diff --git a/distance_batsim_output.py b/distance_batsim_output.py
index 6682789bc5cdca2f48cb1fca4dcbcb05afe8d0ca..88f1a68d1243e7b0d507df3007b6d754a0228315 100755
--- a/distance_batsim_output.py
+++ b/distance_batsim_output.py
@@ -43,7 +43,7 @@ def open_and_compare(file1, file2):
     if not out1.success.equals(out2.success):
         warnings.warn(f"Some jobs in {file1} and {file2} don't have the same success status. Comparing only the jobs that were successful in both.")
     
-        diff = out1.success.eq(out2)
+        diff = out1.success.eq(out2.success)
         out1 = out1.loc[diff, :]
         out2 = out2.loc[diff, :]
 
@@ -94,19 +94,24 @@ def distances(file1, file2, euclidean=True, lateness=False, norm_eucl=False,
         if lateness:
             dist[f]["lateness"] = lateness_distance(out1[f], out2[f])
 
+    # If only one value, returns it directly
+    if len(dist) == 1:
+        val = list(dist.values())[0]
+        if len(val) == 1:
+            return list(val.values())[0]
+
+    # Otherwise returns the dictionnary
     return dist
 
 
 def pretty_print(dist):
     """Nice printing of the dictionnary dist"""
     
-    if len(dist) == 1:
-        val = list(dist.values())[0]
-        if len(val) == 1:
-            print(list(val.values())[0])
-    else:
+    if type(dist) is dict:
         pretty = json.dumps(dist, indent=4)
         print(pretty)
+    else:
+        print(dist)
 
