GDAL/OGR to extract pixel values The Next CEO of Stack OverflowRunning a Python script to...
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GDAL/OGR to extract pixel values
The Next CEO of Stack OverflowRunning a Python script to extract raster data in QGISGetting pixel value of GDAL raster under OGR point without NumPy?Determining if shapefile and raster overlap in Python using OGR/GDAL?Extract raster values gdal looping rastersCreate new shapefile based on values ranges in existing shapefile using gdal/ogr/pythonProblem intersecting shapefiles with OGR in PythonGDAL/OGR ogr.Layer.Intersection fails when producing mixed geometry resultsCreate ShapeFile from CSV Using OGR and PythonRasterizing Shapefile with attribute value as pixel value with GDAL in PythonExtract raster values within shapefile with pygeoprocessing or gdalCut shapefile to raster in Python using GDAL/OGR
I want to use GDAL/OGR to extract pixel values from a raster file. The extraction should be based on polygons, stored in a shapefile. My thought was to iterate over the features in the shapefile, extract the pixel values of those pixels that have there center point within the polygon and calculate a percentile from those values. When this is done I want to write the calculated percentile back to the polygon and go on with the next polygon.
Iterating over the polygons is easy, but what I do not get is how to extract the pixel values from the pixels, covered by the polygon.
I'm using Python.
Could somebody help me at this point?
python gdal ogr
|
show 1 more comment
I want to use GDAL/OGR to extract pixel values from a raster file. The extraction should be based on polygons, stored in a shapefile. My thought was to iterate over the features in the shapefile, extract the pixel values of those pixels that have there center point within the polygon and calculate a percentile from those values. When this is done I want to write the calculated percentile back to the polygon and go on with the next polygon.
Iterating over the polygons is easy, but what I do not get is how to extract the pixel values from the pixels, covered by the polygon.
I'm using Python.
Could somebody help me at this point?
python gdal ogr
If I iterate over the features and while one is 'selected', can I call the GetExtent function of the shapefile layer and will the returned extent only represent the extent of the current feature?
– Thomas Becker
Aug 13 '13 at 11:37
1
It sounds as though you are wanting to do zonal statistics. Have a look at gis.stackexchange.com/questions/43748/…"
– MappaGnosis
Aug 13 '13 at 11:56
@MappaGnosis That version of zonal stats appears extremely limited; I see no evidence from the documentation that it computes percentiles. Do you know of a zonal stats solution for QGIS that does compute specified percentiles by zone?
– whuber♦
Aug 13 '13 at 15:13
1
alright, the percentile is no problem for me since I had to define a function for it anyway. My issue goes with the Python coding using GDAL/OGR... I'm used to do the stuff using ArcGIS and their Python classes. However, it takes ages and in the end the script is crashing. So, I'm on my way to re-write the script without arcpy. Can anybody point me to some code snippet where I can learn on how to do the stuff?
– Thomas Becker
Aug 13 '13 at 16:04
1
@WHuber Offhand I don't know of a more extensive Zonal Stats Plugin for QGIS. However, my link was meant to point to the programmed Python + GDAL solution in my reply in that thread. My example there is just looking at getting the minimum value, but being a programmed solution, it shouldn't be too hard to extend it a bit to calculate percentiles of the zone data. Instead of going for the 'easy statistics' options there is also a scipy.ndimage.filters.percentile_filter function available.
– MappaGnosis
Aug 14 '13 at 15:07
|
show 1 more comment
I want to use GDAL/OGR to extract pixel values from a raster file. The extraction should be based on polygons, stored in a shapefile. My thought was to iterate over the features in the shapefile, extract the pixel values of those pixels that have there center point within the polygon and calculate a percentile from those values. When this is done I want to write the calculated percentile back to the polygon and go on with the next polygon.
Iterating over the polygons is easy, but what I do not get is how to extract the pixel values from the pixels, covered by the polygon.
I'm using Python.
