From b09561705ab9c67c93a384248f7c3bc9ad5bdd32 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Wed, 3 Feb 2016 13:07:26 +0100
Subject: fixed spike-sync bug

fixed ugly bugs in code for computing multi-variate spike sync profile and
multi-variate spike sync value.
---
 pyspike/DiscreteFunc.py                       |  9 ++++----
 pyspike/cython/cython_add.pyx                 | 33 ++++++++++++++-------------
 pyspike/cython/cython_distances.pyx           |  5 ----
 pyspike/cython/python_backend.py              | 33 +++++++++++++++------------
 pyspike/spike_sync.py                         | 10 ++++++--
 test/numeric/test_regression_random_spikes.py | 27 +++++++++++++++-------
 test/test_distance.py                         | 33 +++++++++++++++++++++++++++
 7 files changed, 99 insertions(+), 51 deletions(-)

diff --git a/pyspike/DiscreteFunc.py b/pyspike/DiscreteFunc.py
index fe97bc2..caad290 100644
--- a/pyspike/DiscreteFunc.py
+++ b/pyspike/DiscreteFunc.py
@@ -170,10 +170,6 @@ expected."
                     start_ind, end_ind = get_indices(ival)
                     value += np.sum(self.y[start_ind:end_ind])
                     multiplicity += np.sum(self.mp[start_ind:end_ind])
-        if multiplicity == 0.0:
-            # empty profile, return spike sync of 1
-            value = 1.0
-            multiplicity = 1.0
         return (value, multiplicity)
 
     def avrg(self, interval=None, normalize=True):
@@ -190,7 +186,10 @@ expected."
         """
         val, mp = self.integral(interval)
         if normalize:
-            return val/mp
+            if mp > 0:
+                return val/mp
+            else:
+                return 1.0
         else:
             return val
 
diff --git a/pyspike/cython/cython_add.pyx b/pyspike/cython/cython_add.pyx
index 8da1e53..25f1181 100644
--- a/pyspike/cython/cython_add.pyx
+++ b/pyspike/cython/cython_add.pyx
@@ -182,8 +182,8 @@ def add_discrete_function_cython(double[:] x1, double[:] y1, double[:] mp1,
     cdef int index1 = 0
     cdef int index2 = 0
     cdef int index = 0
-    cdef int N1 = len(y1)
-    cdef int N2 = len(y2)
+    cdef int N1 = len(y1)-1
+    cdef int N2 = len(y2)-1
     x_new[0] = x1[0]
     while (index1+1 < N1) and (index2+1 < N2):
         if x1[index1+1] < x2[index2+1]:
@@ -206,20 +206,21 @@ def add_discrete_function_cython(double[:] x1, double[:] y1, double[:] mp1,
             y_new[index] = y1[index1] + y2[index2]
             mp_new[index] = mp1[index1] + mp2[index2]
     # one array reached the end -> copy the contents of the other to the end
-    if index1+1 < len(y1):
-        x_new[index+1:index+1+len(x1)-index1-1] = x1[index1+1:]
-        y_new[index+1:index+1+len(x1)-index1-1] = y1[index1+1:]
-        mp_new[index+1:index+1+len(x1)-index1-1] = mp1[index1+1:]
-        index += len(x1)-index1-1
-    elif index2+1 < len(y2):
-        x_new[index+1:index+1+len(x2)-index2-1] = x2[index2+1:]
-        y_new[index+1:index+1+len(x2)-index2-1] = y2[index2+1:]
-        mp_new[index+1:index+1+len(x2)-index2-1] = mp2[index2+1:]
-        index += len(x2)-index2-1
-    # else:  # both arrays reached the end simultaneously
-    #     x_new[index+1] = x1[-1]
-    #     y_new[index+1] = y1[-1] + y2[-1]
-    #     mp_new[index+1] = mp1[-1] + mp2[-1]
+    if index1+1 < N1:
+        x_new[index+1:index+1+N1-index1] = x1[index1+1:]
+        y_new[index+1:index+1+N1-index1] = y1[index1+1:]
+        mp_new[index+1:index+1+N1-index1] = mp1[index1+1:]
+        index += N1-index1
+    elif index2+1 < N2:
+        x_new[index+1:index+1+N2-index2] = x2[index2+1:]
+        y_new[index+1:index+1+N2-index2] = y2[index2+1:]
+        mp_new[index+1:index+1+N2-index2] = mp2[index2+1:]
+        index += N2-index2
+    else:  # both arrays reached the end simultaneously
+        x_new[index+1] = x1[index1+1]
+        y_new[index+1] = y1[index1+1] + y2[index2+1]
+        mp_new[index+1] = mp1[index1+1] + mp2[index2+1]
+        index += 1
 
     y_new[0] = y_new[1]
     mp_new[0] = mp_new[1]
diff --git a/pyspike/cython/cython_distances.pyx b/pyspike/cython/cython_distances.pyx
index 7dc9cb9..ac5f226 100644
--- a/pyspike/cython/cython_distances.pyx
+++ b/pyspike/cython/cython_distances.pyx
@@ -428,9 +428,4 @@ def coincidence_value_cython(double[:] spikes1, double[:] spikes2,
             mp += 2
             coinc += 2
 
