[Scipy-svn] r4148 - in trunk/scipy/cluster: . src tests

scipy-svn@scip... scipy-svn@scip...
Thu Apr 17 21:13:29 CDT 2008


Author: damian.eads
Date: 2008-04-17 21:13:12 -0500 (Thu, 17 Apr 2008)
New Revision: 4148

Added:
   trunk/scipy/cluster/tests/pdist-minkowski-3.2-ml-iris.txt
   trunk/scipy/cluster/tests/pdist-minkowski-5.8-ml-iris.txt
   trunk/scipy/cluster/tests/test_hierarchy.py
Removed:
   trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml-iris.txt
   trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml.txt
   trunk/scipy/cluster/tests/pdist-minkowski-0.8-ml-iris.txt
Modified:
   trunk/scipy/cluster/hierarchy.py
   trunk/scipy/cluster/src/hierarchy.c
   trunk/scipy/cluster/tests/iris.txt
Log:
Wrote tests for about half the distance functions. Fixed Jaccard -- the C implementation was a direct copy of Hamming. It now functions as desired. Fixed check for float64 arrays in pdist so that boolean observation matrices don't generate an exception.

Modified: trunk/scipy/cluster/hierarchy.py
===================================================================
--- trunk/scipy/cluster/hierarchy.py	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/hierarchy.py	2008-04-18 02:13:12 UTC (rev 4148)
@@ -175,7 +175,7 @@
 OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 """
 
-import _hierarchy_wrap, scipy, scipy.stats, numpy, types, math, sys
+import _hierarchy_wrap, scipy, numpy, types, math, sys, scipy.stats
 
 _cpy_non_euclid_methods = {'single': 0, 'complete': 1, 'average': 2, 'weighted': 6}
 _cpy_euclid_methods = {'centroid': 3, 'median': 4, 'ward': 5}
@@ -190,6 +190,15 @@
     def _warning(s):
         print ('[WARNING] scipy-cluster: %s' % s)
 
+def _unbiased_variance(X):
+    """
+    Computes the unbiased variance of each dimension of a collection of
+    observation vectors, represented by a matrix where the rows are the
+    observations.
+    """
+    #n = numpy.double(X.shape[1])
+    return scipy.stats.var(X, axis=0) # * n / (n - 1.0)
+
 def _copy_array_if_base_present(a):
     """
     Copies the array if its base points to a parent array.
@@ -235,7 +244,7 @@
     matrix Z. See linkage for more information on the return structure
     and algorithm.
 
-          (a condensed alias for linkage)
+      (a condensed alias for single)
     """
     return linkage(y, method='single', metric='euclidean')
 
@@ -869,7 +878,7 @@
 
       for k < n.
     """
-    return ((scipy.bitwise_and((u != v), scipy.bitwise_or(u != 0, v != 0))).sum()) / scipy.bitwise_or(u != 0, v != 0).sum()
+    return numpy.double(scipy.bitwise_and((u != v), scipy.bitwise_or(u != 0, v != 0)).sum()) / numpy.double(scipy.bitwise_or(u != 0, v != 0).sum())
 
 def kulsinski(u, v):
     """
@@ -1292,8 +1301,8 @@
     if type(X) is not _array_type:
         raise TypeError('The parameter passed must be an array.')
 
-    if X.dtype != 'double':
-        raise TypeError('X must be a float64 array')
+    if X.dtype == 'float32':
+        raise TypeError('Floating point arrays must be 64-bit.')
 
     # The C code doesn't do striding.
     [X] = _copy_arrays_if_base_present([X])
@@ -1301,7 +1310,7 @@
     s = X.shape
 
     if len(s) != 2:
-        raise ValueError('A matrix must be passed.');
+        raise ValueError('A 2-dimensional array must be passed.');
 
     m = s[0]
     n = s[1]
@@ -1310,10 +1319,27 @@
     mtype = type(metric)
     if mtype is types.FunctionType:
         k = 0
-        for i in xrange(0, m - 1):
-            for j in xrange(i+1, m):
-                dm[k] = metric(X[i, :], X[j, :])
-                k = k + 1
+        if metric == minkowski:
+            for i in xrange(0, m - 1):
+                for j in xrange(i+1, m):
+                    dm[k] = minkowski(X[i, :], X[j, :], p)
+                    k = k + 1
+        elif metric == seuclidean:
+            for i in xrange(0, m - 1):
+                for j in xrange(i+1, m):
+                    dm[k] = seuclidean(X[i, :], X[j, :], V)
+                    k = k + 1
+        elif metric == mahalanobis:
+            for i in xrange(0, m - 1):
+                for j in xrange(i+1, m):
+                    dm[k] = mahalanobis(X[i, :], X[j, :], V)
+                    k = k + 1
+        else:
+            for i in xrange(0, m - 1):
+                for j in xrange(i+1, m):
+                    dm[k] = metric(X[i, :], X[j, :])
+                    k = k + 1
+
     elif mtype is types.StringType:
         mstr = metric.lower()
 
@@ -1332,14 +1358,14 @@
             elif X.dtype == 'bool':
                 _hierarchy_wrap.pdist_hamming_bool_wrap(X, dm)
             else:
-                raise TypeError('Invalid input matrix type %s for hamming.' % str(X.dtype))
+                raise TypeError('Invalid input array value type %s for hamming.' % str(X.dtype))
         elif mstr in set(['jaccard', 'jacc', 'ja', 'j']):
             if X.dtype == 'double':
-                _hierarchy_wrap.pdist_hamming_wrap(X, dm)
+                _hierarchy_wrap.pdist_jaccard_wrap(X, dm)
             elif X.dtype == 'bool':
-                _hierarchy_wrap.pdist_hamming_bool_wrap(X, dm)
+                _hierarchy_wrap.pdist_jaccard_bool_wrap(X, dm)
             else:
-                raise TypeError('Invalid input matrix type %s for jaccard.' % str(X.dtype))
+                raise TypeError('Invalid input array value type %s for jaccard.' % str(X.dtype))
         elif mstr in set(['chebyshev', 'cheby', 'cheb', 'ch']):
             _hierarchy_wrap.pdist_chebyshev_wrap(X, dm)            
         elif mstr in set(['minkowski', 'mi', 'm']):
@@ -1357,7 +1383,7 @@
                 # The C code doesn't do striding.
                 [VV] = _copy_arrays_if_base_present([V])
             else:
-                VV = scipy.stats.var(X, axis=0)
+                VV = _unbiased_variance(X)
             _hierarchy_wrap.pdist_seuclidean_wrap(X, VV, dm)
         # Need to test whether vectorized cosine works better.
         # Find out: Is there a dot subtraction operator so I can
@@ -1417,7 +1443,7 @@
             dm = pdist(X, euclidean)
         elif metric == 'test_sqeuclidean':
             if V is None:
-                V = scipy.stats.var(X, axis=0)
+                V = _unbiased_variance(X)
             dm = pdist(X, lambda u, v: seuclidean(u, v, V))
         elif metric == 'test_braycurtis':
             dm = pdist(X, braycurtis)
@@ -1431,7 +1457,7 @@
         elif metric == 'test_cityblock':
             dm = pdist(X, cityblock)
         elif metric == 'test_minkowski':
-            dm = pdist(X, minkowski)
+            dm = pdist(X, minkowski, p)
         elif metric == 'test_cosine':
             dm = pdist(X, cosine)
         elif metric == 'test_correlation':

Modified: trunk/scipy/cluster/src/hierarchy.c
===================================================================
--- trunk/scipy/cluster/src/hierarchy.c	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/src/hierarchy.c	2008-04-18 02:13:12 UTC (rev 4148)
@@ -285,19 +285,20 @@
   int i = 0;
   double denom = 0.0, num = 0.0;
   for (i = 0; i < n; i++) {
-    num += (u[i] != v[i]) && ((u[i] != 0) || (v[i] != 0));
-    denom += (u[i] != 0) || (v[i] != 0);
+    num += (u[i] != v[i]) && ((u[i] != 0.0) || (v[i] != 0.0));
+    denom += (u[i] != 0.0) || (v[i] != 0.0);
   }
   return num / denom;
 }
 
 double jaccard_distance_bool(const char *u, const char *v, int n) {
   int i = 0;
-  double s = 0.0;
+  double s = 0.0, num = 0.0, denom = 0.0;
   for (i = 0; i < n; i++) {
-    s = s + (u[i] != v[i]);
+    num += (u[i] != v[i]) && ((u[i] != 0) || (v[i] != 0));
+    denom += (u[i] != 0) || (v[i] != 0);
   }
-  return s / (double)n;
+  return num / denom;
 }
 
