diff --git a/examples/plotly.ipynb b/examples/plotly.ipynb
index c2fb004..b57417d 100644
--- a/examples/plotly.ipynb
+++ b/examples/plotly.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,19 +32,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e353ff58bd9445db8737f62a0d027db0",
+       "model_id": "2a318d4266684c66a40e93c9d39a368a",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
        "FigureWidget({\n",
-       "    'data': [{'line': {'color': 'rgba(202, 81, 253, 1.0)', 'dash': 'solid', 'shape': 'linear', …"
+       "    'data': [{'line': {'color': 'rgba(60, 178, 63, 1.0)', 'dash': 'solid', 'shape': 'linear', '…"
       ]
      },
      "metadata": {},
@@ -59,6 +59,33 @@
     "f.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7634ddb3097a4eddaf4e89c2fb50031f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "FigureWidget({\n",
+       "    'data': [{'marker': {'color': '#041FA4'},\n",
+       "              'mode': 'markers',\n",
+       "              'n…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "l.plot(df, 'scatter', 'cufflinks')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/lantern/plotting/plot_matplotlib.py b/lantern/plotting/plot_matplotlib.py
index a74d493..9d103cd 100644
--- a/lantern/plotting/plot_matplotlib.py
+++ b/lantern/plotting/plot_matplotlib.py
@@ -95,12 +95,6 @@ def show(self, title='', xlabel='', ylabel='', xaxis=True, yaxis=True, xticks=Tr
 
         lines = []
         labels = []
-        # plt.legend([])
-        # leg = set(ax.legend for ax in self._axes)
-
-        # FIXME these rescale the axis
-        # plt.axhline(0, color='black')
-        # plt.axvline(0, color='black')
 
         to_delete = []
         for ax in self._axes:
@@ -204,10 +198,12 @@ def _bar(self):
                 if d[2] == 'right':
                     x = ax2.bar(d[0].index+count*((d[0].index[1]-d[0].index[0])/(left_count+right_count)), d[0][col], width=width, color=d[1], **d[4])
                     self._legend.append((col, x, d[2]))
+                    x.set_label(col)
                     count += 1
                 else:
                     x = ax.bar(d[0].index+count*((d[0].index[1]-d[0].index[0])/(left_count+right_count)), d[0][col], width=width, color=d[1], **d[4])
                     self._legend.append((col, x, d[2]))
+                    x.set_label(col)
                     count += 1
 
     def _hist(self):
diff --git a/lantern/plotting/plot_plotly.py b/lantern/plotting/plot_plotly.py
index b33d4bb..21be15e 100644
--- a/lantern/plotting/plot_plotly.py
+++ b/lantern/plotting/plot_plotly.py
@@ -32,8 +32,8 @@ def show(self, title='', xlabel='', ylabel='', xaxis=True, yaxis=True, xticks=Tr
         y2_count = sum([1 for (_, _, a, _) in self.figures if a == 'right'])
 
         y2s = 2
-        y2p = .05/y2_count
-        y2_base = .95
+        y2p = .05/y2_count if y2_count > 0 else 0
+        y2_base = .95 if y2_count > 0 else 1.0
 
         for col, figure, axis, color in self.figures:
             for trace in figure['data']: