Repository: statsmodels/statsmodels

Issue:
Docs: interrater cohens_kappa is missing
PR #591 added cohens_kappa but I cannot find it in the documentation.



Discussion:

Resolving patch:
diff --git a/setup.py b/setup.py
--- a/setup.py
+++ b/setup.py
@@ -492,10 +492,14 @@ def get_data_files():
     package_data["statsmodels.tsa.vector_ar.tests.results"].append("*.npz")
     # data files that don't follow the tests/results pattern. should fix.
     package_data.update({"statsmodels.stats.tests" : ["*.txt"]})
+    # the next two are in the sdist, but I don't manage to get them installed
+    package_data.update({"statsmodels.stats.libqstrung" :
+                         ["*.r", "*.txt", "*.dat"]})
+    package_data.update({"statsmodels.stats.libqstrung.tests" :
+                         ["*.csv", "*.dat"]})
     package_data.update({"statsmodels.tsa.vector_ar.data" : ["*.dat"]})
     package_data.update({"statsmodels.tsa.vector_ar.data" : ["*.dat"]})
     # Why are we installing this stuff?
-    package_data.update({"statsmodels.libqstrung" : ["*.r, *.txt", "*.dat"]})
 
     #TODO: deal with this. Not sure if it ever worked for bdists
     #('docs/build/htmlhelp/statsmodelsdoc.chm',
diff --git a/statsmodels/examples/ex_lowess.py b/statsmodels/examples/ex_lowess.py
--- a/statsmodels/examples/ex_lowess.py
+++ b/statsmodels/examples/ex_lowess.py
@@ -59,4 +59,16 @@
 plt.plot(actual_lowess[:,1])
 plt.plot(expected_lowess[:,1])
 
-plt.show()
+import os.path
+import statsmodels.nonparametric.tests.results
+rpath = os.path.split(statsmodels.nonparametric.tests.results.__file__)[0]
+rfile = os.path.join(rpath, 'test_lowess_frac.csv')
+test_data = np.genfromtxt(open(rfile, 'rb'),
+                                  delimiter = ',', names = True)
+expected_lowess_23 = np.array([test_data['x'], test_data['out_2_3']]).T
+expected_lowess_15 = np.array([test_data['x'], test_data['out_1_5']]).T
+
+actual_lowess_23 = lowess(test_data['y'], test_data['x'] ,frac = 2./3)
+actual_lowess_15 = lowess(test_data['y'], test_data['x'] ,frac = 1./5)
+
+#plt.show()


Test patch:
diff --git a/statsmodels/iolib/tests/test_table.py b/statsmodels/iolib/tests/test_table.py
--- a/statsmodels/iolib/tests/test_table.py
+++ b/statsmodels/iolib/tests/test_table.py
@@ -178,7 +178,7 @@ def test_regression_with_tuples(self):
                    "('y', 'sum')      1.4595      0.209   ",
                    "('y', 'amax')     0.2432      0.035   "]
         
-        self.assertEqual( desired, interesting_lines  )
+        self.assertEqual(sorted(desired), sorted(interesting_lines)  )
 
 
 if __name__ == "__main__":
diff --git a/statsmodels/nonparametric/tests/test_lowess.py b/statsmodels/nonparametric/tests/test_lowess.py
--- a/statsmodels/nonparametric/tests/test_lowess.py
+++ b/statsmodels/nonparametric/tests/test_lowess.py
@@ -69,7 +69,7 @@ def test_frac(self):
         actual_lowess_23 = lowess(test_data['y'], test_data['x'] ,frac = 2./3)
         actual_lowess_15 = lowess(test_data['y'], test_data['x'] ,frac = 1./5)
 
-        assert_almost_equal(expected_lowess_23, actual_lowess_23, decimal = testdec)
+        assert_almost_equal(expected_lowess_23, actual_lowess_23, decimal = testdec-1)
         assert_almost_equal(expected_lowess_15, actual_lowess_15, decimal = testdec)
 
 
diff --git a/statsmodels/stats/libqsturng/tests/test_qsturng.py b/statsmodels/stats/libqsturng/tests/test_qsturng.py
--- a/statsmodels/stats/libqsturng/tests/test_qsturng.py
+++ b/statsmodels/stats/libqsturng/tests/test_qsturng.py
@@ -120,7 +120,10 @@ def test_handful_to_ch(self):
     def test_10000_to_ch(self):
         import os
         curdir = os.path.dirname(os.path.abspath(__file__))
-        ps, rs, vs, qs = read_ch(curdir + '/bootleg.dat') # <- generated by qtukey in R
+        #ps, rs, vs, qs = read_ch(curdir + '/bootleg.dat') # <- generated by qtukey in R
+        # work around problem getting libqsturng.tests.bootleg.dat installed
+        ps, rs, vs, qs = read_ch(os.path.split(os.path.split(curdir)[0])[0]
+                                 + '/tests/results/bootleg.csv')
         qs = np.array(qs)
         errors = np.abs(qs-qsturng(ps,rs,vs))/qs
         assert_equal(np.array([]), np.where(errors > .03)[0])
diff --git a/statsmodels/stats/tests/results/bootleg.csv b/statsmodels/stats/tests/results/bootleg.csv
new file mode 100644
--- /dev/null
+++ b/statsmodels/stats/tests/results/bootleg.csv
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