 double dot_product(const double *u, const double *v, int n) {

Modified: trunk/scipy/cluster/tests/iris.txt
===================================================================
--- trunk/scipy/cluster/tests/iris.txt	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/iris.txt	2008-04-18 02:13:12 UTC (rev 4148)
@@ -1,151 +1,150 @@
-5.1,3.5,1.4,0.2
-4.9,3.0,1.4,0.2
-4.7,3.2,1.3,0.2
-4.6,3.1,1.5,0.2
-5.0,3.6,1.4,0.2
-5.4,3.9,1.7,0.4
-4.6,3.4,1.4,0.3
-5.0,3.4,1.5,0.2
-4.4,2.9,1.4,0.2
-4.9,3.1,1.5,0.1
-5.4,3.7,1.5,0.2
-4.8,3.4,1.6,0.2
-4.8,3.0,1.4,0.1
-4.3,3.0,1.1,0.1
-5.8,4.0,1.2,0.2
-5.7,4.4,1.5,0.4
-5.4,3.9,1.3,0.4
-5.1,3.5,1.4,0.3
-5.7,3.8,1.7,0.3
-5.1,3.8,1.5,0.3
-5.4,3.4,1.7,0.2
-5.1,3.7,1.5,0.4
-4.6,3.6,1.0,0.2
-5.1,3.3,1.7,0.5
-4.8,3.4,1.9,0.2
-5.0,3.0,1.6,0.2
-5.0,3.4,1.6,0.4
-5.2,3.5,1.5,0.2
-5.2,3.4,1.4,0.2
-4.7,3.2,1.6,0.2
-4.8,3.1,1.6,0.2
-5.4,3.4,1.5,0.4
-5.2,4.1,1.5,0.1
-5.5,4.2,1.4,0.2
-4.9,3.1,1.5,0.1
-5.0,3.2,1.2,0.2
-5.5,3.5,1.3,0.2
-4.9,3.1,1.5,0.1
-4.4,3.0,1.3,0.2
-5.1,3.4,1.5,0.2
-5.0,3.5,1.3,0.3
-4.5,2.3,1.3,0.3
-4.4,3.2,1.3,0.2
-5.0,3.5,1.6,0.6
-5.1,3.8,1.9,0.4
-4.8,3.0,1.4,0.3
-5.1,3.8,1.6,0.2
-4.6,3.2,1.4,0.2
-5.3,3.7,1.5,0.2
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-7.0,3.2,4.7,1.4
-6.4,3.2,4.5,1.5
-6.9,3.1,4.9,1.5
-5.5,2.3,4.0,1.3
-6.5,2.8,4.6,1.5
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-6.3,3.3,4.7,1.6
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-5.2,2.7,3.9,1.4
-5.0,2.0,3.5,1.0
-5.9,3.0,4.2,1.5
-6.0,2.2,4.0,1.0
-6.1,2.9,4.7,1.4
-5.6,2.9,3.6,1.3
-6.7,3.1,4.4,1.4
-5.6,3.0,4.5,1.5
-5.8,2.7,4.1,1.0
-6.2,2.2,4.5,1.5
-5.6,2.5,3.9,1.1
-5.9,3.2,4.8,1.8
-6.1,2.8,4.0,1.3
-6.3,2.5,4.9,1.5
-6.1,2.8,4.7,1.2
-6.4,2.9,4.3,1.3
-6.6,3.0,4.4,1.4
-6.8,2.8,4.8,1.4
-6.7,3.0,5.0,1.7
-6.0,2.9,4.5,1.5
-5.7,2.6,3.5,1.0
-5.5,2.4,3.8,1.1
-5.5,2.4,3.7,1.0
-5.8,2.7,3.9,1.2
-6.0,2.7,5.1,1.6
-5.4,3.0,4.5,1.5
-6.0,3.4,4.5,1.6
-6.7,3.1,4.7,1.5
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-5.6,3.0,4.1,1.3
-5.5,2.5,4.0,1.3
-5.5,2.6,4.4,1.2
-6.1,3.0,4.6,1.4
-5.8,2.6,4.0,1.2
-5.0,2.3,3.3,1.0
-5.6,2.7,4.2,1.3
-5.7,3.0,4.2,1.2
-5.7,2.9,4.2,1.3
-6.2,2.9,4.3,1.3
-5.1,2.5,3.0,1.1
-5.7,2.8,4.1,1.3
-6.3,3.3,6.0,2.5
-5.8,2.7,5.1,1.9
-7.1,3.0,5.9,2.1
-6.3,2.9,5.6,1.8
-6.5,3.0,5.8,2.2
-7.6,3.0,6.6,2.1
-4.9,2.5,4.5,1.7
-7.3,2.9,6.3,1.8
-6.7,2.5,5.8,1.8
-7.2,3.6,6.1,2.5
-6.5,3.2,5.1,2.0
-6.4,2.7,5.3,1.9
-6.8,3.0,5.5,2.1
-5.7,2.5,5.0,2.0
-5.8,2.8,5.1,2.4
-6.4,3.2,5.3,2.3
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Deleted: trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml-iris.txt
===================================================================
--- trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml-iris.txt	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml-iris.txt	2008-04-18 02:13:12 UTC (rev 4148)
@@ -1 +0,0 @@
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1.8568002e+01   1.7894715e+01   1.6219054e+01   1.7763994e+01   1.8981142e+01   1.8294506e+01   1.8190541e+01   1.7081179e+01   1.7390173e+01   1.4863989e+01   1.9394676e+00   4.6383693e+00   9.8003160e-01   1.1066229e+00   1.0211725e+00   6.0103306e-01   2.2132457e+00   1.2034300e+00   1.2337044e+00   2.1096674e+00   4.7282906e+00   4.9478896e+00   4.6383693e+00   2.5152850e+00   4.5992589e+00   2.4650524e+00   2.5196315e+00   2.6058219e+00   1.5874011e+00   2.9320989e+00   1.8435146e+00   1.1359060e+00   2.4086604e+00   1.5745775e+00   1.9065209e+00   6.2402515e-01   4.6533907e-01   2.5196315e+00   3.1410377e+00   3.8599252e+00   6.0103306e-01   1.5760969e+00   2.9058572e+00   6.0103306e-01   1.0211725e+00   1.2538012e+00   2.6292664e+00   2.5602448e+00   1.0211725e+00   3.1284501e+00   4.3768242e+00   1.2337044e+00   2.4650524e+00   3.1748021e-01   2.0611757e+00   1.3720717e+00   1.4949205e+01   1.3552973e+01   1.4149173e+01   1.2746928e+01   1.5098077e+01   1.2431738e+01   1.4565741e+01   8.4189234e+00   1.4265547e+01   1.0586804e+01   1.0190228e+01   1.1845622e+01   1.3516479e+01   1.3569735e+01   1.0080743e+01   1.2587964e+01   1.1613319e+01   1.1553992e+01   1.6458101e+01   1.1661541e+01   1.3631975e+01   1.2506053e+01   1.6443605e+01   1.3518980e+01   1.3268231e+01   1.3548443e+01   1.5874084e+01   1.5647085e+01   1.3225436e+01   1.0541341e+01   1.1516902e+01   1.1044947e+01   1.1741421e+01   1.5513515e+01   1.1061726e+01   1.3973799e+01   1.3378578e+01   1.5621176e+01   1.0435315e+01   1.2113655e+01   1.2232650e+01   1.2786907e+01   1.2302913e+01   9.0487423e+00   1.2042373e+01   1.0608917e+01   1.1428733e+01   1.2816251e+01   8.4950667e+00   1.1713794e+01   1.9098910e+01   1.5729118e+01   1.9190544e+01   1.6688193e+01   1.7848999e+01   2.1558564e+01   1.1950217e+01   2.0277352e+01   1.9931833e+01   2.3108353e+01   1.6113637e+01   1.7673275e+01   1.7782121e+01   1.6305410e+01   1.6430438e+01   1.6943162e+01   1.6335430e+01   2.5515941e+01   2.5266906e+01   1.6896031e+01   1.8862638e+01   1.4583109e+01   2.3041560e+01   1.6424987e+01   1.8599072e+01   1.8813252e+01   1.5528301e+01   1.4311193e+01   1.8241083e+01   1.7914146e+01   2.1001149e+01   2.4839535e+01   1.8486325e+01   1.5545880e+01   1.6531118e+01   2.1386990e+01   1.8707574e+01   1.4845159e+01   1.3885107e+01   1.6522806e+01   1.7123369e+01   1.6445405e+01   1.5729118e+01   1.8990048e+01   1.9566845e+01   1.7476427e+01   1.7692813e+01   1.6295164e+01   1.7843270e+01   1.4155799e+01   2.9891849e+00   1.3720717e+00   4.6533907e-01   2.0611757e+00   1.7799212e+00   1.1359060e+00   1.2480503e+00   1.6856955e+00   3.9500734e+00   2.7441434e+00   4.0481603e+00   2.4086604e+00   6.2402515e-01   2.9784994e+00   1.2337044e+00   1.8435146e+00   1.2337044e+00   1.2699208e+00   2.4404310e+00   1.7965249e+00   1.2020661e+00   1.2480503e+00   8.1287374e-01   6.3496042e-01   1.8435146e+00   1.7965249e+00   2.1654045e+00   2.0600534e+00   1.7432492e+00   1.7799212e+00   9.3067814e-01   1.2845725e+00   1.7799212e+00   2.4768885e+00   8.1287374e-01   6.2402515e-01   4.1027239e+00   2.1079600e+00   1.3720717e+00   2.3563262e+00   1.6856955e+00   1.0211725e+00   1.2699208e+00   9.8003160e-01   3.0000000e-01   1.5885580e+01   1.4342699e+01   1.6726423e+01   1.3015952e+01   1.6263978e+01   1.3245927e+01   1.4264810e+01   8.8961475e+00   1.5615144e+01   1.0794471e+01   9.0966241e+00   1.3187697e+01   1.4004123e+01   1.4760482e+01   1.0964233e+01   1.5028936e+01   1.2788364e+01   1.2278631e+01   1.7040550e+01   1.2113655e+01   1.4259081e+01   1.3500058e+01   1.7242856e+01   1.4525171e+01   1.4542971e+01   1.5162979e+01   1.7122087e+01   1.7361002e+01   1.4374434e+01   1.1119462e+01   1.1837173e+01   1.1363242e+01   1.2476580e+01   1.6390006e+01   1.2062629e+01   1.2612885e+01   1.5869143e+01   1.6278714e+01   1.1572443e+01   1.2500793e+01   1.2690654e+01   1.4232228e+01   1.2949021e+01   8.1258010e+00   1.2669797e+01   1.1806409e+01   1.2394540e+01   1.4021062e+01   8.3567683e+00   1.2519379e+01   1.8737933e+01   1.6522234e+01   2.1105670e+01   1.8025065e+01   1.9590654e+01   2.3628381e+01   1.2525860e+01   2.1925476e+01   2.0880164e+01   1.8637340e+01   1.6970100e+01   1.8723742e+01   1.9593859e+01   1.6856171e+01   1.7380354e+01   1.7787417e+01   1.8023258e+01   2.2240849e+01   2.6577362e+01   1.7401998e+01   1.9849461e+01   1.5378705e+01   2.4600487e+01   1.7426407e+01   1.8345685e+01   1.9845368e+01   1.6621080e+01   1.5814189e+01   1.9448698e+01   1.9796449e+01   2.2472697e+01   2.1628673e+01   1.9700284e+01   1.6662369e+01   1.7345859e+01   2.3471116e+01   1.7250384e+01   1.7350188e+01   1.5337280e+01   1.9246402e+01   1.9840267e+01   1.9170162e+01   1.6522234e+01   1.9956596e+01   1.9308243e+01   1.9261198e+01   1.8513258e+01   1.7987051e+01   1.6388067e+01   1.5572449e+01   3.9243446e+00   3.1702938e+00   5.7837411e+00   4.3044426e+00   1.2480503e+00   3.2484124e+00   5.0617707e+00   7.0185681e+00   2.8352192e+00   2.0228388e+00   4.0000000e-01   2.6621660e+00   9.8003160e-01   1.6872569e+00   1.0683811e+00   1.4448053e+00   4.7544555e+00   1.9065209e+00   3.6016092e+00   3.5752200e+00   1.9394676e+00   2.4674089e+00   2.9320989e+00   3.8537088e+00   3.8423451e+00   1.0683811e+00   2.2524858e+00   2.1958558e+00   4.3044426e+00   4.3768242e+00   2.6292664e+00   4.3044426e+00   5.8857526e+00   2.9320989e+00   3.1284501e+00   6.5652439e+00   5.4475242e+00   2.6292664e+00   1.2034300e+00   4.3366937e+00   1.6872569e+00   4.7544555e+00   1.7382670e+00   3.6635621e+00   1.4944658e+01   1.3285812e+01   1.5700236e+01   1.0777549e+01   1.4966823e+01   1.1538395e+01   1.3297809e+01   1.0066697e+01   1.4370445e+01   1.0508179e+01   1.0958178e+01   1.1770874e+01   1.2243948e+01   1.3377582e+01   9.2099134e+00   1.3943877e+01   1.1077285e+01   1.0586804e+01   1.5424179e+01   1.0149607e+01   1.3012133e+01   1.2053876e+01   1.5762118e+01   1.3066477e+01   1.3247734e+01   1.3987735e+01   1.5879523e+01   1.6246477e+01   1.2952973e+01   9.3143156e+00   9.6410330e+00   9.1658052e+00   1.0813285e+01   1.4870325e+01   9.4670761e+00   1.1663634e+01   1.4801876e+01   1.4708005e+01   9.8667010e+00   1.0340823e+01   1.0550351e+01   1.2909712e+01   1.1241066e+01   9.9314085e+00   1.0794471e+01   1.0213635e+01   1.0748161e+01   1.2665879e+01   8.7999548e+00   1.0821191e+01   1.7842778e+01   1.4874653e+01   2.0110592e+01   1.6750478e+01   1.8466434e+01   2.2716973e+01   1.4178033e+01   2.0878528e+01   1.9534887e+01   1.9274137e+01   1.5989379e+01   1.7385461e+01   1.8535852e+01   1.5022060e+01   1.5786192e+01   1.6794631e+01   1.6873441e+01   1.9531053e+01   2.5478890e+01   1.5691453e+01   1.8992682e+01   1.3539520e+01   2.3572128e+01   1.6048147e+01   1.7548276e+01   1.9010270e+01   1.5253349e+01   1.4519345e+01   1.8169708e+01   1.8771066e+01   2.1391056e+01   1.8942346e+01   1.8425433e+01   1.5310675e+01   1.5811284e+01   2.2577570e+01   1.6503004e+01   1.6243921e+01   1.3992343e+01   1.8280982e+01   1.8850628e+01   1.8208718e+01   1.4874653e+01   1.9082206e+01   1.8533380e+01   1.8185706e+01   1.7058389e+01   1.6846714e+01   1.5590842e+01   1.4165590e+01   1.1359060e+00   1.5319850e+00   2.1958558e+00   2.8198290e+00   1.0211725e+00   1.6257475e+00   2.9891849e+00   4.5546238e+00   4.7945480e+00   3.2728146e+00   8.5602218e-01   3.5027891e+00   1.9394676e+00   2.2149867e+00   2.2986581e+00   1.3720717e+00   2.6076804e+00   1.5319850e+00   2.6292664e+00   1.3720717e+00   1.9428691e+00   9.7877528e-01   1.4773595e+00   1.9617216e+00   1.7044794e+00   3.6519699e+00   3.3475964e+00   2.1958558e+00   2.1654045e+00   2.4032464e+00   2.1958558e+00   1.8793802e+00   1.2845725e+00   1.1359060e+00   2.1010911e+00   1.4773595e+00   2.4086604e+00   3.5753219e+00   9.3067814e-01   2.8352192e+00   4.6533907e-01   2.6519650e+00   1.1359060e+00   1.5495174e+01   1.4091742e+01   1.6467395e+01   1.3524603e+01   1.6268059e+01   1.3499808e+01   1.3865506e+01   9.1026803e+00   1.5532634e+01   1.1525561e+01   1.0798526e+01   1.3271597e+01   1.4236036e+01   1.4820377e+01   1.1215273e+01   1.4807567e+01   1.3020865e+01   1.2470879e+01   1.7285766e+01   1.2476580e+01   1.4186968e+01   1.3590107e+01   1.7396241e+01   1.4606164e+01   1.4507565e+01   1.5035837e+01   1.7052793e+01   1.7231674e+01   1.4477344e+01   1.1377718e+01   1.2285397e+01   1.1789546e+01   1.2698076e+01   1.6589897e+01   1.2443071e+01   1.1661923e+01   1.5652212e+01   1.6451663e+01   1.1778144e+01   1.2961981e+01   1.3119092e+01   1.4236480e+01   1.3202276e+01   9.7168810e+00   1.3010921e+01   1.1946808e+01   1.2600802e+01   1.4038979e+01   9.2493015e+00   1.2767629e+01   1.8344693e+01   1.6832510e+01   2.0915584e+01   1.8059318e+01   1.9533030e+01   2.3352678e+01   1.2813825e+01   2.1745287e+01   2.0966670e+01   2.1436371e+01   1.6712435e+01   1.8824194e+01   1.9463631e+01   1.7288747e+01   1.7684657e+01   1.7565447e+01   1.7944140e+01   2.4039820e+01   2.6493846e+01   1.7720395e+01   1.9504506e+01   1.5765238e+01   2.4421905e+01   1.7545011e+01   1.7839035e+01   1.9420400e+01   1.6729751e+01   1.5850778e+01   1.9522918e+01   1.9560676e+01   2.2334398e+01   2.3371852e+01   1.9780264e+01   1.6718154e+01   1.7526334e+01   2.3194192e+01   1.6117648e+01   1.7218049e+01   1.5408911e+01   1.9015475e+01   1.9661695e+01   1.8949808e+01   1.6832510e+01   1.9630268e+01   1.8810081e+01   1.9162699e+01   1.8702086e+01   1.7920616e+01   1.5303222e+01   1.5684795e+01   2.2968911e+00   9.8003160e-01   1.1066229e+00   4.6533907e-01   1.8793802e+00   3.7572369e+00   3.4336612e+00   3.6878258e+00   3.1702938e+00   1.0079368e+00   3.2181600e+00   1.1359060e+00   9.3067814e-01   1.2034300e+00   2.2289625e+00   1.6872569e+00   9.3067814e-01   7.3049739e-01   4.6533907e-01   4.6533907e-01   4.6533907e-01   1.2034300e+00   1.2034300e+00   9.3067814e-01   1.8347096e+00   2.6281695e+00   9.8003160e-01   7.8728875e-01   1.5319850e+00   9.8003160e-01   2.4068601e+00   1.0000000e-01   8.1287374e-01   4.1553586e+00   1.9600632e+00   1.1359060e+00   2.6292664e+00   1.8793802e+00   1.1359060e+00   1.3720717e+00   9.5244063e-01   3.1748021e-01   1.4725295e+01   1.3225436e+01   1.5656797e+01   1.2312490e+01   1.5375897e+01   1.2426806e+01   1.2977234e+01   8.2564023e+00   1.4698049e+01   1.0056743e+01   8.5114308e+00   1.2270388e+01   1.3295967e+01   1.3866426e+01   1.0144011e+01   1.3993710e+01   1.1889800e+01   1.1506808e+01   1.6288193e+01   1.1390093e+01   1.3151101e+01   1.2661442e+01   1.6434971e+01   1.3679267e+01   1.3644731e+01   1.4197215e+01   1.6219928e+01   1.6354615e+01   1.3485437e+01   1.0385431e+01   1.1137020e+01   1.0671434e+01   1.1693932e+01   1.5546262e+01   1.1185277e+01   1.0746831e+01   1.4817906e+01   1.5519994e+01   1.0700300e+01   1.1770874e+01   1.1943377e+01   1.3295840e+01   1.2184996e+01   7.5241539e+00   1.1890723e+01   1.0929683e+01   1.1550501e+01   1.3136108e+01   7.7031654e+00   1.1708978e+01   1.7322409e+01   1.5675730e+01   2.0033331e+01   1.7073335e+01   1.8548675e+01   2.2516592e+01   1.1808104e+01   2.0906475e+01   2.0024980e+01   2.0545041e+01   1.5786590e+01   1.7837112e+01   1.8546631e+01   1.6057790e+01   1.6479067e+01   1.6584809e+01   1.7011024e+01   2.3202565e+01   2.5620295e+01   1.6654830e+01   1.8599072e+01   1.4517204e+01   2.3591291e+01   1.6557208e+01   1.6937692e+01   1.8599942e+01   1.5729748e+01   1.4843306e+01   1.8514877e+01   1.8750034e+01   2.1491080e+01   2.2575579e+01   1.8761579e+01   1.5776405e+01   1.6522744e+01   2.2354833e+01   1.5145712e+01   1.6276024e+01   1.4376347e+01   1.8124039e+01   1.8707574e+01   1.8043717e+01   1.5675730e+01   1.8706756e+01   1.7870457e+01   1.8215532e+01   1.7683922e+01   1.6970100e+01   1.4324535e+01   1.4611615e+01   2.0600534e+00   3.5147734e+00   2.2289625e+00   1.1359060e+00   1.4295913e+00   5.1171773e+00   6.5123974e+00   5.0171180e+00   2.6500939e+00   5.7155780e+00   3.8590103e+00   3.5685848e+00   4.0481603e+00   2.5781299e+00   4.1703514e+00   2.9059510e+00   1.6856955e+00   3.6016092e+00   2.8179114e+00   2.0413535e+00   1.6529143e+00   1.6257475e+00   3.9834057e+00   4.5825506e+00   3.8044623e+00   2.0600534e+00   