diff --git a/doc/_static/example_data/earthquakes.csv b/doc/_static/example_data/earthquakes.csv
new file mode 100644
index 000000000..9589ebca9
--- /dev/null
+++ b/doc/_static/example_data/earthquakes.csv
@@ -0,0 +1,6253 @@
+DateTime,Latitude,Longitude,Depth,Magnitude,MagType,NbStations,Gap,Distance,RMS,Source,EventID
+2005-01-05 01:23:30.430,37.056,141.47,48.1,4.3,Mw,16.0,,,1.05,NEI,200501054004
+2005-01-06 13:00:40.220,41.456,142.065,65.5,5.4,Mw,269.0,,,0.83,NEI,200501064042
+2005-01-17 01:44:52.690,41.894,143.9,50.0,4.0,Mb,6.0,,,0.4,NEI,200501174016
+2005-01-18 14:33:59.200,41.555,142.102,97.5,4.0,Mb,15.0,,,1.07,NEI,200501184072
+2005-01-22 23:24:42.270,38.803,141.66,42.6,4.2,Mb,10.0,,,1.03,NEI,200501224082
+2005-01-29 01:26:43.550,39.567,141.833,106.8,4.3,Mb,12.0,,,0.88,NEI,200501294014
+2005-01-29 12:13:24.560,36.295,141.472,46.4,4.2,Mb,17.0,,,0.4,NEI,200501294092
+2005-01-31 09:39:47.570,41.834,143.643,21.9,5.5,Mw,354.0,,,0.73,NEI,200501314032
+2005-01-31 15:57:32.270,41.775,143.707,33.7,4.7,Mw,52.0,,,0.77,NEI,200501314045
+2005-02-05 01:16:39.280,36.68,141.794,23.1,4.8,Mw,67.0,,,0.83,NEI,200502054002
+2005-02-12 12:23:26.680,40.19,141.719,114.1,4.2,Mb,13.0,,,0.86,NEI,200502124037
+2005-02-14 23:01:39.930,36.497,141.365,57.9,4.1,Mb,11.0,,,0.6,NEI,200502144078
+2005-02-26 12:37:40.690,40.731,142.376,68.0,5.7,Mw,609.0,,,0.76,NEI,200502264047
+2005-02-26 13:26:36.850,40.647,142.458,64.3,4.0,Mb,10.0,,,0.86,NEI,200502264050
+2005-03-10 01:44:25.630,36.451,141.128,35.0,4.0,Mb,8.0,,,0.41,NEI,200503104009
+2005-03-12 08:54:03.920,41.977,142.526,78.2,4.3,Mb,28.0,,,1.01,NEI,200503124035
+2005-03-19 03:09:40.410,38.875,141.16,117.3,4.3,Mb,16.0,,,0.68,NEI,200503194024
+2005-03-19 11:38:00.910,40.925,142.59,52.0,4.1,Mb,15.0,,,1.26,NEI,200503194060
+2005-03-21 12:02:23.520,41.548,142.884,105.2,4.1,Mb,15.0,,,1.02,NEI,200503214057
+2005-03-22 22:49:23.140,40.155,142.449,62.4,4.3,Mb,30.0,,,0.99,NEI,200503224090
+2005-03-24 06:18:33.450,41.387,142.886,35.0,4.8,Mw,49.0,,,1.11,NEI,200503244021
+2005-03-24 06:43:32.040,40.887,143.11,42.6,4.5,Mw,72.0,,,0.85,NEI,200503244024
+2005-03-26 15:36:12.310,41.19,142.865,64.2,4.3,Mb,23.0,,,0.36,NEI,200503264050
+2005-03-28 22:09:29.340,40.818,143.034,55.5,4.5,Mb,25.0,,,0.51,NEI,200503284165
+2005-03-29 19:12:20.130,38.473,142.02,100.7,4.4,Mb,32.0,,,0.71,NEI,200503294194
+2005-04-01 04:44:24.340,37.175,141.262,35.0,4.3,Mb,14.0,,,0.99,NEI,200504014017
+2005-04-03 17:57:11.730,37.387,141.645,37.6,5.1,Mw,215.0,,,0.72,NEI,200504034090
+2005-04-13 06:05:48.200,36.608,142.068,46.6,4.4,Mb,12.0,,,0.48,NEI,200504134024
+2005-04-17 05:41:15.350,38.77,143.087,10.0,4.2,Mb,8.0,,,0.8,NEI,200504174021
+2005-04-27 19:15:40.650,39.626,141.235,119.3,4.2,Mb,11.0,,,0.57,NEI,200504274066
+2005-04-28 04:16:52.250,39.554,143.237,54.9,4.5,Mw,42.0,,,1.06,NEI,200504284011
+2005-05-01 15:26:37.910,38.986,141.801,67.6,4.0,Mb,21.0,,,0.93,NEI,200505014069
+2005-05-01 19:36:27.910,37.518,142.108,73.2,4.2,Mb,19.0,,,0.45,NEI,200505014084
+2005-05-06 15:27:38.960,38.008,141.284,103.9,4.3,Mb,10.0,,,0.47,NEI,200505064076
+2005-05-20 22:01:14.910,38.823,142.074,43.4,4.7,Mw,225.0,,,0.71,NEI,200505204065
+2005-05-22 19:29:18.110,41.547,142.068,93.6,4.1,Mb,19.0,,,0.79,NEI,200505224064
+2005-05-26 16:20:16.260,41.278,142.895,46.3,4.2,Mw,33.0,,,1.16,NEI,200505264045
+2005-06-02 16:32:11.620,41.499,141.984,76.2,4.4,Mw,114.0,,,0.75,NEI,200506024061
+2005-06-12 10:12:38.200,40.101,142.047,55.0,4.3,Mb,17.0,,,0.0,JMA,200506124039
+2005-06-14 06:23:56.720,39.628,142.576,40.6,4.2,Unk,11.0,,,0.55,NEI,200506144035
+2005-06-18 18:10:51.500,40.169,142.311,78.4,4.2,Mb,19.0,,,0.8,NEI,200506184070
+2005-06-19 06:16:31.260,40.058,142.488,100.0,4.0,Mb,8.0,,,0.27,NEI,200506194024
+2005-06-24 13:08:27.310,36.463,141.018,39.7,4.4,Mw,64.0,,,0.89,NEI,200506244039
+2005-06-26 15:46:36.780,40.475,142.162,53.3,4.4,Mb,33.0,,,0.96,NEI,200506264049
+2005-06-26 19:16:22.050,36.434,141.047,44.0,4.1,Mb,21.0,,,0.84,NEI,200506264061
+2005-06-26 20:02:36.370,36.363,141.12,36.9,4.0,Mb,17.0,,,0.72,NEI,200506264063
+2005-07-01 11:05:37.000,41.584,142.208,84.3,4.0,Mb,11.0,,,0.65,NEI,200507014037
+2005-07-02 00:31:51.090,39.505,143.128,41.7,5.3,Mw,195.0,,,0.96,NEI,200507024002
+2005-07-03 09:48:26.780,40.13,142.0,93.3,4.1,Mb,11.0,,,0.77,NEI,200507034029
+2005-07-05 20:10:41.740,39.67,143.104,26.3,5.1,Mw,171.0,,,0.76,NEI,200507054061
+2005-07-05 20:15:50.720,39.657,143.181,33.0,4.4,Mb,27.0,,,0.88,NEI,200507054062
+2005-07-09 09:00:27.750,39.339,142.224,63.9,4.0,Mb,9.0,,,0.43,NEI,200507094028
+2005-07-09 11:51:48.170,41.535,142.627,64.3,4.2,Mb,17.0,,,0.65,NEI,200507094040
+2005-07-10 16:55:01.510,39.465,143.409,39.9,4.1,Mb,13.0,,,0.66,NEI,200507104053
+2005-07-10 17:08:20.890,39.482,143.285,27.0,4.7,Mw,120.0,,,0.8,NEI,200507104055
+2005-07-13 09:07:04.270,39.382,143.603,41.1,4.4,Mb,8.0,,,1.12,NEI,200507134029
+2005-07-14 01:58:23.260,38.711,141.421,115.2,4.4,Mb,20.0,,,0.57,NEI,200507144007
+2005-07-29 16:34:35.230,39.505,142.262,95.4,4.1,Mb,8.0,,,1.21,NEI,200507294070
+2005-07-30 08:49:56.630,39.997,141.975,81.0,4.3,Mw,73.0,,,0.7,NEI,200507304040
+2005-08-04 06:37:50.060,36.378,141.356,59.4,4.3,Mb,28.0,,,0.91,NEI,200508044033
+2005-08-05 10:55:24.040,41.209,142.344,35.0,4.1,Mb,10.0,,,0.7,NEI,200508054035
+2005-08-06 03:04:36.430,41.509,142.903,63.0,4.1,Mb,15.0,,,0.77,NEI,200508064008
+2005-08-06 12:55:05.440,39.739,143.384,20.4,4.6,Mb,52.0,,,1.04,NEI,200508064047
+2005-08-07 14:28:54.910,41.654,142.801,22.1,4.5,Mw,52.0,,,0.99,NEI,200508074045
+2005-08-07 15:06:45.450,36.326,141.367,39.2,5.5,Mw,364.0,,,0.71,NEI,200508074048
+2005-08-07 23:44:06.060,36.735,141.322,45.8,4.4,Mb,14.0,,,0.8,NEI,200508074075
+2005-08-10 06:12:09.970,37.041,141.528,78.8,4.2,Mw,35.0,,,0.88,NEI,200508104020
+2005-08-13 18:04:48.240,39.694,143.394,42.5,4.3,Mb,14.0,,,0.43,NEI,200508134045
+2005-08-16 02:24:41.680,37.651,142.017,60.4,4.4,Mb,13.0,,,0.54,NEI,200508164002
+2005-08-16 02:46:28.400,38.276,142.039,36.0,7.2,Mw,698.0,,,0.95,NEI,200508164004
+2005-08-16 03:16:15.190,37.972,142.207,74.3,4.5,Mb,13.0,,,0.7,NEI,200508164006
+2005-08-16 03:31:54.290,38.068,141.669,70.8,4.6,Mb,12.0,,,0.54,NEI,200508164007