Could somebody help me at this point?
python gdal ogr
I want to use GDAL/OGR to extract pixel values from a raster file. The extraction should be based on polygons, stored in a shapefile. My thought was to iterate over the features in the shapefile, extract the pixel values of those pixels that have there center point within the polygon and calculate a percentile from those values. When this is done I want to write the calculated percentile back to the polygon and go on with the next polygon.
Iterating over the polygons is easy, but what I do not get is how to extract the pixel values from the pixels, covered by the polygon.
I'm using Python.
Could somebody help me at this point?
python gdal ogr
python gdal ogr
edited Jun 6 '16 at 2:44
PolyGeo♦
53.8k1781245
53.8k1781245
asked Aug 13 '13 at 10:57
Thomas BeckerThomas Becker
577719
577719
If I iterate over the features and while one is 'selected', can I call the GetExtent function of the shapefile layer and will the returned extent only represent the extent of the current feature?
– Thomas Becker
Aug 13 '13 at 11:37
1
It sounds as though you are wanting to do zonal statistics. Have a look at gis.stackexchange.com/questions/43748/…"
– MappaGnosis
Aug 13 '13 at 11:56
@MappaGnosis That version of zonal stats appears extremely limited; I see no evidence from the documentation that it computes percentiles. Do you know of a zonal stats solution for QGIS that does compute specified percentiles by zone?
– whuber♦
Aug 13 '13 at 15:13
1
alright, the percentile is no problem for me since I had to define a function for it anyway. My issue goes with the Python coding using GDAL/OGR... I'm used to do the stuff using ArcGIS and their Python classes. However, it takes ages and in the end the script is crashing. So, I'm on my way to re-write the script without arcpy. Can anybody point me to some code snippet where I can learn on how to do the stuff?
– Thomas Becker
Aug 13 '13 at 16:04
1
@WHuber Offhand I don't know of a more extensive Zonal Stats Plugin for QGIS. However, my link was meant to point to the programmed Python + GDAL solution in my reply in that thread. My example there is just looking at getting the minimum value, but being a programmed solution, it shouldn't be too hard to extend it a bit to calculate percentiles of the zone data. Instead of going for the 'easy statistics' options there is also a scipy.ndimage.filters.percentile_filter function available.
– MappaGnosis
Aug 14 '13 at 15:07
|
show 1 more comment
If I iterate over the features and while one is 'selected', can I call the GetExtent function of the shapefile layer and will the returned extent only represent the extent of the current feature?
– Thomas Becker
Aug 13 '13 at 11:37
1
It sounds as though you are wanting to do zonal statistics. Have a look at gis.stackexchange.com/questions/43748/…"
– MappaGnosis
Aug 13 '13 at 11:56
@MappaGnosis That version of zonal stats appears extremely limited; I see no evidence from the documentation that it computes percentiles. Do you know of a zonal stats solution for QGIS that does compute specified percentiles by zone?
– whuber♦
Aug 13 '13 at 15:13
1
alright, the percentile is no problem for me since I had to define a function for it anyway. My issue goes with the Python coding using GDAL/OGR... I'm used to do the stuff using ArcGIS and their Python classes. However, it takes ages and in the end the script is crashing. So, I'm on my way to re-write the script without arcpy. Can anybody point me to some code snippet where I can learn on how to do the stuff?
– Thomas Becker
Aug 13 '13 at 16:04
1
@WHuber Offhand I don't know of a more extensive Zonal Stats Plugin for QGIS. However, my link was meant to point to the programmed Python + GDAL solution in my reply in that thread. My example there is just looking at getting the minimum value, but being a programmed solution, it shouldn't be too hard to extend it a bit to calculate percentiles of the zone data. Instead of going for the 'easy statistics' options there is also a scipy.ndimage.filters.percentile_filter function available.
– MappaGnosis
Aug 14 '13 at 15:07
If I iterate over the features and while one is 'selected', can I call the GetExtent function of the shapefile layer and will the returned extent only represent the extent of the current feature?
– Thomas Becker
Aug 13 '13 at 11:37
If I iterate over the features and while one is 'selected', can I call the GetExtent function of the shapefile layer and will the returned extent only represent the extent of the current feature?
