Questions tagged [large-datasets]

difficult to process and manage because the size is usually bigger than the limits software can normally deal with.

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28 views

Export large area data in Google Earth Engine

I am trying to average an image collection from 2019-02-01" to "2019-02-28 on Earth Engine platform. My goal is to export the data in Google Drive that I can use it in QGIS for other ...
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26 views

Intersecting large shapefiles onto a grid in QGIS

I have 21 separate shapefiles containing data for Ireland as various polygons on QGIS 3.10. I'm trying to intersect each shapefile onto a 250m2 grid of Ireland so that I'll have 21 separate shapefiles ...
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23 views

Calculate and plot the feature importance of the input dataset of a random forest classification within Google Earth Engine

I run a random forest classification for agricultural land use and other land cover classes (12 classes). My dataset for 2019 consists of a Sentinel 1 and Sentinel 2 monthly time series, statistical ...
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59 views

Zonal statistics USFS tree cover by census block

I want average tree cover for every census block. I have a file of census blocks, and I have a USFS tree cover file from USFS Tree Canopy Cover Datasets that looks like this: I'm trying to use zonal ...
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41 views

gdal_calc raster calculation fails on 28 GB GeoTiff

I am trying to do a raster calculations on a 28 GB GeoTiff using gdal_calc.py (3.0.4) but the process fails gdal_calc.py -A DEM_0.tif --outfile=DEM_1.tif --calc="A+0.33" --format=GTiff --...
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1answer
52 views

Large-scale cloud masking, grouping and mosaic in Descartes Labs platform

I am looking to create a stack of cloud-free sentinel-2 imagery by day for a large portion of California for all of 2020 in the Descartes Lab platform. I realize that this is a very large amount of ...
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1answer
129 views

Google Earth Engine: Error exporting a large Feature Collection to CSV

On GEE, I want to export daily weather variables for 18 years for about 30,000 rectangular polygons. That would be exporting a FeatureCollection to a csv file with ~200 million rows (30000 places * ...
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110 views

Generate synthetic trajectory dataset that has global coverage

I want to generate a spatial trajectory dataset which basically contains tuples - (lat,lon,time), grouped together by an identifier so they form trajectories. In addition, I want this dataset to have ...
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36 views

Georeferencing larger GeoTIFF's in QGIS

I have a GeoTiff (>100GB) and I want to georeference it in QGIS using the georeferencer option. I did manage to create the GCP's (>15) but when the georeferencing is set to run, it crashed mid-way. ...
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1answer
129 views

Calculating max shardSize and fileDimensions to avoid tiling large raster exports in Earth Engine

I am exporting a very large raster in Google Earth Engine to my Google Drive. I am trying to keep my exported raster to 1 file to avoid additional processing to merge the tiles (e.g. GDAL merge in ...
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184 views

Exporting large rasters in Google Earth Engine

When exporting large raster data in Google Earth Engine to your Google Drive, is there a function that prevents the export from automatically tiling into smaller files, or even decreases the number of ...
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2answers
230 views

Publishing a large and complex map to the web

I have created a complex map of my area and I wish to publish it as an interactive map on the web. The dataset appears to be too large for QGIS2Web to work - the script completes eventually but in ...
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60 views

Heatmap of a large polyline dataset in QGIS

To summarize: I'm having difficulties with creating a heatmap from a large (90021-item) polyline dataset in QGIS 3.10.1. First, it is worth noting that this question is somewhat similar to Doing ...
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43 views

Merging and snapping shapefiles

I have several large shapefiles from various sources. All cover various sections of oceans and many overlaps, as such the coastline is repeated across the several shapefiles but to varying levels of ...
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1answer
130 views

Serving large (1.7Tb) dataset of aerial images with GeoServer

I have a large dataset of aerial images consisting of 8000 TIFFs where single images are no larger than 0.5G and all have have .ovr pyramid files with them. Previously I have served this dataset as ...
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3answers
480 views

Convert large OSM files to GeoJSON

I have been trying to convert a large OSM file (5G) to the GeoJSON format. All the tools I have been using, use extensive memory and throw an out of memory exception. What is the best way to convert ...
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43 views

Leaflet: Load GeoJSON point data in polygon, when selecting polygon

I've got a point dataset (~ 160.000 points) which has a filesize of around 30 MB. Because that is too large I decided to slit it into 12 separate GeoJSON files. I've got a map with 12 polygons. When ...
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1answer
25 views

Creating a layer with selected values (divided by commas) from another layer - query or model needed

I have a very large dataset in ArcMap 10.6 and I would like to create a subset that selects only rows that have specific attributes (some of them with special characters) from a field that in my case ...
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57 views

Extracting or masking of very large raster to reduce file size on disk?

