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- """
- @package wxplot.scatter
- @brief Scatter plotting using PyPlot
- Classes:
- - scatter::ScatterFrame
- - scatter::ScatterToolbar
- (C) 2011 by the GRASS Development Team
- This program is free software under the GNU General Public License
- (>=v2). Read the file COPYING that comes with GRASS for details.
- @author Michael Barton, Arizona State University
- """
- import sys
- import wx
- import grass.script as grass
- import wx.lib.plot as plot
- from wxplot.base import BasePlotFrame, PlotIcons
- from gui_core.toolbars import BaseToolbar, BaseIcons
- from gui_core.wrap import StockCursor
- from wxplot.dialogs import ScatterRasterDialog, PlotStatsFrame
- from core.gcmd import RunCommand, GException, GError, GMessage
- class ScatterFrame(BasePlotFrame):
- """Mainframe for displaying bivariate scatter plot of two raster maps. Uses wx.lib.plot."""
- def __init__(
- self,
- parent,
- giface,
- id=wx.ID_ANY,
- style=wx.DEFAULT_FRAME_STYLE,
- size=wx.Size(700, 400),
- rasterList=[],
- **kwargs,
- ):
- BasePlotFrame.__init__(self, parent, giface=giface, size=size, **kwargs)
- self.toolbar = ScatterToolbar(parent=self)
- # workaround for http://trac.wxwidgets.org/ticket/13888
- if sys.platform != "darwin":
- self.SetToolBar(self.toolbar)
- self.SetTitle(_("GRASS Bivariate Scatterplot Tool"))
- #
- # Init variables
- #
- self.rasterList = rasterList
- self.plottype = "scatter"
- self.ptitle = _("Bivariate Scatterplot") # title of window
- self.xlabel = _("Raster cell values") # default X-axis label
- self.ylabel = _("Raster cell values") # default Y-axis label
- self.maptype = "raster" # default type of scatterplot
- self.scattertype = "normal"
- self.bins = 255
- self.colorList = [
- "blue",
- "red",
- "black",
- "green",
- "yellow",
- "magenta",
- "cyan",
- "aqua",
- "grey",
- "orange",
- "brown",
- "purple",
- "violet",
- "indigo",
- ]
- self._initOpts()
- if (
- len(self.rasterList) > 1
- ): # set raster name(s) from layer manager if a map is selected
- self.InitRasterOpts(self.rasterList, "scatter")
- else:
- self.raster = {}
- def _initOpts(self):
- """Initialize plot options"""
- self.InitPlotOpts("scatter")
- def OnCreateScatter(self, event):
- """Main routine for creating a scatterplot. Uses r.stats to
- create a list of cell value pairs. This is passed to
- plot to create a scatterplot.
- """
- self.SetCursor(StockCursor(wx.CURSOR_ARROW))
- self.SetGraphStyle()
- wx.BeginBusyCursor()
- wx.SafeYield()
- self.SetupScatterplot()
- p = self.CreatePlotList()
- if p:
- self.DrawPlot(p)
- wx.EndBusyCursor()
- else:
- wx.EndBusyCursor()
- GMessage(_("Nothing to plot."), parent=self)
- def OnSelectRaster(self, event):
- """Select raster map(s) to profile"""
- dlg = ScatterRasterDialog(parent=self)
- dlg.CenterOnParent()
- if dlg.ShowModal() == wx.ID_OK:
- self.rasterList = dlg.GetRasterPairs()
- if not self.rasterList:
- GMessage(_("At least 2 raster maps must be specified"), parent=dlg)
- return
- # scatterplot or bubbleplot
- # bins for r.stats with float and dcell maps
- self.scattertype, self.bins = dlg.GetSettings()
- self.raster = self.InitRasterPairs(
- self.rasterList, "scatter"
- ) # dictionary of raster pairs
- # plot histogram
- if self.rasterList:
- self.OnCreateScatter(event=None)
- dlg.Destroy()
- def SetupScatterplot(self):
- """Build data list for ploting each raster"""
- #
- # initialize title string
- #
- self.ptitle = _("Bivariate Scatterplot of ")
- #
- # create a datalist for plotting for each raster pair
- #
- if len(self.rasterList) == 0:
- return # at least 1 pair of maps needed to plot
- for rpair in self.rasterList:
- self.raster[rpair]["datalist"] = self.CreateDatalist(rpair)
- # update title
- self.ptitle += "%s vs %s, " % (
- rpair[0].split("@")[0],
- rpair[1].split("@")[0],
- )
- self.ptitle = self.ptitle.strip(", ")
- #
- # set xlabel & ylabel based on raster maps of first pair to be plotted
- #
- self.xlabel = _("Raster <%s> cell values") % rpair[0].split("@")[0]
- self.ylabel = _("Raster <%s> cell values") % rpair[1].split("@")[0]
- units = self.raster[self.rasterList[0]][0]["units"]
- if units != "":
- self.xlabel += _(": %s") % units
- units = self.raster[self.rasterList[0]][1]["units"]
- if units != "":
- self.ylabel += _(": %s") % units
- def CreateDatalist(self, rpair):
- """Build a list of cell value, frequency pairs for histogram
- frequency can be in cell counts, percents, or area
- """
- datalist = []