+2005-08-16 04:55:25.010,38.228,141.926,74.9,4.6,Mb,21.0,,,0.64,NEI,200508164011
+2005-08-16 09:42:57.200,38.104,142.201,59.0,4.4,Mb,9.0,,,0.7,NEI,200508164028
+2005-08-16 11:07:09.560,38.202,142.265,46.7,4.0,Mw,21.0,,,0.59,NEI,200508164032
+2005-08-17 03:58:11.690,40.571,142.487,10.0,4.4,Mb,9.0,,,0.94,NEI,200508174009
+2005-08-17 13:36:10.810,40.993,143.134,27.4,4.8,Mw,128.0,,,0.81,NEI,200508174042
+2005-08-19 17:32:13.640,38.424,143.824,35.0,4.1,Mb,8.0,,,0.41,NEI,200508194051
+2005-08-20 16:58:58.870,37.431,142.956,31.3,4.4,Mb,12.0,,,0.38,NEI,200508204049
+2005-08-21 15:24:40.880,39.096,141.671,70.3,4.1,Mb,16.0,,,0.81,NEI,200508214038
+2005-08-24 10:14:47.550,38.48,143.154,10.0,5.9,Mw,363.0,,,0.81,NEI,200508244035
+2005-08-24 10:15:28.190,38.564,142.987,10.0,6.1,Mw,251.0,,,1.48,NEI,200508244036
+2005-08-24 11:00:16.390,38.436,143.406,10.3,4.3,Mb,11.0,,,1.1,NEI,200508244038
+2005-08-24 11:29:42.210,38.508,143.245,10.0,4.3,Mb,17.0,,,0.7,NEI,200508244039
+2005-08-24 12:38:34.560,38.467,143.37,10.0,4.3,Mw,14.0,,,0.79,NEI,200508244040
+2005-08-24 14:52:25.670,38.391,143.156,10.0,4.7,Mw,117.0,,,1.22,NEI,200508244046
+2005-08-24 14:57:15.130,38.527,143.36,10.0,4.4,Mb,15.0,,,0.96,NEI,200508244047
+2005-08-24 16:11:17.490,38.491,143.373,10.0,4.3,Mw,27.0,,,1.01,NEI,200508244056
+2005-08-25 15:57:41.050,38.481,143.184,21.5,4.4,Mw,109.0,,,0.78,NEI,200508254049
+2005-08-25 22:29:03.230,37.736,143.072,38.2,5.1,Mw,205.0,,,0.77,NEI,200508254071
+2005-08-26 06:09:03.220,36.73,142.469,39.8,4.4,Mw,32.0,,,1.0,NEI,200508264020
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+2005-08-29 07:41:43.800,38.767,141.424,103.2,4.3,Mb,21.0,,,0.62,NEI,200508294014
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diff --git a/examples/earthquakes.csv b/examples/earthquakes.csv
new file mode 120000
index 000000000..b48c80112
--- /dev/null
+++ b/examples/earthquakes.csv
@@ -0,0 +1 @@
+../doc/_static/example_data/earthquakes.csv
\ No newline at end of file
diff --git a/examples/plot_hawkes_earthquake_example.py b/examples/plot_hawkes_earthquake_example.py
new file mode 100644
index 000000000..bffec1ef3
--- /dev/null
+++ b/examples/plot_hawkes_earthquake_example.py
@@ -0,0 +1,111 @@
+"""
+==============================================================
+Study earthquake aftershocks propagation with Hawkes processes
+==============================================================
+
+This experiments aims to detect how aftershocks propagate near Japan. A Hawkes
+process has been fit on data from
+
+Ogata, Y., 1988.
+Statistical models for earthquake occurrences and residual analysis
+for point processes.
+Journal of the American Statistical association, 83(401), pp.9-27.
+
+On the left we can see where earthquakes have occurred and on the right
+the propagation matrix, i.e. how likely a earthquake in a given zone will
+trigger an aftershock in another zone.
+We can observe than zone 1, 2 and 3 are tightly linked while zone 4 and
+5 are more self-excited.
+Note that this Hawkes process does not take the location of an earthquake