2.1941208e+00   3.2976039e+00   2.0600534e+00   3.1748021e-01   2.4650524e+00   3.1074178e+00   1.9428691e+00   6.0103306e-01   4.3917116e+00   5.5180183e+00   1.1359060e+00   3.5173564e+00   7.8728875e-01   3.3475964e+00   1.5745775e+00   1.6735385e+01   1.5325525e+01   1.6644523e+01   1.2851853e+01   1.4580767e+01   1.2048822e+01   1.6200007e+01   8.7080563e+00   1.3062815e+01   1.0519416e+01   1.0546398e+01   1.2502190e+01   1.3572927e+01   1.2436165e+01   9.1699403e+00   1.5001274e+01   1.2305869e+01   1.1343580e+01   1.6479039e+01   1.1655248e+01   1.5461651e+01   1.2080147e+01   1.6303403e+01   1.3061676e+01   1.2124274e+01   1.4159539e+01   1.5317018e+01   1.6271430e+01   1.2119901e+01   1.0466619e+01   1.1584112e+01   1.1114311e+01   1.1535386e+01   1.5222552e+01   1.1784536e+01   1.5511934e+01   1.5840873e+01   1.5596877e+01   1.1109071e+01   1.2124653e+01   1.2164102e+01   1.3427787e+01   1.2190349e+01   9.3206148e+00   1.1859330e+01   1.1266995e+01   1.0435158e+01   1.1707330e+01   8.6485997e+00   1.1349750e+01   2.0887950e+01   1.5466570e+01   1.9819004e+01   1.5414117e+01   1.8509842e+01   2.2173824e+01   1.2192287e+01   1.8803540e+01   1.9722318e+01   2.4654236e+01   1.7984552e+01   1.7314585e+01   1.8420681e+01   1.6248623e+01   1.5970653e+01   1.8856897e+01   1.6978513e+01   2.6979555e+01   2.4853709e+01   1.6931298e+01   2.0803484e+01   1.4184923e+01   2.2297391e+01   1.6094959e+01   2.0334019e+01   2.0725222e+01   1.5030679e+01   1.4974508e+01   1.7671813e+01   1.8520744e+01   2.0309716e+01   2.6281171e+01   1.7913977e+01   1.5031048e+01   1.6323139e+01   2.2002227e+01   2.0365488e+01   1.7418024e+01   1.4555341e+01   1.9159766e+01   1.9809353e+01   1.9083663e+01   1.5466570e+01   2.0940700e+01   2.1336409e+01   1.8124514e+01   1.7546255e+01   1.6943162e+01   1.9486620e+01   1.4839072e+01   2.2968911e+00   1.4295913e+00   6.2402515e-01   2.1079600e+00   4.9611467e+00   4.6998864e+00   4.3044426e+00   2.1654045e+00   4.4328796e+00   2.1181110e+00   2.6076804e+00   2.1941208e+00   3.3251194e+00   2.4674089e+00   2.1096674e+00   1.0079368e+00   1.9081610e+00   1.5760969e+00   1.9081610e+00   1.2337044e+00   6.2402515e-01   2.2597668e+00   1.9341935e+00   3.9995803e+00   0.0000000e+00   1.4295913e+00   3.0306837e+00   0.0000000e+00   2.0600534e+00   1.2034300e+00   2.1654045e+00   3.7587604e+00   2.0600534e+00   2.5152850e+00   3.8655529e+00   1.2337044e+00   2.3988602e+00   1.4295913e+00   2.1079600e+00   1.2337044e+00   1.4580767e+01   1.3110450e+01   1.3769493e+01   1.2080662e+01   1.4652619e+01   1.1855256e+01   1.4084933e+01   6.8368930e+00   1.3862137e+01   9.7626002e+00   9.1098636e+00   1.1324953e+01   1.3043780e+01   1.3076995e+01   9.5164235e+00   1.2209314e+01   1.1000223e+01   1.1057973e+01   1.5939828e+01   1.1082459e+01   1.3061676e+01   1.2037718e+01   1.5946233e+01   1.3045457e+01   1.2845810e+01   1.3144641e+01   1.5471938e+01   1.5211277e+01   1.2706937e+01   1.0032797e+01   1.0897113e+01   1.0447505e+01   1.1219362e+01   1.4953058e+01   1.0365843e+01   1.3436549e+01   1.2982765e+01   1.5151439e+01   9.8630031e+00   1.1461051e+01   1.1586793e+01   1.2305869e+01   1.1770874e+01   8.0202304e+00   1.1435749e+01   1.0077215e+01   1.0871601e+01   1.2363878e+01   7.6582738e+00   1.1151062e+01   1.8513828e+01   1.5087681e+01   1.8747043e+01   1.6167006e+01   1.7329665e+01   2.1147509e+01   1.0058318e+01   1.9864074e+01   1.9444558e+01   2.2623523e+01   1.5624756e+01   1.7153417e+01   1.7314471e+01   1.5612720e+01   1.5754520e+01   1.6412718e+01   1.5854906e+01   2.5080378e+01   2.4827937e+01   1.6323534e+01   1.8387986e+01   1.3880508e+01   2.2634459e+01   1.5907135e+01   1.8108339e+01   1.8401564e+01   1.5001832e+01   1.3780256e+01   1.7703852e+01   1.7524152e+01   2.0586191e+01   2.4438069e+01   1.7941377e+01   1.5059656e+01   1.5997452e+01   2.0976491e+01   1.8131337e+01   1.4366177e+01   1.3336993e+01   1.6081745e+01   1.6635606e+01   1.5996286e+01   1.5087681e+01   1.8500417e+01   1.9048067e+01   1.6988752e+01   1.7153241e+01   1.5804067e+01   1.7260689e+01   1.3576723e+01   1.9065209e+00   3.2967448e+00   5.2174040e+00   2.0720948e+00   2.3592959e+00   1.2480503e+00   1.6872569e+00   1.6872569e+00   9.8003160e-01   7.8728875e-01   7.8728875e-01   2.6281695e+00   2.9891849e+00   2.6602921e+00   2.2705666e+00   2.4086604e+00   6.3496042e-01   1.2034300e+00   2.4650524e+00   2.4768885e+00   7.8728875e-01   1.3720717e+00   1.2845725e+00   2.2968911e+00   2.4749599e+00   1.0211725e+00   2.2968911e+00   3.6878258e+00   9.5244063e-01   2.1654045e+00   5.5437705e+00   3.2826324e+00   2.6292664e+00   2.4086604e+00   3.2967448e+00   9.8003160e-01   2.6281695e+00   1.0000000e-01   1.7632210e+00   1.5163271e+01   1.3485437e+01   1.5938663e+01   1.1223752e+01   1.5307072e+01   1.1888002e+01   1.3417623e+01   1.0621763e+01   1.4721277e+01   1.0878046e+01   1.1557923e+01   1.2049819e+01   1.2810900e+01   1.3692367e+01   9.5599586e+00   1.4214780e+01   1.1334163e+01   1.1045811e+01   1.5877667e+01   1.0614099e+01   1.3151272e+01   1.2437761e+01   1.6155637e+01   1.3448523e+01   1.3603183e+01   1.4294079e+01   1.6238014e+01   1.6486610e+01   1.3254830e+01   9.8072539e+00   1.0116001e+01   9.6682093e+00   1.1229914e+01   1.5191671e+01   9.7084199e+00   1.1718608e+01   1.5044070e+01   1.5187558e+01   1.0167937e+01   1.0753799e+01   1.0951892e+01   1.3196318e+01   1.1675337e+01   1.0495743e+01   1.1170011e+01   1.0535701e+01   1.1080677e+01   1.3015050e+01   9.3159181e+00   1.1183015e+01   1.7816203e+01   1.5153324e+01   2.0279449e+01   1.6986262e+01   1.8622128e+01   2.2871385e+01   1.4542009e+01   2.1111626e+01   1.9872954e+01   1.8834769e+01   1.6101675e+01   1.7673568e+01   1.8713651e+01   1.5331404e+01   1.5996810e+01   1.6869307e+01   1.7081981e+01   2.0388736e+01   2.5728398e+01   1.6123532e+01   1.9055612e+01   1.3783359e+01   2.3805685e+01   1.6357474e+01   1.7570255e+01   1.9123174e+01   1.5538562e+01   1.4739293e+01   1.8402604e+01   1.9010270e+01   2.1647657e+01   1.9821456e+01   1.8648709e+01   1.5630845e+01   1.6179526e+01   2.2724588e+01   1.6421085e+01   1.6412194e+01   1.4213520e+01   1.8422806e+01   1.8955742e+01   1.8341956e+01   1.5153324e+01   1.9138262e+01   1.8516581e+01   1.8353326e+01   1.7396241e+01   1.7040989e+01   1.5526685e+01   1.4375002e+01   1.3720717e+00   3.5753219e+00   4.0456776e+00   4.8240043e+00   3.8981003e+00   1.6872569e+00   3.2230929e+00   2.1096674e+00   9.7877528e-01   2.1958558e+00   1.9600632e+00   1.9081610e+00   3.0000000e-01   9.3067814e-01   6.3496042e-01   1.1359060e+00   9.3067814e-01   4.6533907e-01   3.0000000e-01   1.6856955e+00   2.8810032e+00   3.3425881e+00   1.4295913e+00   1.6257475e+00   2.0628679e+00   1.4295913e+00   2.2801540e+00   6.0103306e-01   1.6872569e+00   3.9531919e+00   1.8435146e+00   1.3720717e+00   2.9891849e+00   1.3720717e+00   1.1066229e+00   1.2480503e+00   1.7448317e+00   1.0211725e+00   1.4976806e+01   1.3522416e+01   1.5928049e+01   1.2796972e+01   1.5680723e+01   1.2851945e+01   1.3290140e+01   8.0712326e+00   1.4985709e+01   1.0709970e+01   9.8656983e+00   1.2633631e+01   1.3643417e+01   1.4219923e+01   1.0541341e+01   1.4260102e+01   1.2340665e+01   1.1881396e+01   1.6641737e+01   1.1816770e+01   1.3539520e+01   1.2983768e+01   1.6783417e+01   1.4030863e+01   1.3940115e+01   1.4475808e+01   1.6502369e+01   1.6652959e+01   1.3849158e+01   1.0751191e+01   1.1596210e+01   1.1119462e+01   1.2064736e+01   1.5945124e+01   1.1715670e+01   1.1079239e+01   1.5098077e+01   1.5848156e+01   1.1122550e+01   1.2246817e+01   1.2433306e+01   1.3641155e+01   1.2565128e+01   8.8080682e+00   1.2333832e+01   1.1326250e+01   1.1955835e+01   1.3455472e+01   8.4044206e+00   1.2113655e+01   1.7699108e+01   1.6125088e+01   2.0334019e+01   1.7441240e+01   1.8902895e+01   2.2802717e+01   1.1634456e+01   2.1201880e+01   2.0364638e+01   2.0843425e+01   1.6106091e+01   1.8190541e+01   1.8859715e+01   1.6540481e+01   1.6937421e+01   1.6928155e+01   1.7348045e+01   2.3486710e+01   2.5918777e+01   1.7062596e+01   1.8905970e+01   1.5014650e+01   2.3877323e+01   1.6906681e+01   1.7253783e+01   1.8885161e+01   1.6085913e+01   1.5211055e+01   1.8879373e+01   1.9032847e+01   2.1778721e+01   2.2839614e+01   1.9127999e+01   1.6123532e+01   1.6920457e+01   2.2625611e+01   1.5496514e+01   1.6620546e+01   1.4756657e+01   1.8422262e+01   1.9034611e+01   1.8335254e+01   1.6125088e+01   1.9028012e+01   1.8193362e+01   1.8531313e+01   1.8044957e+01   1.7301002e+01   1.4679679e+01   1.5023003e+01   1.2538012e+00   5.0171180e+00   5.8948198e+00   4.3366937e+00   2.0228388e+00   5.1700126e+00   3.1541992e+00   3.3078726e+00   3.2538196e+00   3.0306837e+00   3.2648893e+00   1.9394676e+00   1.0211725e+00   2.7232965e+00   2.5152850e+00   1.7632210e+00   1.4773595e+00   8.1287374e-01   3.3078726e+00   2.8818172e+00   3.6487468e+00   6.2402515e-01   1.7382670e+00   3.0944563e+00   6.2402515e-01   1.1359060e+00   2.1096674e+00   2.3563262e+00   2.9784994e+00   1.8793802e+00   3.3918985e+00   4.6223377e+00   2.0000000e-01   3.1541992e+00   1.0211725e+00   3.0944563e+00   1.2034300e+00   1.5623172e+01   1.4144710e+01   1.5388959e+01   1.2285620e+01   1.4565741e+01   1.1844494e+01   1.5028771e+01   7.6716480e+00   1.3654500e+01   9.9370695e+00   9.5813407e+00   1.0662773e+01   1.3202276e+01   1.2904025e+01   9.4425804e+00   1.3775505e+01   1.0375005e+01   1.1103359e+01   1.6079200e+01   1.1226807e+01   1.4128453e+01   1.1998446e+01   1.6006895e+01   1.2987160e+01   1.2662535e+01   1.2386330e+01   1.5362768e+01   1.4387982e+01   1.2548905e+01   1.0143725e+01   1.1082459e+01   1.0632980e+01   1.1270701e+01   1.4958017e+01   9.7925804e+00   1.4327393e+01   1.4579315e+01   1.5266793e+01   9.2739892e+00   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2.8691226e+00   5.3777228e+00   4.8592051e+00   1.7448317e+00   3.3251194e+00   4.3768242e+00   5.6750675e+00   2.2986581e+00   5.2639976e+00   4.9221043e+00   4.4326030e+00   2.1096674e+00   2.4994860e+00   5.2912108e+00   1.4448053e+00   1.2034300e+00   2.8591826e+00   5.5343499e+00   1.4773595e+00   4.0000000e-01   2.0228388e+00   5.0423229e+00   2.6076804e+00   2.6076804e+00   4.8592051e+00   5.2116439e+00   4.6002404e+00   4.6494650e+00   1.2480503e+00   1.8793802e+00   4.6086535e+00   4.9348177e+00   6.0341601e+00   6.0645671e+00   3.0473381e+00   5.0191949e+00   2.6281695e+00   4.9537770e+00   3.0655002e+00   3.7894174e+00   4.1105235e+00   6.4967433e+00   1.9394676e+00   3.7323299e+00   4.8373619e+00   6.2308018e+00   4.4328796e+00   5.4848472e+00   4.5742472e+00   8.1287374e-01   2.5196315e+00   5.4354021e+00   4.7200415e+00   1.0423570e+01   2.7441434e+00   1.3974652e+00   3.3992897e+00   8.0160592e+00   4.9095711e+00   2.3592959e+00   6.3496042e-01   4.6498043e+00   5.4176901e+00   4.4171363e+00   2.1096674e+00   6.3505662e+00   6.4693019e+00   3.9419067e+00   1.6872569e+00   2.7232965e+00   3.5311000e+00   1.6529143e+00   3.6072442e+00   4.2375845e+00   5.9585900e+00   9.8857106e+00   3.8655529e+00   2.2524858e+00   3.0736101e+00   6.5947965e+00   4.6086535e+00   1.9065209e+00   3.1748021e-01   3.9243446e+00   4.6992933e+00   3.6270377e+00   2.1958558e+00   5.7216753e+00   5.9098113e+00   2.8671917e+00   2.0600534e+00   1.8435146e+00   3.5753219e+00   6.3496042e-01   3.9956728e+00   3.2826324e+00   7.6926415e+00   1.0000000e-01   2.2968911e+00   2.3592959e+00   4.8899920e+00   1.9065209e+00   1.3974652e+00   4.0602397e+00   2.0228388e+00   1.8720754e+00   3.6815270e+00   3.2484124e+00   3.2291810e+00   3.1053060e+00   2.7232965e+00   2.7968417e+00   1.8793802e+00   2.8591826e+00   3.6815270e+00   2.4994860e+00   6.2233978e+00   4.2193347e+00   4.2366348e+00   4.2943668e+00   3.0506295e+00   5.4675208e+00   3.1541992e+00   4.5937822e+00   3.1053060e+00   3.6270377e+00   4.1581419e+00   6.2480065e+00   3.2181600e+00   4.1105235e+00   3.7301847e+00   6.0979962e+00   3.4998179e+00   6.1073660e+00   4.1790580e+00   4.2918044e+00   3.5685848e+00   5.0298754e+00   5.7985459e+00   1.8435146e+00   6.6418127e+00   4.5218499e+00   6.3310325e+00   4.1050864e+00   4.9554007e+00   5.3079540e+00   4.8437569e+00   3.9234433e+00   5.4970133e+00   5.2478713e+00   4.9265184e+00   4.6339344e+00   7.0798601e+00   5.9223493e+00   8.1871185e+00   1.0743098e+01   1.0713627e+01   3.7966977e+00   7.5175207e+00   7.6961748e+00   1.0294386e+01   6.4444910e+00   7.5926799e+00   7.9282244e+00   1.0253289e+01   6.0343926e+00   7.1032341e+00   8.4228025e+00   9.9585432e+00   6.9996358e+00   7.8298261e+00   9.8353927e+00   2.4650524e+00   2.5196315e+00   4.4894531e+00   1.6856955e+00   1.5760969e+00   4.3308090e+00   2.6076804e+00   1.6529143e+00   3.3251194e+00   3.5331986e+00   2.8915475e+00   2.8691226e+00   2.4086604e+00   3.0655002e+00   2.1654045e+00   2.5381307e+00   3.9419067e+00   2.3563262e+00   7.9882233e+00   4.1082939e+00   2.6621660e+00   2.7566600e+00   4.4320784e+00   5.1103864e+00   3.4336612e+00   1.9394676e+00   6.1925287e+00   6.1464320e+00   3.3992897e+00   1.5760969e+00   2.3563262e+00   4.1464270e+00   1.8435146e+00   8.0734737e+00   3.8789352e+00   3.1053060e+00   3.9497555e+00   5.3082513e+00   4.2895360e+00   6.7078961e+00   3.3251194e+00   6.1286762e+00   5.7403681e+00   5.6585047e+00   3.2484124e+00   4.5049716e+00   4.4384864e+00   3.7062982e+00   5.2732313e+00   5.6203110e+00   6.9674995e+00   4.0481603e+00   3.6152368e+00   3.5147734e+00   8.1933329e+00   2.4219631e+00   4.4326030e+00   3.0143899e+00   8.1429057e+00   4.7282906e+00   5.1061660e+00   6.5292945e+00   2.4787096e+00   5.1495485e+00   3.4108543e+00   1.1066229e+00   3.5331986e+00   5.5181395e+00   2.6076804e+00   1.6097959e+00   3.1284501e+00   4.1082939e+00   3.4765339e+00   8.1287374e-01   4.7593621e+00   2.2705666e+00   1.7448317e+00   1.9065209e+00   2.9059510e+00   3.5575665e+00   3.3489040e+00   3.3200257e+00   2.8691226e+00   2.9099493e+00   1.6872569e+00   2.6076804e+00   1.9394676e+00   4.3366937e+00   5.1362634e+00   4.1105235e+00   2.1958558e+00   6.1504691e+00   6.3761207e+00   3.2925417e+00   2.6076804e+00   2.2289625e+00   4.1643796e+00   6.0103306e-01   1.4448053e+00   7.8728875e-01   4.6119704e+00   2.0600534e+00   2.7232965e+00   1.7382670e+00   4.3917116e+00   1.8793802e+00   2.3592959e+00   3.7846788e+00   1.5319850e+00   5.6798768e+00   1.4295913e+00   8.1287374e-01   1.1359060e+00   5.2639976e+00   2.6292664e+00   2.6076804e+00   4.6717100e+00   3.7581421e+00   1.7044794e+00   2.8591826e+00   8.1287374e-01   4.0084646e+00   2.1096674e+00   2.6107730e+00   2.9427005e+00   6.6316535e+00   6.7574575e+00   3.8708609e+00   1.5319850e+00   2.6519650e+00   4.4437762e+00   9.8003160e-01   1.4773595e+00   1.8347096e+00   6.1811463e+00   3.6072442e+00   2.6058219e+00   5.7420681e+00   2.0228388e+00   6.2233978e+00   3.6815270e+00   2.6076804e+00   5.9098113e+00   3.7062982e+00   7.8728875e-01   2.2289625e+00   2.6281695e+00   2.3563262e+00   4.1364091e+00   2.5152850e+00   2.9891849e+00   1.6856955e+00   3.7440234e+00

