scatter.py 12 KB

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  1. """
  2. @package wxplot.scatter
  3. @brief Scatter plotting using PyPlot
  4. Classes:
  5. - scatter::ScatterFrame
  6. - scatter::ScatterToolbar
  7. (C) 2011 by the GRASS Development Team
  8. This program is free software under the GNU General Public License
  9. (>=v2). Read the file COPYING that comes with GRASS for details.
  10. @author Michael Barton, Arizona State University
  11. """
  12. import sys
  13. import wx
  14. try:
  15. import wx.lib.plot as plot
  16. except ImportError as e:
  17. print >> sys.stderr, e
  18. import grass.script as grass
  19. from wxplot.base import BasePlotFrame, PlotIcons
  20. from gui_core.toolbars import BaseToolbar, BaseIcons
  21. from wxplot.dialogs import ScatterRasterDialog, PlotStatsFrame
  22. from core.gcmd import RunCommand, GException, GError, GMessage
  23. from core.utils import _
  24. class ScatterFrame(BasePlotFrame):
  25. """Mainframe for displaying bivariate scatter plot of two raster maps. Uses wx.lib.plot.
  26. """
  27. def __init__(self, parent, id = wx.ID_ANY, style = wx.DEFAULT_FRAME_STYLE,
  28. size = wx.Size(700, 400),
  29. rasterList = [], **kwargs):
  30. BasePlotFrame.__init__(self, parent, size = size, **kwargs)
  31. self.toolbar = ScatterToolbar(parent = self)
  32. # workaround for http://trac.wxwidgets.org/ticket/13888
  33. if sys.platform != 'darwin':
  34. self.SetToolBar(self.toolbar)
  35. self.SetTitle(_("GRASS Bivariate Scatterplot Tool"))
  36. #
  37. # Init variables
  38. #
  39. self.rasterList = rasterList
  40. self.plottype = 'scatter'
  41. self.ptitle = _('Bivariate Scatterplot') # title of window
  42. self.xlabel = _("Raster cell values") # default X-axis label
  43. self.ylabel = _("Raster cell values") # default Y-axis label
  44. self.maptype = 'raster' # default type of scatterplot
  45. self.scattertype = 'normal'
  46. self.bins = 255
  47. self.colorList = ["blue", "red", "black", "green", "yellow", "magenta", "cyan", \
  48. "aqua", "grey", "orange", "brown", "purple", "violet", \
  49. "indigo"]
  50. self._initOpts()
  51. if len(self.rasterList) > 1: # set raster name(s) from layer manager if a map is selected
  52. self.InitRasterOpts(self.rasterList, 'scatter')
  53. else:
  54. self.raster = {}
  55. def _initOpts(self):
  56. """Initialize plot options
  57. """
  58. self.InitPlotOpts('scatter')
  59. def OnCreateScatter(self, event):
  60. """Main routine for creating a scatterplot. Uses r.stats to
  61. create a list of cell value pairs. This is passed to
  62. plot to create a scatterplot.
  63. """
  64. self.SetCursor(wx.StockCursor(wx.CURSOR_ARROW))
  65. self.SetGraphStyle()
  66. self.SetupScatterplot()
  67. p = self.CreatePlotList()
  68. if p:
  69. self.DrawPlot(p)
  70. else:
  71. GMessage(_("Nothing to plot."), parent = self)
  72. def OnSelectRaster(self, event):
  73. """Select raster map(s) to profile
  74. """
  75. dlg = ScatterRasterDialog(parent = self)
  76. dlg.CenterOnParent()
  77. if dlg.ShowModal() == wx.ID_OK:
  78. self.rasterList = dlg.GetRasterPairs()
  79. if not self.rasterList:
  80. GMessage(_("At least 2 raster maps must be specified"), parent = dlg)
  81. return
  82. # scatterplot or bubbleplot
  83. # bins for r.stats with float and dcell maps
  84. self.scattertype, self.bins = dlg.GetSettings()
  85. self.raster = self.InitRasterPairs(self.rasterList, 'scatter') # dictionary of raster pairs
  86. # plot histogram
  87. if self.rasterList:
  88. self.OnCreateScatter(event = None)
  89. dlg.Destroy()
  90. def SetupScatterplot(self):
  91. """Build data list for ploting each raster
  92. """
  93. #
  94. # initialize title string
  95. #
  96. self.ptitle = _('Bivariate Scatterplot of ')
  97. #
  98. # create a datalist for plotting for each raster pair
  99. #
  100. if len(self.rasterList) == 0: return # at least 1 pair of maps needed to plot
  101. for rpair in self.rasterList:
  102. self.raster[rpair]['datalist'] = self.CreateDatalist(rpair)
  103. # update title
  104. self.ptitle += '%s vs %s, ' % (rpair[0].split('@')[0], rpair[1].split('@')[0])
  105. self.ptitle = self.ptitle.strip(', ')
  106. #
  107. # set xlabel & ylabel based on raster maps of first pair to be plotted
  108. #
  109. self.xlabel = _('Raster <%s> cell values') % rpair[0].split('@')[0]
  110. self.ylabel = _('Raster <%s> cell values') % rpair[1].split('@')[0]
  111. units = self.raster[self.rasterList[0]][0]['units']
  112. if units != '':
  113. self.xlabel += _(': %s') % units
  114. units = self.raster[self.rasterList[0]][1]['units']
  115. if units != '':
  116. self.ylabel += _(': %s') % units
  117. def CreateDatalist(self, rpair):
  118. """Build a list of cell value, frequency pairs for histogram