– Thomas Becker
Aug 13 '13 at 11:37
1
1
It sounds as though you are wanting to do zonal statistics. Have a look at gis.stackexchange.com/questions/43748/…"
– MappaGnosis
Aug 13 '13 at 11:56
It sounds as though you are wanting to do zonal statistics. Have a look at gis.stackexchange.com/questions/43748/…"
– MappaGnosis
Aug 13 '13 at 11:56
@MappaGnosis That version of zonal stats appears extremely limited; I see no evidence from the documentation that it computes percentiles. Do you know of a zonal stats solution for QGIS that does compute specified percentiles by zone?
– whuber♦
Aug 13 '13 at 15:13
@MappaGnosis That version of zonal stats appears extremely limited; I see no evidence from the documentation that it computes percentiles. Do you know of a zonal stats solution for QGIS that does compute specified percentiles by zone?
– whuber♦
Aug 13 '13 at 15:13
1
1
alright, the percentile is no problem for me since I had to define a function for it anyway. My issue goes with the Python coding using GDAL/OGR... I'm used to do the stuff using ArcGIS and their Python classes. However, it takes ages and in the end the script is crashing. So, I'm on my way to re-write the script without arcpy. Can anybody point me to some code snippet where I can learn on how to do the stuff?
– Thomas Becker
Aug 13 '13 at 16:04
alright, the percentile is no problem for me since I had to define a function for it anyway. My issue goes with the Python coding using GDAL/OGR... I'm used to do the stuff using ArcGIS and their Python classes. However, it takes ages and in the end the script is crashing. So, I'm on my way to re-write the script without arcpy. Can anybody point me to some code snippet where I can learn on how to do the stuff?
– Thomas Becker
Aug 13 '13 at 16:04
1
1
@WHuber Offhand I don't know of a more extensive Zonal Stats Plugin for QGIS. However, my link was meant to point to the programmed Python + GDAL solution in my reply in that thread. My example there is just looking at getting the minimum value, but being a programmed solution, it shouldn't be too hard to extend it a bit to calculate percentiles of the zone data. Instead of going for the 'easy statistics' options there is also a scipy.ndimage.filters.percentile_filter function available.
– MappaGnosis
Aug 14 '13 at 15:07
@WHuber Offhand I don't know of a more extensive Zonal Stats Plugin for QGIS. However, my link was meant to point to the programmed Python + GDAL solution in my reply in that thread. My example there is just looking at getting the minimum value, but being a programmed solution, it shouldn't be too hard to extend it a bit to calculate percentiles of the zone data. Instead of going for the 'easy statistics' options there is also a scipy.ndimage.filters.percentile_filter function available.
– MappaGnosis
Aug 14 '13 at 15:07
|
show 1 more comment
1 Answer
1
active
oldest
votes
Your question defines a complex process which is difficult to help with all of it. Here, I will suggest something that might help with the part getting the raster data using the vector.
Refer to this: http://machinalis8.rssing.com/chan-51920729/latest.php#item3
In that blog post I rasterize vector data to subset pixels from an image.
The idea there is that you convert the vector data into a raster, like a mask. Then, using numpy, you use that mask to filter or choose the pixels in the raster.
You may need to check the part about "the center of the pixel" fallin within the poligon: it will depend on GDAL's implementation of RasterizeLayer.
Next, you can do the rest of the calculations.
2
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
@cam link fixed to an archive version
– Akhorus
6 mins ago
add a comment |
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1 Answer
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oldest
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1 Answer
1
active
oldest
votes
active
oldest
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active
oldest
votes
Your question defines a complex process which is difficult to help with all of it. Here, I will suggest something that might help with the part getting the raster data using the vector.
Refer to this: http://machinalis8.rssing.com/chan-51920729/latest.php#item3
In that blog post I rasterize vector data to subset pixels from an image.
The idea there is that you convert the vector data into a raster, like a mask. Then, using numpy, you use that mask to filter or choose the pixels in the raster.
You may need to check the part about "the center of the pixel" fallin within the poligon: it will depend on GDAL's implementation of RasterizeLayer.
Next, you can do the rest of the calculations.
