cont.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Interactive Demo for K-12 Students on Client Server and Peer To Peer Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# nbi:hide_in\n",
    "from IPython.display import Audio,Image,YouTubeVideo\n",
    "from IPython.core.display import HTML\n",
    "from IPython.display import HTML, display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"900\"\n",
       "            height=\"400\"\n",
       "            src=\"https://www.youtube.com/embed/SwLdKeC8scE\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe1f43ecda0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nbi:hide_in\n",
    "id='SwLdKeC8scE'\n",
    "YouTubeVideo(id=id,width=900,height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"900\"\n",
       "            height=\"400\"\n",
       "            src=\"https://www.youtube.com/embed/uliny6fWbvs\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe1f43208d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nbi:hide_in\n",
    "id='uliny6fWbvs'\n",
    "YouTubeVideo(id=id,width=900,height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"900\"\n",
       "            height=\"400\"\n",
       "            src=\"https://www.youtube.com/embed/L5BlpPU_muY\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe1f4320cc0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nbi:hide_in\n",
    "id='L5BlpPU_muY'\n",
    "YouTubeVideo(id=id,width=900,height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"900\"\n",
       "            height=\"400\"\n",
       "            src=\"https://www.youtube.com/embed/fD6lSr9_Q4o\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe1f4320fd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nbi:hide_in\n",
    "id='fD6lSr9_Q4o'\n",
    "YouTubeVideo(id=id,width=900,height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# nbi:hide_in"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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