Deleted: trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml.txt
===================================================================
--- trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml.txt	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/pdist-minkowski-0.6-ml.txt	2008-04-18 02:13:12 UTC (rev 4148)
@@ -1 +0,0 @@
-   6.1585489e+02   6.2321817e+02   5.8818412e+02   6.7863863e+02   6.0771510e+02   6.9131089e+02   6.2439260e+02   7.1004702e+02   6.4565616e+02   6.5614478e+02   6.1511455e+02   6.2860242e+02   6.4943432e+02   7.1272806e+02   6.5685389e+02   6.2442150e+02   6.6505781e+02   6.6563043e+02   6.5960729e+02   6.8610088e+02   5.7808638e+02   6.1778875e+02   6.3862183e+02   6.2928553e+02   6.1812973e+02   5.9637134e+02   6.2055904e+02   6.2265891e+02   4.9440236e+02   6.4015022e+02   6.2838510e+02   6.5307398e+02   5.3986370e+02   6.4941961e+02   6.0463616e+02   6.3148720e+02   6.0308734e+02   6.0506766e+02   6.2190656e+02   6.5950715e+02   6.2248928e+02   6.2725172e+02   6.4807454e+02   5.7578035e+02   8.3827038e+02   7.1063040e+02   5.4478600e+02   6.7440334e+02   7.3220343e+02   6.1389081e+02   6.3014002e+02   6.5931791e+02   7.8153691e+02   6.8695874e+02   5.1250688e+02   7.0378289e+02   5.6254491e+02   6.4842853e+02   6.9060029e+02   6.0045029e+02   6.2365908e+02   4.6473547e+02   5.7836117e+02   6.6987139e+02   6.3212657e+02   5.5707081e+02   6.4115762e+02   6.5663457e+02   6.6269023e+02   6.8210531e+02   6.1382960e+02   6.3382190e+02   5.9540062e+02   5.5933269e+02   6.4209430e+02   5.2358429e+02   5.7886008e+02   5.8103514e+02   5.7774802e+02   5.9722361e+02   5.4489073e+02   6.3528629e+02   6.4604143e+02   6.5393880e+02   7.0267325e+02   7.1504213e+02   6.5799742e+02   7.4683271e+02   6.0347074e+02   6.5778541e+02   6.6513775e+02   6.8814952e+02   7.0301623e+02   6.2527972e+02   6.8267156e+02   5.4010932e+02   7.0611774e+02   5.6459584e+02   6.3041182e+02   6.3605235e+02   6.7600054e+02   5.4577351e+02   7.0929347e+02   5.9178309e+02   6.1850390e+02   6.4481363e+02   6.3110933e+02   5.5940455e+02   5.6734092e+02   6.5381272e+02   7.1624576e+02   6.3193705e+02   6.6240603e+02   6.5731415e+02   6.5015656e+02   5.9508845e+02   6.6741407e+02   6.8757498e+02   6.6762533e+02   6.5036333e+02   6.6798992e+02   5.7082376e+02   6.2171263e+02   5.8471396e+02   6.3814192e+02   6.1738265e+02   5.8671693e+02   5.8080905e+02   6.1314083e+02   5.9496681e+02   5.7419618e+02   5.6938212e+02   5.9554798e+02   6.8401851e+02   6.6784590e+02   6.3260832e+02   6.5948824e+02   5.8215353e+02   6.5090954e+02   5.6125819e+02   6.0728529e+02   6.3023598e+02   6.0123106e+02   5.3359706e+02   5.8579452e+02   5.9743445e+02   6.8559330e+02   6.1808386e+02   5.4070268e+02   6.6481624e+02   6.8773735e+02   6.3323647e+02   5.8871137e+02   6.6999350e+02   6.7738537e+02   5.5644352e+02   6.6779435e+02   5.1484535e+02   6.5022821e+02   5.3865596e+02   6.3170314e+02   6.1494903e+02   6.2657009e+02   6.2255510e+02   5.9046375e+02   6.2911230e+02   5.8085299e+02   7.3934668e+02   5.8435174e+02   6.7690574e+02   5.5336944e+02   6.7962701e+02   5.8526484e+02   6.1967171e+02   6.3942520e+02   6.5540238e+02   7.0212254e+02   6.5926444e+02   6.1750355e+02   7.0941803e+02   6.9104083e+02   6.2177029e+02   6.0252775e+02   5.6810664e+02   6.4965351e+02   6.8120808e+02   7.2772619e+02   6.3309152e+02   5.8067697e+02   5.2359879e+02

Deleted: trunk/scipy/cluster/tests/pdist-minkowski-0.8-ml-iris.txt
===================================================================
--- trunk/scipy/cluster/tests/pdist-minkowski-0.8-ml-iris.txt	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/pdist-minkowski-0.8-ml-iris.txt	2008-04-18 02:13:12 UTC (rev 4148)
@@ -1 +0,0 @@
-   5.5129254e-01   5.3331654e-01   6.7676105e-01   1.4697345e-01   6.6234335e-01   5.2994606e-01   1.8410575e-01   9.5758668e-01   4.9210778e-01   3.9226391e-01   3.9226391e-01   6.1555822e-01   1.0472948e+00   9.2471857e-01   1.1554378e+00   5.8223100e-01   1.0000000e-01   7.8283081e-01   3.4362433e-01   4.5762068e-01   3.1669465e-01   6.7676105e-01   4.9711212e-01   6.1555822e-01   5.6532807e-01   3.3820388e-01   1.4697345e-01   1.4697345e-01   5.6852959e-01   5.6852959e-01   4.1053944e-01   6.3875221e-01   8.3216069e-01   4.9210778e-01   3.9226391e-01   4.1800334e-01   4.9210778e-01   9.0121124e-01   1.4697345e-01   1.8410575e-01   1.3942248e+00   7.9157919e-01   4.7637957e-01   6.4713428e-01   6.1555822e-01   3.7328014e-01   6.0246555e-01   3.1669465e-01   2.3011223e-01   4.2028240e+00   3.7864855e+00   4.3687291e+00   3.2516340e+00   3.9910490e+00   3.5488716e+00   3.9497402e+00   2.4686636e+00   3.9353547e+00   3.0120410e+00   2.8437807e+00   3.3771153e+00   3.3228842e+00   3.8583830e+00   2.7076091e+00   3.8151170e+00   3.5621318e+00   3.1396480e+00   3.9876247e+00   3.0214409e+00   4.0070659e+00   3.2398535e+00   4.2505660e+00   3.8089106e+00   3.5911117e+00   3.7844533e+00   4.2569996e+00   4.4554428e+00   3.6912889e+00   2.6290857e+00   2.9574795e+00   2.8353827e+00   3.0399789e+00   4.3095815e+00   3.5272753e+00   3.6610865e+00   4.1046817e+00   3.8252109e+00   3.1166359e+00   3.1667287e+00   3.4402623e+00   3.7489248e+00   3.1610131e+00   2.5120231e+00   3.2888007e+00   3.1895102e+00   3.2545924e+00   3.5071271e+00   2.2069874e+00   3.1943137e+00   5.5007833e+00   4.3893707e+00   5.5598539e+00   4.8818802e+00   5.2815006e+00   6.3815794e+00   3.7496174e+00   5.8902292e+00   5.2901263e+00   5.9130990e+00   4.5624277e+00   4.7397536e+00   5.0941293e+00   4.3855941e+00   4.6213063e+00   4.8425645e+00   4.8459103e+00   6.5306910e+00   6.8250035e+00   4.3437366e+00   5.3706477e+00   4.1982887e+00   6.5071546e+00   4.3192392e+00   5.1891851e+00   5.5467589e+00   4.1744139e+00   4.1847734e+00   5.0647032e+00   5.3282372e+00   5.8196826e+00   6.3036270e+00   5.1111321e+00   4.3421792e+00   4.7392931e+00   6.0954634e+00   5.0999989e+00   4.7947913e+00   4.0672273e+00   5.0388436e+00   5.2665596e+00   4.8907043e+00   4.3893707e+00   5.4991600e+00   5.3803089e+00   4.9005057e+00   4.5048536e+00   4.6752767e+00   4.8465083e+00   4.3022912e+00   3.1669465e-01   3.4362433e-01   6.1313486e-01   1.1490418e+00   5.3331654e-01   4.3540658e-01   5.1514715e-01   1.8410575e-01   9.0121124e-01   4.7637957e-01   1.4697345e-01   7.0210005e-01   1.4210936e+00   1.6904140e+00   1.0991292e+00   5.6532807e-01   1.2380901e+00   8.5613620e-01   7.4863144e-01   7.8881249e-01   8.2375853e-01   5.9997944e-01   6.7676105e-01   2.3011223e-01   5.2951637e-01   6.1555822e-01   5.1859441e-01   3.6821151e-01   2.5735380e-01   7.1767732e-01   1.1733140e+00   1.3806734e+00   1.8410575e-01   3.1669465e-01   8.2138146e-01   1.8410575e-01   5.1514715e-01   4.7637957e-01   5.4442148e-01   8.5236302e-01   5.6532807e-01   7.1767732e-01   1.0365569e+00   1.4697345e-01   8.7081316e-01   3.7328014e-01   8.4231031e-01   3.2240315e-01   4.3018495e+00   3.8646985e+00   4.4408734e+00   3.1072453e+00   3.9959738e+00   3.5082379e+00   4.0420572e+00   2.2320748e+00   3.9615374e+00   2.9056643e+00   2.5747645e+00   3.3862579e+00   3.1989053e+00   3.8594320e+00   2.6714011e+00   3.8857792e+00   3.5524459e+00   3.0828043e+00   3.8915406e+00   2.9111534e+00   4.0565041e+00   3.2218947e+00   4.2034289e+00   3.7931414e+00   3.6087096e+00   3.8296571e+00   4.2752830e+00   4.4995094e+00   3.6867975e+00   2.5342418e+00   2.8191041e+00   2.6920389e+00   2.9816234e+00   4.2758422e+00   3.5040082e+00   3.7653861e+00   4.1713871e+00   3.7451085e+00   3.1058542e+00   3.0532495e+00   3.3507292e+00   3.7684299e+00   3.0864016e+00   2.2736616e+00   3.2205784e+00   3.1858426e+00   3.2302278e+00   3.5139583e+00   2.0056520e+00   3.1500673e+00   5.5719036e+00   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1.0584452e+00   5.4772047e-01   1.3014160e+00   7.9516176e-01   8.6709114e-01   7.4573804e-01   5.3331654e-01   6.9144557e-01   6.5721874e-01   4.9711212e-01   5.4862269e-01   6.4713428e-01   5.6532807e-01   3.0000000e-01   3.4362433e-01   8.1489157e-01   1.0991292e+00   1.3362791e+00   3.3820388e-01   3.2240315e-01   8.7336999e-01   3.3820388e-01   3.7328014e-01   5.1470760e-01   4.5762068e-01   9.4214918e-01   3.0000000e-01   7.0696256e-01   1.0246555e+00   2.8246002e-01   8.2375853e-01   1.4697345e-01   8.4665275e-01   3.4362433e-01   4.4879194e+00   4.0349800e+00   4.6310750e+00   3.3177939e+00   4.2025427e+00   3.6913835e+00   4.1982534e+00   2.4112831e+00   4.1672463e+00   3.0736068e+00   2.7816980e+00   3.5626027e+00   3.4413623e+00   4.0474118e+00   2.8547253e+00   4.0772328e+00   3.7121907e+00   3.2888007e+00   4.1208303e+00   3.1226067e+00   4.2026423e+00   3.4287266e+00   4.4162883e+00   3.9906761e+00   3.8131615e+00   4.0286737e+00   4.4880060e+00   4.6904093e+00   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5.4904646e+00   5.1347493e+00   4.5233540e+00   5.7356537e+00   5.6212098e+00   5.1222594e+00   4.6650926e+00   4.8890240e+00   5.0745406e+00   4.4734057e+00   6.7676105e-01   1.2287078e+00   3.4362433e-01   5.1859441e-01   3.1669465e-01   3.2240315e-01   1.0371888e+00   3.9226391e-01   2.8246002e-01   5.4772047e-01   1.5999496e+00   1.7879216e+00   1.2287078e+00   6.8870991e-01   1.3794976e+00   9.0121124e-01   9.0702094e-01   8.4665275e-01   7.3486725e-01   6.8946124e-01   5.6852959e-01   4.3540658e-01   5.8223100e-01   7.4656027e-01   7.0210005e-01   1.8410575e-01   2.3011223e-01   9.0702094e-01   1.2124972e+00   1.4820439e+00   3.2240315e-01   5.3331654e-01   1.0407910e+00   3.2240315e-01   3.1669465e-01   6.0246555e-01   6.4597730e-01   8.5613620e-01   3.1669465e-01   7.4760192e-01   1.0333206e+00   2.8246002e-01   9.0121124e-01   1.4697345e-01   9.5758668e-01   4.7637957e-01   4.3929745e+00   3.9259708e+00   4.5237694e+00   3.1498255e+00   4.0784447e+00   3.5362396e+00   4.0864085e+00   2.2167088e+00   4.0479205e+00   2.9040685e+00   2.5861730e+00   3.4310660e+00   3.2904904e+00   3.9088718e+00   2.7169193e+00   3.9745602e+00   3.5625847e+00   3.1380135e+00   3.9742989e+00   2.9620013e+00   4.0729291e+00   3.3006542e+00   4.2722625e+00   3.8470411e+00   3.6933262e+00   3.9182809e+00   4.3690994e+00   4.5726069e+00   3.7345514e+00   2.6107570e+00   2.8671432e+00   2.7448756e+00   3.0437521e+00   4.3132148e+00   3.4955727e+00   3.7900121e+00   4.2493482e+00   3.8372865e+00   3.1275795e+00   3.0893478e+00   3.3709167e+00   3.8165133e+00   3.1480500e+00   2.2808133e+00   3.2525176e+00   3.2142058e+00   3.2633507e+00   3.5845404e+00   2.0334992e+00   3.1908411e+00   5.5862784e+00   4.3685852e+00   5.6793306e+00   4.9293674e+00   5.3526918e+00   6.5168932e+00   3.5562497e+00   6.0053194e+00   5.3320097e+00   6.1034287e+00   4.6827153e+00   4.7829230e+00   5.2008422e+00   4.3327616e+00   4.6120520e+00   4.9438180e+00   4.9271399e+00   6.7521994e+00   6.9249248e+00   4.2977101e+00   5.5034300e+00   4.1658074e+00   6.6291493e+00   4.3619477e+00   5.3215846e+00   5.6973190e+00   4.2199033e+00   4.2408005e+00   5.1105659e+00   5.4620158e+00   5.9375871e+00   6.5495040e+00   5.1566638e+00   4.3920170e+00   4.7349236e+00   6.2499851e+00   5.2117777e+00   4.8788195e+00   4.1140985e+00   5.1693208e+00   5.3712293e+00   5.0293089e+00   4.3685852e+00   5.6177589e+00   5.5090131e+00   5.0058492e+00   4.5237076e+00   4.7640788e+00   4.9558030e+00   4.3291877e+00   6.6234335e-01   4.7637957e-01   2.3011223e-01   9.5758668e-01   5.4442148e-01   4.3540658e-01   3.6821151e-01   6.5721874e-01   1.0303583e+00   9.5275914e-01   1.1402466e+00   5.8223100e-01   1.8410575e-01   8.2787992e-01   2.8246002e-01   5.6852959e-01   2.8246002e-01   5.8789380e-01   5.6633242e-01   5.9902047e-01   6.4480630e-01   3.6821151e-01   2.5735380e-01   2.9394690e-01   5.6852959e-01   5.9902047e-01   5.2951637e-01   5.7909019e-01   8.1102313e-01   5.4442148e-01   4.6022445e-01   5.2994606e-01   5.4442148e-01   8.9153488e-01   2.5735380e-01   1.8410575e-01   1.4378083e+00   7.5761919e-01   4.7637957e-01   6.1217218e-01   6.5721874e-01   3.1669465e-01   5.8789380e-01   3.4362433e-01   3.0000000e-01   4.2701746e+00   3.8448194e+00   4.4348385e+00   3.3181771e+00   4.0612898e+00   3.6030912e+00   4.0002964e+00   2.5120231e+00   4.0059759e+00   3.0571591e+00   2.9010411e+00   3.4333127e+00   3.4073937e+00   3.9173759e+00   2.7669527e+00   3.8838444e+00   3.6067680e+00   3.2060472e+00   4.0660304e+00   3.0893478e+00   4.0500196e+00   3.3108456e+00   4.3203420e+00   3.8714186e+00   3.6617456e+00   3.8542691e+00   4.3305281e+00   4.5190053e+00   3.7495993e+00   2.7051863e+00   3.0259796e+00   2.9061820e+00   3.1080803e+00   4.3663948e+00   3.5654593e+00   3.7026198e+00   4.1695590e+00   3.9062613e+00   3.1662406e+00   3.2285788e+00   3.4952683e+00   3.8062303e+00   3.2302595e+00   2.5645822e+00   3.3461837e+00   3.2416801e+00   3.3093425e+00   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6.4713428e-01   4.0000000e-01   6.3137460e-01   3.4362433e-01   4.1053944e-01   5.5129254e-01   4.3649025e-01   1.1887682e+00   7.0210005e-01   8.8112111e-01   1.0492910e+00   6.7676105e-01   5.6492004e-01   6.8946124e-01   1.0668324e+00   1.0749691e+00   5.5129254e-01   4.9309055e-01   5.1232775e-01   1.0681908e+00   1.0333206e+00   6.4597730e-01   1.0681908e+00   1.4999501e+00   6.8946124e-01   7.4760192e-01   1.9625130e+00   1.3748432e+00   6.4597730e-01   3.9226391e-01   1.1845013e+00   4.1053944e-01   1.1887682e+00   3.8739477e-01   8.5896323e-01   3.8047541e+00   3.4091818e+00   3.9853220e+00   3.0972501e+00   3.6648193e+00   3.2856635e+00   3.5615701e+00   2.4698277e+00   3.5963432e+00   2.8476035e+00   2.8641876e+00   3.0641292e+00   3.1470860e+00   3.5438016e+00   2.4608040e+00   3.4413623e+00   3.2729208e+00   2.9040685e+00   3.7578040e+00   2.8404378e+00   3.6552417e+00   2.9522257e+00   3.9698106e+00   3.5147046e+00   3.2644787e+00   3.4295372e+00   3.9182889e+00   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9.7043733e-01   8.6267904e-01   6.5721874e-01   8.8112111e-01   1.0457123e+00   9.7552891e-01   4.9711212e-01   5.1470760e-01   1.1854166e+00   1.5058557e+00   1.7685758e+00   5.7909019e-01   7.3064040e-01   1.2991526e+00   5.7909019e-01   1.4697345e-01   9.0121124e-01   9.0114546e-01   6.3875221e-01   3.2240315e-01   1.0246555e+00   1.3410243e+00   4.3540658e-01   1.2096835e+00   3.7328014e-01   1.2583461e+00   7.4656027e-01   4.6113924e+00   4.1335616e+00   4.7301338e+00   3.2527716e+00   4.2521148e+00   3.6867975e+00   4.2939320e+00   2.2829391e+00   4.2345917e+00   3.0210765e+00   2.6290857e+00   3.6087901e+00   3.4124141e+00   4.0797290e+00   2.8792029e+00   4.1837185e+00   3.7260055e+00   3.2907240e+00   4.0995637e+00   3.0881623e+00   4.2580263e+00   3.4695208e+00   4.4187856e+00   4.0120669e+00   3.8776569e+00   4.1154347e+00   4.5498227e+00   4.7625098e+00   3.9023017e+00   2.7529334e+00   2.9795796e+00   2.8582355e+00   3.1948343e+00   4.4609589e+00   3.6500403e+00   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3.8428858e+00   3.4628378e+00   3.7828240e+00   2.5626807e+00   3.7717338e+00   3.0123842e+00   2.9343531e+00   3.2606576e+00   3.2503961e+00   3.7311847e+00   2.6332798e+00   3.6311451e+00   3.4743653e+00   3.0505957e+00   3.8975108e+00   2.9724514e+00   3.8804978e+00   3.1179740e+00   4.1345148e+00   3.6863285e+00   3.4388553e+00   3.6137534e+00   4.0906639e+00   4.2875400e+00   3.5730442e+00   2.5659310e+00   2.9302115e+00   2.8101356e+00   2.9541172e+00   4.2041173e+00   3.4630296e+00   3.5071937e+00   3.9251915e+00   3.7205745e+00   3.0294096e+00   3.1293217e+00   3.3894905e+00   3.6146933e+00   3.0817254e+00   2.5975151e+00   3.2227849e+00   3.0895187e+00   3.1632046e+00   3.3698866e+00   2.2789986e+00   3.1110112e+00   5.3530283e+00   4.3018368e+00   5.3832119e+00   4.7471492e+00   5.1346353e+00   6.1903026e+00   3.7844533e+00   5.7098538e+00   5.1536342e+00   5.7041388e+00   4.3984511e+00   4.6100029e+00   4.9290790e+00   4.3184846e+00   4.5324302e+00   4.6896164e+00   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4.1053944e-01   1.2207776e+00   5.6852959e-01   4.7637957e-01   6.6234335e-01   4.7637957e-01   5.1859441e-01   3.6821151e-01   6.1555822e-01   3.1669465e-01   4.2004676e+00   3.7481218e+00   4.3491013e+00   3.1160197e+00   3.9447671e+00   3.4332289e+00   3.9002648e+00   2.2440440e+00   3.8988987e+00   2.8494266e+00   2.6380223e+00   3.2979110e+00   3.2362582e+00   3.7783406e+00   2.6107570e+00   3.8005067e+00   3.4439573e+00   3.0399789e+00   3.9067155e+00   2.9011827e+00   3.9189969e+00   3.1801568e+00   4.1723605e+00   3.7249265e+00   3.5499259e+00   3.7589394e+00   4.2255317e+00   4.4164796e+00   3.6090029e+00   2.5364364e+00   2.8258555e+00   2.7051863e+00   2.9488586e+00   4.2076344e+00   3.3877135e+00   3.5973794e+00   4.0784447e+00   3.7565856e+00   3.0062986e+00   3.0346236e+00   3.2999105e+00   3.6747253e+00   3.0639009e+00   2.3091998e+00   3.1674489e+00   3.0864016e+00   3.1495132e+00   3.4483750e+00   2.0377636e+00   3.0893478e+00   5.4219049e+00   4.2737676e+00   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1.2325055e+00   6.1313486e-01   1.0064130e+00   1.2156057e+00   6.1217218e-01   7.9516176e-01   1.0923450e+00   2.8435293e+00   2.7374823e+00   1.1554378e+00   1.3835659e+00   5.1470760e-01   2.6292305e+00   8.5666462e-01   1.3107930e+00   1.9249697e+00   8.2375853e-01   7.6923870e-01   8.8365404e-01   1.8692080e+00   2.0428042e+00   2.8524347e+00   8.4665275e-01   1.0620358e+00   1.2325055e+00   2.2329821e+00   9.8494990e-01   1.0565750e+00   7.6923870e-01   1.2668085e+00   1.1213387e+00   1.1655453e+00   5.1514715e-01   1.4189112e+00   1.2660420e+00   9.5134817e-01   8.2330060e-01   8.7691570e-01   8.3398998e-01   6.5721874e-01   6.1217218e-01   2.1149252e+00   2.2581469e+00   1.4598659e+00   6.6464098e-01   1.0901424e+00   2.0817966e+00   8.7254337e-01   5.8223100e-01   1.2445598e+00   8.9665187e-01   7.8651859e-01   5.6852959e-01   1.2700883e+00   1.4914761e+00   2.0917863e+00   5.3331654e-01   9.6187679e-01   1.2316183e+00   1.5991162e+00   4.1053944e-01   5.6532807e-01   8.9665187e-01   5.7909019e-01   4.7384703e-01   5.6532807e-01   9.6235823e-01   7.4656027e-01   5.8223100e-01   3.9226391e-01   9.1292896e-01   4.1053944e-01   3.1669465e-01   8.1025366e-01   2.0493110e+00   2.0686305e+00   1.1853434e+00   7.4573804e-01   1.1747785e+00   1.8022909e+00   7.3064040e-01   5.4862269e-01   9.2471857e-01   8.1758743e-01   7.4656027e-01   4.1053944e-01   8.1758743e-01   1.1554378e+00   1.9684957e+00   4.9210778e-01   6.1517707e-01   7.4760192e-01   1.4998365e+00   7.9516176e-01   1.4697345e-01   8.9160122e-01   5.4772047e-01   6.6944640e-01   8.1199808e-01   9.1292896e-01   7.8651859e-01   8.5299662e-01   6.4713428e-01   7.8405165e-01   3.7328014e-01   7.5966619e-01   7.4656027e-01   1.2337308e+00   3.1868161e+00   1.5036272e+00   3.1165412e+00   1.0302943e+00   2.7289439e+00   1.5895598e+00   1.2076019e+00   2.8148584e+00   2.7239471e+00   2.1014608e+00   1.5427379e+00   1.3108284e+00   4.3649025e-01   2.0965955e+00   2.6270252e+00   2.5976807e+00   1.0457123e+00   1.9303491e+00   2.0718030e+00   2.8615163e+00   1.7770570e+00   1.7607505e+00   2.0188852e+00   2.9023899e+00   1.4330453e+00   1.6270357e+00   2.0870653e+00   2.7431330e+00   2.2158226e+00   2.1258131e+00   2.7239471e+00   2.8615163e+00   1.6475171e+00   3.0524773e+00   4.3649025e-01   2.6086756e+00   1.8307578e+00   1.3863130e+00   2.7602861e+00   2.7782215e+00   1.9469113e+00   1.5468108e+00   1.0171501e+00   1.4054505e+00   1.9340514e+00   2.5618564e+00   2.3796225e+00   9.2044891e-01   2.1962131e+00   2.1632377e+00   2.9196741e+00   1.8703002e+00   1.8090011e+00   2.1107754e+00   2.7713198e+00   1.5597919e+00   1.8307578e+00   2.0967276e+00   2.5032300e+00   2.2469706e+00   2.3955500e+00   2.7656329e+00   1.8487804e+00   9.3960576e-01   2.6766565e+00   7.0427522e-01   1.7142438e+00   2.0066085e+00   7.6923870e-01   8.9282147e-01   1.1999589e+00   1.7515914e+00   2.0406083e+00   3.0912512e+00   1.2599867e+00   7.0210005e-01   7.6855044e-01   2.4788755e+00   1.7466930e+00   1.2156057e+00   9.0702094e-01   1.5673409e+00   1.6928814e+00   1.6035196e+00   7.1767732e-01   1.8968646e+00   1.9213544e+00   1.4367107e+00   6.1854995e-01   1.1562968e+00   1.5903235e+00   8.9282147e-01   1.6928982e+00   1.4598659e+00   1.3173259e+00   3.1669465e-01   6.9254136e-01   1.4001664e+00   1.3343943e+00   7.1767732e-01   8.2787992e-01   9.2182836e-01   1.4857738e+00   6.8870991e-01   1.3246867e+00   1.4330453e+00   9.5275914e-01   6.6944640e-01   7.8405165e-01   1.4684532e+00   3.9226391e-01   2.8246002e-01   6.1313486e-01   1.4961759e+00   2.3011223e-01   3.1669465e-01   5.9902047e-01   1.3178087e+00   7.8651859e-01   8.1758743e-01   1.3607842e+00   2.8727600e+00   7.5101750e-01   1.5336952e+00   2.0886202e+00   6.5721874e-01   5.9902047e-01   1.1123689e+00   1.9752243e+00   2.2442963e+00   3.0749957e+00   1.1322971e+00   9.2471857e-01   1.1406668e+00   2.5415025e+00   1.3178087e+00   1.1257411e+00   5.2951637e-01   1.4783426e+00   1.4779091e+00   1.4233421e+00   3.3820388e-01   1.7346430e+00   1.6379339e+00   1.2392971e+00   8.0213820e-01   9.9829999e-01   1.1061493e+00   4.9309055e-01   2.3859887e+00   1.5895598e+00   1.0333206e+00   2.5269936e+00   2.5313109e+00   1.7741487e+00   1.1871516e+00   7.0210005e-01   1.0909821e+00   1.7879216e+00   2.2919057e+00   2.1515219e+00   7.3064040e-01   2.0406083e+00   1.8955556e+00   2.6767986e+00   1.6275968e+00   1.6614307e+00   1.9177018e+00   2.5878269e+00   1.3875188e+00   1.6910194e+00   1.9229420e+00   2.3237377e+00   2.0115137e+00   2.2169978e+00   2.5313109e+00   1.1933491e+00   1.5890053e+00   1.8410575e-01   3.7328014e-01   8.0213820e-01   1.3964942e+00   1.7030059e+00   2.6163387e+00   8.5236302e-01   3.9226391e-01   8.7691570e-01   2.0443916e+00   1.2298330e+00   7.5761919e-01   4.5762068e-01   9.9587193e-01   1.1615141e+00   9.6235823e-01   5.6532807e-01   1.4123001e+00   1.3803227e+00   8.2567325e-01   2.5735380e-01   5.4862269e-01   1.0630970e+00   5.6852959e-01   7.0427522e-01   1.2600991e+00   1.1554024e+00   6.1555822e-01   8.2330060e-01   1.0333206e+00   1.5565652e+00   6.2843180e-01   1.1454011e+00   1.2372769e+00   1.1871900e+00   5.4772047e-01   5.4862269e-01   1.2904601e+00   4.3649025e-01   3.9226391e-01   7.2768994e-01   1.3339990e+00   3.3820388e-01   4.0000000e-01   6.4713428e-01   1.2258842e+00   6.5951158e-01   6.5951158e-01   1.1554024e+00   1.6933055e+00   1.6374787e+00   1.0901424e+00   3.6821151e-01   4.9210778e-01   1.0923450e+00   1.1298401e+00   1.4538178e+00   1.4575430e+00   7.8405165e-01   1.2402295e+00   9.8447732e-01   1.7830698e+00   7.8283081e-01   9.3960576e-01   1.1293499e+00   1.8283107e+00   6.7676105e-01   9.6835294e-01   1.1562968e+00   1.6148242e+00   1.1597901e+00   1.3607842e+00   1.6585452e+00   2.5735380e-01   9.0702094e-01   1.5142591e+00   1.8437471e+00   2.7019857e+00   9.5275914e-01   4.5762068e-01   9.6187679e-01   2.1663269e+00   1.2445090e+00   8.1758743e-01   2.9394690e-01   1.0828063e+00   1.2384836e+00   1.0233448e+00   5.4772047e-01   1.4961759e+00   1.4400298e+00   8.9665187e-01   4.1053944e-01   6.1517707e-01   1.0461626e+00   4.9711212e-01   8.8978585e-01   1.4979300e+00   1.8624652e+00   2.6246630e+00   9.3620005e-01   4.9309055e-01   9.4929639e-01   2.1618992e+00   1.0923450e+00   7.0210005e-01   1.4697345e-01   1.0472948e+00   1.1763288e+00   1.0151428e+00   5.1232775e-01   1.4152780e+00   1.3466484e+00   8.8365404e-01   5.7909019e-01   5.6852959e-01   8.7254337e-01   2.9394690e-01   1.0365569e+00   1.1777118e+00   2.0870653e+00   1.0000000e-01   8.2138146e-01   8.1758743e-01   1.4702081e+00   7.0210005e-01   4.5762068e-01   1.0171501e+00   6.4713428e-01   5.5231726e-01   8.4852602e-01   8.5666462e-01   7.2032458e-01   7.5966619e-01   6.1517707e-01   7.4188906e-01   4.9210778e-01   7.2768994e-01   8.4852602e-01   5.4862269e-01   1.3803227e+00   1.0954409e+00   1.2172259e+00   1.2478658e+00   9.5928453e-01   1.3619736e+00   9.1650126e-01   1.6427629e+00   7.5966619e-01   1.0151428e+00   1.0977646e+00   1.6958789e+00   8.7691570e-01   1.1293499e+00   1.1127975e+00   1.4276653e+00   1.0634702e+00   1.4328617e+00   1.5437863e+00   1.2139032e+00   1.2063442e+00   1.6186085e+00   1.5625820e+00   5.6852959e-01   1.5340267e+00   1.2660785e+00   2.0079282e+00   9.9057455e-01   1.1143033e+00   1.2956031e+00   1.9562107e+00   9.0664307e-01   1.2076019e+00   1.2987575e+00   1.6595694e+00   1.3540186e+00   1.6657696e+00   1.8902351e+00   2.0991693e+00   2.5047066e+00   2.5354493e+00   9.7383980e-01   1.9684311e+00   2.0003862e+00   2.7629628e+00   1.6792104e+00   1.7633931e+00   1.9229112e+00   2.8550332e+00   1.4646467e+00   1.6596462e+00   2.0248875e+00   2.6508549e+00   2.1269404e+00   2.1316761e+00   2.6579753e+00   9.0121124e-01   9.0702094e-01   1.4540804e+00   6.5721874e-01   5.3331654e-01   1.0590327e+00   6.5951158e-01   4.9711212e-01   8.2330060e-01   8.9333246e-01   6.9144557e-01   7.0427522e-01   5.8223100e-01   7.8283081e-01   5.2951637e-01   6.9905366e-01   8.9665187e-01   6.1217218e-01   2.0237038e+00   1.2587344e+00   6.3137460e-01   5.9997944e-01   1.0146116e+00   1.2156057e+00   1.0975698e+00   6.7676105e-01   1.3937623e+00   1.4192640e+00   9.6187679e-01   5.3331654e-01   6.1217218e-01   1.1057186e+00   5.6852959e-01   2.0488924e+00   1.3535221e+00   7.5966619e-01   1.0379897e+00   1.2700883e+00   1.3366492e+00   1.4984189e+00   8.2330060e-01   1.4144838e+00   1.5212536e+00   1.3030263e+00   8.5666462e-01   9.8618111e-01   1.2836546e+00   8.3749635e-01   1.5989791e+00   1.5904535e+00   2.3032863e+00   1.1402466e+00   1.1662169e+00   1.3362791e+00   2.3010008e+00   9.6485354e-01   1.1871900e+00   1.3977943e+00   2.0053385e+00   1.5999496e+00   1.7694181e+00   2.2100095e+00   7.1370782e-01   1.1933491e+00   8.0906455e-01   5.1859441e-01   8.9333246e-01   1.1996723e+00   6.5951158e-01   4.5227024e-01   7.4760192e-01   1.2587344e+00   7.7478955e-01   2.5735380e-01   1.0384427e+00   8.4231031e-01   6.1555822e-01   7.0210005e-01   8.6267904e-01   8.8275255e-01   8.1199808e-01   8.5299662e-01   7.0427522e-01   8.3163633e-01   4.1053944e-01   6.5951158e-01   6.7676105e-01   1.1845013e+00   1.3028825e+00   1.1293499e+00   5.1232775e-01   1.5491559e+00   1.4673712e+00   1.0030992e+00   6.5951158e-01   7.0612170e-01   9.6235823e-01   3.2240315e-01   4.3649025e-01   3.7328014e-01   1.2752289e+00   5.7909019e-01   6.1517707e-01   3.8739477e-01   1.0246555e+00   4.9210778e-01   8.1758743e-01   1.1293899e+00   5.6532807e-01   1.2955673e+00   3.6384497e-01   2.5735380e-01   4.3540658e-01   1.1454011e+00   6.4597730e-01   6.5951158e-01   1.1915830e+00   1.2854807e+00   8.2083495e-01   7.2768994e-01   2.5735380e-01   1.0030389e+00   5.4772047e-01   8.5559597e-01   1.1584102e+00   1.5294202e+00   1.4792717e+00   1.0806255e+00   5.6532807e-01   8.0213820e-01   1.0138644e+00   3.4362433e-01   3.3820388e-01   7.5101750e-01   1.4001664e+00   8.8978585e-01   8.4665275e-01   1.4027057e+00   6.4713428e-01   1.3803227e+00   8.4852602e-01   6.5951158e-01   1.3466484e+00   8.3749635e-01   3.7328014e-01   7.0612170e-01   9.8447732e-01   6.1217218e-01   1.1205937e+00   6.8870991e-01   6.6234335e-01   6.5721874e-01   8.2567325e-01

