diff --git a/notebooks/Ecco_Comparing_Token_Rankings.ipynb b/notebooks/Ecco_Comparing_Token_Rankings.ipynb
new file mode 100644
index 0000000..d57f6ea
--- /dev/null
+++ b/notebooks/Ecco_Comparing_Token_Rankings.ipynb
@@ -0,0 +1,801 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "04- Comparing Token Rankings.ipynb",
+ "provenance": [],
+ "collapsed_sections": [],
+ "authorship_tag": "ABX9TyPrJbTweCRvnnlW2LryiGk4",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ij2EGPVzMHVr"
+ },
+ "source": [
+ "!pip install ecco"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "OPC9IRsAMJl5"
+ },
+ "source": [
+ "import ecco\n",
+ "lm = ecco.from_pretrained('distilgpt2')"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "U5GmGVtpMLIO",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 49
+ },
+ "outputId": "949bc2b5-952f-448d-a94e-5b0338a9e49c"
+ },
+ "source": [
+ "text= \"The keys to the cabinet\"\n",
+ "output = lm.generate(text, generate=1, do_sample=False)"
+ ],
+ "execution_count": 15,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ "\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ "\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/javascript": [
+ "\n",
+ "\n",
+ " requirejs( ['basic', 'ecco'], function(basic, ecco){\n",
+ " basic.init('viz_162984')\n",
+ "\n",
+ " window.ecco['viz_162984'] = ecco.renderOutputSequence('viz_162984', {'tokens': [{'token': 'The', 'position': 0, 'token_id': 464, 'type': 'input'}, {'token': ' keys', 'position': 1, 'token_id': 8251, 'type': 'input'}, {'token': ' to', 'position': 2, 'token_id': 284, 'type': 'input'}, {'token': ' the', 'position': 3, 'token_id': 262, 'type': 'input'}, {'token': ' cabinet', 'position': 4, 'token_id': 13447, 'type': 'input'}]})\n",
+ " }, function (err) {\n",
+ " console.log(err);\n",
+ " })\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/javascript": [
+ "\n",
+ " // We don't really need these require scripts. But this is to avert\n",
+ " //this code from running before display_input_sequence which DOES require external files\n",
+ " requirejs(['basic', 'ecco'], function(basic, ecco){\n",
+ " console.log('addToken viz_id', 'viz_162984');\n",
+ " window.ecco['viz_162984'].addToken({\"token\": \" are\", \"token_id\": 389, \"position\": 5, \"type\": \"output\"})\n",
+ " window.ecco['viz_162984'].redraw()\n",
+ " })\n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "BkA2RLvrMaMv",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 324
+ },
+ "outputId": "a76fe2c6-fe47-45ae-9f60-c6409c883eda"
+ },
+ "source": [
+ "output.rankings_watch(watch=[318, 389], position=5)"
+ ],
+ "execution_count": 16,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "