diff --git a/matplotlibcpp.h b/matplotlibcpp.h
index 2797295..ade6878 100644
--- a/matplotlibcpp.h
+++ b/matplotlibcpp.h
@@ -500,6 +500,101 @@ void plot_surface(const std::vector<::std::vector<Numeric>> &x,
   if (res) Py_DECREF(res);
 }
 
+template <typename Numeric>
+void plot_scatter(const std::vector<::std::vector<Numeric>> &x,
+                  const std::vector<::std::vector<Numeric>> &y,
+                  const std::vector<::std::vector<Numeric>> &z)
+{
+    
+    //const std::map<std::string; 
+    //std::string> &keywords = std::map<std::string, std::string>()
+
+  // We lazily load the modules here the first time this function is called
+  // because I'm not sure that we can assume "matplotlib installed" implies
+  // "mpl_toolkits installed" on all platforms, and we don't want to require
+  // it for people who don't need 3d plots.
+  static PyObject *mpl_toolkitsmod = nullptr, *axis3dmod = nullptr;
+  if (!mpl_toolkitsmod) {
+    detail::_interpreter::get();
+
+    PyObject* mpl_toolkits = PyString_FromString("mpl_toolkits");
+    PyObject* axis3d = PyString_FromString("mpl_toolkits.mplot3d");
+    if (!mpl_toolkits || !axis3d) { throw std::runtime_error("couldnt create string"); }
+
+    mpl_toolkitsmod = PyImport_Import(mpl_toolkits);
+    Py_DECREF(mpl_toolkits);
+    if (!mpl_toolkitsmod) { throw std::runtime_error("Error loading module mpl_toolkits!"); }
+
+    axis3dmod = PyImport_Import(axis3d);
+    Py_DECREF(axis3d);
+    if (!axis3dmod) { throw std::runtime_error("Error loading module mpl_toolkits.mplot3d!"); }
+  }
+
+  assert(x.size() == y.size());
+  assert(y.size() == z.size());
+
+  // using numpy arrays
+  PyObject *xarray = get_2darray(x);
+  PyObject *yarray = get_2darray(y);
+  PyObject *zarray = get_2darray(z);
+
+  // construct positional args
+  PyObject *args = PyTuple_New(3);
+  PyTuple_SetItem(args, 0, xarray);
+  PyTuple_SetItem(args, 1, yarray);
+  PyTuple_SetItem(args, 2, zarray);
+
+  // Build up the kw args.
+  PyObject *kwargs = PyDict_New();
+  //PyDict_SetItemString(kwargs, "rstride", PyInt_FromLong(1));
+  //PyDict_SetItemString(kwargs, "cstride", PyInt_FromLong(1));
+
+  // PyObject *python_colormap_coolwarm = PyObject_GetAttrString( \
+      detail::_interpreter::get().s_python_colormap, "coolwarm");
+
+  //PyDict_SetItemString(kwargs, "cmap", python_colormap_coolwarm);
+/* 
+  for (std::map<std::string, std::string>::const_iterator it = keywords.begin();
+       it != keywords.end(); ++it) {
+    PyDict_SetItemString(kwargs, it->first.c_str(),
+                         PyString_FromString(it->second.c_str()));
+  }
+*/
+
+  PyObject *fig =
+      PyObject_CallObject(detail::_interpreter::get().s_python_function_figure,
+                          detail::_interpreter::get().s_python_empty_tuple);
+  if (!fig) throw std::runtime_error("Call to figure() failed.");
+
+  PyObject *gca_kwargs = PyDict_New();
+  PyDict_SetItemString(gca_kwargs, "projection", PyString_FromString("3d"));
+
+  PyObject *gca = PyObject_GetAttrString(fig, "gca");
+  if (!gca) throw std::runtime_error("No gca");
+  Py_INCREF(gca);
+  PyObject *axis = PyObject_Call(
+      gca, detail::_interpreter::get().s_python_empty_tuple, gca_kwargs);
+
+  if (!axis) throw std::runtime_error("No axis");
+  Py_INCREF(axis);
+
+  Py_DECREF(gca);
+  Py_DECREF(gca_kwargs);
+
+  PyObject *scatter = PyObject_GetAttrString(axis, "scatter");
+  if (!scatter) throw std::runtime_error("No scatter");
+
+  Py_INCREF(scatter);
+  PyObject *res = PyObject_Call(scatter, args, kwargs);
+  if (!res) throw std::runtime_error("failed scatter");
+  Py_DECREF(scatter);
+
+  Py_DECREF(axis);
+  Py_DECREF(args);
+  Py_DECREF(kwargs);
+  if (res) Py_DECREF(res);
+}
+
 template<typename Numeric>
 bool stem(const std::vector<Numeric> &x, const std::vector<Numeric> &y, const std::map<std::string, std::string>& keywords)
 {