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"K-means clustering user specific cluster"
Can I create clusters for each zone in k means clustering
i.e. One cluster for High one for low one for very high and one for Moderate
In normal k-means there is very much overlaping is there any way to minimize it
Sample Data:(1100 rows)
FID Geology Geomorphology Land use_land cover Rainfall SLOPE Soil zone
0 Fissile hornblende biotite gneiss HIGHLY DISSECTED DIFLECTION SLOPE FOREST 1200-1400 >60% BROWN CLAY High
1 Fissile hornblende biotite gneiss HIGHLY DISSECTED DIFLECTION SLOPE FOREST 1200-1400 30-60% BROWN CLAY Moderate
2 Charnockite HIGHLY DISSECTED DIFLECTION SLOPE SEMI EVERGREEN 1200-1400 30-60% BROWN CLAY High
3 Charnockite HIGHLY DISSECTED DIFLECTION SLOPE BUILDUP,RURAL 1200-1400 15-30% BROWN CLAY High
4 Charnockite HIGHLY DISSECTED DIFLECTION SLOPE BUILDUP,RURAL 1200-1400 30-60% BROWN CLAY Very High
5 Charnockite LESS DESSECTED UNDULATING PLATEAU AGRICULTURE 1600-2000 5-8% ROCK OUT CROP low
i.e. One cluster for High one for low one for very high and one for Moderate
In normal k-means there is very much overlaping is there any way to minimize it
Sample Data:(1100 rows)
FID Geology Geomorphology Land use_land cover Rainfall SLOPE Soil zone
0 Fissile hornblende biotite gneiss HIGHLY DISSECTED DIFLECTION SLOPE FOREST 1200-1400 >60% BROWN CLAY High
1 Fissile hornblende biotite gneiss HIGHLY DISSECTED DIFLECTION SLOPE FOREST 1200-1400 30-60% BROWN CLAY Moderate
2 Charnockite HIGHLY DISSECTED DIFLECTION SLOPE SEMI EVERGREEN 1200-1400 30-60% BROWN CLAY High
3 Charnockite HIGHLY DISSECTED DIFLECTION SLOPE BUILDUP,RURAL 1200-1400 15-30% BROWN CLAY High
4 Charnockite HIGHLY DISSECTED DIFLECTION SLOPE BUILDUP,RURAL 1200-1400 30-60% BROWN CLAY Very High
5 Charnockite LESS DESSECTED UNDULATING PLATEAU AGRICULTURE 1600-2000 5-8% ROCK OUT CROP low
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