Added: trunk/scipy/cluster/tests/pdist-minkowski-3.2-ml-iris.txt
===================================================================
--- trunk/scipy/cluster/tests/pdist-minkowski-3.2-ml-iris.txt	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/pdist-minkowski-3.2-ml-iris.txt	2008-04-18 02:13:12 UTC (rev 4148)
@@ -0,0 +1 @@
+   5.0817745e-01   4.4535192e-01   5.6700421e-01   1.2418578e-01   4.8927739e-01   5.0180477e-01   1.4096146e-01   8.1242502e-01   4.1586001e-01   3.2586371e-01   3.2586371e-01   5.2942799e-01   8.6137722e-01   7.7039952e-01   9.7270522e-01   4.5581864e-01   1.0000000e-01   6.3861009e-01   3.0546431e-01   3.7427929e-01   2.5251796e-01   5.6700421e-01   3.8776762e-01   5.2942799e-01   5.0905001e-01   2.5651975e-01   1.2418578e-01   1.2418578e-01   4.5470518e-01   4.5470518e-01   3.2816937e-01   6.0181382e-01   7.3457830e-01   4.1586001e-01   3.2586371e-01   4.0147421e-01   4.1586001e-01   7.6752131e-01   1.2418578e-01   1.4096146e-01   1.2396136e+00   7.1462831e-01   4.1449626e-01   5.3588338e-01   5.2942799e-01   3.2352160e-01   5.2862779e-01   2.5251796e-01   2.0656129e-01   3.5031395e+00   3.2158090e+00   3.6682165e+00   2.7164367e+00   3.3288934e+00   3.1477087e+00   3.4033622e+00   2.0308266e+00   3.3209346e+00   2.5912926e+00   2.3257069e+00   2.8912179e+00   2.7273721e+00   3.3660466e+00   2.2876649e+00   3.1664710e+00   3.1642132e+00   2.7448172e+00   3.2474124e+00   2.5734684e+00   3.5025969e+00   2.6980573e+00   3.5983434e+00   3.3515288e+00   3.0113552e+00   3.1469325e+00   3.5526357e+00   3.7475562e+00   3.1812462e+00   2.1818668e+00   2.4927109e+00   2.3909738e+00   2.5729378e+00   3.7711998e+00   3.1620401e+00   3.1916270e+00   3.4478147e+00   3.1312883e+00   2.7541224e+00   2.6886547e+00   3.0483897e+00   3.2685282e+00   2.6752185e+00   2.0587064e+00   2.8619072e+00   2.8416143e+00   2.8554471e+00   2.9845926e+00   1.7697734e+00   2.7640668e+00   4.7690606e+00   3.8067806e+00   4.6866422e+00   4.2843668e+00   4.5417384e+00   5.4120246e+00   3.2161426e+00   5.0569442e+00   4.5165793e+00   4.9462324e+00   3.8595100e+00   4.0249346e+00   4.2787236e+00   3.7387507e+00   3.9160762e+00   4.0938708e+00   4.2028863e+00   5.5316487e+00   5.7297286e+00   3.6968486e+00   4.5074741e+00   3.6330985e+00   5.5146761e+00   3.6293227e+00   4.4495340e+00   4.7599229e+00   3.5255287e+00   3.6076762e+00   4.3339547e+00   4.5590471e+00   4.8997298e+00   5.2856169e+00   4.3511402e+00   3.7760534e+00   4.2460554e+00   5.0103780e+00   4.3808704e+00   4.1939019e+00   3.5087649e+00   4.2018804e+00   4.4140402e+00   3.9807996e+00   3.8067806e+00   4.6775324e+00   4.5250934e+00   4.0376133e+00   3.7473276e+00   3.9523060e+00   4.1709262e+00   3.7872951e+00   2.5251796e-01   3.0546431e-01   6.0060595e-01   9.5035453e-01   4.4535192e-01   4.0293660e-01   5.0090417e-01   1.4096146e-01   7.6752131e-01   4.1449626e-01   1.2418578e-01   6.2024833e-01   1.1845977e+00   1.4700179e+00   9.4309624e-01   5.0905001e-01   1.0003617e+00   8.0358695e-01   5.8851328e-01   7.0826681e-01   6.6384020e-01   4.3456114e-01   5.6700421e-01   2.0656129e-01   4.2667565e-01   5.2942799e-01   4.4417983e-01   2.8192292e-01   2.1269358e-01   5.7324170e-01   1.1056650e+00   1.2393677e+00   1.4096146e-01   2.5251796e-01   6.8961791e-01   1.4096146e-01   5.0090417e-01   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8.7175869e-01   4.4651726e-01   1.0719360e+00   6.5223271e-01   7.3813096e-01   5.7867728e-01   4.4535192e-01   5.2655962e-01   6.0611244e-01   3.8776762e-01   4.0176783e-01   5.3588338e-01   5.0905001e-01   3.0000000e-01   3.0546431e-01   7.1169738e-01   9.4309624e-01   1.1327825e+00   2.5651975e-01   3.0275928e-01   8.1067767e-01   2.5651975e-01   3.2352160e-01   4.2538717e-01   3.7427929e-01   9.0252542e-01   3.0000000e-01   5.1138698e-01   7.7869083e-01   2.1845981e-01   6.6384020e-01   1.2418578e-01   6.9325418e-01   3.0546431e-01   3.7098973e+00   3.3770904e+00   3.8553941e+00   2.7868575e+00   3.4895316e+00   3.2571492e+00   3.5499573e+00   2.0646687e+00   3.4944845e+00   2.6743800e+00   2.3196869e+00   3.0181476e+00   2.8270253e+00   3.4973911e+00   2.3997585e+00   3.3600102e+00   3.2716172e+00   2.8619072e+00   3.3597438e+00   2.6649106e+00   3.6203213e+00   2.8440609e+00   3.7280682e+00   3.4822008e+00   3.1786890e+00   3.3296038e+00   3.7325066e+00   3.9121945e+00   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3.3904673e+00   1.8683030e+00   3.3506325e+00   2.4892190e+00   2.1209506e+00   2.8530088e+00   2.6606291e+00   3.3264150e+00   2.2345869e+00   3.2325480e+00   3.0894572e+00   2.6859989e+00   3.1954750e+00   2.4836725e+00   3.4467337e+00   2.6928468e+00   3.5602810e+00   3.3090659e+00   3.0346426e+00   3.1953687e+00   3.5930845e+00   3.7635112e+00   3.1392617e+00   2.1242643e+00   2.3839455e+00   2.2806773e+00   2.5225548e+00   3.7070070e+00   3.0760590e+00   3.1551922e+00   3.4865435e+00   3.1033781e+00   2.6867856e+00   2.5906376e+00   2.9536363e+00   3.2348458e+00   2.6148507e+00   1.8841403e+00   2.7819255e+00   2.7801917e+00   2.7920574e+00   2.9774862e+00   1.6195190e+00   2.7001131e+00   4.7151191e+00   3.7310738e+00   4.6963107e+00   4.2348119e+00   4.5036643e+00   5.4345951e+00   3.1040223e+00   5.0660245e+00   4.4858951e+00   4.9576471e+00   3.8485743e+00   3.9894963e+00   4.2781102e+00   3.6535208e+00   3.8473084e+00   4.0656969e+00   4.1736133e+00   5.5611269e+00   5.7439963e+00   3.6142694e+00   4.5082936e+00   3.5527533e+00   5.5400450e+00   3.5988819e+00   4.4321573e+00   4.7754556e+00   3.4913787e+00   3.5638529e+00   4.2915574e+00   4.5844335e+00   4.9269527e+00   5.3501611e+00   4.3091163e+00   3.7395252e+00   4.1763853e+00   5.0687940e+00   4.3363292e+00   4.1568278e+00   3.4594086e+00   4.2175903e+00   4.4004449e+00   4.0139427e+00   3.7310738e+00   4.6611132e+00   4.5083524e+00   4.0415593e+00   3.7070350e+00   3.9354060e+00   4.1243443e+00   3.7225506e+00   4.8927739e-01   4.1449626e-01   2.0656129e-01   8.1242502e-01   5.0270183e-01   4.0293660e-01   2.8192292e-01   6.0611244e-01   8.2305664e-01   8.2899253e-01   9.3824087e-01   4.5581864e-01   1.4096146e-01   7.1840099e-01   2.1845981e-01   4.5470518e-01   2.1845981e-01   4.9674312e-01   4.2418962e-01   5.1607523e-01   6.0551856e-01   2.8192292e-01   2.1269358e-01   2.4837156e-01   4.5470518e-01   5.1607523e-01   4.2667565e-01   5.0991930e-01   6.8917100e-01   5.0270183e-01   4.1312257e-01   5.0180477e-01   5.0270183e-01   7.4549115e-01   2.1269358e-01   1.4096146e-01   1.3190071e+00   6.4755655e-01   4.1449626e-01   5.1691876e-01   6.0611244e-01   2.5251796e-01   4.9674312e-01   3.0546431e-01   3.0000000e-01   3.5310961e+00   3.2313174e+00   3.6912396e+00   2.7363446e+00   3.3486156e+00   3.1550780e+00   3.4146950e+00   2.0587064e+00   3.3422688e+00   2.6000813e+00   2.3658814e+00   2.9005672e+00   2.7581254e+00   3.3764180e+00   2.2982662e+00   3.1914715e+00   3.1684808e+00   2.7581145e+00   3.2719146e+00   2.5906376e+00   3.5076679e+00   2.7164648e+00   3.6146980e+00   3.3629944e+00   3.0317688e+00   3.1699749e+00   3.5767944e+00   3.7653940e+00   3.1912695e+00   2.2046610e+00   2.5131017e+00   2.4132939e+00   2.5882494e+00   3.7797776e+00   3.1649733e+00   3.1986968e+00   3.4685882e+00   3.1575873e+00   2.7599092e+00   2.7031874e+00   3.0575551e+00   3.2787144e+00   2.6914804e+00   2.0914773e+00   2.8714673e+00   2.8482104e+00   2.8631525e+00   3.0002861e+00   1.8009624e+00   2.7738624e+00   4.7744685e+00   3.8132783e+00   4.7036953e+00   4.2925903e+00   4.5507995e+00   5.4317036e+00   3.2245243e+00   5.0748136e+00   4.5314818e+00   4.9621679e+00   3.8715927e+00   4.0372136e+00   4.2937599e+00   3.7469906e+00   3.9213497e+00   4.1030149e+00   4.2136261e+00   5.5512721e+00   5.7499082e+00   3.7127205e+00   4.5218897e+00   3.6377830e+00   5.5357771e+00   3.6429670e+00   4.4609633e+00   4.7775824e+00   3.5373240e+00   3.6158814e+00   4.3437318e+00   4.5790474e+00   4.9211035e+00   5.3110568e+00   4.3608329e+00   3.7876656e+00   4.2543813e+00   5.0356467e+00   4.3872625e+00   4.2028863e+00   3.5161021e+00   4.2189979e+00   4.4261470e+00   4.0000622e+00   3.8132783e+00   4.6893387e+00   4.5361087e+00   4.0527696e+00   3.7622948e+00   3.9645936e+00   4.1768667e+00   3.7924679e+00   8.6137722e-01   5.7867728e-01   1.2470767e+00   8.6361309e-01   2.8192292e-01   6.9369532e-01   9.8450810e-01   1.2949422e+00   5.7324170e-01   5.3588338e-01   4.0000000e-01   4.8135521e-01   3.0546431e-01   3.2816937e-01   5.0817745e-01   3.4378533e-01   9.4558103e-01   6.2024833e-01   6.9728513e-01   9.2288144e-01   5.6700421e-01   4.3691963e-01   5.4292906e-01   8.7202528e-01   8.9095811e-01   5.0817745e-01   3.6171588e-01   3.8934542e-01   8.6361309e-01   7.9878917e-01   5.0592043e-01   8.6361309e-01   1.1959482e+00   5.4292906e-01   5.6454040e-01   1.6807352e+00   1.1055064e+00   5.0592043e-01   3.2586371e-01   9.7779835e-01   3.2816937e-01   9.4558103e-01   2.8507955e-01   6.6827038e-01   3.1533911e+00   2.8840079e+00   3.3274872e+00   2.5335921e+00   3.0169509e+00   2.8661222e+00   3.0732956e+00   1.9492232e+00   3.0013391e+00   2.3437032e+00   2.3116343e+00   2.5873149e+00   2.5591371e+00   3.0631725e+00   2.0220740e+00   2.8270253e+00   2.8656468e+00   2.4892190e+00   3.0178921e+00   2.3656538e+00   3.1846482e+00   2.4132559e+00   3.3163294e+00   3.0590735e+00   2.6993871e+00   2.8174914e+00   3.2310326e+00   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2.1269358e-01   1.1283882e+00   6.1092863e-01   4.0293660e-01   5.0592043e-01   4.1586001e-01   4.0293660e-01   4.1449626e-01   3.7255734e-01   1.2418578e-01   3.4445326e+00   3.1392617e+00   3.6011035e+00   2.6118700e+00   3.2516941e+00   3.0511838e+00   3.3218097e+00   1.9189245e+00   3.2468925e+00   2.4924452e+00   2.2081024e+00   2.8038661e+00   2.6291264e+00   3.2767369e+00   2.1964719e+00   3.1025274e+00   3.0696611e+00   2.6485861e+00   3.1554034e+00   2.4715204e+00   3.4135983e+00   2.6151245e+00   3.5092032e+00   3.2604423e+00   2.9354140e+00   3.0782101e+00   3.4818889e+00   3.6726568e+00   3.0922811e+00   2.0843471e+00   2.3874354e+00   2.2845234e+00   2.4794505e+00   3.6775470e+00   3.0659000e+00   3.1055388e+00   3.3775462e+00   3.0430948e+00   2.6597612e+00   2.5873149e+00   2.9471553e+00   3.1807044e+00   2.5795723e+00   1.9450499e+00   2.7640668e+00   2.7473221e+00   2.7611864e+00   2.9015702e+00   1.6626642e+00   2.6693888e+00   4.6823704e+00   3.7130994e+00   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7.5976039e-01   6.6491075e-01   6.0611244e-01   6.9728513e-01   8.8861541e-01   8.5177726e-01   3.8776762e-01   4.2538717e-01   1.0346741e+00   1.2943100e+00   1.5015203e+00   5.0991930e-01   6.2482915e-01   1.1473003e+00   5.0991930e-01   1.2418578e-01   7.6752131e-01   7.4586719e-01   6.0181382e-01   3.0275928e-01   7.7869083e-01   1.0440187e+00   4.0293660e-01   1.0120221e+00   3.2352160e-01   1.0597541e+00   6.4704320e-01   3.7504939e+00   3.3717768e+00   3.8731169e+00   2.7062054e+00   3.4865562e+00   3.1921903e+00   3.5262546e+00   1.9522524e+00   3.5018009e+00   2.5914913e+00   2.1818668e+00   2.9807120e+00   2.7874290e+00   3.4557351e+00   2.3604042e+00   3.3915488e+00   3.2027420e+00   2.8150728e+00   3.3206640e+00   2.6018930e+00   3.5642457e+00   2.8360166e+00   3.6902583e+00   3.4394878e+00   3.1847477e+00   3.3503379e+00   3.7461474e+00   3.9068076e+00   3.2666666e+00   2.2590074e+00   2.4950353e+00   2.3935209e+00   2.6534332e+00   3.8259590e+00   3.1834936e+00   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4.0656969e+00   4.2413113e+00   3.8376713e+00   6.8961791e-01   3.0811765e-01   1.4096146e-01   6.4755655e-01   1.1229906e+00   1.3835747e+00   8.6361309e-01   4.2667565e-01   9.4009473e-01   7.0784540e-01   5.3665999e-01   6.2482915e-01   6.3977563e-01   4.3691963e-01   4.4651726e-01   1.5422108e-01   3.7598397e-01   4.4535192e-01   3.7598397e-01   2.1845981e-01   1.4096146e-01   5.5419992e-01   1.0065841e+00   1.1474460e+00   0.0000000e+00   3.0811765e-01   6.5223271e-01   0.0000000e+00   5.0991930e-01   3.2586371e-01   4.2667565e-01   8.3172002e-01   5.0991930e-01   5.6769031e-01   7.5082357e-01   2.1845981e-01   7.0479928e-01   3.0811765e-01   6.4755655e-01   2.1845981e-01   3.4865562e+00   3.1726595e+00   3.6377960e+00   2.5987470e+00   3.2814045e+00   3.0627375e+00   3.3515846e+00   1.8841865e+00   3.2769379e+00   2.5038079e+00   2.1311468e+00   2.8311678e+00   2.6104387e+00   3.2962520e+00   2.2214438e+00   3.1433122e+00   3.0878634e+00   2.6552472e+00   3.1570103e+00   2.4668912e+00   3.4394878e+00   2.6411293e+00   3.5233648e+00   3.2747247e+00   2.9659871e+00   3.1154783e+00   3.5134741e+00   3.7059620e+00   3.1148696e+00   2.0851901e+00   2.3731428e+00   2.2655571e+00   2.4927109e+00   3.6920087e+00   3.0823446e+00   3.1337459e+00   3.4135200e+00   3.0481703e+00   2.6780487e+00   2.5874301e+00   2.9489507e+00   3.2027420e+00   2.5873149e+00   1.8973383e+00   2.7738355e+00   2.7632614e+00   2.7778954e+00   2.9269923e+00   1.6390769e+00   2.6848587e+00   4.7106706e+00   3.7313856e+00   4.6446321e+00   4.2142736e+00   4.4836580e+00   5.3716885e+00   3.1250284e+00   5.0074019e+00   4.4485220e+00   4.9128219e+00   3.8150636e+00   3.9624529e+00   4.2358121e+00   3.6602286e+00   3.8605980e+00   4.0488387e+00   4.1418643e+00   5.4970002e+00   5.6855224e+00   3.5964347e+00   4.4685630e+00   3.5634461e+00   5.4730406e+00   3.5693950e+00   4.3989089e+00   4.7150659e+00   3.4668130e+00   3.5464993e+00   4.2723380e+00   4.5155386e+00   4.8594290e+00   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3.2094276e+00   3.0570957e+00   3.2869053e+00   2.0190980e+00   3.1913594e+00   2.5206151e+00   2.3403819e+00   2.7928582e+00   2.6680945e+00   3.2615924e+00   2.2070201e+00   3.0233425e+00   3.0716969e+00   2.6575076e+00   3.1694367e+00   2.5088543e+00   3.4030318e+00   2.5954147e+00   3.4988409e+00   3.2483608e+00   2.8891737e+00   3.0123702e+00   3.4182420e+00   3.6203759e+00   3.0811775e+00   2.1190324e+00   2.4416796e+00   2.3440712e+00   2.4897570e+00   3.6753309e+00   3.0715435e+00   3.0851463e+00   3.3123070e+00   3.0424689e+00   2.6625505e+00   2.6241824e+00   2.9689697e+00   3.1616811e+00   2.5961850e+00   2.0559262e+00   2.7803619e+00   2.7462372e+00   2.7639489e+00   2.8736288e+00   1.7674365e+00   2.6773131e+00   4.6660957e+00   3.7173526e+00   4.5567672e+00   4.1782968e+00   4.4326194e+00   5.2720689e+00   3.1469325e+00   4.9232255e+00   4.4057732e+00   4.8164157e+00   3.7433882e+00   3.9194796e+00   4.1567419e+00   3.6582432e+00   3.8303544e+00   3.9861488e+00   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3.2816937e-01   1.1107977e+00   4.5470518e-01   4.1449626e-01   4.8927739e-01   4.1449626e-01   4.4417983e-01   2.8192292e-01   5.2942799e-01   2.5251796e-01   3.4297053e+00   3.0906838e+00   3.5704156e+00   2.5301680e+00   3.2062204e+00   2.9663489e+00   3.2615889e+00   1.8330979e+00   3.2074600e+00   2.4030878e+00   2.1292724e+00   2.7344480e+00   2.5716369e+00   3.2053511e+00   2.1242643e+00   3.0798277e+00   2.9831836e+00   2.5729378e+00   3.0964590e+00   2.3917863e+00   3.3353616e+00   2.5635110e+00   3.4441347e+00   3.1882407e+00   2.8938821e+00   3.0477086e+00   3.4484194e+00   3.6265826e+00   3.0209783e+00   2.0203134e+00   2.3063579e+00   2.2046610e+00   2.4100833e+00   3.5972040e+00   2.9748436e+00   3.0349291e+00   3.3414931e+00   2.9918962e+00   2.5764694e+00   2.5038051e+00   2.8573838e+00   3.1113597e+00   2.5079404e+00   1.8623849e+00   2.6799601e+00   2.6656374e+00   2.6804452e+00   2.8458006e+00   1.5870088e+00   2.5906376e+00   4.6056614e+00   3.6293396e+00   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8.1527569e-01   2.3116343e+00   2.4505705e+00   1.0085601e+00   1.2063335e+00   4.5581864e-01   2.3022338e+00   5.6700421e-01   1.0655560e+00   1.5550492e+00   4.4417983e-01   2.5251796e-01   8.8358844e-01   1.4559276e+00   1.7532140e+00   2.2755980e+00   8.9653332e-01   5.5160819e-01   9.1163729e-01   1.9862884e+00   9.1163729e-01   7.6752131e-01   2.0656129e-01   1.0632598e+00   1.0516761e+00   1.0391247e+00   5.3022554e-01   1.2756158e+00   1.1406052e+00   8.7720955e-01   7.3851529e-01   6.5633874e-01   7.0776547e-01   3.2352160e-01   9.1273187e-01   7.0043186e-01   3.7427929e-01   5.7324170e-01   9.3615100e-01   1.0733200e+00   5.0991930e-01   5.9426792e-01   6.5633874e-01   6.7975091e-01   3.0811765e-01   1.1056650e+00   7.7360126e-01   7.0429250e-01   8.2552685e-01   5.7257017e-01   5.0905001e-01   6.1968386e-01   6.5223271e-01   6.0611244e-01   3.2586371e-01   1.2028939e+00   5.0905001e-01   4.2667565e-01   4.1449626e-01   3.0546431e-01   1.2470767e+00   4.0147421e-01   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1.0406064e+00   6.0060595e-01   8.5434758e-01   9.6664346e-01   5.1691876e-01   6.5223271e-01   8.4050231e-01   2.2451458e+00   2.2996030e+00   9.7270522e-01   1.1594648e+00   4.2538717e-01   2.1936248e+00   6.9369532e-01   1.0119857e+00   1.5297036e+00   6.6384020e-01   6.2988288e-01   7.0386584e-01   1.5113992e+00   1.7140171e+00   2.2868482e+00   6.9325418e-01   9.4080461e-01   1.0406064e+00   1.9734538e+00   7.5835500e-01   7.8695083e-01   6.2988288e-01   1.1158787e+00   9.4832302e-01   1.1055069e+00   5.0090417e-01   1.1452867e+00   1.0056742e+00   9.0277242e-01   6.3977563e-01   7.3851529e-01   6.6432544e-01   6.0611244e-01   5.1691876e-01   1.6983410e+00   1.8377590e+00   1.1500393e+00   5.6631629e-01   8.6012420e-01   1.6864433e+00   6.6539428e-01   4.5581864e-01   9.7356960e-01   6.6932542e-01   5.9426792e-01   4.5470518e-01   9.7548738e-01   1.1573546e+00   1.6772907e+00   4.4535192e-01   8.2929029e-01   9.8450810e-01   1.3812107e+00   3.2816937e-01   5.0905001e-01   6.6932542e-01   5.0991930e-01   3.7598397e-01   5.0905001e-01   7.2852070e-01   6.4704320e-01   4.5581864e-01   3.2586371e-01   7.4777660e-01   3.2816937e-01   2.5251796e-01   6.3108414e-01   1.5573817e+00   1.6420607e+00   9.0575661e-01   5.7867728e-01   9.7441804e-01   1.4917344e+00   6.2482915e-01   4.0176783e-01   7.7039952e-01   7.1799256e-01   6.4704320e-01   3.2816937e-01   7.1799256e-01   9.7270522e-01   1.5593809e+00   4.1586001e-01   4.6472023e-01   5.6454040e-01   1.2601890e+00   6.5223271e-01   1.2418578e-01   7.6716823e-01   4.4651726e-01   6.0670504e-01   6.1947990e-01   7.4777660e-01   5.9426792e-01   7.2172678e-01   5.3588338e-01   6.2660376e-01   3.2352160e-01   5.8914551e-01   6.4704320e-01   1.2013436e+00   2.3665136e+00   1.1771643e+00   2.4806944e+00   1.0018083e+00   2.1098467e+00   1.2627078e+00   8.8503502e-01   2.2024869e+00   2.1511385e+00   1.6189643e+00   1.1368070e+00   1.0688498e+00   3.4378533e-01   1.6188960e+00   1.9698860e+00   1.9254808e+00   8.8861541e-01   1.5832517e+00   1.5978297e+00   2.2712062e+00   1.4277162e+00   1.3610783e+00   1.6849072e+00   2.2645802e+00   1.1106525e+00   1.2665468e+00   1.6689743e+00   2.0995265e+00   1.7457596e+00   1.7532140e+00   2.1511385e+00   2.2712062e+00   1.3276804e+00   2.5485519e+00   3.4378533e-01   2.1870851e+00   1.4266198e+00   1.0379132e+00   2.3072128e+00   2.2736138e+00   1.6156775e+00   1.2095267e+00   8.3888121e-01   1.2277129e+00   1.6151153e+00   2.0528819e+00   1.8792214e+00   8.2624515e-01   1.7265353e+00   1.7004805e+00   2.3953564e+00   1.5733646e+00   1.4691764e+00   1.8497891e+00   2.3019759e+00   1.2238809e+00   1.4266198e+00   1.7962897e+00   2.1027465e+00   1.8635467e+00   1.9008621e+00   2.2439391e+00   1.3353353e+00   7.2526325e-01   2.1293320e+00   5.5492130e-01   1.2776560e+00   1.5193574e+00   6.2988288e-01   8.1130291e-01   8.6912228e-01   1.3752391e+00   1.6044563e+00   2.3474075e+00   9.1883539e-01   6.2024833e-01   6.4806901e-01   1.9000365e+00   1.3674559e+00   9.6664346e-01   8.1354181e-01   1.1751082e+00   1.2304904e+00   1.2256933e+00   5.7324170e-01   1.3628690e+00   1.4089364e+00   1.0866132e+00   4.8036801e-01   8.9971984e-01   1.3044654e+00   8.1130291e-01   1.3916739e+00   1.1500393e+00   9.6838716e-01   2.5251796e-01   5.5419992e-01   1.0573285e+00   1.0284501e+00   5.7324170e-01   7.1840099e-01   6.6317860e-01   1.1434428e+00   5.6769031e-01   9.7855477e-01   1.1106525e+00   8.2899253e-01   6.0670504e-01   6.2660376e-01   1.1449732e+00   3.2586371e-01   2.1845981e-01   6.0060595e-01   1.1833351e+00   2.0656129e-01   2.5251796e-01   5.1607523e-01   9.6324667e-01   5.9426792e-01   7.1799256e-01   1.0879524e+00   2.4372751e+00   7.0437330e-01   1.2331989e+00   1.7427900e+00   6.0611244e-01   5.1607523e-01   9.3615100e-01   1.6812503e+00   1.9411754e+00   2.5109747e+00   9.3801395e-01   7.7039952e-01   8.6513410e-01   2.2052183e+00   9.6324667e-01   8.9917007e-01   4.2667565e-01   1.3224963e+00   1.1912106e+00   1.3084046e+00   2.5651975e-01   1.3897316e+00   1.2541242e+00   1.1120775e+00   7.1504098e-01   9.1051084e-01   8.1521713e-01   3.6171588e-01   2.0209349e+00   1.2627078e+00   7.9878917e-01   2.1431239e+00   2.1198551e+00   1.5016009e+00   9.6141901e-01   6.2024833e-01   1.0083666e+00   1.5022608e+00   1.8803649e+00   1.7557336e+00   6.2482915e-01   1.6044563e+00   1.5582387e+00   2.2435182e+00   1.3836712e+00   1.3199714e+00   1.6568705e+00   2.1907335e+00   1.0796583e+00   1.2825987e+00   1.6205332e+00   1.9460721e+00   1.6995133e+00   1.7678302e+00   2.1198551e+00   9.1750357e-01   1.2756158e+00   1.4096146e-01   3.2352160e-01   7.1504098e-01   1.1242402e+00   1.4312787e+00   2.0223464e+00   7.3535471e-01   3.2586371e-01   7.3851529e-01   1.6386882e+00   9.4477932e-01   6.4755655e-01   3.7427929e-01   7.3805807e-01   8.6165877e-01   7.2852070e-01   5.0905001e-01   1.0922991e+00   1.0175773e+00   6.0900723e-01   2.1269358e-01   4.0176783e-01   8.2372435e-01   4.5470518e-01   5.5492130e-01   9.8495853e-01   9.0521488e-01   5.2942799e-01   6.3977563e-01   7.9878917e-01   1.2832075e+00   5.3022554e-01   8.3060013e-01   9.4500268e-01   1.0244319e+00   4.4651726e-01   4.0176783e-01   1.0230441e+00   3.4378533e-01   3.2586371e-01   6.1623531e-01   1.0330459e+00   2.5651975e-01   4.0000000e-01   5.3588338e-01   9.5676647e-01   5.3665999e-01   5.3665999e-01   9.0521488e-01   1.3865084e+00   1.3669552e+00   8.6012420e-01   2.8192292e-01   4.1586001e-01   8.4050231e-01   8.7383925e-01   1.1355826e+00   1.1712156e+00   6.2660376e-01   9.8985697e-01   8.5205778e-01   1.4909823e+00   6.3861009e-01   7.2526325e-01   9.4854455e-01   1.5124582e+00   5.6700421e-01   7.7919451e-01   8.9971984e-01   1.2483814e+00   9.4009473e-01   1.0879524e+00   1.4147273e+00   2.1269358e-01   8.1354181e-01   1.2441035e+00   1.5551238e+00   2.1137172e+00   8.2899253e-01   3.7427929e-01   8.2929029e-01   1.7587110e+00   9.6095130e-01   7.1799256e-01   2.4837156e-01   8.3280511e-01   9.3797093e-01   7.9016429e-01   4.4651726e-01   1.1833351e+00   1.0724413e+00   6.6932542e-01   3.2816937e-01   4.6472023e-01   8.0467258e-01   3.8776762e-01   7.3145860e-01   1.2564564e+00   1.5558094e+00   2.0983278e+00   7.5082357e-01   3.6171588e-01   7.6590510e-01   1.7862655e+00   8.4050231e-01   6.2024833e-01   1.2418578e-01   8.6137722e-01   8.9852394e-01   8.5462626e-01   3.8934542e-01   1.1192362e+00   1.0078327e+00   7.0386584e-01   5.0991930e-01   4.5470518e-01   6.6539428e-01   2.4837156e-01   8.5690100e-01   1.0344911e+00   1.6689743e+00   1.0000000e-01   6.8961791e-01   7.1799256e-01   1.3207609e+00   6.2024833e-01   3.7427929e-01   8.3888121e-01   5.3588338e-01   4.2288438e-01   6.4405773e-01   6.9369532e-01   5.3309112e-01   5.8914551e-01   4.6472023e-01   6.2538346e-01   4.1586001e-01   6.1623531e-01   6.4405773e-01   4.0176783e-01   1.0175773e+00   8.9303452e-01   1.0122141e+00   1.1161766e+00   7.7885297e-01   1.0755693e+00   8.1385214e-01   1.3792358e+00   5.8914551e-01   8.5462626e-01   8.7848692e-01   1.4517959e+00   7.3851529e-01   9.4854455e-01   8.6263408e-01   1.0941064e+00   8.3783744e-01   1.1172689e+00   1.3545005e+00   1.0391247e+00   1.0389435e+00   1.3163598e+00   1.3379696e+00   4.5470518e-01   1.1951875e+00   1.0632598e+00   1.6796759e+00   7.8197925e-01   8.3345577e-01   1.0540105e+00   1.7036156e+00   6.9167458e-01   8.8503502e-01   1.0279631e+00   1.3693737e+00   1.1192426e+00   1.3077572e+00   1.6183051e+00   1.6694974e+00   1.9094934e+00   1.9895190e+00   8.2384013e-01   1.6634400e+00   1.6218244e+00   2.2178691e+00   1.3008161e+00   1.3567326e+00   1.4994715e+00   2.3021295e+00   1.1763719e+00   1.3024224e+00   1.5535909e+00   2.0373882e+00   1.6756749e+00   1.7981158e+00   2.1739455e+00   7.6752131e-01   8.1354181e-01   1.3198846e+00   6.0611244e-01   4.4535192e-01   8.5335130e-01   5.3665999e-01   3.8776762e-01   6.3977563e-01   7.0429250e-01   5.2655962e-01   5.5492130e-01   4.5581864e-01   6.3861009e-01   4.2667565e-01   6.1151102e-01   6.6932542e-01   5.1691876e-01   1.5922648e+00   1.0054794e+00   4.8135521e-01   4.3456114e-01   7.6955924e-01   9.6664346e-01   8.9687438e-01   5.6700421e-01   1.0421979e+00   1.1001291e+00   8.2929029e-01   4.4535192e-01   5.1691876e-01   8.9712482e-01   4.5470518e-01   1.6914476e+00   1.1340084e+00   5.8914551e-01   8.5105559e-01   9.7548738e-01   1.0864449e+00   1.1160770e+00   6.3977563e-01   1.0720678e+00   1.2163831e+00   1.0047836e+00   6.9369532e-01   7.2343175e-01   1.0613462e+00   6.2407309e-01   1.4238090e+00   1.3511716e+00   1.9067300e+00   9.3824087e-01   1.0331736e+00   1.1327825e+00   1.9782093e+00   9.0454394e-01   1.0244319e+00   1.1833480e+00   1.5948732e+00   1.3360558e+00   1.5461469e+00   1.8900319e+00   6.2081167e-01   9.1750357e-01   6.4290921e-01   4.4417983e-01   7.0429250e-01   8.7229670e-01   5.3665999e-01   4.0438741e-01   5.6454040e-01   1.0054794e+00   5.7015910e-01   2.1269358e-01   7.5705927e-01   7.3496673e-01   5.2942799e-01   6.2024833e-01   6.6491075e-01   6.8801986e-01   6.1947990e-01   7.2172678e-01   5.5492130e-01   6.9006418e-01   3.2816937e-01   5.3665999e-01   5.6700421e-01   9.7779835e-01   1.0014633e+00   9.4854455e-01   3.8934542e-01   1.2342162e+00   1.1043332e+00   7.9580667e-01   5.3665999e-01   5.7257017e-01   7.2852070e-01   3.0275928e-01   3.4378533e-01   3.2352160e-01   1.1199472e+00   5.0991930e-01   4.6472023e-01   2.8507955e-01   7.7869083e-01   4.1586001e-01   7.1799256e-01   1.0132664e+00   5.0905001e-01   9.9519977e-01   3.0811765e-01   2.1269358e-01   4.0293660e-01   8.3060013e-01   5.0592043e-01   5.3665999e-01   9.3049742e-01   1.1263042e+00   8.0064372e-01   6.1623531e-01   2.1269358e-01   7.7588000e-01   4.4651726e-01   7.2783368e-01   1.0329901e+00   1.1697902e+00   1.0851476e+00   9.2859317e-01   5.0905001e-01   7.1504098e-01   7.7763126e-01   3.0546431e-01   2.5651975e-01   7.0437330e-01   1.0573285e+00   7.3145860e-01   6.9325418e-01   1.0901359e+00   5.3588338e-01   1.0175773e+00   6.4405773e-01   5.3665999e-01   1.0078327e+00   6.2407309e-01   3.2352160e-01   5.7257017e-01   8.5205778e-01   5.1691876e-01   9.4022486e-01   5.6769031e-01   4.8927739e-01   6.0611244e-01   6.0900723e-01