-    if coinc == 0 and mp == 0:
-        # empty spike trains -> spike sync = 1 by definition
-        coinc = 1
-        mp = 1
-
     return coinc, mp
diff --git a/pyspike/cython/python_backend.py b/pyspike/cython/python_backend.py
index a1e3a65..6b7209a 100644
--- a/pyspike/cython/python_backend.py
+++ b/pyspike/cython/python_backend.py
@@ -560,7 +560,9 @@ def add_discrete_function_python(x1, y1, mp1, x2, y2, mp2):
     index1 = 0
     index2 = 0
     index = 0
-    while (index1+1 < len(y1)) and (index2+1 < len(y2)):
+    N1 = len(x1)-1
+    N2 = len(x2)-1
+    while (index1+1 < N1) and (index2+1 < N2):
         if x1[index1+1] < x2[index2+1]:
             index1 += 1
             index += 1
@@ -581,20 +583,21 @@ def add_discrete_function_python(x1, y1, mp1, x2, y2, mp2):
             y_new[index] = y1[index1] + y2[index2]
             mp_new[index] = mp1[index1] + mp2[index2]
     # one array reached the end -> copy the contents of the other to the end
-    if index1+1 < len(y1):
-        x_new[index+1:index+1+len(x1)-index1-1] = x1[index1+1:]
-        y_new[index+1:index+1+len(x1)-index1-1] = y1[index1+1:]
-        mp_new[index+1:index+1+len(x1)-index1-1] = mp1[index1+1:]
-        index += len(x1)-index1-1
-    elif index2+1 < len(y2):
-        x_new[index+1:index+1+len(x2)-index2-1] = x2[index2+1:]
-        y_new[index+1:index+1+len(x2)-index2-1] = y2[index2+1:]
-        mp_new[index+1:index+1+len(x2)-index2-1] = mp2[index2+1:]
-        index += len(x2)-index2-1
-    # else:  # both arrays reached the end simultaneously
-    #     x_new[index+1] = x1[-1]
-    #     y_new[index+1] = y1[-1] + y2[-1]
-    #     mp_new[index+1] = mp1[-1] + mp2[-1]
+    if index1+1 < N1:
+        x_new[index+1:index+1+N1-index1] = x1[index1+1:]
+        y_new[index+1:index+1+N1-index1] = y1[index1+1:]
+        mp_new[index+1:index+1+N1-index1] = mp1[index1+1:]
+        index += N1-index1
+    elif index2+1 < N2:
+        x_new[index+1:index+1+N2-index2] = x2[index2+1:]
+        y_new[index+1:index+1+N2-index2] = y2[index2+1:]
+        mp_new[index+1:index+1+N2-index2] = mp2[index2+1:]
+        index += N2-index2
+    else:  # both arrays reached the end simultaneously
+        x_new[index+1] = x1[-1]
+        y_new[index+1] = y1[-1] + y2[-1]
+        mp_new[index+1] = mp1[-1] + mp2[-1]
+        index += 1
 
     y_new[0] = y_new[1]
     mp_new[0] = mp_new[1]
diff --git a/pyspike/spike_sync.py b/pyspike/spike_sync.py
index 3dc29ff..802b98c 100644
--- a/pyspike/spike_sync.py
+++ b/pyspike/spike_sync.py
@@ -119,7 +119,10 @@ def spike_sync(spike_train1, spike_train2, interval=None, max_tau=None):
 
     """
     c, mp = _spike_sync_values(spike_train1, spike_train2, interval, max_tau)
-    return 1.0*c/mp
+    if mp == 0:
+        return 1.0
+    else:
+        return 1.0*c/mp
 
 
 ############################################################
@@ -187,7 +190,10 @@ def spike_sync_multi(spike_trains, indices=None, interval=None, max_tau=None):
         coincidence += c
         mp += m
 
-    return coincidence/mp
+    if mp == 0.0:
+        return 1.0
+    else:
+        return coincidence/mp
 
