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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
- from core.globalvar import CheckWxVersion
- try:
- if CheckWxVersion(version=[3, 0, 0]):
- import gui_core.wxlibplot as plot
- else:
- import wx.lib.plot as plot
- except ImportError as e:
- print >> sys.stderr, e
- import grass.script as grass
- from wxplot.base import BasePlotFrame, PlotIcons
- from gui_core.toolbars import BaseToolbar, BaseIcons
- from wxplot.dialogs import ScatterRasterDialog, PlotStatsFrame
- from core.gcmd import RunCommand, GException, GError, GMessage
- from core.utils import _
- class ScatterFrame(BasePlotFrame):
- """Mainframe for displaying bivariate scatter plot of two raster maps. Uses wx.lib.plot.
- """
- def __init__(self, parent, id=wx.ID_ANY, style=wx.DEFAULT_FRAME_STYLE,
- size=wx.Size(700, 400),
- rasterList=[], **kwargs):
- BasePlotFrame.__init__(self, parent, 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(wx.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 isinstance(rpair, tuple) == False:
- 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"],
- self.parent.OnSelectRaster),
- (None, ),
- ('draw', PlotIcons["draw"],
- self.parent.OnCreateScatter),
- ('erase', BaseIcons["erase"],
- self.parent.OnErase),
- ('drag', BaseIcons['pan'],
- self.parent.OnDrag),
- ('zoom', BaseIcons['zoomIn'],
- self.parent.OnZoom),
- ('unzoom', BaseIcons['zoomBack'],
- self.parent.OnRedraw),
- (None, ),
- ('statistics', PlotIcons['statistics'],
- self.parent.OnRegression),
- ('image', BaseIcons["saveFile"],
- self.parent.SaveToFile),
- ('print', BaseIcons["print"],
- self.parent.PrintMenu),
- (None, ),
- ('settings', PlotIcons["options"],
- self.parent.PlotOptionsMenu),
- ('quit', PlotIcons["quit"],
- self.parent.OnQuit),
- ))
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