2
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
@cam link fixed to an archive version
– Akhorus
6 mins ago
add a comment |
Your question defines a complex process which is difficult to help with all of it. Here, I will suggest something that might help with the part getting the raster data using the vector.
Refer to this: http://machinalis8.rssing.com/chan-51920729/latest.php#item3
In that blog post I rasterize vector data to subset pixels from an image.
The idea there is that you convert the vector data into a raster, like a mask. Then, using numpy, you use that mask to filter or choose the pixels in the raster.
You may need to check the part about "the center of the pixel" fallin within the poligon: it will depend on GDAL's implementation of RasterizeLayer.
Next, you can do the rest of the calculations.
2
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
@cam link fixed to an archive version
– Akhorus
6 mins ago
add a comment |
Your question defines a complex process which is difficult to help with all of it. Here, I will suggest something that might help with the part getting the raster data using the vector.
Refer to this: http://machinalis8.rssing.com/chan-51920729/latest.php#item3
In that blog post I rasterize vector data to subset pixels from an image.
The idea there is that you convert the vector data into a raster, like a mask. Then, using numpy, you use that mask to filter or choose the pixels in the raster.
You may need to check the part about "the center of the pixel" fallin within the poligon: it will depend on GDAL's implementation of RasterizeLayer.
Next, you can do the rest of the calculations.
Your question defines a complex process which is difficult to help with all of it. Here, I will suggest something that might help with the part getting the raster data using the vector.
Refer to this: http://machinalis8.rssing.com/chan-51920729/latest.php#item3
In that blog post I rasterize vector data to subset pixels from an image.
The idea there is that you convert the vector data into a raster, like a mask. Then, using numpy, you use that mask to filter or choose the pixels in the raster.
You may need to check the part about "the center of the pixel" fallin within the poligon: it will depend on GDAL's implementation of RasterizeLayer.
Next, you can do the rest of the calculations.
edited 7 mins ago
answered Mar 15 '16 at 21:14
AkhorusAkhorus
301211
301211
2
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
@cam link fixed to an archive version
– Akhorus
6 mins ago
add a comment |
2
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
@cam link fixed to an archive version
– Akhorus
6 mins ago
2
2
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
+1 Nice use of random forests in your example. It would be helpful to include an example on this site in the event that the link goes away.
– Aaron♦
Mar 15 '16 at 23:15
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
That link doesn't work anymore sadly
– Cam
Mar 28 at 12:45
@cam link fixed to an archive version
– Akhorus
6 mins ago
@cam link fixed to an archive version
– Akhorus
6 mins ago
add a comment |
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If I iterate over the features and while one is 'selected', can I call the GetExtent function of the shapefile layer and will the returned extent only represent the extent of the current feature?
– Thomas Becker
Aug 13 '13 at 11:37
1
It sounds as though you are wanting to do zonal statistics. Have a look at gis.stackexchange.com/questions/43748/…"
– MappaGnosis
Aug 13 '13 at 11:56
@MappaGnosis That version of zonal stats appears extremely limited; I see no evidence from the documentation that it computes percentiles. Do you know of a zonal stats solution for QGIS that does compute specified percentiles by zone?
– whuber♦
Aug 13 '13 at 15:13
1
alright, the percentile is no problem for me since I had to define a function for it anyway. My issue goes with the Python coding using GDAL/OGR... I'm used to do the stuff using ArcGIS and their Python classes. However, it takes ages and in the end the script is crashing. So, I'm on my way to re-write the script without arcpy. Can anybody point me to some code snippet where I can learn on how to do the stuff?
– Thomas Becker
Aug 13 '13 at 16:04
1
@WHuber Offhand I don't know of a more extensive Zonal Stats Plugin for QGIS. However, my link was meant to point to the programmed Python + GDAL solution in my reply in that thread. My example there is just looking at getting the minimum value, but being a programmed solution, it shouldn't be too hard to extend it a bit to calculate percentiles of the zone data. Instead of going for the 'easy statistics' options there is also a scipy.ndimage.filters.percentile_filter function available.
– MappaGnosis
Aug 14 '13 at 15:07