 
 ############################################################
diff --git a/test/numeric/test_regression_random_spikes.py b/test/numeric/test_regression_random_spikes.py
index 6156bb4..73d39a6 100644
--- a/test/numeric/test_regression_random_spikes.py
+++ b/test/numeric/test_regression_random_spikes.py
@@ -35,7 +35,9 @@ def test_regression_random():
 
         spike = spk.spike_distance_multi(spike_trains)
         spike_prof = spk.spike_profile_multi(spike_trains).avrg()
-        # spike_sync = spk.spike_sync_multi(spike_trains)
+
+        spike_sync = spk.spike_sync_multi(spike_trains)
+        spike_sync_prof = spk.spike_sync_profile_multi(spike_trains).avrg()
 
         assert_almost_equal(isi, results_cSPIKY[i][0], decimal=14,
                             err_msg="Index: %d, ISI" % i)
@@ -47,6 +49,9 @@ def test_regression_random():
         assert_almost_equal(spike_prof, results_cSPIKY[i][1], decimal=14,
                             err_msg="Index: %d, SPIKE" % i)
 
+        assert_almost_equal(spike_sync, spike_sync_prof, decimal=14,
+                            err_msg="Index: %d, SPIKE-Sync" % i)
+
 
 def check_regression_dataset(spike_file="benchmark.mat",
                              spikes_name="spikes",
@@ -109,19 +114,25 @@ def check_single_spike_train_set(index):
     spike_train_data = spike_train_sets[index]
 
     spike_trains = []
+    N = 0
     for spikes in spike_train_data[0]:
-        print("Spikes:", spikes.flatten())
-        spike_trains.append(spk.SpikeTrain(spikes.flatten(), 100.0))
+        N += len(spikes.flatten())
+        print("Spikes:", len(spikes.flatten()))
+        spikes_array = spikes.flatten()
+        if len(spikes_array > 0) and (spikes_array[-1] > 100.0):
+            spikes_array[-1] = 100.0
+        spike_trains.append(spk.SpikeTrain(spikes_array, 100.0))
+        print(spike_trains[-1].spikes)
 
-    print(spk.spike_distance_multi(spike_trains))
+    print(N)
 
-    print(results_cSPIKY[index][1])
+    print(spk.spike_sync_multi(spike_trains))
 
-    print(spike_trains[1].spikes)
+    print(spk.spike_sync_profile_multi(spike_trains).integral())
 
 
 if __name__ == "__main__":
 
-    test_regression_random()
+    # test_regression_random()
     # check_regression_dataset()
-    # check_single_spike_train_set(7633)
+    check_single_spike_train_set(4)
diff --git a/test/test_distance.py b/test/test_distance.py
index 083d8a3..fe09f34 100644
--- a/test/test_distance.py
+++ b/test/test_distance.py
@@ -217,6 +217,28 @@ def test_spike_sync():
     assert_almost_equal(spk.spike_sync(spikes1, spikes2),
                         0.4, decimal=16)
 
+    spikes1 = SpikeTrain([1.0, 2.0, 4.0], 4.0)
+    spikes2 = SpikeTrain([3.8], 4.0)
+    spikes3 = SpikeTrain([3.9, ], 4.0)
+
+    expected_x = np.array([0.0, 1.0, 2.0, 3.8, 4.0, 4.0])
+    expected_y = np.array([0.0, 0.0, 0.0, 1.0, 1.0, 1.0])
+
+    f = spk.spike_sync_profile(spikes1, spikes2)
+
+    assert_array_almost_equal(f.x, expected_x, decimal=16)
+    assert_array_almost_equal(f.y, expected_y, decimal=16)
+
+    f2 = spk.spike_sync_profile(spikes2, spikes3)
+
+    i1 = f.integral()
+    i2 = f2.integral()
+    f.add(f2)
+    i12 = f.integral()
+
+    assert_equal(i1[0]+i2[0], i12[0])
+    assert_equal(i1[1]+i2[1], i12[1])
+
 
 def check_multi_profile(profile_func, profile_func_multi, dist_func_multi):
     # generate spike trains:
@@ -313,6 +335,17 @@ def test_multi_spike_sync():
     assert_equal(np.sum(f.y[1:-1]), 39932)
     assert_equal(np.sum(f.mp[1:-1]), 85554)
 
+    # example with 2 empty spike trains
+    sts = []
+    sts.append(SpikeTrain([1, 9], [0, 10]))
+    sts.append(SpikeTrain([1, 3], [0, 10]))
+    sts.append(SpikeTrain([], [0, 10]))
+    sts.append(SpikeTrain([], [0, 10]))
+
+    assert_almost_equal(spk.spike_sync_multi(sts), 1.0/6.0, decimal=15)
+    assert_almost_equal(spk.spike_sync_profile_multi(sts).avrg(), 1.0/6.0,
+                        decimal=15)
+
 
 def check_dist_matrix(dist_func, dist_matrix_func):
     # generate spike trains:
-- 
cgit v1.2.3