 def main():
     """Program entry point if called with CLI"""
diff --git a/pytest.ini b/pytest.ini
new file mode 100644
index 0000000000000000000000000000000000000000..03f586d41650da9718d8c6bdc6ada4a068cb96a8
--- /dev/null
+++ b/pytest.ini
@@ -0,0 +1,2 @@
+[pytest]
+pythonpath = .
\ No newline at end of file
diff --git a/test/__pycache__/test_distance.cpython-310-pytest-7.1.3.pyc b/test/__pycache__/test_distance.cpython-310-pytest-7.1.3.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6b77cc084415056a31fc3552d358e90347969c98
Binary files /dev/null and b/test/__pycache__/test_distance.cpython-310-pytest-7.1.3.pyc differ
diff --git a/test/input/3jobs_1unsuccessful.csv b/test/input/3jobs_1unsuccessful.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee3f313c492521a82644ab1d128b1329f5710e2d
--- /dev/null
+++ b/test/input/3jobs_1unsuccessful.csv
@@ -0,0 +1,4 @@
+job_id,workload_name,profile,submission_time,requested_number_of_resources,requested_time,success,final_state,starting_time,execution_time,finish_time,waiting_time,turnaround_time,stretch,allocated_resources,consumed_energy,metadata
+1216:s1,user11,362,30,1,86400.000000,1,COMPLETED_SUCCESSFULLY,30,362.000000,60,0.000000,362.000000,1.000000,2,62671.250000,
+247:s1,user5,57102,0,8,432000.000000,1,COMPLETED_SUCCESSFULLY,0,57102.000000,0,0.000000,57102.000000,1.000000,0,12391134.000000,
+1242:s1,user11,9620,40,1,86400.000000,0,KILLED,,,,,,,,,
\ No newline at end of file
diff --git a/test/input/3jobs_w_sessions.csv b/test/input/3jobs_w_sessions.csv
new file mode 100644
index 0000000000000000000000000000000000000000..defb9378a1ae5a7745da6747c644492a77ca68c8
--- /dev/null
+++ b/test/input/3jobs_w_sessions.csv
@@ -0,0 +1,4 @@
+job_id,workload_name,profile,submission_time,requested_number_of_resources,requested_time,success,final_state,starting_time,execution_time,finish_time,waiting_time,turnaround_time,stretch,allocated_resources,consumed_energy,metadata
+1216:s1,user11,362,30,1,86400.000000,1,COMPLETED_SUCCESSFULLY,30,362.000000,60,0.000000,362.000000,1.000000,2,62671.250000,
+247:s1,user5,57102,0,8,432000.000000,1,COMPLETED_SUCCESSFULLY,0,57102.000000,0,0.000000,57102.000000,1.000000,0,12391134.000000,
+1242:s1,user11,9620,40,1,86400.000000,1,COMPLETED_SUCCESSFULLY,40,9620.000000,80,0.000000,9620.000000,1.000000,2,1665462.500000,
\ No newline at end of file
diff --git a/test/input/3jobs_zeros.csv b/test/input/3jobs_zeros.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88bc84150b13a47259cb52e5add6925ebc29bfed
--- /dev/null
+++ b/test/input/3jobs_zeros.csv
@@ -0,0 +1,4 @@
+job_id,workload_name,profile,submission_time,requested_number_of_resources,requested_time,success,final_state,starting_time,execution_time,finish_time,waiting_time,turnaround_time,stretch,allocated_resources,consumed_energy,metadata
+1216:s1,user11,362,0,1,86400.000000,1,COMPLETED_SUCCESSFULLY,0,362.000000,0,0.000000,362.000000,1.000000,2,62671.250000,
+247,user5,57102,0,8,432000.000000,1,COMPLETED_SUCCESSFULLY,0,57102.000000,0,0.000000,57102.000000,1.000000,0,12391134.000000,
+1242,user11,9620,0,1,86400.000000,1,COMPLETED_SUCCESSFULLY,0,9620.000000,0,0.000000,9620.000000,1.000000,2,1665462.500000,
\ No newline at end of file
diff --git a/test/input/mc_10days_a60_jobs.csv b/test/input/mc_10days_a60_jobs.csv
new file mode 100644
index 0000000000000000000000000000000000000000..91ef7d36ffdc5effeadc99cc3afe7e30416c736b
--- /dev/null
+++ b/test/input/mc_10days_a60_jobs.csv
@@ -0,0 +1,325 @@
+job_id,workload_name,profile,submission_time,requested_number_of_resources,requested_time,success,final_state,starting_time,execution_time,finish_time,waiting_time,turnaround_time,stretch,allocated_resources,consumed_energy,metadata
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+247:s1,user5,57102,9327.000000,8,432000.000000,1,COMPLETED_SUCCESSFULLY,9327.000000,57102.000000,66429.000000,0.000000,57102.000000,1.000000,0,12391134.000000,""
+1242:s1,user11,9620,56876.000000,1,86400.000000,1,COMPLETED_SUCCESSFULLY,56876.000000,9620.000000,66496.000000,0.000000,9620.000000,1.000000,2,1665462.500000,""
+1434:s2,user11,992,66504.000000,1,356400.000000,1,COMPLETED_SUCCESSFULLY,66504.000000,992.000000,67496.000000,0.000000,992.000000,1.000000,2,215256.687500,""
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diff --git a/test/input/mc_10days_m60_jobs.csv b/test/input/mc_10days_m60_jobs.csv
new file mode 100644
index 0000000000000000000000000000000000000000..40074395acbb7b93231643d9608226ce62ccdeaf
--- /dev/null
+++ b/test/input/mc_10days_m60_jobs.csv
@@ -0,0 +1,325 @@
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diff --git a/test/input/mc_10days_rigid_jobs.csv b/test/input/mc_10days_rigid_jobs.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a73c80ef1cbc4564a20d2b41691e5fa6fb910e54
--- /dev/null
+++ b/test/input/mc_10days_rigid_jobs.csv
@@ -0,0 +1,325 @@
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diff --git a/test/test_distance.py b/test/test_distance.py
new file mode 100644
index 0000000000000000000000000000000000000000..af1fbeb90cffb1d8adbfa675ec1644338a193196
--- /dev/null
+++ b/test/test_distance.py
@@ -0,0 +1,80 @@
+from distance_batsim_output import *
+import pytest
+
+empty = pd.Series([], dtype="float64")
+s1 = pd.Series([0, 10, 14, 500])
+s2 = pd.Series([0, 10, 20, 500])
+u = pd.Series([1, 1, 1, 1])
+v = pd.Series([.5, .5, .5, .5])
+
+####### Some unit tests #######
+def test_euclidean_distance():
+    assert euclidean_distance(s1, s1) == 0
+    assert euclidean_distance(s1, s2) == euclidean_distance(s2, s1) == 6
+    assert euclidean_distance(empty, empty) == 0
+    assert euclidean_distance(u, v) == 1
+
+def test_lateness_distance():
+    assert lateness_distance(s1, s1) == 0
+    assert lateness_distance(s1, s2) == - lateness_distance(s2, s1) == 6
+    assert lateness_distance(empty, empty) == 0
+
+def test_l2_norm():
+    assert l2_norm(empty) == 0
+    assert l2_norm(s1) == np.sqrt(10*10 + 14*14 + 500*500)
+    assert l2_norm(u) == 2
+    assert l2_norm(v) == 1
+
+def test_normalized_euclidean_distance():
+    assert normalized_euclidian_distance(u, v) == .5
+
+
+
+
+####### Integration tests #######
+three_jobs_w_session = "test/input/3jobs_w_sessions.csv"
+three_jobs_zero = "test/input/3jobs_zeros.csv"
+three_jobs_one_unsuccessful = "test/input/3jobs_1unsuccessful.csv"
+mc_10days_a60 = "test/input/mc_10days_a60_jobs.csv"
+
+def test_cleaning():
+    # Clean session info:
+    distances(three_jobs_w_session, three_jobs_zero)
+    
+    # Clean unsuccessful jobs:
+    with pytest.warns(UserWarning):
+        distances(three_jobs_w_session, three_jobs_one_unsuccessful)
+
+    # Complain if no matching job_ids:
+    with pytest.raises(KeyError):
+        distances(three_jobs_w_session, mc_10days_a60)
+
+
+def test_some_distances():
+    fin, sub, start = ["finish_time"], ["submission_time"], ["starting_time"]
+
+    # d(u,u) == 0 for all distances
+    assert distances(three_jobs_w_session, three_jobs_w_session, 
+        field=sub) == 0 
+    assert distances(three_jobs_w_session, three_jobs_w_session, 
+        field=fin) == 0 
+    assert distances(three_jobs_w_session, three_jobs_w_session, 
+        euclidean=False, norm_eucl=True, field=fin) == 0 
+    assert distances(three_jobs_w_session, three_jobs_w_session, 
+        euclidean=False, lateness=True, field=fin) == 0 
+
+    # Eucl distance
+    assert distances(three_jobs_w_session, three_jobs_zero,
+        field=sub) == 50
+    assert distances(three_jobs_zero, three_jobs_w_session,
+        field=start) == 50
+    assert distances(three_jobs_w_session, three_jobs_zero,
+        field=fin) == 100
+
+    # Normalized eucl distance
+    assert distances(three_jobs_w_session, three_jobs_zero, 
+        euclidean=False, norm_eucl=True, field=sub) ==          1
+    assert distances(three_jobs_zero, three_jobs_w_session,
+        euclidean=False, norm_eucl=True, field=start) ==        1
+    assert distances(three_jobs_w_session, three_jobs_zero,
+        euclidean=False, norm_eucl=True, field=fin) ==          1
\ No newline at end of file