+to recover this result.
+
+Dataset `'earthquakes.csv'` is available
+`here <../_static/example_data/earthquakes.csv>`_.
+"""
+
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+from mpl_toolkits.basemap import Basemap
+
+from tick.hawkes import HawkesEM
+from tick.plot import plot_hawkes_kernel_norms
+from tick.plot.plot_utilities import get_plot_color
+
+df = pd.read_csv('earthquakes.csv')
+
+lats = df.Latitude.values
+lons = df.Longitude.values
+
+# put timestamps in minutes and remove minimum
+timestamps = pd.to_datetime(df.DateTime).values.astype(np.float64)
+timestamps *= 1e-9 / 60
+timestamps -= min(timestamps)
+
+fig, ax_list = plt.subplots(1, 2, figsize=(8, 3.4))
+ax_list[0].set_title('Earthquakes near Japan')
+
+# Draw map
+lon0, lat0 = (139, 34)
+lon1, lat1 = (147, 44)
+m = Basemap(projection='merc', llcrnrlon=lon0, llcrnrlat=lat0,
+            urcrnrlon=lon1, urcrnrlat=lat1, resolution='l', ax=ax_list[0])
+m.drawmapboundary(fill_color='#99ffff')
+m.fillcontinents(color='#cc9966', lake_color='#99ffff')
+
+# Number of splits in the map
+n_groups_lats = 5
+
+group_lats = []
+group_lons = []
+group_timestamps = []
+group_names = []
+
+delta_lats = (lats.max() - lats.min()) / n_groups_lats
+delta_lons = lons.max() - lons.min()
+
+for group in range(n_groups_lats):
+    # Split events into groups
+    min_lat_group = lats.min() + group * delta_lats
+    max_lat_group = lats.min() + (group + 1) * delta_lats
+
+    mask = (min_lat_group <= lats) & (lats < max_lat_group)
+
+    group_lats += [lats[mask]]
+    group_lons += [lons[mask]]
+    group_timestamps += [timestamps[mask]]
+
+    # Draw earthquakes on map
+    x, y = m(group_lons[group], group_lats[group])
+    m.scatter(x, y, 0.3, marker='o', color=get_plot_color(group))
+
+    # Draw zone labels on map
+    group_name = 'Z{}'.format(group)
+    group_names += [group_name]
+
+    center_lat = 0.5 * (min_lat_group + max_lat_group)
+    x_zone, y_zone = m(lons.max() + 0.1 * delta_lons, center_lat)
+
+    zone_bbox_style = dict(boxstyle="round", ec=(0, 0, 0, 0.9),
+                           fc=(1., 1, 1, 0.6))
+    ax_list[0].text(x_zone, y_zone, group_name, fontsize=12, fontweight='bold',
+                    ha='left', va='center', color='k', withdash=True,
+                    bbox=zone_bbox_style)
+
+# Fit Hawkes process on events
+events = []
+for g in range(n_groups_lats):
+    events += [group_timestamps[g]]
+    events[g].sort()
+
+kernel_discretization = np.linspace(0, 10000 / 60, 6)
+em = HawkesEM(kernel_discretization=kernel_discretization,
+              tol=1e-9, max_iter=1000, print_every=200)
+em.fit(events)
+
+plot_hawkes_kernel_norms(em, ax=ax_list[1], node_names=group_names)
+ax_list[1].set_xticklabels(ax_list[1].get_xticklabels(), fontsize=11)
+ax_list[1].set_yticklabels(ax_list[1].get_yticklabels(), fontsize=11)
+
+fig.tight_layout()
+plt.show()
diff --git a/tick/plot/plot_hawkes.py b/tick/plot/plot_hawkes.py
index 7361f3b27..07cf6f0ea 100644
--- a/tick/plot/plot_hawkes.py
+++ b/tick/plot/plot_hawkes.py
@@ -8,7 +8,7 @@
 