From 0d8af2c97d766a4fa514f0232189bc17c31c67a0 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Thu, 24 Mar 2016 15:54:48 +0100
Subject: +function for saving spike trains to txt files

save_spike_trains_to_txt allows to save spike train data into txt files which
can then be loaded via load_spike_trains_from_txt again.
---
 pyspike/__init__.py |  4 ++--
 pyspike/spikes.py   | 37 +++++++++++++++++++++++++++++--------
 2 files changed, 31 insertions(+), 10 deletions(-)

diff --git a/pyspike/__init__.py b/pyspike/__init__.py
index 069090b..4d75786 100644
--- a/pyspike/__init__.py
+++ b/pyspike/__init__.py
@@ -23,8 +23,8 @@ from .spike_sync import spike_sync_profile, spike_sync,\
     spike_sync_profile_multi, spike_sync_multi, spike_sync_matrix
 from .psth import psth
 
-from .spikes import load_spike_trains_from_txt, spike_train_from_string, \
-    merge_spike_trains, generate_poisson_spikes
+from .spikes import load_spike_trains_from_txt, save_spike_trains_to_txt, \
+    spike_train_from_string, merge_spike_trains, generate_poisson_spikes
 
 # define the __version__ following
 # http://stackoverflow.com/questions/17583443
diff --git a/pyspike/spikes.py b/pyspike/spikes.py
index b18d7eb..966ad69 100644
--- a/pyspike/spikes.py
+++ b/pyspike/spikes.py
@@ -2,6 +2,7 @@
 # Copyright 2014, Mario Mulansky <mario.mulansky@gmx.net>
 # Distributed under the BSD License
 
+
 import numpy as np
 from pyspike import SpikeTrain
 
@@ -25,7 +26,7 @@ def spike_train_from_string(s, edges, sep=' ', is_sorted=False):
 
 
 ############################################################
-# load_spike_trains_txt
+# load_spike_trains_from_txt
 ############################################################
 def load_spike_trains_from_txt(file_name, edges,
                                separator=' ', comment='#', is_sorted=False,
@@ -47,16 +48,36 @@ def load_spike_trains_from_txt(file_name, edges,
     :returns: list of :class:`.SpikeTrain`
     """
     spike_trains = []
-    spike_file = open(file_name, 'r')
-    for line in spike_file:
-        if len(line) > 1 and not line.startswith(comment):
-            # use only the lines with actual data and not commented
-            spike_train = spike_train_from_string(line, edges,
-                                                  separator, is_sorted)
-            spike_trains.append(spike_train)
+    with open(file_name, 'r') as spike_file:
+        for line in spike_file:
+            if len(line) > 1 and not line.startswith(comment):
+                # use only the lines with actual data and not commented
+                spike_train = spike_train_from_string(line, edges,
+                                                      separator, is_sorted)
+                spike_trains.append(spike_train)
     return spike_trains
 
 
+############################################################
+# save_spike_trains_to_txt
+############################################################
+def save_spike_trains_to_txt(spike_trains, file_name,
+                             separator=' ', precision=8):
+    """ Saves the given spike trains into a file with the given file name.
+    Each spike train will be stored in one line in the text file with the times
+    separated by `separator`.
+
+    :param spike_trains: List of :class:`.SpikeTrain` objects
+    :param file_name: The name of the text file.
+    """
+    # format string to print the spike times with given precision
+    format_str = "{:0.%de}" % precision
+    with open(file_name, 'w') as spike_file:
+        for st in spike_trains:
+            s = separator.join(map(format_str.format, st.spikes))
+            spike_file.write(s+'\n')
+
+
 ############################################################
 # merge_spike_trains
 ############################################################
-- 
cgit v1.2.3


From f057e34ca084d78a655926f30d5df43e673714fb Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Thu, 24 Mar 2016 15:56:41 +0100
Subject: added test for save spike train functionality

---
 test/test_save_load.py | 42 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 42 insertions(+)
 create mode 100644 test/test_save_load.py

diff --git a/test/test_save_load.py b/test/test_save_load.py
new file mode 100644
index 0000000..ff222d3
--- /dev/null
+++ b/test/test_save_load.py
@@ -0,0 +1,42 @@
+""" test_save_load.py
+
+Tests saving and loading of spike trains
+
+Copyright 2016, Mario Mulansky <mario.mulansky@gmx.net>
+
+Distributed under the BSD License
+
+"""
+
+from __future__ import print_function
+from numpy.testing import assert_array_equal
+
+import tempfile
+import os.path
+
+import pyspike as spk
+
+
+def test_save_load():
+    file_name = os.path.join(tempfile.mkdtemp(prefix='pyspike_'),
+                             "save_load.txt")
+
+    N = 10
+    # generate some spike trains
+    spike_trains = []
+    for n in xrange(N):
+        spike_trains.append(spk.generate_poisson_spikes(1.0, [0, 100]))
+
+    # save them into txt file
+    spk.save_spike_trains_to_txt(spike_trains, file_name, precision=17)
+
+    # load again
+    spike_trains_loaded = spk.load_spike_trains_from_txt(file_name, [0, 100])
+
+    for n in xrange(N):
+        assert_array_equal(spike_trains[n].spikes,
+                           spike_trains_loaded[n].spikes)
+
+
+if __name__ == "__main__":
+    test_save_load()
-- 
cgit v1.2.3