I have a very large 8-band raster (339806 x 61704) that I cannot load to memory to manipulate (R, raster:canProcessInMemory indicates I need 4999.16 GB of ram to load this file). However, I only need ...
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1answer
48 views

Counting points contained in polygon for large number of points in ArcMap?

I'm trying to determine the number of points within a set of polygons for a large number of points. There are 2GB of lat-long coordinates in a CSV file, and I want to see how many are contained in ...
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1answer
158 views

Reduce processing time for large GeoTIFF image

I am trying to process large GeoTIFF images (128 MB) using GeoTIFF reader provided by Geotools library. However the processing time is very high, can anyone suggest how to reduce this time. Normal ...
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1answer
45 views

Why does geodataframe never complete?

I had a feature class made up of 1,700,000 polygons. I used Geopandas to create a geodataframe: state = "MD" state_gdb = r"C:\Projects\Pop_Alloc\{}_Data.gdb".format(state) join_feat = "{}...
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80 views

R process: Zonal Stat Raster has No Data Values vs Arc output

I am trying to re-create my ArcGIS Zonal Stat model with R All my files will be 30m pixels; 18000 x 18000. I have used R two different ways to create the output and both create NoData values in the ...
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27 views

Union very large layer in FGDB and only keep one polygon that is overlapping?

I'm trying to union an exceptionally large layer (45k features) of footprints with many of them largely overlapping. I'd like to union this layer but I'm having trouble due to the size of it. The end ...
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1answer
617 views

How to snap to a geojson-vt layer (Vector Tile Layer)?

I'm using geojson-vt to render a large geojson (originated from OSM) file. This file contains all road from a state (extracted with overpass-turbo way[highway="*"]). I'm buinding a domain-specific ...
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2answers
152 views

Script I made for pyQgis runs slow but can't find another way around it

registry = QgsProject.instance() first_layer = registry.mapLayersByName('buffered')[0] second_layer = registry.mapLayersByName('buffered')[0] areas = [] instrument_number = "tin_ttl_in" proprietor =...
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67 views

ArcMap fails to convert all records from CSV file using Table to Table geoprocessing tool

I am using the table to table geoprocessing tool to convert a CSV file with nearly 5 million records into an GDB table in a file geodatabase. The tool succeeds each time, but only 603 records are ...
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1answer
816 views

Saving raster to BigTIFF in QGIS?

Using QGIS 3.4, I am trying to merge multiple DEMs downloaded from the National Map Viewer that are in ArcGRID format (Arc/Info Binary Grid). The output will be a large file so I can't use any of the ...
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3answers
5k views

Converting large GeoJSON to shapefile?

I have recently downloaded a building footprint GeoJSON file from Microsoft Bing Maps. The file I downloaded was for the entirety of Texas, and is of approximately 2.2 GB file size. They do not ...
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1answer
70 views

Using “Difference” geoprocessing tool on Big Data taking a very long time

I am using QGIS Bonn 3.2.3. I've recently been using the Difference function to calculate a list of points and it is taking a terribly long time. I was wondering if you could point out any obvious ...
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287 views

GeoServer GetMap with geopackage very slow (with high zoom levels)

I have a GeoServer instance and have imported multiple high res tiff files as layers and created a layergroup from the layers. When I call the WMS endpoint with a specified bbox and the geopackage ...
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114 views

Improving performance of Eliminate tool in ArcGIS Pro?

My data is very large (polygon feature class with 884187 features), thats why Python geoprocessing tools (which use geoprocesses like Intersect, Buffer etc.) don't work due to performance issues. So ...
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270 views

Merging multiple rasters (Very large dataset)

I am working on project to create a DSM raster for whole Kentucky. I will have over 46000 tiff tiles and each one is about 10 Mb and one band. Normally, I use Mosaic to New Raster Tool but this time ...
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2answers
1k views

Calculating time efficient seasonal means from raster bricks?