 
 def plot_hawkes_kernel_norms(kernel_object, show=True, pcolor_kwargs=None,
-                             node_names=None):
+                             node_names=None, ax=None):
     """Generic function to plot Hawkes kernel norms.
 
     Parameters
@@ -33,6 +33,10 @@ def plot_hawkes_kernel_norms(kernel_object, show=True, pcolor_kwargs=None,
         node names that will be displayed on axis.
         If `None`, node index will be used.
 
+    ax : `matplotlib.axes`, default=None
+        If not None, the figure will be plot on this axis and show will be
+        set to False. Used only with matplotlib
+
     Notes
     -----
     Kernels are displayed such that it shows norm of column influence's
@@ -50,7 +54,12 @@ def plot_hawkes_kernel_norms(kernel_object, show=True, pcolor_kwargs=None,
     column_labels = ['$\\rightarrow {}$'.format(i) for i in node_names]
 
     norms = kernel_object.get_kernel_norms()
-    fig, ax = plt.subplots()
+
+    if ax is None:
+        fig, ax = plt.subplots(1, 1, figsize=(6, 4))
+    else:
+        fig = ax.figure
+        show = False
 
     if pcolor_kwargs is None:
         pcolor_kwargs = {}
diff --git a/tools/travis/docker_run.sh b/tools/travis/docker_run.sh
index 5658e6bc2..2a0036560 100755
--- a/tools/travis/docker_run.sh
+++ b/tools/travis/docker_run.sh
@@ -6,11 +6,14 @@ set -e -x
 cp -R /io src
 cd src
 
+apt-get install -y libgeos*;
+
 eval "$(pyenv init -)"
 
 pyenv global ${PYVER}
 pyenv local ${PYVER}
 
+python -m pip install  https://github.com/matplotlib/basemap/archive/v1.1.0.tar.gz
 python setup.py cpplint build_ext --inplace cpptest pytest
 
 export PYTHONPATH=${PYTHONPATH}:`pwd` && (cd doc && make doctest)
diff --git a/tools/travis/osx_install.sh b/tools/travis/osx_install.sh
index 7d68a7641..a5ef0d71a 100755
--- a/tools/travis/osx_install.sh
+++ b/tools/travis/osx_install.sh
@@ -31,5 +31,7 @@ python -m pip install -r requirements.txt
 python -m pip install sphinx pillow
 python -m pip install cpplint
 python -m pip install tensorflow
+brew install geos
+python -m pip install  https://github.com/matplotlib/basemap/archive/v1.1.0.tar.gz
 pyenv rehash