From adab2aa6d573702ca685e8242fd7edccb841ff8c Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Thu, 24 Mar 2016 16:27:51 +0100
Subject: add empty spike trains when loading from txt

treatment of empty lines was incorrect. now empty spike trains are created
from empty lines in the txt file if parameter ignore_empty_lines=False is
given.
---
 pyspike/spikes.py | 14 +++++++++-----
 1 file changed, 9 insertions(+), 5 deletions(-)

diff --git a/pyspike/spikes.py b/pyspike/spikes.py
index 966ad69..271adcb 100644
--- a/pyspike/spikes.py
+++ b/pyspike/spikes.py
@@ -50,11 +50,15 @@ def load_spike_trains_from_txt(file_name, edges,
     spike_trains = []
     with open(file_name, 'r') as spike_file:
         for line in spike_file:
-            if len(line) > 1 and not line.startswith(comment):
-                # use only the lines with actual data and not commented
-                spike_train = spike_train_from_string(line, edges,
-                                                      separator, is_sorted)
-                spike_trains.append(spike_train)
+            if not line.startswith(comment):  # ignore comments
+                if len(line) > 1:
+                    # ignore empty lines
+                    spike_train = spike_train_from_string(line, edges,
+                                                          separator, is_sorted)
+                    spike_trains.append(spike_train)
+                elif not(ignore_empty_lines):
+                    # add empty spike train
+                    spike_trains.append(SpikeTrain([], edges))
     return spike_trains
 
 
-- 
cgit v1.2.3


From 04d25294ca65246d9397e981767c3d7c737626c3 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Thu, 24 Mar 2016 16:37:02 +0100
Subject: quick fix in format string

---
 pyspike/spikes.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyspike/spikes.py b/pyspike/spikes.py
index 271adcb..ab6d4c4 100644
--- a/pyspike/spikes.py
+++ b/pyspike/spikes.py
@@ -75,7 +75,7 @@ def save_spike_trains_to_txt(spike_trains, file_name,
     :param file_name: The name of the text file.
     """
     # format string to print the spike times with given precision
-    format_str = "{:0.%de}" % precision
+    format_str = "{0:.%de}" % precision
     with open(file_name, 'w') as spike_file:
         for st in spike_trains:
             s = separator.join(map(format_str.format, st.spikes))
-- 
cgit v1.2.3


From d9e2125dcc76693056ab04264add29227f398f4f Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Thu, 24 Mar 2016 16:53:59 +0100
Subject: bugfix for Python 3 (xrange->range)

---
 test/test_save_load.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/test/test_save_load.py b/test/test_save_load.py
index ff222d3..33249b3 100644
--- a/test/test_save_load.py
+++ b/test/test_save_load.py
@@ -24,7 +24,7 @@ def test_save_load():
     N = 10
     # generate some spike trains
     spike_trains = []
-    for n in xrange(N):
+    for n in range(N):
         spike_trains.append(spk.generate_poisson_spikes(1.0, [0, 100]))
 
     # save them into txt file
@@ -33,7 +33,7 @@ def test_save_load():
     # load again
     spike_trains_loaded = spk.load_spike_trains_from_txt(file_name, [0, 100])
 
-    for n in xrange(N):
+    for n in range(N):
         assert_array_equal(spike_trains[n].spikes,
                            spike_trains_loaded[n].spikes)
 
-- 
cgit v1.2.3


From 4691d0e77a024fbc73d1098ee557d65f8f2ddc89 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Sat, 18 Jun 2016 16:27:51 -0700
Subject: added function to import time series

new function import_spike_trains_from_time_series that loads spike trains
from time series.
---
 pyspike/__init__.py |  1 +
 pyspike/spikes.py   | 25 +++++++++++++++++++++++++
 test/test_spikes.py | 19 +++++++++++++++++++
 3 files changed, 45 insertions(+)

diff --git a/pyspike/__init__.py b/pyspike/__init__.py
index 069090b..1e879c4 100644
--- a/pyspike/__init__.py
+++ b/pyspike/__init__.py
@@ -24,6 +24,7 @@ from .spike_sync import spike_sync_profile, spike_sync,\
 from .psth import psth
 
 from .spikes import load_spike_trains_from_txt, spike_train_from_string, \
+    import_spike_trains_from_time_series, \
     merge_spike_trains, generate_poisson_spikes
 
