diff --git a/.gitignore b/.gitignore
index 1cc6a47..178d1a7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,7 +3,7 @@
 
 # dist
 VERSION
-neptune_lib.egg-info/
+neptune_contrib.egg-info/
 dist/
 
 # tests
@@ -21,5 +21,5 @@ tests/.pytest_cache
 docs/_build
 docs/_templates
 
-# nbooks
+# notebooks
 *.ipynb_checkpoints
diff --git a/docs/examples/hiplot_visualizations.ipynb b/docs/examples/hiplot_visualizations.ipynb
index 28a1f6c..c20f16a 100644
--- a/docs/examples/hiplot_visualizations.ipynb
+++ b/docs/examples/hiplot_visualizations.ipynb
@@ -17,26 +17,27 @@
     "1. Setup the visualization to your liking.\n",
     "1. Inspect experiments lineage.\n",
     "\n",
-    "## Before we start, make sure that you have dependencies installed\n",
+    "### Before we start, make sure that you have dependencies installed\n",
     "* `neptune-client`\n",
     "* `neptune-contrib[viz]`\n",
     "* `hiplot`\n",
     "\n",
-    "## Example notebooks in Neptune\n",
+    "### Example notebooks in Neptune\n",
     "* [credit-default-prediction](https://ui.neptune.ai/neptune-ai/credit-default-prediction/n/parallel-plot-04e5c379-0837-42ff-a11c-a8861ca4a408/c486644a-a356-4317-b397-6cdae86b7575)\n",
     "* [example-project](https://ui.neptune.ai/USERNAME/example-project/n/parallel-plot-cb5394cc-edce-41e3-9a25-7970865c66ad/59377976-6651-40ed-b3c3-eb0fa5aa79bc)\n",
     "\n",
     "These notebooks are tracked in Neptune public projects. You are free to play with the plots - they are interactive.\n",
     "\n",
-    "## Remember to set the project before you call visualization function\n",
-    "For example: `neptune.init('USERNAME/example-project')`"
+    "### Learn more\n",
+    "Check integration [documentation](https://neptune-contrib.readthedocs.io/user_guide/viz/parallel_coordinates_plot.html) for more details."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Set project"
+    "## Set project\n",
+    "Remember to set the project before you call visualization function"
    ]
   },
   {
@@ -133,7 +134,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.6.8"
   }
  },
  "nbformat": 4,
diff --git a/neptunecontrib/viz/parallel_coordinates_plot.py b/neptunecontrib/viz/parallel_coordinates_plot.py
index 6772c00..065bf1b 100644
--- a/neptunecontrib/viz/parallel_coordinates_plot.py
+++ b/neptunecontrib/viz/parallel_coordinates_plot.py
@@ -37,7 +37,12 @@ def make_parallel_coordinates_plot(html_file_path=None,
     You can also inspect the lineage of experiments.
 
     **See** `example <https://neptune-contrib.readthedocs.io/examples/hiplot_visualizations.html>`_
-    **for full use case.**
+    **for the full use case.**
+
+    Axes are ordered as follows: first axis is neptune ``experiment id``,
+    second is experiment ``owner``,
+    then ``params`` and ``properties`` in alphabetical order.
+    Finally, ``metrics`` on the right side (alphabetical order as well).
 
     This visualization it built using `HiPlot <https://facebookresearch.github.io/hiplot/index.html>`_.
     It is a library published by the Facebook AI group.
@@ -197,6 +202,18 @@ def make_parallel_coordinates_plot(html_file_path=None,
     df = df.sort_values(by='neptune_exp_number', ascending=True)
     df = df.drop(columns='neptune_exp_number')
 
+    # Prepare order of axes, where 'neptune_id' is first, metrics to the right.
+    all_axes = df.columns.to_list()
+    if metrics:
+        metric_names = [j[1] for j in metrics]
+        metric_names.sort()
+        for metric in metric_names:
+            all_axes.remove(metric)
+        all_axes.sort()
+        all_axes.sort(reverse=True, key='owner'.__eq__)
+        all_axes.sort(reverse=True, key='neptune_id'.__eq__)
+        all_axes = all_axes + metric_names
+
     # Prepare HiPlot visualization
     input_to_hiplot = df.T.to_dict().values()
     hiplot_vis = hip.Experiment().from_iterable(input_to_hiplot)
@@ -212,7 +229,7 @@ def make_parallel_coordinates_plot(html_file_path=None,
         hiplot_vis.to_html(html_file_path)
     hiplot_vis.display_data(hip.Displays.PARALLEL_PLOT).update({'categoricalMaximumValues': df.shape[0],
                                                                 'hide': ['uid', 'from_uid'],
-                                                                'order': ['neptune_id']})
+                                                                'order': all_axes})
     return hiplot_vis.display()