_point" type="QString" value="1"/>
<Option name="joinstyle" type="QString" value="bevel"/>
<Option name="name" type="QString" value="circle"/>
<Option name="offset" type="QString" value="0,0"/>
<Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="offset_unit" type="QString" value="MM"/>
<Option name="outline_color" type="QString" value="35,35,35,255"/>
<Option name="outline_style" type="QString" value="solid"/>
<Option name="outline_width" type="QString" value="0"/>
<Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="outline_width_unit" type="QString" value="MM"/>
<Option name="scale_method" type="QString" value="diameter"/>
<Option name="size" type="QString" value="2"/>
<Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
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<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
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<symbol alpha="1" name="7" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
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<Option type="Map">
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<Option name="properties"/>
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<Option name="cap_style" type="QString" value="square"/>
<Option name="color" type="QString" value="84,213,14,255"/>
<Option name="horizontal_anchor_point" type="QString" value="1"/>
<Option name="joinstyle" type="QString" value="bevel"/>
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<Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="offset_unit" type="QString" value="MM"/>
<Option name="outline_color" type="QString" value="35,35,35,255"/>
<Option name="outline_style" type="QString" value="solid"/>
<Option name="outline_width" type="QString" value="0"/>
<Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="outline_width_unit" type="QString" value="MM"/>
<Option name="scale_method" type="QString" value="diameter"/>
<Option name="size" type="QString" value="2"/>
<Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
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<Option name="cap_style" type="QString" value="square"/>
<Option name="color" type="QString" value="50,208,184,255"/>
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<Option name="joinstyle" type="QString" value="bevel"/>
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<Option name="outline_color" type="QString" value="35,35,35,255"/>
<Option name="outline_style" type="QString" value="solid"/>
<Option name="outline_width" type="QString" value="0"/>
<Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="outline_width_unit" type="QString" value="MM"/>
<Option name="scale_method" type="QString" value="diameter"/>
<Option name="size" type="QString" value="2"/>
<Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="size_unit" type="QString" value="MM"/>
<Option name="vertical_anchor_point" type="QString" value="1"/>
</Option>
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<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
</Option>
</data_defined_properties>
</layer>
</symbol>
<symbol alpha="1" name="9" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
<data_defined_properties>
<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
</Option>
</data_defined_properties>
<layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
<Option type="Map">
<Option name="angle" type="QString" value="0"/>
<Option name="cap_style" type="QString" value="square"/>
<Option name="color" type="QString" value="213,44,75,255"/>
<Option name="horizontal_anchor_point" type="QString" value="1"/>
<Option name="joinstyle" type="QString" value="bevel"/>
<Option name="name" type="QString" value="circle"/>
<Option name="offset" type="QString" value="0,0"/>
<Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="offset_unit" type="QString" value="MM"/>
<Option name="outline_color" type="QString" value="35,35,35,255"/>
<Option name="outline_style" type="QString" value="solid"/>
<Option name="outline_width" type="QString" value="0"/>
<Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="outline_width_unit" type="QString" value="MM"/>
<Option name="scale_method" type="QString" value="diameter"/>
<Option name="size" type="QString" value="2"/>
<Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="size_unit" type="QString" value="MM"/>
<Option name="vertical_anchor_point" type="QString" value="1"/>
</Option>
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<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
</Option>
</data_defined_properties>
</layer>
</symbol>
</symbols>
<source-symbol>
<symbol alpha="1" name="0" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
<data_defined_properties>
<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
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<layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
<Option type="Map">
<Option name="angle" type="QString" value="0"/>
<Option name="cap_style" type="QString" value="square"/>
<Option name="color" type="QString" value="69,237,206,255"/>
<Option name="horizontal_anchor_point" type="QString" value="1"/>
<Option name="joinstyle" type="QString" value="bevel"/>
<Option name="name" type="QString" value="circle"/>
<Option name="offset" type="QString" value="0,0"/>
<Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="offset_unit" type="QString" value="MM"/>
<Option name="outline_color" type="QString" value="35,35,35,255"/>
<Option name="outline_style" type="QString" value="solid"/>
<Option name="outline_width" type="QString" value="0"/>
<Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="outline_width_unit" type="QString" value="MM"/>
<Option name="scale_method" type="QString" value="diameter"/>
<Option name="size" type="QString" value="2"/>
<Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="size_unit" type="QString" value="MM"/>
<Option name="vertical_anchor_point" type="QString" value="1"/>
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<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
</Option>
</data_defined_properties>
</layer>
</symbol>
</source-symbol>
<rotation/>
<sizescale/>
</renderer-v2>
<customproperties>
<Option type="Map">
<Option name="dualview/previewExpressions" type="List">
<Option type="QString" value="&quot;No&quot;"/>
</Option>
<Option name="embeddedWidgets/count" type="int" value="0"/>
<Option name="variableNames"/>
<Option name="variableValues"/>
</Option>
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<blendMode>0</blendMode>
<featureBlendMode>0</featureBlendMode>
<layerOpacity>1</layerOpacity>
<SingleCategoryDiagramRenderer attributeLegend="1" diagramType="Histogram">
<DiagramCategory lineSizeScale="3x:0,0,0,0,0,0" penAlpha="255" minScaleDenominator="0" scaleBasedVisibility="0" spacing="5" lineSizeType="MM" scaleDependency="Area" opacity="1" backgroundColor="#ffffff" height="15" diagramOrientation="Up" barWidth="5" width="15" maxScaleDenominator="1e+08" sizeScale="3x:0,0,0,0,0,0" labelPlacementMethod="XHeight" backgroundAlpha="255" rotationOffset="270" enabled="0" penColor="#000000" minimumSize="0" sizeType="MM" direction="0" spacingUnitScale="3x:0,0,0,0,0,0" spacingUnit="MM" showAxis="1" penWidth="0">
<fontProperties description="MS Shell Dlg 2,8.25,-1,5,50,0,0,0,0,0" strikethrough="0" italic="0" underline="0" style="" bold="0"/>
<attribute color="#000000" label="" colorOpacity="1" field=""/>
<axisSymbol>
<symbol alpha="1" name="" type="line" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
<data_defined_properties>
<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
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<layer class="SimpleLine" locked="0" pass="0" enabled="1" id="{2b5bc07c-e6a7-41b4-bf16-35cf42f3de0b}">
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<Option name="align_dash_pattern" type="QString" value="0"/>
<Option name="capstyle" type="QString" value="square"/>
<Option name="customdash" type="QString" value="5;2"/>
<Option name="customdash_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="customdash_unit" type="QString" value="MM"/>
<Option name="dash_pattern_offset" type="QString" value="0"/>
<Option name="dash_pattern_offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="dash_pattern_offset_unit" type="QString" value="MM"/>
<Option name="draw_inside_polygon" type="QString" value="0"/>
<Option name="joinstyle" type="QString" value="bevel"/>
<Option name="line_color" type="QString" value="35,35,35,255"/>
<Option name="line_style" type="QString" value="solid"/>
<Option name="line_width" type="QString" value="0.26"/>
<Option name="line_width_unit" type="QString" value="MM"/>
<Option name="offset" type="QString" value="0"/>
<Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="offset_unit" type="QString" value="MM"/>
<Option name="ring_filter" type="QString" value="0"/>
<Option name="trim_distance_end" type="QString" value="0"/>
<Option name="trim_distance_end_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="trim_distance_end_unit" type="QString" value="MM"/>
<Option name="trim_distance_start" type="QString" value="0"/>
<Option name="trim_distance_start_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
<Option name="trim_distance_start_unit" type="QString" value="MM"/>
<Option name="tweak_dash_pattern_on_corners" type="QString" value="0"/>
<Option name="use_custom_dash" type="QString" value="0"/>
<Option name="width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
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<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
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</data_defined_properties>
</layer>
</symbol>
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</DiagramCategory>
</SingleCategoryDiagramRenderer>
<DiagramLayerSettings priority="0" placement="0" linePlacementFlags="18" showAll="1" zIndex="0" obstacle="0" dist="0">
<properties>
<Option type="Map">
<Option name="name" type="QString" value=""/>
<Option name="properties"/>
<Option name="type" type="QString" value="collection"/>
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</DiagramLayerSettings>
<geometryOptions removeDuplicateNodes="0" geometryPrecision="0">
<activeChecks/>
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<legend type="default-vector" showLabelLegend="0"/>
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<field name="No" configurationFlags="None">
<editWidget type="TextEdit">
<config>
<Option/>
</config>
</editWidget>
</field>
<field name="X" configurationFlags="None">
<editWidget type="TextEdit">