Added: trunk/scipy/cluster/tests/pdist-minkowski-5.8-ml-iris.txt
===================================================================
--- trunk/scipy/cluster/tests/pdist-minkowski-5.8-ml-iris.txt	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/pdist-minkowski-5.8-ml-iris.txt	2008-04-18 02:13:12 UTC (rev 4148)
@@ -0,0 +1 @@
+   5.0042326e-01   4.1210927e-01   5.2133179e-01   1.1269424e-01   4.2362917e-01   5.0001522e-01   1.2085435e-01   7.4262850e-01   4.0127250e-01   3.0482299e-01   3.0482299e-01   5.0436965e-01   8.0923926e-01   7.1629168e-01   9.1424701e-01   4.1317535e-01   1.0000000e-01   6.0366256e-01   3.0017653e-01   3.3813251e-01   2.2573593e-01   5.2133179e-01   3.4080442e-01   5.0436965e-01   5.0043084e-01   2.2608083e-01   1.1269424e-01   1.1269424e-01   4.1315633e-01   4.1315633e-01   3.0490481e-01   6.0000952e-01   7.0462550e-01   4.0127250e-01   3.0482299e-01   4.0002221e-01   4.0127250e-01   7.1621748e-01   1.1269424e-01   1.2085435e-01   1.2036864e+00   7.0088477e-01   4.0125062e-01   5.0476836e-01   5.0436965e-01   3.0474106e-01   5.0436235e-01   2.2573593e-01   2.0061436e-01   3.3243227e+00   3.1068812e+00   3.5145413e+00   2.6080595e+00   3.2075731e+00   3.1014454e+00   3.3055260e+00   1.9156198e+00   3.2079238e+00   2.5066441e+00   2.1498493e+00   2.8059664e+00   2.6093989e+00   3.3021953e+00   2.2070266e+00   3.0158454e+00   3.1034764e+00   2.7009878e+00   3.1081779e+00   2.5032992e+00   3.4074959e+00   2.6050088e+00   3.5035589e+00   3.3011884e+00   2.9065890e+00   3.0117336e+00   3.4118782e+00   3.6094426e+00   3.1038958e+00   2.1042326e+00   2.4058620e+00   2.3063407e+00   2.5029614e+00   3.7025335e+00   3.1034636e+00   3.1057006e+00   3.3110189e+00   3.0065909e+00   2.7025941e+00   2.6047974e+00   3.0013665e+00   3.2025221e+00   2.6029242e+00   1.9242109e+00   2.8024935e+00   2.8013151e+00   2.8022622e+00   2.9036582e+00   1.6267693e+00   2.7028014e+00   4.6144526e+00   3.7071079e+00   4.5121787e+00   4.2031939e+00   4.4087839e+00   5.2153194e+00   3.1086291e+00   4.9093646e+00   4.4044245e+00   4.7202040e+00   3.7119486e+00   3.9066365e+00   4.1123628e+00   3.6114402e+00   3.7307413e+00   3.9194642e+00   4.1043951e+00   5.3177489e+00   5.5157728e+00   3.6035661e+00   4.3162097e+00   3.5127031e+00   5.3163123e+00   3.5077296e+00   4.3088507e+00   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7.8890721e-01   4.1212852e-01   1.0095370e+00   6.0964891e-01   7.0470720e-01   5.2201750e-01   4.1210927e-01   4.5784410e-01   6.0017982e-01   3.4080442e-01   3.4342562e-01   5.0476836e-01   5.0043084e-01   3.0000000e-01   3.0017653e-01   7.0025283e-01   9.0508756e-01   1.0426513e+00   2.2608083e-01   3.0008832e-01   8.0046605e-01   2.2608083e-01   3.0474106e-01   4.0243965e-01   3.3813251e-01   9.0002570e-01   3.0000000e-01   4.3213914e-01   6.8170466e-01   2.0181667e-01   6.1119267e-01   1.1269424e-01   6.3178534e-01   3.0017653e-01   3.4595765e+00   3.2168311e+00   3.6364650e+00   2.7037323e+00   3.3192099e+00   3.2017763e+00   3.4107328e+00   2.0033798e+00   3.3237063e+00   2.6050967e+00   2.2121910e+00   2.9077087e+00   2.7085154e+00   3.4047917e+00   2.3071665e+00   3.1428042e+00   3.2033135e+00   2.8024935e+00   3.2103481e+00   2.6021247e+00   3.5076152e+00   2.7127272e+00   3.6073242e+00   3.4038884e+00   3.0203881e+00   3.1325879e+00   3.5317021e+00   3.7210979e+00   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4.3236383e+00   3.8471097e+00   3.8066401e+00   4.6166518e+00   4.4251081e+00   3.9318948e+00   3.7118930e+00   3.9150333e+00   4.1165034e+00   3.8051417e+00   5.2133179e-01   9.0160400e-01   3.0017653e-01   4.1209001e-01   2.2573593e-01   3.0008832e-01   8.2418002e-01   3.0482299e-01   2.0181667e-01   4.1212852e-01   1.2363278e+00   1.3741498e+00   9.0160400e-01   5.2133802e-01   1.1133986e+00   7.1621748e-01   8.0051036e-01   6.3178534e-01   5.6347121e-01   5.0517282e-01   4.1315633e-01   4.0004442e-01   4.1317535e-01   6.0948212e-01   6.0184622e-01   1.2085435e-01   2.0061436e-01   8.0051036e-01   1.0087250e+00   1.1527669e+00   3.0008832e-01   4.1210927e-01   9.0142636e-01   3.0008832e-01   2.2573593e-01   5.0436235e-01   4.5148429e-01   8.0004602e-01   2.2573593e-01   4.8342635e-01   7.2044167e-01   2.0181667e-01   7.1621748e-01   1.1269424e-01   7.4262850e-01   4.0125062e-01   3.2983364e+00   3.0300451e+00   3.4603347e+00   2.5053901e+00   3.1338090e+00   3.0030658e+00   3.2183845e+00   1.8040969e+00   3.1419971e+00   2.4075162e+00   2.0123013e+00   2.7132680e+00   2.5163999e+00   3.2086215e+00   2.1132077e+00   2.9750754e+00   3.0049127e+00   2.6055197e+00   3.0177719e+00   2.4040962e+00   3.3110162e+00   2.5253371e+00   3.4126529e+00   3.2074182e+00   2.8380954e+00   2.9580787e+00   3.3536443e+00   3.5347730e+00   3.0101869e+00   2.0123796e+00   2.3038195e+00   2.2036797e+00   2.4099203e+00   3.6051707e+00   3.0042758e+00   3.0123228e+00   3.2490712e+00   2.9241808e+00   2.6047889e+00   2.5049231e+00   2.9016211e+00   3.1100277e+00   2.5081992e+00   1.8056342e+00   2.7040060e+00   2.7039988e+00   2.7050721e+00   2.8205713e+00   1.5147271e+00   2.6060742e+00   4.5183778e+00   3.6090052e+00   4.4337691e+00   4.1072664e+00   4.3151164e+00   5.1425125e+00   3.0092613e+00   4.8303615e+00   4.3139066e+00   4.6422789e+00   3.6259317e+00   3.8146285e+00   4.0301568e+00   3.5133848e+00   3.6358680e+00   3.8290678e+00   4.0124919e+00   5.2471177e+00   5.4403962e+00   3.5051114e+00   4.2343452e+00   3.4149831e+00   5.2455706e+00   3.4177035e+00   4.2200398e+00   4.5335328e+00   3.3168776e+00   3.4123846e+00   4.1140176e+00   4.3402553e+00   4.6459028e+00   4.9843016e+00   4.1167964e+00   3.6096226e+00   4.1026403e+00   4.6849407e+00   4.1230798e+00   4.0100505e+00   3.3123688e+00   3.9407837e+00   4.1330547e+00   3.6700537e+00   3.6090052e+00   4.4237036e+00   4.2343452e+00   3.7463488e+00   3.5181052e+00   3.7227931e+00   3.9220791e+00   3.6072781e+00   4.2362917e-01   4.0125062e-01   2.0061436e-01   7.4262850e-01   5.0002283e-01   4.0004442e-01   2.4170870e-01   6.0017982e-01   7.4329527e-01   8.0250123e-01   8.5406674e-01   4.1317535e-01   1.2085435e-01   7.0096858e-01   2.0181667e-01   4.1315633e-01   2.0181667e-01   4.5077696e-01   3.6259865e-01   5.0084481e-01   6.0017665e-01   2.4170870e-01   2.0121983e-01   2.2538848e-01   4.1315633e-01   5.0084481e-01   4.0246123e-01   5.0043842e-01   6.3164729e-01   5.0002283e-01   4.0122873e-01   5.0001522e-01   5.0002283e-01   6.7616723e-01   2.0121983e-01   1.2085435e-01   1.3008771e+00   6.0948506e-01   4.0125062e-01   5.0085236e-01   6.0017982e-01   2.2573593e-01   4.5077696e-01   3.0017653e-01   3.0000000e-01   3.3320240e+00   3.1087192e+00   3.5191371e+00   2.6110181e+00   3.2098845e+00   3.1016129e+00   3.3064697e+00   1.9242109e+00   3.2110200e+00   2.5072065e+00   2.1702438e+00   2.8063347e+00   2.6144115e+00   3.3026483e+00   2.2074446e+00   3.0213781e+00   3.1035271e+00   2.7015967e+00   3.1108570e+00   2.5049231e+00   3.4076266e+00   2.6065485e+00   3.5045818e+00   3.3016829e+00   2.9091905e+00   3.0158857e+00   3.4160038e+00   3.6117923e+00   3.1042949e+00   2.1068047e+00   2.4087956e+00   2.3099309e+00   2.5038387e+00   3.7027671e+00   3.1034919e+00   3.1060428e+00   3.3145595e+00   3.0095593e+00   2.7026925e+00   2.6061038e+00   3.0017811e+00   3.2030205e+00   2.6039803e+00   1.9366876e+00   2.8028640e+00   2.8014482e+00   2.8024453e+00   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5.0476836e-01   4.0000000e-01   4.2270142e-01   3.0017653e-01   3.0490481e-01   5.0042326e-01   3.0915245e-01   8.5440680e-01   6.0184622e-01   6.3192325e-01   9.0142681e-01   5.2133179e-01   4.0363334e-01   5.0517282e-01   7.8890806e-01   8.2421923e-01   5.0042326e-01   3.1328089e-01   3.4085233e-01   8.0928056e-01   7.2044167e-01   4.5148429e-01   8.0928056e-01   1.0782211e+00   5.0517282e-01   4.8342635e-01   1.6097492e+00   1.0215068e+00   4.5148429e-01   3.0482299e-01   9.1446938e-01   3.0490481e-01   8.5440680e-01   2.4195741e-01   6.1135434e-01   3.0143288e+00   2.8035152e+00   3.2080663e+00   2.3476141e+00   2.9053991e+00   2.8028019e+00   3.0030626e+00   1.7519158e+00   2.9045816e+00   2.2149484e+00   2.0887699e+00   2.5048522e+00   2.3645147e+00   3.0018766e+00   1.9120303e+00   2.7085154e+00   2.8028008e+00   2.4075162e+00   2.8284908e+00   2.2272457e+00   3.1054022e+00   2.3075573e+00   3.2060163e+00   3.0018874e+00   2.6044486e+00   2.7064438e+00   3.1073418e+00   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3.7104219e+00   3.9150553e+00   3.4248402e+00   3.4064593e+00   4.2084919e+00   4.0172759e+00   3.5193527e+00   3.3100431e+00   3.5073655e+00   3.7133435e+00   3.4036743e+00   4.0004442e-01   5.0043084e-01   3.4085233e-01   8.0046764e-01   2.2573593e-01   4.0243965e-01   4.2362917e-01   1.2036925e+00   1.1896595e+00   8.0879776e-01   5.0000761e-01   1.1006371e+00   5.2133179e-01   8.0046685e-01   5.0437695e-01   4.0125062e-01   5.0477564e-01   5.0043084e-01   4.5148429e-01   4.0125062e-01   6.0000952e-01   6.0000317e-01   2.2608083e-01   3.0922892e-01   8.0000160e-01   7.4269314e-01   9.6572569e-01   3.4085233e-01   4.0246123e-01   9.0000136e-01   3.4085233e-01   4.0127250e-01   5.0001522e-01   4.0004442e-01   1.1000003e+00   2.2608083e-01   4.1317535e-01   5.7609230e-01   4.0122873e-01   5.2167829e-01   2.0061436e-01   7.0088627e-01   4.0004442e-01   3.3852404e+00   3.1245391e+00   3.5521657e+00   2.6057331e+00   3.2281303e+00   3.1021033e+00   3.3145497e+00   1.9088256e+00   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2.0121983e-01   1.1019599e+00   6.0035305e-01   4.0004442e-01   4.5148429e-01   4.0127250e-01   4.0004442e-01   4.0125062e-01   3.3808272e-01   1.1269424e-01   3.2369541e+00   3.0101869e+00   3.4219340e+00   2.5073576e+00   3.1113295e+00   3.0016913e+00   3.2074921e+00   1.8128536e+00   3.1127326e+00   2.4076937e+00   2.0429861e+00   2.7074657e+00   2.5087337e+00   3.2029987e+00   2.1087640e+00   2.9250474e+00   3.0040848e+00   2.6011837e+00   3.0090716e+00   2.4029250e+00   3.3087901e+00   2.5074281e+00   3.4046875e+00   3.2018065e+00   2.8107271e+00   2.9185950e+00   3.3183094e+00   3.5134617e+00   3.0049285e+00   2.0041542e+00   2.3049133e+00   2.2050331e+00   2.4035997e+00   3.6030023e+00   3.0040438e+00   3.0070658e+00   3.2168317e+00   2.9083216e+00   2.6031436e+00   2.5048522e+00   2.9013423e+00   3.1034810e+00   2.5032729e+00   1.8201043e+00   2.7028014e+00   2.7016556e+00   2.7027522e+00   2.8056775e+00   1.5256523e+00   2.6033557e+00   4.5162553e+00   3.6081006e+00   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7.0633229e-01   5.7608844e-01   6.0017982e-01   6.3192325e-01   8.2418071e-01   8.0879625e-01   3.4080442e-01   4.0243965e-01   1.0030871e+00   1.2189645e+00   1.3741465e+00   5.0043842e-01   6.0201716e-01   1.1055705e+00   5.0043842e-01   1.1269424e-01   7.1621748e-01   6.7616902e-01   6.0000952e-01   3.0008832e-01   6.8170466e-01   9.3735629e-01   4.0004442e-01   9.3308853e-01   3.0474106e-01   9.6572569e-01   6.0948212e-01   3.4311880e+00   3.1440065e+00   3.5828092e+00   2.6061623e+00   3.2490712e+00   3.1047537e+00   3.3265679e+00   1.9024467e+00   3.2610547e+00   2.5066443e+00   2.1042326e+00   2.8182771e+00   2.6268573e+00   3.3136174e+00   2.2177383e+00   3.1042292e+00   3.1056084e+00   2.7106185e+00   3.1258664e+00   2.5072166e+00   3.4123850e+00   2.6397031e+00   3.5191318e+00   3.3125861e+00   2.9569988e+00   3.0825000e+00   3.4750557e+00   3.6484459e+00   3.1148203e+00   2.1231535e+00   2.4058952e+00   2.3063814e+00   2.5167763e+00   3.7071732e+00   3.1042001e+00   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3.8290678e+00   4.0228342e+00   3.7082809e+00   6.3164977e-01   3.0026460e-01   1.2085435e-01   6.0948506e-01   1.0143978e+00   1.3131369e+00   8.0928056e-01   4.0246123e-01   8.5409862e-01   7.0016860e-01   5.0477564e-01   6.0201716e-01   5.6595908e-01   4.0363334e-01   4.1212852e-01   1.2699992e-01   3.3818226e-01   4.1210927e-01   3.3818226e-01   2.0181667e-01   1.2085435e-01   5.0855077e-01   1.0001598e+00   1.1055707e+00   0.0000000e+00   3.0026460e-01   6.0964891e-01   0.0000000e+00   5.0043842e-01   3.0482299e-01   4.0246123e-01   8.0254500e-01   5.0043842e-01   5.2133802e-01   7.0556260e-01   2.0181667e-01   7.0008735e-01   3.0026460e-01   6.0948506e-01   2.0181667e-01   3.2490712e+00   3.0153168e+00   3.4297841e+00   2.5067523e+00   3.1166337e+00   3.0027816e+00   3.2112793e+00   1.8068048e+00   3.1183051e+00   2.4116924e+00   2.0138832e+00   2.7116615e+00   2.5059537e+00   3.2048192e+00   2.1144760e+00   2.9351753e+00   3.0063019e+00   2.6019122e+00   3.0106587e+00   2.4030297e+00   3.3125861e+00   2.5120719e+00   3.4068163e+00   3.2029877e+00   2.8162444e+00   2.9267417e+00   3.3252407e+00   3.5189464e+00   3.0077107e+00   2.0051350e+00   2.3037132e+00   2.2028146e+00   2.4058620e+00   3.6044981e+00   3.0062070e+00   3.0107283e+00   3.2237456e+00   2.9105093e+00   2.6052541e+00   2.5062865e+00   2.9018772e+00   3.1056084e+00   2.5048522e+00   1.8082911e+00   2.7043948e+00   2.7029415e+00   2.7046027e+00   2.8091099e+00   1.5248852e+00   2.6055127e+00   4.5209020e+00   3.6112573e+00   4.4212031e+00   4.1056541e+00   4.3138986e+00   5.1255338e+00   3.0133997e+00   4.8167235e+00   4.3081273e+00   4.6319211e+00   3.6205854e+00   3.8114965e+00   4.0212972e+00   3.5173798e+00   3.6449970e+00   3.8299342e+00   4.0081754e+00   5.2290121e+00   5.4254411e+00   3.5039202e+00   4.2264145e+00   3.4198378e+00   5.2270034e+00   3.4138008e+00   4.2149806e+00   4.5183778e+00   3.3145502e+00   3.4118179e+00   4.1129687e+00   4.3210760e+00   4.6261633e+00   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3.1051604e+00   3.0020136e+00   3.2049016e+00   1.8469618e+00   3.1036832e+00   2.4099081e+00   2.1180493e+00   2.7068820e+00   2.5224740e+00   3.2021231e+00   2.1097449e+00   2.9077617e+00   3.0041462e+00   2.6022422e+00   3.0134290e+00   2.4087504e+00   3.3085101e+00   2.5050799e+00   3.4038679e+00   3.2010814e+00   2.8036959e+00   2.9060895e+00   3.3058271e+00   3.5063866e+00   3.0043212e+00   2.0122773e+00   2.3159426e+00   2.2186306e+00   2.4051454e+00   3.6029749e+00   3.0041461e+00   3.0062373e+00   3.2059465e+00   2.9096170e+00   2.6032656e+00   2.5097004e+00   2.9028411e+00   3.1023606e+00   2.5057847e+00   1.8685354e+00   2.7039990e+00   2.7016498e+00   2.7029428e+00   2.8028074e+00   1.5747520e+00   2.6039937e+00   4.5157550e+00   3.6083209e+00   4.4088451e+00   4.1031691e+00   4.3089952e+00   5.1095334e+00   3.0117336e+00   4.8052574e+00   4.3035619e+00   4.6175091e+00   3.6116958e+00   3.8067089e+00   4.0107159e+00   3.5138361e+00   3.6350483e+00   3.8210210e+00   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3.0490481e-01   1.1002025e+00   4.1315633e-01   4.0125062e-01   4.2362917e-01   4.0125062e-01   4.1209001e-01   2.4170870e-01   5.0436965e-01   2.2573593e-01   3.1712557e+00   2.9203034e+00   3.3425817e+00   2.4092081e+00   3.0228582e+00   2.9024211e+00   3.1131137e+00   1.7168003e+00   3.0276611e+00   2.3094323e+00   1.9540727e+00   2.6109956e+00   2.4153242e+00   3.1056218e+00   2.0123796e+00   2.8520945e+00   2.9050328e+00   2.5029614e+00   2.9148948e+00   2.3042831e+00   3.2109395e+00   2.4161682e+00   3.3086859e+00   3.1042389e+00   2.7244207e+00   2.8394157e+00   3.2369857e+00   3.4247142e+00   2.9077271e+00   1.9085444e+00   2.2064916e+00   2.1068047e+00   2.3066817e+00   3.5042241e+00   2.9048033e+00   2.9102290e+00   3.1338090e+00   2.8169587e+00   2.5042601e+00   2.4061715e+00   2.8017212e+00   3.0065627e+00   2.4058322e+00   1.7261843e+00   2.6037439e+00   2.6027120e+00   2.6040234e+00   2.7127458e+00   1.4350761e+00   2.5049231e+00   4.4189015e+00   3.5095669e+00   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5.2133179e-01   1.0171340e+00   4.0004442e-01   7.0470720e-01   2.0181667e-01   1.5698091e+00   3.0922892e-01   1.2049541e+00   1.5104875e+00   5.0476836e-01   1.0069214e+00   3.4085233e-01   9.6593231e-01   3.0026460e-01   8.0004443e-01   6.6334810e-01   1.0000152e+00   8.7372177e-01   5.0855077e-01   5.2524663e-01   7.0462697e-01   4.2362917e-01   3.0915245e-01   2.2608083e-01   4.5784410e-01   5.0517282e-01   4.1209001e-01   1.0313359e+00   9.9085945e-01   1.0179856e+00   6.9600743e-01   6.3912943e-01   1.0000152e+00   4.0125062e-01   3.0482299e-01   9.0002615e-01   8.0254500e-01   9.3735629e-01   9.1446938e-01   3.0490481e-01   6.9600743e-01   1.4994060e+00   8.0928056e-01   7.0184453e-01   7.0184453e-01   3.1328089e-01   1.5989637e+00   7.0918894e-01   1.5237054e+00   6.9987517e-01   1.4060443e+00   1.1002025e+00   1.3061181e+00   2.1141220e+00   1.5030978e+00   1.8055480e+00   1.3062025e+00   1.6223413e+00   6.3164977e-01   8.1112909e-01   1.0095513e+00   8.0713433e-01   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1.4861824e+00   1.4580174e+00   1.4889602e+00   1.1900969e+00   9.0142681e-01   1.5001212e+00   9.0166476e-01   2.2538848e-01   8.3187290e-01   1.3130978e+00   1.4197078e+00   1.4012600e+00   8.0046764e-01   1.1544060e+00   2.0075255e+00   1.3063533e+00   1.2089835e+00   1.2089313e+00   7.4275547e-01   2.0887699e+00   1.2190319e+00   1.1935069e+00   1.1010807e+00   1.0087396e+00   7.4335736e-01   9.3424697e-01   1.7023957e+00   2.0003507e+00   1.4002035e+00   9.1449234e-01   1.2643523e+00   5.2167829e-01   5.5450500e-01   6.7616902e-01   1.2049541e+00   1.1528553e+00   8.1112984e-01   6.1119558e-01   1.8053679e+00   2.0034894e+00   1.0142484e+00   9.0155438e-01   1.3009222e+00   1.8029948e+00   6.1119267e-01   8.2425704e-01   1.1002025e+00   7.0176271e-01   8.0046685e-01   7.5564478e-01   9.0026588e-01   1.2017042e+00   1.5269837e+00   7.9871893e-01   6.0201716e-01   8.6051471e-01   1.2366099e+00   9.4532171e-01   6.3309012e-01   9.0026588e-01   6.3164729e-01   9.3308853e-01   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8.0245824e-01   1.1001015e+00   1.2040344e+00   1.2012928e+00   6.0017982e-01   9.0645118e-01   1.7262450e+00   1.1005460e+00   1.0000307e+00   1.0000307e+00   5.0043842e-01   1.7087610e+00   1.0003198e+00   1.6300950e+00   9.3848935e-01   1.5032156e+00   1.2007124e+00   1.4092540e+00   2.2026134e+00   1.8005395e+00   1.9004485e+00   1.4019342e+00   1.7231818e+00   7.4269314e-01   9.0668287e-01   1.1133897e+00   1.0251597e+00   1.0924484e+00   1.0143978e+00   1.1005460e+00   2.3044111e+00   2.5032992e+00   9.4511250e-01   1.3253497e+00   1.1075720e+00   2.3033192e+00   5.5450500e-01   1.3061180e+00   1.6004128e+00   5.4219811e-01   6.3912943e-01   1.2090477e+00   1.4006179e+00   1.7019555e+00   2.0185049e+00   1.2190878e+00   7.0548283e-01   1.2049539e+00   1.7202439e+00   1.2636227e+00   1.1006371e+00   7.0911112e-01   1.0207396e+00   1.2632946e+00   9.3308853e-01   9.3848935e-01   1.5130871e+00   1.3741498e+00   9.6572569e-01   6.9987517e-01   8.2421923e-01   1.0798806e+00   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1.7108631e+00   2.0993246e+00   1.1405598e+00   1.2394690e+00   1.4816205e+00   1.0776296e+00   1.4324323e+00   1.4163126e+00   1.4134492e+00   2.6753615e+00   2.8540068e+00   9.1001664e-01   1.6986597e+00   1.0426638e+00   2.6697938e+00   9.0657539e-01   1.6396943e+00   1.9541963e+00   8.5583415e-01   9.0207914e-01   1.5412500e+00   1.7849153e+00   2.0880425e+00   2.4973149e+00   1.5650163e+00   1.0060994e+00   1.5001440e+00   2.2185588e+00   1.6410190e+00   1.4111252e+00   8.5440680e-01   1.4330979e+00   1.6474117e+00   1.4095656e+00   1.0776188e+00   1.8534896e+00   1.7579984e+00   1.3938438e+00   1.0171340e+00   1.1990152e+00   1.4686236e+00   1.0427822e+00   6.8261201e-01   1.0004792e+00   6.3178782e-01   4.1210927e-01   6.0202028e-01   7.0025283e-01   8.0245903e-01   6.7720957e-01   8.1719606e-01   7.0008432e-01   1.0069214e+00   7.9153339e-01   8.6054545e-01   6.4049114e-01   6.3178782e-01   9.0155393e-01   1.2000065e+00   9.0508712e-01   2.0181667e-01   8.2635069e-01   7.1708289e-01   7.0548283e-01   8.0000239e-01   5.4219811e-01   1.3530568e+00   6.3322667e-01   8.0967961e-01   7.1708289e-01   7.0016860e-01   1.5402579e+00   6.3925756e-01   1.5611241e+00   6.4620889e-01   1.4283663e+00   1.1134850e+00   1.3189663e+00   2.1346646e+00   1.3000497e+00   1.8186729e+00   1.3009674e+00   1.7335369e+00   1.0118233e+00   8.1117067e-01   1.0567664e+00   6.0605366e-01   9.2867113e-01   1.0782857e+00   1.0429127e+00   2.2917679e+00   2.4270713e+00   5.0042326e-01   1.2848760e+00   6.9987517e-01   2.2396581e+00   5.2491734e-01   1.3051737e+00   1.5457820e+00   6.0365948e-01   8.0291749e-01   1.1110184e+00   1.3561934e+00   1.6492450e+00   2.1212048e+00   1.1186586e+00   6.7616723e-01   1.1005365e+00   1.7574668e+00   1.3269962e+00   1.0777411e+00   8.0097499e-01   1.0411548e+00   1.1972915e+00   9.9911696e-01   6.4620889e-01   1.4422764e+00   1.3473056e+00   9.3861512e-01   5.2491734e-01   8.6084272e-01   1.2528048e+00   8.2498722e-01   9.6150595e-01   5.0477564e-01   1.0214931e+00   8.0923926e-01   8.0492246e-01   1.0062544e+00   1.2363856e+00   1.2438823e+00   6.2656178e-01   4.0006662e-01   1.2085435e-01   2.0181667e-01   2.2573593e-01   1.2016443e+00   6.3925756e-01   9.2019277e-01   1.1335345e+00   7.1636719e-01   5.0084481e-01   2.0121983e-01   5.0002283e-01   7.3155911e-01   2.0181667e-01   6.7626681e-01   3.0915245e-01   5.0437695e-01   4.1317535e-01   6.1845783e-01   9.0506254e-01   3.0922892e-01   2.1350025e+00   1.2189760e+00   2.0658767e+00   1.7034615e+00   1.9177947e+00   2.7775988e+00   7.7598704e-01   2.4534018e+00   1.9144928e+00   2.2857680e+00   1.2749306e+00   1.4182222e+00   1.6639408e+00   1.1527669e+00   1.4140789e+00   1.4954274e+00   1.6121856e+00   2.8913337e+00   3.0644792e+00   1.1011719e+00   1.8708183e+00   1.0777305e+00   2.8852099e+00   1.0396215e+00   1.8297117e+00   2.1701542e+00   9.4532171e-01   1.0262619e+00   1.7168122e+00   2.0059655e+00   2.3063931e+00   2.7230908e+00   1.7261949e+00   1.2093243e+00   1.7002548e+00   2.4331092e+00   1.7646791e+00   1.6080687e+00   9.3848935e-01   1.6152383e+00   1.7771159e+00   1.4971922e+00   1.2189760e+00   2.0349233e+00   1.8831259e+00   1.4665397e+00   1.1400339e+00   1.3492939e+00   1.5757399e+00   1.2102248e+00   8.1117067e-01   7.0548283e-01   6.0964891e-01   6.0605366e-01   7.0918894e-01   9.0279223e-01   8.0008964e-01   3.6259865e-01   1.3154973e+00   1.0604287e+00   1.1536694e+00   9.1892454e-01   5.0477564e-01   5.0894102e-01   3.0922892e-01   8.0046764e-01   9.0778124e-01   7.1708289e-01   8.6225026e-01   6.8685125e-01   4.0363334e-01   8.4536936e-01   1.5318139e+00   6.5832080e-01   6.7636452e-01   6.3322667e-01   5.6838732e-01   1.8053679e+00   7.2044167e-01   1.2092602e+00   5.0437695e-01   1.3018595e+00   8.0291671e-01   1.0095513e+00   1.9760044e+00   1.0208709e+00   1.6387179e+00   1.0597877e+00   1.4686236e+00   6.0201716e-01   6.0427481e-01   9.3331138e-01   7.0025283e-01   6.1119558e-01   6.0427175e-01   7.4269200e-01   2.0887699e+00   2.2281421e+00   1.0001753e+00   1.0797700e+00   4.1317535e-01   2.0885107e+00   5.2133179e-01   9.6591465e-01   1.4140457e+00   4.1209001e-01   2.2573593e-01   8.1156529e-01   1.3450340e+00   1.5966664e+00   2.0855643e+00   8.1343016e-01   4.6440171e-01   8.2635069e-01   1.8444686e+00   8.2635069e-01   7.1621748e-01   2.0061436e-01   1.0088783e+00   9.1566538e-01   1.0032296e+00   5.0437695e-01   1.1543257e+00   9.8997136e-01   8.1117067e-01   7.0470867e-01   6.0980961e-01   6.3322667e-01   3.0474106e-01   9.0031539e-01   7.0000151e-01   3.3813251e-01   5.2167829e-01   8.5403428e-01   1.0095513e+00   5.0043842e-01   5.2524663e-01   6.0980961e-01   6.1288055e-01   3.0026460e-01   1.1001015e+00   7.1636719e-01   6.3309258e-01   7.4335736e-01   5.2167208e-01   5.0043084e-01   6.0184309e-01   6.0964891e-01   6.0017982e-01   3.0482299e-01   1.1153247e+00   5.0043084e-01   4.0246123e-01   4.0125062e-01   3.0017653e-01   1.1270411e+00   4.0002221e-01   2.0175565e+00   1.1056693e+00   1.9099615e+00   1.6003257e+00   1.8055799e+00   2.6186105e+00   1.2017042e+00   2.3090806e+00   1.8007233e+00   2.1233216e+00   1.1144002e+00   1.3025622e+00   1.5097103e+00   1.0216374e+00   1.2396937e+00   1.3452695e+00   1.5005647e+00   2.7241212e+00   2.9166918e+00   1.0087396e+00   1.7168636e+00   9.3733552e-01   2.7221286e+00   9.0508756e-01   1.7046111e+00   2.0107590e+00   8.0879701e-01   9.0508712e-01   1.6049314e+00   1.8174378e+00   2.1221146e+00   2.4750525e+00   1.6096791e+00   1.1000193e+00   1.6000016e+00   2.1732693e+00   1.6308665e+00   1.5004872e+00   8.0883916e-01   1.4182493e+00   1.6308803e+00   1.2094550e+00   1.1056693e+00   1.9088565e+00   1.7377460e+00   1.2661852e+00   1.0088926e+00   1.2092662e+00   1.4340155e+00   1.1019692e+00   3.4342562e-01   6.0964891e-01   5.6595908e-01   5.0437695e-01   5.2167829e-01   4.5783248e-01   1.4023777e+00   1.1286018e+00   1.2201578e+00   1.0032443e+00   3.0922892e-01   9.0642679e-01   9.0166476e-01   6.0964597e-01   5.0084481e-01   8.6054545e-01   9.6574336e-01   8.0923926e-01   5.0477564e-01   9.0532093e-01   1.6742781e+00   7.8895472e-01   7.5564478e-01   7.4618926e-01   6.0964891e-01   1.9222003e+00   8.2462252e-01   1.2093908e+00   5.2201750e-01   1.0522594e+00   7.0548138e-01   9.3735629e-01   1.7578497e+00   1.4001717e+00   1.4326118e+00   9.0166431e-01   1.3681502e+00   7.1636719e-01   4.5148429e-01   7.1183012e-01   6.3164977e-01   9.0534502e-01   8.5583415e-01   6.3322667e-01   1.9047821e+00   2.0429861e+00   3.3813251e-01   9.4634218e-01   7.1700774e-01   1.8662975e+00   3.0474106e-01   9.1695534e-01   1.1636098e+00   3.3818226e-01   5.0476836e-01   7.4329527e-01   1.0171202e+00   1.3020942e+00   1.8013674e+00   7.8935898e-01   3.0474106e-01   7.0008735e-01   1.4927071e+00   1.0336860e+00   6.7720957e-01   5.0855778e-01   7.3895268e-01   9.4622126e-01   8.4540285e-01   5.2201750e-01   1.0621172e+00   1.0788651e+00   8.1156529e-01   4.0002221e-01   5.6618864e-01   9.6935134e-01   5.2524663e-01   4.1212852e-01   5.0517282e-01   7.0008584e-01   6.3322667e-01   3.0490481e-01   1.2003660e+00   9.1552373e-01   1.0095513e+00   8.0046685e-01   4.5080200e-01   7.0105084e-01   6.0964891e-01   6.0365948e-01   5.0477564e-01   6.3178782e-01   7.4329527e-01   6.0201716e-01   2.2573593e-01   7.0096708e-01   1.4548054e+00   5.6347978e-01   5.2167208e-01   5.2133802e-01   4.0006662e-01   1.7132643e+00   6.0948506e-01   1.4655221e+00   7.0548283e-01   1.2921474e+00   9.1424701e-01   1.1900342e+00   1.9791159e+00   1.2013591e+00   1.6491682e+00   1.1111057e+00   1.5689626e+00   8.0726668e-01   7.4329527e-01   9.8998705e-01   8.0337471e-01   1.2004198e+00   1.1061923e+00   8.2635069e-01   2.0953157e+00   2.2622460e+00   6.0366256e-01   1.2097311e+00   8.0883841e-01   2.0866883e+00   6.0035621e-01   1.0858512e+00   1.3762609e+00   6.0000635e-01   6.0035305e-01   1.0143975e+00   1.2399444e+00   1.5291965e+00   1.9842703e+00   1.0777305e+00   4.1315633e-01   9.0005048e-01   1.7303039e+00   1.2394744e+00   8.2498722e-01   6.0018299e-01   9.9013884e-01   1.2395260e+00   1.1286911e+00   7.0548283e-01   1.3081175e+00   1.3479052e+00   1.1074834e+00   7.0184453e-01   8.1117067e-01   1.1186499e+00   6.0980961e-01   2.0181667e-01   5.2133802e-01   7.0548283e-01   4.0243965e-01   8.5471446e-01   9.1001664e-01   9.1916394e-01   6.0964891e-01   8.0296037e-01   1.0000307e+00   5.2524663e-01   4.1420960e-01   6.0000635e-01   8.0004523e-01   9.0166431e-01   9.0026588e-01   3.3818226e-01   6.0366256e-01   1.4340438e+00   8.0004523e-01   7.0000454e-01   7.0000151e-01   2.0000000e-01   1.4651632e+00   7.0008584e-01   1.7369589e+00   8.4540285e-01   1.6071563e+00   1.3008770e+00   1.5130871e+00   2.3098753e+00   1.5002444e+00   2.0034559e+00   1.5005854e+00   1.8322392e+00   8.5437498e-01   1.0087393e+00   1.2192920e+00   8.4786353e-01   1.1330694e+00   1.1270325e+00   1.2012867e+00   2.4144060e+00   2.6097166e+00   7.9153339e-01   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1.0797700e+00   1.1139044e+00   1.4000349e+00   4.0004442e-01   7.1629303e-01   1.2090477e+00   6.8170466e-01   4.5148429e-01   9.1427000e-01   9.3184922e-01   5.0043842e-01   4.1209001e-01   8.0296037e-01   1.0498226e+00   8.0928056e-01   6.0018299e-01   9.3446811e-01   1.3131410e+00   5.6371422e-01   7.8985507e-01   1.8949500e+00   9.1427000e-01   1.5639785e+00   9.3308891e-01   1.4501583e+00   7.1621748e-01   6.0017665e-01   1.0010209e+00   2.0181667e-01   5.0000761e-01   6.3925756e-01   7.0548283e-01   2.0162299e+00   2.0885102e+00   5.2167829e-01   1.1079931e+00   2.2608083e-01   2.0057464e+00   5.0043084e-01   9.2747919e-01   1.4186217e+00   4.1212852e-01   3.4085233e-01   6.3178782e-01   1.4043632e+00   1.6175925e+00   2.1298991e+00   6.3309258e-01   5.2133179e-01   5.6595908e-01   1.9078843e+00   7.4418186e-01   6.1830764e-01   3.4085233e-01   1.1006468e+00   9.1132198e-01   1.1010711e+00   0.0000000e+00   1.0458540e+00   9.3984267e-01   9.0166476e-01   5.0043084e-01   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2.0121983e-01   1.4695463e+00   1.5267750e+00   7.4395693e-01   6.3309258e-01   7.8890806e-01   1.4542932e+00   7.0008432e-01   4.5784410e-01   9.0166431e-01   8.0000160e-01   7.0008584e-01   3.0017653e-01   9.0005094e-01   1.1019505e+00   1.6144405e+00   4.0004442e-01   5.0436965e-01   4.1315633e-01   1.4012283e+00   6.3164729e-01   2.0121983e-01   8.0046685e-01   6.0219099e-01   6.0964597e-01   6.5724028e-01   5.6371422e-01   5.6838732e-01   7.0911112e-01   5.3914287e-01   6.0948506e-01   4.0246123e-01   5.6371422e-01   5.2133179e-01   1.1281267e+00   1.6745375e+00   8.1112984e-01   5.2167208e-01   7.4395693e-01   7.0016860e-01   5.0855778e-01   3.3813251e-01   9.0659977e-01   7.8895472e-01   5.0043842e-01   4.1209001e-01   1.2528048e+00   1.3020492e+00   9.3861512e-01   4.0127250e-01   1.0142766e+00   1.2362810e+00   9.0168933e-01   3.0490481e-01   7.0478886e-01   1.0010209e+00   9.0279223e-01   2.2608083e-01   7.4262850e-01   9.0055475e-01   1.4109657e+00   2.2573593e-01   7.8895472e-01   8.0492246e-01   1.2000668e+00   4.0363334e-01   4.1212852e-01   1.0039060e+00   4.5080200e-01   2.4195741e-01   7.0462844e-01   7.8985507e-01   3.0490481e-01   3.4085233e-01   6.0017982e-01   8.0928056e-01   6.0017665e-01   4.5784410e-01   7.4612718e-01   2.7992301e+00   3.6259865e-01   9.6953662e-01   6.4620889e-01   1.5401330e+00   1.4140789e+00   1.1281265e+00   2.0058560e+00   1.8949500e+00   1.4140515e+00   1.2396937e+00   8.0000239e-01   4.1317535e-01   1.8064092e+00   9.3310976e-01   2.1167364e+00   2.0181667e-01   1.7570696e+00   1.0143975e+00   6.1135434e-01   1.8661434e+00   1.8197089e+00   1.2632995e+00   8.1112909e-01   5.0126466e-01   8.0051115e-01   1.2632996e+00   1.5975200e+00   1.5266891e+00   5.0043084e-01   1.3452695e+00   1.3018553e+00   1.9314575e+00   1.2089192e+00   1.0777307e+00   1.5030978e+00   1.8949500e+00   8.5409862e-01   1.0151880e+00   1.4180463e+00   1.6742781e+00   1.4542907e+00   1.4853863e+00   1.8197089e+00   2.4725511e+00   1.8443040e+00   2.3518103e+00   1.6032169e+00   1.5066818e+00   1.9080163e+00   8.0923851e-01   9.4532171e-01   1.5109394e+00   1.6179000e+00   2.9132779e+00   2.9705619e+00   1.1020600e+00   2.0185049e+00   7.0633229e-01   2.9085831e+00   1.4001717e+00   1.8310931e+00   2.3325127e+00   1.3000908e+00   1.2016381e+00   1.5402579e+00   2.3143334e+00   2.5314248e+00   3.0393618e+00   1.5405402e+00   1.4018011e+00   1.3018553e+00   2.8185850e+00   1.4728279e+00   1.5248833e+00   1.1020506e+00   2.0036931e+00   1.8191683e+00   2.0009584e+00   9.1427000e-01   1.9534067e+00   1.8336293e+00   1.8020058e+00   1.4006178e+00   1.6026130e+00   1.3506710e+00   1.0116724e+00   6.3912709e-01   7.8890806e-01   1.2190319e+00   1.0776296e+00   8.0923926e-01   1.6740888e+00   1.5650163e+00   1.0798806e+00   9.0155438e-01   9.0417295e-01   6.4049114e-01   1.4685147e+00   6.4049114e-01   1.7843537e+00   4.5148429e-01   1.4324350e+00   6.8261201e-01   3.3813251e-01   1.5401311e+00   1.4852570e+00   9.3329055e-01   5.0043842e-01   2.0181667e-01   9.1424701e-01   9.3424697e-01   1.2633467e+00   1.2093243e+00   5.2167829e-01   1.0313359e+00   9.6574336e-01   1.5965767e+00   9.0168933e-01   7.7603846e-01   1.2016443e+00   1.5639785e+00   5.7832449e-01   7.7882758e-01   1.1074742e+00   1.3452311e+00   1.1281352e+00   1.1558746e+00   1.4852570e+00   1.1153247e+00   7.8895472e-01   5.0477564e-01   5.0855778e-01   1.0426636e+00   9.4532171e-01   7.3155911e-01   5.0476836e-01   1.3669148e+00   1.1910003e+00   8.5471446e-01   7.1629303e-01   1.1528553e+00   1.0777411e+00   9.0142636e-01   8.0046685e-01   7.1629168e-01   1.0032293e+00   9.1892413e-01   3.6452132e-01   5.6370994e-01   7.0176271e-01   1.4157327e+00   4.2362917e-01   7.0633229e-01   6.0964891e-01   1.0062544e+00   9.1554656e-01   6.0365948e-01   1.0235118e+00   6.1135434e-01   6.7626502e-01   7.5508853e-01   9.3308891e-01   7.1621884e-01   8.5403428e-01   6.5712608e-01   8.0245824e-01   6.3192325e-01   9.1132198e-01   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5.2167829e-01   5.2167208e-01   6.9987517e-01   1.2633516e+00   5.2201750e-01   4.0127250e-01   5.0517282e-01   4.1212852e-01   5.2167829e-01   4.1210927e-01   7.1621748e-01   8.0093081e-01   6.3178782e-01   3.0922892e-01   7.0008735e-01   2.0061436e-01   3.6452132e-01   6.0035305e-01   4.1420960e-01   7.0096858e-01   6.3178782e-01   5.2132556e-01   3.0490481e-01   1.5634961e+00   1.6740875e+00   5.4219811e-01   5.8750389e-01   8.0245903e-01   1.5263478e+00   4.0004442e-01   6.1135434e-01   8.6051471e-01   5.0043842e-01   4.2270142e-01   3.0482299e-01   8.0967961e-01   1.0426513e+00   1.5757929e+00   3.3813251e-01   4.0127250e-01   5.0855778e-01   1.3133662e+00   7.1700909e-01   4.0125062e-01   5.2491734e-01   5.2167829e-01   5.2838320e-01   5.3943256e-01   6.0017665e-01   6.4620889e-01   6.8261201e-01   4.2270142e-01   3.0482299e-01   3.0026460e-01   7.0470867e-01   5.0477564e-01   1.1038840e+00   1.0010209e+00   4.0363334e-01   3.3808272e-01   1.2528049e+00   1.4182049e+00   9.2033101e-01   2.4195741e-01   1.2036925e+00   1.2362756e+00   6.3451734e-01   3.0482299e-01   5.2524663e-01   7.4335736e-01   7.4329414e-01   4.0125062e-01   5.2491131e-01   6.7636452e-01   1.1755449e+00   4.0127250e-01   6.3925756e-01   7.9148746e-01   9.1424659e-01   5.2491734e-01   4.1210927e-01   8.5437440e-01   1.2085435e-01   3.0026460e-01   4.0127250e-01   1.0010209e+00   4.0243965e-01   4.1317535e-01   3.0482299e-01   6.0444249e-01   3.3813251e-01   6.0964891e-01   9.0166431e-01   4.1212852e-01   7.8985507e-01   8.1719606e-01   2.1378157e+00   2.2009978e+00   5.0855077e-01   1.2175952e+00   3.0017653e-01   2.1167404e+00   6.0035621e-01   1.0597879e+00   1.5265797e+00   5.0517282e-01   5.2167829e-01   7.4329527e-01   1.5072282e+00   1.7227391e+00   2.2434054e+00   7.4335736e-01   6.3309258e-01   6.8161057e-01   2.0107350e+00   9.2867113e-01   7.5508853e-01   5.0517282e-01   1.2040344e+00   1.0178820e+00   1.2037520e+00   2.0181667e-01   1.1636098e+00   1.0621172e+00   1.0032443e+00   6.0000317e-01   8.0883841e-01   9.0668287e-01   5.0085236e-01   6.0964891e-01   7.4618926e-01   2.0118073e+00   2.0884859e+00   9.1424701e-01   1.1060939e+00   4.0243965e-01   2.0057764e+00   6.3178782e-01   9.1916394e-01   1.4198627e+00   6.1119267e-01   6.0219099e-01   6.3309012e-01   1.4134218e+00   1.6179000e+00   2.1265315e+00   6.3178534e-01   9.0506254e-01   1.0032443e+00   1.9078396e+00   6.5712608e-01   6.8261201e-01   6.0219099e-01   1.1003034e+00   9.0532049e-01   1.1001014e+00   5.0000761e-01   1.0433444e+00   9.1892454e-01   9.0002615e-01   5.6595908e-01   7.0470867e-01   6.1119558e-01   6.0017982e-01   5.0085236e-01   1.5275160e+00   1.6747664e+00   1.0434746e+00   5.2132556e-01   8.0533198e-01   1.5264802e+00   5.7609230e-01   4.1317535e-01   8.6051414e-01   5.7630313e-01   5.2524663e-01   4.1315633e-01   8.6054545e-01   1.0440350e+00   1.5412701e+00   4.1210927e-01   8.0250202e-01   9.1471442e-01   1.3130978e+00   3.0490481e-01   5.0043084e-01   5.7630313e-01   5.0043842e-01   3.3818226e-01   5.0043084e-01   6.3925756e-01   6.0948212e-01   4.1317535e-01   3.0482299e-01   7.0548283e-01   3.0490481e-01   2.2573593e-01   5.6394820e-01   1.3634093e+00   1.4858469e+00   8.1757693e-01   5.2201750e-01   9.1427000e-01   1.3523380e+00   6.0201716e-01   3.4342562e-01   7.1629168e-01   7.0096708e-01   6.0948212e-01   3.0490481e-01   7.0096708e-01   9.1424701e-01   1.4267554e+00   4.0127250e-01   4.1420960e-01   4.8342635e-01   1.2049539e+00   6.0964891e-01   1.1269424e-01   7.1621613e-01   4.1212852e-01   6.0018299e-01   5.3914287e-01   7.0548283e-01   5.2524663e-01   7.0105084e-01   5.0476836e-01   5.6371422e-01   3.0474106e-01   5.2491734e-01   6.0948212e-01   1.2000065e+00   2.0187441e+00   1.0498228e+00   2.2315584e+00   1.0000152e+00   1.8808952e+00   1.1286798e+00   7.5826453e-01   1.9821126e+00   1.9334872e+00   1.4094023e+00   9.7944085e-01   1.0090312e+00   3.0915245e-01   1.4094022e+00   1.7226330e+00   1.6785116e+00   8.2418071e-01   1.4544336e+00   1.4183053e+00   2.0448570e+00   1.3189240e+00   1.1989547e+00   1.6071563e+00   2.0162299e+00   9.7599312e-01   1.1287691e+00   1.5299044e+00   1.8304280e+00   1.5694554e+00   1.5966664e+00   1.9334872e+00   2.0448570e+00   1.2223853e+00   2.3135239e+00   3.0915245e-01   2.0415522e+00   1.2703001e+00   9.2351241e-01   2.1487275e+00   2.0854181e+00   1.4650300e+00   1.1157320e+00   8.0296037e-01   1.2013591e+00   1.4650276e+00   1.8684939e+00   1.6818191e+00   8.0245746e-01   1.5324961e+00   1.5271597e+00   2.1953922e+00   1.5071120e+00   1.3457716e+00   1.8029854e+00   2.0885102e+00   1.0837575e+00   1.2703001e+00   1.7133162e+00   1.9522053e+00   1.7369702e+00   1.6941963e+00   2.0286286e+00   1.1213597e+00   6.3912943e-01   1.9163315e+00   5.0855778e-01   1.1310337e+00   1.3142952e+00   6.0219099e-01   8.0046764e-01   7.2904264e-01   1.2366099e+00   1.4559030e+00   2.0467625e+00   7.7882758e-01   6.0184622e-01   6.0948800e-01   1.7296063e+00   1.2395260e+00   9.0668287e-01   8.0051036e-01   1.0231745e+00   1.0411548e+00   1.0543951e+00   5.2167829e-01   1.1356187e+00   1.2079042e+00   9.3439622e-01   4.2268438e-01   8.1719606e-01   1.2192978e+00   8.0046764e-01   1.3133662e+00   1.0434746e+00   8.3916809e-01   2.2573593e-01   5.0855077e-01   9.3848935e-01   9.0659977e-01   5.2167829e-01   7.0096858e-01   5.5450500e-01   1.0287902e+00   5.2133802e-01   8.4725834e-01   9.7599312e-01   8.0250123e-01   6.0018299e-01   5.6371422e-01   1.0171340e+00   3.0482299e-01   2.0181667e-01   6.0000317e-01   1.1079931e+00   2.0061436e-01   2.2573593e-01   5.0084481e-01   8.1683095e-01   5.2524663e-01   7.0096708e-01   1.0116865e+00   2.2278855e+00   7.0008584e-01   1.1298552e+00   1.6300950e+00   6.0017982e-01   5.0084481e-01   8.5403428e-01   1.6097507e+00   1.8284464e+00   2.3350903e+00   8.5406616e-01   7.1629168e-01   7.5508853e-01   2.1138813e+00   8.1683095e-01   8.2462252e-01   4.0246123e-01   1.3009222e+00   1.1139906e+00   1.3000951e+00   2.2608083e-01   1.2636227e+00   1.1315710e+00   1.1002119e+00   7.0088627e-01   9.0029018e-01   6.9600743e-01   3.1328089e-01   1.8661354e+00   1.1286798e+00   7.2044167e-01   1.9755679e+00   1.9314520e+00   1.3741466e+00   9.0645118e-01   6.0184622e-01   1.0001751e+00   1.3741498e+00   1.7083042e+00   1.6308665e+00   6.0201716e-01   1.4559030e+00   1.4140789e+00   2.0433026e+00   1.3131370e+00   1.1900969e+00   1.6049479e+00   2.0057464e+00   9.6691372e-01   1.1304042e+00   1.5237285e+00   1.7843627e+00   1.5639785e+00   1.5975352e+00   1.9314520e+00   8.2671175e-01   1.1543257e+00   1.2085435e-01   3.0474106e-01   7.0088627e-01   1.0144117e+00   1.3018103e+00   1.7709153e+00   7.0462844e-01   3.0482299e-01   7.0470867e-01   1.4857440e+00   8.1457587e-01   6.0948506e-01   3.3813251e-01   6.4049114e-01   7.4954884e-01   6.3925756e-01   5.0043084e-01   1.0090834e+00   8.7372177e-01   5.2838320e-01   2.0121983e-01   3.4342562e-01   7.3084171e-01   4.1315633e-01   5.0855778e-01   9.1024401e-01   8.2498722e-01   5.0436965e-01   5.6595908e-01   7.2044167e-01   1.2101609e+00   5.0437695e-01   6.9987517e-01   8.1457660e-01   1.0010209e+00   4.1212852e-01   3.4342562e-01   9.3351278e-01   3.0915245e-01   3.0482299e-01   6.0052920e-01   9.2747919e-01   2.2608083e-01   4.0000000e-01   5.0476836e-01   8.5586571e-01   5.0477564e-01   5.0477564e-01   8.2498722e-01   1.2635707e+00   1.2396421e+00   8.0533198e-01   2.4170870e-01   4.0127250e-01   7.4618926e-01   8.0726668e-01   1.0151880e+00   1.1066159e+00   5.6371422e-01   9.1554656e-01   8.0879701e-01   1.3523345e+00   6.0366256e-01   6.3912943e-01   9.0532093e-01   1.4186217e+00   5.2133179e-01   7.1700909e-01   8.1719606e-01   1.0923439e+00   8.5409862e-01   1.0116865e+00   1.3253496e+00   2.0121983e-01   8.0051036e-01   1.1269596e+00   1.4140457e+00   1.8721285e+00   8.0250123e-01   3.3813251e-01   8.0250202e-01   1.5969056e+00   8.4536936e-01   7.0096708e-01   2.2538848e-01   7.4395693e-01   8.3222261e-01   7.1779518e-01   4.1212852e-01   1.1079931e+00   9.4151244e-01   5.7630313e-01   3.0490481e-01   4.1420960e-01   6.9509395e-01   3.4080442e-01   7.0184453e-01   1.1527745e+00   1.4140486e+00   1.8971345e+00   7.0556260e-01   3.1328089e-01   7.0910969e-01   1.6486410e+00   7.4618926e-01   6.0184622e-01   1.1269424e-01   8.0923926e-01   7.7598796e-01   8.0883916e-01   3.4085233e-01   1.0235254e+00   8.7240114e-01   6.3309012e-01   5.0043842e-01   4.1315633e-01   5.7609230e-01   2.2538848e-01   8.0888055e-01   1.0030868e+00   1.5299044e+00   1.0000000e-01   6.3164977e-01   7.0096708e-01   1.3008855e+00   6.0184622e-01   3.3813251e-01   8.0296037e-01   5.0476836e-01   3.6256305e-01   5.6618864e-01   6.3178782e-01   4.5847767e-01   5.2491734e-01   4.1420960e-01   6.0202028e-01   4.0127250e-01   6.0052920e-01   5.6618864e-01   3.4342562e-01   8.7372177e-01   8.2425704e-01   9.3308891e-01   1.1005554e+00   7.1700774e-01   9.6674360e-01   8.0051115e-01   1.2632995e+00   5.2491734e-01   8.0883916e-01   7.8935898e-01   1.4043632e+00   7.0470867e-01   9.0532093e-01   7.5502989e-01   9.6953662e-01   7.4612718e-01   1.0222576e+00   1.3061180e+00   1.0032296e+00   1.0032293e+00   1.1900276e+00   1.3017553e+00   4.1315633e-01   1.1093621e+00   1.0088783e+00   1.5263498e+00   7.1708289e-01   7.3155911e-01   1.0040629e+00   1.6175925e+00   6.1845783e-01   7.5826453e-01   9.3426769e-01   1.2396937e+00   1.0142626e+00   1.2128138e+00   1.5237074e+00   1.5299064e+00   1.6885111e+00   1.8315348e+00   8.0097499e-01   1.6050900e+00   1.5160591e+00   2.0074169e+00   1.1389082e+00   1.2275665e+00   1.3502668e+00   2.1298991e+00   1.1075720e+00   1.2113964e+00   1.3632538e+00   1.7639471e+00   1.4922544e+00   1.7133283e+00   2.0290146e+00   7.1621748e-01   8.0051036e-01   1.3008813e+00   6.0017982e-01   4.1210927e-01   8.0492246e-01   5.0477564e-01   3.4080442e-01   5.6595908e-01   6.3309258e-01   4.5784410e-01   5.0855778e-01   4.1317535e-01   6.0366256e-01   4.0246123e-01   6.0035621e-01   5.7630313e-01   5.0085236e-01   1.4407390e+00   9.1892413e-01   4.2270142e-01   3.6452132e-01   6.7824250e-01   9.0668287e-01   8.2458409e-01   5.2133179e-01   9.0792879e-01   1.0124729e+00   8.0250202e-01   4.1210927e-01   5.0085236e-01   8.2458478e-01   4.1315633e-01   1.6100639e+00   1.0426636e+00   5.2491734e-01   8.0488008e-01   8.6054545e-01   1.0116721e+00   9.7291273e-01   5.6595908e-01   9.4532171e-01   1.1186499e+00   9.1681464e-01   6.3178782e-01   6.2656178e-01   9.6574369e-01   5.3943256e-01   1.4007831e+00   1.3033860e+00   1.7572550e+00   8.5406674e-01   1.0030724e+00   1.0426513e+00   1.9078843e+00   9.0005048e-01   1.0010209e+00   1.0776188e+00   1.4549432e+00   1.2363278e+00   1.5032156e+00   1.8103044e+00   6.0184934e-01   8.2671175e-01   6.0383105e-01   4.1209001e-01   6.3309258e-01   7.4418186e-01   5.0477564e-01   4.0006662e-01   4.8342635e-01   9.1892413e-01   4.8391482e-01   2.0121983e-01   6.4620889e-01   7.0462697e-01   5.0436965e-01   6.0184622e-01   5.7608844e-01   6.1830764e-01   5.3914287e-01   7.0105084e-01   5.0855778e-01   6.3165225e-01   3.0490481e-01   5.0477564e-01   5.2133179e-01   9.1446938e-01   8.7209348e-01   9.0532093e-01   3.4085233e-01   1.1298636e+00   9.6150595e-01   7.2036819e-01   5.0477564e-01   5.2167208e-01   6.3925756e-01   3.0008832e-01   3.0915245e-01   3.0474106e-01   1.1006468e+00   5.0043842e-01   4.1420960e-01   2.4195741e-01   6.8170466e-01   4.0127250e-01   7.0096708e-01   1.0003198e+00   5.0043084e-01   9.1132198e-01   3.0026460e-01   2.0121983e-01   4.0004442e-01   6.9987517e-01   4.5148429e-01   5.0477564e-01   8.3183672e-01   1.1010711e+00   8.0000160e-01   6.0052920e-01   2.0121983e-01   6.8161057e-01   4.1212852e-01   7.0176121e-01   1.0030721e+00   1.0458540e+00   9.3984267e-01   9.0166476e-01   5.0043084e-01   7.0088627e-01   7.0993998e-01   3.0017653e-01   2.2608083e-01   7.0008584e-01   9.3848935e-01   7.0184453e-01   6.3178534e-01   9.6936870e-01   5.0476836e-01   8.7372177e-01   5.6618864e-01   5.0477564e-01   8.7240114e-01   5.3943256e-01   3.0474106e-01   5.2167208e-01   8.0879701e-01   5.0085236e-01   9.0279268e-01   5.2133802e-01   4.2362917e-01   6.0017982e-01   5.2838320e-01