- if self.scattertype == "bubble":
- freqflag = "cn"
- else:
- freqflag = "n"
- try:
- ret = RunCommand(
- "r.stats",
- parent=self,
- input="%s,%s" % rpair,
- flags=freqflag,
- nsteps=self.bins,
- sep=",",
- quiet=True,
- read=True,
- )
- if not ret:
- return datalist
- for line in ret.splitlines():
- rast1, rast2 = line.strip().split(",")
- rast1 = rast1.strip()
- if "-" in rast1:
- if rast1[0] == "-":
- rast1 = "-" + rast1.split("-")[1]
- else:
- rast1 = rast1.split("-")[0]
- rast2 = rast2.strip()
- if "-" in rast2:
- if rast2[0] == "-":
- rast2 = "-" + rast2.split("-")[1]
- else:
- rast2 = rast2.split("-")[0]
- rast1 = rast1.encode("ascii", "ignore")
- rast2 = rast2.encode("ascii", "ignore")
- datalist.append((rast1, rast2))
- return datalist
- except GException as e:
- GError(parent=self, message=e.value)
- return None
- def CreatePlotList(self):
- """Make list of elements to plot"""
- # graph the cell value, frequency pairs for the histogram
- self.plotlist = []
- for rpair in self.rasterList:
- if (
- "datalist" not in self.raster[rpair]
- or self.raster[rpair]["datalist"] is None
- ):
- continue
- if len(self.raster[rpair]["datalist"]) > 0:
- col = wx.Colour(
- self.raster[rpair]["pcolor"][0],
- self.raster[rpair]["pcolor"][1],
- self.raster[rpair]["pcolor"][2],
- 255,
- )
- scatterpoints = plot.PolyMarker(
- self.raster[rpair]["datalist"],
- legend=" " + self.raster[rpair]["plegend"],
- colour=col,
- size=self.raster[rpair]["psize"],
- fillstyle=self.ptfilldict[self.raster[rpair]["pfill"]],
- marker=self.raster[rpair]["ptype"],
- )
- self.plotlist.append(scatterpoints)
- return self.plotlist
- def Update(self):
- """Update histogram after changing options"""
- self.SetGraphStyle()
- p = self.CreatePlotList()
- if p:
- self.DrawPlot(p)
- else:
- GMessage(_("Nothing to plot."), parent=self)
- def OnRegression(self, event):
- """Displays regression information in messagebox"""
- message = []
- title = _("Regression Statistics for Scatterplot(s)")
- for rpair in self.rasterList:
- if not isinstance(rpair, tuple):
- continue
- rast1, rast2 = rpair
- rast1 = rast1.split("@")[0]
- rast2 = rast2.split("@")[0]
- ret = grass.parse_command(
- "r.regression.line",
- mapx=rast1,
- mapy=rast2,
- flags="g",
- quiet=True,
- parse=(grass.parse_key_val, {"sep": "="}),
- )
- eqtitle = _(
- "Regression equation for raster map <%(rast1)s> vs. <%(rast2)s>:\n\n"
- ) % {"rast1": rast1, "rast2": rast2}
- eq = " %s = %s + %s(%s)\n\n" % (rast2, ret["a"], ret["b"], rast1)
- num = "N = %s\n" % ret["N"]
- rval = "R = %s\n" % ret["R"]
- rsq = "R-squared = %f\n" % pow(float(ret["R"]), 2)
- ftest = "F = %s\n" % ret["F"]
- str = eqtitle + eq + num + rval + rsq + ftest
- message.append(str)
- stats = PlotStatsFrame(self, id=wx.ID_ANY, message=message, title=title)
- if stats.Show() == wx.ID_CLOSE:
- stats.Destroy()
- class ScatterToolbar(BaseToolbar):
- """Toolbar for bivariate scatterplots of raster map pairs"""
- def __init__(self, parent):
- BaseToolbar.__init__(self, parent)
- # workaround for http://trac.wxwidgets.org/ticket/13888
- if sys.platform == "darwin":
- parent.SetToolBar(self)
- self.InitToolbar(self._toolbarData())
- # realize the toolbar
- self.Realize()
- def _toolbarData(self):
- """Toolbar data"""
- return self._getToolbarData(
- (
- (
- ("addraster", BaseIcons["addRast"].label),
- BaseIcons["addRast"],
- self.parent.OnSelectRaster,
- ),
- (None,),
- (
- ("draw", PlotIcons["draw"].label),
- PlotIcons["draw"],
- self.parent.OnCreateScatter,
- ),
- (
- ("erase", BaseIcons["erase"].label),
- BaseIcons["erase"],
- self.parent.OnErase,
- ),
- (
- ("drag", BaseIcons["pan"].label),
- BaseIcons["pan"],
- self.parent.OnDrag,
- ),
- (
- ("zoom", BaseIcons["zoomIn"].label),
- BaseIcons["zoomIn"],
- self.parent.OnZoom,
- ),
- (
- ("unzoom", BaseIcons["zoomBack"].label),
- BaseIcons["zoomBack"],
- self.parent.OnRedraw,
- ),
- (None,),
- (
- ("statistics", PlotIcons["statistics"].label),
- PlotIcons["statistics"],
- self.parent.OnRegression,
- ),
- (
- ("image", BaseIcons["saveFile"].label),
- BaseIcons["saveFile"],
- self.parent.SaveToFile,
- ),
- (
- ("print", BaseIcons["print"].label),
- BaseIcons["print"],
- self.parent.PrintMenu,
- ),
- (None,),
- (
- ("settings", PlotIcons["options"].label),
- PlotIcons["options"],
- self.parent.PlotOptionsMenu,
- ),
- (
- ("quit", PlotIcons["quit"].label),
- PlotIcons["quit"],
- self.parent.OnQuit,
- ),
- )
- )
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