G 424/524 GIS for the
Natural Sciences
D.
Percy
e-mail: percyd@pdx.edu
Winter Term 2008
Assignment 5
Due March 3, 2009
-
Statistical Analysis of Point Data
You have a choice, either do this exercise using the existing landslide
data that you have already been using all term, or analyze earthquake
distributions in Oregon. Your choice, either way zoom in on an area
that has some point density to it, then draw the grid and do the Poisson
analysis.
Optionally, you can also see how the choice of grid size for analysis
can lead to different results, known as the MAUP.
- Download the earthquake database from http://nwdata.geol.pdx.edu/NW-Quake/
- Load it into ArcMap (this will require saving it in a format that
can be added as an X-Y data set, a task that should be familiar by
now). Play with it. Do you see any patterns? Try different ways of
looking at it with graduated symbols, based on the different fields,
like magnitude or depth or date. Get a feel for what your data set
is like!
- Put in some context... Add the States from the ESRI data (another
familiar task by now). Is everything plotting correctly? :-) Is Percy
tricking you again? Look at longitutude and pay attention to sign
(positive or negative). I'll show you a quick way to deal with this
in class! (or just use the field calculator and multiply by -1)...
- Once you have your earthquakes sitting in the correct part of the
world, save them as a shapefile so that you can geoprocess them. Event
themes have a sort of "second-class" status in Arcmap, and
certain operations don't work on them. I consider this an undocumented
bug! Use Data->Export Data
- Clip the eathquakes theme so that you only have the Oregon set
(just like in assignment 3!). If you still have Oregon from assignment
1 you can use that, otherwise add States, select Oregon, and choose
Use selected features only.
- Use the GenerateGrid scripts (arcscripts.esri.com) to overlay a
grid (quadrats). You can try a couple of different sizes. In the VB
editor, use control-H (replace) to replace the word "esricore"
with "esriGeometry", this updates the script to run in ArcMap9
(http://forums.esri.com/Thread.asp?c=93&f=992&t=60413&mc=5)
- Spatial Join the earthqaukes and the Quadrats. Think about the One-to-Many
problem. Which theme gets to receive the attributes? Note: the script
that makes the grids fails to define a projection for the shapefile.
Trick: If you export the selected grids that intersect the state,
you'll define one on-the-fly...
- Count how many points there are in each grid by opening the Join_Output
table, right-clicking on Name, and choosing Summarize. Note that you
can calculate statistics in this screen, like average magnitude or
depth per grid...
- Now do a more formal quadrat analysis, detailed instructions are
here: quadrat analysis.
- Optionally, try at least 2 different grid sizes, like 20 x 20,
and 30x30. What differences do you see?
- Optionally, try different subsets of data, divided out by time,
intensity or depth for example. (Use Selection-> Select by Attribute
to define subsets). Are the spatial patterns the same?
- Extra points for finding a subset of the data, like maybe Klamath,
that FAILS the randomness test.
- There is a lot going on in this assignment! Just pay attention to
the big picture, and the details should fall into place.
Turn in the following: a map or maps of your grid (s)) with earthquakes
overlaid, the poisson spreadsheet results, and a description of
what you did, be sure to mention why you did it (and not just because
"Percy said").
|