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+Description of the files
+========================
+
+* build_network.py: takes a .csv file containing a criminal network and builds
+  and extract a compressed binary representation tailored to make the other
+  scripts faster.
+
+  Takes one argument, the name of the .csv file. The output file has the same
+  name but the extension .pickle
+
+* ml.pyx: code to compute the likelihood of a given alpha (time component) and
+  delta (structural component) for a given infection graph. The optimization of
+  the beta parameter (probability of being a root) is done internally.
+
+* process.py: simple loop to do an exhaustive search over a range of alpha
+  (time component) and delta (structural component). The likelihood (and a few
+  other things) for each of the values is printed in the file "out.log". 
+  Takes as argument the name of .pickle file computed by build_network.py
+  Prints columns as alpha, delta, beta, number of roots, likelihood
+
+* plot3d.py: code to obtain a 3d plot of the log likelihood as a function of
+  alpha and delta. Can also be easily modified to obtain 2d plots along
+  specific axes
+
+Installation
+============
+
+* most of the code uses standard python + numpy + matplotlib
+
+* the file ml.pyx is a Cython file which must be compiled in order to be used.
+At a high level, ml.pyx is compiled into ml.so. The line "import ml" in
+"process.py" will fail if the file ml.so is not present in the directory.
+Important: do not forget to recompile ml.pyx after changing it, otherwise you
+will be working with an outdated version of ml.so!
+
+How to compile? A Makefile is provided. If using make on MacOS is too
+complicated, it is also possible to compile .pyx files using python distutils
+(which I would assume is more standard on MacOS). This only requires distutils
+and a simple setup.py file. More details here:
+http://docs.cython.org/src/reference/compilation.html#configuring-the-c-build
+
+Running Code
+============
+python build_network.py ../../Results/dag_dat_all.csv
+python setup.py build_ext --inplace
+python process.py ../../Results/dag_dat_all.pickle
+python plot3d.py