jupyter-nbviewer-692.ipynb

{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Image in Markdown\n\n![Screen+Shot+2018-12-21+at+8.56.47+PM.png](attachment:Screen+Shot+2018-12-21+at+8.56.47+PM.png)",
   "attachments": {
    "Screen+Shot+2018-12-21+at+8.56.47+PM.png": {
     "image/png": 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"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3",
   "language": "python"
  },
  "language_info": {
   "name": "python",
   "version": "3.6.6",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}