 # define the __version__ following
diff --git a/pyspike/spikes.py b/pyspike/spikes.py
index b18d7eb..1bf474c 100644
--- a/pyspike/spikes.py
+++ b/pyspike/spikes.py
@@ -57,6 +57,31 @@ def load_spike_trains_from_txt(file_name, edges,
     return spike_trains
 
 
+def import_spike_trains_from_time_series(file_name, start_time, time_bin,
+                                         separator=None, comment='#'):
+    """ Imports spike trains from time series consisting of 0 and 1 denoting
+    the absence or presence of a spike. Each line in the data file represents
+    one spike train.
+
+    :param file_name: The name of the data file containing the time series.
+    :param edges: A pair (T_start, T_end) of values representing the
+                  start and end time of the spike train measurement
+                  or a single value representing the end time, the
+                  T_start is then assuemd as 0.
+    :param separator: The character used to seprate the values in the text file
+    :param comment: Lines starting with this character are ignored.
+
+    """
+    data = np.loadtxt(file_name, comments=comment, delimiter=separator)
+    time_points = start_time + time_bin + np.arange(len(data[0, :]))*time_bin
+    spike_trains = []
+    for time_series in data:
+        spike_trains.append(SpikeTrain(time_points[time_series > 0],
+                                       edges=[start_time,
+                                              time_points[-1]]))
+    return spike_trains
+
+
 ############################################################
 # merge_spike_trains
 ############################################################
diff --git a/test/test_spikes.py b/test/test_spikes.py
index 609a819..bcface2 100644
--- a/test/test_spikes.py
+++ b/test/test_spikes.py
@@ -17,6 +17,10 @@ import os
 TEST_PATH = os.path.dirname(os.path.realpath(__file__))
 TEST_DATA = os.path.join(TEST_PATH, "PySpike_testdata.txt")
 
+TIME_SERIES_DATA = os.path.join(TEST_PATH, "time_series.txt")
+TIME_SERIES_SPIKES = os.path.join(TEST_PATH, "time_series_spike_trains.txt")
+
+
 def test_load_from_txt():
     spike_trains = spk.load_spike_trains_from_txt(TEST_DATA, edges=(0, 4000))
     assert len(spike_trains) == 40
@@ -33,6 +37,21 @@ def test_load_from_txt():
         assert spike_train.t_end == 4000
 
 
+def test_load_time_series():
+    spike_trains = spk.import_spike_trains_from_time_series(TIME_SERIES_DATA,
+                                                            start_time=0,
+                                                            time_bin=1)
+    assert len(spike_trains) == 40
+    spike_trains_check = spk.load_spike_trains_from_txt(TIME_SERIES_SPIKES,
+                                                        edges=(0, 4000))
+
+    # check spike trains
+    for n in range(len(spike_trains)):
+        assert_equal(spike_trains[n].spikes, spike_trains_check[n].spikes)
+        assert_equal(spike_trains[n].t_start, 0)
+        assert_equal(spike_trains[n].t_end, 4000)
+
+
 def check_merged_spikes(merged_spikes, spike_trains):
     # create a flat array with all spike events
     all_spikes = np.array([])
-- 
cgit v1.2.3


From ce05e2b2f393bf68b8ad85806c7af934ee68a7f5 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Sat, 18 Jun 2016 16:35:14 -0700
Subject: added missing data files for tests

---
 test/time_series.txt              | 80 +++++++++++++++++++++++++++++++++++++++
 test/time_series_spike_trains.txt | 80 +++++++++++++++++++++++++++++++++++++++
 2 files changed, 160 insertions(+)
 create mode 100644 test/time_series.txt
 create mode 100644 test/time_series_spike_trains.txt