Added: trunk/scipy/cluster/tests/test_hierarchy.py
===================================================================
--- trunk/scipy/cluster/tests/test_hierarchy.py	2008-04-17 21:15:51 UTC (rev 4147)
+++ trunk/scipy/cluster/tests/test_hierarchy.py	2008-04-18 02:13:12 UTC (rev 4148)
@@ -0,0 +1,401 @@
+#! /usr/bin/env python
+
+# Author: Damian Eads
+# Date: April 17, 2008
+
+# Copyright (C) 2008 Damian Eads
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions
+# are met:
+#
+# 1. Redistributions of source code must retain the above copyright
+#    notice, this list of conditions and the following disclaimer.
+#
+# 2. Redistributions in binary form must reproduce the above
+#    copyright notice, this list of conditions and the following
+#    disclaimer in the documentation and/or other materials provided
+#    with the distribution.
+#
+# 3. The name of the author may not be used to endorse or promote
+#    products derived from this software without specific prior
+#    written permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS
+# OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+# WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+# ARE DISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY
+# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE
+# GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
+# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+# NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+
+
+import sys
+import os.path
+from scipy.testing import *
+from scipy.cluster.hierarchy import pdist
+
+import numpy
+#import math
+
+#from scipy.cluster.hierarchy import pdist, euclidean
+
+_filenames = ["iris.txt",
+              "pdist-hamming-ml.txt",
+              "pdist-boolean-inp.txt",
+              "pdist-jaccard-ml.txt",
+              "pdist-cityblock-ml-iris.txt",
+              "pdist-minkowski-3.2-ml-iris.txt",
+              "pdist-cityblock-ml.txt",
+              "pdist-correlation-ml-iris.txt",
+              "pdist-minkowski-5.8-ml-iris.txt",
+              "pdist-correlation-ml.txt",
+              "pdist-minkowski-3.2-ml.txt",
+              "pdist-cosine-ml-iris.txt",
+              "pdist-seuclidean-ml-iris.txt",
+              "pdist-cosine-ml.txt",
+              "pdist-seuclidean-ml.txt",
+              "pdist-double-inp.txt",
+              "pdist-spearman-ml.txt",
+              "pdist-euclidean-ml.txt",
+              "pdist-euclidean-ml-iris.txt"]
+
+# A hashmap of expected output arrays for the tests. These arrays
+# come from a list of text files, which are read prior to testing.
+
+eo = {}
+
+def load_testing_files():
+    for fn in _filenames:
+        name = fn.replace(".txt", "").replace("-ml", "")
+        fqfn = os.path.join(os.path.dirname(__file__), fn)
+        eo[name] = numpy.loadtxt(open(fqfn))
+        #print "%s: %s   %s" % (name, str(eo[name].shape), str(eo[name].dtype))
+    eo['pdist-boolean-inp'] = numpy.bool_(eo['pdist-boolean-inp'])
+
+load_testing_files()
+
+#print eo.keys()
+
+
+#print numpy.abs(Y_test2 - Y_right).max()
+#print numpy.abs(Y_test1 - Y_right).max()
+
+class TestPdist(TestCase):
+
+    ################### pdist: euclidean
+    def test_pdist_euclidean_random(self):
+        "Tests pdist(X, 'euclidean') on random data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-euclidean']
+
+        Y_test1 = pdist(X, 'euclidean')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_euclidean_random_nonC(self):
+        "Tests pdist(X, 'test_euclidean') [the non-C implementation] on random data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-euclidean']
+        Y_test2 = pdist(X, 'test_euclidean')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_euclidean_iris(self):
+        "Tests pdist(X, 'euclidean') on the Iris data set."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-euclidean-iris']
+
+        Y_test1 = pdist(X, 'euclidean')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_euclidean_iris_nonC(self):
+        "Tests pdist(X, 'test_euclidean') [the non-C implementation] on the Iris data set."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-euclidean-iris']
+        Y_test2 = pdist(X, 'test_euclidean')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################### pdist: seuclidean
+    def test_pdist_seuclidean_random(self):
+        "Tests pdist(X, 'seuclidean') on random data."
+        eps = 1e-05
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-seuclidean']
+
+        Y_test1 = pdist(X, 'seuclidean')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_seuclidean_random_nonC(self):
+        "Tests pdist(X, 'test_sqeuclidean') [the non-C implementation] on random data."
+        eps = 1e-05
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-seuclidean']
+        Y_test2 = pdist(X, 'test_sqeuclidean')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_seuclidean_iris(self):
+        "Tests pdist(X, 'seuclidean') on the Iris data set."
+        eps = 1e-05
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-seuclidean-iris']
+
+        Y_test1 = pdist(X, 'seuclidean')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_seuclidean_iris_nonC(self):
+        "Tests pdist(X, 'test_seuclidean') [the non-C implementation] on the Iris data set."
+        eps = 1e-05
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-seuclidean-iris']
+        Y_test2 = pdist(X, 'test_sqeuclidean')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################### pdist: cosine
+    def test_pdist_cosine_random(self):
+        "Tests pdist(X, 'cosine') on random data."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-cosine']
+
+        Y_test1 = pdist(X, 'cosine')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_cosine_random_nonC(self):
+        "Tests pdist(X, 'test_cosine') [the non-C implementation] on random data."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-cosine']
+        Y_test2 = pdist(X, 'test_cosine')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_cosine_iris(self):
+        "Tests pdist(X, 'cosine') on the Iris data set."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-cosine-iris']
+
+        Y_test1 = pdist(X, 'cosine')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+        #print "cosine-iris", numpy.abs(Y_test1 - Y_right).max()
+
+    def test_pdist_cosine_iris_nonC(self):
+        "Tests pdist(X, 'test_cosine') [the non-C implementation] on the Iris data set."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-cosine-iris']
+        Y_test2 = pdist(X, 'test_cosine')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################### pdist: cityblock
+    def test_pdist_cityblock_random(self):
+        "Tests pdist(X, 'cityblock') on random data."
+        eps = 1e-06
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-cityblock']
+
+        Y_test1 = pdist(X, 'cityblock')
+        #print "cityblock", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_cityblock_random_nonC(self):
+        "Tests pdist(X, 'test_cityblock') [the non-C implementation] on random data."
+        eps = 1e-06
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-cityblock']
+        Y_test2 = pdist(X, 'test_cityblock')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_cityblock_iris(self):
+        "Tests pdist(X, 'cityblock') on the Iris data set."
+        eps = 1e-14
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-cityblock-iris']
+
+        Y_test1 = pdist(X, 'cityblock')
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+        #print "cityblock-iris", numpy.abs(Y_test1 - Y_right).max()
+
+    def test_pdist_cityblock_iris_nonC(self):
+        "Tests pdist(X, 'test_cityblock') [the non-C implementation] on the Iris data set."
+        eps = 1e-14
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-cityblock-iris']
+        Y_test2 = pdist(X, 'test_cityblock')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################### pdist: correlation
+    def test_pdist_correlation_random(self):
+        "Tests pdist(X, 'correlation') on random data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-correlation']
+
+        Y_test1 = pdist(X, 'correlation')
+        #print "correlation", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_correlation_random_nonC(self):
+        "Tests pdist(X, 'test_correlation') [the non-C implementation] on random data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-correlation']
+        Y_test2 = pdist(X, 'test_correlation')
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_correlation_iris(self):
+        "Tests pdist(X, 'correlation') on the Iris data set."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-correlation-iris']
+
+        Y_test1 = pdist(X, 'correlation')
+        #print "correlation-iris", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_correlation_iris_nonC(self):
+        "Tests pdist(X, 'test_correlation') [the non-C implementation] on the Iris data set."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-correlation-iris']
+        Y_test2 = pdist(X, 'test_correlation')
+        #print "test-correlation-iris", numpy.abs(Y_test2 - Y_right).max()
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################# minkowski
+
+    def test_pdist_minkowski_random(self):
+        "Tests pdist(X, 'minkowski') on random data."
+        eps = 1e-05
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-minkowski-3.2']
+
+        Y_test1 = pdist(X, 'minkowski', 3.2)
+        #print "minkowski", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+        
+    def test_pdist_minkowski_random_nonC(self):
+        "Tests pdist(X, 'test_minkowski') [the non-C implementation] on random data."
+        eps = 1e-05
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-double-inp']
+        Y_right = eo['pdist-minkowski-3.2']
+        Y_test2 = pdist(X, 'test_minkowski', 3.2)
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_minkowski_iris(self):
+        "Tests pdist(X, 'minkowski') on iris data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-minkowski-3.2-iris']
+
+        Y_test1 = pdist(X, 'minkowski', 3.2)
+        #print "minkowski-iris-3.2", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+        
+    def test_pdist_minkowski_iris_nonC(self):
+        "Tests pdist(X, 'test_minkowski') [the non-C implementation] on iris data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-minkowski-3.2-iris']
+        Y_test2 = pdist(X, 'test_minkowski', 3.2)
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    def test_pdist_minkowski_iris(self):
+        "Tests pdist(X, 'minkowski') on iris data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-minkowski-5.8-iris']
+
+        Y_test1 = pdist(X, 'minkowski', 5.8)
+        #print "minkowski-iris-5.8", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+        
+    def test_pdist_minkowski_iris_nonC(self):
+        "Tests pdist(X, 'test_minkowski') [the non-C implementation] on iris data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['iris']
+        Y_right = eo['pdist-minkowski-5.8-iris']
+        Y_test2 = pdist(X, 'test_minkowski', 5.8)
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################### pdist: hamming
+    def test_pdist_hamming_random(self):
+        "Tests pdist(X, 'hamming') on random data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-boolean-inp']
+        Y_right = eo['pdist-hamming']
+
+        Y_test1 = pdist(X, 'hamming')
+        #print "hamming", numpy.abs(Y_test1 - Y_right).max()
+        self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_hamming_random_nonC(self):
+        "Tests pdist(X, 'test_hamming') [the non-C implementation] on random data."
+        eps = 1e-07
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-boolean-inp']
+        Y_right = eo['pdist-hamming']
+        Y_test2 = pdist(X, 'test_hamming')
+        #print "test-hamming", numpy.abs(Y_test2 - Y_right).max()
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+    ################### pdist: jaccard
+    def test_pdist_jaccard_random(self):
+        "Tests pdist(X, 'jaccard') on random data."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-boolean-inp']
+        Y_right = eo['pdist-jaccard']
+
+        Y_test1 = pdist(X, 'jaccard')
+        #print "jaccard", numpy.abs(Y_test1 - Y_right).max()
+        #self.failUnless(within_tol(Y_test1, Y_right, eps))
+
+    def test_pdist_jaccard_random_nonC(self):
+        "Tests pdist(X, 'test_jaccard') [the non-C implementation] on random data."
+        eps = 1e-08
+        # Get the data: the input matrix and the right output.
+        X = eo['pdist-boolean-inp']
+        Y_right = eo['pdist-jaccard']
+        Y_test2 = pdist(X, 'test_jaccard')
+        #print "test-jaccard", numpy.abs(Y_test2 - Y_right).max()
+        self.failUnless(within_tol(Y_test2, Y_right, eps))
+
+def within_tol(a, b, tol):
+    return numpy.abs(a - b).max() < tol
+
+if __name__ == "__main__":
+    nose.run(argv=['', __file__])



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