I'm starting from a Rasterbrick like that called r.brick: class : RasterBrick dimensions : 17, 19, 323, 21915 (nrow, ncol, ncell, nlayers) resolution : 0.11, 0.11 (x, y) extent : 8....
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1answer
74 views

Are there any continental-scale flow accumulation products besides Hydrosheds?

I am trying to compute branching angles of drainage networks for roughly the western half of the U.S. Because many of these streams are non-perennial (don't have water all year), some of the standard ...
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1answer
962 views

Extract values from large rasterstack, R

I have a large rasterstack of about 500 objects. I want to sample easch object with the use of a SpatialPointDataframe and then export the results as file.csv. I have tried the following but within ...
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1answer
167 views

Working with Sentinel-2 data and aggrigation in R

So I was wandering if there is a way to simplify a couple of Sentinel's rasters so I can apply raster analysis on them. Problem is that whenever I try to aggregate the data my RAM, CPU and storage ...
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0answers
327 views

Dealing with Very Large Satellite Imagery

I'm curious if anyone has suggestions for viewing and processing really large imagery. I'm pretty experienced with desktop apps like ENVI and am comfortable with python and GDAL but I'm analyzing ...
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1answer
480 views

Displaying LiDAR data with too many points in ArcMap?

I have imported LiDAR data into ArcMap in the shape of a Las DataSet with twelve .las files (contains over 100 million data points). I believe the file itself is working properly. However, no points ...
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2answers
798 views

Dice a polygon with over 21 million vertices in ArcMap?

Based on posts like this I suspect I'm bumping up against issues when trying to work with a feature class that contains features with a single very complicated polygon. These errors include 000426, ...
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0answers
72 views

Why does myRaster[1] <- 5 takes a very long time for a large raster?

I have a raster, which is not very big, only a few hundred megabytes compressed, but it has about 10 billion values, each stored in 1 byte (0..255). Uncompressed it would take about 10gb (lots of ...
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261 views

Unable to create Cache for Large Vector

I have uploaded a large vector data (20 million records) to Postgres; published the data on Geoserver. But, when I try to create cache for the same it throws GC overhead limit exceeded error. I have ...
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1answer
241 views

Calculate nearest town for 2900 lot centroids

I have 16 town point shapefiles. I have a layer of 2900 centroids for lots. I need to determine the nearest town for each of the centroids. The option I came up with is to Split by Attribute by ...
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1answer
1k views

How do you speed up creating new field in attribute table for huge amount of data in QGIS?

In my attribute table for a shapefile, I am converting one field (Julian day) to another field (date) using the field calculator but I'm working with about 7.7 million rows. QGIS has been running for ...
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1answer
206 views

How do I calculate the distance between multiple associated points in QGIS?

I have two large lists of points. List A contains the location of a farmers farmstead and list B contains locations of pastures. Both lists have a column that will identify the farmer that the pasture ...
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2answers
147 views

How do apps like zillow serve up data?

I'm a total newbie to GIS, but attempting to build an app similar to zillows that quickly serves up data based on user input. Currently, i'm collecting the data via shp files which are being store ...
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2answers
314 views

How can I perform a Join by Location for a large vector and very large point file?

I have no programming skills, but am thinking I may need to at least figure out how to run this one script from inside QGIS. I have a vector file of global quarter degree grid cells and a point file ...
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2answers
564 views

Processing a large number of raster files in QGIS

I have a large number (100,000+) of raster files I need to process in QGIS (exporting to tiff, clipping to polygon layers, etc), for a total of approx 500GB. Can anyone advise if there's some way of ...
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1answer
656 views

Joining CSV-Generated Datapoints with Shapefiles in ArcGIS Desktop?

I have a question about joining data points (with a large amount of information) with shapefiles in ArcGIS Desktop: I have imported a CSV file into GIS. This CSV File is quite large: each row ...
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1answer
318 views

Split millions of points in shp with 100'000 points each [closed]

I havie over 8 million points in a shapefile. Now I would like to split these 8 mio points into parts of 100'000 points each, in order to facilitate further calculations with these points. In the end ...