diff --git a/test/time_series.txt b/test/time_series.txt
new file mode 100644
index 0000000..0116c97
--- /dev/null
+++ b/test/time_series.txt
@@ -0,0 +1,80 @@
+0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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
+
diff --git a/test/time_series_spike_trains.txt b/test/time_series_spike_trains.txt
new file mode 100644
index 0000000..43e2c76
--- /dev/null
+++ b/test/time_series_spike_trains.txt
@@ -0,0 +1,80 @@
+65 306 696 938 1060 1322 1576 1808 2121 2381 2729 2967 3224 3474 3644 3936 
+
+66 307 697 949 1070 1312 1713 1934 2118 2357 2727 2981 3227 3476 3726 3944 
+
+69 319 688 948 1072 1301 1697 1931 2139 2354 2724 2964 3221 3470 
+
+60 314 692 956 1070 1320 1682 1964 2151 2374 2729 2971 3220 3475 3632 3789 
+
+60 307 686 935 1060 1326 1543 1822 2150 2390 2724 2970 3223 3471 3576 3914 
+
+66 313 689 931 1052 1305 1556 1820 2151 2383 2723 2948 3197 3443 3575 3805 
+
+66 311 689 947 1059 1287 1708 1957 2125 2376 2709 2978 3191 3450 3590 3831 
+
+64 318 697 937 1059 1325 1688 1945 2133 2377 2713 2977 3197 3443 3742 3998 
+
+64 315 693 937 1066 1316 1584 1822 2126 2397 2709 2967 3197 3444 3733 3849 
+
+69 317 690 944 1072 1296 1655 1932 2127 2391 2709 2950 3195 3445 3670 3903 
+
+62 318 556 813 1199 1449 1687 1944 2061 2311 2658 2900 3167 3418 3617 3771 
+
+64 310 567 814 1182 1464 1577 1822 2063 2312 2656 2912 3168 3418 3586 4000 
+
+69 315 560 806 1182 1441 1567 1805 2075 2316 2655 2913 3166 3419 3648 3884 
+
+67 314 556 815 1183 1440 1701 1911 2070 2319 2662 2903 3167 3419 3545 3894 
+
+73 318 554 820 1187 1450 1676 1957 2051 2303 2658 2916 3169 3417 3570 3885 
+
+65 324 561 829 1175 1440 1564 1791 2068 2288 2657 2905 3139 3389 3508 3807 
+
+65 317 569 816 1198 1454 1711 1934 2091 2310 2661 2908 3137 3389 3617 
+
+63 315 554 827 1184 1458 1559 1808 2064 2337 2654 2897 3144 3386 3669 3804 
+
+62 315 564 812 1200 1449 1563 1839 2070 2309 2650 2920 3141 3390 3724 3882 
+
+70 312 565 805 1210 1451 1692 1932 2044 2329 2657 2909 3143 3391 3597 3991 
+
+183 431 562 810 1086 1309 1556 1831 2057 2327 2591 2831 3114 3368 3555 3956 
+
+188 442 572 811 1065 1327 1564 1803 2060 2322 2607 2824 3110 3364 3644 3820 
+
+177 438 570 820 1064 1309 1686 1957 2067 2314 2593 2847 3117 3365 3727 3882 
+
+194 442 587 805 1062 1312 1542 1793 2074 2315 2588 2846 3112 3360 
+
+193 440 556 814 1056 1315 1690 1961 2049 2305 2594 2847 3111 3361 3712 3915 
+
+195 438 566 807 1069 1315 1683 1942 2062 2305 2608 2842 3083 3330 3680 3848 
+
+185 441 571 794 1064 1310 1679 1930 2058 2321 2607 2845 3085 3337 3640 3952 
+
+190 444 561 817 1070 1303 1550 1816 2058 2324 2587 2843 3087 3334 3618 3815 
+
+190 441 569 809 1074 1322 1686 1953 2069 2336 2596 2845 3086 3333 3636 3939 
+
+181 441 578 824 1052 1322 1578 1822 2079 2309 2597 2852 3083 3335 3531 3771 
+
+181 435 687 943 1193 1444 1699 1942 2195 2446 2549 2785 3056 3308 3620 3933 
+
+187 447 688 943 1186 1442 1688 1922 2197 2455 2535 2777 3060 3309 3514 3809 
+
+197 446 681 948 1196 1433 1699 1933 2201 2461 2547 2778 3056 3307 3591 3953 
+
+201 427 696 946 1179 1440 1538 1809 2200 2433 2532 2793 3057 3309 3511 3928 
+
+191 430 699 931 1191 1429 1698 1935 2177 2425 2530 2767 3062 3310 3690 
+
+181 442 682 943 1190 1459 1571 1820 2190 2438 2543 2783 3026 3280 3581 3856 
+
+191 436 703 936 1188 1438 1564 1824 2191 2445 2532 2782 3031 3276 3678 3829 
+
+192 434 686 933 1183 1433 1564 1827 2214 2437 2530 2778 3028 3282 3582 3863 
+
+190 453 691 941 1180 1430 1567 1835 2199 2448 2527 2774 3031 3280 3576 3894 
+
+191 435 693 941 1190 1449 1575 1824 2191 2426 2531 2783 3033 3280 3733 3839 
+
-- 
cgit v1.2.3


From bb9345d3edc7f178f01057c521fa721a4e4034c2 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Sun, 19 Jun 2016 09:35:02 -0700
Subject: increased travis wait time for numeric tests