  119. frequency can be in cell counts, percents, or area
  120. """
  121. datalist = []
  122. if self.scattertype == 'bubble':
  123. freqflag = 'cn'
  124. else:
  125. freqflag = 'n'
  126. try:
  127. ret = RunCommand("r.stats",
  128. parent = self,
  129. input = '%s,%s' % rpair,
  130. flags = freqflag,
  131. nsteps = self.bins,
  132. sep = ',',
  133. quiet = True,
  134. read = True)
  135. if not ret:
  136. return datalist
  137. for line in ret.splitlines():
  138. rast1, rast2 = line.strip().split(',')
  139. rast1 = rast1.strip()
  140. if '-' in rast1:
  141. if rast1[0] == '-':
  142. rast1 = '-' + rast1.split('-')[1]
  143. else:
  144. rast1 = rast1.split('-')[0]
  145. rast2 = rast2.strip()
  146. if '-' in rast2:
  147. if rast2[0] == '-':
  148. rast2 = '-' + rast2.split('-')[1]
  149. else:
  150. rast2 = rast2.split('-')[0]
  151. rast1 = rast1.encode('ascii', 'ignore')
  152. rast2 = rast2.encode('ascii', 'ignore')
  153. datalist.append((rast1,rast2))
  154. return datalist
  155. except GException as e:
  156. GError(parent = self,
  157. message = e.value)
  158. return None
  159. def CreatePlotList(self):
  160. """Make list of elements to plot
  161. """
  162. # graph the cell value, frequency pairs for the histogram
  163. self.plotlist = []
  164. for rpair in self.rasterList:
  165. if 'datalist' not in self.raster[rpair] or \
  166. self.raster[rpair]['datalist'] is None:
  167. continue
  168. if len(self.raster[rpair]['datalist']) > 0:
  169. col = wx.Colour(self.raster[rpair]['pcolor'][0],
  170. self.raster[rpair]['pcolor'][1],
  171. self.raster[rpair]['pcolor'][2],
  172. 255)
  173. scatterpoints = plot.PolyMarker(self.raster[rpair]['datalist'],
  174. legend = ' ' + self.raster[rpair]['plegend'],
  175. colour = col,size = self.raster[rpair]['psize'],
  176. fillstyle = self.ptfilldict[self.raster[rpair]['pfill']],
  177. marker = self.raster[rpair]['ptype'])
  178. self.plotlist.append(scatterpoints)
  179. return self.plotlist
  180. def Update(self):
  181. """Update histogram after changing options
  182. """
  183. self.SetGraphStyle()
  184. p = self.CreatePlotList()
  185. if p:
  186. self.DrawPlot(p)
  187. else:
  188. GMessage(_("Nothing to plot."), parent = self)
  189. def OnRegression(self, event):
  190. """Displays regression information in messagebox
  191. """
  192. message = []
  193. title = _('Regression Statistics for Scatterplot(s)')
  194. for rpair in self.rasterList:
  195. if isinstance(rpair, tuple) == False: continue
  196. rast1, rast2 = rpair
  197. rast1 = rast1.split('@')[0]
  198. rast2 = rast2.split('@')[0]
  199. ret = grass.parse_command('r.regression.line',
  200. map1 = rast1,
  201. map2 = rast2,
  202. flags = 'g', quiet = True,
  203. parse = (grass.parse_key_val, { 'sep' : '=' }))
  204. eqtitle = _('Regression equation for raster map <%(rast1)s> vs. <%(rast2)s>:\n\n') % \
  205. { 'rast1' : rast1,
  206. 'rast2' : rast2 }
  207. eq = ' %s = %s + %s(%s)\n\n' % (rast2, ret['a'], ret['b'], rast1)
  208. num = 'N = %s\n' % ret['N']
  209. rval = 'R = %s\n' % ret['R']
  210. rsq = 'R-squared = %f\n' % pow(float(ret['R']), 2)
  211. ftest = 'F = %s\n' % ret['F']
  212. str = eqtitle + eq + num + rval + rsq + ftest
  213. message.append(str)
  214. stats = PlotStatsFrame(self, id = wx.ID_ANY, message = message,
  215. title = title)
  216. if stats.Show() == wx.ID_CLOSE:
  217. stats.Destroy()
  218. class ScatterToolbar(BaseToolbar):
  219. """Toolbar for bivariate scatterplots of raster map pairs
  220. """
  221. def __init__(self, parent):
  222. BaseToolbar.__init__(self, parent)
  223. # workaround for http://trac.wxwidgets.org/ticket/13888
  224. if sys.platform == 'darwin':
  225. parent.SetToolBar(self)
  226. self.InitToolbar(self._toolbarData())
  227. # realize the toolbar
  228. self.Realize()
  229. def _toolbarData(self):
  230. """Toolbar data"""
  231. return self._getToolbarData((('addraster', BaseIcons["addRast"],
  232. self.parent.OnSelectRaster),
  233. (None, ),
  234. ('draw', PlotIcons["draw"],
  235. self.parent.OnCreateScatter),
  236. ('erase', BaseIcons["erase"],
  237. self.parent.OnErase),
  238. ('drag', BaseIcons['pan'],
  239. self.parent.OnDrag),
  240. ('zoom', BaseIcons['zoomIn'],
  241. self.parent.OnZoom),
  242. ('unzoom', BaseIcons['zoomBack'],
  243. self.parent.OnRedraw),
  244. (None, ),
  245. ('statistics', PlotIcons['statistics'],
  246. self.parent.OnRegression),
  247. ('image', BaseIcons["saveFile"],
  248. self.parent.SaveToFile),
  249. ('print', BaseIcons["print"],
  250. self.parent.PrintMenu),
  251. (None, ),
  252. ('settings', PlotIcons["options"],
  253. self.parent.PlotOptionsMenu),
  254. ('quit', PlotIcons["quit"],
  255. self.parent.OnQuit),
  256. ))