Averaging Clustered Point Data?

MichaelBrown3

Hey All;

I am attempting to do various geo-spatial point data analysis and have gotten stuck. I have centroid point data of polygons, but the centroid point has no value to auto-correlate in a semi-variogram (Except for long/lat). Long/Lat doesnt help me much because a point density map doesn't tell me much in my situation. I really want to average the "grid_code" value for all of the points in the data ad attach that value to the centroid point data. I have attached multiple screen shots showing what I have. My questions are this:

1). Is there a way to average clustered point data and join the value to an existing centroid point data shapefile?

2). What other useful spatial analysis can be done on point data such as this?

Thank you for your time

- Michael -

Screenshot description:

Poly Data = Polygon shapefile data

Centroid Points = poly data convert into centroid points

All Point = polygon data converted into point data. (Polygons were converted to raster and then used as a mask to extract data from another map to retrieve values).

All Point2 = zoom of all point screen shot

All Point3 = Zoom of all point2 screen shot

Poly_Data.PNG

Centroid_Points.PNG

All_Point3.PNG

All_Point2.PNG

All_Point.PNG

Josphat_MM_0-1637259004429.png

Alec_0-1637258505972.png

Screenshot 2021-11-18 125537.png

BrianWilson7_0-1637257831298.png

CarbonCounty_Utah_2-1637257386249.png

DanPatterson_Retired

First... next time you do screen grabs, make the screen smaller, it is impossible to navigate around the image since it doesn't fit some screens.

Having said that, my interpretation is that... and this is where you have to correct me

• you have lakes
• you have the lake centroids
• you seem to have converted the lakes to a raster
• you have some form of data associated with the raster and you want to get some sort of clustering of said data out.

So based on my interpretation of your presentation of the situation and the data here are some comments.

• did the lakes have the probability of locating freely in space? or were they controlled by other phenomena and/or surficial properties? If the latter, then you have other areas to investigate
• what is being looked in terms of clustering? this is not clear, some attribute found in the lakes? the lakes themselves? their size, shape orientation?  The map layer underneath? what was it? why were the lakes used as masks? you are implying that the property of interest is either inclusive to, or exclusive to lakes ... rationale is not clear
• You seem to have chosen a particular statistical route and potentially a suite of tests. What is the justification for this? a hunch? a suggestion? prior literature?

I am not being critical, but in order for anyone to provide meaningful help your intent, expression of fact and history and the type and nature of your data.  Just about anyone can provide you with a means to accomplish your clustering analysis.  They would be doing you a disservice without appreciating your research problem.

Back to you Michael