<config>
<Option/>
</config>
</editWidget>
</field>
<field name="Y" configurationFlags="None">
<editWidget type="TextEdit">
<config>
<Option/>
</config>
</editWidget>
</field>
<field name="LU2022" configurationFlags="None">
<editWidget type="TextEdit">
<config>
<Option/>
</config>
</editWidget>
</field>
<field name="Hientrang" configurationFlags="None">
<editWidget type="TextEdit">
<config>
<Option/>
</config>
</editWidget>
</field>
<field name="HT_code" configurationFlags="None">
<editWidget type="TextEdit">
<config>
<Option/>
</config>
</editWidget>
</field>
</fieldConfiguration>
<aliases>
<alias index="0" name="" field="No"/>
<alias index="1" name="" field="X"/>
<alias index="2" name="" field="Y"/>
<alias index="3" name="" field="LU2022"/>
<alias index="4" name="" field="Hientrang"/>
<alias index="5" name="" field="HT_code"/>
</aliases>
<splitPolicies>
<policy field="No" policy="Duplicate"/>
<policy field="X" policy="Duplicate"/>
<policy field="Y" policy="Duplicate"/>
<policy field="LU2022" policy="Duplicate"/>
<policy field="Hientrang" policy="Duplicate"/>
<policy field="HT_code" policy="Duplicate"/>
</splitPolicies>
<defaults>
<default applyOnUpdate="0" expression="" field="No"/>
<default applyOnUpdate="0" expression="" field="X"/>
<default applyOnUpdate="0" expression="" field="Y"/>
<default applyOnUpdate="0" expression="" field="LU2022"/>
<default applyOnUpdate="0" expression="" field="Hientrang"/>
<default applyOnUpdate="0" expression="" field="HT_code"/>
</defaults>
<constraints>
<constraint constraints="0" exp_strength="0" field="No" unique_strength="0" notnull_strength="0"/>
<constraint constraints="0" exp_strength="0" field="X" unique_strength="0" notnull_strength="0"/>
<constraint constraints="0" exp_strength="0" field="Y" unique_strength="0" notnull_strength="0"/>
<constraint constraints="0" exp_strength="0" field="LU2022" unique_strength="0" notnull_strength="0"/>
<constraint constraints="0" exp_strength="0" field="Hientrang" unique_strength="0" notnull_strength="0"/>
<constraint constraints="0" exp_strength="0" field="HT_code" unique_strength="0" notnull_strength="0"/>
</constraints>
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<constraint exp="" desc="" field="No"/>
<constraint exp="" desc="" field="X"/>
<constraint exp="" desc="" field="Y"/>
<constraint exp="" desc="" field="LU2022"/>
<constraint exp="" desc="" field="Hientrang"/>
<constraint exp="" desc="" field="HT_code"/>
</constraintExpressions>
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<attributeactions>
<defaultAction key="Canvas" value="{00000000-0000-0000-0000-000000000000}"/>
</attributeactions>
<attributetableconfig sortOrder="0" actionWidgetStyle="dropDown" sortExpression="&quot;HT_code&quot;">
<columns>
<column width="-1" name="No" type="field" hidden="0"/>
<column width="-1" name="X" type="field" hidden="0"/>
<column width="-1" name="Y" type="field" hidden="0"/>
<column width="138" name="LU2022" type="field" hidden="0"/>
<column width="-1" name="Hientrang" type="field" hidden="0"/>
<column width="-1" name="HT_code" type="field" hidden="0"/>
<column width="-1" type="actions" hidden="1"/>
</columns>
</attributetableconfig>
<conditionalstyles>
<rowstyles/>
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</conditionalstyles>
<storedexpressions/>
<editform tolerant="1"></editform>
<editforminit/>
<editforminitcodesource>0</editforminitcodesource>
<editforminitfilepath></editforminitfilepath>
<editforminitcode><![CDATA[# -*- coding: utf-8 -*-
"""
QGIS forms can have a Python function that is called when the form is
opened.
Use this function to add extra logic to your forms.
Enter the name of the function in the "Python Init function"
field.
An example follows:
"""
from qgis.PyQt.QtWidgets import QWidget
def my_form_open(dialog, layer, feature):
geom = feature.geometry()
control = dialog.findChild(QWidget, "MyLineEdit")
]]></editforminitcode>
<featformsuppress>0</featformsuppress>
<editorlayout>generatedlayout</editorlayout>
<editable>
<field name="HT_code" editable="1"/>
<field name="Hientrang" editable="1"/>
<field name="LU2022" editable="1"/>
<field name="No" editable="1"/>
<field name="X" editable="1"/>
<field name="Y" editable="1"/>
</editable>
<labelOnTop>
<field name="HT_code" labelOnTop="0"/>
<field name="Hientrang" labelOnTop="0"/>
<field name="LU2022" labelOnTop="0"/>
<field name="No" labelOnTop="0"/>
<field name="X" labelOnTop="0"/>
<field name="Y" labelOnTop="0"/>
</labelOnTop>
<reuseLastValue>
<field reuseLastValue="0" name="HT_code"/>
<field reuseLastValue="0" name="Hientrang"/>
<field reuseLastValue="0" name="LU2022"/>
<field reuseLastValue="0" name="No"/>
<field reuseLastValue="0" name="X"/>
<field reuseLastValue="0" name="Y"/>
</reuseLastValue>
<dataDefinedFieldProperties/>
<widgets/>
<previewExpression>"No"</previewExpression>
<mapTip></mapTip>
<layerGeometryType>0</layerGeometryType>
</qgis>
train/ST_training data_updated_1130points_new.qpj
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PROJCS["WGS 84 / UTM zone 48N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32648"]]
train/ST_training data_updated_1130points_new.shp
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train/ST_training data_updated_1130points_new.shx
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