diff --git a/notebooks/trap_spectrum.ipynb b/notebooks/trap_spectrum.ipynb
new file mode 100644
index 0000000..7194ee8
--- /dev/null
+++ b/notebooks/trap_spectrum.ipynb
@@ -0,0 +1,19940 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
+      ],
+      "text/vnd.plotly.v1+html": [
+       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "import plotly\n",
+    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
+    "import plotly.graph_objs as go\n",
+    "\n",
+    "init_notebook_mode(connected=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['E', 'theta', 'theta_start', 'colNum', 'L', 'state'], dtype='object')"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "trap18 = pd.read_table(\"../output/trap[18000.0].out\", sep=\"\\\\s+\",comment=\"#\")\n",
+    "trap16 = pd.read_table(\"../output/trap[16000.0].out\", sep=\"\\\\s+\",comment=\"#\")\n",
+    "trap14 = pd.read_table(\"../output/trap[14000.0].out\", sep=\"\\\\s+\",comment=\"#\")\n",
+    "trap12 = pd.read_table(\"../output/trap[12000.0].out\", sep=\"\\\\s+\",comment=\"#\")\n",
+    "trap18.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "data": [
+        {
+         "name": "E = 12 keV",
+         "nbinsx": 30,
+         "opacity": 0.5,
+         "type": "histogram",
+         "uid": "c5ba9dc0-f7b1-11e8-a03f-00304f5161d0",
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3554.6000000000004, 2564.2000000000007, 3574.7000000000007, 2505.5, 2671.7000000000007, 3095.2999999999993, 3644.2999999999993, 2783.6000000000004, 2156.7999999999993, 41.20000000000073, 347.40000000000146, 3439.6000000000004, 57.20000000000073, 11.799999999999272, 1704.1000000000004, 1425.5999999999985, 13.099999999998545, 771.2999999999993, 1520.0, 2982.7000000000007, 3449.0, 2523.1000000000004, 3836.0, 1866.7000000000007, 3065.0, 1170.0, 799.5999999999985, 3365.8999999999996, 2699.7999999999993, 1273.0999999999985, 3633.1000000000004, 193.29999999999927, 289.5, 2793.2000000000007, 2697.7999999999993, 3681.8999999999996, 1046.4000000000015, 1739.5, 3369.2999999999993, 1235.5, 11.299999999999272, 2275.7000000000007, 947.5999999999985, 3916.0, 1481.9000000000015, 3141.7000000000007, 652.5999999999985, 287.2999999999993, 3922.5, 570.5, 2527.5, 2688.2999999999993, 2972.6000000000004, 3644.7999999999993, 3444.0, 215.59999999999854, 3403.7000000000007, 2010.2999999999993, 2486.3999999999996, 2023.2999999999993, 2910.8999999999996, 1966.5, 2493.1000000000004, 2695.8999999999996, 3244.5, 248.09999999999854, 3767.2000000000007, 1945.0, 2897.7999999999993, 544.5, 44.099999999998545, 3941.7000000000007, 1385.2000000000007, 877.5, 1786.8999999999996, 2792.2000000000007, 1065.2999999999993, 3910.7999999999993, 1093.7999999999993, 967.7000000000007, 1081.7000000000007, 805.7999999999993, 1148.5999999999985, 2538.6000000000004, 890.2000000000007, 3274.8999999999996, 3835.5, 2285.5, 2507.8999999999996, 343.2999999999993, 977.4000000000015, 2092.2000000000007, 723.9000000000015, 2800.0, 1120.7000000000007, 2376.0, 1274.4000000000015, 3819.8999999999996, 2667.7999999999993, 3699.5], \"type\": \"histogram\", \"uid\": \"c5ba9dc3-f7b1-11e8-9693-00304f5161d0\"}], {\"barmode\": \"overlay\"}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bins = 30\n",
+    "\n",
+    "hist18 = go.Histogram(x = 18000 - trap18.E, nbinsx=bins, opacity=0.5, name = \"E = 18 keV\")\n",
+    "hist16 = go.Histogram(x = 16000 - trap16.E, nbinsx=bins, opacity=0.5, name = \"E = 16 keV\")\n",
+    "hist14 = go.Histogram(x = 14000 - trap14.E, nbinsx=bins, opacity=0.5, name = \"E = 14 keV\")\n",
+    "hist12 = go.Histogram(x = 12000 - trap12.E, nbinsx=bins, opacity=0.5, name = \"E = 12 keV\")\n",
+    "\n",
+    "iplot(go.Figure( data = [hist12, hist14, hist16, hist18], layout= go.Layout(barmode='overlay')))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from beakerx import *\n",
+    "from beakerx.object import beakerx\n",
+    "beakerx.hist18 = trap18"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[E, theta, theta_start, colNum, L, state]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%groovy\n",
+    "beakerx.hist18."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}