---
 .travis.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index d23d865..476813e 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -20,4 +20,4 @@ install:
 script:
  - python setup.py build_ext --inplace
  - nosetests
- - nosetests test/numeric
+ - travis_wait 30 nosetests test/numeric
-- 
cgit v1.2.3


From 2c50e4c203af45387df4b69f91be39ad6193de08 Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Wed, 4 Oct 2017 19:02:34 -0700
Subject: Remove Python2.6, add Python3.6 from/to CI

---
 .travis.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.travis.yml b/.travis.yml
index 476813e..bcf447e 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,10 +1,10 @@
 language: python
 python:
- - "2.6"
  - "2.7"
  - "3.3"
  - "3.4"
  - "3.5"
+ - "3.6"
 env:
  - CYTHON_INSTALL="pip install -q cython"
  - CYTHON_INSTALL=""
-- 
cgit v1.2.3


From b5d6cd7bfab62fd7fb96570cf99b87aeed419a4d Mon Sep 17 00:00:00 2001
From: Mario Mulansky <mario.mulansky@gmx.net>
Date: Wed, 4 Oct 2017 20:03:08 -0700
Subject: Bump version

---
 setup.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index b53304b..f2315f2 100644
--- a/setup.py
+++ b/setup.py
@@ -4,7 +4,7 @@ to compile cython files:
 python setup.py build_ext --inplace
 
 
-Copyright 2014-2016, Mario Mulansky <mario.mulansky@gmx.net>
+Copyright 2014-2017, Mario Mulansky <mario.mulansky@gmx.net>
 
 Distributed under the BSD License
 
@@ -55,7 +55,7 @@ elif use_c:  # c files are there, compile to binaries
 setup(
     name='pyspike',
     packages=find_packages(exclude=['doc']),
-    version='0.5.1',
+    version='0.5.2',
     cmdclass=cmdclass,
     ext_modules=ext_modules,
     include_dirs=[numpy.get_include()],
@@ -72,7 +72,7 @@ train similarity',
         #   3 - Alpha
         #   4 - Beta
         #   5 - Production/Stable
-        'Development Status :: 3 - Alpha',
+        'Development Status :: 3 - Beta',
 
         # Indicate who your project is intended for
         'Intended Audience :: Science/Research',
@@ -82,12 +82,12 @@ train similarity',
         'License :: OSI Approved :: BSD License',
 
         'Programming Language :: Python :: 2',
-        'Programming Language :: Python :: 2.6',
         'Programming Language :: Python :: 2.7',
 
         'Programming Language :: Python :: 3',
         'Programming Language :: Python :: 3.3',
         'Programming Language :: Python :: 3.4',
         'Programming Language :: Python :: 3.5',
+        'Programming Language :: Python :: 3.6'
     ]
 )
-- 
cgit v1.2.3


From ecd4b5f0f7e93859c1262593e2c09e1eb6775819 Mon Sep 17 00:00:00 2001
From: Dan Meliza <dan@meliza.org>
Date: Mon, 2 Oct 2017 12:15:36 -0400
Subject: defer numpy import to allow install_requires to do its job (fixes
 #24)

---
 Changelog |  6 ++++++
 setup.py  | 11 +++++++++--
 2 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/Changelog b/Changelog
index 2be5e52..21b7cb0 100644
--- a/Changelog
+++ b/Changelog
@@ -1,3 +1,9 @@
+PySpike v0.5:
+	* First beta release
+	* Python 2.6 support removed
+	* Python 3.6 support added
+	* several bugfixes
+
 PySpike v0.4:
 	* Python 3 support (thanks to Igor Gnatenko)
 	* list interface to SpikeTrain class
diff --git a/setup.py b/setup.py
index f2315f2..afcfa16 100644
--- a/setup.py
+++ b/setup.py
@@ -12,7 +12,6 @@ Distributed under the BSD License
 from setuptools import setup, find_packages
 from distutils.extension import Extension
 import os.path
-import numpy
 
 try:
     from Cython.Distutils import build_ext
@@ -21,6 +20,14 @@ except ImportError:
 else:
     use_cython = True
 
+
+class numpy_include(object):
+    """Defers import of numpy until install_requires is through"""
+    def __str__(self):
+        import numpy
+        return numpy.get_include()
+
+
 if os.path.isfile("pyspike/cython/cython_add.c") and \
    os.path.isfile("pyspike/cython/cython_profiles.c") and \
    os.path.isfile("pyspike/cython/cython_distances.c"):
@@ -58,7 +65,7 @@ setup(
     version='0.5.2',
     cmdclass=cmdclass,
     ext_modules=ext_modules,
-    include_dirs=[numpy.get_include()],
+    include_dirs=[numpy_include()],
     description='A Python library for the numerical analysis of spike\
 train similarity',
     author='Mario Mulansky',
-- 
cgit v1.2.3